[2020-10-18 15:28:46,991][root][INFO] - ===> Configurations [2020-10-18 15:28:47,004][root][INFO] - net: model: Res16UNet34C conv1_kernel_size: 3 weights: weights_for_inner_model: false dilations: - 1 - 1 - 1 - 1 wrapper_type: null wrapper_region_type: 1 wrapper_kernel_size: 3 wrapper_lr: 0.1 meanfield_iterations: 10 crf_spatial_sigma: 1 crf_chromatic_sigma: 12 optimizer: optimizer: SGD lr: 0.1 sgd_momentum: 0.9 sgd_dampening: 0.1 adam_beta1: 0.9 adam_beta2: 0.999 weight_decay: 0.0001 param_histogram_freq: 100 save_param_histogram: false iter_size: 1 bn_momentum: 0.02 scheduler: PolyLR max_iter: 60000 step_size: 20000.0 step_gamma: 0.1 poly_power: 0.9 exp_gamma: 0.95 exp_step_size: 445 data: dataset: StanfordArea5Dataset train_file: null voxel_size: 0.05 data_dir: data data_ratio: 1.0 temporal_dilation: 30 temporal_numseq: 3 point_lim: -1 pre_point_lim: -1 batch_size: 6 val_batch_size: 1 test_batch_size: 1 cache_data: false num_workers: 1 num_val_workers: 1 ignore_label: 255 return_transformation: false ignore_duplicate_class: false partial_crop: 0 train_limit_numpoints: 0 synthia_path: /home/chrischoy/datasets/Synthia/Synthia4D synthia_camera_path: /home/chrischoy/datasets/Synthia/%s/CameraParams/ synthia_camera_intrinsic_file: intrinsics.txt synthia_camera_extrinsics_file: Stereo_Right/Omni_F/%s.txt temporal_rand_dilation: false temporal_rand_numseq: false scannet_path: /home/chrischoy/datasets/scannet/scannet_preprocessed stanford3d_path: /checkpoint/jihou/data/stanford3d/pointcloud_pth train: is_train: true stat_freq: 1 save_freq: 100 val_freq: 200 empty_cache_freq: 1 train_phase: train val_phase: val overwrite_weights: true resume: true resume_optimizer: True, eval_upsample: false lenient_weight_loading: true distributed: distributed_world_size: 8 distributed_rank: 0 distributed_backend: nccl distributed_init_method: tcp://learnfair1303:10100 distributed_port: 10100 device_id: 0 distributed_no_spawn: true ddp_backend: c10d bucket_cap_mb: 25 augmentation: use_feat_aug: true data_aug_color_trans_ratio: 0.05 data_aug_color_jitter_std: 0.005 normalize_color: true data_aug_scale_min: 0.9 data_aug_scale_max: 1.1 data_aug_hue_max: 0.5 data_aug_saturation_max: 0.2 test: visualize: false test_temporal_average: false visualize_path: outputs/visualize save_prediction: false save_pred_dir: outputs/pred test_phase: test evaluate_original_pointcloud: false test_original_pointcloud: false test_stat_freq: 100 misc: is_cuda: true load_path: null log_step: 50 log_level: INFO num_gpu: 1 seed: 123 log_dir: load_bn: all_bn resume_config: null instance: true swav: false swav_sup: false detach: false debug: false train_stuff: true [2020-10-18 15:28:47,004][root][INFO] - ===> Initializing dataloader [2020-10-18 15:28:47,008][root][INFO] - voxel size: 0.05 [2020-10-18 15:28:47,008][root][INFO] - Loading StanfordArea5Dataset DatasetPhase.Train: ['area1.txt', 'area2.txt', 'area3.txt', 'area4.txt', 'area6.txt'] [2020-10-18 15:28:47,011][root][INFO] - voxel size: 0.05 [2020-10-18 15:28:47,011][root][INFO] - Loading StanfordArea5Dataset DatasetPhase.Val: area5.txt [2020-10-18 15:28:47,011][root][INFO] - ===> Building model [2020-10-18 15:28:47,338][root][INFO] - ===> Number of trainable parameters: Res16UNet34C: 37855760 [2020-10-18 15:28:47,338][root][INFO] - Res16UNet34C( (conv0p1s1): MinkowskiConvolution(in=3, out=32, region_type=RegionType.HYPERCUBE, kernel_size=[3, 3, 3], stride=[1, 1, 1], dilation=[1, 1, 1]) (bn0): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (conv1p1s2): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bn1): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block1): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (conv2p2s2): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bn2): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block2): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=32, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=32, out=64, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (2): BasicBlock( (conv1): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (conv3p4s2): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bn3): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block3): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=64, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=64, out=128, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (2): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (3): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (conv4p8s2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bn4): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block4): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=128, out=256, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (2): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (3): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (4): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (5): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (convtr4p16s2): MinkowskiConvolutionTranspose(in=256, out=256, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bntr4): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block5): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=384, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=384, out=256, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (convtr5p8s2): MinkowskiConvolutionTranspose(in=256, out=128, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bntr5): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block6): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=192, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=192, out=128, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (convtr6p4s2): MinkowskiConvolutionTranspose(in=128, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bntr6): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block7): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=128, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (convtr7p2s2): MinkowskiConvolutionTranspose(in=96, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bntr7): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block8): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=128, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (final): MinkowskiConvolution(in=96, out=13, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (relu): MinkowskiReLU() (offsets_pre): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (bntr_offset): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (offsets): MinkowskiConvolution(in=96, out=3, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) ) [2020-10-18 15:28:47,341][root][INFO] - ===> Loading weights: [2020-10-18 15:28:47,904][root][INFO] - Loading weights:conv0p1s1.kernel, bn0.bn.weight, bn0.bn.bias, bn0.bn.running_mean, bn0.bn.running_var, bn0.bn.num_batches_tracked, conv1p1s2.kernel, bn1.bn.weight, bn1.bn.bias, bn1.bn.running_mean, bn1.bn.running_var, bn1.bn.num_batches_tracked, block1.0.conv1.kernel, block1.0.norm1.bn.weight, block1.0.norm1.bn.bias, block1.0.norm1.bn.running_mean, block1.0.norm1.bn.running_var, block1.0.norm1.bn.num_batches_tracked, block1.0.conv2.kernel, block1.0.norm2.bn.weight, block1.0.norm2.bn.bias, block1.0.norm2.bn.running_mean, block1.0.norm2.bn.running_var, block1.0.norm2.bn.num_batches_tracked, block1.1.conv1.kernel, block1.1.norm1.bn.weight, block1.1.norm1.bn.bias, block1.1.norm1.bn.running_mean, block1.1.norm1.bn.running_var, block1.1.norm1.bn.num_batches_tracked, block1.1.conv2.kernel, block1.1.norm2.bn.weight, block1.1.norm2.bn.bias, block1.1.norm2.bn.running_mean, block1.1.norm2.bn.running_var, block1.1.norm2.bn.num_batches_tracked, conv2p2s2.kernel, bn2.bn.weight, bn2.bn.bias, bn2.bn.running_mean, bn2.bn.running_var, bn2.bn.num_batches_tracked, block2.0.conv1.kernel, block2.0.norm1.bn.weight, 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bn4.bn.weight, bn4.bn.bias, bn4.bn.running_mean, bn4.bn.running_var, bn4.bn.num_batches_tracked, block4.0.conv1.kernel, block4.0.norm1.bn.weight, block4.0.norm1.bn.bias, block4.0.norm1.bn.running_mean, block4.0.norm1.bn.running_var, block4.0.norm1.bn.num_batches_tracked, block4.0.conv2.kernel, block4.0.norm2.bn.weight, block4.0.norm2.bn.bias, block4.0.norm2.bn.running_mean, block4.0.norm2.bn.running_var, block4.0.norm2.bn.num_batches_tracked, block4.0.downsample.0.kernel, block4.0.downsample.1.bn.weight, block4.0.downsample.1.bn.bias, block4.0.downsample.1.bn.running_mean, block4.0.downsample.1.bn.running_var, block4.0.downsample.1.bn.num_batches_tracked, block4.1.conv1.kernel, block4.1.norm1.bn.weight, block4.1.norm1.bn.bias, block4.1.norm1.bn.running_mean, block4.1.norm1.bn.running_var, block4.1.norm1.bn.num_batches_tracked, block4.1.conv2.kernel, block4.1.norm2.bn.weight, block4.1.norm2.bn.bias, block4.1.norm2.bn.running_mean, block4.1.norm2.bn.running_var, 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block4.4.norm2.bn.running_mean, block4.4.norm2.bn.running_var, block4.4.norm2.bn.num_batches_tracked, block4.5.conv1.kernel, block4.5.norm1.bn.weight, block4.5.norm1.bn.bias, block4.5.norm1.bn.running_mean, block4.5.norm1.bn.running_var, block4.5.norm1.bn.num_batches_tracked, block4.5.conv2.kernel, block4.5.norm2.bn.weight, block4.5.norm2.bn.bias, block4.5.norm2.bn.running_mean, block4.5.norm2.bn.running_var, block4.5.norm2.bn.num_batches_tracked, convtr4p16s2.kernel, bntr4.bn.weight, bntr4.bn.bias, bntr4.bn.running_mean, bntr4.bn.running_var, bntr4.bn.num_batches_tracked, block5.0.conv1.kernel, block5.0.norm1.bn.weight, block5.0.norm1.bn.bias, block5.0.norm1.bn.running_mean, block5.0.norm1.bn.running_var, block5.0.norm1.bn.num_batches_tracked, block5.0.conv2.kernel, block5.0.norm2.bn.weight, block5.0.norm2.bn.bias, block5.0.norm2.bn.running_mean, block5.0.norm2.bn.running_var, block5.0.norm2.bn.num_batches_tracked, block5.0.downsample.0.kernel, block5.0.downsample.1.bn.weight, 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block6.0.downsample.0.kernel, block6.0.downsample.1.bn.weight, block6.0.downsample.1.bn.bias, block6.0.downsample.1.bn.running_mean, block6.0.downsample.1.bn.running_var, block6.0.downsample.1.bn.num_batches_tracked, block6.1.conv1.kernel, block6.1.norm1.bn.weight, block6.1.norm1.bn.bias, block6.1.norm1.bn.running_mean, block6.1.norm1.bn.running_var, block6.1.norm1.bn.num_batches_tracked, block6.1.conv2.kernel, block6.1.norm2.bn.weight, block6.1.norm2.bn.bias, block6.1.norm2.bn.running_mean, block6.1.norm2.bn.running_var, block6.1.norm2.bn.num_batches_tracked, convtr6p4s2.kernel, bntr6.bn.weight, bntr6.bn.bias, bntr6.bn.running_mean, bntr6.bn.running_var, bntr6.bn.num_batches_tracked, block7.0.conv1.kernel, block7.0.norm1.bn.weight, block7.0.norm1.bn.bias, block7.0.norm1.bn.running_mean, block7.0.norm1.bn.running_var, block7.0.norm1.bn.num_batches_tracked, block7.0.conv2.kernel, block7.0.norm2.bn.weight, block7.0.norm2.bn.bias, block7.0.norm2.bn.running_mean, block7.0.norm2.bn.running_var, block7.0.norm2.bn.num_batches_tracked, block7.0.downsample.0.kernel, block7.0.downsample.1.bn.weight, block7.0.downsample.1.bn.bias, block7.0.downsample.1.bn.running_mean, block7.0.downsample.1.bn.running_var, block7.0.downsample.1.bn.num_batches_tracked, block7.1.conv1.kernel, block7.1.norm1.bn.weight, block7.1.norm1.bn.bias, block7.1.norm1.bn.running_mean, block7.1.norm1.bn.running_var, block7.1.norm1.bn.num_batches_tracked, block7.1.conv2.kernel, block7.1.norm2.bn.weight, block7.1.norm2.bn.bias, block7.1.norm2.bn.running_mean, block7.1.norm2.bn.running_var, block7.1.norm2.bn.num_batches_tracked, convtr7p2s2.kernel, bntr7.bn.weight, bntr7.bn.bias, bntr7.bn.running_mean, bntr7.bn.running_var, bntr7.bn.num_batches_tracked, block8.0.conv1.kernel, block8.0.norm1.bn.weight, block8.0.norm1.bn.bias, block8.0.norm1.bn.running_mean, block8.0.norm1.bn.running_var, block8.0.norm1.bn.num_batches_tracked, block8.0.conv2.kernel, block8.0.norm2.bn.weight, block8.0.norm2.bn.bias, block8.0.norm2.bn.running_mean, block8.0.norm2.bn.running_var, block8.0.norm2.bn.num_batches_tracked, block8.0.downsample.0.kernel, block8.0.downsample.1.bn.weight, block8.0.downsample.1.bn.bias, block8.0.downsample.1.bn.running_mean, block8.0.downsample.1.bn.running_var, block8.0.downsample.1.bn.num_batches_tracked, block8.1.conv1.kernel, block8.1.norm1.bn.weight, block8.1.norm1.bn.bias, block8.1.norm1.bn.running_mean, block8.1.norm1.bn.running_var, block8.1.norm1.bn.num_batches_tracked, block8.1.conv2.kernel, block8.1.norm2.bn.weight, block8.1.norm2.bn.bias, block8.1.norm2.bn.running_mean, block8.1.norm2.bn.running_var, block8.1.norm2.bn.num_batches_tracked [2020-10-18 15:28:48,085][root][INFO] - ===> Start training on 8 GPUs, batch-size=48 [2020-10-18 15:28:48,085][root][INFO] - => no weights.pth [2020-10-18 15:28:59,721][root][INFO] - ===> Epoch[1](1/5): Loss 4.7532, Sem 2.6847, dir -0.0471, norm 2.1156, swav 0.0000 LR: 1.000e-01 Score 3.565 Data time: 3.8552, Forward time: 1.3108, Backward time: 6.3899, DDP time: 0.0039, Total iter time: 11.5740 [2020-10-18 15:29:05,113][root][INFO] - ===> Epoch[1](2/5): Loss 4.2004, Sem 2.3675, dir -0.1113, norm 1.9441, swav 0.0000 LR: 1.000e-01 Score 25.704 Data time: 0.0924, Forward time: 1.1457, Backward time: 5.2833, DDP time: 0.0037, Total iter time: 5.3265 [2020-10-18 15:29:07,057][root][INFO] - ===> Epoch[1](3/5): Loss 3.5621, Sem 1.9655, dir -0.2257, norm 1.8223, swav 0.0000 LR: 1.000e-01 Score 43.511 Data time: 0.0484, Forward time: 0.9299, Backward time: 3.9021, DDP time: 0.0038, Total iter time: 1.7900 [2020-10-18 15:29:09,692][root][INFO] - ===> Epoch[1](4/5): Loss 3.3907, Sem 1.8094, dir -0.2142, norm 1.7955, swav 0.0000 LR: 9.999e-02 Score 46.650 Data time: 0.0425, Forward time: 0.8229, Backward time: 3.3753, DDP time: 0.0037, Total iter time: 2.5010 [2020-10-18 15:29:14,227][root][INFO] - ===> Epoch[1](5/5): Loss 3.4736, Sem 1.7411, dir -0.1688, norm 1.9013, swav 0.0000 LR: 9.999e-02 Score 49.938 Data time: 0.0748, Forward time: 0.8204, Backward time: 3.3928, DDP time: 0.0038, Total iter time: 4.4657 [2020-10-18 15:29:16,609][root][INFO] - ===> Epoch[2](6/5): Loss 3.4423, Sem 1.5427, dir -0.0955, norm 1.9951, swav 0.0000 LR: 9.999e-02 Score 59.703 Data time: 0.0821, Forward time: 0.8359, Backward time: 3.0265, DDP time: 0.0038, Total iter time: 2.2588 [2020-10-18 15:29:18,562][root][INFO] - ===> Epoch[2](7/5): Loss 2.6584, Sem 1.2711, dir -0.2222, norm 1.6095, swav 0.0000 LR: 9.999e-02 Score 65.638 Data time: 0.0623, Forward time: 0.8187, Backward time: 2.7325, DDP time: 0.0037, Total iter time: 1.7953 [2020-10-18 15:29:21,434][root][INFO] - ===> Epoch[2](8/5): Loss 3.2882, Sem 1.3270, dir -0.1264, norm 2.0876, swav 0.0000 LR: 9.999e-02 Score 62.179 Data time: 0.1140, Forward time: 0.7802, Backward time: 2.6386, DDP time: 0.0038, Total iter time: 2.7454 [2020-10-18 15:29:23,883][root][INFO] - ===> Epoch[2](9/5): Loss 2.9799, Sem 1.2698, dir -0.1955, norm 1.9056, swav 0.0000 LR: 9.999e-02 Score 62.219 Data time: 0.1469, Forward time: 0.7915, Backward time: 2.4924, DDP time: 0.0035, Total iter time: 2.3633 [2020-10-18 15:29:26,077][root][INFO] - ===> Epoch[2](10/5): Loss 2.6585, Sem 1.2105, dir -0.2864, norm 1.7344, swav 0.0000 LR: 9.999e-02 Score 64.986 Data time: 0.0737, Forward time: 0.8057, Backward time: 2.3472, DDP time: 0.0033, Total iter time: 2.0605 [2020-10-18 15:29:28,373][root][INFO] - ===> Epoch[3](11/5): Loss 2.8569, Sem 1.1548, dir -0.2382, norm 1.9404, swav 0.0000 LR: 9.998e-02 Score 65.282 Data time: 0.0761, Forward time: 0.8226, Backward time: 2.2350, DDP time: 0.0031, Total iter time: 2.1939 [2020-10-18 15:29:32,065][root][INFO] - ===> Epoch[3](12/5): Loss 2.4829, Sem 1.0967, dir -0.3093, norm 1.6955, swav 0.0000 LR: 9.998e-02 Score 65.755 Data time: 0.1233, Forward time: 0.8095, Backward time: 2.2698, DDP time: 0.0032, Total iter time: 3.5396 [2020-10-18 15:29:34,148][root][INFO] - ===> Epoch[3](13/5): Loss 2.7930, Sem 1.1338, dir -0.1985, norm 1.8577, swav 0.0000 LR: 9.998e-02 Score 66.451 Data time: 0.0678, Forward time: 0.8038, Backward time: 2.1823, DDP time: 0.0032, Total iter time: 1.9800 [2020-10-18 15:29:36,732][root][INFO] - ===> Epoch[3](14/5): Loss 2.1693, Sem 1.0139, dir -0.3467, norm 1.5021, swav 0.0000 LR: 9.998e-02 Score 69.978 Data time: 0.0572, Forward time: 0.7886, Backward time: 2.1478, DDP time: 0.0033, Total iter time: 2.4731 [2020-10-18 15:29:41,094][root][INFO] - ===> Epoch[3](15/5): Loss 2.7976, Sem 1.1466, dir -0.2665, norm 1.9175, swav 0.0000 LR: 9.998e-02 Score 64.387 Data time: 0.0992, Forward time: 0.7845, Backward time: 2.2250, DDP time: 0.0033, Total iter time: 4.2609 [2020-10-18 15:29:43,250][root][INFO] - ===> Epoch[4](16/5): Loss 2.7320, Sem 1.0157, dir -0.3178, norm 2.0340, swav 0.0000 LR: 9.998e-02 Score 69.886 Data time: 0.1270, Forward time: 0.7967, Backward time: 2.1453, DDP time: 0.0031, Total iter time: 2.0681 [2020-10-18 15:29:45,665][root][INFO] - ===> Epoch[4](17/5): Loss 2.5009, Sem 1.0065, dir -0.3438, norm 1.8382, swav 0.0000 LR: 9.997e-02 Score 70.045 Data time: 0.0863, Forward time: 0.8021, Backward time: 2.0920, DDP time: 0.0032, Total iter time: 2.2939 [2020-10-18 15:29:48,249][root][INFO] - ===> Epoch[4](18/5): Loss 2.4615, Sem 0.9117, dir -0.3566, norm 1.9064, swav 0.0000 LR: 9.997e-02 Score 72.292 Data time: 0.2899, Forward time: 0.7880, Backward time: 2.0609, DDP time: 0.0032, Total iter time: 2.4921 [2020-10-18 15:29:50,691][root][INFO] - ===> Epoch[4](19/5): Loss 2.4829, Sem 0.9783, dir -0.3495, norm 1.8542, swav 0.0000 LR: 9.997e-02 Score 71.085 Data time: 0.1041, Forward time: 0.8047, Backward time: 2.0113, DDP time: 0.0031, Total iter time: 2.3430 [2020-10-18 15:29:52,717][root][INFO] - ===> Epoch[4](20/5): Loss 2.2540, Sem 0.9771, dir -0.3689, norm 1.6458, swav 0.0000 LR: 9.997e-02 Score 70.107 Data time: 0.0700, Forward time: 0.8038, Backward time: 1.9601, DDP time: 0.0031, Total iter time: 1.9102 [2020-10-18 15:29:55,453][root][INFO] - ===> Epoch[5](21/5): Loss 2.1003, Sem 0.9828, dir -0.4103, norm 1.5278, swav 0.0000 LR: 9.997e-02 Score 67.761 Data time: 0.0456, Forward time: 0.7901, Backward time: 1.9566, DDP time: 0.0031, Total iter time: 2.6413 [2020-10-18 15:29:57,820][root][INFO] - ===> Epoch[5](22/5): Loss 2.1155, Sem 0.9719, dir -0.3953, norm 1.5390, swav 0.0000 LR: 9.997e-02 Score 68.825 Data time: 0.0543, Forward time: 0.7837, Backward time: 1.9371, DDP time: 0.0031, Total iter time: 2.3076 [2020-10-18 15:30:00,059][root][INFO] - ===> Epoch[5](23/5): Loss 1.8858, Sem 0.8887, dir -0.4363, norm 1.4335, swav 0.0000 LR: 9.997e-02 Score 71.735 Data time: 0.0464, Forward time: 0.7725, Backward time: 1.9136, DDP time: 0.0031, Total iter time: 2.1366 [2020-10-18 15:30:02,279][root][INFO] - ===> Epoch[5](24/5): Loss 1.9841, Sem 0.8740, dir -0.4545, norm 1.5645, swav 0.0000 LR: 9.996e-02 Score 72.836 Data time: 0.0598, Forward time: 0.7727, Backward time: 1.8836, DDP time: 0.0032, Total iter time: 2.1185 [2020-10-18 15:30:04,485][root][INFO] - ===> Epoch[5](25/5): Loss 2.0860, Sem 0.8837, dir -0.4432, norm 1.6454, swav 0.0000 LR: 9.996e-02 Score 72.104 Data time: 0.2541, Forward time: 0.7755, Backward time: 1.8463, DDP time: 0.0032, Total iter time: 2.1011 [2020-10-18 15:30:07,484][root][INFO] - ===> Epoch[6](26/5): Loss 1.8923, Sem 0.9069, dir -0.4909, norm 1.4763, swav 0.0000 LR: 9.996e-02 Score 70.203 Data time: 1.2207, Forward time: 0.7770, Backward time: 1.8068, DDP time: 0.0032, Total iter time: 2.8815 [2020-10-18 15:30:11,002][root][INFO] - ===> Epoch[6](27/5): Loss 1.6724, Sem 0.8605, dir -0.4995, norm 1.3114, swav 0.0000 LR: 9.996e-02 Score 71.870 Data time: 1.7159, Forward time: 0.7784, Backward time: 1.7708, DDP time: 0.0031, Total iter time: 3.3781 [2020-10-18 15:30:13,270][root][INFO] - ===> Epoch[6](28/5): Loss 1.8736, Sem 0.8850, dir -0.4534, norm 1.4420, swav 0.0000 LR: 9.996e-02 Score 71.986 Data time: 0.5409, Forward time: 0.7780, Backward time: 1.7362, DDP time: 0.0031, Total iter time: 2.1520 [2020-10-18 15:30:15,811][root][INFO] - ===> Epoch[6](29/5): Loss 1.6889, Sem 0.8232, dir -0.5151, norm 1.3808, swav 0.0000 LR: 9.996e-02 Score 73.514 Data time: 0.7315, Forward time: 0.7766, Backward time: 1.7066, DDP time: 0.0031, Total iter time: 2.4435 [2020-10-18 15:30:18,137][root][INFO] - ===> Epoch[6](30/5): Loss 1.7235, Sem 0.7653, dir -0.5023, norm 1.4605, swav 0.0000 LR: 9.995e-02 Score 75.552 Data time: 0.4896, Forward time: 0.7802, Backward time: 1.6766, DDP time: 0.0031, Total iter time: 2.2033 [2020-10-18 15:30:20,799][root][INFO] - ===> Epoch[7](31/5): Loss 1.6870, Sem 0.8399, dir -0.5252, norm 1.3723, swav 0.0000 LR: 9.995e-02 Score 73.066 Data time: 0.1574, Forward time: 0.7767, Backward time: 1.6738, DDP time: 0.0031, Total iter time: 2.5406 [2020-10-18 15:30:25,934][root][INFO] - ===> Epoch[7](32/5): Loss 1.5796, Sem 0.8221, dir -0.5443, norm 1.3018, swav 0.0000 LR: 9.995e-02 Score 74.061 Data time: 2.8120, Forward time: 0.7849, Backward time: 1.6564, DDP time: 0.0031, Total iter time: 5.0210 [2020-10-18 15:30:28,190][root][INFO] - ===> Epoch[7](33/5): Loss 1.6586, Sem 0.7843, dir -0.5381, norm 1.4124, swav 0.0000 LR: 9.995e-02 Score 74.640 Data time: 0.1369, Forward time: 0.7814, Backward time: 1.6431, DDP time: 0.0032, Total iter time: 2.1408 [2020-10-18 15:30:30,667][root][INFO] - ===> Epoch[7](34/5): Loss 1.4499, Sem 0.7091, dir -0.5743, norm 1.3151, swav 0.0000 LR: 9.995e-02 Score 77.197 Data time: 0.0873, Forward time: 0.7886, Backward time: 1.6310, DDP time: 0.0032, Total iter time: 2.3788 [2020-10-18 15:30:33,068][root][INFO] - ===> Epoch[7](35/5): Loss 1.5142, Sem 0.7842, dir -0.5729, norm 1.3030, swav 0.0000 LR: 9.995e-02 Score 74.225 Data time: 0.0871, Forward time: 0.7927, Backward time: 1.6204, DDP time: 0.0031, Total iter time: 2.2878 [2020-10-18 15:30:35,056][root][INFO] - ===> Epoch[8](36/5): Loss 1.3691, Sem 0.7195, dir -0.5953, norm 1.2448, swav 0.0000 LR: 9.995e-02 Score 76.853 Data time: 0.0903, Forward time: 0.7921, Backward time: 1.6025, DDP time: 0.0031, Total iter time: 1.8898 [2020-10-18 15:30:37,837][root][INFO] - ===> Epoch[8](37/5): Loss 1.4163, Sem 0.7707, dir -0.6085, norm 1.2541, swav 0.0000 LR: 9.994e-02 Score 74.878 Data time: 0.0808, Forward time: 0.7929, Backward time: 1.6032, DDP time: 0.0031, Total iter time: 2.6784 [2020-10-18 15:30:39,890][root][INFO] - ===> Epoch[8](38/5): Loss 1.3442, Sem 0.7525, dir -0.6043, norm 1.1959, swav 0.0000 LR: 9.994e-02 Score 76.179 Data time: 0.0745, Forward time: 0.7926, Backward time: 1.5879, DDP time: 0.0031, Total iter time: 1.9384 [2020-10-18 15:30:42,141][root][INFO] - ===> Epoch[8](39/5): Loss 1.3061, Sem 0.7316, dir -0.6121, norm 1.1866, swav 0.0000 LR: 9.994e-02 Score 77.001 Data time: 0.0757, Forward time: 0.7947, Backward time: 1.5756, DDP time: 0.0031, Total iter time: 2.1389 [2020-10-18 15:30:44,396][root][INFO] - ===> Epoch[8](40/5): Loss 1.4724, Sem 0.7357, dir -0.6049, norm 1.3416, swav 0.0000 LR: 9.994e-02 Score 76.950 Data time: 0.0723, Forward time: 0.7928, Backward time: 1.5676, DDP time: 0.0031, Total iter time: 2.1453 [2020-10-18 15:30:46,955][root][INFO] - ===> Epoch[9](41/5): Loss 1.2107, Sem 0.7201, dir -0.6466, norm 1.1373, swav 0.0000 LR: 9.994e-02 Score 77.114 Data time: 0.0623, Forward time: 0.7907, Backward time: 1.5671, DDP time: 0.0032, Total iter time: 2.4520 [2020-10-18 15:30:48,926][root][INFO] - ===> Epoch[9](42/5): Loss 1.2024, Sem 0.7238, dir -0.6555, norm 1.1341, swav 0.0000 LR: 9.994e-02 Score 76.881 Data time: 0.0868, Forward time: 0.7928, Backward time: 1.5512, DDP time: 0.0031, Total iter time: 1.8744 [2020-10-18 15:30:51,186][root][INFO] - ===> Epoch[9](43/5): Loss 1.1458, Sem 0.6747, dir -0.6564, norm 1.1276, swav 0.0000 LR: 9.994e-02 Score 78.062 Data time: 0.0792, Forward time: 0.7943, Backward time: 1.5415, DDP time: 0.0031, Total iter time: 2.1371 [2020-10-18 15:30:53,124][root][INFO] - ===> Epoch[9](44/5): Loss 1.0496, Sem 0.6627, dir -0.6716, norm 1.0585, swav 0.0000 LR: 9.993e-02 Score 78.711 Data time: 0.0562, Forward time: 0.7897, Backward time: 1.5314, DDP time: 0.0031, Total iter time: 1.8414 [2020-10-18 15:30:55,559][root][INFO] - ===> Epoch[9](45/5): Loss 1.1891, Sem 0.6500, dir -0.6570, norm 1.1961, swav 0.0000 LR: 9.993e-02 Score 79.244 Data time: 0.0399, Forward time: 0.7830, Backward time: 1.5340, DDP time: 0.0031, Total iter time: 2.3360 [2020-10-18 15:30:58,491][root][INFO] - ===> Epoch[10](46/5): Loss 1.1487, Sem 0.6780, dir -0.6800, norm 1.1507, swav 0.0000 LR: 9.993e-02 Score 78.571 Data time: 0.0749, Forward time: 0.7856, Backward time: 1.5393, DDP time: 0.0031, Total iter time: 2.8445 [2020-10-18 15:31:00,605][root][INFO] - ===> Epoch[10](47/5): Loss 1.0377, Sem 0.6720, dir -0.6798, norm 1.0455, swav 0.0000 LR: 9.993e-02 Score 78.423 Data time: 0.0927, Forward time: 0.7897, Backward time: 1.5262, DDP time: 0.0031, Total iter time: 2.0148 [2020-10-18 15:31:02,463][root][INFO] - ===> Epoch[10](48/5): Loss 1.0436, Sem 0.6819, dir -0.6790, norm 1.0408, swav 0.0000 LR: 9.993e-02 Score 77.831 Data time: 0.0818, Forward time: 0.7899, Backward time: 1.5120, DDP time: 0.0032, Total iter time: 1.7474 [2020-10-18 15:31:04,851][root][INFO] - ===> Epoch[10](49/5): Loss 1.1185, Sem 0.6546, dir -0.6993, norm 1.1631, swav 0.0000 LR: 9.993e-02 Score 79.136 Data time: 0.0851, Forward time: 0.7913, Backward time: 1.5070, DDP time: 0.0032, Total iter time: 2.2844 [2020-10-18 15:31:07,444][root][INFO] - ===> Epoch[10](50/5): Loss 1.0553, Sem 0.6572, dir -0.7063, norm 1.1043, swav 0.0000 LR: 9.992e-02 Score 78.494 Data time: 0.0838, Forward time: 0.7914, Backward time: 1.5066, DDP time: 0.0032, Total iter time: 2.4829 [2020-10-18 15:31:09,877][root][INFO] - ===> Epoch[11](51/5): Loss 1.0217, Sem 0.6168, dir -0.7073, norm 1.1122, swav 0.0000 LR: 9.992e-02 Score 80.186 Data time: 0.0891, Forward time: 0.7945, Backward time: 1.5010, DDP time: 0.0032, Total iter time: 2.3304 [2020-10-18 15:31:11,653][root][INFO] - ===> Epoch[11](52/5): Loss 0.9288, Sem 0.6336, dir -0.7235, norm 1.0187, swav 0.0000 LR: 9.992e-02 Score 78.888 Data time: 0.0748, Forward time: 0.7945, Backward time: 1.4868, DDP time: 0.0032, Total iter time: 1.6562 [2020-10-18 15:31:13,526][root][INFO] - ===> Epoch[11](53/5): Loss 0.9502, Sem 0.5978, dir -0.7277, norm 1.0802, swav 0.0000 LR: 9.992e-02 Score 80.738 Data time: 0.0890, Forward time: 0.7955, Backward time: 1.4739, DDP time: 0.0032, Total iter time: 1.7631 [2020-10-18 15:31:15,531][root][INFO] - ===> Epoch[11](54/5): Loss 0.9077, Sem 0.6101, dir -0.7184, norm 1.0160, swav 0.0000 LR: 9.992e-02 Score 80.167 Data time: 0.0667, Forward time: 0.7953, Backward time: 1.4651, DDP time: 0.0032, Total iter time: 1.8948 [2020-10-18 15:31:18,035][root][INFO] - ===> Epoch[11](55/5): Loss 0.9230, Sem 0.5926, dir -0.7236, norm 1.0541, swav 0.0000 LR: 9.992e-02 Score 80.077 Data time: 0.0633, Forward time: 0.7940, Backward time: 1.4653, DDP time: 0.0032, Total iter time: 2.3960 [2020-10-18 15:31:20,182][root][INFO] - ===> Epoch[12](56/5): Loss 0.8766, Sem 0.6209, dir -0.7381, norm 0.9938, swav 0.0000 LR: 9.992e-02 Score 79.356 Data time: 0.0967, Forward time: 0.7911, Backward time: 1.4610, DDP time: 0.0032, Total iter time: 2.0486 [2020-10-18 15:31:22,712][root][INFO] - ===> Epoch[12](57/5): Loss 0.9680, Sem 0.6220, dir -0.7356, norm 1.0816, swav 0.0000 LR: 9.991e-02 Score 79.299 Data time: 0.1074, Forward time: 0.7977, Backward time: 1.4561, DDP time: 0.0032, Total iter time: 2.4664 [2020-10-18 15:31:24,834][root][INFO] - ===> Epoch[12](58/5): Loss 0.7390, Sem 0.5643, dir -0.7463, norm 0.9210, swav 0.0000 LR: 9.991e-02 Score 81.139 Data time: 0.0713, Forward time: 0.7966, Backward time: 1.4501, DDP time: 0.0032, Total iter time: 2.0016 [2020-10-18 15:31:27,116][root][INFO] - ===> Epoch[12](59/5): Loss 0.8273, Sem 0.6051, dir -0.7457, norm 0.9679, swav 0.0000 LR: 9.991e-02 Score 80.035 Data time: 0.0634, Forward time: 0.7950, Backward time: 1.4481, DDP time: 0.0032, Total iter time: 2.1944 [2020-10-18 15:31:29,925][root][INFO] - ===> Epoch[12](60/5): Loss 1.0586, Sem 0.6277, dir -0.7216, norm 1.1524, swav 0.0000 LR: 9.991e-02 Score 79.721 Data time: 0.0580, Forward time: 0.7922, Backward time: 1.4550, DDP time: 0.0032, Total iter time: 2.7351 [2020-10-18 15:31:32,760][root][INFO] - ===> Epoch[13](61/5): Loss 0.7626, Sem 0.6109, dir -0.7559, norm 0.9076, swav 0.0000 LR: 9.991e-02 Score 79.819 Data time: 0.0534, Forward time: 0.7870, Backward time: 1.4645, DDP time: 0.0032, Total iter time: 2.7398 [2020-10-18 15:31:34,813][root][INFO] - ===> Epoch[13](62/5): Loss 0.8814, Sem 0.5835, dir -0.7456, norm 1.0435, swav 0.0000 LR: 9.991e-02 Score 80.969 Data time: 0.0605, Forward time: 0.7834, Backward time: 1.4607, DDP time: 0.0032, Total iter time: 1.9770 [2020-10-18 15:31:37,727][root][INFO] - ===> Epoch[13](63/5): Loss 0.7033, Sem 0.5623, dir -0.7671, norm 0.9081, swav 0.0000 LR: 9.991e-02 Score 82.157 Data time: 0.0834, Forward time: 0.7855, Backward time: 1.4663, DDP time: 0.0032, Total iter time: 2.8275 [2020-10-18 15:31:39,980][root][INFO] - ===> Epoch[13](64/5): Loss 0.9088, Sem 0.5842, dir -0.7314, norm 1.0560, swav 0.0000 LR: 9.990e-02 Score 81.368 Data time: 0.0567, Forward time: 0.7833, Backward time: 1.4640, DDP time: 0.0032, Total iter time: 2.1496 [2020-10-18 15:31:42,547][root][INFO] - ===> Epoch[13](65/5): Loss 0.7332, Sem 0.5807, dir -0.7659, norm 0.9184, swav 0.0000 LR: 9.990e-02 Score 80.461 Data time: 0.0535, Forward time: 0.7808, Backward time: 1.4672, DDP time: 0.0032, Total iter time: 2.4910 [2020-10-18 15:31:44,501][root][INFO] - ===> Epoch[14](66/5): Loss 0.7709, Sem 0.5448, dir -0.7516, norm 0.9777, swav 0.0000 LR: 9.990e-02 Score 82.174 Data time: 0.0587, Forward time: 0.7778, Backward time: 1.4621, DDP time: 0.0032, Total iter time: 1.8656 [2020-10-18 15:31:46,673][root][INFO] - ===> Epoch[14](67/5): Loss 0.7319, Sem 0.5787, dir -0.7651, norm 0.9184, swav 0.0000 LR: 9.990e-02 Score 81.353 Data time: 0.0650, Forward time: 0.7757, Backward time: 1.4592, DDP time: 0.0032, Total iter time: 2.0902 [2020-10-18 15:31:49,930][root][INFO] - ===> Epoch[14](68/5): Loss 0.8592, Sem 0.5439, dir -0.7378, norm 1.0531, swav 0.0000 LR: 9.990e-02 Score 82.582 Data time: 0.0601, Forward time: 0.7736, Backward time: 1.4705, DDP time: 0.0032, Total iter time: 3.1532 [2020-10-18 15:31:51,945][root][INFO] - ===> Epoch[14](69/5): Loss 0.7673, Sem 0.5870, dir -0.7755, norm 0.9559, swav 0.0000 LR: 9.990e-02 Score 80.486 Data time: 0.0521, Forward time: 0.7704, Backward time: 1.4665, DDP time: 0.0032, Total iter time: 1.9134 [2020-10-18 15:31:54,218][root][INFO] - ===> Epoch[14](70/5): Loss 0.9168, Sem 0.5976, dir -0.7305, norm 1.0497, swav 0.0000 LR: 9.989e-02 Score 80.180 Data time: 0.0578, Forward time: 0.7682, Backward time: 1.4651, DDP time: 0.0032, Total iter time: 2.1703 [2020-10-18 15:31:56,762][root][INFO] - ===> Epoch[15](71/5): Loss 0.7732, Sem 0.5625, dir -0.7555, norm 0.9661, swav 0.0000 LR: 9.989e-02 Score 81.429 Data time: 0.0688, Forward time: 0.7673, Backward time: 1.4671, DDP time: 0.0032, Total iter time: 2.4657 [2020-10-18 15:31:59,132][root][INFO] - ===> Epoch[15](72/5): Loss 0.7983, Sem 0.5411, dir -0.7676, norm 1.0248, swav 0.0000 LR: 9.989e-02 Score 82.568 Data time: 0.0679, Forward time: 0.7664, Backward time: 1.4662, DDP time: 0.0032, Total iter time: 2.2639 [2020-10-18 15:32:01,369][root][INFO] - ===> Epoch[15](73/5): Loss 0.7701, Sem 0.5259, dir -0.7585, norm 1.0027, swav 0.0000 LR: 9.989e-02 Score 82.996 Data time: 0.0755, Forward time: 0.7659, Backward time: 1.4631, DDP time: 0.0032, Total iter time: 2.1296 [2020-10-18 15:32:03,369][root][INFO] - ===> Epoch[15](74/5): Loss 0.6799, Sem 0.5554, dir -0.7737, norm 0.8982, swav 0.0000 LR: 9.989e-02 Score 82.171 Data time: 0.0839, Forward time: 0.7675, Backward time: 1.4556, DDP time: 0.0032, Total iter time: 1.9019 [2020-10-18 15:32:06,461][root][INFO] - ===> Epoch[15](75/5): Loss 0.7660, Sem 0.5325, dir -0.7546, norm 0.9881, swav 0.0000 LR: 9.989e-02 Score 83.074 Data time: 0.3679, Forward time: 0.7659, Backward time: 1.4595, DDP time: 0.0032, Total iter time: 2.9819 [2020-10-18 15:32:08,540][root][INFO] - ===> Epoch[16](76/5): Loss 0.6129, Sem 0.5486, dir -0.7858, norm 0.8501, swav 0.0000 LR: 9.989e-02 Score 82.025 Data time: 0.0927, Forward time: 0.7684, Backward time: 1.4526, DDP time: 0.0032, Total iter time: 1.9919 [2020-10-18 15:32:10,514][root][INFO] - ===> Epoch[16](77/5): Loss 0.6534, Sem 0.5087, dir -0.7758, norm 0.9205, swav 0.0000 LR: 9.988e-02 Score 83.396 Data time: 0.0780, Forward time: 0.7698, Backward time: 1.4449, DDP time: 0.0032, Total iter time: 1.8628 [2020-10-18 15:32:12,588][root][INFO] - ===> Epoch[16](78/5): Loss 0.6207, Sem 0.5242, dir -0.7695, norm 0.8660, swav 0.0000 LR: 9.988e-02 Score 82.870 Data time: 0.0523, Forward time: 0.7692, Backward time: 1.4409, DDP time: 0.0032, Total iter time: 1.9988 [2020-10-18 15:32:15,469][root][INFO] - ===> Epoch[16](79/5): Loss 0.7395, Sem 0.5534, dir -0.7761, norm 0.9622, swav 0.0000 LR: 9.988e-02 Score 81.644 Data time: 0.1235, Forward time: 0.7766, Backward time: 1.4391, DDP time: 0.0031, Total iter time: 2.7906 [2020-10-18 15:32:17,515][root][INFO] - ===> Epoch[16](80/5): Loss 0.6520, Sem 0.5362, dir -0.7775, norm 0.8933, swav 0.0000 LR: 9.988e-02 Score 82.595 Data time: 0.0921, Forward time: 0.7763, Backward time: 1.4336, DDP time: 0.0031, Total iter time: 1.9210 [2020-10-18 15:32:19,868][root][INFO] - ===> Epoch[17](81/5): Loss 0.5424, Sem 0.5093, dir -0.7938, norm 0.8268, swav 0.0000 LR: 9.988e-02 Score 83.575 Data time: 0.1682, Forward time: 0.7766, Backward time: 1.4305, DDP time: 0.0031, Total iter time: 2.2440 [2020-10-18 15:32:21,963][root][INFO] - ===> Epoch[17](82/5): Loss 0.4935, Sem 0.4451, dir -0.7987, norm 0.8471, swav 0.0000 LR: 9.988e-02 Score 85.488 Data time: 0.1940, Forward time: 0.7772, Backward time: 1.4244, DDP time: 0.0031, Total iter time: 1.9945 [2020-10-18 15:32:24,254][root][INFO] - ===> Epoch[17](83/5): Loss 0.5521, Sem 0.5096, dir -0.7966, norm 0.8391, swav 0.0000 LR: 9.988e-02 Score 83.470 Data time: 0.0928, Forward time: 0.7790, Backward time: 1.4207, DDP time: 0.0031, Total iter time: 2.1831 [2020-10-18 15:32:26,390][root][INFO] - ===> Epoch[17](84/5): Loss 0.6755, Sem 0.5302, dir -0.7718, norm 0.9171, swav 0.0000 LR: 9.987e-02 Score 82.917 Data time: 0.0683, Forward time: 0.7777, Backward time: 1.4180, DDP time: 0.0031, Total iter time: 2.0309 [2020-10-18 15:32:28,571][root][INFO] - ===> Epoch[17](85/5): Loss 0.4747, Sem 0.5129, dir -0.8011, norm 0.7629, swav 0.0000 LR: 9.987e-02 Score 82.957 Data time: 0.0569, Forward time: 0.7755, Backward time: 1.4167, DDP time: 0.0032, Total iter time: 2.0795 [2020-10-18 15:32:31,105][root][INFO] - ===> Epoch[18](86/5): Loss 0.5823, Sem 0.5040, dir -0.7996, norm 0.8779, swav 0.0000 LR: 9.987e-02 Score 83.548 Data time: 0.0592, Forward time: 0.7732, Backward time: 1.4192, DDP time: 0.0032, Total iter time: 2.4443 [2020-10-18 15:32:33,938][root][INFO] - ===> Epoch[18](87/5): Loss 0.4875, Sem 0.4934, dir -0.7987, norm 0.7928, swav 0.0000 LR: 9.987e-02 Score 83.876 Data time: 0.0844, Forward time: 0.7739, Backward time: 1.4225, DDP time: 0.0032, Total iter time: 2.7471 [2020-10-18 15:32:36,079][root][INFO] - ===> Epoch[18](88/5): Loss 0.4857, Sem 0.4580, dir -0.8022, norm 0.8299, swav 0.0000 LR: 9.987e-02 Score 85.064 Data time: 0.0900, Forward time: 0.7763, Backward time: 1.4170, DDP time: 0.0031, Total iter time: 2.0256 [2020-10-18 15:32:38,236][root][INFO] - ===> Epoch[18](89/5): Loss 0.6206, Sem 0.5363, dir -0.7947, norm 0.8790, swav 0.0000 LR: 9.987e-02 Score 82.320 Data time: 0.0597, Forward time: 0.7747, Backward time: 1.4147, DDP time: 0.0031, Total iter time: 2.0254 [2020-10-18 15:32:40,359][root][INFO] - ===> Epoch[18](90/5): Loss 0.6695, Sem 0.5388, dir -0.7933, norm 0.9240, swav 0.0000 LR: 9.986e-02 Score 82.624 Data time: 0.0654, Forward time: 0.7741, Backward time: 1.4119, DDP time: 0.0031, Total iter time: 2.0228 [2020-10-18 15:32:42,600][root][INFO] - ===> Epoch[19](91/5): Loss 0.4881, Sem 0.4515, dir -0.7970, norm 0.8336, swav 0.0000 LR: 9.986e-02 Score 85.209 Data time: 0.0509, Forward time: 0.7718, Backward time: 1.4115, DDP time: 0.0031, Total iter time: 2.1426 [2020-10-18 15:32:46,255][root][INFO] - ===> Epoch[19](92/5): Loss 0.5203, Sem 0.5055, dir -0.8094, norm 0.8243, swav 0.0000 LR: 9.986e-02 Score 83.481 Data time: 0.0572, Forward time: 0.7694, Backward time: 1.4263, DDP time: 0.0031, Total iter time: 3.5793 [2020-10-18 15:32:48,215][root][INFO] - ===> Epoch[19](93/5): Loss 0.5875, Sem 0.5378, dir -0.7942, norm 0.8439, swav 0.0000 LR: 9.986e-02 Score 82.218 Data time: 0.0689, Forward time: 0.7688, Backward time: 1.4222, DDP time: 0.0031, Total iter time: 1.8736 [2020-10-18 15:32:50,422][root][INFO] - ===> Epoch[19](94/5): Loss 0.4126, Sem 0.4456, dir -0.8189, norm 0.7859, swav 0.0000 LR: 9.986e-02 Score 85.490 Data time: 0.0636, Forward time: 0.7673, Backward time: 1.4208, DDP time: 0.0031, Total iter time: 2.1049 [2020-10-18 15:32:52,892][root][INFO] - ===> Epoch[19](95/5): Loss 0.4648, Sem 0.4343, dir -0.8042, norm 0.8347, swav 0.0000 LR: 9.986e-02 Score 86.012 Data time: 0.0840, Forward time: 0.7660, Backward time: 1.4217, DDP time: 0.0031, Total iter time: 2.3732 [2020-10-18 15:32:55,035][root][INFO] - ===> Epoch[20](96/5): Loss 0.3965, Sem 0.4292, dir -0.8163, norm 0.7837, swav 0.0000 LR: 9.986e-02 Score 85.982 Data time: 0.0686, Forward time: 0.7654, Backward time: 1.4192, DDP time: 0.0031, Total iter time: 2.0433 [2020-10-18 15:32:56,992][root][INFO] - ===> Epoch[20](97/5): Loss 0.4556, Sem 0.4745, dir -0.7981, norm 0.7792, swav 0.0000 LR: 9.985e-02 Score 84.679 Data time: 0.0695, Forward time: 0.7654, Backward time: 1.4145, DDP time: 0.0031, Total iter time: 1.8400 [2020-10-18 15:32:59,195][root][INFO] - ===> Epoch[20](98/5): Loss 0.5127, Sem 0.5084, dir -0.8025, norm 0.8068, swav 0.0000 LR: 9.985e-02 Score 83.246 Data time: 0.0692, Forward time: 0.7653, Backward time: 1.4124, DDP time: 0.0031, Total iter time: 2.1034 [2020-10-18 15:33:01,247][root][INFO] - ===> Epoch[20](99/5): Loss 0.5348, Sem 0.4745, dir -0.8175, norm 0.8778, swav 0.0000 LR: 9.985e-02 Score 84.268 Data time: 0.0636, Forward time: 0.7645, Backward time: 1.4095, DDP time: 0.0031, Total iter time: 1.9488 [2020-10-18 15:33:03,595][root][INFO] - ===> Epoch[20](100/5): Loss 0.4896, Sem 0.4699, dir -0.8161, norm 0.8358, swav 0.0000 LR: 9.985e-02 Score 84.539 Data time: 0.0593, Forward time: 0.7629, Backward time: 1.4101, DDP time: 0.0031, Total iter time: 2.2573 [2020-10-18 15:33:04,535][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 15:33:06,296][root][INFO] - ===> Epoch[21](101/5): Loss 0.4120, Sem 0.4323, dir -0.8108, norm 0.7905, swav 0.0000 LR: 9.985e-02 Score 85.544 Data time: 0.0710, Forward time: 0.7615, Backward time: 1.4037, DDP time: 0.0031, Total iter time: 1.5731 [2020-10-18 15:33:08,410][root][INFO] - ===> Epoch[21](102/5): Loss 0.4615, Sem 0.4853, dir -0.8141, norm 0.7902, swav 0.0000 LR: 9.985e-02 Score 83.692 Data time: 0.0964, Forward time: 0.7636, Backward time: 1.3991, DDP time: 0.0031, Total iter time: 2.0246 [2020-10-18 15:33:10,716][root][INFO] - ===> Epoch[21](103/5): Loss 0.5190, Sem 0.4769, dir -0.8035, norm 0.8457, swav 0.0000 LR: 9.985e-02 Score 84.453 Data time: 0.0687, Forward time: 0.7629, Backward time: 1.3983, DDP time: 0.0031, Total iter time: 2.1855 [2020-10-18 15:33:12,783][root][INFO] - ===> Epoch[21](104/5): Loss 0.4728, Sem 0.4762, dir -0.8083, norm 0.8049, swav 0.0000 LR: 9.984e-02 Score 84.122 Data time: 0.0718, Forward time: 0.7618, Backward time: 1.3961, DDP time: 0.0031, Total iter time: 1.9753 [2020-10-18 15:33:15,333][root][INFO] - ===> Epoch[21](105/5): Loss 0.4838, Sem 0.4746, dir -0.8038, norm 0.8129, swav 0.0000 LR: 9.984e-02 Score 84.536 Data time: 0.0862, Forward time: 0.7629, Backward time: 1.3962, DDP time: 0.0031, Total iter time: 2.4600 [2020-10-18 15:33:17,608][root][INFO] - ===> Epoch[22](106/5): Loss 0.4086, Sem 0.4250, dir -0.8151, norm 0.7988, swav 0.0000 LR: 9.984e-02 Score 85.873 Data time: 0.0909, Forward time: 0.7647, Backward time: 1.3931, DDP time: 0.0031, Total iter time: 2.1514 [2020-10-18 15:33:19,649][root][INFO] - ===> Epoch[22](107/5): Loss 0.4168, Sem 0.4812, dir -0.8143, norm 0.7499, swav 0.0000 LR: 9.984e-02 Score 83.853 Data time: 0.0806, Forward time: 0.7650, Backward time: 1.3893, DDP time: 0.0031, Total iter time: 1.9056 [2020-10-18 15:33:21,706][root][INFO] - ===> Epoch[22](108/5): Loss 0.4444, Sem 0.4519, dir -0.8105, norm 0.8030, swav 0.0000 LR: 9.984e-02 Score 85.271 Data time: 0.0822, Forward time: 0.7659, Backward time: 1.3854, DDP time: 0.0031, Total iter time: 1.9586 [2020-10-18 15:33:23,909][root][INFO] - ===> Epoch[22](109/5): Loss 0.4122, Sem 0.4483, dir -0.8122, norm 0.7761, swav 0.0000 LR: 9.984e-02 Score 85.323 Data time: 0.0821, Forward time: 0.7660, Backward time: 1.3832, DDP time: 0.0031, Total iter time: 2.0720 [2020-10-18 15:33:26,283][root][INFO] - ===> Epoch[22](110/5): Loss 0.4757, Sem 0.5029, dir -0.8063, norm 0.7791, swav 0.0000 LR: 9.983e-02 Score 83.124 Data time: 0.0832, Forward time: 0.7666, Backward time: 1.3821, DDP time: 0.0031, Total iter time: 2.2655 [2020-10-18 15:33:28,243][root][INFO] - ===> Epoch[23](111/5): Loss 0.4468, Sem 0.4206, dir -0.8203, norm 0.8465, swav 0.0000 LR: 9.983e-02 Score 86.555 Data time: 0.0772, Forward time: 0.7667, Backward time: 1.3781, DDP time: 0.0031, Total iter time: 1.8448 [2020-10-18 15:33:30,357][root][INFO] - ===> Epoch[23](112/5): Loss 0.3656, Sem 0.4423, dir -0.8224, norm 0.7457, swav 0.0000 LR: 9.983e-02 Score 85.144 Data time: 0.0840, Forward time: 0.7673, Backward time: 1.3751, DDP time: 0.0031, Total iter time: 1.9964 [2020-10-18 15:33:32,785][root][INFO] - ===> Epoch[23](113/5): Loss 0.3868, Sem 0.4243, dir -0.8255, norm 0.7880, swav 0.0000 LR: 9.983e-02 Score 85.996 Data time: 0.0544, Forward time: 0.7652, Backward time: 1.3770, DDP time: 0.0031, Total iter time: 2.3137 [2020-10-18 15:33:34,872][root][INFO] - ===> Epoch[23](114/5): Loss 0.4181, Sem 0.4414, dir -0.8107, norm 0.7874, swav 0.0000 LR: 9.983e-02 Score 84.960 Data time: 0.0747, Forward time: 0.7656, Backward time: 1.3740, DDP time: 0.0031, Total iter time: 1.9763 [2020-10-18 15:33:37,381][root][INFO] - ===> Epoch[23](115/5): Loss 0.4524, Sem 0.4571, dir -0.8124, norm 0.8077, swav 0.0000 LR: 9.983e-02 Score 84.499 Data time: 0.0474, Forward time: 0.7632, Backward time: 1.3767, DDP time: 0.0031, Total iter time: 2.3950 [2020-10-18 15:33:39,631][root][INFO] - ===> Epoch[24](116/5): Loss 0.3549, Sem 0.3771, dir -0.8239, norm 0.8017, swav 0.0000 LR: 9.983e-02 Score 87.940 Data time: 0.0827, Forward time: 0.7623, Backward time: 1.3761, DDP time: 0.0031, Total iter time: 2.1744 [2020-10-18 15:33:41,621][root][INFO] - ===> Epoch[24](117/5): Loss 0.3032, Sem 0.4236, dir -0.8260, norm 0.7056, swav 0.0000 LR: 9.982e-02 Score 85.705 Data time: 0.0812, Forward time: 0.7626, Backward time: 1.3726, DDP time: 0.0031, Total iter time: 1.8857 [2020-10-18 15:33:44,653][root][INFO] - ===> Epoch[24](118/5): Loss 0.4905, Sem 0.5237, dir -0.8090, norm 0.7757, swav 0.0000 LR: 9.982e-02 Score 82.749 Data time: 0.0687, Forward time: 0.7618, Backward time: 1.3776, DDP time: 0.0031, Total iter time: 2.9070 [2020-10-18 15:33:46,871][root][INFO] - ===> Epoch[24](119/5): Loss 0.2965, Sem 0.3923, dir -0.8265, norm 0.7306, swav 0.0000 LR: 9.982e-02 Score 87.231 Data time: 0.0673, Forward time: 0.7617, Backward time: 1.3763, DDP time: 0.0031, Total iter time: 2.1183 [2020-10-18 15:33:48,706][root][INFO] - ===> Epoch[24](120/5): Loss 0.3442, Sem 0.4252, dir -0.8194, norm 0.7385, swav 0.0000 LR: 9.982e-02 Score 85.677 Data time: 0.0452, Forward time: 0.7594, Backward time: 1.3741, DDP time: 0.0031, Total iter time: 1.7232 [2020-10-18 15:33:50,764][root][INFO] - ===> Epoch[25](121/5): Loss 0.4459, Sem 0.4268, dir -0.8149, norm 0.8340, swav 0.0000 LR: 9.982e-02 Score 85.866 Data time: 0.0396, Forward time: 0.7578, Backward time: 1.3733, DDP time: 0.0031, Total iter time: 1.9969 [2020-10-18 15:33:53,145][root][INFO] - ===> Epoch[25](122/5): Loss 0.3501, Sem 0.4207, dir -0.8280, norm 0.7575, swav 0.0000 LR: 9.982e-02 Score 85.993 Data time: 0.0871, Forward time: 0.7591, Backward time: 1.3722, DDP time: 0.0031, Total iter time: 2.2889 [2020-10-18 15:33:55,369][root][INFO] - ===> Epoch[25](123/5): Loss 0.3418, Sem 0.3906, dir -0.8165, norm 0.7677, swav 0.0000 LR: 9.982e-02 Score 87.191 Data time: 0.0637, Forward time: 0.7588, Backward time: 1.3710, DDP time: 0.0031, Total iter time: 2.1031 [2020-10-18 15:33:57,626][root][INFO] - ===> Epoch[25](124/5): Loss 0.4614, Sem 0.4533, dir -0.8029, norm 0.8110, swav 0.0000 LR: 9.981e-02 Score 84.646 Data time: 0.0615, Forward time: 0.7580, Backward time: 1.3705, DDP time: 0.0031, Total iter time: 2.1607 [2020-10-18 15:33:59,426][root][INFO] - ===> Epoch[25](125/5): Loss 0.3448, Sem 0.4214, dir -0.8272, norm 0.7506, swav 0.0000 LR: 9.981e-02 Score 86.043 Data time: 0.0631, Forward time: 0.7576, Backward time: 1.3667, DDP time: 0.0031, Total iter time: 1.7005 [2020-10-18 15:34:01,436][root][INFO] - ===> Epoch[26](126/5): Loss 0.3256, Sem 0.3792, dir -0.8228, norm 0.7692, swav 0.0000 LR: 9.981e-02 Score 87.231 Data time: 0.0531, Forward time: 0.7565, Backward time: 1.3649, DDP time: 0.0031, Total iter time: 1.9010 [2020-10-18 15:34:03,757][root][INFO] - ===> Epoch[26](127/5): Loss 0.3450, Sem 0.4098, dir -0.8245, norm 0.7597, swav 0.0000 LR: 9.981e-02 Score 85.961 Data time: 0.0952, Forward time: 0.7590, Backward time: 1.3624, DDP time: 0.0031, Total iter time: 2.2216 [2020-10-18 15:34:05,748][root][INFO] - ===> Epoch[26](128/5): Loss 0.3445, Sem 0.4008, dir -0.8290, norm 0.7727, swav 0.0000 LR: 9.981e-02 Score 86.508 Data time: 0.0513, Forward time: 0.7580, Backward time: 1.3603, DDP time: 0.0031, Total iter time: 1.8684 [2020-10-18 15:34:08,168][root][INFO] - ===> Epoch[26](129/5): Loss 0.3601, Sem 0.3985, dir -0.8295, norm 0.7910, swav 0.0000 LR: 9.981e-02 Score 86.693 Data time: 0.0672, Forward time: 0.7579, Backward time: 1.3605, DDP time: 0.0031, Total iter time: 2.3205 [2020-10-18 15:34:10,797][root][INFO] - ===> Epoch[26](130/5): Loss 0.4064, Sem 0.4226, dir -0.8198, norm 0.8036, swav 0.0000 LR: 9.980e-02 Score 86.079 Data time: 0.0567, Forward time: 0.7566, Backward time: 1.3630, DDP time: 0.0031, Total iter time: 2.5316 [2020-10-18 15:34:13,171][root][INFO] - ===> Epoch[27](131/5): Loss 0.3308, Sem 0.3894, dir -0.8183, norm 0.7596, swav 0.0000 LR: 9.980e-02 Score 86.943 Data time: 0.1009, Forward time: 0.7592, Backward time: 1.3607, DDP time: 0.0031, Total iter time: 2.2622 [2020-10-18 15:34:15,165][root][INFO] - ===> Epoch[27](132/5): Loss 0.2055, Sem 0.3635, dir -0.8426, norm 0.6846, swav 0.0000 LR: 9.980e-02 Score 87.973 Data time: 0.0449, Forward time: 0.7580, Backward time: 1.3589, DDP time: 0.0031, Total iter time: 1.8775 [2020-10-18 15:34:17,279][root][INFO] - ===> Epoch[27](133/5): Loss 0.4516, Sem 0.4349, dir -0.8080, norm 0.8247, swav 0.0000 LR: 9.980e-02 Score 84.760 Data time: 0.0885, Forward time: 0.7598, Backward time: 1.3557, DDP time: 0.0031, Total iter time: 2.0379 [2020-10-18 15:34:19,603][root][INFO] - ===> Epoch[27](134/5): Loss 0.2499, Sem 0.3857, dir -0.8399, norm 0.7041, swav 0.0000 LR: 9.980e-02 Score 87.039 Data time: 0.0816, Forward time: 0.7606, Backward time: 1.3545, DDP time: 0.0031, Total iter time: 2.2220 [2020-10-18 15:34:21,844][root][INFO] - ===> Epoch[27](135/5): Loss 0.3428, Sem 0.3864, dir -0.8229, norm 0.7793, swav 0.0000 LR: 9.980e-02 Score 86.923 Data time: 0.0717, Forward time: 0.7615, Backward time: 1.3529, DDP time: 0.0031, Total iter time: 2.1568 [2020-10-18 15:34:24,627][root][INFO] - ===> Epoch[28](136/5): Loss 0.3303, Sem 0.3756, dir -0.8290, norm 0.7837, swav 0.0000 LR: 9.980e-02 Score 87.417 Data time: 0.1193, Forward time: 0.7655, Backward time: 1.3520, DDP time: 0.0031, Total iter time: 2.6685 [2020-10-18 15:34:26,405][root][INFO] - ===> Epoch[28](137/5): Loss 0.2457, Sem 0.3676, dir -0.8332, norm 0.7113, swav 0.0000 LR: 9.979e-02 Score 87.912 Data time: 0.0528, Forward time: 0.7642, Backward time: 1.3490, DDP time: 0.0031, Total iter time: 1.6591 [2020-10-18 15:34:28,549][root][INFO] - ===> Epoch[28](138/5): Loss 0.2794, Sem 0.4199, dir -0.8337, norm 0.6932, swav 0.0000 LR: 9.979e-02 Score 86.058 Data time: 0.1150, Forward time: 0.7648, Backward time: 1.3466, DDP time: 0.0031, Total iter time: 2.0426 [2020-10-18 15:34:31,421][root][INFO] - ===> Epoch[28](139/5): Loss 0.4984, Sem 0.4382, dir -0.8137, norm 0.8739, swav 0.0000 LR: 9.979e-02 Score 85.505 Data time: 0.1411, Forward time: 0.7691, Backward time: 1.3462, DDP time: 0.0031, Total iter time: 2.7973 [2020-10-18 15:34:33,840][root][INFO] - ===> Epoch[28](140/5): Loss 0.2515, Sem 0.3662, dir -0.8288, norm 0.7142, swav 0.0000 LR: 9.979e-02 Score 87.838 Data time: 0.0497, Forward time: 0.7681, Backward time: 1.3469, DDP time: 0.0031, Total iter time: 2.2933 [2020-10-18 15:34:36,044][root][INFO] - ===> Epoch[29](141/5): Loss 0.3567, Sem 0.4018, dir -0.8323, norm 0.7872, swav 0.0000 LR: 9.979e-02 Score 86.452 Data time: 0.0588, Forward time: 0.7668, Backward time: 1.3468, DDP time: 0.0031, Total iter time: 2.1122 [2020-10-18 15:34:38,118][root][INFO] - ===> Epoch[29](142/5): Loss 0.2513, Sem 0.3592, dir -0.8313, norm 0.7235, swav 0.0000 LR: 9.979e-02 Score 87.812 Data time: 0.0677, Forward time: 0.7672, Backward time: 1.3450, DDP time: 0.0031, Total iter time: 2.0209 [2020-10-18 15:34:40,181][root][INFO] - ===> Epoch[29](143/5): Loss 0.2069, Sem 0.3579, dir -0.8333, norm 0.6822, swav 0.0000 LR: 9.979e-02 Score 87.921 Data time: 0.0760, Forward time: 0.7672, Backward time: 1.3428, DDP time: 0.0031, Total iter time: 1.9539 [2020-10-18 15:34:42,121][root][INFO] - ===> Epoch[29](144/5): Loss 0.2142, Sem 0.3537, dir -0.8322, norm 0.6927, swav 0.0000 LR: 9.978e-02 Score 87.922 Data time: 0.0710, Forward time: 0.7669, Backward time: 1.3404, DDP time: 0.0031, Total iter time: 1.8602 [2020-10-18 15:34:43,982][root][INFO] - ===> Epoch[29](145/5): Loss 0.1661, Sem 0.3546, dir -0.8459, norm 0.6574, swav 0.0000 LR: 9.978e-02 Score 87.999 Data time: 0.0656, Forward time: 0.7665, Backward time: 1.3377, DDP time: 0.0031, Total iter time: 1.7674 [2020-10-18 15:34:46,556][root][INFO] - ===> Epoch[30](146/5): Loss 0.3204, Sem 0.3762, dir -0.8256, norm 0.7698, swav 0.0000 LR: 9.978e-02 Score 87.551 Data time: 0.2830, Forward time: 0.7688, Backward time: 1.3361, DDP time: 0.0031, Total iter time: 2.4899 [2020-10-18 15:34:48,979][root][INFO] - ===> Epoch[30](147/5): Loss 0.3568, Sem 0.3906, dir -0.8254, norm 0.7916, swav 0.0000 LR: 9.978e-02 Score 86.496 Data time: 0.0797, Forward time: 0.7702, Backward time: 1.3350, DDP time: 0.0031, Total iter time: 2.3091 [2020-10-18 15:34:50,922][root][INFO] - ===> Epoch[30](148/5): Loss 0.2380, Sem 0.3389, dir -0.8360, norm 0.7351, swav 0.0000 LR: 9.978e-02 Score 88.700 Data time: 0.1062, Forward time: 0.7711, Backward time: 1.3316, DDP time: 0.0031, Total iter time: 1.8644 [2020-10-18 15:34:52,974][root][INFO] - ===> Epoch[30](149/5): Loss 0.2089, Sem 0.3379, dir -0.8415, norm 0.7125, swav 0.0000 LR: 9.978e-02 Score 89.045 Data time: 0.0553, Forward time: 0.7704, Backward time: 1.3304, DDP time: 0.0031, Total iter time: 1.9724 [2020-10-18 15:34:55,449][root][INFO] - ===> Epoch[30](150/5): Loss 0.3551, Sem 0.4082, dir -0.8265, norm 0.7734, swav 0.0000 LR: 9.977e-02 Score 85.883 Data time: 0.0907, Forward time: 0.7721, Backward time: 1.3298, DDP time: 0.0031, Total iter time: 2.4089 [2020-10-18 15:34:57,549][root][INFO] - ===> Epoch[31](151/5): Loss 0.1695, Sem 0.3089, dir -0.8354, norm 0.6960, swav 0.0000 LR: 9.977e-02 Score 89.600 Data time: 0.0591, Forward time: 0.7717, Backward time: 1.3285, DDP time: 0.0031, Total iter time: 1.9826 [2020-10-18 15:35:00,043][root][INFO] - ===> Epoch[31](152/5): Loss 0.3468, Sem 0.3718, dir -0.8294, norm 0.8043, swav 0.0000 LR: 9.977e-02 Score 87.129 Data time: 0.1038, Forward time: 0.7742, Backward time: 1.3273, DDP time: 0.0031, Total iter time: 2.4184 [2020-10-18 15:35:01,907][root][INFO] - ===> Epoch[31](153/5): Loss 0.2254, Sem 0.3432, dir -0.8314, norm 0.7136, swav 0.0000 LR: 9.977e-02 Score 88.280 Data time: 0.0505, Forward time: 0.7728, Backward time: 1.3258, DDP time: 0.0031, Total iter time: 1.7718 [2020-10-18 15:35:04,487][root][INFO] - ===> Epoch[31](154/5): Loss 0.3061, Sem 0.3790, dir -0.8312, norm 0.7584, swav 0.0000 LR: 9.977e-02 Score 86.983 Data time: 0.0697, Forward time: 0.7726, Backward time: 1.3274, DDP time: 0.0031, Total iter time: 2.5290 [2020-10-18 15:35:06,584][root][INFO] - ===> Epoch[31](155/5): Loss 0.2793, Sem 0.3695, dir -0.8236, norm 0.7334, swav 0.0000 LR: 9.977e-02 Score 87.687 Data time: 0.1420, Forward time: 0.7724, Backward time: 1.3258, DDP time: 0.0031, Total iter time: 2.0232 [2020-10-18 15:35:09,126][root][INFO] - ===> Epoch[32](156/5): Loss 0.1608, Sem 0.3234, dir -0.8443, norm 0.6816, swav 0.0000 LR: 9.977e-02 Score 89.270 Data time: 0.1201, Forward time: 0.7751, Backward time: 1.3245, DDP time: 0.0031, Total iter time: 2.4582 [2020-10-18 15:35:11,198][root][INFO] - ===> Epoch[32](157/5): Loss 0.2353, Sem 0.3586, dir -0.8368, norm 0.7135, swav 0.0000 LR: 9.976e-02 Score 88.056 Data time: 0.0857, Forward time: 0.7754, Backward time: 1.3224, DDP time: 0.0031, Total iter time: 1.9552 [2020-10-18 15:35:13,787][root][INFO] - ===> Epoch[32](158/5): Loss 0.2607, Sem 0.3448, dir -0.8314, norm 0.7473, swav 0.0000 LR: 9.976e-02 Score 88.337 Data time: 0.0690, Forward time: 0.7760, Backward time: 1.3232, DDP time: 0.0031, Total iter time: 2.5050 [2020-10-18 15:35:16,268][root][INFO] - ===> Epoch[32](159/5): Loss 0.2929, Sem 0.3855, dir -0.8305, norm 0.7379, swav 0.0000 LR: 9.976e-02 Score 86.879 Data time: 0.1030, Forward time: 0.7784, Backward time: 1.3220, DDP time: 0.0030, Total iter time: 2.3893 [2020-10-18 15:35:18,371][root][INFO] - ===> Epoch[32](160/5): Loss 0.1764, Sem 0.3523, dir -0.8449, norm 0.6690, swav 0.0000 LR: 9.976e-02 Score 87.986 Data time: 0.0691, Forward time: 0.7786, Backward time: 1.3201, DDP time: 0.0030, Total iter time: 1.9908 [2020-10-18 15:35:20,500][root][INFO] - ===> Epoch[33](161/5): Loss 0.1875, Sem 0.3476, dir -0.8378, norm 0.6777, swav 0.0000 LR: 9.976e-02 Score 88.475 Data time: 0.0504, Forward time: 0.7771, Backward time: 1.3203, DDP time: 0.0031, Total iter time: 2.0355 [2020-10-18 15:35:22,929][root][INFO] - ===> Epoch[33](162/5): Loss 0.3189, Sem 0.3505, dir -0.8377, norm 0.8061, swav 0.0000 LR: 9.976e-02 Score 88.494 Data time: 0.0479, Forward time: 0.7754, Backward time: 1.3224, DDP time: 0.0031, Total iter time: 2.3868 [2020-10-18 15:35:24,969][root][INFO] - ===> Epoch[33](163/5): Loss 0.2725, Sem 0.3569, dir -0.8337, norm 0.7493, swav 0.0000 LR: 9.976e-02 Score 87.782 Data time: 0.0584, Forward time: 0.7753, Backward time: 1.3211, DDP time: 0.0031, Total iter time: 1.9863 [2020-10-18 15:35:27,096][root][INFO] - ===> Epoch[33](164/5): Loss 0.2460, Sem 0.3370, dir -0.8346, norm 0.7437, swav 0.0000 LR: 9.975e-02 Score 88.680 Data time: 0.0878, Forward time: 0.7744, Backward time: 1.3204, DDP time: 0.0031, Total iter time: 2.0302 [2020-10-18 15:35:28,965][root][INFO] - ===> Epoch[33](165/5): Loss 0.1296, Sem 0.3092, dir -0.8481, norm 0.6684, swav 0.0000 LR: 9.975e-02 Score 89.684 Data time: 0.0821, Forward time: 0.7748, Backward time: 1.3175, DDP time: 0.0030, Total iter time: 1.7851 [2020-10-18 15:35:31,110][root][INFO] - ===> Epoch[34](166/5): Loss 0.3294, Sem 0.3489, dir -0.8334, norm 0.8139, swav 0.0000 LR: 9.975e-02 Score 88.210 Data time: 0.0758, Forward time: 0.7750, Backward time: 1.3163, DDP time: 0.0030, Total iter time: 2.0440 [2020-10-18 15:35:33,688][root][INFO] - ===> Epoch[34](167/5): Loss 0.1800, Sem 0.3474, dir -0.8395, norm 0.6720, swav 0.0000 LR: 9.975e-02 Score 88.488 Data time: 0.0652, Forward time: 0.7750, Backward time: 1.3174, DDP time: 0.0030, Total iter time: 2.4804 [2020-10-18 15:35:35,712][root][INFO] - ===> Epoch[34](168/5): Loss 0.2431, Sem 0.3588, dir -0.8413, norm 0.7256, swav 0.0000 LR: 9.975e-02 Score 88.105 Data time: 0.0857, Forward time: 0.7754, Backward time: 1.3154, DDP time: 0.0030, Total iter time: 1.9363 [2020-10-18 15:35:37,762][root][INFO] - ===> Epoch[34](169/5): Loss 0.2049, Sem 0.3523, dir -0.8387, norm 0.6913, swav 0.0000 LR: 9.975e-02 Score 88.122 Data time: 0.0824, Forward time: 0.7760, Backward time: 1.3131, DDP time: 0.0030, Total iter time: 1.9387 [2020-10-18 15:35:39,809][root][INFO] - ===> Epoch[34](170/5): Loss 0.1808, Sem 0.3516, dir -0.8407, norm 0.6699, swav 0.0000 LR: 9.974e-02 Score 87.792 Data time: 0.0530, Forward time: 0.7749, Backward time: 1.3124, DDP time: 0.0031, Total iter time: 1.9296 [2020-10-18 15:35:42,790][root][INFO] - ===> Epoch[35](171/5): Loss 0.2410, Sem 0.3324, dir -0.8387, norm 0.7473, swav 0.0000 LR: 9.974e-02 Score 88.946 Data time: 0.1169, Forward time: 0.7786, Backward time: 1.3127, DDP time: 0.0030, Total iter time: 2.9092 [2020-10-18 15:35:45,294][root][INFO] - ===> Epoch[35](172/5): Loss 0.2186, Sem 0.3456, dir -0.8397, norm 0.7127, swav 0.0000 LR: 9.974e-02 Score 88.369 Data time: 0.1427, Forward time: 0.7806, Backward time: 1.3115, DDP time: 0.0030, Total iter time: 2.3715 [2020-10-18 15:35:47,356][root][INFO] - ===> Epoch[35](173/5): Loss 0.1921, Sem 0.3247, dir -0.8401, norm 0.7075, swav 0.0000 LR: 9.974e-02 Score 88.816 Data time: 0.0832, Forward time: 0.7818, Backward time: 1.3089, DDP time: 0.0030, Total iter time: 1.9555 [2020-10-18 15:35:49,256][root][INFO] - ===> Epoch[35](174/5): Loss 0.1415, Sem 0.3088, dir -0.8481, norm 0.6807, swav 0.0000 LR: 9.974e-02 Score 89.960 Data time: 0.0639, Forward time: 0.7813, Backward time: 1.3070, DDP time: 0.0030, Total iter time: 1.8042 [2020-10-18 15:35:51,478][root][INFO] - ===> Epoch[35](175/5): Loss 0.1434, Sem 0.3108, dir -0.8506, norm 0.6833, swav 0.0000 LR: 9.974e-02 Score 89.339 Data time: 0.0592, Forward time: 0.7802, Backward time: 1.3073, DDP time: 0.0030, Total iter time: 2.1298 [2020-10-18 15:35:53,778][root][INFO] - ===> Epoch[36](176/5): Loss 0.2310, Sem 0.3464, dir -0.8401, norm 0.7247, swav 0.0000 LR: 9.974e-02 Score 88.765 Data time: 0.0683, Forward time: 0.7799, Backward time: 1.3073, DDP time: 0.0030, Total iter time: 2.2195 [2020-10-18 15:35:55,884][root][INFO] - ===> Epoch[36](177/5): Loss 0.2594, Sem 0.3592, dir -0.8353, norm 0.7355, swav 0.0000 LR: 9.973e-02 Score 87.771 Data time: 0.0848, Forward time: 0.7799, Backward time: 1.3060, DDP time: 0.0030, Total iter time: 1.9922 [2020-10-18 15:35:58,291][root][INFO] - ===> Epoch[36](178/5): Loss 0.1445, Sem 0.3236, dir -0.8535, norm 0.6744, swav 0.0000 LR: 9.973e-02 Score 88.919 Data time: 0.0703, Forward time: 0.7798, Backward time: 1.3063, DDP time: 0.0030, Total iter time: 2.3074 [2020-10-18 15:36:01,094][root][INFO] - ===> Epoch[36](179/5): Loss 0.2219, Sem 0.3292, dir -0.8486, norm 0.7413, swav 0.0000 LR: 9.973e-02 Score 89.210 Data time: 0.0626, Forward time: 0.7789, Backward time: 1.3091, DDP time: 0.0030, Total iter time: 2.6894 [2020-10-18 15:36:03,085][root][INFO] - ===> Epoch[36](180/5): Loss 0.1849, Sem 0.3245, dir -0.8341, norm 0.6946, swav 0.0000 LR: 9.973e-02 Score 89.134 Data time: 0.0662, Forward time: 0.7785, Backward time: 1.3077, DDP time: 0.0030, Total iter time: 1.8957 [2020-10-18 15:36:05,556][root][INFO] - ===> Epoch[37](181/5): Loss 0.2283, Sem 0.3340, dir -0.8413, norm 0.7356, swav 0.0000 LR: 9.973e-02 Score 88.639 Data time: 0.0839, Forward time: 0.7788, Backward time: 1.3079, DDP time: 0.0030, Total iter time: 2.3614 [2020-10-18 15:36:07,500][root][INFO] - ===> Epoch[37](182/5): Loss 0.3367, Sem 0.4171, dir -0.8276, norm 0.7472, swav 0.0000 LR: 9.973e-02 Score 85.952 Data time: 0.0746, Forward time: 0.7786, Backward time: 1.3059, DDP time: 0.0030, Total iter time: 1.8324 [2020-10-18 15:36:09,793][root][INFO] - ===> Epoch[37](183/5): Loss 0.2068, Sem 0.3353, dir -0.8378, norm 0.7093, swav 0.0000 LR: 9.973e-02 Score 88.701 Data time: 0.0830, Forward time: 0.7793, Backward time: 1.3051, DDP time: 0.0030, Total iter time: 2.1964 [2020-10-18 15:36:12,315][root][INFO] - ===> Epoch[37](184/5): Loss 0.2938, Sem 0.3587, dir -0.8343, norm 0.7695, swav 0.0000 LR: 9.972e-02 Score 87.547 Data time: 0.0580, Forward time: 0.7782, Backward time: 1.3067, DDP time: 0.0030, Total iter time: 2.4060 [2020-10-18 15:36:14,364][root][INFO] - ===> Epoch[37](185/5): Loss 0.1634, Sem 0.3020, dir -0.8421, norm 0.7035, swav 0.0000 LR: 9.972e-02 Score 90.022 Data time: 0.0656, Forward time: 0.7775, Backward time: 1.3057, DDP time: 0.0030, Total iter time: 1.9159 [2020-10-18 15:36:16,256][root][INFO] - ===> Epoch[38](186/5): Loss 0.1113, Sem 0.3278, dir -0.8445, norm 0.6279, swav 0.0000 LR: 9.972e-02 Score 88.871 Data time: 0.0799, Forward time: 0.7779, Backward time: 1.3032, DDP time: 0.0030, Total iter time: 1.7922 [2020-10-18 15:36:18,106][root][INFO] - ===> Epoch[38](187/5): Loss 0.1468, Sem 0.3288, dir -0.8477, norm 0.6657, swav 0.0000 LR: 9.972e-02 Score 88.785 Data time: 0.0521, Forward time: 0.7765, Backward time: 1.3021, DDP time: 0.0030, Total iter time: 1.7496 [2020-10-18 15:36:20,646][root][INFO] - ===> Epoch[38](188/5): Loss 0.1416, Sem 0.2951, dir -0.8511, norm 0.6976, swav 0.0000 LR: 9.972e-02 Score 90.236 Data time: 0.0770, Forward time: 0.7767, Backward time: 1.3028, DDP time: 0.0030, Total iter time: 2.4427 [2020-10-18 15:36:22,770][root][INFO] - ===> Epoch[38](189/5): Loss 0.2191, Sem 0.3193, dir -0.8399, norm 0.7397, swav 0.0000 LR: 9.972e-02 Score 89.031 Data time: 0.0759, Forward time: 0.7764, Backward time: 1.3019, DDP time: 0.0030, Total iter time: 2.0166 [2020-10-18 15:36:25,135][root][INFO] - ===> Epoch[38](190/5): Loss 0.3719, Sem 0.3889, dir -0.8238, norm 0.8067, swav 0.0000 LR: 9.971e-02 Score 86.798 Data time: 0.1051, Forward time: 0.7781, Backward time: 1.3006, DDP time: 0.0030, Total iter time: 2.2537 [2020-10-18 15:36:27,340][root][INFO] - ===> Epoch[39](191/5): Loss 0.1749, Sem 0.3085, dir -0.8403, norm 0.7066, swav 0.0000 LR: 9.971e-02 Score 89.934 Data time: 0.0882, Forward time: 0.7793, Backward time: 1.2988, DDP time: 0.0030, Total iter time: 2.0822 [2020-10-18 15:36:29,762][root][INFO] - ===> Epoch[39](192/5): Loss 0.2703, Sem 0.3492, dir -0.8288, norm 0.7499, swav 0.0000 LR: 9.971e-02 Score 88.319 Data time: 0.0611, Forward time: 0.7789, Backward time: 1.2994, DDP time: 0.0030, Total iter time: 2.3111 [2020-10-18 15:36:32,361][root][INFO] - ===> Epoch[39](193/5): Loss 0.1442, Sem 0.3169, dir -0.8476, norm 0.6750, swav 0.0000 LR: 9.971e-02 Score 89.288 Data time: 0.0591, Forward time: 0.7781, Backward time: 1.3013, DDP time: 0.0030, Total iter time: 2.5030 [2020-10-18 15:36:34,371][root][INFO] - ===> Epoch[39](194/5): Loss 0.2065, Sem 0.3433, dir -0.8420, norm 0.7051, swav 0.0000 LR: 9.971e-02 Score 88.356 Data time: 0.0500, Forward time: 0.7766, Backward time: 1.3010, DDP time: 0.0030, Total iter time: 1.9054 [2020-10-18 15:36:36,424][root][INFO] - ===> Epoch[39](195/5): Loss 0.0878, Sem 0.2875, dir -0.8661, norm 0.6664, swav 0.0000 LR: 9.971e-02 Score 90.750 Data time: 0.0627, Forward time: 0.7754, Backward time: 1.3007, DDP time: 0.0030, Total iter time: 1.9703 [2020-10-18 15:36:38,702][root][INFO] - ===> Epoch[40](196/5): Loss 0.1739, Sem 0.2972, dir -0.8479, norm 0.7245, swav 0.0000 LR: 9.971e-02 Score 90.043 Data time: 0.0630, Forward time: 0.7752, Backward time: 1.3008, DDP time: 0.0031, Total iter time: 2.2082 [2020-10-18 15:36:41,165][root][INFO] - ===> Epoch[40](197/5): Loss 0.1226, Sem 0.3071, dir -0.8532, norm 0.6687, swav 0.0000 LR: 9.970e-02 Score 89.663 Data time: 0.0516, Forward time: 0.7742, Backward time: 1.3021, DDP time: 0.0031, Total iter time: 2.3360 [2020-10-18 15:36:42,973][root][INFO] - ===> Epoch[40](198/5): Loss 0.0875, Sem 0.2890, dir -0.8527, norm 0.6512, swav 0.0000 LR: 9.970e-02 Score 90.432 Data time: 0.0607, Forward time: 0.7733, Backward time: 1.3004, DDP time: 0.0031, Total iter time: 1.7159 [2020-10-18 15:36:45,798][root][INFO] - ===> Epoch[40](199/5): Loss 0.2563, Sem 0.3606, dir -0.8382, norm 0.7339, swav 0.0000 LR: 9.970e-02 Score 87.951 Data time: 0.0819, Forward time: 0.7735, Backward time: 1.3025, DDP time: 0.0031, Total iter time: 2.7364 [2020-10-18 15:36:47,857][root][INFO] - ===> Epoch[40](200/5): Loss 0.2416, Sem 0.3168, dir -0.8371, norm 0.7619, swav 0.0000 LR: 9.970e-02 Score 89.576 Data time: 0.0707, Forward time: 0.7735, Backward time: 1.3010, DDP time: 0.0031, Total iter time: 1.9345 [2020-10-18 15:36:48,822][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 15:36:49,006][root][INFO] - ===> Start testing [2020-10-18 15:37:28,509][root][INFO] - 68/68: Data time: 0.0024, Iter time: 0.1204 Loss 0.349 (AVG: 0.444) Score 87.985 (AVG: 86.313) mIOU 56.021 mAP 78.628 mAcc 64.006 IOU: 53.023 0.024 47.527 65.796 92.901 83.355 15.970 50.888 98.180 18.333 76.400 80.310 45.569 mAP: 78.781 10.473 80.056 87.999 98.796 96.901 44.807 83.368 99.593 76.405 92.607 92.699 79.672 mAcc: 67.922 0.182 57.859 74.694 96.287 91.840 18.378 66.515 99.257 18.982 86.650 94.887 58.626 [2020-10-18 15:37:28,511][root][INFO] - Finished test. Elapsed time: 39.5021 [2020-10-18 15:37:31,280][root][INFO] - [2020-10-18 15:37:31,281][root][INFO] - ################################################################ [2020-10-18 15:37:31,281][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 15:37:31,281][root][INFO] - ################################################################ [2020-10-18 15:37:31,281][root][INFO] - clutter : nan nan nan [2020-10-18 15:37:31,281][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 15:37:31,281][root][INFO] - board : 0.201 0.413 0.650 [2020-10-18 15:37:31,281][root][INFO] - bookcase : 0.205 0.406 0.564 [2020-10-18 15:37:31,281][root][INFO] - ceiling : 0.754 0.793 0.835 [2020-10-18 15:37:31,281][root][INFO] - chair : 0.624 0.784 0.839 [2020-10-18 15:37:31,281][root][INFO] - column : 0.013 0.034 0.195 [2020-10-18 15:37:31,281][root][INFO] - door : 0.060 0.163 0.474 [2020-10-18 15:37:31,281][root][INFO] - floor : 0.938 0.960 0.960 [2020-10-18 15:37:31,281][root][INFO] - sofa : 0.000 0.000 0.041 [2020-10-18 15:37:31,281][root][INFO] - table : 0.151 0.370 0.630 [2020-10-18 15:37:31,281][root][INFO] - wall : 0.325 0.528 0.701 [2020-10-18 15:37:31,281][root][INFO] - window : 0.307 0.662 0.715 [2020-10-18 15:37:31,281][root][INFO] - ---------------------------------------------------------------- [2020-10-18 15:37:31,281][root][INFO] - average : 0.298 0.426 0.550 [2020-10-18 15:37:31,281][root][INFO] - [2020-10-18 15:37:31,441][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 15:37:32,316][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-10-18 15:37:32,464][root][INFO] - Current best mIoU: 56.021 at iter 200 [2020-10-18 15:37:33,896][root][INFO] - ===> Epoch[41](201/5): Loss 0.0729, Sem 0.2739, dir -0.8549, norm 0.6539, swav 0.0000 LR: 9.970e-02 Score 91.060 Data time: 0.0563, Forward time: 0.7722, Backward time: 1.2982, DDP time: 0.0031, Total iter time: 1.4261 [2020-10-18 15:37:36,127][root][INFO] - ===> Epoch[41](202/5): Loss 0.1283, Sem 0.3179, dir -0.8453, norm 0.6557, swav 0.0000 LR: 9.970e-02 Score 89.291 Data time: 0.0929, Forward time: 0.7730, Backward time: 1.2971, DDP time: 0.0031, Total iter time: 2.1361 [2020-10-18 15:37:38,350][root][INFO] - ===> Epoch[41](203/5): Loss 0.1713, Sem 0.3213, dir -0.8501, norm 0.7001, swav 0.0000 LR: 9.970e-02 Score 89.369 Data time: 0.0701, Forward time: 0.7727, Backward time: 1.2967, DDP time: 0.0031, Total iter time: 2.0992 [2020-10-18 15:37:40,774][root][INFO] - ===> Epoch[41](204/5): Loss 0.1805, Sem 0.3466, dir -0.8448, norm 0.6787, swav 0.0000 LR: 9.969e-02 Score 88.512 Data time: 0.0809, Forward time: 0.7731, Backward time: 1.2967, DDP time: 0.0031, Total iter time: 2.3102 [2020-10-18 15:37:43,373][root][INFO] - ===> Epoch[41](205/5): Loss 0.1973, Sem 0.3118, dir -0.8491, norm 0.7346, swav 0.0000 LR: 9.969e-02 Score 89.709 Data time: 0.0976, Forward time: 0.7742, Backward time: 1.2969, DDP time: 0.0031, Total iter time: 2.4904 [2020-10-18 15:37:45,586][root][INFO] - ===> Epoch[42](206/5): Loss 0.1481, Sem 0.3103, dir -0.8429, norm 0.6808, swav 0.0000 LR: 9.969e-02 Score 89.583 Data time: 0.0862, Forward time: 0.7738, Backward time: 1.2964, DDP time: 0.0031, Total iter time: 2.0896 [2020-10-18 15:37:47,676][root][INFO] - ===> Epoch[42](207/5): Loss 0.0381, Sem 0.2791, dir -0.8595, norm 0.6185, swav 0.0000 LR: 9.969e-02 Score 90.787 Data time: 0.1063, Forward time: 0.7740, Backward time: 1.2950, DDP time: 0.0031, Total iter time: 1.9970 [2020-10-18 15:37:49,939][root][INFO] - ===> Epoch[42](208/5): Loss 0.1532, Sem 0.2882, dir -0.8479, norm 0.7129, swav 0.0000 LR: 9.969e-02 Score 90.569 Data time: 0.0963, Forward time: 0.7754, Backward time: 1.2935, DDP time: 0.0031, Total iter time: 2.1668 [2020-10-18 15:37:52,507][root][INFO] - ===> Epoch[42](209/5): Loss 0.1187, Sem 0.2989, dir -0.8523, norm 0.6720, swav 0.0000 LR: 9.969e-02 Score 89.648 Data time: 0.0797, Forward time: 0.7764, Backward time: 1.2936, DDP time: 0.0031, Total iter time: 2.4511 [2020-10-18 15:37:55,054][root][INFO] - ===> Epoch[42](210/5): Loss 0.1451, Sem 0.3027, dir -0.8456, norm 0.6880, swav 0.0000 LR: 9.968e-02 Score 89.898 Data time: 0.1416, Forward time: 0.7783, Backward time: 1.2927, DDP time: 0.0030, Total iter time: 2.4483 [2020-10-18 15:37:57,464][root][INFO] - ===> Epoch[43](211/5): Loss 0.1906, Sem 0.3028, dir -0.8531, norm 0.7409, swav 0.0000 LR: 9.968e-02 Score 90.166 Data time: 0.0896, Forward time: 0.7782, Backward time: 1.2929, DDP time: 0.0030, Total iter time: 2.2854 [2020-10-18 15:37:59,569][root][INFO] - ===> Epoch[43](212/5): Loss 0.0501, Sem 0.2618, dir -0.8591, norm 0.6474, swav 0.0000 LR: 9.968e-02 Score 91.289 Data time: 0.0917, Forward time: 0.7791, Backward time: 1.2912, DDP time: 0.0030, Total iter time: 2.0052 [2020-10-18 15:38:01,660][root][INFO] - ===> Epoch[43](213/5): Loss 0.1046, Sem 0.2865, dir -0.8494, norm 0.6675, swav 0.0000 LR: 9.968e-02 Score 90.081 Data time: 0.0778, Forward time: 0.7782, Backward time: 1.2907, DDP time: 0.0030, Total iter time: 1.9866 [2020-10-18 15:38:03,562][root][INFO] - ===> Epoch[43](214/5): Loss 0.1036, Sem 0.2853, dir -0.8542, norm 0.6725, swav 0.0000 LR: 9.968e-02 Score 90.129 Data time: 0.1094, Forward time: 0.7771, Backward time: 1.2897, DDP time: 0.0030, Total iter time: 1.8350 [2020-10-18 15:38:06,433][root][INFO] - ===> Epoch[43](215/5): Loss 0.1250, Sem 0.2879, dir -0.8616, norm 0.6986, swav 0.0000 LR: 9.968e-02 Score 90.179 Data time: 0.1041, Forward time: 0.7786, Backward time: 1.2910, DDP time: 0.0030, Total iter time: 2.8114 [2020-10-18 15:38:08,618][root][INFO] - ===> Epoch[44](216/5): Loss 0.0491, Sem 0.2758, dir -0.8592, norm 0.6325, swav 0.0000 LR: 9.968e-02 Score 90.837 Data time: 0.0739, Forward time: 0.7783, Backward time: 1.2904, DDP time: 0.0030, Total iter time: 2.0514 [2020-10-18 15:38:10,734][root][INFO] - ===> Epoch[44](217/5): Loss 0.1074, Sem 0.2738, dir -0.8501, norm 0.6837, swav 0.0000 LR: 9.967e-02 Score 90.954 Data time: 0.1142, Forward time: 0.7792, Backward time: 1.2888, DDP time: 0.0030, Total iter time: 2.0361 [2020-10-18 15:38:13,180][root][INFO] - ===> Epoch[44](218/5): Loss 0.1458, Sem 0.3122, dir -0.8471, norm 0.6808, swav 0.0000 LR: 9.967e-02 Score 89.536 Data time: 0.0612, Forward time: 0.7788, Backward time: 1.2895, DDP time: 0.0030, Total iter time: 2.3356 [2020-10-18 15:38:15,633][root][INFO] - ===> Epoch[44](219/5): Loss 0.1472, Sem 0.2878, dir -0.8540, norm 0.7134, swav 0.0000 LR: 9.967e-02 Score 90.291 Data time: 0.0789, Forward time: 0.7792, Backward time: 1.2896, DDP time: 0.0030, Total iter time: 2.3615 [2020-10-18 15:38:17,540][root][INFO] - ===> Epoch[44](220/5): Loss 0.0320, Sem 0.2697, dir -0.8638, norm 0.6262, swav 0.0000 LR: 9.967e-02 Score 90.742 Data time: 0.0808, Forward time: 0.7792, Backward time: 1.2879, DDP time: 0.0030, Total iter time: 1.7813 [2020-10-18 15:38:19,731][root][INFO] - ===> Epoch[45](221/5): Loss 0.1124, Sem 0.2968, dir -0.8508, norm 0.6664, swav 0.0000 LR: 9.967e-02 Score 89.865 Data time: 0.0772, Forward time: 0.7794, Backward time: 1.2872, DDP time: 0.0030, Total iter time: 2.0856 [2020-10-18 15:38:22,215][root][INFO] - ===> Epoch[45](222/5): Loss 0.0746, Sem 0.2647, dir -0.8534, norm 0.6633, swav 0.0000 LR: 9.967e-02 Score 91.076 Data time: 0.0525, Forward time: 0.7783, Backward time: 1.2886, DDP time: 0.0030, Total iter time: 2.3725 [2020-10-18 15:38:24,640][root][INFO] - ===> Epoch[45](223/5): Loss 0.0241, Sem 0.2515, dir -0.8640, norm 0.6366, swav 0.0000 LR: 9.967e-02 Score 91.864 Data time: 0.0570, Forward time: 0.7777, Backward time: 1.2897, DDP time: 0.0030, Total iter time: 2.3713 [2020-10-18 15:38:26,957][root][INFO] - ===> Epoch[45](224/5): Loss 0.1302, Sem 0.3033, dir -0.8521, norm 0.6790, swav 0.0000 LR: 9.966e-02 Score 89.378 Data time: 0.0809, Forward time: 0.7780, Backward time: 1.2894, DDP time: 0.0030, Total iter time: 2.2264 [2020-10-18 15:38:29,507][root][INFO] - ===> Epoch[45](225/5): Loss 0.1429, Sem 0.2843, dir -0.8567, norm 0.7154, swav 0.0000 LR: 9.966e-02 Score 90.279 Data time: 0.0592, Forward time: 0.7775, Backward time: 1.2906, DDP time: 0.0030, Total iter time: 2.4432 [2020-10-18 15:38:31,958][root][INFO] - ===> Epoch[46](226/5): Loss 0.0890, Sem 0.2768, dir -0.8484, norm 0.6605, swav 0.0000 LR: 9.966e-02 Score 90.450 Data time: 0.1151, Forward time: 0.7780, Backward time: 1.2905, DDP time: 0.0030, Total iter time: 2.3584 [2020-10-18 15:38:34,031][root][INFO] - ===> Epoch[46](227/5): Loss 0.0949, Sem 0.2797, dir -0.8542, norm 0.6694, swav 0.0000 LR: 9.966e-02 Score 90.657 Data time: 0.0940, Forward time: 0.7787, Backward time: 1.2889, DDP time: 0.0030, Total iter time: 1.9517 [2020-10-18 15:38:36,007][root][INFO] - ===> Epoch[46](228/5): Loss 0.0560, Sem 0.2458, dir -0.8634, norm 0.6735, swav 0.0000 LR: 9.966e-02 Score 91.640 Data time: 0.0596, Forward time: 0.7781, Backward time: 1.2879, DDP time: 0.0030, Total iter time: 1.8671 [2020-10-18 15:38:38,246][root][INFO] - ===> Epoch[46](229/5): Loss 0.1821, Sem 0.3225, dir -0.8472, norm 0.7068, swav 0.0000 LR: 9.966e-02 Score 89.311 Data time: 0.0751, Forward time: 0.7783, Backward time: 1.2874, DDP time: 0.0030, Total iter time: 2.1549 [2020-10-18 15:38:40,243][root][INFO] - ===> Epoch[46](230/5): Loss 0.0040, Sem 0.2443, dir -0.8708, norm 0.6305, swav 0.0000 LR: 9.965e-02 Score 91.646 Data time: 0.0617, Forward time: 0.7774, Backward time: 1.2868, DDP time: 0.0030, Total iter time: 1.8757 [2020-10-18 15:38:42,694][root][INFO] - ===> Epoch[47](231/5): Loss 0.1385, Sem 0.2854, dir -0.8531, norm 0.7062, swav 0.0000 LR: 9.965e-02 Score 90.124 Data time: 0.0756, Forward time: 0.7772, Backward time: 1.2874, DDP time: 0.0030, Total iter time: 2.3450 [2020-10-18 15:38:45,210][root][INFO] - ===> Epoch[47](232/5): Loss 0.1368, Sem 0.3002, dir -0.8505, norm 0.6871, swav 0.0000 LR: 9.965e-02 Score 89.752 Data time: 0.0769, Forward time: 0.7762, Backward time: 1.2887, DDP time: 0.0030, Total iter time: 2.4070 [2020-10-18 15:38:47,815][root][INFO] - ===> Epoch[47](233/5): Loss 0.0593, Sem 0.2428, dir -0.8634, norm 0.6799, swav 0.0000 LR: 9.965e-02 Score 91.781 Data time: 0.0855, Forward time: 0.7768, Backward time: 1.2894, DDP time: 0.0030, Total iter time: 2.5064 [2020-10-18 15:38:49,556][root][INFO] - ===> Epoch[47](234/5): Loss 0.0136, Sem 0.2915, dir -0.8591, norm 0.5812, swav 0.0000 LR: 9.965e-02 Score 90.742 Data time: 0.0722, Forward time: 0.7767, Backward time: 1.2871, DDP time: 0.0030, Total iter time: 1.6206 [2020-10-18 15:38:51,690][root][INFO] - ===> Epoch[47](235/5): Loss 0.0448, Sem 0.2599, dir -0.8646, norm 0.6496, swav 0.0000 LR: 9.965e-02 Score 91.415 Data time: 0.1156, Forward time: 0.7775, Backward time: 1.2856, DDP time: 0.0030, Total iter time: 2.0317 [2020-10-18 15:38:53,744][root][INFO] - ===> Epoch[48](236/5): Loss 0.0594, Sem 0.2959, dir -0.8571, norm 0.6207, swav 0.0000 LR: 9.965e-02 Score 89.845 Data time: 0.0840, Forward time: 0.7780, Backward time: 1.2841, DDP time: 0.0030, Total iter time: 1.9424 [2020-10-18 15:38:55,784][root][INFO] - ===> Epoch[48](237/5): Loss 0.0762, Sem 0.2838, dir -0.8558, norm 0.6482, swav 0.0000 LR: 9.964e-02 Score 90.301 Data time: 0.0646, Forward time: 0.7774, Backward time: 1.2835, DDP time: 0.0030, Total iter time: 1.9463 [2020-10-18 15:38:57,812][root][INFO] - ===> Epoch[48](238/5): Loss 0.0593, Sem 0.2702, dir -0.8597, norm 0.6488, swav 0.0000 LR: 9.964e-02 Score 90.909 Data time: 0.0683, Forward time: 0.7771, Backward time: 1.2827, DDP time: 0.0030, Total iter time: 1.9342 [2020-10-18 15:38:59,913][root][INFO] - ===> Epoch[48](239/5): Loss 0.0005, Sem 0.2511, dir -0.8630, norm 0.6124, swav 0.0000 LR: 9.964e-02 Score 91.778 Data time: 0.0969, Forward time: 0.7769, Backward time: 1.2819, DDP time: 0.0030, Total iter time: 1.9975 [2020-10-18 15:39:02,123][root][INFO] - ===> Epoch[48](240/5): Loss 0.0497, Sem 0.2491, dir -0.8544, norm 0.6550, swav 0.0000 LR: 9.964e-02 Score 91.547 Data time: 0.3710, Forward time: 0.7772, Backward time: 1.2801, DDP time: 0.0030, Total iter time: 2.0845 [2020-10-18 15:39:04,748][root][INFO] - ===> Epoch[49](241/5): Loss 0.0463, Sem 0.2615, dir -0.8641, norm 0.6489, swav 0.0000 LR: 9.964e-02 Score 91.131 Data time: 0.1648, Forward time: 0.7789, Backward time: 1.2795, DDP time: 0.0030, Total iter time: 2.5170 [2020-10-18 15:39:06,778][root][INFO] - ===> Epoch[49](242/5): Loss 0.0932, Sem 0.3042, dir -0.8536, norm 0.6426, swav 0.0000 LR: 9.964e-02 Score 89.663 Data time: 0.1145, Forward time: 0.7789, Backward time: 1.2783, DDP time: 0.0030, Total iter time: 1.9225 [2020-10-18 15:39:09,312][root][INFO] - ===> Epoch[49](243/5): Loss 0.0737, Sem 0.2582, dir -0.8637, norm 0.6792, swav 0.0000 LR: 9.964e-02 Score 91.535 Data time: 0.0962, Forward time: 0.7798, Backward time: 1.2783, DDP time: 0.0030, Total iter time: 2.4369 [2020-10-18 15:39:11,811][root][INFO] - ===> Epoch[49](244/5): Loss 0.0853, Sem 0.2787, dir -0.8580, norm 0.6646, swav 0.0000 LR: 9.963e-02 Score 90.721 Data time: 0.0730, Forward time: 0.7800, Backward time: 1.2786, DDP time: 0.0030, Total iter time: 2.3644 [2020-10-18 15:39:14,115][root][INFO] - ===> Epoch[49](245/5): Loss 0.0875, Sem 0.2943, dir -0.8495, norm 0.6427, swav 0.0000 LR: 9.963e-02 Score 89.977 Data time: 0.0725, Forward time: 0.7796, Backward time: 1.2788, DDP time: 0.0030, Total iter time: 2.2182 [2020-10-18 15:39:16,302][root][INFO] - ===> Epoch[50](246/5): Loss 0.0783, Sem 0.2738, dir -0.8568, norm 0.6613, swav 0.0000 LR: 9.963e-02 Score 90.866 Data time: 0.1008, Forward time: 0.7805, Backward time: 1.2776, DDP time: 0.0030, Total iter time: 2.0800 [2020-10-18 15:39:18,611][root][INFO] - ===> Epoch[50](247/5): Loss 0.0603, Sem 0.2763, dir -0.8583, norm 0.6423, swav 0.0000 LR: 9.963e-02 Score 90.594 Data time: 0.0787, Forward time: 0.7808, Backward time: 1.2771, DDP time: 0.0030, Total iter time: 2.1806 [2020-10-18 15:39:21,017][root][INFO] - ===> Epoch[50](248/5): Loss 0.0974, Sem 0.2779, dir -0.8560, norm 0.6754, swav 0.0000 LR: 9.963e-02 Score 90.293 Data time: 0.0830, Forward time: 0.7812, Backward time: 1.2770, DDP time: 0.0030, Total iter time: 2.2861 [2020-10-18 15:39:23,076][root][INFO] - ===> Epoch[50](249/5): Loss 0.0578, Sem 0.2667, dir -0.8444, norm 0.6355, swav 0.0000 LR: 9.963e-02 Score 90.847 Data time: 0.0798, Forward time: 0.7815, Backward time: 1.2758, DDP time: 0.0030, Total iter time: 1.9417 [2020-10-18 15:39:25,351][root][INFO] - ===> Epoch[50](250/5): Loss 0.0712, Sem 0.2818, dir -0.8669, norm 0.6563, swav 0.0000 LR: 9.962e-02 Score 90.665 Data time: 0.1961, Forward time: 0.7815, Backward time: 1.2750, DDP time: 0.0030, Total iter time: 2.1711 [2020-10-18 15:39:27,741][root][INFO] - ===> Epoch[51](251/5): Loss -0.0039, Sem 0.2369, dir -0.8716, norm 0.6308, swav 0.0000 LR: 9.962e-02 Score 92.084 Data time: 0.1076, Forward time: 0.7829, Backward time: 1.2741, DDP time: 0.0030, Total iter time: 2.2993 [2020-10-18 15:39:30,485][root][INFO] - ===> Epoch[51](252/5): Loss 0.0764, Sem 0.2750, dir -0.8666, norm 0.6681, swav 0.0000 LR: 9.962e-02 Score 90.505 Data time: 0.0932, Forward time: 0.7838, Backward time: 1.2748, DDP time: 0.0030, Total iter time: 2.6269 [2020-10-18 15:39:32,925][root][INFO] - ===> Epoch[51](253/5): Loss 0.0174, Sem 0.2548, dir -0.8625, norm 0.6251, swav 0.0000 LR: 9.962e-02 Score 91.480 Data time: 0.0596, Forward time: 0.7830, Backward time: 1.2757, DDP time: 0.0030, Total iter time: 2.3032 [2020-10-18 15:39:34,960][root][INFO] - ===> Epoch[51](254/5): Loss 0.0727, Sem 0.2812, dir -0.8573, norm 0.6488, swav 0.0000 LR: 9.962e-02 Score 90.585 Data time: 0.0874, Forward time: 0.7835, Backward time: 1.2743, DDP time: 0.0030, Total iter time: 1.9618 [2020-10-18 15:39:37,020][root][INFO] - ===> Epoch[51](255/5): Loss 0.0829, Sem 0.2992, dir -0.8529, norm 0.6367, swav 0.0000 LR: 9.962e-02 Score 89.722 Data time: 0.0904, Forward time: 0.7842, Backward time: 1.2729, DDP time: 0.0030, Total iter time: 1.9577 [2020-10-18 15:39:39,240][root][INFO] - ===> Epoch[52](256/5): Loss 0.0471, Sem 0.2763, dir -0.8611, norm 0.6319, swav 0.0000 LR: 9.962e-02 Score 90.636 Data time: 0.0668, Forward time: 0.7838, Backward time: 1.2728, DDP time: 0.0030, Total iter time: 2.1261 [2020-10-18 15:39:41,227][root][INFO] - ===> Epoch[52](257/5): Loss 0.0837, Sem 0.2660, dir -0.8621, norm 0.6798, swav 0.0000 LR: 9.961e-02 Score 91.010 Data time: 0.0541, Forward time: 0.7827, Backward time: 1.2728, DDP time: 0.0030, Total iter time: 1.9059 [2020-10-18 15:39:43,676][root][INFO] - ===> Epoch[52](258/5): Loss 0.0153, Sem 0.2270, dir -0.8722, norm 0.6605, swav 0.0000 LR: 9.961e-02 Score 92.398 Data time: 0.0774, Forward time: 0.7830, Backward time: 1.2732, DDP time: 0.0030, Total iter time: 2.3974 [2020-10-18 15:39:46,254][root][INFO] - ===> Epoch[52](259/5): Loss 0.0976, Sem 0.2880, dir -0.8564, norm 0.6660, swav 0.0000 LR: 9.961e-02 Score 90.377 Data time: 0.0828, Forward time: 0.7831, Backward time: 1.2739, DDP time: 0.0030, Total iter time: 2.4578 [2020-10-18 15:39:48,484][root][INFO] - ===> Epoch[52](260/5): Loss 0.1136, Sem 0.3086, dir -0.8512, norm 0.6562, swav 0.0000 LR: 9.961e-02 Score 89.625 Data time: 0.0820, Forward time: 0.7837, Backward time: 1.2731, DDP time: 0.0030, Total iter time: 2.1482 [2020-10-18 15:39:51,001][root][INFO] - ===> Epoch[53](261/5): Loss 0.1160, Sem 0.3060, dir -0.8564, norm 0.6663, swav 0.0000 LR: 9.961e-02 Score 89.968 Data time: 0.0657, Forward time: 0.7833, Backward time: 1.2739, DDP time: 0.0030, Total iter time: 2.3812 [2020-10-18 15:39:53,455][root][INFO] - ===> Epoch[53](262/5): Loss 0.0384, Sem 0.2788, dir -0.8583, norm 0.6179, swav 0.0000 LR: 9.961e-02 Score 90.358 Data time: 0.0943, Forward time: 0.7830, Backward time: 1.2745, DDP time: 0.0030, Total iter time: 2.3599 [2020-10-18 15:39:55,788][root][INFO] - ===> Epoch[53](263/5): Loss 0.0218, Sem 0.2599, dir -0.8647, norm 0.6265, swav 0.0000 LR: 9.961e-02 Score 91.250 Data time: 0.0800, Forward time: 0.7835, Backward time: 1.2741, DDP time: 0.0030, Total iter time: 2.2303 [2020-10-18 15:39:57,803][root][INFO] - ===> Epoch[53](264/5): Loss 0.0353, Sem 0.2544, dir -0.8621, norm 0.6430, swav 0.0000 LR: 9.960e-02 Score 91.294 Data time: 0.0468, Forward time: 0.7824, Backward time: 1.2739, DDP time: 0.0030, Total iter time: 1.8960 [2020-10-18 15:39:59,841][root][INFO] - ===> Epoch[53](265/5): Loss 0.0114, Sem 0.2515, dir -0.8631, norm 0.6230, swav 0.0000 LR: 9.960e-02 Score 91.479 Data time: 0.1199, Forward time: 0.7817, Backward time: 1.2734, DDP time: 0.0030, Total iter time: 1.9522 [2020-10-18 15:40:02,017][root][INFO] - ===> Epoch[54](266/5): Loss 0.0988, Sem 0.2762, dir -0.8547, norm 0.6773, swav 0.0000 LR: 9.960e-02 Score 90.646 Data time: 0.0925, Forward time: 0.7826, Backward time: 1.2724, DDP time: 0.0030, Total iter time: 2.1016 [2020-10-18 15:40:04,023][root][INFO] - ===> Epoch[54](267/5): Loss 0.0141, Sem 0.2249, dir -0.8675, norm 0.6567, swav 0.0000 LR: 9.960e-02 Score 92.654 Data time: 0.0713, Forward time: 0.7825, Backward time: 1.2713, DDP time: 0.0030, Total iter time: 1.8759 [2020-10-18 15:40:06,267][root][INFO] - ===> Epoch[54](268/5): Loss 0.0718, Sem 0.2869, dir -0.8586, norm 0.6435, swav 0.0000 LR: 9.960e-02 Score 90.385 Data time: 0.1611, Forward time: 0.7822, Backward time: 1.2710, DDP time: 0.0030, Total iter time: 2.1670 [2020-10-18 15:40:08,736][root][INFO] - ===> Epoch[54](269/5): Loss 0.0840, Sem 0.2883, dir -0.8580, norm 0.6536, swav 0.0000 LR: 9.960e-02 Score 90.149 Data time: 0.0972, Forward time: 0.7836, Backward time: 1.2704, DDP time: 0.0030, Total iter time: 2.3755 [2020-10-18 15:40:11,226][root][INFO] - ===> Epoch[54](270/5): Loss 0.0302, Sem 0.2473, dir -0.8679, norm 0.6508, swav 0.0000 LR: 9.959e-02 Score 91.539 Data time: 0.0714, Forward time: 0.7836, Backward time: 1.2709, DDP time: 0.0030, Total iter time: 2.3689 [2020-10-18 15:40:13,239][root][INFO] - ===> Epoch[55](271/5): Loss 0.0573, Sem 0.2722, dir -0.8619, norm 0.6469, swav 0.0000 LR: 9.959e-02 Score 91.391 Data time: 0.0556, Forward time: 0.7828, Backward time: 1.2704, DDP time: 0.0030, Total iter time: 1.9136 [2020-10-18 15:40:15,585][root][INFO] - ===> Epoch[55](272/5): Loss -0.0130, Sem 0.2435, dir -0.8654, norm 0.6089, swav 0.0000 LR: 9.959e-02 Score 91.793 Data time: 0.0540, Forward time: 0.7824, Backward time: 1.2710, DDP time: 0.0030, Total iter time: 2.2593 [2020-10-18 15:40:18,006][root][INFO] - ===> Epoch[55](273/5): Loss 0.0854, Sem 0.2717, dir -0.8522, norm 0.6659, swav 0.0000 LR: 9.959e-02 Score 90.901 Data time: 0.1101, Forward time: 0.7828, Backward time: 1.2709, DDP time: 0.0030, Total iter time: 2.3152 [2020-10-18 15:40:20,438][root][INFO] - ===> Epoch[55](274/5): Loss 0.0594, Sem 0.2788, dir -0.8566, norm 0.6372, swav 0.0000 LR: 9.959e-02 Score 90.544 Data time: 0.0747, Forward time: 0.7830, Backward time: 1.2710, DDP time: 0.0030, Total iter time: 2.3124 [2020-10-18 15:40:22,601][root][INFO] - ===> Epoch[55](275/5): Loss 0.0256, Sem 0.2408, dir -0.8626, norm 0.6474, swav 0.0000 LR: 9.959e-02 Score 91.902 Data time: 0.0750, Forward time: 0.7831, Backward time: 1.2704, DDP time: 0.0030, Total iter time: 2.0599 [2020-10-18 15:40:25,178][root][INFO] - ===> Epoch[56](276/5): Loss 0.0397, Sem 0.2355, dir -0.8710, norm 0.6752, swav 0.0000 LR: 9.959e-02 Score 92.218 Data time: 0.0691, Forward time: 0.7828, Backward time: 1.2714, DDP time: 0.0030, Total iter time: 2.4710 [2020-10-18 15:40:27,425][root][INFO] - ===> Epoch[56](277/5): Loss 0.0627, Sem 0.2493, dir -0.8636, norm 0.6770, swav 0.0000 LR: 9.958e-02 Score 91.863 Data time: 0.0750, Forward time: 0.7829, Backward time: 1.2711, DDP time: 0.0030, Total iter time: 2.1564 [2020-10-18 15:40:29,585][root][INFO] - ===> Epoch[56](278/5): Loss -0.0079, Sem 0.2368, dir -0.8698, norm 0.6252, swav 0.0000 LR: 9.958e-02 Score 92.114 Data time: 0.0680, Forward time: 0.7826, Backward time: 1.2707, DDP time: 0.0030, Total iter time: 2.0472 [2020-10-18 15:40:31,918][root][INFO] - ===> Epoch[56](279/5): Loss 0.0536, Sem 0.2744, dir -0.8530, norm 0.6322, swav 0.0000 LR: 9.958e-02 Score 90.822 Data time: 0.0819, Forward time: 0.7828, Backward time: 1.2706, DDP time: 0.0030, Total iter time: 2.2440 [2020-10-18 15:40:33,920][root][INFO] - ===> Epoch[56](280/5): Loss 0.0443, Sem 0.2635, dir -0.8645, norm 0.6453, swav 0.0000 LR: 9.958e-02 Score 91.013 Data time: 0.0871, Forward time: 0.7832, Backward time: 1.2692, DDP time: 0.0030, Total iter time: 1.8861 [2020-10-18 15:40:35,890][root][INFO] - ===> Epoch[57](281/5): Loss 0.0564, Sem 0.2217, dir -0.8723, norm 0.7070, swav 0.0000 LR: 9.958e-02 Score 92.557 Data time: 0.0658, Forward time: 0.7827, Backward time: 1.2684, DDP time: 0.0030, Total iter time: 1.8521 [2020-10-18 15:40:37,837][root][INFO] - ===> Epoch[57](282/5): Loss 0.0249, Sem 0.2791, dir -0.8629, norm 0.6087, swav 0.0000 LR: 9.958e-02 Score 90.549 Data time: 0.0628, Forward time: 0.7824, Backward time: 1.2676, DDP time: 0.0030, Total iter time: 1.8505 [2020-10-18 15:40:39,830][root][INFO] - ===> Epoch[57](283/5): Loss -0.0775, Sem 0.2167, dir -0.8729, norm 0.5787, swav 0.0000 LR: 9.958e-02 Score 92.969 Data time: 0.0611, Forward time: 0.7818, Backward time: 1.2671, DDP time: 0.0030, Total iter time: 1.8919 [2020-10-18 15:40:42,676][root][INFO] - ===> Epoch[57](284/5): Loss 0.1323, Sem 0.2913, dir -0.8542, norm 0.6951, swav 0.0000 LR: 9.957e-02 Score 90.000 Data time: 0.0703, Forward time: 0.7819, Backward time: 1.2689, DDP time: 0.0030, Total iter time: 2.7674 [2020-10-18 15:40:44,847][root][INFO] - ===> Epoch[57](285/5): Loss 0.0239, Sem 0.2552, dir -0.8689, norm 0.6376, swav 0.0000 LR: 9.957e-02 Score 91.394 Data time: 0.0693, Forward time: 0.7817, Backward time: 1.2685, DDP time: 0.0030, Total iter time: 2.0655 [2020-10-18 15:40:46,837][root][INFO] - ===> Epoch[58](286/5): Loss 0.0135, Sem 0.2471, dir -0.8660, norm 0.6324, swav 0.0000 LR: 9.957e-02 Score 91.488 Data time: 0.0815, Forward time: 0.7821, Backward time: 1.2672, DDP time: 0.0030, Total iter time: 1.8845 [2020-10-18 15:40:49,606][root][INFO] - ===> Epoch[58](287/5): Loss 0.0732, Sem 0.2615, dir -0.8645, norm 0.6762, swav 0.0000 LR: 9.957e-02 Score 90.935 Data time: 0.0897, Forward time: 0.7830, Backward time: 1.2678, DDP time: 0.0030, Total iter time: 2.6609 [2020-10-18 15:40:51,945][root][INFO] - ===> Epoch[58](288/5): Loss 0.0162, Sem 0.2612, dir -0.8650, norm 0.6200, swav 0.0000 LR: 9.957e-02 Score 91.046 Data time: 0.0666, Forward time: 0.7829, Backward time: 1.2679, DDP time: 0.0030, Total iter time: 2.2121 [2020-10-18 15:40:54,222][root][INFO] - ===> Epoch[58](289/5): Loss 0.0117, Sem 0.2497, dir -0.8785, norm 0.6404, swav 0.0000 LR: 9.957e-02 Score 91.704 Data time: 0.0678, Forward time: 0.7826, Backward time: 1.2681, DDP time: 0.0030, Total iter time: 2.1834 [2020-10-18 15:40:56,109][root][INFO] - ===> Epoch[58](290/5): Loss -0.0287, Sem 0.2214, dir -0.8714, norm 0.6214, swav 0.0000 LR: 9.956e-02 Score 92.527 Data time: 0.0795, Forward time: 0.7826, Backward time: 1.2668, DDP time: 0.0030, Total iter time: 1.7969 [2020-10-18 15:40:58,041][root][INFO] - ===> Epoch[59](291/5): Loss 0.0201, Sem 0.2356, dir -0.8651, norm 0.6496, swav 0.0000 LR: 9.956e-02 Score 92.148 Data time: 0.0779, Forward time: 0.7827, Backward time: 1.2655, DDP time: 0.0030, Total iter time: 1.8265 [2020-10-18 15:40:59,889][root][INFO] - ===> Epoch[59](292/5): Loss -0.0160, Sem 0.2441, dir -0.8688, norm 0.6087, swav 0.0000 LR: 9.956e-02 Score 91.542 Data time: 0.0653, Forward time: 0.7825, Backward time: 1.2643, DDP time: 0.0030, Total iter time: 1.7416 [2020-10-18 15:41:02,020][root][INFO] - ===> Epoch[59](293/5): Loss 0.0276, Sem 0.2631, dir -0.8732, norm 0.6377, swav 0.0000 LR: 9.956e-02 Score 91.072 Data time: 0.0988, Forward time: 0.7819, Backward time: 1.2641, DDP time: 0.0030, Total iter time: 2.0280 [2020-10-18 15:41:04,913][root][INFO] - ===> Epoch[59](294/5): Loss 0.0223, Sem 0.2563, dir -0.8627, norm 0.6287, swav 0.0000 LR: 9.956e-02 Score 91.237 Data time: 0.0895, Forward time: 0.7826, Backward time: 1.2652, DDP time: 0.0030, Total iter time: 2.7904 [2020-10-18 15:41:07,323][root][INFO] - ===> Epoch[59](295/5): Loss -0.0063, Sem 0.2240, dir -0.8663, norm 0.6360, swav 0.0000 LR: 9.956e-02 Score 92.453 Data time: 0.0757, Forward time: 0.7825, Backward time: 1.2655, DDP time: 0.0030, Total iter time: 2.2970 [2020-10-18 15:41:09,440][root][INFO] - ===> Epoch[60](296/5): Loss 0.0482, Sem 0.2629, dir -0.8695, norm 0.6549, swav 0.0000 LR: 9.956e-02 Score 91.077 Data time: 0.0894, Forward time: 0.7831, Backward time: 1.2644, DDP time: 0.0030, Total iter time: 1.9893 [2020-10-18 15:41:11,380][root][INFO] - ===> Epoch[60](297/5): Loss -0.0624, Sem 0.2332, dir -0.8733, norm 0.5778, swav 0.0000 LR: 9.955e-02 Score 92.281 Data time: 0.0767, Forward time: 0.7834, Backward time: 1.2630, DDP time: 0.0030, Total iter time: 1.8311 [2020-10-18 15:41:13,940][root][INFO] - ===> Epoch[60](298/5): Loss 0.0053, Sem 0.2361, dir -0.8734, norm 0.6426, swav 0.0000 LR: 9.955e-02 Score 91.926 Data time: 0.0547, Forward time: 0.7827, Backward time: 1.2643, DDP time: 0.0030, Total iter time: 2.4537 [2020-10-18 15:41:16,432][root][INFO] - ===> Epoch[60](299/5): Loss 0.0504, Sem 0.2551, dir -0.8628, norm 0.6581, swav 0.0000 LR: 9.955e-02 Score 91.374 Data time: 0.0657, Forward time: 0.7824, Backward time: 1.2651, DDP time: 0.0030, Total iter time: 2.3897 [2020-10-18 15:41:19,386][root][INFO] - ===> Epoch[60](300/5): Loss -0.0302, Sem 0.2364, dir -0.8720, norm 0.6054, swav 0.0000 LR: 9.955e-02 Score 92.130 Data time: 0.0652, Forward time: 0.7821, Backward time: 1.2671, DDP time: 0.0030, Total iter time: 2.8397 [2020-10-18 15:41:20,806][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 15:41:22,411][root][INFO] - ===> Epoch[61](301/5): Loss -0.0779, Sem 0.2243, dir -0.8785, norm 0.5763, swav 0.0000 LR: 9.955e-02 Score 92.227 Data time: 0.0693, Forward time: 0.7816, Backward time: 1.2651, DDP time: 0.0030, Total iter time: 1.4244 [2020-10-18 15:41:25,246][root][INFO] - ===> Epoch[61](302/5): Loss 0.0043, Sem 0.2412, dir -0.8593, norm 0.6224, swav 0.0000 LR: 9.955e-02 Score 91.862 Data time: 0.0709, Forward time: 0.7815, Backward time: 1.2668, DDP time: 0.0030, Total iter time: 2.7352 [2020-10-18 15:41:27,837][root][INFO] - ===> Epoch[61](303/5): Loss 0.0521, Sem 0.2611, dir -0.8702, norm 0.6611, swav 0.0000 LR: 9.955e-02 Score 91.197 Data time: 0.0633, Forward time: 0.7812, Backward time: 1.2677, DDP time: 0.0030, Total iter time: 2.4670 [2020-10-18 15:41:29,784][root][INFO] - ===> Epoch[61](304/5): Loss -0.0063, Sem 0.2365, dir -0.8735, norm 0.6306, swav 0.0000 LR: 9.954e-02 Score 92.106 Data time: 0.0633, Forward time: 0.7807, Backward time: 1.2671, DDP time: 0.0030, Total iter time: 1.8465 [2020-10-18 15:41:31,853][root][INFO] - ===> Epoch[61](305/5): Loss -0.0081, Sem 0.2548, dir -0.8767, norm 0.6138, swav 0.0000 LR: 9.954e-02 Score 91.320 Data time: 0.0603, Forward time: 0.7802, Backward time: 1.2668, DDP time: 0.0030, Total iter time: 1.9730 [2020-10-18 15:41:34,338][root][INFO] - ===> Epoch[62](306/5): Loss -0.0495, Sem 0.2321, dir -0.8775, norm 0.5958, swav 0.0000 LR: 9.954e-02 Score 92.346 Data time: 0.0545, Forward time: 0.7793, Backward time: 1.2680, DDP time: 0.0030, Total iter time: 2.3830 [2020-10-18 15:41:36,424][root][INFO] - ===> Epoch[62](307/5): Loss 0.0678, Sem 0.2751, dir -0.8659, norm 0.6587, swav 0.0000 LR: 9.954e-02 Score 90.793 Data time: 0.0745, Forward time: 0.7792, Backward time: 1.2676, DDP time: 0.0030, Total iter time: 2.0149 [2020-10-18 15:41:38,681][root][INFO] - ===> Epoch[62](308/5): Loss 0.0015, Sem 0.2490, dir -0.8648, norm 0.6173, swav 0.0000 LR: 9.954e-02 Score 91.684 Data time: 0.0944, Forward time: 0.7794, Backward time: 1.2672, DDP time: 0.0030, Total iter time: 2.1499 [2020-10-18 15:41:40,864][root][INFO] - ===> Epoch[62](309/5): Loss -0.0169, Sem 0.2178, dir -0.8777, norm 0.6431, swav 0.0000 LR: 9.954e-02 Score 92.422 Data time: 0.0766, Forward time: 0.7794, Backward time: 1.2668, DDP time: 0.0030, Total iter time: 2.0690 [2020-10-18 15:41:43,218][root][INFO] - ===> Epoch[62](310/5): Loss 0.0196, Sem 0.2514, dir -0.8694, norm 0.6376, swav 0.0000 LR: 9.953e-02 Score 91.268 Data time: 0.0868, Forward time: 0.7798, Backward time: 1.2666, DDP time: 0.0030, Total iter time: 2.2598 [2020-10-18 15:41:45,238][root][INFO] - ===> Epoch[63](311/5): Loss -0.0354, Sem 0.2217, dir -0.8716, norm 0.6146, swav 0.0000 LR: 9.953e-02 Score 92.558 Data time: 0.1364, Forward time: 0.7798, Backward time: 1.2654, DDP time: 0.0030, Total iter time: 1.8977 [2020-10-18 15:41:47,551][root][INFO] - ===> Epoch[63](312/5): Loss -0.0292, Sem 0.2213, dir -0.8673, norm 0.6167, swav 0.0000 LR: 9.953e-02 Score 92.580 Data time: 0.0934, Forward time: 0.7805, Backward time: 1.2648, DDP time: 0.0030, Total iter time: 2.2008 [2020-10-18 15:41:50,044][root][INFO] - ===> Epoch[63](313/5): Loss -0.0311, Sem 0.2097, dir -0.8709, norm 0.6301, swav 0.0000 LR: 9.953e-02 Score 92.961 Data time: 0.0755, Forward time: 0.7806, Backward time: 1.2651, DDP time: 0.0030, Total iter time: 2.3545 [2020-10-18 15:41:52,108][root][INFO] - ===> Epoch[63](314/5): Loss 0.0361, Sem 0.2705, dir -0.8652, norm 0.6308, swav 0.0000 LR: 9.953e-02 Score 90.882 Data time: 0.0643, Forward time: 0.7802, Backward time: 1.2648, DDP time: 0.0030, Total iter time: 1.9578 [2020-10-18 15:41:54,490][root][INFO] - ===> Epoch[63](315/5): Loss -0.0736, Sem 0.2236, dir -0.8801, norm 0.5829, swav 0.0000 LR: 9.953e-02 Score 92.600 Data time: 0.0754, Forward time: 0.7801, Backward time: 1.2650, DDP time: 0.0030, Total iter time: 2.2900 [2020-10-18 15:41:56,560][root][INFO] - ===> Epoch[64](316/5): Loss 0.0058, Sem 0.2645, dir -0.8638, norm 0.6051, swav 0.0000 LR: 9.953e-02 Score 91.163 Data time: 0.0828, Forward time: 0.7802, Backward time: 1.2642, DDP time: 0.0030, Total iter time: 1.9538 [2020-10-18 15:41:58,804][root][INFO] - ===> Epoch[64](317/5): Loss 0.0051, Sem 0.2430, dir -0.8684, norm 0.6305, swav 0.0000 LR: 9.952e-02 Score 91.624 Data time: 0.0930, Forward time: 0.7799, Backward time: 1.2641, DDP time: 0.0030, Total iter time: 2.1427 [2020-10-18 15:42:01,264][root][INFO] - ===> Epoch[64](318/5): Loss -0.0627, Sem 0.2032, dir -0.8802, norm 0.6144, swav 0.0000 LR: 9.952e-02 Score 93.171 Data time: 0.0638, Forward time: 0.7797, Backward time: 1.2647, DDP time: 0.0030, Total iter time: 2.3510 [2020-10-18 15:42:03,825][root][INFO] - ===> Epoch[64](319/5): Loss 0.0110, Sem 0.2539, dir -0.8683, norm 0.6253, swav 0.0000 LR: 9.952e-02 Score 91.529 Data time: 0.0589, Forward time: 0.7793, Backward time: 1.2658, DDP time: 0.0030, Total iter time: 2.4837 [2020-10-18 15:42:06,024][root][INFO] - ===> Epoch[64](320/5): Loss -0.0560, Sem 0.2097, dir -0.8755, norm 0.6098, swav 0.0000 LR: 9.952e-02 Score 92.806 Data time: 0.0671, Forward time: 0.7792, Backward time: 1.2656, DDP time: 0.0030, Total iter time: 2.1066 [2020-10-18 15:42:07,868][root][INFO] - ===> Epoch[65](321/5): Loss -0.1008, Sem 0.2021, dir -0.8784, norm 0.5755, swav 0.0000 LR: 9.952e-02 Score 93.317 Data time: 0.1004, Forward time: 0.7792, Backward time: 1.2643, DDP time: 0.0030, Total iter time: 1.7509 [2020-10-18 15:42:10,308][root][INFO] - ===> Epoch[65](322/5): Loss 0.0218, Sem 0.2305, dir -0.8673, norm 0.6586, swav 0.0000 LR: 9.952e-02 Score 92.488 Data time: 0.0668, Forward time: 0.7791, Backward time: 1.2648, DDP time: 0.0030, Total iter time: 2.3293 [2020-10-18 15:42:12,442][root][INFO] - ===> Epoch[65](323/5): Loss 0.0329, Sem 0.2295, dir -0.8661, norm 0.6695, swav 0.0000 LR: 9.952e-02 Score 92.357 Data time: 0.0902, Forward time: 0.7797, Backward time: 1.2639, DDP time: 0.0030, Total iter time: 2.0413 [2020-10-18 15:42:14,495][root][INFO] - ===> Epoch[65](324/5): Loss -0.0472, Sem 0.2092, dir -0.8750, norm 0.6186, swav 0.0000 LR: 9.951e-02 Score 92.858 Data time: 0.0552, Forward time: 0.7791, Backward time: 1.2636, DDP time: 0.0030, Total iter time: 1.9582 [2020-10-18 15:42:16,829][root][INFO] - ===> Epoch[65](325/5): Loss -0.0671, Sem 0.2253, dir -0.8786, norm 0.5862, swav 0.0000 LR: 9.951e-02 Score 92.360 Data time: 0.0540, Forward time: 0.7787, Backward time: 1.2642, DDP time: 0.0030, Total iter time: 2.2571 [2020-10-18 15:42:18,790][root][INFO] - ===> Epoch[66](326/5): Loss 0.0110, Sem 0.2367, dir -0.8729, norm 0.6473, swav 0.0000 LR: 9.951e-02 Score 92.042 Data time: 0.0899, Forward time: 0.7790, Backward time: 1.2630, DDP time: 0.0030, Total iter time: 1.8920 [2020-10-18 15:42:21,084][root][INFO] - ===> Epoch[66](327/5): Loss -0.0867, Sem 0.2077, dir -0.8739, norm 0.5795, swav 0.0000 LR: 9.951e-02 Score 92.877 Data time: 0.0753, Forward time: 0.7791, Backward time: 1.2628, DDP time: 0.0030, Total iter time: 2.1893 [2020-10-18 15:42:23,177][root][INFO] - ===> Epoch[66](328/5): Loss -0.1136, Sem 0.2020, dir -0.8745, norm 0.5589, swav 0.0000 LR: 9.951e-02 Score 93.275 Data time: 0.0646, Forward time: 0.7790, Backward time: 1.2624, DDP time: 0.0030, Total iter time: 2.0180 [2020-10-18 15:42:25,085][root][INFO] - ===> Epoch[66](329/5): Loss 0.0205, Sem 0.2568, dir -0.8646, norm 0.6282, swav 0.0000 LR: 9.951e-02 Score 91.286 Data time: 0.0689, Forward time: 0.7787, Backward time: 1.2616, DDP time: 0.0030, Total iter time: 1.8174 [2020-10-18 15:42:27,679][root][INFO] - ===> Epoch[66](330/5): Loss -0.0288, Sem 0.2372, dir -0.8690, norm 0.6030, swav 0.0000 LR: 9.950e-02 Score 91.897 Data time: 0.0607, Forward time: 0.7783, Backward time: 1.2628, DDP time: 0.0030, Total iter time: 2.5029 [2020-10-18 15:42:29,714][root][INFO] - ===> Epoch[67](331/5): Loss -0.0111, Sem 0.2409, dir -0.8681, norm 0.6162, swav 0.0000 LR: 9.950e-02 Score 92.021 Data time: 0.0635, Forward time: 0.7777, Backward time: 1.2626, DDP time: 0.0030, Total iter time: 1.9357 [2020-10-18 15:42:32,060][root][INFO] - ===> Epoch[67](332/5): Loss -0.0190, Sem 0.2383, dir -0.8779, norm 0.6206, swav 0.0000 LR: 9.950e-02 Score 91.954 Data time: 0.0938, Forward time: 0.7781, Backward time: 1.2624, DDP time: 0.0030, Total iter time: 2.2628 [2020-10-18 15:42:34,908][root][INFO] - ===> Epoch[67](333/5): Loss -0.0067, Sem 0.2541, dir -0.8773, norm 0.6166, swav 0.0000 LR: 9.950e-02 Score 91.448 Data time: 0.0694, Forward time: 0.7779, Backward time: 1.2639, DDP time: 0.0030, Total iter time: 2.7337 [2020-10-18 15:42:36,937][root][INFO] - ===> Epoch[67](334/5): Loss -0.1273, Sem 0.1961, dir -0.8817, norm 0.5583, swav 0.0000 LR: 9.950e-02 Score 93.691 Data time: 0.0719, Forward time: 0.7779, Backward time: 1.2632, DDP time: 0.0030, Total iter time: 1.9313 [2020-10-18 15:42:39,180][root][INFO] - ===> Epoch[67](335/5): Loss -0.0087, Sem 0.2322, dir -0.8701, norm 0.6292, swav 0.0000 LR: 9.950e-02 Score 92.149 Data time: 0.0583, Forward time: 0.7773, Backward time: 1.2634, DDP time: 0.0030, Total iter time: 2.1097 [2020-10-18 15:42:41,164][root][INFO] - ===> Epoch[68](336/5): Loss -0.0760, Sem 0.2313, dir -0.8731, norm 0.5658, swav 0.0000 LR: 9.950e-02 Score 92.126 Data time: 0.0627, Forward time: 0.7768, Backward time: 1.2630, DDP time: 0.0030, Total iter time: 1.8814 [2020-10-18 15:42:44,019][root][INFO] - ===> Epoch[68](337/5): Loss -0.0254, Sem 0.2286, dir -0.8739, norm 0.6199, swav 0.0000 LR: 9.949e-02 Score 92.516 Data time: 0.0819, Forward time: 0.7769, Backward time: 1.2644, DDP time: 0.0030, Total iter time: 2.7773 [2020-10-18 15:42:46,201][root][INFO] - ===> Epoch[68](338/5): Loss -0.0381, Sem 0.2239, dir -0.8739, norm 0.6119, swav 0.0000 LR: 9.949e-02 Score 92.492 Data time: 0.0854, Forward time: 0.7772, Backward time: 1.2638, DDP time: 0.0030, Total iter time: 2.0500 [2020-10-18 15:42:48,220][root][INFO] - ===> Epoch[68](339/5): Loss -0.0592, Sem 0.2226, dir -0.8773, norm 0.5955, swav 0.0000 LR: 9.949e-02 Score 92.471 Data time: 0.0667, Forward time: 0.7769, Backward time: 1.2632, DDP time: 0.0030, Total iter time: 1.8958 [2020-10-18 15:42:50,230][root][INFO] - ===> Epoch[68](340/5): Loss -0.0757, Sem 0.2043, dir -0.8774, norm 0.5974, swav 0.0000 LR: 9.949e-02 Score 93.418 Data time: 0.0540, Forward time: 0.7762, Backward time: 1.2631, DDP time: 0.0030, Total iter time: 1.9022 [2020-10-18 15:42:52,521][root][INFO] - ===> Epoch[69](341/5): Loss -0.0363, Sem 0.2273, dir -0.8758, norm 0.6123, swav 0.0000 LR: 9.949e-02 Score 92.547 Data time: 0.0749, Forward time: 0.7763, Backward time: 1.2630, DDP time: 0.0030, Total iter time: 2.2134 [2020-10-18 15:42:54,769][root][INFO] - ===> Epoch[69](342/5): Loss -0.0664, Sem 0.2347, dir -0.8774, norm 0.5763, swav 0.0000 LR: 9.949e-02 Score 91.987 Data time: 0.0534, Forward time: 0.7756, Backward time: 1.2634, DDP time: 0.0030, Total iter time: 2.1371 [2020-10-18 15:42:56,903][root][INFO] - ===> Epoch[69](343/5): Loss -0.0523, Sem 0.2256, dir -0.8742, norm 0.5963, swav 0.0000 LR: 9.949e-02 Score 92.307 Data time: 0.0754, Forward time: 0.7756, Backward time: 1.2630, DDP time: 0.0030, Total iter time: 2.0634 [2020-10-18 15:42:59,188][root][INFO] - ===> Epoch[69](344/5): Loss -0.0893, Sem 0.2042, dir -0.8829, norm 0.5894, swav 0.0000 LR: 9.948e-02 Score 92.995 Data time: 0.0558, Forward time: 0.7752, Backward time: 1.2633, DDP time: 0.0030, Total iter time: 2.1790 [2020-10-18 15:43:01,530][root][INFO] - ===> Epoch[69](345/5): Loss -0.0458, Sem 0.2280, dir -0.8783, norm 0.6045, swav 0.0000 LR: 9.948e-02 Score 92.367 Data time: 0.0917, Forward time: 0.7757, Backward time: 1.2630, DDP time: 0.0030, Total iter time: 2.2645 [2020-10-18 15:43:04,379][root][INFO] - ===> Epoch[70](346/5): Loss 0.0118, Sem 0.2340, dir -0.8686, norm 0.6464, swav 0.0000 LR: 9.948e-02 Score 92.193 Data time: 0.0835, Forward time: 0.7761, Backward time: 1.2641, DDP time: 0.0030, Total iter time: 2.7335 [2020-10-18 15:43:06,745][root][INFO] - ===> Epoch[70](347/5): Loss -0.0552, Sem 0.2386, dir -0.8794, norm 0.5855, swav 0.0000 LR: 9.948e-02 Score 92.159 Data time: 0.0669, Forward time: 0.7759, Backward time: 1.2644, DDP time: 0.0030, Total iter time: 2.2794 [2020-10-18 15:43:08,910][root][INFO] - ===> Epoch[70](348/5): Loss -0.0780, Sem 0.2114, dir -0.8795, norm 0.5901, swav 0.0000 LR: 9.948e-02 Score 92.924 Data time: 0.0690, Forward time: 0.7759, Backward time: 1.2641, DDP time: 0.0030, Total iter time: 2.0915 [2020-10-18 15:43:11,235][root][INFO] - ===> Epoch[70](349/5): Loss 0.0050, Sem 0.2159, dir -0.8760, norm 0.6651, swav 0.0000 LR: 9.948e-02 Score 92.826 Data time: 0.0642, Forward time: 0.7754, Backward time: 1.2645, DDP time: 0.0030, Total iter time: 2.2299 [2020-10-18 15:43:13,138][root][INFO] - ===> Epoch[70](350/5): Loss -0.0664, Sem 0.2259, dir -0.8729, norm 0.5806, swav 0.0000 LR: 9.947e-02 Score 92.251 Data time: 0.0763, Forward time: 0.7755, Backward time: 1.2635, DDP time: 0.0030, Total iter time: 1.8222 [2020-10-18 15:43:14,993][root][INFO] - ===> Epoch[71](351/5): Loss -0.0867, Sem 0.2295, dir -0.8771, norm 0.5610, swav 0.0000 LR: 9.947e-02 Score 92.089 Data time: 0.0649, Forward time: 0.7752, Backward time: 1.2626, DDP time: 0.0030, Total iter time: 1.7500 [2020-10-18 15:43:16,804][root][INFO] - ===> Epoch[71](352/5): Loss -0.1049, Sem 0.2084, dir -0.8766, norm 0.5633, swav 0.0000 LR: 9.947e-02 Score 92.838 Data time: 0.0561, Forward time: 0.7746, Backward time: 1.2619, DDP time: 0.0030, Total iter time: 1.7294 [2020-10-18 15:43:18,982][root][INFO] - ===> Epoch[71](353/5): Loss -0.0372, Sem 0.2138, dir -0.8802, norm 0.6292, swav 0.0000 LR: 9.947e-02 Score 92.963 Data time: 0.0699, Forward time: 0.7744, Backward time: 1.2618, DDP time: 0.0030, Total iter time: 2.0784 [2020-10-18 15:43:21,425][root][INFO] - ===> Epoch[71](354/5): Loss -0.0138, Sem 0.2403, dir -0.8705, norm 0.6164, swav 0.0000 LR: 9.947e-02 Score 91.816 Data time: 0.0803, Forward time: 0.7744, Backward time: 1.2621, DDP time: 0.0030, Total iter time: 2.3408 [2020-10-18 15:43:23,925][root][INFO] - ===> Epoch[71](355/5): Loss -0.0047, Sem 0.2316, dir -0.8821, norm 0.6458, swav 0.0000 LR: 9.947e-02 Score 92.173 Data time: 0.0712, Forward time: 0.7743, Backward time: 1.2626, DDP time: 0.0030, Total iter time: 2.3867 [2020-10-18 15:43:26,027][root][INFO] - ===> Epoch[72](356/5): Loss -0.1500, Sem 0.1902, dir -0.8858, norm 0.5456, swav 0.0000 LR: 9.947e-02 Score 93.689 Data time: 0.0747, Forward time: 0.7742, Backward time: 1.2622, DDP time: 0.0030, Total iter time: 1.9892 [2020-10-18 15:43:27,745][root][INFO] - ===> Epoch[72](357/5): Loss -0.1241, Sem 0.2192, dir -0.8854, norm 0.5420, swav 0.0000 LR: 9.946e-02 Score 92.315 Data time: 0.0762, Forward time: 0.7738, Backward time: 1.2611, DDP time: 0.0030, Total iter time: 1.6249 [2020-10-18 15:43:30,059][root][INFO] - ===> Epoch[72](358/5): Loss 0.0666, Sem 0.2736, dir -0.8647, norm 0.6577, swav 0.0000 LR: 9.946e-02 Score 91.037 Data time: 0.0762, Forward time: 0.7739, Backward time: 1.2610, DDP time: 0.0030, Total iter time: 2.2171 [2020-10-18 15:43:32,430][root][INFO] - ===> Epoch[72](359/5): Loss -0.0688, Sem 0.2007, dir -0.8834, norm 0.6139, swav 0.0000 LR: 9.946e-02 Score 93.374 Data time: 0.0756, Forward time: 0.7739, Backward time: 1.2612, DDP time: 0.0030, Total iter time: 2.2614 [2020-10-18 15:43:34,666][root][INFO] - ===> Epoch[72](360/5): Loss -0.1028, Sem 0.2122, dir -0.8793, norm 0.5643, swav 0.0000 LR: 9.946e-02 Score 92.817 Data time: 0.0843, Forward time: 0.7742, Backward time: 1.2608, DDP time: 0.0030, Total iter time: 2.1255 [2020-10-18 15:43:36,988][root][INFO] - ===> Epoch[73](361/5): Loss -0.0458, Sem 0.2124, dir -0.8803, norm 0.6220, swav 0.0000 LR: 9.946e-02 Score 92.924 Data time: 0.0818, Forward time: 0.7745, Backward time: 1.2605, DDP time: 0.0030, Total iter time: 2.2237 [2020-10-18 15:43:39,070][root][INFO] - ===> Epoch[73](362/5): Loss -0.1432, Sem 0.2057, dir -0.8878, norm 0.5389, swav 0.0000 LR: 9.946e-02 Score 93.050 Data time: 0.0589, Forward time: 0.7740, Backward time: 1.2604, DDP time: 0.0030, Total iter time: 1.9863 [2020-10-18 15:43:41,827][root][INFO] - ===> Epoch[73](363/5): Loss -0.0128, Sem 0.2327, dir -0.8705, norm 0.6249, swav 0.0000 LR: 9.946e-02 Score 92.074 Data time: 0.0676, Forward time: 0.7739, Backward time: 1.2617, DDP time: 0.0030, Total iter time: 2.6777 [2020-10-18 15:43:44,064][root][INFO] - ===> Epoch[73](364/5): Loss -0.0626, Sem 0.2435, dir -0.8730, norm 0.5669, swav 0.0000 LR: 9.945e-02 Score 91.754 Data time: 0.0456, Forward time: 0.7731, Backward time: 1.2622, DDP time: 0.0030, Total iter time: 2.1352 [2020-10-18 15:43:46,411][root][INFO] - ===> Epoch[73](365/5): Loss -0.1078, Sem 0.2156, dir -0.8787, norm 0.5553, swav 0.0000 LR: 9.945e-02 Score 92.869 Data time: 0.0719, Forward time: 0.7726, Backward time: 1.2628, DDP time: 0.0030, Total iter time: 2.2760 [2020-10-18 15:43:48,637][root][INFO] - ===> Epoch[74](366/5): Loss -0.0185, Sem 0.2202, dir -0.8758, norm 0.6371, swav 0.0000 LR: 9.945e-02 Score 92.472 Data time: 0.0592, Forward time: 0.7719, Backward time: 1.2631, DDP time: 0.0030, Total iter time: 2.1226 [2020-10-18 15:43:50,667][root][INFO] - ===> Epoch[74](367/5): Loss -0.0704, Sem 0.2218, dir -0.8776, norm 0.5854, swav 0.0000 LR: 9.945e-02 Score 92.470 Data time: 0.0833, Forward time: 0.7724, Backward time: 1.2622, DDP time: 0.0030, Total iter time: 1.9650 [2020-10-18 15:43:52,913][root][INFO] - ===> Epoch[74](368/5): Loss -0.0561, Sem 0.2253, dir -0.8769, norm 0.5955, swav 0.0000 LR: 9.945e-02 Score 92.377 Data time: 0.0548, Forward time: 0.7718, Backward time: 1.2625, DDP time: 0.0030, Total iter time: 2.1551 [2020-10-18 15:43:55,270][root][INFO] - ===> Epoch[74](369/5): Loss -0.1095, Sem 0.1906, dir -0.8856, norm 0.5855, swav 0.0000 LR: 9.945e-02 Score 93.675 Data time: 0.0673, Forward time: 0.7713, Backward time: 1.2631, DDP time: 0.0030, Total iter time: 2.2783 [2020-10-18 15:43:57,546][root][INFO] - ===> Epoch[74](370/5): Loss -0.0581, Sem 0.2273, dir -0.8810, norm 0.5957, swav 0.0000 LR: 9.944e-02 Score 92.297 Data time: 0.0818, Forward time: 0.7716, Backward time: 1.2628, DDP time: 0.0030, Total iter time: 2.1918 [2020-10-18 15:43:59,985][root][INFO] - ===> Epoch[75](371/5): Loss -0.0352, Sem 0.2484, dir -0.8730, norm 0.5894, swav 0.0000 LR: 9.944e-02 Score 91.697 Data time: 0.0607, Forward time: 0.7713, Backward time: 1.2634, DDP time: 0.0030, Total iter time: 2.3290 [2020-10-18 15:44:02,085][root][INFO] - ===> Epoch[75](372/5): Loss -0.1080, Sem 0.2156, dir -0.8774, norm 0.5538, swav 0.0000 LR: 9.944e-02 Score 92.744 Data time: 0.0874, Forward time: 0.7716, Backward time: 1.2626, DDP time: 0.0030, Total iter time: 1.9896 [2020-10-18 15:44:03,941][root][INFO] - ===> Epoch[75](373/5): Loss -0.0367, Sem 0.2224, dir -0.8797, norm 0.6205, swav 0.0000 LR: 9.944e-02 Score 92.927 Data time: 0.0761, Forward time: 0.7712, Backward time: 1.2618, DDP time: 0.0030, Total iter time: 1.7417 [2020-10-18 15:44:05,995][root][INFO] - ===> Epoch[75](374/5): Loss -0.0874, Sem 0.2214, dir -0.8732, norm 0.5644, swav 0.0000 LR: 9.944e-02 Score 92.588 Data time: 0.1142, Forward time: 0.7717, Backward time: 1.2609, DDP time: 0.0030, Total iter time: 1.9647 [2020-10-18 15:44:08,001][root][INFO] - ===> Epoch[75](375/5): Loss -0.1038, Sem 0.2107, dir -0.8848, norm 0.5703, swav 0.0000 LR: 9.944e-02 Score 92.981 Data time: 0.0488, Forward time: 0.7712, Backward time: 1.2605, DDP time: 0.0030, Total iter time: 1.8916 [2020-10-18 15:44:10,281][root][INFO] - ===> Epoch[76](376/5): Loss -0.0862, Sem 0.2156, dir -0.8798, norm 0.5780, swav 0.0000 LR: 9.944e-02 Score 92.772 Data time: 0.0873, Forward time: 0.7716, Backward time: 1.2602, DDP time: 0.0030, Total iter time: 2.1898 [2020-10-18 15:44:12,265][root][INFO] - ===> Epoch[76](377/5): Loss -0.1262, Sem 0.2010, dir -0.8824, norm 0.5552, swav 0.0000 LR: 9.943e-02 Score 93.183 Data time: 0.0649, Forward time: 0.7714, Backward time: 1.2595, DDP time: 0.0030, Total iter time: 1.8632 [2020-10-18 15:44:14,354][root][INFO] - ===> Epoch[76](378/5): Loss -0.1232, Sem 0.1908, dir -0.8863, norm 0.5724, swav 0.0000 LR: 9.943e-02 Score 93.427 Data time: 0.0599, Forward time: 0.7710, Backward time: 1.2594, DDP time: 0.0030, Total iter time: 1.9848 [2020-10-18 15:44:16,625][root][INFO] - ===> Epoch[76](379/5): Loss -0.0782, Sem 0.2330, dir -0.8779, norm 0.5667, swav 0.0000 LR: 9.943e-02 Score 92.000 Data time: 0.0621, Forward time: 0.7706, Backward time: 1.2596, DDP time: 0.0030, Total iter time: 2.1528 [2020-10-18 15:44:19,452][root][INFO] - ===> Epoch[76](380/5): Loss -0.0516, Sem 0.2208, dir -0.8822, norm 0.6098, swav 0.0000 LR: 9.943e-02 Score 92.690 Data time: 0.0651, Forward time: 0.7706, Backward time: 1.2610, DDP time: 0.0030, Total iter time: 2.7456 [2020-10-18 15:44:21,404][root][INFO] - ===> Epoch[77](381/5): Loss -0.1242, Sem 0.1843, dir -0.8864, norm 0.5779, swav 0.0000 LR: 9.943e-02 Score 93.759 Data time: 0.0818, Forward time: 0.7707, Backward time: 1.2600, DDP time: 0.0030, Total iter time: 1.8324 [2020-10-18 15:44:23,678][root][INFO] - ===> Epoch[77](382/5): Loss -0.1264, Sem 0.1944, dir -0.8804, norm 0.5596, swav 0.0000 LR: 9.943e-02 Score 93.582 Data time: 0.1067, Forward time: 0.7714, Backward time: 1.2593, DDP time: 0.0030, Total iter time: 2.1524 [2020-10-18 15:44:25,983][root][INFO] - ===> Epoch[77](383/5): Loss -0.0996, Sem 0.2104, dir -0.8799, norm 0.5699, swav 0.0000 LR: 9.943e-02 Score 92.809 Data time: 0.0672, Forward time: 0.7712, Backward time: 1.2594, DDP time: 0.0030, Total iter time: 2.1694 [2020-10-18 15:44:28,223][root][INFO] - ===> Epoch[77](384/5): Loss -0.1028, Sem 0.1910, dir -0.8806, norm 0.5868, swav 0.0000 LR: 9.942e-02 Score 93.501 Data time: 0.0504, Forward time: 0.7705, Backward time: 1.2599, DDP time: 0.0030, Total iter time: 2.1583 [2020-10-18 15:44:30,582][root][INFO] - ===> Epoch[77](385/5): Loss -0.0812, Sem 0.2070, dir -0.8768, norm 0.5887, swav 0.0000 LR: 9.942e-02 Score 93.083 Data time: 0.0560, Forward time: 0.7703, Backward time: 1.2603, DDP time: 0.0030, Total iter time: 2.3077 [2020-10-18 15:44:32,757][root][INFO] - ===> Epoch[78](386/5): Loss -0.1559, Sem 0.1814, dir -0.8794, norm 0.5420, swav 0.0000 LR: 9.942e-02 Score 93.870 Data time: 0.0721, Forward time: 0.7702, Backward time: 1.2602, DDP time: 0.0030, Total iter time: 2.0864 [2020-10-18 15:44:35,105][root][INFO] - ===> Epoch[78](387/5): Loss -0.0570, Sem 0.2004, dir -0.8775, norm 0.6201, swav 0.0000 LR: 9.942e-02 Score 93.305 Data time: 0.0861, Forward time: 0.7705, Backward time: 1.2601, DDP time: 0.0030, Total iter time: 2.2516 [2020-10-18 15:44:37,215][root][INFO] - ===> Epoch[78](388/5): Loss -0.1199, Sem 0.1802, dir -0.8934, norm 0.5933, swav 0.0000 LR: 9.942e-02 Score 93.799 Data time: 0.1015, Forward time: 0.7710, Backward time: 1.2592, DDP time: 0.0030, Total iter time: 1.9893 [2020-10-18 15:44:39,879][root][INFO] - ===> Epoch[78](389/5): Loss -0.0850, Sem 0.2195, dir -0.8786, norm 0.5741, swav 0.0000 LR: 9.942e-02 Score 92.413 Data time: 0.0758, Forward time: 0.7709, Backward time: 1.2600, DDP time: 0.0030, Total iter time: 2.5520 [2020-10-18 15:44:42,078][root][INFO] - ===> Epoch[78](390/5): Loss -0.0551, Sem 0.2342, dir -0.8714, norm 0.5821, swav 0.0000 LR: 9.941e-02 Score 92.063 Data time: 0.0803, Forward time: 0.7710, Backward time: 1.2597, DDP time: 0.0030, Total iter time: 2.0850 [2020-10-18 15:44:44,178][root][INFO] - ===> Epoch[79](391/5): Loss -0.1482, Sem 0.1948, dir -0.8840, norm 0.5409, swav 0.0000 LR: 9.941e-02 Score 93.326 Data time: 0.0928, Forward time: 0.7713, Backward time: 1.2589, DDP time: 0.0030, Total iter time: 1.9933 [2020-10-18 15:44:46,495][root][INFO] - ===> Epoch[79](392/5): Loss -0.0486, Sem 0.2047, dir -0.8766, norm 0.6233, swav 0.0000 LR: 9.941e-02 Score 93.171 Data time: 0.0686, Forward time: 0.7713, Backward time: 1.2589, DDP time: 0.0030, Total iter time: 2.2105 [2020-10-18 15:44:48,701][root][INFO] - ===> Epoch[79](393/5): Loss -0.1010, Sem 0.1895, dir -0.8885, norm 0.5980, swav 0.0000 LR: 9.941e-02 Score 93.461 Data time: 0.0442, Forward time: 0.7707, Backward time: 1.2593, DDP time: 0.0030, Total iter time: 2.0930 [2020-10-18 15:44:50,952][root][INFO] - ===> Epoch[79](394/5): Loss -0.0884, Sem 0.2018, dir -0.8794, norm 0.5892, swav 0.0000 LR: 9.941e-02 Score 93.392 Data time: 0.0674, Forward time: 0.7705, Backward time: 1.2595, DDP time: 0.0030, Total iter time: 2.1870 [2020-10-18 15:44:53,041][root][INFO] - ===> Epoch[79](395/5): Loss -0.1192, Sem 0.1978, dir -0.8856, norm 0.5685, swav 0.0000 LR: 9.941e-02 Score 93.278 Data time: 0.0908, Forward time: 0.7709, Backward time: 1.2587, DDP time: 0.0030, Total iter time: 1.9718 [2020-10-18 15:44:55,196][root][INFO] - ===> Epoch[80](396/5): Loss -0.1008, Sem 0.1983, dir -0.8858, norm 0.5868, swav 0.0000 LR: 9.941e-02 Score 93.300 Data time: 0.1311, Forward time: 0.7707, Backward time: 1.2583, DDP time: 0.0030, Total iter time: 2.0378 [2020-10-18 15:44:57,381][root][INFO] - ===> Epoch[80](397/5): Loss -0.1166, Sem 0.1731, dir -0.8836, norm 0.5939, swav 0.0000 LR: 9.940e-02 Score 94.275 Data time: 0.0916, Forward time: 0.7713, Backward time: 1.2576, DDP time: 0.0030, Total iter time: 2.0932 [2020-10-18 15:44:59,603][root][INFO] - ===> Epoch[80](398/5): Loss -0.1302, Sem 0.2094, dir -0.8826, norm 0.5430, swav 0.0000 LR: 9.940e-02 Score 92.908 Data time: 0.0787, Forward time: 0.7713, Backward time: 1.2573, DDP time: 0.0030, Total iter time: 2.0840 [2020-10-18 15:45:01,606][root][INFO] - ===> Epoch[80](399/5): Loss -0.0687, Sem 0.2034, dir -0.8772, norm 0.6051, swav 0.0000 LR: 9.940e-02 Score 93.174 Data time: 0.0693, Forward time: 0.7712, Backward time: 1.2568, DDP time: 0.0030, Total iter time: 1.9114 [2020-10-18 15:45:04,030][root][INFO] - ===> Epoch[80](400/5): Loss -0.0294, Sem 0.2191, dir -0.8695, norm 0.6209, swav 0.0000 LR: 9.940e-02 Score 92.738 Data time: 0.0744, Forward time: 0.7711, Backward time: 1.2572, DDP time: 0.0030, Total iter time: 2.3308 [2020-10-18 15:45:05,126][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 15:45:05,284][root][INFO] - ===> Start testing [2020-10-18 15:45:41,716][root][INFO] - 68/68: Data time: 0.1659, Iter time: 0.2014 Loss 0.730 (AVG: 0.418) Score 77.781 (AVG: 87.938) mIOU 61.720 mAP 83.030 mAcc 68.665 IOU: 56.626 0.000 57.276 71.052 92.993 84.658 26.293 56.889 98.470 49.729 78.877 81.505 47.986 mAP: 81.263 18.949 84.965 89.862 98.946 98.113 58.356 85.984 99.648 88.926 93.360 94.177 86.847 mAcc: 72.429 0.000 61.795 79.024 95.758 96.210 29.571 72.922 99.494 52.585 84.350 96.408 52.104 [2020-10-18 15:45:41,718][root][INFO] - Finished test. Elapsed time: 36.4311 [2020-10-18 15:45:44,750][root][INFO] - [2020-10-18 15:45:44,750][root][INFO] - ################################################################ [2020-10-18 15:45:44,750][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 15:45:44,750][root][INFO] - ################################################################ [2020-10-18 15:45:44,750][root][INFO] - clutter : nan nan nan [2020-10-18 15:45:44,751][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 15:45:44,751][root][INFO] - board : 0.343 0.496 0.711 [2020-10-18 15:45:44,751][root][INFO] - bookcase : 0.246 0.437 0.562 [2020-10-18 15:45:44,751][root][INFO] - ceiling : 0.625 0.666 0.726 [2020-10-18 15:45:44,751][root][INFO] - chair : 0.690 0.824 0.873 [2020-10-18 15:45:44,751][root][INFO] - column : 0.049 0.128 0.299 [2020-10-18 15:45:44,751][root][INFO] - door : 0.180 0.412 0.656 [2020-10-18 15:45:44,751][root][INFO] - floor : 0.995 1.000 1.000 [2020-10-18 15:45:44,751][root][INFO] - sofa : 0.029 0.112 0.727 [2020-10-18 15:45:44,751][root][INFO] - table : 0.130 0.280 0.590 [2020-10-18 15:45:44,751][root][INFO] - wall : 0.436 0.671 0.788 [2020-10-18 15:45:44,751][root][INFO] - window : 0.305 0.648 0.728 [2020-10-18 15:45:44,751][root][INFO] - ---------------------------------------------------------------- [2020-10-18 15:45:44,751][root][INFO] - average : 0.336 0.473 0.638 [2020-10-18 15:45:44,751][root][INFO] - [2020-10-18 15:45:44,903][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 15:45:45,896][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-10-18 15:45:46,045][root][INFO] - Current best mIoU: 61.720 at iter 400 [2020-10-18 15:45:47,792][root][INFO] - ===> Epoch[81](401/5): Loss -0.0741, Sem 0.1897, dir -0.8791, norm 0.6153, swav 0.0000 LR: 9.940e-02 Score 93.624 Data time: 0.0742, Forward time: 0.7706, Backward time: 1.2563, DDP time: 0.0030, Total iter time: 1.7415 [2020-10-18 15:45:49,806][root][INFO] - ===> Epoch[81](402/5): Loss -0.1573, Sem 0.1966, dir -0.8920, norm 0.5381, swav 0.0000 LR: 9.940e-02 Score 93.060 Data time: 0.0634, Forward time: 0.7704, Backward time: 1.2560, DDP time: 0.0030, Total iter time: 1.9245 [2020-10-18 15:45:51,869][root][INFO] - ===> Epoch[81](403/5): Loss -0.1575, Sem 0.1836, dir -0.8935, norm 0.5524, swav 0.0000 LR: 9.940e-02 Score 93.825 Data time: 0.0549, Forward time: 0.7699, Backward time: 1.2559, DDP time: 0.0030, Total iter time: 1.9940 [2020-10-18 15:45:53,879][root][INFO] - ===> Epoch[81](404/5): Loss -0.0897, Sem 0.2181, dir -0.8843, norm 0.5766, swav 0.0000 LR: 9.939e-02 Score 92.775 Data time: 0.0630, Forward time: 0.7700, Backward time: 1.2555, DDP time: 0.0030, Total iter time: 1.9616 [2020-10-18 15:45:56,237][root][INFO] - ===> Epoch[81](405/5): Loss -0.1357, Sem 0.1945, dir -0.8844, norm 0.5542, swav 0.0000 LR: 9.939e-02 Score 93.383 Data time: 0.1057, Forward time: 0.7708, Backward time: 1.2549, DDP time: 0.0030, Total iter time: 2.2576 [2020-10-18 15:45:58,052][root][INFO] - ===> Epoch[82](406/5): Loss -0.1666, Sem 0.1865, dir -0.8819, norm 0.5288, swav 0.0000 LR: 9.939e-02 Score 93.580 Data time: 0.0758, Forward time: 0.7708, Backward time: 1.2538, DDP time: 0.0030, Total iter time: 1.6886 [2020-10-18 15:46:00,049][root][INFO] - ===> Epoch[82](407/5): Loss -0.1106, Sem 0.2033, dir -0.8844, norm 0.5705, swav 0.0000 LR: 9.939e-02 Score 93.092 Data time: 0.0676, Forward time: 0.7709, Backward time: 1.2531, DDP time: 0.0030, Total iter time: 1.9087 [2020-10-18 15:46:02,786][root][INFO] - ===> Epoch[82](408/5): Loss -0.1206, Sem 0.2130, dir -0.8896, norm 0.5560, swav 0.0000 LR: 9.939e-02 Score 92.828 Data time: 0.1384, Forward time: 0.7716, Backward time: 1.2534, DDP time: 0.0030, Total iter time: 2.6315 [2020-10-18 15:46:04,834][root][INFO] - ===> Epoch[82](409/5): Loss -0.0730, Sem 0.1920, dir -0.8769, norm 0.6119, swav 0.0000 LR: 9.939e-02 Score 93.698 Data time: 0.1100, Forward time: 0.7720, Backward time: 1.2524, DDP time: 0.0030, Total iter time: 1.8997 [2020-10-18 15:46:06,829][root][INFO] - ===> Epoch[82](410/5): Loss -0.0862, Sem 0.2119, dir -0.8819, norm 0.5838, swav 0.0000 LR: 9.938e-02 Score 92.899 Data time: 0.0697, Forward time: 0.7721, Backward time: 1.2517, DDP time: 0.0030, Total iter time: 1.8937 [2020-10-18 15:46:09,198][root][INFO] - ===> Epoch[83](411/5): Loss -0.1232, Sem 0.1874, dir -0.8848, norm 0.5743, swav 0.0000 LR: 9.938e-02 Score 93.763 Data time: 0.1041, Forward time: 0.7726, Backward time: 1.2514, DDP time: 0.0030, Total iter time: 2.2769 [2020-10-18 15:46:11,141][root][INFO] - ===> Epoch[83](412/5): Loss -0.1768, Sem 0.2017, dir -0.8884, norm 0.5099, swav 0.0000 LR: 9.938e-02 Score 93.206 Data time: 0.0761, Forward time: 0.7727, Backward time: 1.2505, DDP time: 0.0030, Total iter time: 1.8206 [2020-10-18 15:46:13,364][root][INFO] - ===> Epoch[83](413/5): Loss -0.1245, Sem 0.1986, dir -0.8789, norm 0.5558, swav 0.0000 LR: 9.938e-02 Score 93.288 Data time: 0.0753, Forward time: 0.7727, Backward time: 1.2504, DDP time: 0.0030, Total iter time: 2.1326 [2020-10-18 15:46:15,635][root][INFO] - ===> Epoch[83](414/5): Loss -0.0680, Sem 0.1965, dir -0.8828, norm 0.6184, swav 0.0000 LR: 9.938e-02 Score 93.474 Data time: 0.0629, Forward time: 0.7725, Backward time: 1.2506, DDP time: 0.0030, Total iter time: 2.1803 [2020-10-18 15:46:18,187][root][INFO] - ===> Epoch[83](415/5): Loss -0.1030, Sem 0.1892, dir -0.8763, norm 0.5840, swav 0.0000 LR: 9.938e-02 Score 93.581 Data time: 0.0658, Forward time: 0.7723, Backward time: 1.2514, DDP time: 0.0030, Total iter time: 2.4634 [2020-10-18 15:46:20,358][root][INFO] - ===> Epoch[84](416/5): Loss -0.1543, Sem 0.2002, dir -0.8879, norm 0.5334, swav 0.0000 LR: 9.938e-02 Score 93.188 Data time: 0.0661, Forward time: 0.7721, Backward time: 1.2512, DDP time: 0.0030, Total iter time: 2.0721 [2020-10-18 15:46:22,605][root][INFO] - ===> Epoch[84](417/5): Loss -0.0598, Sem 0.1959, dir -0.8799, norm 0.6242, swav 0.0000 LR: 9.937e-02 Score 93.433 Data time: 0.0681, Forward time: 0.7719, Backward time: 1.2513, DDP time: 0.0030, Total iter time: 2.1432 [2020-10-18 15:46:24,529][root][INFO] - ===> Epoch[84](418/5): Loss -0.1630, Sem 0.1856, dir -0.8890, norm 0.5404, swav 0.0000 LR: 9.937e-02 Score 93.678 Data time: 0.0927, Forward time: 0.7721, Backward time: 1.2503, DDP time: 0.0030, Total iter time: 1.8137 [2020-10-18 15:46:26,685][root][INFO] - ===> Epoch[84](419/5): Loss -0.1704, Sem 0.1659, dir -0.8988, norm 0.5624, swav 0.0000 LR: 9.937e-02 Score 94.478 Data time: 0.0573, Forward time: 0.7720, Backward time: 1.2502, DDP time: 0.0030, Total iter time: 2.0386 [2020-10-18 15:46:29,135][root][INFO] - ===> Epoch[84](420/5): Loss -0.0553, Sem 0.2267, dir -0.8742, norm 0.5923, swav 0.0000 LR: 9.937e-02 Score 92.389 Data time: 0.1068, Forward time: 0.7728, Backward time: 1.2498, DDP time: 0.0030, Total iter time: 2.3458 [2020-10-18 15:46:31,764][root][INFO] - ===> Epoch[85](421/5): Loss -0.1335, Sem 0.1881, dir -0.8848, norm 0.5631, swav 0.0000 LR: 9.937e-02 Score 93.444 Data time: 0.0691, Forward time: 0.7728, Backward time: 1.2504, DDP time: 0.0030, Total iter time: 2.5060 [2020-10-18 15:46:33,672][root][INFO] - ===> Epoch[85](422/5): Loss -0.1356, Sem 0.1962, dir -0.8828, norm 0.5511, swav 0.0000 LR: 9.937e-02 Score 93.420 Data time: 0.0594, Forward time: 0.7725, Backward time: 1.2499, DDP time: 0.0030, Total iter time: 1.8094 [2020-10-18 15:46:35,892][root][INFO] - ===> Epoch[85](423/5): Loss -0.1136, Sem 0.1920, dir -0.8918, norm 0.5862, swav 0.0000 LR: 9.937e-02 Score 93.558 Data time: 0.0446, Forward time: 0.7717, Backward time: 1.2505, DDP time: 0.0030, Total iter time: 2.1371 [2020-10-18 15:46:38,434][root][INFO] - ===> Epoch[85](424/5): Loss -0.0836, Sem 0.1978, dir -0.8799, norm 0.5985, swav 0.0000 LR: 9.936e-02 Score 93.225 Data time: 0.0312, Forward time: 0.7710, Backward time: 1.2518, DDP time: 0.0030, Total iter time: 2.4885 [2020-10-18 15:46:40,649][root][INFO] - ===> Epoch[85](425/5): Loss -0.1251, Sem 0.1977, dir -0.8813, norm 0.5585, swav 0.0000 LR: 9.936e-02 Score 93.280 Data time: 0.0838, Forward time: 0.7715, Backward time: 1.2514, DDP time: 0.0030, Total iter time: 2.1524 [2020-10-18 15:46:42,639][root][INFO] - ===> Epoch[86](426/5): Loss -0.1175, Sem 0.2002, dir -0.8826, norm 0.5649, swav 0.0000 LR: 9.936e-02 Score 93.352 Data time: 0.0527, Forward time: 0.7710, Backward time: 1.2511, DDP time: 0.0030, Total iter time: 1.8607 [2020-10-18 15:46:44,722][root][INFO] - ===> Epoch[86](427/5): Loss -0.1386, Sem 0.1869, dir -0.8842, norm 0.5587, swav 0.0000 LR: 9.936e-02 Score 93.676 Data time: 0.0599, Forward time: 0.7706, Backward time: 1.2511, DDP time: 0.0030, Total iter time: 2.0008 [2020-10-18 15:46:47,041][root][INFO] - ===> Epoch[86](428/5): Loss -0.1445, Sem 0.1753, dir -0.8889, norm 0.5691, swav 0.0000 LR: 9.936e-02 Score 94.189 Data time: 0.0560, Forward time: 0.7704, Backward time: 1.2514, DDP time: 0.0030, Total iter time: 2.2553 [2020-10-18 15:46:48,910][root][INFO] - ===> Epoch[86](429/5): Loss -0.1385, Sem 0.1693, dir -0.8880, norm 0.5802, swav 0.0000 LR: 9.936e-02 Score 94.299 Data time: 0.0617, Forward time: 0.7700, Backward time: 1.2508, DDP time: 0.0030, Total iter time: 1.7453 [2020-10-18 15:46:51,010][root][INFO] - ===> Epoch[86](430/5): Loss -0.1499, Sem 0.1821, dir -0.8878, norm 0.5557, swav 0.0000 LR: 9.935e-02 Score 94.055 Data time: 0.0990, Forward time: 0.7702, Backward time: 1.2503, DDP time: 0.0030, Total iter time: 2.0150 [2020-10-18 15:46:53,390][root][INFO] - ===> Epoch[87](431/5): Loss -0.1217, Sem 0.1856, dir -0.8780, norm 0.5707, swav 0.0000 LR: 9.935e-02 Score 93.708 Data time: 0.0497, Forward time: 0.7697, Backward time: 1.2509, DDP time: 0.0030, Total iter time: 2.2630 [2020-10-18 15:46:55,764][root][INFO] - ===> Epoch[87](432/5): Loss -0.2055, Sem 0.1636, dir -0.8963, norm 0.5272, swav 0.0000 LR: 9.935e-02 Score 94.497 Data time: 0.0546, Forward time: 0.7695, Backward time: 1.2514, DDP time: 0.0030, Total iter time: 2.3209 [2020-10-18 15:46:57,868][root][INFO] - ===> Epoch[87](433/5): Loss -0.1332, Sem 0.2030, dir -0.8838, norm 0.5476, swav 0.0000 LR: 9.935e-02 Score 93.227 Data time: 0.0784, Forward time: 0.7696, Backward time: 1.2510, DDP time: 0.0030, Total iter time: 1.9996 [2020-10-18 15:47:00,577][root][INFO] - ===> Epoch[87](434/5): Loss -0.1185, Sem 0.1874, dir -0.8866, norm 0.5808, swav 0.0000 LR: 9.935e-02 Score 93.654 Data time: 0.0846, Forward time: 0.7699, Backward time: 1.2515, DDP time: 0.0030, Total iter time: 2.6016 [2020-10-18 15:47:02,491][root][INFO] - ===> Epoch[87](435/5): Loss -0.1044, Sem 0.2001, dir -0.8823, norm 0.5777, swav 0.0000 LR: 9.935e-02 Score 93.112 Data time: 0.0657, Forward time: 0.7697, Backward time: 1.2509, DDP time: 0.0030, Total iter time: 1.8010 [2020-10-18 15:47:04,683][root][INFO] - ===> Epoch[88](436/5): Loss -0.1692, Sem 0.1680, dir -0.8919, norm 0.5546, swav 0.0000 LR: 9.935e-02 Score 94.584 Data time: 0.1195, Forward time: 0.7693, Backward time: 1.2509, DDP time: 0.0030, Total iter time: 2.0935 [2020-10-18 15:47:06,805][root][INFO] - ===> Epoch[88](437/5): Loss -0.1587, Sem 0.1889, dir -0.8897, norm 0.5420, swav 0.0000 LR: 9.934e-02 Score 93.782 Data time: 0.0906, Forward time: 0.7698, Backward time: 1.2503, DDP time: 0.0030, Total iter time: 2.0419 [2020-10-18 15:47:09,591][root][INFO] - ===> Epoch[88](438/5): Loss -0.1597, Sem 0.1816, dir -0.8857, norm 0.5445, swav 0.0000 LR: 9.934e-02 Score 93.771 Data time: 0.0658, Forward time: 0.7694, Backward time: 1.2515, DDP time: 0.0030, Total iter time: 2.6669 [2020-10-18 15:47:12,214][root][INFO] - ===> Epoch[88](439/5): Loss -0.1180, Sem 0.1719, dir -0.8930, norm 0.6031, swav 0.0000 LR: 9.934e-02 Score 94.411 Data time: 0.0711, Forward time: 0.7698, Backward time: 1.2520, DDP time: 0.0030, Total iter time: 2.5466 [2020-10-18 15:47:14,317][root][INFO] - ===> Epoch[88](440/5): Loss -0.1876, Sem 0.1603, dir -0.8920, norm 0.5442, swav 0.0000 LR: 9.934e-02 Score 94.651 Data time: 0.0627, Forward time: 0.7696, Backward time: 1.2517, DDP time: 0.0030, Total iter time: 1.9816 [2020-10-18 15:47:16,237][root][INFO] - ===> Epoch[89](441/5): Loss -0.2175, Sem 0.1841, dir -0.8897, norm 0.4881, swav 0.0000 LR: 9.934e-02 Score 94.016 Data time: 0.0607, Forward time: 0.7692, Backward time: 1.2513, DDP time: 0.0030, Total iter time: 1.8200 [2020-10-18 15:47:18,391][root][INFO] - ===> Epoch[89](442/5): Loss -0.0795, Sem 0.1856, dir -0.8819, norm 0.6169, swav 0.0000 LR: 9.934e-02 Score 93.700 Data time: 0.0726, Forward time: 0.7691, Backward time: 1.2511, DDP time: 0.0030, Total iter time: 2.0786 [2020-10-18 15:47:20,555][root][INFO] - ===> Epoch[89](443/5): Loss -0.1423, Sem 0.1866, dir -0.8899, norm 0.5610, swav 0.0000 LR: 9.934e-02 Score 93.713 Data time: 0.1123, Forward time: 0.7693, Backward time: 1.2506, DDP time: 0.0030, Total iter time: 2.0371 [2020-10-18 15:47:22,422][root][INFO] - ===> Epoch[89](444/5): Loss -0.1703, Sem 0.1798, dir -0.8921, norm 0.5421, swav 0.0000 LR: 9.933e-02 Score 94.162 Data time: 0.0751, Forward time: 0.7694, Backward time: 1.2496, DDP time: 0.0030, Total iter time: 1.7528 [2020-10-18 15:47:24,663][root][INFO] - ===> Epoch[89](445/5): Loss -0.1875, Sem 0.1646, dir -0.8981, norm 0.5460, swav 0.0000 LR: 9.933e-02 Score 94.550 Data time: 0.0677, Forward time: 0.7693, Backward time: 1.2496, DDP time: 0.0030, Total iter time: 2.1530 [2020-10-18 15:47:27,406][root][INFO] - ===> Epoch[90](446/5): Loss -0.0752, Sem 0.2092, dir -0.8787, norm 0.5944, swav 0.0000 LR: 9.933e-02 Score 93.202 Data time: 0.0621, Forward time: 0.7691, Backward time: 1.2507, DDP time: 0.0030, Total iter time: 2.6540 [2020-10-18 15:47:29,350][root][INFO] - ===> Epoch[90](447/5): Loss -0.0736, Sem 0.2008, dir -0.8740, norm 0.5996, swav 0.0000 LR: 9.933e-02 Score 93.399 Data time: 0.0628, Forward time: 0.7688, Backward time: 1.2503, DDP time: 0.0030, Total iter time: 1.8482 [2020-10-18 15:47:31,816][root][INFO] - ===> Epoch[90](448/5): Loss -0.2045, Sem 0.1703, dir -0.8943, norm 0.5196, swav 0.0000 LR: 9.933e-02 Score 94.287 Data time: 0.0743, Forward time: 0.7687, Backward time: 1.2508, DDP time: 0.0030, Total iter time: 2.3663 [2020-10-18 15:47:34,020][root][INFO] - ===> Epoch[90](449/5): Loss -0.1422, Sem 0.1810, dir -0.8899, norm 0.5667, swav 0.0000 LR: 9.933e-02 Score 94.005 Data time: 0.0812, Forward time: 0.7689, Backward time: 1.2504, DDP time: 0.0030, Total iter time: 2.0927 [2020-10-18 15:47:36,142][root][INFO] - ===> Epoch[90](450/5): Loss -0.1504, Sem 0.1913, dir -0.8917, norm 0.5501, swav 0.0000 LR: 9.932e-02 Score 93.702 Data time: 0.0772, Forward time: 0.7690, Backward time: 1.2499, DDP time: 0.0030, Total iter time: 2.0080 [2020-10-18 15:47:38,227][root][INFO] - ===> Epoch[91](451/5): Loss -0.1762, Sem 0.1830, dir -0.8955, norm 0.5363, swav 0.0000 LR: 9.932e-02 Score 93.905 Data time: 0.0609, Forward time: 0.7686, Backward time: 1.2498, DDP time: 0.0030, Total iter time: 1.9706 [2020-10-18 15:47:40,896][root][INFO] - ===> Epoch[91](452/5): Loss -0.1576, Sem 0.1650, dir -0.8898, norm 0.5673, swav 0.0000 LR: 9.932e-02 Score 94.358 Data time: 0.1213, Forward time: 0.7687, Backward time: 1.2505, DDP time: 0.0030, Total iter time: 2.5858 [2020-10-18 15:47:43,301][root][INFO] - ===> Epoch[91](453/5): Loss -0.1886, Sem 0.1814, dir -0.8969, norm 0.5269, swav 0.0000 LR: 9.932e-02 Score 93.881 Data time: 0.1063, Forward time: 0.7695, Backward time: 1.2500, DDP time: 0.0030, Total iter time: 2.2989 [2020-10-18 15:47:46,005][root][INFO] - ===> Epoch[91](454/5): Loss -0.1603, Sem 0.1705, dir -0.8876, norm 0.5568, swav 0.0000 LR: 9.932e-02 Score 94.266 Data time: 0.0878, Forward time: 0.7699, Backward time: 1.2505, DDP time: 0.0030, Total iter time: 2.5869 [2020-10-18 15:47:48,071][root][INFO] - ===> Epoch[91](455/5): Loss -0.1879, Sem 0.1525, dir -0.8955, norm 0.5551, swav 0.0000 LR: 9.932e-02 Score 94.839 Data time: 0.0709, Forward time: 0.7698, Backward time: 1.2501, DDP time: 0.0030, Total iter time: 1.9569 [2020-10-18 15:47:50,376][root][INFO] - ===> Epoch[92](456/5): Loss -0.2107, Sem 0.1464, dir -0.9017, norm 0.5447, swav 0.0000 LR: 9.932e-02 Score 95.141 Data time: 0.0875, Forward time: 0.7705, Backward time: 1.2496, DDP time: 0.0030, Total iter time: 2.2268 [2020-10-18 15:47:52,925][root][INFO] - ===> Epoch[92](457/5): Loss -0.1298, Sem 0.1800, dir -0.8885, norm 0.5787, swav 0.0000 LR: 9.931e-02 Score 94.053 Data time: 0.1497, Forward time: 0.7713, Backward time: 1.2493, DDP time: 0.0030, Total iter time: 2.4397 [2020-10-18 15:47:54,908][root][INFO] - ===> Epoch[92](458/5): Loss -0.1418, Sem 0.1928, dir -0.8877, norm 0.5530, swav 0.0000 LR: 9.931e-02 Score 93.537 Data time: 0.0758, Forward time: 0.7715, Backward time: 1.2485, DDP time: 0.0030, Total iter time: 1.8456 [2020-10-18 15:47:57,094][root][INFO] - ===> Epoch[92](459/5): Loss -0.1453, Sem 0.1984, dir -0.8867, norm 0.5430, swav 0.0000 LR: 9.931e-02 Score 93.279 Data time: 0.0688, Forward time: 0.7713, Backward time: 1.2485, DDP time: 0.0030, Total iter time: 2.0891 [2020-10-18 15:47:59,262][root][INFO] - ===> Epoch[92](460/5): Loss -0.1679, Sem 0.1876, dir -0.8877, norm 0.5322, swav 0.0000 LR: 9.931e-02 Score 93.717 Data time: 0.0836, Forward time: 0.7715, Backward time: 1.2482, DDP time: 0.0030, Total iter time: 2.0862 [2020-10-18 15:48:01,937][root][INFO] - ===> Epoch[93](461/5): Loss -0.1761, Sem 0.1756, dir -0.9003, norm 0.5486, swav 0.0000 LR: 9.931e-02 Score 94.162 Data time: 0.0833, Forward time: 0.7717, Backward time: 1.2486, DDP time: 0.0030, Total iter time: 2.5416 [2020-10-18 15:48:04,817][root][INFO] - ===> Epoch[93](462/5): Loss -0.2531, Sem 0.1694, dir -0.8996, norm 0.4771, swav 0.0000 LR: 9.931e-02 Score 94.308 Data time: 0.0525, Forward time: 0.7713, Backward time: 1.2501, DDP time: 0.0030, Total iter time: 2.7726 [2020-10-18 15:48:07,226][root][INFO] - ===> Epoch[93](463/5): Loss -0.1229, Sem 0.1807, dir -0.8880, norm 0.5843, swav 0.0000 LR: 9.931e-02 Score 94.045 Data time: 0.0723, Forward time: 0.7712, Backward time: 1.2503, DDP time: 0.0030, Total iter time: 2.3060 [2020-10-18 15:48:09,374][root][INFO] - ===> Epoch[93](464/5): Loss -0.1423, Sem 0.1886, dir -0.8868, norm 0.5559, swav 0.0000 LR: 9.930e-02 Score 93.813 Data time: 0.0864, Forward time: 0.7715, Backward time: 1.2499, DDP time: 0.0030, Total iter time: 2.0435 [2020-10-18 15:48:11,421][root][INFO] - ===> Epoch[93](465/5): Loss -0.1735, Sem 0.1839, dir -0.8893, norm 0.5319, swav 0.0000 LR: 9.930e-02 Score 93.928 Data time: 0.0880, Forward time: 0.7718, Backward time: 1.2491, DDP time: 0.0030, Total iter time: 1.9246 [2020-10-18 15:48:14,247][root][INFO] - ===> Epoch[94](466/5): Loss -0.1428, Sem 0.1950, dir -0.8877, norm 0.5500, swav 0.0000 LR: 9.930e-02 Score 93.509 Data time: 0.0714, Forward time: 0.7719, Backward time: 1.2501, DDP time: 0.0030, Total iter time: 2.7182 [2020-10-18 15:48:16,303][root][INFO] - ===> Epoch[94](467/5): Loss -0.1847, Sem 0.1878, dir -0.8919, norm 0.5194, swav 0.0000 LR: 9.930e-02 Score 93.574 Data time: 0.0587, Forward time: 0.7715, Backward time: 1.2499, DDP time: 0.0030, Total iter time: 1.9418 [2020-10-18 15:48:18,384][root][INFO] - ===> Epoch[94](468/5): Loss -0.1776, Sem 0.1688, dir -0.8946, norm 0.5482, swav 0.0000 LR: 9.930e-02 Score 94.452 Data time: 0.0646, Forward time: 0.7715, Backward time: 1.2496, DDP time: 0.0030, Total iter time: 2.0021 [2020-10-18 15:48:20,632][root][INFO] - ===> Epoch[94](469/5): Loss -0.1058, Sem 0.1910, dir -0.8836, norm 0.5868, swav 0.0000 LR: 9.930e-02 Score 93.787 Data time: 0.0902, Forward time: 0.7719, Backward time: 1.2491, DDP time: 0.0030, Total iter time: 2.1408 [2020-10-18 15:48:22,598][root][INFO] - ===> Epoch[94](470/5): Loss -0.1834, Sem 0.1881, dir -0.8920, norm 0.5204, swav 0.0000 LR: 9.929e-02 Score 93.666 Data time: 0.0681, Forward time: 0.7718, Backward time: 1.2485, DDP time: 0.0030, Total iter time: 1.8376 [2020-10-18 15:48:24,725][root][INFO] - ===> Epoch[95](471/5): Loss -0.2383, Sem 0.1584, dir -0.9015, norm 0.5048, swav 0.0000 LR: 9.929e-02 Score 94.762 Data time: 0.1279, Forward time: 0.7719, Backward time: 1.2481, DDP time: 0.0030, Total iter time: 2.0458 [2020-10-18 15:48:26,713][root][INFO] - ===> Epoch[95](472/5): Loss -0.1861, Sem 0.1679, dir -0.8936, norm 0.5396, swav 0.0000 LR: 9.929e-02 Score 94.234 Data time: 0.0903, Forward time: 0.7722, Backward time: 1.2473, DDP time: 0.0030, Total iter time: 1.8881 [2020-10-18 15:48:29,235][root][INFO] - ===> Epoch[95](473/5): Loss -0.1486, Sem 0.1806, dir -0.8897, norm 0.5605, swav 0.0000 LR: 9.929e-02 Score 93.905 Data time: 0.1011, Forward time: 0.7725, Backward time: 1.2474, DDP time: 0.0030, Total iter time: 2.4132 [2020-10-18 15:48:31,244][root][INFO] - ===> Epoch[95](474/5): Loss -0.1391, Sem 0.1749, dir -0.8913, norm 0.5773, swav 0.0000 LR: 9.929e-02 Score 94.115 Data time: 0.0659, Forward time: 0.7724, Backward time: 1.2470, DDP time: 0.0030, Total iter time: 1.9102 [2020-10-18 15:48:33,793][root][INFO] - ===> Epoch[95](475/5): Loss -0.1690, Sem 0.1908, dir -0.8894, norm 0.5296, swav 0.0000 LR: 9.929e-02 Score 93.777 Data time: 0.0646, Forward time: 0.7721, Backward time: 1.2477, DDP time: 0.0030, Total iter time: 2.4451 [2020-10-18 15:48:35,616][root][INFO] - ===> Epoch[96](476/5): Loss -0.1350, Sem 0.1848, dir -0.8895, norm 0.5698, swav 0.0000 LR: 9.929e-02 Score 93.975 Data time: 0.0794, Forward time: 0.7721, Backward time: 1.2469, DDP time: 0.0030, Total iter time: 1.7233 [2020-10-18 15:48:37,452][root][INFO] - ===> Epoch[96](477/5): Loss -0.2146, Sem 0.1708, dir -0.8992, norm 0.5138, swav 0.0000 LR: 9.928e-02 Score 94.263 Data time: 0.0706, Forward time: 0.7723, Backward time: 1.2459, DDP time: 0.0030, Total iter time: 1.7218 [2020-10-18 15:48:39,712][root][INFO] - ===> Epoch[96](478/5): Loss -0.1722, Sem 0.1622, dir -0.8930, norm 0.5586, swav 0.0000 LR: 9.928e-02 Score 94.537 Data time: 0.1143, Forward time: 0.7728, Backward time: 1.2454, DDP time: 0.0030, Total iter time: 2.1729 [2020-10-18 15:48:41,612][root][INFO] - ===> Epoch[96](479/5): Loss -0.1164, Sem 0.2055, dir -0.8897, norm 0.5678, swav 0.0000 LR: 9.928e-02 Score 93.219 Data time: 0.0793, Forward time: 0.7728, Backward time: 1.2447, DDP time: 0.0030, Total iter time: 1.7787 [2020-10-18 15:48:43,896][root][INFO] - ===> Epoch[96](480/5): Loss -0.2029, Sem 0.1706, dir -0.8965, norm 0.5230, swav 0.0000 LR: 9.928e-02 Score 94.306 Data time: 0.0732, Forward time: 0.7728, Backward time: 1.2446, DDP time: 0.0030, Total iter time: 2.1872 [2020-10-18 15:48:46,349][root][INFO] - ===> Epoch[97](481/5): Loss -0.2023, Sem 0.1737, dir -0.8928, norm 0.5168, swav 0.0000 LR: 9.928e-02 Score 94.251 Data time: 0.0550, Forward time: 0.7723, Backward time: 1.2454, DDP time: 0.0030, Total iter time: 2.3681 [2020-10-18 15:48:48,615][root][INFO] - ===> Epoch[97](482/5): Loss -0.1328, Sem 0.1981, dir -0.8916, norm 0.5607, swav 0.0000 LR: 9.928e-02 Score 93.493 Data time: 0.0783, Forward time: 0.7725, Backward time: 1.2453, DDP time: 0.0030, Total iter time: 2.2049 [2020-10-18 15:48:50,614][root][INFO] - ===> Epoch[97](483/5): Loss -0.1373, Sem 0.1759, dir -0.8925, norm 0.5793, swav 0.0000 LR: 9.928e-02 Score 94.074 Data time: 0.0619, Forward time: 0.7724, Backward time: 1.2449, DDP time: 0.0030, Total iter time: 1.8814 [2020-10-18 15:48:52,410][root][INFO] - ===> Epoch[97](484/5): Loss -0.2300, Sem 0.1518, dir -0.9007, norm 0.5190, swav 0.0000 LR: 9.927e-02 Score 94.986 Data time: 0.1631, Forward time: 0.7723, Backward time: 1.2439, DDP time: 0.0030, Total iter time: 1.6861 [2020-10-18 15:48:54,760][root][INFO] - ===> Epoch[97](485/5): Loss -0.1775, Sem 0.1660, dir -0.8925, norm 0.5490, swav 0.0000 LR: 9.927e-02 Score 94.447 Data time: 0.0861, Forward time: 0.7727, Backward time: 1.2437, DDP time: 0.0030, Total iter time: 2.2590 [2020-10-18 15:48:57,065][root][INFO] - ===> Epoch[98](486/5): Loss -0.1591, Sem 0.1657, dir -0.8899, norm 0.5651, swav 0.0000 LR: 9.927e-02 Score 94.529 Data time: 0.0528, Forward time: 0.7723, Backward time: 1.2441, DDP time: 0.0030, Total iter time: 2.1717 [2020-10-18 15:48:59,285][root][INFO] - ===> Epoch[98](487/5): Loss -0.2163, Sem 0.1559, dir -0.8980, norm 0.5258, swav 0.0000 LR: 9.927e-02 Score 94.750 Data time: 0.0747, Forward time: 0.7724, Backward time: 1.2439, DDP time: 0.0030, Total iter time: 2.1445 [2020-10-18 15:49:01,601][root][INFO] - ===> Epoch[98](488/5): Loss -0.1126, Sem 0.1848, dir -0.8847, norm 0.5873, swav 0.0000 LR: 9.927e-02 Score 93.774 Data time: 0.0611, Forward time: 0.7721, Backward time: 1.2442, DDP time: 0.0030, Total iter time: 2.2171 [2020-10-18 15:49:03,810][root][INFO] - ===> Epoch[98](489/5): Loss -0.1918, Sem 0.1710, dir -0.8943, norm 0.5315, swav 0.0000 LR: 9.927e-02 Score 94.224 Data time: 0.1028, Forward time: 0.7723, Backward time: 1.2439, DDP time: 0.0030, Total iter time: 2.1178 [2020-10-18 15:49:05,790][root][INFO] - ===> Epoch[98](490/5): Loss -0.2087, Sem 0.1677, dir -0.8943, norm 0.5179, swav 0.0000 LR: 9.926e-02 Score 94.381 Data time: 0.0851, Forward time: 0.7725, Backward time: 1.2432, DDP time: 0.0030, Total iter time: 1.8678 [2020-10-18 15:49:07,746][root][INFO] - ===> Epoch[99](491/5): Loss -0.1633, Sem 0.1939, dir -0.8916, norm 0.5343, swav 0.0000 LR: 9.926e-02 Score 93.477 Data time: 0.0593, Forward time: 0.7722, Backward time: 1.2428, DDP time: 0.0030, Total iter time: 1.8275 [2020-10-18 15:49:09,862][root][INFO] - ===> Epoch[99](492/5): Loss -0.1259, Sem 0.1789, dir -0.8801, norm 0.5752, swav 0.0000 LR: 9.926e-02 Score 94.091 Data time: 0.0552, Forward time: 0.7719, Backward time: 1.2429, DDP time: 0.0030, Total iter time: 2.0587 [2020-10-18 15:49:12,055][root][INFO] - ===> Epoch[99](493/5): Loss -0.2059, Sem 0.1676, dir -0.8980, norm 0.5245, swav 0.0000 LR: 9.926e-02 Score 94.341 Data time: 0.0603, Forward time: 0.7716, Backward time: 1.2430, DDP time: 0.0030, Total iter time: 2.1135 [2020-10-18 15:49:14,212][root][INFO] - ===> Epoch[99](494/5): Loss -0.1435, Sem 0.1899, dir -0.8949, norm 0.5616, swav 0.0000 LR: 9.926e-02 Score 93.628 Data time: 0.0547, Forward time: 0.7715, Backward time: 1.2428, DDP time: 0.0030, Total iter time: 1.9757 [2020-10-18 15:49:16,082][root][INFO] - ===> Epoch[99](495/5): Loss -0.1880, Sem 0.1642, dir -0.8934, norm 0.5412, swav 0.0000 LR: 9.926e-02 Score 94.255 Data time: 0.0773, Forward time: 0.7714, Backward time: 1.2421, DDP time: 0.0030, Total iter time: 1.7531 [2020-10-18 15:49:17,809][root][INFO] - ===> Epoch[100](496/5): Loss -0.2197, Sem 0.1774, dir -0.8941, norm 0.4971, swav 0.0000 LR: 9.926e-02 Score 94.084 Data time: 0.0782, Forward time: 0.7714, Backward time: 1.2412, DDP time: 0.0030, Total iter time: 1.6267 [2020-10-18 15:49:20,160][root][INFO] - ===> Epoch[100](497/5): Loss -0.2057, Sem 0.1549, dir -0.8940, norm 0.5334, swav 0.0000 LR: 9.925e-02 Score 94.743 Data time: 0.1016, Forward time: 0.7720, Backward time: 1.2408, DDP time: 0.0030, Total iter time: 2.2494 [2020-10-18 15:49:23,152][root][INFO] - ===> Epoch[100](498/5): Loss -0.1694, Sem 0.1827, dir -0.8932, norm 0.5411, swav 0.0000 LR: 9.925e-02 Score 93.866 Data time: 0.0924, Forward time: 0.7724, Backward time: 1.2416, DDP time: 0.0030, Total iter time: 2.8437 [2020-10-18 15:49:24,959][root][INFO] - ===> Epoch[100](499/5): Loss -0.2247, Sem 0.1935, dir -0.9018, norm 0.4837, swav 0.0000 LR: 9.925e-02 Score 93.683 Data time: 0.0577, Forward time: 0.7721, Backward time: 1.2411, DDP time: 0.0030, Total iter time: 1.7153 [2020-10-18 15:49:27,248][root][INFO] - ===> Epoch[100](500/5): Loss -0.2090, Sem 0.1582, dir -0.8937, norm 0.5265, swav 0.0000 LR: 9.925e-02 Score 94.529 Data time: 0.0829, Forward time: 0.7721, Backward time: 1.2411, DDP time: 0.0030, Total iter time: 2.1918 [2020-10-18 15:49:28,217][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 15:49:30,095][root][INFO] - ===> Epoch[101](501/5): Loss -0.2442, Sem 0.1507, dir -0.9027, norm 0.5079, swav 0.0000 LR: 9.925e-02 Score 95.108 Data time: 0.0732, Forward time: 0.7720, Backward time: 1.2402, DDP time: 0.0030, Total iter time: 1.6984 [2020-10-18 15:49:32,321][root][INFO] - ===> Epoch[101](502/5): Loss -0.1605, Sem 0.1813, dir -0.8961, norm 0.5542, swav 0.0000 LR: 9.925e-02 Score 93.934 Data time: 0.0980, Forward time: 0.7723, Backward time: 1.2398, DDP time: 0.0030, Total iter time: 2.1310 [2020-10-18 15:49:35,334][root][INFO] - ===> Epoch[101](503/5): Loss -0.1556, Sem 0.1884, dir -0.8935, norm 0.5496, swav 0.0000 LR: 9.925e-02 Score 93.702 Data time: 0.0706, Forward time: 0.7723, Backward time: 1.2411, DDP time: 0.0030, Total iter time: 2.8817 [2020-10-18 15:49:37,380][root][INFO] - ===> Epoch[101](504/5): Loss -0.1714, Sem 0.1657, dir -0.8916, norm 0.5545, swav 0.0000 LR: 9.924e-02 Score 94.520 Data time: 0.0826, Forward time: 0.7724, Backward time: 1.2405, DDP time: 0.0030, Total iter time: 1.9394 [2020-10-18 15:49:39,662][root][INFO] - ===> Epoch[101](505/5): Loss -0.1926, Sem 0.1730, dir -0.8960, norm 0.5305, swav 0.0000 LR: 9.924e-02 Score 94.151 Data time: 0.0578, Forward time: 0.7721, Backward time: 1.2408, DDP time: 0.0030, Total iter time: 2.1648 [2020-10-18 15:49:42,002][root][INFO] - ===> Epoch[102](506/5): Loss -0.1802, Sem 0.1736, dir -0.9024, norm 0.5485, swav 0.0000 LR: 9.924e-02 Score 94.195 Data time: 0.0609, Forward time: 0.7717, Backward time: 1.2412, DDP time: 0.0030, Total iter time: 2.2465 [2020-10-18 15:49:44,104][root][INFO] - ===> Epoch[102](507/5): Loss -0.2282, Sem 0.1693, dir -0.9021, norm 0.5046, swav 0.0000 LR: 9.924e-02 Score 94.461 Data time: 0.0765, Forward time: 0.7718, Backward time: 1.2409, DDP time: 0.0030, Total iter time: 2.0156 [2020-10-18 15:49:46,116][root][INFO] - ===> Epoch[102](508/5): Loss -0.1656, Sem 0.1835, dir -0.8952, norm 0.5461, swav 0.0000 LR: 9.924e-02 Score 93.732 Data time: 0.0961, Forward time: 0.7722, Backward time: 1.2401, DDP time: 0.0030, Total iter time: 1.9133 [2020-10-18 15:49:48,625][root][INFO] - ===> Epoch[102](509/5): Loss -0.1926, Sem 0.1718, dir -0.8970, norm 0.5326, swav 0.0000 LR: 9.924e-02 Score 94.311 Data time: 0.0942, Forward time: 0.7725, Backward time: 1.2401, DDP time: 0.0030, Total iter time: 2.3703 [2020-10-18 15:49:50,944][root][INFO] - ===> Epoch[102](510/5): Loss -0.2250, Sem 0.1537, dir -0.9007, norm 0.5220, swav 0.0000 LR: 9.923e-02 Score 94.779 Data time: 0.0909, Forward time: 0.7730, Backward time: 1.2397, DDP time: 0.0030, Total iter time: 2.1955 [2020-10-18 15:49:53,328][root][INFO] - ===> Epoch[103](511/5): Loss -0.1849, Sem 0.1855, dir -0.8920, norm 0.5216, swav 0.0000 LR: 9.923e-02 Score 93.797 Data time: 0.0577, Forward time: 0.7726, Backward time: 1.2401, DDP time: 0.0030, Total iter time: 2.2495 [2020-10-18 15:49:55,563][root][INFO] - ===> Epoch[103](512/5): Loss -0.2063, Sem 0.1606, dir -0.9011, norm 0.5342, swav 0.0000 LR: 9.923e-02 Score 94.725 Data time: 0.0899, Forward time: 0.7730, Backward time: 1.2398, DDP time: 0.0030, Total iter time: 2.1598 [2020-10-18 15:49:57,641][root][INFO] - ===> Epoch[103](513/5): Loss -0.1817, Sem 0.1835, dir -0.8951, norm 0.5299, swav 0.0000 LR: 9.923e-02 Score 93.893 Data time: 0.0709, Forward time: 0.7730, Backward time: 1.2395, DDP time: 0.0030, Total iter time: 1.9869 [2020-10-18 15:49:59,984][root][INFO] - ===> Epoch[103](514/5): Loss -0.1919, Sem 0.1787, dir -0.8963, norm 0.5257, swav 0.0000 LR: 9.923e-02 Score 94.164 Data time: 0.0588, Forward time: 0.7726, Backward time: 1.2399, DDP time: 0.0030, Total iter time: 2.2684 [2020-10-18 15:50:02,131][root][INFO] - ===> Epoch[103](515/5): Loss -0.2353, Sem 0.1584, dir -0.8969, norm 0.5032, swav 0.0000 LR: 9.923e-02 Score 94.798 Data time: 0.0780, Forward time: 0.7729, Backward time: 1.2396, DDP time: 0.0030, Total iter time: 2.0660 [2020-10-18 15:50:04,095][root][INFO] - ===> Epoch[104](516/5): Loss -0.2009, Sem 0.1686, dir -0.8935, norm 0.5240, swav 0.0000 LR: 9.923e-02 Score 94.355 Data time: 0.0508, Forward time: 0.7725, Backward time: 1.2393, DDP time: 0.0030, Total iter time: 1.8437 [2020-10-18 15:50:06,319][root][INFO] - ===> Epoch[104](517/5): Loss -0.1628, Sem 0.1618, dir -0.8936, norm 0.5689, swav 0.0000 LR: 9.922e-02 Score 94.652 Data time: 0.0887, Forward time: 0.7728, Backward time: 1.2390, DDP time: 0.0030, Total iter time: 2.1386 [2020-10-18 15:50:08,514][root][INFO] - ===> Epoch[104](518/5): Loss -0.2840, Sem 0.1630, dir -0.9049, norm 0.4579, swav 0.0000 LR: 9.922e-02 Score 94.616 Data time: 0.0526, Forward time: 0.7726, Backward time: 1.2391, DDP time: 0.0030, Total iter time: 2.0807 [2020-10-18 15:50:10,600][root][INFO] - ===> Epoch[104](519/5): Loss -0.2019, Sem 0.1622, dir -0.8979, norm 0.5338, swav 0.0000 LR: 9.922e-02 Score 94.628 Data time: 0.0859, Forward time: 0.7730, Backward time: 1.2385, DDP time: 0.0030, Total iter time: 2.0034 [2020-10-18 15:50:13,534][root][INFO] - ===> Epoch[104](520/5): Loss -0.1851, Sem 0.1500, dir -0.8954, norm 0.5603, swav 0.0000 LR: 9.922e-02 Score 94.924 Data time: 0.1237, Forward time: 0.7742, Backward time: 1.2386, DDP time: 0.0030, Total iter time: 2.8069 [2020-10-18 15:50:15,376][root][INFO] - ===> Epoch[105](521/5): Loss -0.2523, Sem 0.1526, dir -0.8957, norm 0.4907, swav 0.0000 LR: 9.922e-02 Score 94.846 Data time: 0.0516, Forward time: 0.7737, Backward time: 1.2382, DDP time: 0.0030, Total iter time: 1.7245 [2020-10-18 15:50:17,623][root][INFO] - ===> Epoch[105](522/5): Loss -0.1970, Sem 0.1806, dir -0.8954, norm 0.5178, swav 0.0000 LR: 9.922e-02 Score 93.997 Data time: 0.0935, Forward time: 0.7741, Backward time: 1.2378, DDP time: 0.0030, Total iter time: 2.1316 [2020-10-18 15:50:19,886][root][INFO] - ===> Epoch[105](523/5): Loss -0.2152, Sem 0.1554, dir -0.8997, norm 0.5291, swav 0.0000 LR: 9.922e-02 Score 94.804 Data time: 0.0710, Forward time: 0.7740, Backward time: 1.2379, DDP time: 0.0030, Total iter time: 2.1635 [2020-10-18 15:50:22,270][root][INFO] - ===> Epoch[105](524/5): Loss -0.1853, Sem 0.1565, dir -0.9001, norm 0.5582, swav 0.0000 LR: 9.921e-02 Score 94.792 Data time: 0.0575, Forward time: 0.7737, Backward time: 1.2384, DDP time: 0.0030, Total iter time: 2.3123 [2020-10-18 15:50:24,202][root][INFO] - ===> Epoch[105](525/5): Loss -0.2749, Sem 0.1665, dir -0.9017, norm 0.4603, swav 0.0000 LR: 9.921e-02 Score 94.335 Data time: 0.0677, Forward time: 0.7736, Backward time: 1.2379, DDP time: 0.0030, Total iter time: 1.8617 [2020-10-18 15:50:27,140][root][INFO] - ===> Epoch[106](526/5): Loss -0.1662, Sem 0.1665, dir -0.8964, norm 0.5636, swav 0.0000 LR: 9.921e-02 Score 94.456 Data time: 0.1143, Forward time: 0.7742, Backward time: 1.2385, DDP time: 0.0030, Total iter time: 2.8254 [2020-10-18 15:50:29,182][root][INFO] - ===> Epoch[106](527/5): Loss -0.2484, Sem 0.1522, dir -0.8977, norm 0.4971, swav 0.0000 LR: 9.921e-02 Score 94.940 Data time: 0.0861, Forward time: 0.7746, Backward time: 1.2378, DDP time: 0.0030, Total iter time: 1.9160 [2020-10-18 15:50:31,422][root][INFO] - ===> Epoch[106](528/5): Loss -0.2100, Sem 0.1780, dir -0.9028, norm 0.5148, swav 0.0000 LR: 9.921e-02 Score 93.922 Data time: 0.0567, Forward time: 0.7743, Backward time: 1.2380, DDP time: 0.0030, Total iter time: 2.1375 [2020-10-18 15:50:33,230][root][INFO] - ===> Epoch[106](529/5): Loss -0.2342, Sem 0.1433, dir -0.9004, norm 0.5228, swav 0.0000 LR: 9.921e-02 Score 95.209 Data time: 0.0692, Forward time: 0.7741, Backward time: 1.2373, DDP time: 0.0030, Total iter time: 1.7079 [2020-10-18 15:50:35,518][root][INFO] - ===> Epoch[106](530/5): Loss -0.2069, Sem 0.1431, dir -0.9010, norm 0.5510, swav 0.0000 LR: 9.920e-02 Score 95.288 Data time: 0.0731, Forward time: 0.7740, Backward time: 1.2375, DDP time: 0.0030, Total iter time: 2.2090 [2020-10-18 15:50:37,697][root][INFO] - ===> Epoch[107](531/5): Loss -0.2225, Sem 0.1704, dir -0.8948, norm 0.5019, swav 0.0000 LR: 9.920e-02 Score 94.069 Data time: 0.0731, Forward time: 0.7740, Backward time: 1.2373, DDP time: 0.0030, Total iter time: 2.0767 [2020-10-18 15:50:39,867][root][INFO] - ===> Epoch[107](532/5): Loss -0.2478, Sem 0.1575, dir -0.8989, norm 0.4936, swav 0.0000 LR: 9.920e-02 Score 94.742 Data time: 0.0717, Forward time: 0.7739, Backward time: 1.2372, DDP time: 0.0030, Total iter time: 2.0595 [2020-10-18 15:50:41,899][root][INFO] - ===> Epoch[107](533/5): Loss -0.1789, Sem 0.1609, dir -0.8941, norm 0.5543, swav 0.0000 LR: 9.920e-02 Score 94.527 Data time: 0.0867, Forward time: 0.7742, Backward time: 1.2365, DDP time: 0.0030, Total iter time: 1.9398 [2020-10-18 15:50:43,792][root][INFO] - ===> Epoch[107](534/5): Loss -0.2100, Sem 0.1714, dir -0.8950, norm 0.5136, swav 0.0000 LR: 9.920e-02 Score 94.311 Data time: 0.0770, Forward time: 0.7742, Backward time: 1.2359, DDP time: 0.0030, Total iter time: 1.7793 [2020-10-18 15:50:46,280][root][INFO] - ===> Epoch[107](535/5): Loss -0.1852, Sem 0.1559, dir -0.8970, norm 0.5560, swav 0.0000 LR: 9.920e-02 Score 94.657 Data time: 0.0760, Forward time: 0.7744, Backward time: 1.2362, DDP time: 0.0030, Total iter time: 2.4063 [2020-10-18 15:50:48,719][root][INFO] - ===> Epoch[108](536/5): Loss -0.1905, Sem 0.1615, dir -0.8966, norm 0.5446, swav 0.0000 LR: 9.920e-02 Score 94.669 Data time: 0.0620, Forward time: 0.7740, Backward time: 1.2367, DDP time: 0.0030, Total iter time: 2.3169 [2020-10-18 15:50:50,738][root][INFO] - ===> Epoch[108](537/5): Loss -0.2282, Sem 0.1619, dir -0.8978, norm 0.5077, swav 0.0000 LR: 9.919e-02 Score 94.588 Data time: 0.0904, Forward time: 0.7743, Backward time: 1.2361, DDP time: 0.0030, Total iter time: 1.9325 [2020-10-18 15:50:53,020][root][INFO] - ===> Epoch[108](538/5): Loss -0.1812, Sem 0.1615, dir -0.8968, norm 0.5541, swav 0.0000 LR: 9.919e-02 Score 94.590 Data time: 0.0818, Forward time: 0.7743, Backward time: 1.2361, DDP time: 0.0030, Total iter time: 2.1820 [2020-10-18 15:50:55,108][root][INFO] - ===> Epoch[108](539/5): Loss -0.1613, Sem 0.1601, dir -0.8937, norm 0.5723, swav 0.0000 LR: 9.919e-02 Score 94.850 Data time: 0.0894, Forward time: 0.7746, Backward time: 1.2356, DDP time: 0.0030, Total iter time: 1.9931 [2020-10-18 15:50:57,702][root][INFO] - ===> Epoch[108](540/5): Loss -0.2363, Sem 0.1457, dir -0.9008, norm 0.5189, swav 0.0000 LR: 9.919e-02 Score 95.138 Data time: 0.0795, Forward time: 0.7747, Backward time: 1.2360, DDP time: 0.0030, Total iter time: 2.4897 [2020-10-18 15:51:00,338][root][INFO] - ===> Epoch[109](541/5): Loss -0.2396, Sem 0.1501, dir -0.8974, norm 0.5077, swav 0.0000 LR: 9.919e-02 Score 95.049 Data time: 0.0818, Forward time: 0.7749, Backward time: 1.2364, DDP time: 0.0030, Total iter time: 2.5407 [2020-10-18 15:51:02,449][root][INFO] - ===> Epoch[109](542/5): Loss -0.2302, Sem 0.1508, dir -0.9039, norm 0.5230, swav 0.0000 LR: 9.919e-02 Score 94.898 Data time: 0.0792, Forward time: 0.7750, Backward time: 1.2360, DDP time: 0.0030, Total iter time: 2.0098 [2020-10-18 15:51:04,272][root][INFO] - ===> Epoch[109](543/5): Loss -0.2319, Sem 0.1759, dir -0.8998, norm 0.4920, swav 0.0000 LR: 9.919e-02 Score 93.979 Data time: 0.0665, Forward time: 0.7750, Backward time: 1.2354, DDP time: 0.0030, Total iter time: 1.7504 [2020-10-18 15:51:06,271][root][INFO] - ===> Epoch[109](544/5): Loss -0.2131, Sem 0.1603, dir -0.9001, norm 0.5267, swav 0.0000 LR: 9.918e-02 Score 94.837 Data time: 0.0590, Forward time: 0.7747, Backward time: 1.2352, DDP time: 0.0030, Total iter time: 1.9025 [2020-10-18 15:51:08,923][root][INFO] - ===> Epoch[109](545/5): Loss -0.2062, Sem 0.1613, dir -0.8987, norm 0.5312, swav 0.0000 LR: 9.918e-02 Score 94.711 Data time: 0.0752, Forward time: 0.7747, Backward time: 1.2358, DDP time: 0.0030, Total iter time: 2.5655 [2020-10-18 15:51:11,035][root][INFO] - ===> Epoch[110](546/5): Loss -0.2351, Sem 0.1528, dir -0.8987, norm 0.5108, swav 0.0000 LR: 9.918e-02 Score 94.900 Data time: 0.0696, Forward time: 0.7745, Backward time: 1.2357, DDP time: 0.0030, Total iter time: 1.9795 [2020-10-18 15:51:13,297][root][INFO] - ===> Epoch[110](547/5): Loss -0.2451, Sem 0.1434, dir -0.8986, norm 0.5101, swav 0.0000 LR: 9.918e-02 Score 95.230 Data time: 0.0729, Forward time: 0.7744, Backward time: 1.2357, DDP time: 0.0030, Total iter time: 2.1564 [2020-10-18 15:51:15,768][root][INFO] - ===> Epoch[110](548/5): Loss -0.2278, Sem 0.1502, dir -0.9076, norm 0.5296, swav 0.0000 LR: 9.918e-02 Score 94.966 Data time: 0.0714, Forward time: 0.7744, Backward time: 1.2361, DDP time: 0.0030, Total iter time: 2.3702 [2020-10-18 15:51:17,887][root][INFO] - ===> Epoch[110](549/5): Loss -0.2390, Sem 0.1559, dir -0.9008, norm 0.5059, swav 0.0000 LR: 9.918e-02 Score 94.759 Data time: 0.0654, Forward time: 0.7742, Backward time: 1.2360, DDP time: 0.0030, Total iter time: 2.0164 [2020-10-18 15:51:19,841][root][INFO] - ===> Epoch[110](550/5): Loss -0.2566, Sem 0.1527, dir -0.8990, norm 0.4897, swav 0.0000 LR: 9.917e-02 Score 94.901 Data time: 0.0534, Forward time: 0.7739, Backward time: 1.2358, DDP time: 0.0030, Total iter time: 1.8637 [2020-10-18 15:51:22,134][root][INFO] - ===> Epoch[111](551/5): Loss -0.2097, Sem 0.1567, dir -0.8929, norm 0.5265, swav 0.0000 LR: 9.917e-02 Score 94.812 Data time: 0.0676, Forward time: 0.7738, Backward time: 1.2359, DDP time: 0.0030, Total iter time: 2.2058 [2020-10-18 15:51:24,603][root][INFO] - ===> Epoch[111](552/5): Loss -0.1862, Sem 0.1470, dir -0.9039, norm 0.5708, swav 0.0000 LR: 9.917e-02 Score 95.073 Data time: 0.0790, Forward time: 0.7739, Backward time: 1.2361, DDP time: 0.0030, Total iter time: 2.3688 [2020-10-18 15:51:26,729][root][INFO] - ===> Epoch[111](553/5): Loss -0.2296, Sem 0.1505, dir -0.9019, norm 0.5218, swav 0.0000 LR: 9.917e-02 Score 94.980 Data time: 0.0846, Forward time: 0.7742, Backward time: 1.2356, DDP time: 0.0030, Total iter time: 2.0078 [2020-10-18 15:51:29,469][root][INFO] - ===> Epoch[111](554/5): Loss -0.2419, Sem 0.1471, dir -0.9005, norm 0.5116, swav 0.0000 LR: 9.917e-02 Score 94.999 Data time: 0.0648, Forward time: 0.7741, Backward time: 1.2364, DDP time: 0.0030, Total iter time: 2.6218 [2020-10-18 15:51:31,826][root][INFO] - ===> Epoch[111](555/5): Loss -0.2165, Sem 0.1614, dir -0.8934, norm 0.5155, swav 0.0000 LR: 9.917e-02 Score 94.415 Data time: 0.0620, Forward time: 0.7738, Backward time: 1.2367, DDP time: 0.0030, Total iter time: 2.2437 [2020-10-18 15:51:33,986][root][INFO] - ===> Epoch[112](556/5): Loss -0.2279, Sem 0.1536, dir -0.8961, norm 0.5146, swav 0.0000 LR: 9.917e-02 Score 94.920 Data time: 0.0579, Forward time: 0.7734, Backward time: 1.2369, DDP time: 0.0030, Total iter time: 2.0517 [2020-10-18 15:51:36,769][root][INFO] - ===> Epoch[112](557/5): Loss -0.1983, Sem 0.1537, dir -0.8964, norm 0.5445, swav 0.0000 LR: 9.916e-02 Score 94.955 Data time: 0.0796, Forward time: 0.7735, Backward time: 1.2377, DDP time: 0.0030, Total iter time: 2.7000 [2020-10-18 15:51:39,074][root][INFO] - ===> Epoch[112](558/5): Loss -0.2558, Sem 0.1399, dir -0.9013, norm 0.5056, swav 0.0000 LR: 9.916e-02 Score 95.294 Data time: 0.0573, Forward time: 0.7731, Backward time: 1.2379, DDP time: 0.0030, Total iter time: 2.1670 [2020-10-18 15:51:41,269][root][INFO] - ===> Epoch[112](559/5): Loss -0.2605, Sem 0.1517, dir -0.9060, norm 0.4938, swav 0.0000 LR: 9.916e-02 Score 94.842 Data time: 0.0686, Forward time: 0.7730, Backward time: 1.2379, DDP time: 0.0030, Total iter time: 2.0689 [2020-10-18 15:51:43,321][root][INFO] - ===> Epoch[112](560/5): Loss -0.2089, Sem 0.1686, dir -0.9035, norm 0.5261, swav 0.0000 LR: 9.916e-02 Score 94.248 Data time: 0.0570, Forward time: 0.7726, Backward time: 1.2379, DDP time: 0.0030, Total iter time: 1.9534 [2020-10-18 15:51:45,341][root][INFO] - ===> Epoch[113](561/5): Loss -0.1598, Sem 0.1923, dir -0.8885, norm 0.5364, swav 0.0000 LR: 9.916e-02 Score 93.625 Data time: 0.0771, Forward time: 0.7726, Backward time: 1.2375, DDP time: 0.0030, Total iter time: 1.9276 [2020-10-18 15:51:47,922][root][INFO] - ===> Epoch[113](562/5): Loss -0.1906, Sem 0.1683, dir -0.8999, norm 0.5410, swav 0.0000 LR: 9.916e-02 Score 94.476 Data time: 0.0685, Forward time: 0.7724, Backward time: 1.2381, DDP time: 0.0030, Total iter time: 2.4821 [2020-10-18 15:51:49,811][root][INFO] - ===> Epoch[113](563/5): Loss -0.1891, Sem 0.1706, dir -0.8995, norm 0.5398, swav 0.0000 LR: 9.916e-02 Score 94.167 Data time: 0.0783, Forward time: 0.7724, Backward time: 1.2375, DDP time: 0.0030, Total iter time: 1.7917 [2020-10-18 15:51:52,441][root][INFO] - ===> Epoch[113](564/5): Loss -0.1683, Sem 0.1696, dir -0.8915, norm 0.5536, swav 0.0000 LR: 9.915e-02 Score 94.288 Data time: 0.0599, Forward time: 0.7723, Backward time: 1.2380, DDP time: 0.0030, Total iter time: 2.5028 [2020-10-18 15:51:54,669][root][INFO] - ===> Epoch[113](565/5): Loss -0.2282, Sem 0.1743, dir -0.8950, norm 0.4925, swav 0.0000 LR: 9.915e-02 Score 94.207 Data time: 0.0637, Forward time: 0.7720, Backward time: 1.2382, DDP time: 0.0030, Total iter time: 2.1373 [2020-10-18 15:51:57,152][root][INFO] - ===> Epoch[114](566/5): Loss -0.1848, Sem 0.1537, dir -0.8945, norm 0.5560, swav 0.0000 LR: 9.915e-02 Score 94.887 Data time: 0.1112, Forward time: 0.7727, Backward time: 1.2380, DDP time: 0.0030, Total iter time: 2.4000 [2020-10-18 15:51:59,032][root][INFO] - ===> Epoch[114](567/5): Loss -0.2608, Sem 0.1571, dir -0.9047, norm 0.4867, swav 0.0000 LR: 9.915e-02 Score 94.771 Data time: 0.0617, Forward time: 0.7726, Backward time: 1.2375, DDP time: 0.0030, Total iter time: 1.7675 [2020-10-18 15:52:01,008][root][INFO] - ===> Epoch[114](568/5): Loss -0.1663, Sem 0.1830, dir -0.8999, norm 0.5505, swav 0.0000 LR: 9.915e-02 Score 93.940 Data time: 0.0858, Forward time: 0.7727, Backward time: 1.2369, DDP time: 0.0030, Total iter time: 1.8670 [2020-10-18 15:52:03,389][root][INFO] - ===> Epoch[114](569/5): Loss -0.2146, Sem 0.1499, dir -0.8999, norm 0.5355, swav 0.0000 LR: 9.915e-02 Score 95.013 Data time: 0.0592, Forward time: 0.7724, Backward time: 1.2373, DDP time: 0.0030, Total iter time: 2.2863 [2020-10-18 15:52:05,228][root][INFO] - ===> Epoch[114](570/5): Loss -0.2338, Sem 0.1809, dir -0.8982, norm 0.4836, swav 0.0000 LR: 9.914e-02 Score 93.868 Data time: 0.0739, Forward time: 0.7725, Backward time: 1.2366, DDP time: 0.0030, Total iter time: 1.7698 [2020-10-18 15:52:07,587][root][INFO] - ===> Epoch[115](571/5): Loss -0.2667, Sem 0.1540, dir -0.9061, norm 0.4855, swav 0.0000 LR: 9.914e-02 Score 94.726 Data time: 0.0786, Forward time: 0.7728, Backward time: 1.2365, DDP time: 0.0030, Total iter time: 2.2487 [2020-10-18 15:52:09,827][root][INFO] - ===> Epoch[115](572/5): Loss -0.1595, Sem 0.1677, dir -0.8943, norm 0.5670, swav 0.0000 LR: 9.914e-02 Score 94.183 Data time: 0.0956, Forward time: 0.7733, Backward time: 1.2361, DDP time: 0.0030, Total iter time: 2.1148 [2020-10-18 15:52:11,769][root][INFO] - ===> Epoch[115](573/5): Loss -0.2645, Sem 0.1583, dir -0.9030, norm 0.4802, swav 0.0000 LR: 9.914e-02 Score 94.567 Data time: 0.0744, Forward time: 0.7733, Backward time: 1.2355, DDP time: 0.0030, Total iter time: 1.8295 [2020-10-18 15:52:14,321][root][INFO] - ===> Epoch[115](574/5): Loss -0.2354, Sem 0.1422, dir -0.9018, norm 0.5242, swav 0.0000 LR: 9.914e-02 Score 95.165 Data time: 0.0666, Forward time: 0.7731, Backward time: 1.2361, DDP time: 0.0030, Total iter time: 2.4715 [2020-10-18 15:52:16,879][root][INFO] - ===> Epoch[115](575/5): Loss -0.1945, Sem 0.1760, dir -0.9044, norm 0.5339, swav 0.0000 LR: 9.914e-02 Score 94.165 Data time: 0.0762, Forward time: 0.7732, Backward time: 1.2365, DDP time: 0.0030, Total iter time: 2.4805 [2020-10-18 15:52:19,136][root][INFO] - ===> Epoch[116](576/5): Loss -0.2268, Sem 0.1452, dir -0.8931, norm 0.5212, swav 0.0000 LR: 9.914e-02 Score 95.183 Data time: 0.0563, Forward time: 0.7728, Backward time: 1.2368, DDP time: 0.0030, Total iter time: 2.1337 [2020-10-18 15:52:21,792][root][INFO] - ===> Epoch[116](577/5): Loss -0.2497, Sem 0.1552, dir -0.9044, norm 0.4996, swav 0.0000 LR: 9.913e-02 Score 94.750 Data time: 0.0644, Forward time: 0.7727, Backward time: 1.2375, DDP time: 0.0030, Total iter time: 2.5642 [2020-10-18 15:52:24,147][root][INFO] - ===> Epoch[116](578/5): Loss -0.2418, Sem 0.1529, dir -0.9053, norm 0.5106, swav 0.0000 LR: 9.913e-02 Score 94.924 Data time: 0.1018, Forward time: 0.7733, Backward time: 1.2371, DDP time: 0.0030, Total iter time: 2.2496 [2020-10-18 15:52:26,706][root][INFO] - ===> Epoch[116](579/5): Loss -0.1835, Sem 0.1782, dir -0.8949, norm 0.5333, swav 0.0000 LR: 9.913e-02 Score 94.116 Data time: 0.0574, Forward time: 0.7729, Backward time: 1.2378, DDP time: 0.0030, Total iter time: 2.4103 [2020-10-18 15:52:29,049][root][INFO] - ===> Epoch[116](580/5): Loss -0.1974, Sem 0.1580, dir -0.8954, norm 0.5400, swav 0.0000 LR: 9.913e-02 Score 94.656 Data time: 0.0681, Forward time: 0.7729, Backward time: 1.2379, DDP time: 0.0030, Total iter time: 2.2711 [2020-10-18 15:52:30,941][root][INFO] - ===> Epoch[117](581/5): Loss -0.2476, Sem 0.1588, dir -0.9043, norm 0.4980, swav 0.0000 LR: 9.913e-02 Score 94.795 Data time: 0.1249, Forward time: 0.7728, Backward time: 1.2374, DDP time: 0.0030, Total iter time: 1.7960 [2020-10-18 15:52:33,292][root][INFO] - ===> Epoch[117](582/5): Loss -0.2336, Sem 0.1582, dir -0.9031, norm 0.5112, swav 0.0000 LR: 9.913e-02 Score 94.638 Data time: 0.1101, Forward time: 0.7733, Backward time: 1.2371, DDP time: 0.0030, Total iter time: 2.2574 [2020-10-18 15:52:35,640][root][INFO] - ===> Epoch[117](583/5): Loss -0.2294, Sem 0.1447, dir -0.9108, norm 0.5367, swav 0.0000 LR: 9.913e-02 Score 95.134 Data time: 0.0687, Forward time: 0.7734, Backward time: 1.2370, DDP time: 0.0030, Total iter time: 2.2304 [2020-10-18 15:52:37,854][root][INFO] - ===> Epoch[117](584/5): Loss -0.2604, Sem 0.1631, dir -0.9004, norm 0.4768, swav 0.0000 LR: 9.912e-02 Score 94.577 Data time: 0.0832, Forward time: 0.7739, Backward time: 1.2366, DDP time: 0.0030, Total iter time: 2.1245 [2020-10-18 15:52:39,953][root][INFO] - ===> Epoch[117](585/5): Loss -0.1907, Sem 0.1605, dir -0.8986, norm 0.5474, swav 0.0000 LR: 9.912e-02 Score 94.805 Data time: 0.0456, Forward time: 0.7733, Backward time: 1.2368, DDP time: 0.0030, Total iter time: 1.9769 [2020-10-18 15:52:41,996][root][INFO] - ===> Epoch[118](586/5): Loss -0.2277, Sem 0.1512, dir -0.9067, norm 0.5278, swav 0.0000 LR: 9.912e-02 Score 95.007 Data time: 0.0813, Forward time: 0.7736, Backward time: 1.2363, DDP time: 0.0030, Total iter time: 1.9896 [2020-10-18 15:52:43,954][root][INFO] - ===> Epoch[118](587/5): Loss -0.2136, Sem 0.1657, dir -0.8967, norm 0.5174, swav 0.0000 LR: 9.912e-02 Score 94.438 Data time: 0.0732, Forward time: 0.7736, Backward time: 1.2359, DDP time: 0.0030, Total iter time: 1.8500 [2020-10-18 15:52:45,936][root][INFO] - ===> Epoch[118](588/5): Loss -0.2656, Sem 0.1466, dir -0.9014, norm 0.4892, swav 0.0000 LR: 9.912e-02 Score 95.069 Data time: 0.0747, Forward time: 0.7737, Backward time: 1.2353, DDP time: 0.0030, Total iter time: 1.8803 [2020-10-18 15:52:48,113][root][INFO] - ===> Epoch[118](589/5): Loss -0.2388, Sem 0.1549, dir -0.9039, norm 0.5102, swav 0.0000 LR: 9.912e-02 Score 94.841 Data time: 0.0750, Forward time: 0.7738, Backward time: 1.2351, DDP time: 0.0030, Total iter time: 2.0643 [2020-10-18 15:52:50,493][root][INFO] - ===> Epoch[118](590/5): Loss -0.2383, Sem 0.1575, dir -0.8935, norm 0.4977, swav 0.0000 LR: 9.911e-02 Score 94.721 Data time: 0.0791, Forward time: 0.7739, Backward time: 1.2352, DDP time: 0.0030, Total iter time: 2.2855 [2020-10-18 15:52:53,020][root][INFO] - ===> Epoch[119](591/5): Loss -0.2041, Sem 0.1479, dir -0.9042, norm 0.5522, swav 0.0000 LR: 9.911e-02 Score 95.140 Data time: 0.0705, Forward time: 0.7739, Backward time: 1.2356, DDP time: 0.0030, Total iter time: 2.4125 [2020-10-18 15:52:55,094][root][INFO] - ===> Epoch[119](592/5): Loss -0.2699, Sem 0.1513, dir -0.9069, norm 0.4857, swav 0.0000 LR: 9.911e-02 Score 94.902 Data time: 0.0878, Forward time: 0.7741, Backward time: 1.2351, DDP time: 0.0030, Total iter time: 1.9737 [2020-10-18 15:52:57,339][root][INFO] - ===> Epoch[119](593/5): Loss -0.2284, Sem 0.1702, dir -0.9021, norm 0.5035, swav 0.0000 LR: 9.911e-02 Score 94.421 Data time: 0.0827, Forward time: 0.7744, Backward time: 1.2348, DDP time: 0.0030, Total iter time: 2.1460 [2020-10-18 15:52:59,612][root][INFO] - ===> Epoch[119](594/5): Loss -0.2038, Sem 0.1656, dir -0.8928, norm 0.5233, swav 0.0000 LR: 9.911e-02 Score 94.467 Data time: 0.3017, Forward time: 0.7747, Backward time: 1.2343, DDP time: 0.0030, Total iter time: 2.1672 [2020-10-18 15:53:01,857][root][INFO] - ===> Epoch[119](595/5): Loss -0.2292, Sem 0.1401, dir -0.9064, norm 0.5371, swav 0.0000 LR: 9.911e-02 Score 95.328 Data time: 0.0901, Forward time: 0.7751, Backward time: 1.2338, DDP time: 0.0030, Total iter time: 2.1400 [2020-10-18 15:53:03,706][root][INFO] - ===> Epoch[120](596/5): Loss -0.3140, Sem 0.1322, dir -0.9105, norm 0.4642, swav 0.0000 LR: 9.911e-02 Score 95.507 Data time: 0.1047, Forward time: 0.7752, Backward time: 1.2331, DDP time: 0.0030, Total iter time: 1.7288 [2020-10-18 15:53:06,030][root][INFO] - ===> Epoch[120](597/5): Loss -0.2412, Sem 0.1409, dir -0.9019, norm 0.5198, swav 0.0000 LR: 9.910e-02 Score 95.248 Data time: 0.1979, Forward time: 0.7748, Backward time: 1.2333, DDP time: 0.0030, Total iter time: 2.2200 [2020-10-18 15:53:09,081][root][INFO] - ===> Epoch[120](598/5): Loss -0.2360, Sem 0.1611, dir -0.9016, norm 0.5045, swav 0.0000 LR: 9.910e-02 Score 94.597 Data time: 0.0810, Forward time: 0.7750, Backward time: 1.2343, DDP time: 0.0030, Total iter time: 2.9789 [2020-10-18 15:53:10,843][root][INFO] - ===> Epoch[120](599/5): Loss -0.2715, Sem 0.1342, dir -0.9082, norm 0.5025, swav 0.0000 LR: 9.910e-02 Score 95.501 Data time: 0.0686, Forward time: 0.7751, Backward time: 1.2335, DDP time: 0.0030, Total iter time: 1.6531 [2020-10-18 15:53:13,621][root][INFO] - ===> Epoch[120](600/5): Loss -0.2099, Sem 0.1659, dir -0.8964, norm 0.5206, swav 0.0000 LR: 9.910e-02 Score 94.389 Data time: 0.1077, Forward time: 0.7759, Backward time: 1.2336, DDP time: 0.0030, Total iter time: 2.6723 [2020-10-18 15:53:15,664][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 15:53:15,916][root][INFO] - ===> Start testing [2020-10-18 15:53:52,177][root][INFO] - 68/68: Data time: 0.0022, Iter time: 0.1141 Loss 0.260 (AVG: 0.368) Score 92.778 (AVG: 89.382) mIOU 66.273 mAP 83.726 mAcc 74.024 IOU: 59.454 0.000 69.121 73.392 94.247 89.248 34.837 69.635 97.989 55.439 80.675 83.822 53.689 mAP: 82.447 11.270 92.708 90.962 99.123 98.487 60.578 90.494 99.750 85.193 94.162 93.794 89.467 mAcc: 74.502 0.000 80.753 82.893 96.319 94.038 43.216 85.113 99.573 59.984 91.200 93.874 60.843 [2020-10-18 15:53:52,178][root][INFO] - Finished test. Elapsed time: 36.2596 [2020-10-18 15:53:55,050][root][INFO] - [2020-10-18 15:53:55,050][root][INFO] - ################################################################ [2020-10-18 15:53:55,050][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 15:53:55,050][root][INFO] - ################################################################ [2020-10-18 15:53:55,050][root][INFO] - clutter : nan nan nan [2020-10-18 15:53:55,051][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 15:53:55,051][root][INFO] - board : 0.601 0.795 0.851 [2020-10-18 15:53:55,051][root][INFO] - bookcase : 0.216 0.391 0.549 [2020-10-18 15:53:55,051][root][INFO] - ceiling : 0.685 0.710 0.749 [2020-10-18 15:53:55,051][root][INFO] - chair : 0.699 0.824 0.856 [2020-10-18 15:53:55,051][root][INFO] - column : 0.062 0.171 0.289 [2020-10-18 15:53:55,051][root][INFO] - door : 0.339 0.561 0.782 [2020-10-18 15:53:55,051][root][INFO] - floor : 0.998 1.000 1.000 [2020-10-18 15:53:55,051][root][INFO] - sofa : 0.147 0.419 0.546 [2020-10-18 15:53:55,051][root][INFO] - table : 0.182 0.376 0.659 [2020-10-18 15:53:55,051][root][INFO] - wall : 0.406 0.627 0.753 [2020-10-18 15:53:55,051][root][INFO] - window : 0.362 0.664 0.701 [2020-10-18 15:53:55,051][root][INFO] - ---------------------------------------------------------------- [2020-10-18 15:53:55,051][root][INFO] - average : 0.391 0.545 0.645 [2020-10-18 15:53:55,051][root][INFO] - [2020-10-18 15:53:55,201][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 15:53:56,151][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-10-18 15:53:56,300][root][INFO] - Current best mIoU: 66.273 at iter 600 [2020-10-18 15:53:58,298][root][INFO] - ===> Epoch[121](601/5): Loss -0.2482, Sem 0.1351, dir -0.9025, norm 0.5192, swav 0.0000 LR: 9.910e-02 Score 95.419 Data time: 0.0902, Forward time: 0.7762, Backward time: 1.2331, DDP time: 0.0030, Total iter time: 1.9934 [2020-10-18 15:54:00,551][root][INFO] - ===> Epoch[121](602/5): Loss -0.2345, Sem 0.1537, dir -0.8983, norm 0.5101, swav 0.0000 LR: 9.910e-02 Score 94.633 Data time: 0.0920, Forward time: 0.7766, Backward time: 1.2327, DDP time: 0.0030, Total iter time: 2.1810 [2020-10-18 15:54:02,567][root][INFO] - ===> Epoch[121](603/5): Loss -0.2620, Sem 0.1414, dir -0.9074, norm 0.5040, swav 0.0000 LR: 9.910e-02 Score 95.250 Data time: 0.0843, Forward time: 0.7767, Backward time: 1.2323, DDP time: 0.0030, Total iter time: 1.9349 [2020-10-18 15:54:04,828][root][INFO] - ===> Epoch[121](604/5): Loss -0.2382, Sem 0.1506, dir -0.9022, norm 0.5134, swav 0.0000 LR: 9.909e-02 Score 94.928 Data time: 0.1018, Forward time: 0.7772, Backward time: 1.2320, DDP time: 0.0030, Total iter time: 2.1800 [2020-10-18 15:54:07,086][root][INFO] - ===> Epoch[121](605/5): Loss -0.2165, Sem 0.1606, dir -0.9028, norm 0.5256, swav 0.0000 LR: 9.909e-02 Score 94.577 Data time: 0.2492, Forward time: 0.7773, Backward time: 1.2315, DDP time: 0.0030, Total iter time: 2.1474 [2020-10-18 15:54:10,049][root][INFO] - ===> Epoch[122](606/5): Loss -0.2477, Sem 0.1471, dir -0.9028, norm 0.5081, swav 0.0000 LR: 9.909e-02 Score 95.037 Data time: 0.1463, Forward time: 0.7783, Backward time: 1.2317, DDP time: 0.0030, Total iter time: 2.8531 [2020-10-18 15:54:12,062][root][INFO] - ===> Epoch[122](607/5): Loss -0.3026, Sem 0.1247, dir -0.9070, norm 0.4798, swav 0.0000 LR: 9.909e-02 Score 95.935 Data time: 0.0677, Forward time: 0.7783, Backward time: 1.2312, DDP time: 0.0030, Total iter time: 1.8880 [2020-10-18 15:54:14,230][root][INFO] - ===> Epoch[122](608/5): Loss -0.2976, Sem 0.1319, dir -0.9075, norm 0.4780, swav 0.0000 LR: 9.909e-02 Score 95.595 Data time: 0.0559, Forward time: 0.7779, Backward time: 1.2314, DDP time: 0.0030, Total iter time: 2.0521 [2020-10-18 15:54:16,288][root][INFO] - ===> Epoch[122](609/5): Loss -0.2040, Sem 0.1588, dir -0.9017, norm 0.5390, swav 0.0000 LR: 9.909e-02 Score 94.735 Data time: 0.0737, Forward time: 0.7779, Backward time: 1.2311, DDP time: 0.0030, Total iter time: 1.9936 [2020-10-18 15:54:18,838][root][INFO] - ===> Epoch[122](610/5): Loss -0.2443, Sem 0.1525, dir -0.9037, norm 0.5069, swav 0.0000 LR: 9.908e-02 Score 94.839 Data time: 0.0688, Forward time: 0.7778, Backward time: 1.2316, DDP time: 0.0030, Total iter time: 2.4586 [2020-10-18 15:54:21,218][root][INFO] - ===> Epoch[123](611/5): Loss -0.2400, Sem 0.1470, dir -0.9004, norm 0.5134, swav 0.0000 LR: 9.908e-02 Score 94.955 Data time: 0.0851, Forward time: 0.7779, Backward time: 1.2317, DDP time: 0.0030, Total iter time: 2.2705 [2020-10-18 15:54:23,142][root][INFO] - ===> Epoch[123](612/5): Loss -0.2278, Sem 0.1624, dir -0.8984, norm 0.5083, swav 0.0000 LR: 9.908e-02 Score 94.743 Data time: 0.0852, Forward time: 0.7781, Backward time: 1.2311, DDP time: 0.0030, Total iter time: 1.8055 [2020-10-18 15:54:25,143][root][INFO] - ===> Epoch[123](613/5): Loss -0.2310, Sem 0.1673, dir -0.9050, norm 0.5068, swav 0.0000 LR: 9.908e-02 Score 94.323 Data time: 0.0721, Forward time: 0.7781, Backward time: 1.2306, DDP time: 0.0030, Total iter time: 1.9056 [2020-10-18 15:54:27,431][root][INFO] - ===> Epoch[123](614/5): Loss -0.2651, Sem 0.1161, dir -0.9065, norm 0.5253, swav 0.0000 LR: 9.908e-02 Score 96.336 Data time: 0.0722, Forward time: 0.7782, Backward time: 1.2306, DDP time: 0.0030, Total iter time: 2.1920 [2020-10-18 15:54:29,756][root][INFO] - ===> Epoch[123](615/5): Loss -0.2527, Sem 0.1599, dir -0.9039, norm 0.4913, swav 0.0000 LR: 9.908e-02 Score 94.635 Data time: 0.0901, Forward time: 0.7785, Backward time: 1.2304, DDP time: 0.0030, Total iter time: 2.2329 [2020-10-18 15:54:31,646][root][INFO] - ===> Epoch[124](616/5): Loss -0.3034, Sem 0.1384, dir -0.9068, norm 0.4651, swav 0.0000 LR: 9.908e-02 Score 95.443 Data time: 0.0631, Forward time: 0.7783, Backward time: 1.2300, DDP time: 0.0030, Total iter time: 1.7752 [2020-10-18 15:54:34,074][root][INFO] - ===> Epoch[124](617/5): Loss -0.2793, Sem 0.1381, dir -0.9091, norm 0.4916, swav 0.0000 LR: 9.907e-02 Score 95.413 Data time: 0.0632, Forward time: 0.7783, Backward time: 1.2303, DDP time: 0.0030, Total iter time: 2.3352 [2020-10-18 15:54:36,453][root][INFO] - ===> Epoch[124](618/5): Loss -0.2384, Sem 0.1524, dir -0.9036, norm 0.5127, swav 0.0000 LR: 9.907e-02 Score 94.952 Data time: 0.0841, Forward time: 0.7785, Backward time: 1.2303, DDP time: 0.0030, Total iter time: 2.2714 [2020-10-18 15:54:38,784][root][INFO] - ===> Epoch[124](619/5): Loss -0.2148, Sem 0.1686, dir -0.9031, norm 0.5197, swav 0.0000 LR: 9.907e-02 Score 94.183 Data time: 0.0611, Forward time: 0.7783, Backward time: 1.2305, DDP time: 0.0030, Total iter time: 2.2357 [2020-10-18 15:54:40,873][root][INFO] - ===> Epoch[124](620/5): Loss -0.2062, Sem 0.1446, dir -0.8986, norm 0.5478, swav 0.0000 LR: 9.907e-02 Score 95.250 Data time: 0.0636, Forward time: 0.7781, Backward time: 1.2304, DDP time: 0.0030, Total iter time: 1.9946 [2020-10-18 15:54:43,256][root][INFO] - ===> Epoch[125](621/5): Loss -0.3136, Sem 0.1400, dir -0.9063, norm 0.4527, swav 0.0000 LR: 9.907e-02 Score 95.265 Data time: 0.1071, Forward time: 0.7787, Backward time: 1.2301, DDP time: 0.0030, Total iter time: 2.2963 [2020-10-18 15:54:45,737][root][INFO] - ===> Epoch[125](622/5): Loss -0.2638, Sem 0.1464, dir -0.9044, norm 0.4941, swav 0.0000 LR: 9.907e-02 Score 95.173 Data time: 0.0704, Forward time: 0.7786, Backward time: 1.2305, DDP time: 0.0030, Total iter time: 2.3631 [2020-10-18 15:54:47,857][root][INFO] - ===> Epoch[125](623/5): Loss -0.1925, Sem 0.1646, dir -0.8989, norm 0.5417, swav 0.0000 LR: 9.907e-02 Score 94.461 Data time: 0.0983, Forward time: 0.7789, Backward time: 1.2300, DDP time: 0.0030, Total iter time: 2.0224 [2020-10-18 15:54:49,912][root][INFO] - ===> Epoch[125](624/5): Loss -0.2145, Sem 0.1525, dir -0.8997, norm 0.5327, swav 0.0000 LR: 9.906e-02 Score 94.897 Data time: 0.0744, Forward time: 0.7790, Backward time: 1.2296, DDP time: 0.0030, Total iter time: 1.9512 [2020-10-18 15:54:52,063][root][INFO] - ===> Epoch[125](625/5): Loss -0.2610, Sem 0.1565, dir -0.9056, norm 0.4881, swav 0.0000 LR: 9.906e-02 Score 94.826 Data time: 0.0525, Forward time: 0.7786, Backward time: 1.2298, DDP time: 0.0030, Total iter time: 2.0613 [2020-10-18 15:54:54,545][root][INFO] - ===> Epoch[126](626/5): Loss -0.2898, Sem 0.1389, dir -0.9109, norm 0.4822, swav 0.0000 LR: 9.906e-02 Score 95.398 Data time: 0.0710, Forward time: 0.7785, Backward time: 1.2302, DDP time: 0.0030, Total iter time: 2.3963 [2020-10-18 15:54:56,608][root][INFO] - ===> Epoch[126](627/5): Loss -0.1875, Sem 0.1560, dir -0.8957, norm 0.5522, swav 0.0000 LR: 9.906e-02 Score 94.810 Data time: 0.0741, Forward time: 0.7785, Backward time: 1.2300, DDP time: 0.0030, Total iter time: 1.9764 [2020-10-18 15:54:59,055][root][INFO] - ===> Epoch[126](628/5): Loss -0.2398, Sem 0.1668, dir -0.9003, norm 0.4938, swav 0.0000 LR: 9.906e-02 Score 94.554 Data time: 0.0911, Forward time: 0.7788, Backward time: 1.2299, DDP time: 0.0030, Total iter time: 2.3369 [2020-10-18 15:55:01,324][root][INFO] - ===> Epoch[126](629/5): Loss -0.3249, Sem 0.1329, dir -0.9079, norm 0.4501, swav 0.0000 LR: 9.906e-02 Score 95.472 Data time: 0.0670, Forward time: 0.7788, Backward time: 1.2300, DDP time: 0.0030, Total iter time: 2.1477 [2020-10-18 15:55:03,207][root][INFO] - ===> Epoch[126](630/5): Loss -0.2242, Sem 0.1562, dir -0.9024, norm 0.5220, swav 0.0000 LR: 9.905e-02 Score 95.013 Data time: 0.0632, Forward time: 0.7787, Backward time: 1.2296, DDP time: 0.0030, Total iter time: 1.8004 [2020-10-18 15:55:05,431][root][INFO] - ===> Epoch[127](631/5): Loss -0.2633, Sem 0.1615, dir -0.9006, norm 0.4757, swav 0.0000 LR: 9.905e-02 Score 94.726 Data time: 0.0675, Forward time: 0.7785, Backward time: 1.2296, DDP time: 0.0030, Total iter time: 2.1353 [2020-10-18 15:55:07,644][root][INFO] - ===> Epoch[127](632/5): Loss -0.2400, Sem 0.1442, dir -0.9063, norm 0.5220, swav 0.0000 LR: 9.905e-02 Score 95.083 Data time: 0.0634, Forward time: 0.7783, Backward time: 1.2298, DDP time: 0.0030, Total iter time: 2.1171 [2020-10-18 15:55:09,713][root][INFO] - ===> Epoch[127](633/5): Loss -0.2048, Sem 0.1679, dir -0.9013, norm 0.5286, swav 0.0000 LR: 9.905e-02 Score 94.439 Data time: 0.0854, Forward time: 0.7785, Backward time: 1.2294, DDP time: 0.0030, Total iter time: 1.9930 [2020-10-18 15:55:13,077][root][INFO] - ===> Epoch[127](634/5): Loss -0.2315, Sem 0.1613, dir -0.8995, norm 0.5067, swav 0.0000 LR: 9.905e-02 Score 94.535 Data time: 0.0648, Forward time: 0.7783, Backward time: 1.2310, DDP time: 0.0030, Total iter time: 3.2619 [2020-10-18 15:55:15,611][root][INFO] - ===> Epoch[127](635/5): Loss -0.1776, Sem 0.1699, dir -0.8945, norm 0.5470, swav 0.0000 LR: 9.905e-02 Score 94.249 Data time: 0.0645, Forward time: 0.7782, Backward time: 1.2315, DDP time: 0.0030, Total iter time: 2.4216 [2020-10-18 15:55:17,684][root][INFO] - ===> Epoch[128](636/5): Loss -0.3107, Sem 0.1414, dir -0.9121, norm 0.4599, swav 0.0000 LR: 9.905e-02 Score 95.392 Data time: 0.0654, Forward time: 0.7780, Backward time: 1.2313, DDP time: 0.0030, Total iter time: 1.9646 [2020-10-18 15:55:20,066][root][INFO] - ===> Epoch[128](637/5): Loss -0.2435, Sem 0.1494, dir -0.9059, norm 0.5130, swav 0.0000 LR: 9.904e-02 Score 95.004 Data time: 0.0810, Forward time: 0.7782, Backward time: 1.2313, DDP time: 0.0030, Total iter time: 2.2815 [2020-10-18 15:55:22,128][root][INFO] - ===> Epoch[128](638/5): Loss -0.2557, Sem 0.1652, dir -0.9006, norm 0.4798, swav 0.0000 LR: 9.904e-02 Score 94.497 Data time: 0.0616, Forward time: 0.7779, Backward time: 1.2312, DDP time: 0.0030, Total iter time: 1.9394 [2020-10-18 15:55:24,432][root][INFO] - ===> Epoch[128](639/5): Loss -0.1770, Sem 0.1712, dir -0.8997, norm 0.5516, swav 0.0000 LR: 9.904e-02 Score 94.343 Data time: 0.0618, Forward time: 0.7777, Backward time: 1.2314, DDP time: 0.0030, Total iter time: 2.1974 [2020-10-18 15:55:26,347][root][INFO] - ===> Epoch[128](640/5): Loss -0.2950, Sem 0.1346, dir -0.9106, norm 0.4810, swav 0.0000 LR: 9.904e-02 Score 95.591 Data time: 0.0795, Forward time: 0.7778, Backward time: 1.2308, DDP time: 0.0030, Total iter time: 1.8142 [2020-10-18 15:55:28,368][root][INFO] - ===> Epoch[129](641/5): Loss -0.2539, Sem 0.1542, dir -0.9070, norm 0.4989, swav 0.0000 LR: 9.904e-02 Score 94.912 Data time: 0.0868, Forward time: 0.7781, Backward time: 1.2303, DDP time: 0.0030, Total iter time: 1.9198 [2020-10-18 15:55:30,697][root][INFO] - ===> Epoch[129](642/5): Loss -0.2379, Sem 0.1422, dir -0.9042, norm 0.5241, swav 0.0000 LR: 9.904e-02 Score 95.173 Data time: 0.0673, Forward time: 0.7780, Backward time: 1.2304, DDP time: 0.0030, Total iter time: 2.2184 [2020-10-18 15:55:32,730][root][INFO] - ===> Epoch[129](643/5): Loss -0.3153, Sem 0.1520, dir -0.9076, norm 0.4403, swav 0.0000 LR: 9.903e-02 Score 94.938 Data time: 0.0799, Forward time: 0.7783, Backward time: 1.2298, DDP time: 0.0030, Total iter time: 1.9119 [2020-10-18 15:55:34,750][root][INFO] - ===> Epoch[129](644/5): Loss -0.2790, Sem 0.1467, dir -0.9012, norm 0.4755, swav 0.0000 LR: 9.903e-02 Score 94.982 Data time: 0.0568, Forward time: 0.7779, Backward time: 1.2297, DDP time: 0.0030, Total iter time: 1.9166 [2020-10-18 15:55:37,680][root][INFO] - ===> Epoch[129](645/5): Loss -0.2561, Sem 0.1520, dir -0.9113, norm 0.5032, swav 0.0000 LR: 9.903e-02 Score 94.948 Data time: 0.0528, Forward time: 0.7776, Backward time: 1.2309, DDP time: 0.0030, Total iter time: 2.8594 [2020-10-18 15:55:39,633][root][INFO] - ===> Epoch[130](646/5): Loss -0.2733, Sem 0.1359, dir -0.8997, norm 0.4905, swav 0.0000 LR: 9.903e-02 Score 95.606 Data time: 0.0651, Forward time: 0.7775, Backward time: 1.2307, DDP time: 0.0030, Total iter time: 1.8862 [2020-10-18 15:55:42,393][root][INFO] - ===> Epoch[130](647/5): Loss -0.2927, Sem 0.1345, dir -0.9109, norm 0.4837, swav 0.0000 LR: 9.903e-02 Score 95.451 Data time: 0.0952, Forward time: 0.7779, Backward time: 1.2310, DDP time: 0.0030, Total iter time: 2.6540 [2020-10-18 15:55:44,521][root][INFO] - ===> Epoch[130](648/5): Loss -0.2223, Sem 0.1603, dir -0.9050, norm 0.5223, swav 0.0000 LR: 9.903e-02 Score 94.563 Data time: 0.0567, Forward time: 0.7776, Backward time: 1.2310, DDP time: 0.0030, Total iter time: 2.0025 [2020-10-18 15:55:46,559][root][INFO] - ===> Epoch[130](649/5): Loss -0.2879, Sem 0.1413, dir -0.9152, norm 0.4861, swav 0.0000 LR: 9.903e-02 Score 95.340 Data time: 0.0840, Forward time: 0.7778, Backward time: 1.2305, DDP time: 0.0030, Total iter time: 1.9480 [2020-10-18 15:55:48,450][root][INFO] - ===> Epoch[130](650/5): Loss -0.3458, Sem 0.1299, dir -0.9116, norm 0.4359, swav 0.0000 LR: 9.902e-02 Score 95.564 Data time: 0.0806, Forward time: 0.7777, Backward time: 1.2300, DDP time: 0.0030, Total iter time: 1.7820 [2020-10-18 15:55:50,666][root][INFO] - ===> Epoch[131](651/5): Loss -0.2455, Sem 0.1490, dir -0.9115, norm 0.5170, swav 0.0000 LR: 9.902e-02 Score 95.162 Data time: 0.0703, Forward time: 0.7776, Backward time: 1.2300, DDP time: 0.0030, Total iter time: 2.1310 [2020-10-18 15:55:52,732][root][INFO] - ===> Epoch[131](652/5): Loss -0.2515, Sem 0.1383, dir -0.9035, norm 0.5136, swav 0.0000 LR: 9.902e-02 Score 95.427 Data time: 0.0668, Forward time: 0.7775, Backward time: 1.2298, DDP time: 0.0030, Total iter time: 1.9412 [2020-10-18 15:55:54,972][root][INFO] - ===> Epoch[131](653/5): Loss -0.2394, Sem 0.1555, dir -0.9011, norm 0.5062, swav 0.0000 LR: 9.902e-02 Score 94.628 Data time: 0.1067, Forward time: 0.7777, Backward time: 1.2296, DDP time: 0.0030, Total iter time: 2.1426 [2020-10-18 15:55:57,248][root][INFO] - ===> Epoch[131](654/5): Loss -0.2912, Sem 0.1403, dir -0.9132, norm 0.4817, swav 0.0000 LR: 9.902e-02 Score 95.374 Data time: 0.0597, Forward time: 0.7775, Backward time: 1.2297, DDP time: 0.0030, Total iter time: 2.1700 [2020-10-18 15:55:59,548][root][INFO] - ===> Epoch[131](655/5): Loss -0.2643, Sem 0.1455, dir -0.9082, norm 0.4984, swav 0.0000 LR: 9.902e-02 Score 95.172 Data time: 0.0431, Forward time: 0.7769, Backward time: 1.2303, DDP time: 0.0030, Total iter time: 2.1892 [2020-10-18 15:56:01,587][root][INFO] - ===> Epoch[132](656/5): Loss -0.2441, Sem 0.1585, dir -0.9064, norm 0.5038, swav 0.0000 LR: 9.902e-02 Score 94.767 Data time: 0.0827, Forward time: 0.7771, Backward time: 1.2299, DDP time: 0.0030, Total iter time: 1.9788 [2020-10-18 15:56:03,811][root][INFO] - ===> Epoch[132](657/5): Loss -0.2913, Sem 0.1412, dir -0.9039, norm 0.4715, swav 0.0000 LR: 9.901e-02 Score 95.289 Data time: 0.0796, Forward time: 0.7770, Backward time: 1.2298, DDP time: 0.0030, Total iter time: 2.1045 [2020-10-18 15:56:05,851][root][INFO] - ===> Epoch[132](658/5): Loss -0.3030, Sem 0.1193, dir -0.9129, norm 0.4905, swav 0.0000 LR: 9.901e-02 Score 96.041 Data time: 0.0780, Forward time: 0.7771, Backward time: 1.2294, DDP time: 0.0030, Total iter time: 1.9385 [2020-10-18 15:56:07,915][root][INFO] - ===> Epoch[132](659/5): Loss -0.2237, Sem 0.1625, dir -0.8996, norm 0.5134, swav 0.0000 LR: 9.901e-02 Score 94.612 Data time: 0.0821, Forward time: 0.7770, Backward time: 1.2291, DDP time: 0.0030, Total iter time: 1.9188 [2020-10-18 15:56:09,910][root][INFO] - ===> Epoch[132](660/5): Loss -0.2785, Sem 0.1355, dir -0.9053, norm 0.4913, swav 0.0000 LR: 9.901e-02 Score 95.441 Data time: 0.0783, Forward time: 0.7771, Backward time: 1.2287, DDP time: 0.0030, Total iter time: 1.9109 [2020-10-18 15:56:12,502][root][INFO] - ===> Epoch[133](661/5): Loss -0.2659, Sem 0.1315, dir -0.9118, norm 0.5144, swav 0.0000 LR: 9.901e-02 Score 95.631 Data time: 0.1227, Forward time: 0.7772, Backward time: 1.2290, DDP time: 0.0030, Total iter time: 2.4771 [2020-10-18 15:56:14,598][root][INFO] - ===> Epoch[133](662/5): Loss -0.2882, Sem 0.1434, dir -0.9063, norm 0.4747, swav 0.0000 LR: 9.901e-02 Score 95.072 Data time: 0.0916, Forward time: 0.7775, Backward time: 1.2285, DDP time: 0.0030, Total iter time: 1.9808 [2020-10-18 15:56:16,977][root][INFO] - ===> Epoch[133](663/5): Loss -0.3159, Sem 0.1205, dir -0.9097, norm 0.4732, swav 0.0000 LR: 9.900e-02 Score 95.963 Data time: 0.0763, Forward time: 0.7775, Backward time: 1.2286, DDP time: 0.0030, Total iter time: 2.2681 [2020-10-18 15:56:19,567][root][INFO] - ===> Epoch[133](664/5): Loss -0.3024, Sem 0.1199, dir -0.9130, norm 0.4907, swav 0.0000 LR: 9.900e-02 Score 96.029 Data time: 0.0834, Forward time: 0.7777, Backward time: 1.2288, DDP time: 0.0030, Total iter time: 2.4837 [2020-10-18 15:56:21,909][root][INFO] - ===> Epoch[133](665/5): Loss -0.3219, Sem 0.1190, dir -0.9185, norm 0.4776, swav 0.0000 LR: 9.900e-02 Score 96.011 Data time: 0.0616, Forward time: 0.7775, Backward time: 1.2291, DDP time: 0.0030, Total iter time: 2.2222 [2020-10-18 15:56:23,794][root][INFO] - ===> Epoch[134](666/5): Loss -0.2123, Sem 0.1611, dir -0.8983, norm 0.5250, swav 0.0000 LR: 9.900e-02 Score 94.625 Data time: 0.0803, Forward time: 0.7776, Backward time: 1.2285, DDP time: 0.0030, Total iter time: 1.7842 [2020-10-18 15:56:26,210][root][INFO] - ===> Epoch[134](667/5): Loss -0.2214, Sem 0.1586, dir -0.8957, norm 0.5157, swav 0.0000 LR: 9.900e-02 Score 94.777 Data time: 0.1015, Forward time: 0.7781, Backward time: 1.2283, DDP time: 0.0030, Total iter time: 2.3230 [2020-10-18 15:56:28,257][root][INFO] - ===> Epoch[134](668/5): Loss -0.2459, Sem 0.1389, dir -0.9038, norm 0.5190, swav 0.0000 LR: 9.900e-02 Score 95.274 Data time: 0.0726, Forward time: 0.7781, Backward time: 1.2279, DDP time: 0.0030, Total iter time: 1.9119 [2020-10-18 15:56:30,399][root][INFO] - ===> Epoch[134](669/5): Loss -0.2805, Sem 0.1335, dir -0.9087, norm 0.4946, swav 0.0000 LR: 9.900e-02 Score 95.578 Data time: 0.0741, Forward time: 0.7781, Backward time: 1.2277, DDP time: 0.0030, Total iter time: 2.0259 [2020-10-18 15:56:32,513][root][INFO] - ===> Epoch[134](670/5): Loss -0.2088, Sem 0.1595, dir -0.9024, norm 0.5341, swav 0.0000 LR: 9.899e-02 Score 94.756 Data time: 0.0731, Forward time: 0.7781, Backward time: 1.2274, DDP time: 0.0030, Total iter time: 1.9734 [2020-10-18 15:56:34,734][root][INFO] - ===> Epoch[135](671/5): Loss -0.3523, Sem 0.1187, dir -0.9148, norm 0.4438, swav 0.0000 LR: 9.899e-02 Score 96.007 Data time: 0.0644, Forward time: 0.7780, Backward time: 1.2274, DDP time: 0.0030, Total iter time: 2.1151 [2020-10-18 15:56:37,068][root][INFO] - ===> Epoch[135](672/5): Loss -0.2642, Sem 0.1545, dir -0.9017, norm 0.4830, swav 0.0000 LR: 9.899e-02 Score 94.827 Data time: 0.0816, Forward time: 0.7778, Backward time: 1.2276, DDP time: 0.0030, Total iter time: 2.2244 [2020-10-18 15:56:39,270][root][INFO] - ===> Epoch[135](673/5): Loss -0.2490, Sem 0.1362, dir -0.9010, norm 0.5158, swav 0.0000 LR: 9.899e-02 Score 95.471 Data time: 0.0815, Forward time: 0.7779, Backward time: 1.2275, DDP time: 0.0030, Total iter time: 2.1087 [2020-10-18 15:56:41,672][root][INFO] - ===> Epoch[135](674/5): Loss -0.2226, Sem 0.1410, dir -0.9074, norm 0.5437, swav 0.0000 LR: 9.899e-02 Score 95.304 Data time: 0.0900, Forward time: 0.7781, Backward time: 1.2275, DDP time: 0.0030, Total iter time: 2.2837 [2020-10-18 15:56:43,846][root][INFO] - ===> Epoch[135](675/5): Loss -0.3116, Sem 0.1374, dir -0.9129, norm 0.4639, swav 0.0000 LR: 9.899e-02 Score 95.340 Data time: 0.0693, Forward time: 0.7781, Backward time: 1.2274, DDP time: 0.0030, Total iter time: 2.0351 [2020-10-18 15:56:45,849][root][INFO] - ===> Epoch[136](676/5): Loss -0.2682, Sem 0.1533, dir -0.9097, norm 0.4882, swav 0.0000 LR: 9.899e-02 Score 94.901 Data time: 0.0857, Forward time: 0.7781, Backward time: 1.2270, DDP time: 0.0030, Total iter time: 1.8988 [2020-10-18 15:56:48,062][root][INFO] - ===> Epoch[136](677/5): Loss -0.2337, Sem 0.1560, dir -0.9052, norm 0.5156, swav 0.0000 LR: 9.898e-02 Score 94.748 Data time: 0.0695, Forward time: 0.7781, Backward time: 1.2270, DDP time: 0.0030, Total iter time: 2.0916 [2020-10-18 15:56:50,721][root][INFO] - ===> Epoch[136](678/5): Loss -0.2350, Sem 0.1488, dir -0.9021, norm 0.5183, swav 0.0000 LR: 9.898e-02 Score 95.064 Data time: 0.0763, Forward time: 0.7781, Backward time: 1.2274, DDP time: 0.0030, Total iter time: 2.5431 [2020-10-18 15:56:53,275][root][INFO] - ===> Epoch[136](679/5): Loss -0.3189, Sem 0.1249, dir -0.9107, norm 0.4669, swav 0.0000 LR: 9.898e-02 Score 95.836 Data time: 0.0794, Forward time: 0.7782, Backward time: 1.2277, DDP time: 0.0030, Total iter time: 2.4241 [2020-10-18 15:56:55,397][root][INFO] - ===> Epoch[136](680/5): Loss -0.3070, Sem 0.1415, dir -0.9091, norm 0.4606, swav 0.0000 LR: 9.898e-02 Score 95.211 Data time: 0.0674, Forward time: 0.7780, Backward time: 1.2275, DDP time: 0.0030, Total iter time: 1.9921 [2020-10-18 15:56:57,905][root][INFO] - ===> Epoch[137](681/5): Loss -0.2940, Sem 0.1277, dir -0.9087, norm 0.4870, swav 0.0000 LR: 9.898e-02 Score 95.619 Data time: 0.0736, Forward time: 0.7780, Backward time: 1.2278, DDP time: 0.0030, Total iter time: 2.3883 [2020-10-18 15:56:59,871][root][INFO] - ===> Epoch[137](682/5): Loss -0.3439, Sem 0.1298, dir -0.9161, norm 0.4424, swav 0.0000 LR: 9.898e-02 Score 95.682 Data time: 0.0801, Forward time: 0.7781, Backward time: 1.2274, DDP time: 0.0030, Total iter time: 1.8528 [2020-10-18 15:57:02,195][root][INFO] - ===> Epoch[137](683/5): Loss -0.2148, Sem 0.1452, dir -0.8990, norm 0.5390, swav 0.0000 LR: 9.897e-02 Score 95.086 Data time: 0.0823, Forward time: 0.7782, Backward time: 1.2273, DDP time: 0.0030, Total iter time: 2.2079 [2020-10-18 15:57:04,422][root][INFO] - ===> Epoch[137](684/5): Loss -0.2631, Sem 0.1550, dir -0.9014, norm 0.4833, swav 0.0000 LR: 9.897e-02 Score 94.917 Data time: 0.0806, Forward time: 0.7783, Backward time: 1.2271, DDP time: 0.0030, Total iter time: 2.1040 [2020-10-18 15:57:06,913][root][INFO] - ===> Epoch[137](685/5): Loss -0.3083, Sem 0.1269, dir -0.9169, norm 0.4817, swav 0.0000 LR: 9.897e-02 Score 95.714 Data time: 0.0744, Forward time: 0.7784, Backward time: 1.2273, DDP time: 0.0030, Total iter time: 2.3663 [2020-10-18 15:57:08,928][root][INFO] - ===> Epoch[138](686/5): Loss -0.2975, Sem 0.1404, dir -0.9088, norm 0.4709, swav 0.0000 LR: 9.897e-02 Score 95.201 Data time: 0.0554, Forward time: 0.7782, Backward time: 1.2271, DDP time: 0.0030, Total iter time: 1.8957 [2020-10-18 15:57:11,813][root][INFO] - ===> Epoch[138](687/5): Loss -0.2898, Sem 0.1390, dir -0.9091, norm 0.4803, swav 0.0000 LR: 9.897e-02 Score 95.428 Data time: 0.0702, Forward time: 0.7781, Backward time: 1.2280, DDP time: 0.0030, Total iter time: 2.7877 [2020-10-18 15:57:13,874][root][INFO] - ===> Epoch[138](688/5): Loss -0.2971, Sem 0.1332, dir -0.9073, norm 0.4769, swav 0.0000 LR: 9.897e-02 Score 95.472 Data time: 0.0757, Forward time: 0.7780, Backward time: 1.2277, DDP time: 0.0030, Total iter time: 1.9253 [2020-10-18 15:57:15,902][root][INFO] - ===> Epoch[138](689/5): Loss -0.3067, Sem 0.1196, dir -0.9122, norm 0.4859, swav 0.0000 LR: 9.897e-02 Score 96.044 Data time: 0.1312, Forward time: 0.7782, Backward time: 1.2272, DDP time: 0.0030, Total iter time: 1.9039 [2020-10-18 15:57:18,115][root][INFO] - ===> Epoch[138](690/5): Loss -0.2777, Sem 0.1311, dir -0.9075, norm 0.4986, swav 0.0000 LR: 9.896e-02 Score 95.634 Data time: 0.1214, Forward time: 0.7785, Backward time: 1.2268, DDP time: 0.0030, Total iter time: 2.0965 [2020-10-18 15:57:20,158][root][INFO] - ===> Epoch[139](691/5): Loss -0.3417, Sem 0.1327, dir -0.9120, norm 0.4375, swav 0.0000 LR: 9.896e-02 Score 95.667 Data time: 0.0773, Forward time: 0.7785, Backward time: 1.2264, DDP time: 0.0030, Total iter time: 1.9113 [2020-10-18 15:57:22,298][root][INFO] - ===> Epoch[139](692/5): Loss -0.2779, Sem 0.1320, dir -0.9062, norm 0.4963, swav 0.0000 LR: 9.896e-02 Score 95.499 Data time: 0.0682, Forward time: 0.7784, Backward time: 1.2263, DDP time: 0.0030, Total iter time: 2.0226 [2020-10-18 15:57:24,392][root][INFO] - ===> Epoch[139](693/5): Loss -0.2945, Sem 0.1311, dir -0.9127, norm 0.4871, swav 0.0000 LR: 9.896e-02 Score 95.592 Data time: 0.0757, Forward time: 0.7785, Backward time: 1.2261, DDP time: 0.0030, Total iter time: 2.0068 [2020-10-18 15:57:26,754][root][INFO] - ===> Epoch[139](694/5): Loss -0.3067, Sem 0.1299, dir -0.9126, norm 0.4759, swav 0.0000 LR: 9.896e-02 Score 95.549 Data time: 0.0668, Forward time: 0.7782, Backward time: 1.2264, DDP time: 0.0030, Total iter time: 2.2399 [2020-10-18 15:57:29,102][root][INFO] - ===> Epoch[139](695/5): Loss -0.3092, Sem 0.1299, dir -0.9118, norm 0.4728, swav 0.0000 LR: 9.896e-02 Score 95.720 Data time: 0.0783, Forward time: 0.7783, Backward time: 1.2265, DDP time: 0.0030, Total iter time: 2.2632 [2020-10-18 15:57:31,301][root][INFO] - ===> Epoch[140](696/5): Loss -0.2508, Sem 0.1323, dir -0.9051, norm 0.5220, swav 0.0000 LR: 9.896e-02 Score 95.724 Data time: 0.2009, Forward time: 0.7782, Backward time: 1.2263, DDP time: 0.0030, Total iter time: 2.0859 [2020-10-18 15:57:33,867][root][INFO] - ===> Epoch[140](697/5): Loss -0.2387, Sem 0.1542, dir -0.9042, norm 0.5113, swav 0.0000 LR: 9.895e-02 Score 94.811 Data time: 0.1429, Forward time: 0.7788, Backward time: 1.2262, DDP time: 0.0030, Total iter time: 2.4695 [2020-10-18 15:57:35,707][root][INFO] - ===> Epoch[140](698/5): Loss -0.2147, Sem 0.1450, dir -0.8983, norm 0.5386, swav 0.0000 LR: 9.895e-02 Score 95.087 Data time: 0.0674, Forward time: 0.7787, Backward time: 1.2256, DDP time: 0.0030, Total iter time: 1.7206 [2020-10-18 15:57:38,405][root][INFO] - ===> Epoch[140](699/5): Loss -0.3378, Sem 0.1172, dir -0.9195, norm 0.4644, swav 0.0000 LR: 9.895e-02 Score 96.047 Data time: 0.0539, Forward time: 0.7786, Backward time: 1.2263, DDP time: 0.0030, Total iter time: 2.6153 [2020-10-18 15:57:40,689][root][INFO] - ===> Epoch[140](700/5): Loss -0.2859, Sem 0.1309, dir -0.9080, norm 0.4912, swav 0.0000 LR: 9.895e-02 Score 95.574 Data time: 0.0729, Forward time: 0.7786, Backward time: 1.2264, DDP time: 0.0030, Total iter time: 2.1996 [2020-10-18 15:57:41,652][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 15:57:43,563][root][INFO] - ===> Epoch[141](701/5): Loss -0.2614, Sem 0.1260, dir -0.9108, norm 0.5233, swav 0.0000 LR: 9.895e-02 Score 95.801 Data time: 0.0776, Forward time: 0.7785, Backward time: 1.2257, DDP time: 0.0030, Total iter time: 1.6983 [2020-10-18 15:57:45,814][root][INFO] - ===> Epoch[141](702/5): Loss -0.2898, Sem 0.1424, dir -0.9028, norm 0.4706, swav 0.0000 LR: 9.895e-02 Score 95.174 Data time: 0.1593, Forward time: 0.7782, Backward time: 1.2258, DDP time: 0.0030, Total iter time: 2.1379 [2020-10-18 15:57:48,009][root][INFO] - ===> Epoch[141](703/5): Loss -0.2774, Sem 0.1339, dir -0.9059, norm 0.4946, swav 0.0000 LR: 9.894e-02 Score 95.529 Data time: 0.1070, Forward time: 0.7786, Backward time: 1.2254, DDP time: 0.0030, Total iter time: 2.0912 [2020-10-18 15:57:49,974][root][INFO] - ===> Epoch[141](704/5): Loss -0.2858, Sem 0.1276, dir -0.9061, norm 0.4927, swav 0.0000 LR: 9.894e-02 Score 95.755 Data time: 0.0656, Forward time: 0.7786, Backward time: 1.2250, DDP time: 0.0030, Total iter time: 1.8580 [2020-10-18 15:57:52,608][root][INFO] - ===> Epoch[141](705/5): Loss -0.2381, Sem 0.1396, dir -0.9072, norm 0.5294, swav 0.0000 LR: 9.894e-02 Score 95.341 Data time: 0.0703, Forward time: 0.7783, Backward time: 1.2257, DDP time: 0.0030, Total iter time: 2.5491 [2020-10-18 15:57:54,716][root][INFO] - ===> Epoch[142](706/5): Loss -0.3129, Sem 0.1295, dir -0.9150, norm 0.4726, swav 0.0000 LR: 9.894e-02 Score 95.642 Data time: 0.0679, Forward time: 0.7783, Backward time: 1.2255, DDP time: 0.0030, Total iter time: 2.0356 [2020-10-18 15:57:57,058][root][INFO] - ===> Epoch[142](707/5): Loss -0.2733, Sem 0.1307, dir -0.9050, norm 0.5010, swav 0.0000 LR: 9.894e-02 Score 95.649 Data time: 0.0534, Forward time: 0.7780, Backward time: 1.2259, DDP time: 0.0030, Total iter time: 2.2414 [2020-10-18 15:57:59,499][root][INFO] - ===> Epoch[142](708/5): Loss -0.2608, Sem 0.1554, dir -0.9048, norm 0.4886, swav 0.0000 LR: 9.894e-02 Score 94.771 Data time: 0.1639, Forward time: 0.7778, Backward time: 1.2261, DDP time: 0.0030, Total iter time: 2.3529 [2020-10-18 15:58:01,710][root][INFO] - ===> Epoch[142](709/5): Loss -0.2661, Sem 0.1485, dir -0.9053, norm 0.4907, swav 0.0000 LR: 9.894e-02 Score 95.068 Data time: 0.0768, Forward time: 0.7778, Backward time: 1.2261, DDP time: 0.0030, Total iter time: 2.1234 [2020-10-18 15:58:03,728][root][INFO] - ===> Epoch[142](710/5): Loss -0.3658, Sem 0.1145, dir -0.9181, norm 0.4378, swav 0.0000 LR: 9.893e-02 Score 96.162 Data time: 0.0904, Forward time: 0.7777, Backward time: 1.2259, DDP time: 0.0030, Total iter time: 1.9088 [2020-10-18 15:58:05,982][root][INFO] - ===> Epoch[143](711/5): Loss -0.2974, Sem 0.1325, dir -0.9142, norm 0.4842, swav 0.0000 LR: 9.893e-02 Score 95.617 Data time: 0.0924, Forward time: 0.7779, Backward time: 1.2256, DDP time: 0.0030, Total iter time: 2.1596 [2020-10-18 15:58:08,302][root][INFO] - ===> Epoch[143](712/5): Loss -0.2854, Sem 0.1392, dir -0.9176, norm 0.4931, swav 0.0000 LR: 9.893e-02 Score 95.373 Data time: 0.0704, Forward time: 0.7779, Backward time: 1.2257, DDP time: 0.0030, Total iter time: 2.2165 [2020-10-18 15:58:10,350][root][INFO] - ===> Epoch[143](713/5): Loss -0.3399, Sem 0.1167, dir -0.9155, norm 0.4588, swav 0.0000 LR: 9.893e-02 Score 96.063 Data time: 0.1000, Forward time: 0.7777, Backward time: 1.2256, DDP time: 0.0030, Total iter time: 1.9451 [2020-10-18 15:58:12,596][root][INFO] - ===> Epoch[143](714/5): Loss -0.2743, Sem 0.1275, dir -0.9025, norm 0.5008, swav 0.0000 LR: 9.893e-02 Score 95.679 Data time: 0.0873, Forward time: 0.7780, Backward time: 1.2253, DDP time: 0.0030, Total iter time: 2.1608 [2020-10-18 15:58:15,029][root][INFO] - ===> Epoch[143](715/5): Loss -0.2253, Sem 0.1384, dir -0.9052, norm 0.5415, swav 0.0000 LR: 9.893e-02 Score 95.301 Data time: 0.1172, Forward time: 0.7785, Backward time: 1.2251, DDP time: 0.0030, Total iter time: 2.3083 [2020-10-18 15:58:16,971][root][INFO] - ===> Epoch[144](716/5): Loss -0.3503, Sem 0.1239, dir -0.9174, norm 0.4431, swav 0.0000 LR: 9.893e-02 Score 95.931 Data time: 0.0684, Forward time: 0.7785, Backward time: 1.2247, DDP time: 0.0030, Total iter time: 1.8266 [2020-10-18 15:58:19,164][root][INFO] - ===> Epoch[144](717/5): Loss -0.2766, Sem 0.1288, dir -0.9119, norm 0.5065, swav 0.0000 LR: 9.892e-02 Score 95.768 Data time: 0.1300, Forward time: 0.7788, Backward time: 1.2243, DDP time: 0.0030, Total iter time: 2.1014 [2020-10-18 15:58:21,066][root][INFO] - ===> Epoch[144](718/5): Loss -0.2904, Sem 0.1191, dir -0.9078, norm 0.4983, swav 0.0000 LR: 9.892e-02 Score 95.953 Data time: 0.0831, Forward time: 0.7789, Backward time: 1.2238, DDP time: 0.0030, Total iter time: 1.7942 [2020-10-18 15:58:23,047][root][INFO] - ===> Epoch[144](719/5): Loss -0.2688, Sem 0.1549, dir -0.9034, norm 0.4798, swav 0.0000 LR: 9.892e-02 Score 94.970 Data time: 0.0587, Forward time: 0.7789, Backward time: 1.2235, DDP time: 0.0030, Total iter time: 1.9012 [2020-10-18 15:58:25,252][root][INFO] - ===> Epoch[144](720/5): Loss -0.3250, Sem 0.1347, dir -0.9093, norm 0.4496, swav 0.0000 LR: 9.892e-02 Score 95.461 Data time: 0.0882, Forward time: 0.7791, Backward time: 1.2232, DDP time: 0.0030, Total iter time: 2.1204 [2020-10-18 15:58:27,215][root][INFO] - ===> Epoch[145](721/5): Loss -0.3258, Sem 0.1251, dir -0.9137, norm 0.4627, swav 0.0000 LR: 9.892e-02 Score 95.891 Data time: 0.0630, Forward time: 0.7790, Backward time: 1.2229, DDP time: 0.0030, Total iter time: 1.8671 [2020-10-18 15:58:29,295][root][INFO] - ===> Epoch[145](722/5): Loss -0.2519, Sem 0.1433, dir -0.9077, norm 0.5125, swav 0.0000 LR: 9.892e-02 Score 95.305 Data time: 0.0662, Forward time: 0.7787, Backward time: 1.2230, DDP time: 0.0030, Total iter time: 2.0007 [2020-10-18 15:58:31,341][root][INFO] - ===> Epoch[145](723/5): Loss -0.3322, Sem 0.1196, dir -0.9151, norm 0.4633, swav 0.0000 LR: 9.891e-02 Score 96.026 Data time: 0.0778, Forward time: 0.7789, Backward time: 1.2226, DDP time: 0.0030, Total iter time: 2.0044 [2020-10-18 15:58:33,408][root][INFO] - ===> Epoch[145](724/5): Loss -0.3149, Sem 0.1345, dir -0.9118, norm 0.4623, swav 0.0000 LR: 9.891e-02 Score 95.501 Data time: 0.0901, Forward time: 0.7791, Backward time: 1.2222, DDP time: 0.0030, Total iter time: 1.9533 [2020-10-18 15:58:35,442][root][INFO] - ===> Epoch[145](725/5): Loss -0.3373, Sem 0.1184, dir -0.9143, norm 0.4587, swav 0.0000 LR: 9.891e-02 Score 96.040 Data time: 0.0677, Forward time: 0.7790, Backward time: 1.2220, DDP time: 0.0030, Total iter time: 1.9436 [2020-10-18 15:58:37,199][root][INFO] - ===> Epoch[146](726/5): Loss -0.3087, Sem 0.1338, dir -0.9111, norm 0.4685, swav 0.0000 LR: 9.891e-02 Score 95.532 Data time: 0.0540, Forward time: 0.7789, Backward time: 1.2215, DDP time: 0.0030, Total iter time: 1.6919 [2020-10-18 15:58:39,693][root][INFO] - ===> Epoch[146](727/5): Loss -0.2672, Sem 0.1398, dir -0.9038, norm 0.4967, swav 0.0000 LR: 9.891e-02 Score 95.351 Data time: 0.1447, Forward time: 0.7794, Backward time: 1.2214, DDP time: 0.0030, Total iter time: 2.4052 [2020-10-18 15:58:41,991][root][INFO] - ===> Epoch[146](728/5): Loss -0.3297, Sem 0.1219, dir -0.9169, norm 0.4653, swav 0.0000 LR: 9.891e-02 Score 95.956 Data time: 0.1085, Forward time: 0.7798, Backward time: 1.2211, DDP time: 0.0030, Total iter time: 2.1858 [2020-10-18 15:58:43,988][root][INFO] - ===> Epoch[146](729/5): Loss -0.3445, Sem 0.1272, dir -0.9119, norm 0.4402, swav 0.0000 LR: 9.891e-02 Score 95.787 Data time: 0.0481, Forward time: 0.7795, Backward time: 1.2211, DDP time: 0.0030, Total iter time: 1.9025 [2020-10-18 15:58:46,254][root][INFO] - ===> Epoch[146](730/5): Loss -0.2933, Sem 0.1235, dir -0.9129, norm 0.4961, swav 0.0000 LR: 9.890e-02 Score 95.802 Data time: 0.0814, Forward time: 0.7797, Backward time: 1.2210, DDP time: 0.0030, Total iter time: 2.2371 [2020-10-18 15:58:48,768][root][INFO] - ===> Epoch[147](731/5): Loss -0.3180, Sem 0.1249, dir -0.9136, norm 0.4706, swav 0.0000 LR: 9.890e-02 Score 95.792 Data time: 0.0766, Forward time: 0.7798, Backward time: 1.2213, DDP time: 0.0030, Total iter time: 2.4216 [2020-10-18 15:58:51,395][root][INFO] - ===> Epoch[147](732/5): Loss -0.2627, Sem 0.1321, dir -0.9020, norm 0.5072, swav 0.0000 LR: 9.890e-02 Score 95.606 Data time: 0.0672, Forward time: 0.7797, Backward time: 1.2218, DDP time: 0.0030, Total iter time: 2.5446 [2020-10-18 15:58:53,416][root][INFO] - ===> Epoch[147](733/5): Loss -0.3608, Sem 0.1284, dir -0.9105, norm 0.4214, swav 0.0000 LR: 9.890e-02 Score 95.809 Data time: 0.0648, Forward time: 0.7795, Backward time: 1.2216, DDP time: 0.0030, Total iter time: 1.9381 [2020-10-18 15:58:55,305][root][INFO] - ===> Epoch[147](734/5): Loss -0.2922, Sem 0.1278, dir -0.9034, norm 0.4833, swav 0.0000 LR: 9.890e-02 Score 95.559 Data time: 0.0869, Forward time: 0.7796, Backward time: 1.2211, DDP time: 0.0030, Total iter time: 1.7968 [2020-10-18 15:58:57,539][root][INFO] - ===> Epoch[147](735/5): Loss -0.2957, Sem 0.1246, dir -0.9133, norm 0.4930, swav 0.0000 LR: 9.890e-02 Score 95.889 Data time: 0.0675, Forward time: 0.7796, Backward time: 1.2211, DDP time: 0.0030, Total iter time: 2.1345 [2020-10-18 15:58:59,767][root][INFO] - ===> Epoch[148](736/5): Loss -0.2973, Sem 0.1211, dir -0.9165, norm 0.4981, swav 0.0000 LR: 9.890e-02 Score 95.966 Data time: 0.0752, Forward time: 0.7794, Backward time: 1.2212, DDP time: 0.0030, Total iter time: 2.1455 [2020-10-18 15:59:02,091][root][INFO] - ===> Epoch[148](737/5): Loss -0.2972, Sem 0.1178, dir -0.9158, norm 0.5008, swav 0.0000 LR: 9.889e-02 Score 96.093 Data time: 0.0548, Forward time: 0.7791, Backward time: 1.2216, DDP time: 0.0030, Total iter time: 2.2503 [2020-10-18 15:59:04,285][root][INFO] - ===> Epoch[148](738/5): Loss -0.3356, Sem 0.1148, dir -0.9127, norm 0.4624, swav 0.0000 LR: 9.889e-02 Score 95.990 Data time: 0.0677, Forward time: 0.7791, Backward time: 1.2216, DDP time: 0.0030, Total iter time: 2.1195 [2020-10-18 15:59:06,117][root][INFO] - ===> Epoch[148](739/5): Loss -0.3128, Sem 0.1247, dir -0.9153, norm 0.4778, swav 0.0000 LR: 9.889e-02 Score 95.805 Data time: 0.0652, Forward time: 0.7790, Backward time: 1.2212, DDP time: 0.0030, Total iter time: 1.7308 [2020-10-18 15:59:08,818][root][INFO] - ===> Epoch[148](740/5): Loss -0.2701, Sem 0.1371, dir -0.9089, norm 0.5017, swav 0.0000 LR: 9.889e-02 Score 95.539 Data time: 0.0669, Forward time: 0.7790, Backward time: 1.2216, DDP time: 0.0030, Total iter time: 2.5797 [2020-10-18 15:59:11,381][root][INFO] - ===> Epoch[149](741/5): Loss -0.3150, Sem 0.1283, dir -0.9144, norm 0.4711, swav 0.0000 LR: 9.889e-02 Score 95.714 Data time: 0.0711, Forward time: 0.7789, Backward time: 1.2221, DDP time: 0.0030, Total iter time: 2.4617 [2020-10-18 15:59:13,335][root][INFO] - ===> Epoch[149](742/5): Loss -0.3217, Sem 0.1182, dir -0.9137, norm 0.4738, swav 0.0000 LR: 9.889e-02 Score 96.005 Data time: 0.0758, Forward time: 0.7788, Backward time: 1.2218, DDP time: 0.0030, Total iter time: 1.8417 [2020-10-18 15:59:15,542][root][INFO] - ===> Epoch[149](743/5): Loss -0.2870, Sem 0.1346, dir -0.9104, norm 0.4888, swav 0.0000 LR: 9.888e-02 Score 95.550 Data time: 0.0805, Forward time: 0.7790, Backward time: 1.2216, DDP time: 0.0030, Total iter time: 2.0996 [2020-10-18 15:59:17,943][root][INFO] - ===> Epoch[149](744/5): Loss -0.2780, Sem 0.1297, dir -0.9099, norm 0.5023, swav 0.0000 LR: 9.888e-02 Score 95.898 Data time: 0.0562, Forward time: 0.7787, Backward time: 1.2219, DDP time: 0.0030, Total iter time: 2.2774 [2020-10-18 15:59:19,915][root][INFO] - ===> Epoch[149](745/5): Loss -0.3395, Sem 0.1263, dir -0.9180, norm 0.4522, swav 0.0000 LR: 9.888e-02 Score 95.793 Data time: 0.0939, Forward time: 0.7788, Backward time: 1.2215, DDP time: 0.0030, Total iter time: 1.8762 [2020-10-18 15:59:22,037][root][INFO] - ===> Epoch[150](746/5): Loss -0.2975, Sem 0.1231, dir -0.9109, norm 0.4902, swav 0.0000 LR: 9.888e-02 Score 95.961 Data time: 0.0707, Forward time: 0.7787, Backward time: 1.2214, DDP time: 0.0030, Total iter time: 2.0187 [2020-10-18 15:59:24,130][root][INFO] - ===> Epoch[150](747/5): Loss -0.2979, Sem 0.1266, dir -0.9078, norm 0.4833, swav 0.0000 LR: 9.888e-02 Score 95.773 Data time: 0.0835, Forward time: 0.7789, Backward time: 1.2211, DDP time: 0.0030, Total iter time: 1.9929 [2020-10-18 15:59:26,465][root][INFO] - ===> Epoch[150](748/5): Loss -0.2999, Sem 0.1278, dir -0.9071, norm 0.4793, swav 0.0000 LR: 9.888e-02 Score 95.732 Data time: 0.0725, Forward time: 0.7789, Backward time: 1.2211, DDP time: 0.0030, Total iter time: 2.2136 [2020-10-18 15:59:28,224][root][INFO] - ===> Epoch[150](749/5): Loss -0.3607, Sem 0.1315, dir -0.9134, norm 0.4212, swav 0.0000 LR: 9.888e-02 Score 95.559 Data time: 0.0628, Forward time: 0.7787, Backward time: 1.2207, DDP time: 0.0030, Total iter time: 1.6523 [2020-10-18 15:59:30,660][root][INFO] - ===> Epoch[150](750/5): Loss -0.2806, Sem 0.1137, dir -0.9183, norm 0.5240, swav 0.0000 LR: 9.887e-02 Score 96.245 Data time: 0.1293, Forward time: 0.7791, Backward time: 1.2205, DDP time: 0.0030, Total iter time: 2.3584 [2020-10-18 15:59:32,650][root][INFO] - ===> Epoch[151](751/5): Loss -0.3236, Sem 0.1357, dir -0.9129, norm 0.4535, swav 0.0000 LR: 9.887e-02 Score 95.464 Data time: 0.0616, Forward time: 0.7789, Backward time: 1.2204, DDP time: 0.0030, Total iter time: 1.8408 [2020-10-18 15:59:34,924][root][INFO] - ===> Epoch[151](752/5): Loss -0.3195, Sem 0.1201, dir -0.9120, norm 0.4724, swav 0.0000 LR: 9.887e-02 Score 95.886 Data time: 0.0640, Forward time: 0.7787, Backward time: 1.2206, DDP time: 0.0030, Total iter time: 2.1953 [2020-10-18 15:59:37,415][root][INFO] - ===> Epoch[151](753/5): Loss -0.2825, Sem 0.1376, dir -0.9105, norm 0.4904, swav 0.0000 LR: 9.887e-02 Score 95.539 Data time: 0.0693, Forward time: 0.7787, Backward time: 1.2209, DDP time: 0.0030, Total iter time: 2.4094 [2020-10-18 15:59:39,630][root][INFO] - ===> Epoch[151](754/5): Loss -0.3478, Sem 0.1125, dir -0.9201, norm 0.4598, swav 0.0000 LR: 9.887e-02 Score 96.309 Data time: 0.0715, Forward time: 0.7786, Backward time: 1.2209, DDP time: 0.0030, Total iter time: 2.1057 [2020-10-18 15:59:41,572][root][INFO] - ===> Epoch[151](755/5): Loss -0.2857, Sem 0.1350, dir -0.9119, norm 0.4912, swav 0.0000 LR: 9.887e-02 Score 95.508 Data time: 0.0921, Forward time: 0.7788, Backward time: 1.2204, DDP time: 0.0030, Total iter time: 1.8370 [2020-10-18 15:59:43,850][root][INFO] - ===> Epoch[152](756/5): Loss -0.3107, Sem 0.1275, dir -0.9138, norm 0.4756, swav 0.0000 LR: 9.887e-02 Score 95.736 Data time: 0.0762, Forward time: 0.7789, Backward time: 1.2203, DDP time: 0.0030, Total iter time: 2.1524 [2020-10-18 15:59:45,619][root][INFO] - ===> Epoch[152](757/5): Loss -0.3305, Sem 0.1264, dir -0.9087, norm 0.4518, swav 0.0000 LR: 9.886e-02 Score 95.724 Data time: 0.0597, Forward time: 0.7786, Backward time: 1.2199, DDP time: 0.0030, Total iter time: 1.6442 [2020-10-18 15:59:47,496][root][INFO] - ===> Epoch[152](758/5): Loss -0.3217, Sem 0.1314, dir -0.9114, norm 0.4583, swav 0.0000 LR: 9.886e-02 Score 95.811 Data time: 0.0707, Forward time: 0.7785, Backward time: 1.2195, DDP time: 0.0030, Total iter time: 1.7918 [2020-10-18 15:59:50,350][root][INFO] - ===> Epoch[152](759/5): Loss -0.2891, Sem 0.1345, dir -0.9040, norm 0.4804, swav 0.0000 LR: 9.886e-02 Score 95.542 Data time: 0.0680, Forward time: 0.7786, Backward time: 1.2201, DDP time: 0.0030, Total iter time: 2.7410 [2020-10-18 15:59:52,848][root][INFO] - ===> Epoch[152](760/5): Loss -0.3109, Sem 0.1097, dir -0.9184, norm 0.4977, swav 0.0000 LR: 9.886e-02 Score 96.404 Data time: 0.0955, Forward time: 0.7789, Backward time: 1.2202, DDP time: 0.0030, Total iter time: 2.3792 [2020-10-18 15:59:54,861][root][INFO] - ===> Epoch[153](761/5): Loss -0.3837, Sem 0.1206, dir -0.9158, norm 0.4115, swav 0.0000 LR: 9.886e-02 Score 95.956 Data time: 0.0806, Forward time: 0.7789, Backward time: 1.2198, DDP time: 0.0030, Total iter time: 1.8788 [2020-10-18 15:59:56,938][root][INFO] - ===> Epoch[153](762/5): Loss -0.3133, Sem 0.1182, dir -0.9176, norm 0.4861, swav 0.0000 LR: 9.886e-02 Score 95.945 Data time: 0.0707, Forward time: 0.7789, Backward time: 1.2196, DDP time: 0.0030, Total iter time: 1.9687 [2020-10-18 15:59:58,893][root][INFO] - ===> Epoch[153](763/5): Loss -0.3195, Sem 0.1273, dir -0.9068, norm 0.4600, swav 0.0000 LR: 9.885e-02 Score 95.787 Data time: 0.0605, Forward time: 0.7787, Backward time: 1.2194, DDP time: 0.0030, Total iter time: 1.8637 [2020-10-18 16:00:01,195][root][INFO] - ===> Epoch[153](764/5): Loss -0.3127, Sem 0.1272, dir -0.9119, norm 0.4719, swav 0.0000 LR: 9.885e-02 Score 95.797 Data time: 0.0794, Forward time: 0.7787, Backward time: 1.2195, DDP time: 0.0030, Total iter time: 2.1898 [2020-10-18 16:00:03,378][root][INFO] - ===> Epoch[153](765/5): Loss -0.3641, Sem 0.1160, dir -0.9125, norm 0.4323, swav 0.0000 LR: 9.885e-02 Score 96.108 Data time: 0.0710, Forward time: 0.7787, Backward time: 1.2194, DDP time: 0.0030, Total iter time: 2.0528 [2020-10-18 16:00:05,203][root][INFO] - ===> Epoch[154](766/5): Loss -0.2921, Sem 0.1278, dir -0.9126, norm 0.4927, swav 0.0000 LR: 9.885e-02 Score 95.818 Data time: 0.0574, Forward time: 0.7783, Backward time: 1.2191, DDP time: 0.0030, Total iter time: 1.7156 [2020-10-18 16:00:07,767][root][INFO] - ===> Epoch[154](767/5): Loss -0.3249, Sem 0.1246, dir -0.9163, norm 0.4668, swav 0.0000 LR: 9.885e-02 Score 95.815 Data time: 0.0918, Forward time: 0.7786, Backward time: 1.2193, DDP time: 0.0030, Total iter time: 2.4784 [2020-10-18 16:00:09,675][root][INFO] - ===> Epoch[154](768/5): Loss -0.3439, Sem 0.1157, dir -0.9196, norm 0.4600, swav 0.0000 LR: 9.885e-02 Score 96.280 Data time: 0.0595, Forward time: 0.7785, Backward time: 1.2190, DDP time: 0.0030, Total iter time: 1.7992 [2020-10-18 16:00:11,935][root][INFO] - ===> Epoch[154](769/5): Loss -0.3308, Sem 0.1359, dir -0.9090, norm 0.4423, swav 0.0000 LR: 9.885e-02 Score 95.400 Data time: 0.0771, Forward time: 0.7780, Backward time: 1.2194, DDP time: 0.0030, Total iter time: 2.1480 [2020-10-18 16:00:14,154][root][INFO] - ===> Epoch[154](770/5): Loss -0.3348, Sem 0.1336, dir -0.9162, norm 0.4477, swav 0.0000 LR: 9.884e-02 Score 95.458 Data time: 0.0806, Forward time: 0.7781, Backward time: 1.2193, DDP time: 0.0030, Total iter time: 2.1460 [2020-10-18 16:00:17,256][root][INFO] - ===> Epoch[155](771/5): Loss -0.2835, Sem 0.1192, dir -0.9141, norm 0.5114, swav 0.0000 LR: 9.884e-02 Score 96.036 Data time: 0.1463, Forward time: 0.7790, Backward time: 1.2195, DDP time: 0.0030, Total iter time: 2.9833 [2020-10-18 16:00:19,792][root][INFO] - ===> Epoch[155](772/5): Loss -0.3070, Sem 0.1271, dir -0.9136, norm 0.4795, swav 0.0000 LR: 9.884e-02 Score 95.726 Data time: 0.0794, Forward time: 0.7790, Backward time: 1.2197, DDP time: 0.0030, Total iter time: 2.4099 [2020-10-18 16:00:21,923][root][INFO] - ===> Epoch[155](773/5): Loss -0.3983, Sem 0.1092, dir -0.9176, norm 0.4100, swav 0.0000 LR: 9.884e-02 Score 96.272 Data time: 0.0815, Forward time: 0.7791, Backward time: 1.2195, DDP time: 0.0030, Total iter time: 2.0245 [2020-10-18 16:00:24,159][root][INFO] - ===> Epoch[155](774/5): Loss -0.2943, Sem 0.1267, dir -0.9213, norm 0.5002, swav 0.0000 LR: 9.884e-02 Score 95.780 Data time: 0.0884, Forward time: 0.7794, Backward time: 1.2192, DDP time: 0.0030, Total iter time: 2.1411 [2020-10-18 16:00:26,413][root][INFO] - ===> Epoch[155](775/5): Loss -0.3013, Sem 0.1247, dir -0.9044, norm 0.4785, swav 0.0000 LR: 9.884e-02 Score 95.841 Data time: 0.0975, Forward time: 0.7798, Backward time: 1.2189, DDP time: 0.0030, Total iter time: 2.1480 [2020-10-18 16:00:28,633][root][INFO] - ===> Epoch[156](776/5): Loss -0.3210, Sem 0.1187, dir -0.9183, norm 0.4785, swav 0.0000 LR: 9.884e-02 Score 96.064 Data time: 0.0560, Forward time: 0.7796, Backward time: 1.2190, DDP time: 0.0030, Total iter time: 2.1070 [2020-10-18 16:00:31,272][root][INFO] - ===> Epoch[156](777/5): Loss -0.3644, Sem 0.1087, dir -0.9200, norm 0.4469, swav 0.0000 LR: 9.883e-02 Score 96.386 Data time: 0.0610, Forward time: 0.7794, Backward time: 1.2196, DDP time: 0.0030, Total iter time: 2.5479 [2020-10-18 16:00:34,022][root][INFO] - ===> Epoch[156](778/5): Loss -0.2793, Sem 0.1146, dir -0.9113, norm 0.5174, swav 0.0000 LR: 9.883e-02 Score 96.184 Data time: 0.1066, Forward time: 0.7795, Backward time: 1.2200, DDP time: 0.0030, Total iter time: 2.6459 [2020-10-18 16:00:36,050][root][INFO] - ===> Epoch[156](779/5): Loss -0.2917, Sem 0.1452, dir -0.9069, norm 0.4700, swav 0.0000 LR: 9.883e-02 Score 95.073 Data time: 0.0851, Forward time: 0.7797, Backward time: 1.2196, DDP time: 0.0030, Total iter time: 1.8927 [2020-10-18 16:00:37,995][root][INFO] - ===> Epoch[156](780/5): Loss -0.3180, Sem 0.1375, dir -0.9154, norm 0.4598, swav 0.0000 LR: 9.883e-02 Score 95.432 Data time: 0.0817, Forward time: 0.7795, Backward time: 1.2193, DDP time: 0.0030, Total iter time: 1.8380 [2020-10-18 16:00:40,076][root][INFO] - ===> Epoch[157](781/5): Loss -0.2923, Sem 0.1236, dir -0.9115, norm 0.4956, swav 0.0000 LR: 9.883e-02 Score 95.882 Data time: 0.1273, Forward time: 0.7797, Backward time: 1.2189, DDP time: 0.0030, Total iter time: 1.9830 [2020-10-18 16:00:42,155][root][INFO] - ===> Epoch[157](782/5): Loss -0.3413, Sem 0.1209, dir -0.9151, norm 0.4529, swav 0.0000 LR: 9.883e-02 Score 95.968 Data time: 0.0878, Forward time: 0.7800, Backward time: 1.2185, DDP time: 0.0030, Total iter time: 1.9426 [2020-10-18 16:00:44,603][root][INFO] - ===> Epoch[157](783/5): Loss -0.3088, Sem 0.1221, dir -0.9140, norm 0.4831, swav 0.0000 LR: 9.882e-02 Score 95.866 Data time: 0.0665, Forward time: 0.7799, Backward time: 1.2188, DDP time: 0.0030, Total iter time: 2.3464 [2020-10-18 16:00:46,418][root][INFO] - ===> Epoch[157](784/5): Loss -0.3237, Sem 0.1209, dir -0.9132, norm 0.4686, swav 0.0000 LR: 9.882e-02 Score 95.987 Data time: 0.0754, Forward time: 0.7799, Backward time: 1.2183, DDP time: 0.0030, Total iter time: 1.7172 [2020-10-18 16:00:48,420][root][INFO] - ===> Epoch[157](785/5): Loss -0.3526, Sem 0.1169, dir -0.9174, norm 0.4480, swav 0.0000 LR: 9.882e-02 Score 96.013 Data time: 0.0721, Forward time: 0.7798, Backward time: 1.2181, DDP time: 0.0030, Total iter time: 1.9025 [2020-10-18 16:00:50,933][root][INFO] - ===> Epoch[158](786/5): Loss -0.3108, Sem 0.1359, dir -0.9128, norm 0.4661, swav 0.0000 LR: 9.882e-02 Score 95.377 Data time: 0.0979, Forward time: 0.7798, Backward time: 1.2183, DDP time: 0.0030, Total iter time: 2.3978 [2020-10-18 16:00:53,228][root][INFO] - ===> Epoch[158](787/5): Loss -0.3184, Sem 0.1197, dir -0.9153, norm 0.4771, swav 0.0000 LR: 9.882e-02 Score 96.183 Data time: 0.0748, Forward time: 0.7798, Backward time: 1.2184, DDP time: 0.0030, Total iter time: 2.1932 [2020-10-18 16:00:55,309][root][INFO] - ===> Epoch[158](788/5): Loss -0.2808, Sem 0.1237, dir -0.9133, norm 0.5088, swav 0.0000 LR: 9.882e-02 Score 95.944 Data time: 0.0847, Forward time: 0.7799, Backward time: 1.2181, DDP time: 0.0030, Total iter time: 1.9794 [2020-10-18 16:00:57,295][root][INFO] - ===> Epoch[158](789/5): Loss -0.3455, Sem 0.1329, dir -0.9196, norm 0.4412, swav 0.0000 LR: 9.882e-02 Score 95.583 Data time: 0.0635, Forward time: 0.7795, Backward time: 1.2181, DDP time: 0.0030, Total iter time: 1.8767 [2020-10-18 16:00:59,261][root][INFO] - ===> Epoch[158](790/5): Loss -0.2948, Sem 0.1175, dir -0.9134, norm 0.5011, swav 0.0000 LR: 9.881e-02 Score 96.105 Data time: 0.0807, Forward time: 0.7796, Backward time: 1.2177, DDP time: 0.0030, Total iter time: 1.8950 [2020-10-18 16:01:01,685][root][INFO] - ===> Epoch[159](791/5): Loss -0.3456, Sem 0.1072, dir -0.9170, norm 0.4643, swav 0.0000 LR: 9.881e-02 Score 96.425 Data time: 0.0840, Forward time: 0.7796, Backward time: 1.2178, DDP time: 0.0030, Total iter time: 2.3059 [2020-10-18 16:01:04,170][root][INFO] - ===> Epoch[159](792/5): Loss -0.3009, Sem 0.1326, dir -0.9063, norm 0.4728, swav 0.0000 LR: 9.881e-02 Score 95.569 Data time: 0.0856, Forward time: 0.7798, Backward time: 1.2180, DDP time: 0.0030, Total iter time: 2.4144 [2020-10-18 16:01:06,396][root][INFO] - ===> Epoch[159](793/5): Loss -0.3424, Sem 0.1284, dir -0.9107, norm 0.4399, swav 0.0000 LR: 9.881e-02 Score 95.595 Data time: 0.0940, Forward time: 0.7800, Backward time: 1.2177, DDP time: 0.0030, Total iter time: 2.1113 [2020-10-18 16:01:08,432][root][INFO] - ===> Epoch[159](794/5): Loss -0.3447, Sem 0.1334, dir -0.9109, norm 0.4329, swav 0.0000 LR: 9.881e-02 Score 95.549 Data time: 0.0865, Forward time: 0.7802, Backward time: 1.2173, DDP time: 0.0030, Total iter time: 1.9317 [2020-10-18 16:01:10,042][root][INFO] - ===> Epoch[159](795/5): Loss -0.3637, Sem 0.1159, dir -0.9207, norm 0.4410, swav 0.0000 LR: 9.881e-02 Score 96.088 Data time: 0.0578, Forward time: 0.7801, Backward time: 1.2167, DDP time: 0.0030, Total iter time: 1.5170 [2020-10-18 16:01:12,310][root][INFO] - ===> Epoch[160](796/5): Loss -0.2540, Sem 0.1324, dir -0.9109, norm 0.5244, swav 0.0000 LR: 9.881e-02 Score 95.771 Data time: 0.1056, Forward time: 0.7802, Backward time: 1.2167, DDP time: 0.0030, Total iter time: 2.1924 [2020-10-18 16:01:14,648][root][INFO] - ===> Epoch[160](797/5): Loss -0.3147, Sem 0.1199, dir -0.9149, norm 0.4802, swav 0.0000 LR: 9.880e-02 Score 96.030 Data time: 0.0777, Forward time: 0.7803, Backward time: 1.2167, DDP time: 0.0030, Total iter time: 2.2180 [2020-10-18 16:01:16,757][root][INFO] - ===> Epoch[160](798/5): Loss -0.3648, Sem 0.1150, dir -0.9163, norm 0.4366, swav 0.0000 LR: 9.880e-02 Score 96.250 Data time: 0.0702, Forward time: 0.7802, Backward time: 1.2166, DDP time: 0.0030, Total iter time: 2.0253 [2020-10-18 16:01:19,088][root][INFO] - ===> Epoch[160](799/5): Loss -0.3473, Sem 0.1099, dir -0.9245, norm 0.4673, swav 0.0000 LR: 9.880e-02 Score 96.498 Data time: 0.0684, Forward time: 0.7802, Backward time: 1.2167, DDP time: 0.0030, Total iter time: 2.2432 [2020-10-18 16:01:21,289][root][INFO] - ===> Epoch[160](800/5): Loss -0.3504, Sem 0.1165, dir -0.9175, norm 0.4506, swav 0.0000 LR: 9.880e-02 Score 96.101 Data time: 0.0626, Forward time: 0.7801, Backward time: 1.2167, DDP time: 0.0030, Total iter time: 2.1050 [2020-10-18 16:01:22,299][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 16:01:22,474][root][INFO] - ===> Start testing [2020-10-18 16:01:58,561][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1186 Loss 0.240 (AVG: 0.414) Score 92.599 (AVG: 89.351) mIOU 66.187 mAP 83.758 mAcc 73.910 IOU: 59.936 0.000 74.138 71.625 94.486 88.053 26.831 68.742 98.592 60.546 80.521 83.849 53.111 mAP: 82.754 12.416 91.680 89.797 99.201 98.458 60.771 90.883 99.761 86.797 94.441 93.360 88.534 mAcc: 75.750 0.000 86.012 79.678 96.610 95.239 29.048 88.926 99.634 64.572 91.366 94.667 59.322 [2020-10-18 16:01:58,563][root][INFO] - Finished test. Elapsed time: 36.0872 [2020-10-18 16:02:01,364][root][INFO] - [2020-10-18 16:02:01,364][root][INFO] - ################################################################ [2020-10-18 16:02:01,365][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 16:02:01,365][root][INFO] - ################################################################ [2020-10-18 16:02:01,365][root][INFO] - clutter : nan nan nan [2020-10-18 16:02:01,365][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 16:02:01,365][root][INFO] - board : 0.621 0.790 0.871 [2020-10-18 16:02:01,365][root][INFO] - bookcase : 0.215 0.379 0.522 [2020-10-18 16:02:01,365][root][INFO] - ceiling : 0.702 0.747 0.794 [2020-10-18 16:02:01,365][root][INFO] - chair : 0.715 0.831 0.873 [2020-10-18 16:02:01,365][root][INFO] - column : 0.078 0.195 0.346 [2020-10-18 16:02:01,365][root][INFO] - door : 0.434 0.611 0.797 [2020-10-18 16:02:01,365][root][INFO] - floor : 1.000 1.000 1.000 [2020-10-18 16:02:01,365][root][INFO] - sofa : 0.221 0.573 0.727 [2020-10-18 16:02:01,365][root][INFO] - table : 0.188 0.404 0.670 [2020-10-18 16:02:01,365][root][INFO] - wall : 0.470 0.710 0.804 [2020-10-18 16:02:01,365][root][INFO] - window : 0.362 0.652 0.669 [2020-10-18 16:02:01,365][root][INFO] - ---------------------------------------------------------------- [2020-10-18 16:02:01,365][root][INFO] - average : 0.417 0.574 0.673 [2020-10-18 16:02:01,365][root][INFO] - [2020-10-18 16:02:01,509][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 16:02:01,510][root][INFO] - Current best mIoU: 66.273 at iter 600 [2020-10-18 16:02:03,007][root][INFO] - ===> Epoch[161](801/5): Loss -0.3205, Sem 0.1273, dir -0.9125, norm 0.4647, swav 0.0000 LR: 9.880e-02 Score 95.746 Data time: 0.0330, Forward time: 0.7797, Backward time: 1.2163, DDP time: 0.0030, Total iter time: 1.4923 [2020-10-18 16:02:05,492][root][INFO] - ===> Epoch[161](802/5): Loss -0.3440, Sem 0.1372, dir -0.9114, norm 0.4302, swav 0.0000 LR: 9.880e-02 Score 95.512 Data time: 0.0373, Forward time: 0.7793, Backward time: 1.2170, DDP time: 0.0030, Total iter time: 2.4294 [2020-10-18 16:02:07,736][root][INFO] - ===> Epoch[161](803/5): Loss -0.3169, Sem 0.1212, dir -0.9169, norm 0.4788, swav 0.0000 LR: 9.879e-02 Score 96.023 Data time: 0.0441, Forward time: 0.7790, Backward time: 1.2173, DDP time: 0.0030, Total iter time: 2.2048 [2020-10-18 16:02:09,913][root][INFO] - ===> Epoch[161](804/5): Loss -0.3563, Sem 0.1101, dir -0.9187, norm 0.4523, swav 0.0000 LR: 9.879e-02 Score 96.219 Data time: 0.0799, Forward time: 0.7791, Backward time: 1.2172, DDP time: 0.0030, Total iter time: 2.0870 [2020-10-18 16:02:12,081][root][INFO] - ===> Epoch[161](805/5): Loss -0.3002, Sem 0.1363, dir -0.9105, norm 0.4740, swav 0.0000 LR: 9.879e-02 Score 95.532 Data time: 0.0727, Forward time: 0.7791, Backward time: 1.2171, DDP time: 0.0030, Total iter time: 2.0538 [2020-10-18 16:02:14,305][root][INFO] - ===> Epoch[162](806/5): Loss -0.3915, Sem 0.1060, dir -0.9226, norm 0.4251, swav 0.0000 LR: 9.879e-02 Score 96.474 Data time: 0.0549, Forward time: 0.7787, Backward time: 1.2173, DDP time: 0.0030, Total iter time: 2.1304 [2020-10-18 16:02:16,428][root][INFO] - ===> Epoch[162](807/5): Loss -0.3451, Sem 0.1357, dir -0.9167, norm 0.4359, swav 0.0000 LR: 9.879e-02 Score 95.471 Data time: 0.0614, Forward time: 0.7785, Backward time: 1.2174, DDP time: 0.0030, Total iter time: 2.0696 [2020-10-18 16:02:19,183][root][INFO] - ===> Epoch[162](808/5): Loss -0.3491, Sem 0.1141, dir -0.9192, norm 0.4561, swav 0.0000 LR: 9.879e-02 Score 96.243 Data time: 0.0766, Forward time: 0.7785, Backward time: 1.2180, DDP time: 0.0030, Total iter time: 2.6573 [2020-10-18 16:02:21,261][root][INFO] - ===> Epoch[162](809/5): Loss -0.3110, Sem 0.1315, dir -0.9184, norm 0.4759, swav 0.0000 LR: 9.879e-02 Score 95.484 Data time: 0.0811, Forward time: 0.7786, Backward time: 1.2177, DDP time: 0.0030, Total iter time: 1.9632 [2020-10-18 16:02:23,505][root][INFO] - ===> Epoch[162](810/5): Loss -0.3579, Sem 0.1120, dir -0.9147, norm 0.4448, swav 0.0000 LR: 9.878e-02 Score 96.349 Data time: 0.0523, Forward time: 0.7783, Backward time: 1.2179, DDP time: 0.0030, Total iter time: 2.1234 [2020-10-18 16:02:25,917][root][INFO] - ===> Epoch[163](811/5): Loss -0.3512, Sem 0.1202, dir -0.9183, norm 0.4469, swav 0.0000 LR: 9.878e-02 Score 95.972 Data time: 0.1019, Forward time: 0.7783, Backward time: 1.2181, DDP time: 0.0030, Total iter time: 2.3316 [2020-10-18 16:02:28,209][root][INFO] - ===> Epoch[163](812/5): Loss -0.3370, Sem 0.1162, dir -0.9176, norm 0.4644, swav 0.0000 LR: 9.878e-02 Score 96.120 Data time: 0.0954, Forward time: 0.7784, Backward time: 1.2180, DDP time: 0.0030, Total iter time: 2.1839 [2020-10-18 16:02:30,063][root][INFO] - ===> Epoch[163](813/5): Loss -0.3564, Sem 0.1250, dir -0.9184, norm 0.4371, swav 0.0000 LR: 9.878e-02 Score 95.762 Data time: 0.0876, Forward time: 0.7785, Backward time: 1.2175, DDP time: 0.0030, Total iter time: 1.7364 [2020-10-18 16:02:32,607][root][INFO] - ===> Epoch[163](814/5): Loss -0.2779, Sem 0.1222, dir -0.9123, norm 0.5122, swav 0.0000 LR: 9.878e-02 Score 95.902 Data time: 0.0628, Forward time: 0.7783, Backward time: 1.2179, DDP time: 0.0030, Total iter time: 2.4088 [2020-10-18 16:02:34,538][root][INFO] - ===> Epoch[163](815/5): Loss -0.3969, Sem 0.1047, dir -0.9213, norm 0.4197, swav 0.0000 LR: 9.878e-02 Score 96.506 Data time: 0.0723, Forward time: 0.7782, Backward time: 1.2176, DDP time: 0.0030, Total iter time: 1.8211 [2020-10-18 16:02:36,726][root][INFO] - ===> Epoch[164](816/5): Loss -0.3512, Sem 0.1193, dir -0.9186, norm 0.4481, swav 0.0000 LR: 9.878e-02 Score 96.045 Data time: 0.0737, Forward time: 0.7783, Backward time: 1.2175, DDP time: 0.0030, Total iter time: 2.0803 [2020-10-18 16:02:40,049][root][INFO] - ===> Epoch[164](817/5): Loss -0.3324, Sem 0.1176, dir -0.9141, norm 0.4642, swav 0.0000 LR: 9.877e-02 Score 96.013 Data time: 0.1396, Forward time: 0.7793, Backward time: 1.2178, DDP time: 0.0030, Total iter time: 3.2114 [2020-10-18 16:02:42,092][root][INFO] - ===> Epoch[164](818/5): Loss -0.3446, Sem 0.1162, dir -0.9148, norm 0.4540, swav 0.0000 LR: 9.877e-02 Score 96.178 Data time: 0.0668, Forward time: 0.7792, Backward time: 1.2176, DDP time: 0.0030, Total iter time: 1.9150 [2020-10-18 16:02:44,007][root][INFO] - ===> Epoch[164](819/5): Loss -0.3442, Sem 0.1163, dir -0.9184, norm 0.4580, swav 0.0000 LR: 9.877e-02 Score 96.096 Data time: 0.0777, Forward time: 0.7792, Backward time: 1.2172, DDP time: 0.0030, Total iter time: 1.8031 [2020-10-18 16:02:46,301][root][INFO] - ===> Epoch[164](820/5): Loss -0.2916, Sem 0.1180, dir -0.9121, norm 0.5024, swav 0.0000 LR: 9.877e-02 Score 96.045 Data time: 0.0928, Forward time: 0.7794, Backward time: 1.2171, DDP time: 0.0030, Total iter time: 2.1979 [2020-10-18 16:02:48,259][root][INFO] - ===> Epoch[165](821/5): Loss -0.3540, Sem 0.1254, dir -0.9127, norm 0.4332, swav 0.0000 LR: 9.877e-02 Score 95.829 Data time: 0.0710, Forward time: 0.7793, Backward time: 1.2168, DDP time: 0.0030, Total iter time: 1.8292 [2020-10-18 16:02:50,374][root][INFO] - ===> Epoch[165](822/5): Loss -0.3844, Sem 0.1147, dir -0.9191, norm 0.4200, swav 0.0000 LR: 9.877e-02 Score 96.150 Data time: 0.0543, Forward time: 0.7791, Backward time: 1.2169, DDP time: 0.0030, Total iter time: 2.0381 [2020-10-18 16:02:52,550][root][INFO] - ===> Epoch[165](823/5): Loss -0.3639, Sem 0.1120, dir -0.9230, norm 0.4470, swav 0.0000 LR: 9.876e-02 Score 96.342 Data time: 0.0546, Forward time: 0.7788, Backward time: 1.2171, DDP time: 0.0030, Total iter time: 2.0967 [2020-10-18 16:02:54,550][root][INFO] - ===> Epoch[165](824/5): Loss -0.3729, Sem 0.1099, dir -0.9165, norm 0.4336, swav 0.0000 LR: 9.876e-02 Score 96.368 Data time: 0.0709, Forward time: 0.7788, Backward time: 1.2169, DDP time: 0.0030, Total iter time: 1.9460 [2020-10-18 16:02:56,491][root][INFO] - ===> Epoch[165](825/5): Loss -0.3621, Sem 0.1174, dir -0.9146, norm 0.4351, swav 0.0000 LR: 9.876e-02 Score 96.036 Data time: 0.0637, Forward time: 0.7786, Backward time: 1.2167, DDP time: 0.0030, Total iter time: 1.8541 [2020-10-18 16:02:58,421][root][INFO] - ===> Epoch[166](826/5): Loss -0.4059, Sem 0.1044, dir -0.9225, norm 0.4122, swav 0.0000 LR: 9.876e-02 Score 96.634 Data time: 0.0753, Forward time: 0.7787, Backward time: 1.2163, DDP time: 0.0030, Total iter time: 1.8423 [2020-10-18 16:03:00,657][root][INFO] - ===> Epoch[166](827/5): Loss -0.3432, Sem 0.1119, dir -0.9180, norm 0.4629, swav 0.0000 LR: 9.876e-02 Score 96.228 Data time: 0.0846, Forward time: 0.7791, Backward time: 1.2159, DDP time: 0.0030, Total iter time: 2.1282 [2020-10-18 16:03:02,898][root][INFO] - ===> Epoch[166](828/5): Loss -0.3007, Sem 0.1346, dir -0.9108, norm 0.4755, swav 0.0000 LR: 9.876e-02 Score 95.599 Data time: 0.0738, Forward time: 0.7791, Backward time: 1.2159, DDP time: 0.0030, Total iter time: 2.1189 [2020-10-18 16:03:05,066][root][INFO] - ===> Epoch[166](829/5): Loss -0.3940, Sem 0.1022, dir -0.9239, norm 0.4277, swav 0.0000 LR: 9.876e-02 Score 96.573 Data time: 0.0686, Forward time: 0.7791, Backward time: 1.2159, DDP time: 0.0030, Total iter time: 2.0697 [2020-10-18 16:03:07,171][root][INFO] - ===> Epoch[166](830/5): Loss -0.3585, Sem 0.1186, dir -0.9208, norm 0.4436, swav 0.0000 LR: 9.875e-02 Score 96.160 Data time: 0.0724, Forward time: 0.7790, Backward time: 1.2158, DDP time: 0.0030, Total iter time: 2.0143 [2020-10-18 16:03:09,076][root][INFO] - ===> Epoch[167](831/5): Loss -0.3525, Sem 0.1269, dir -0.9103, norm 0.4309, swav 0.0000 LR: 9.875e-02 Score 95.808 Data time: 0.0833, Forward time: 0.7791, Backward time: 1.2153, DDP time: 0.0030, Total iter time: 1.8037 [2020-10-18 16:03:11,384][root][INFO] - ===> Epoch[167](832/5): Loss -0.3273, Sem 0.1131, dir -0.9161, norm 0.4757, swav 0.0000 LR: 9.875e-02 Score 96.310 Data time: 0.0852, Forward time: 0.7792, Backward time: 1.2153, DDP time: 0.0030, Total iter time: 2.2132 [2020-10-18 16:03:13,946][root][INFO] - ===> Epoch[167](833/5): Loss -0.3689, Sem 0.1114, dir -0.9168, norm 0.4366, swav 0.0000 LR: 9.875e-02 Score 96.273 Data time: 0.0745, Forward time: 0.7792, Backward time: 1.2156, DDP time: 0.0030, Total iter time: 2.4443 [2020-10-18 16:03:16,011][root][INFO] - ===> Epoch[167](834/5): Loss -0.3700, Sem 0.1071, dir -0.9190, norm 0.4420, swav 0.0000 LR: 9.875e-02 Score 96.441 Data time: 0.2367, Forward time: 0.7793, Backward time: 1.2152, DDP time: 0.0030, Total iter time: 1.9459 [2020-10-18 16:03:18,588][root][INFO] - ===> Epoch[167](835/5): Loss -0.3580, Sem 0.1126, dir -0.9179, norm 0.4472, swav 0.0000 LR: 9.875e-02 Score 96.186 Data time: 0.1060, Forward time: 0.7797, Backward time: 1.2151, DDP time: 0.0030, Total iter time: 2.4623 [2020-10-18 16:03:21,157][root][INFO] - ===> Epoch[168](836/5): Loss -0.3123, Sem 0.1199, dir -0.9186, norm 0.4864, swav 0.0000 LR: 9.875e-02 Score 96.125 Data time: 0.0948, Forward time: 0.7800, Backward time: 1.2152, DDP time: 0.0030, Total iter time: 2.4506 [2020-10-18 16:03:23,316][root][INFO] - ===> Epoch[168](837/5): Loss -0.3406, Sem 0.1270, dir -0.9118, norm 0.4442, swav 0.0000 LR: 9.874e-02 Score 95.812 Data time: 0.0795, Forward time: 0.7800, Backward time: 1.2150, DDP time: 0.0030, Total iter time: 2.0138 [2020-10-18 16:03:25,890][root][INFO] - ===> Epoch[168](838/5): Loss -0.3521, Sem 0.1034, dir -0.9212, norm 0.4657, swav 0.0000 LR: 9.874e-02 Score 96.634 Data time: 0.0738, Forward time: 0.7800, Backward time: 1.2154, DDP time: 0.0030, Total iter time: 2.4722 [2020-10-18 16:03:28,182][root][INFO] - ===> Epoch[168](839/5): Loss -0.4066, Sem 0.1020, dir -0.9247, norm 0.4161, swav 0.0000 LR: 9.874e-02 Score 96.588 Data time: 0.0870, Forward time: 0.7801, Backward time: 1.2152, DDP time: 0.0030, Total iter time: 2.1508 [2020-10-18 16:03:30,208][root][INFO] - ===> Epoch[168](840/5): Loss -0.3324, Sem 0.1296, dir -0.9127, norm 0.4507, swav 0.0000 LR: 9.874e-02 Score 95.655 Data time: 0.0868, Forward time: 0.7802, Backward time: 1.2149, DDP time: 0.0030, Total iter time: 1.9054 [2020-10-18 16:03:32,413][root][INFO] - ===> Epoch[169](841/5): Loss -0.3527, Sem 0.1133, dir -0.9174, norm 0.4514, swav 0.0000 LR: 9.874e-02 Score 96.286 Data time: 0.0774, Forward time: 0.7803, Backward time: 1.2147, DDP time: 0.0030, Total iter time: 2.0949 [2020-10-18 16:03:34,985][root][INFO] - ===> Epoch[169](842/5): Loss -0.2735, Sem 0.1303, dir -0.9139, norm 0.5100, swav 0.0000 LR: 9.874e-02 Score 95.759 Data time: 0.0740, Forward time: 0.7804, Backward time: 1.2150, DDP time: 0.0030, Total iter time: 2.4628 [2020-10-18 16:03:37,035][root][INFO] - ===> Epoch[169](843/5): Loss -0.3838, Sem 0.1145, dir -0.9276, norm 0.4293, swav 0.0000 LR: 9.873e-02 Score 96.124 Data time: 0.0639, Forward time: 0.7802, Backward time: 1.2149, DDP time: 0.0030, Total iter time: 1.9472 [2020-10-18 16:03:39,453][root][INFO] - ===> Epoch[169](844/5): Loss -0.3586, Sem 0.1049, dir -0.9215, norm 0.4580, swav 0.0000 LR: 9.873e-02 Score 96.587 Data time: 0.0587, Forward time: 0.7800, Backward time: 1.2153, DDP time: 0.0030, Total iter time: 2.3213 [2020-10-18 16:03:41,401][root][INFO] - ===> Epoch[169](845/5): Loss -0.3739, Sem 0.1365, dir -0.9173, norm 0.4070, swav 0.0000 LR: 9.873e-02 Score 95.403 Data time: 0.0682, Forward time: 0.7799, Backward time: 1.2151, DDP time: 0.0030, Total iter time: 1.8688 [2020-10-18 16:03:43,547][root][INFO] - ===> Epoch[170](846/5): Loss -0.3635, Sem 0.1089, dir -0.9213, norm 0.4489, swav 0.0000 LR: 9.873e-02 Score 96.347 Data time: 0.0881, Forward time: 0.7801, Backward time: 1.2148, DDP time: 0.0030, Total iter time: 2.0554 [2020-10-18 16:03:45,900][root][INFO] - ===> Epoch[170](847/5): Loss -0.3086, Sem 0.1287, dir -0.9146, norm 0.4773, swav 0.0000 LR: 9.873e-02 Score 95.731 Data time: 0.0947, Forward time: 0.7799, Backward time: 1.2150, DDP time: 0.0030, Total iter time: 2.2253 [2020-10-18 16:03:47,928][root][INFO] - ===> Epoch[170](848/5): Loss -0.3581, Sem 0.1124, dir -0.9197, norm 0.4492, swav 0.0000 LR: 9.873e-02 Score 96.278 Data time: 0.0742, Forward time: 0.7799, Backward time: 1.2148, DDP time: 0.0030, Total iter time: 1.9575 [2020-10-18 16:03:50,075][root][INFO] - ===> Epoch[170](849/5): Loss -0.3751, Sem 0.1084, dir -0.9205, norm 0.4370, swav 0.0000 LR: 9.873e-02 Score 96.420 Data time: 0.0824, Forward time: 0.7801, Backward time: 1.2146, DDP time: 0.0030, Total iter time: 2.0486 [2020-10-18 16:03:52,325][root][INFO] - ===> Epoch[170](850/5): Loss -0.3477, Sem 0.1217, dir -0.9204, norm 0.4509, swav 0.0000 LR: 9.872e-02 Score 95.927 Data time: 0.0770, Forward time: 0.7801, Backward time: 1.2145, DDP time: 0.0030, Total iter time: 2.1435 [2020-10-18 16:03:54,554][root][INFO] - ===> Epoch[171](851/5): Loss -0.3516, Sem 0.1146, dir -0.9176, norm 0.4514, swav 0.0000 LR: 9.872e-02 Score 96.213 Data time: 0.0556, Forward time: 0.7799, Backward time: 1.2147, DDP time: 0.0030, Total iter time: 2.1051 [2020-10-18 16:03:56,885][root][INFO] - ===> Epoch[171](852/5): Loss -0.3411, Sem 0.1151, dir -0.9171, norm 0.4609, swav 0.0000 LR: 9.872e-02 Score 96.128 Data time: 0.0828, Forward time: 0.7801, Backward time: 1.2146, DDP time: 0.0030, Total iter time: 2.2539 [2020-10-18 16:03:58,949][root][INFO] - ===> Epoch[171](853/5): Loss -0.3787, Sem 0.1080, dir -0.9238, norm 0.4371, swav 0.0000 LR: 9.872e-02 Score 96.349 Data time: 0.0699, Forward time: 0.7801, Backward time: 1.2144, DDP time: 0.0030, Total iter time: 1.9430 [2020-10-18 16:04:01,285][root][INFO] - ===> Epoch[171](854/5): Loss -0.3450, Sem 0.1055, dir -0.9159, norm 0.4654, swav 0.0000 LR: 9.872e-02 Score 96.499 Data time: 0.0752, Forward time: 0.7800, Backward time: 1.2146, DDP time: 0.0030, Total iter time: 2.2359 [2020-10-18 16:04:03,837][root][INFO] - ===> Epoch[171](855/5): Loss -0.3371, Sem 0.1057, dir -0.9202, norm 0.4773, swav 0.0000 LR: 9.872e-02 Score 96.505 Data time: 0.0780, Forward time: 0.7800, Backward time: 1.2149, DDP time: 0.0030, Total iter time: 2.4679 [2020-10-18 16:04:06,137][root][INFO] - ===> Epoch[172](856/5): Loss -0.3448, Sem 0.1348, dir -0.9184, norm 0.4388, swav 0.0000 LR: 9.872e-02 Score 95.392 Data time: 0.0895, Forward time: 0.7801, Backward time: 1.2148, DDP time: 0.0030, Total iter time: 2.1640 [2020-10-18 16:04:08,105][root][INFO] - ===> Epoch[172](857/5): Loss -0.2762, Sem 0.1176, dir -0.9088, norm 0.5151, swav 0.0000 LR: 9.871e-02 Score 96.115 Data time: 0.0815, Forward time: 0.7801, Backward time: 1.2145, DDP time: 0.0030, Total iter time: 1.8552 [2020-10-18 16:04:10,112][root][INFO] - ===> Epoch[172](858/5): Loss -0.2825, Sem 0.1339, dir -0.9151, norm 0.4987, swav 0.0000 LR: 9.871e-02 Score 95.539 Data time: 0.0685, Forward time: 0.7801, Backward time: 1.2142, DDP time: 0.0030, Total iter time: 1.9036 [2020-10-18 16:04:12,784][root][INFO] - ===> Epoch[172](859/5): Loss -0.3058, Sem 0.1266, dir -0.9134, norm 0.4811, swav 0.0000 LR: 9.871e-02 Score 95.730 Data time: 0.0856, Forward time: 0.7804, Backward time: 1.2145, DDP time: 0.0030, Total iter time: 2.5726 [2020-10-18 16:04:15,050][root][INFO] - ===> Epoch[172](860/5): Loss -0.3698, Sem 0.1126, dir -0.9189, norm 0.4366, swav 0.0000 LR: 9.871e-02 Score 96.203 Data time: 0.0641, Forward time: 0.7803, Backward time: 1.2146, DDP time: 0.0030, Total iter time: 2.1791 [2020-10-18 16:04:16,974][root][INFO] - ===> Epoch[173](861/5): Loss -0.3574, Sem 0.1172, dir -0.9200, norm 0.4454, swav 0.0000 LR: 9.871e-02 Score 96.089 Data time: 0.0602, Forward time: 0.7800, Backward time: 1.2145, DDP time: 0.0030, Total iter time: 1.8527 [2020-10-18 16:04:19,405][root][INFO] - ===> Epoch[173](862/5): Loss -0.3083, Sem 0.1225, dir -0.9144, norm 0.4836, swav 0.0000 LR: 9.871e-02 Score 96.008 Data time: 0.0953, Forward time: 0.7801, Backward time: 1.2147, DDP time: 0.0030, Total iter time: 2.3992 [2020-10-18 16:04:21,523][root][INFO] - ===> Epoch[173](863/5): Loss -0.3490, Sem 0.1265, dir -0.9238, norm 0.4483, swav 0.0000 LR: 9.870e-02 Score 95.767 Data time: 0.0805, Forward time: 0.7802, Backward time: 1.2145, DDP time: 0.0030, Total iter time: 2.0245 [2020-10-18 16:04:23,888][root][INFO] - ===> Epoch[173](864/5): Loss -0.3222, Sem 0.1202, dir -0.9174, norm 0.4750, swav 0.0000 LR: 9.870e-02 Score 96.103 Data time: 0.1036, Forward time: 0.7802, Backward time: 1.2146, DDP time: 0.0030, Total iter time: 2.2844 [2020-10-18 16:04:26,116][root][INFO] - ===> Epoch[173](865/5): Loss -0.3113, Sem 0.1237, dir -0.9094, norm 0.4744, swav 0.0000 LR: 9.870e-02 Score 95.889 Data time: 0.1234, Forward time: 0.7804, Backward time: 1.2144, DDP time: 0.0030, Total iter time: 2.1332 [2020-10-18 16:04:28,210][root][INFO] - ===> Epoch[174](866/5): Loss -0.3655, Sem 0.1181, dir -0.9197, norm 0.4361, swav 0.0000 LR: 9.870e-02 Score 96.013 Data time: 0.0875, Forward time: 0.7806, Backward time: 1.2140, DDP time: 0.0030, Total iter time: 1.9721 [2020-10-18 16:04:30,378][root][INFO] - ===> Epoch[174](867/5): Loss -0.3408, Sem 0.1183, dir -0.9206, norm 0.4615, swav 0.0000 LR: 9.870e-02 Score 96.098 Data time: 0.0637, Forward time: 0.7805, Backward time: 1.2140, DDP time: 0.0030, Total iter time: 2.0620 [2020-10-18 16:04:32,848][root][INFO] - ===> Epoch[174](868/5): Loss -0.3684, Sem 0.1092, dir -0.9204, norm 0.4427, swav 0.0000 LR: 9.870e-02 Score 96.361 Data time: 0.0703, Forward time: 0.7804, Backward time: 1.2143, DDP time: 0.0030, Total iter time: 2.3665 [2020-10-18 16:04:34,790][root][INFO] - ===> Epoch[174](869/5): Loss -0.3600, Sem 0.1146, dir -0.9126, norm 0.4380, swav 0.0000 LR: 9.870e-02 Score 96.121 Data time: 0.0992, Forward time: 0.7804, Backward time: 1.2139, DDP time: 0.0030, Total iter time: 1.8308 [2020-10-18 16:04:37,154][root][INFO] - ===> Epoch[174](870/5): Loss -0.3394, Sem 0.1132, dir -0.9171, norm 0.4645, swav 0.0000 LR: 9.869e-02 Score 96.161 Data time: 0.1070, Forward time: 0.7808, Backward time: 1.2138, DDP time: 0.0030, Total iter time: 2.2594 [2020-10-18 16:04:39,586][root][INFO] - ===> Epoch[175](871/5): Loss -0.2713, Sem 0.1225, dir -0.9121, norm 0.5183, swav 0.0000 LR: 9.869e-02 Score 95.901 Data time: 0.0613, Forward time: 0.7807, Backward time: 1.2140, DDP time: 0.0030, Total iter time: 2.3214 [2020-10-18 16:04:41,975][root][INFO] - ===> Epoch[175](872/5): Loss -0.3754, Sem 0.1281, dir -0.9213, norm 0.4177, swav 0.0000 LR: 9.869e-02 Score 95.851 Data time: 0.0524, Forward time: 0.7804, Backward time: 1.2144, DDP time: 0.0030, Total iter time: 2.2913 [2020-10-18 16:04:43,935][root][INFO] - ===> Epoch[175](873/5): Loss -0.2865, Sem 0.1289, dir -0.9040, norm 0.4887, swav 0.0000 LR: 9.869e-02 Score 95.670 Data time: 0.2828, Forward time: 0.7804, Backward time: 1.2139, DDP time: 0.0030, Total iter time: 1.8959 [2020-10-18 16:04:46,360][root][INFO] - ===> Epoch[175](874/5): Loss -0.3271, Sem 0.1065, dir -0.9207, norm 0.4870, swav 0.0000 LR: 9.869e-02 Score 96.393 Data time: 0.1069, Forward time: 0.7807, Backward time: 1.2138, DDP time: 0.0030, Total iter time: 2.3168 [2020-10-18 16:04:48,734][root][INFO] - ===> Epoch[175](875/5): Loss -0.3550, Sem 0.1187, dir -0.9218, norm 0.4480, swav 0.0000 LR: 9.869e-02 Score 96.065 Data time: 0.0682, Forward time: 0.7807, Backward time: 1.2139, DDP time: 0.0030, Total iter time: 2.2558 [2020-10-18 16:04:50,781][root][INFO] - ===> Epoch[176](876/5): Loss -0.3809, Sem 0.1082, dir -0.9193, norm 0.4302, swav 0.0000 LR: 9.869e-02 Score 96.325 Data time: 0.0635, Forward time: 0.7806, Backward time: 1.2138, DDP time: 0.0030, Total iter time: 1.9569 [2020-10-18 16:04:52,747][root][INFO] - ===> Epoch[176](877/5): Loss -0.3497, Sem 0.1131, dir -0.9172, norm 0.4544, swav 0.0000 LR: 9.868e-02 Score 96.301 Data time: 0.0774, Forward time: 0.7806, Backward time: 1.2136, DDP time: 0.0030, Total iter time: 1.8754 [2020-10-18 16:04:54,781][root][INFO] - ===> Epoch[176](878/5): Loss -0.3381, Sem 0.1352, dir -0.9201, norm 0.4468, swav 0.0000 LR: 9.868e-02 Score 95.535 Data time: 0.0575, Forward time: 0.7803, Backward time: 1.2135, DDP time: 0.0030, Total iter time: 1.9105 [2020-10-18 16:04:56,751][root][INFO] - ===> Epoch[176](879/5): Loss -0.3319, Sem 0.1311, dir -0.9173, norm 0.4542, swav 0.0000 LR: 9.868e-02 Score 95.656 Data time: 0.0595, Forward time: 0.7801, Backward time: 1.2134, DDP time: 0.0030, Total iter time: 1.8802 [2020-10-18 16:04:58,804][root][INFO] - ===> Epoch[176](880/5): Loss -0.3436, Sem 0.1076, dir -0.9178, norm 0.4665, swav 0.0000 LR: 9.868e-02 Score 96.424 Data time: 0.0948, Forward time: 0.7803, Backward time: 1.2131, DDP time: 0.0030, Total iter time: 1.9558 [2020-10-18 16:05:01,181][root][INFO] - ===> Epoch[177](881/5): Loss -0.3242, Sem 0.1119, dir -0.9123, norm 0.4763, swav 0.0000 LR: 9.868e-02 Score 96.323 Data time: 0.0730, Forward time: 0.7803, Backward time: 1.2132, DDP time: 0.0030, Total iter time: 2.2417 [2020-10-18 16:05:03,545][root][INFO] - ===> Epoch[177](882/5): Loss -0.3100, Sem 0.1255, dir -0.9213, norm 0.4858, swav 0.0000 LR: 9.868e-02 Score 95.820 Data time: 0.0518, Forward time: 0.7800, Backward time: 1.2136, DDP time: 0.0030, Total iter time: 2.2463 [2020-10-18 16:05:05,848][root][INFO] - ===> Epoch[177](883/5): Loss -0.3096, Sem 0.1218, dir -0.9128, norm 0.4814, swav 0.0000 LR: 9.867e-02 Score 95.978 Data time: 0.0395, Forward time: 0.7797, Backward time: 1.2139, DDP time: 0.0030, Total iter time: 2.2390 [2020-10-18 16:05:07,822][root][INFO] - ===> Epoch[177](884/5): Loss -0.3647, Sem 0.1221, dir -0.9183, norm 0.4315, swav 0.0000 LR: 9.867e-02 Score 95.958 Data time: 0.0537, Forward time: 0.7794, Backward time: 1.2139, DDP time: 0.0030, Total iter time: 1.8835 [2020-10-18 16:05:09,947][root][INFO] - ===> Epoch[177](885/5): Loss -0.3183, Sem 0.1116, dir -0.9220, norm 0.4920, swav 0.0000 LR: 9.867e-02 Score 96.227 Data time: 0.0832, Forward time: 0.7795, Backward time: 1.2137, DDP time: 0.0030, Total iter time: 2.0529 [2020-10-18 16:05:12,069][root][INFO] - ===> Epoch[178](886/5): Loss -0.3630, Sem 0.1076, dir -0.9182, norm 0.4476, swav 0.0000 LR: 9.867e-02 Score 96.502 Data time: 0.0876, Forward time: 0.7796, Backward time: 1.2134, DDP time: 0.0030, Total iter time: 2.0088 [2020-10-18 16:05:14,117][root][INFO] - ===> Epoch[178](887/5): Loss -0.3163, Sem 0.1128, dir -0.9167, norm 0.4875, swav 0.0000 LR: 9.867e-02 Score 96.302 Data time: 0.0888, Forward time: 0.7798, Backward time: 1.2131, DDP time: 0.0030, Total iter time: 1.9110 [2020-10-18 16:05:16,274][root][INFO] - ===> Epoch[178](888/5): Loss -0.2903, Sem 0.1340, dir -0.9145, norm 0.4902, swav 0.0000 LR: 9.867e-02 Score 95.674 Data time: 0.0561, Forward time: 0.7795, Backward time: 1.2132, DDP time: 0.0030, Total iter time: 2.0398 [2020-10-18 16:05:18,434][root][INFO] - ===> Epoch[178](889/5): Loss -0.3485, Sem 0.1073, dir -0.9155, norm 0.4597, swav 0.0000 LR: 9.867e-02 Score 96.597 Data time: 0.0683, Forward time: 0.7795, Backward time: 1.2132, DDP time: 0.0030, Total iter time: 2.1032 [2020-10-18 16:05:21,020][root][INFO] - ===> Epoch[178](890/5): Loss -0.3046, Sem 0.1338, dir -0.9144, norm 0.4760, swav 0.0000 LR: 9.866e-02 Score 95.683 Data time: 0.0777, Forward time: 0.7795, Backward time: 1.2135, DDP time: 0.0030, Total iter time: 2.4695 [2020-10-18 16:05:23,250][root][INFO] - ===> Epoch[179](891/5): Loss -0.3321, Sem 0.1237, dir -0.9146, norm 0.4587, swav 0.0000 LR: 9.866e-02 Score 95.904 Data time: 0.0660, Forward time: 0.7794, Backward time: 1.2135, DDP time: 0.0030, Total iter time: 2.1187 [2020-10-18 16:05:25,458][root][INFO] - ===> Epoch[179](892/5): Loss -0.3662, Sem 0.0990, dir -0.9146, norm 0.4493, swav 0.0000 LR: 9.866e-02 Score 96.642 Data time: 0.0547, Forward time: 0.7790, Backward time: 1.2138, DDP time: 0.0030, Total iter time: 2.1042 [2020-10-18 16:05:27,696][root][INFO] - ===> Epoch[179](893/5): Loss -0.3960, Sem 0.1013, dir -0.9261, norm 0.4287, swav 0.0000 LR: 9.866e-02 Score 96.669 Data time: 0.0816, Forward time: 0.7791, Backward time: 1.2138, DDP time: 0.0030, Total iter time: 2.1578 [2020-10-18 16:05:29,706][root][INFO] - ===> Epoch[179](894/5): Loss -0.3882, Sem 0.0999, dir -0.9218, norm 0.4338, swav 0.0000 LR: 9.866e-02 Score 96.779 Data time: 0.1108, Forward time: 0.7792, Backward time: 1.2133, DDP time: 0.0030, Total iter time: 1.9066 [2020-10-18 16:05:31,463][root][INFO] - ===> Epoch[179](895/5): Loss -0.3302, Sem 0.1273, dir -0.9139, norm 0.4564, swav 0.0000 LR: 9.866e-02 Score 95.731 Data time: 0.0680, Forward time: 0.7791, Backward time: 1.2129, DDP time: 0.0030, Total iter time: 1.6505 [2020-10-18 16:05:33,547][root][INFO] - ===> Epoch[180](896/5): Loss -0.3613, Sem 0.1156, dir -0.9142, norm 0.4374, swav 0.0000 LR: 9.866e-02 Score 96.144 Data time: 0.1647, Forward time: 0.7791, Backward time: 1.2127, DDP time: 0.0030, Total iter time: 1.9638 [2020-10-18 16:05:35,957][root][INFO] - ===> Epoch[180](897/5): Loss -0.3912, Sem 0.0985, dir -0.9299, norm 0.4402, swav 0.0000 LR: 9.865e-02 Score 96.813 Data time: 0.0968, Forward time: 0.7793, Backward time: 1.2126, DDP time: 0.0030, Total iter time: 2.2944 [2020-10-18 16:05:38,377][root][INFO] - ===> Epoch[180](898/5): Loss -0.3952, Sem 0.1088, dir -0.9244, norm 0.4204, swav 0.0000 LR: 9.865e-02 Score 96.381 Data time: 0.0733, Forward time: 0.7791, Backward time: 1.2129, DDP time: 0.0030, Total iter time: 2.3041 [2020-10-18 16:05:40,347][root][INFO] - ===> Epoch[180](899/5): Loss -0.3240, Sem 0.1241, dir -0.9150, norm 0.4669, swav 0.0000 LR: 9.865e-02 Score 95.768 Data time: 0.0684, Forward time: 0.7790, Backward time: 1.2127, DDP time: 0.0030, Total iter time: 1.9023 [2020-10-18 16:05:42,490][root][INFO] - ===> Epoch[180](900/5): Loss -0.3547, Sem 0.1079, dir -0.9188, norm 0.4562, swav 0.0000 LR: 9.865e-02 Score 96.527 Data time: 0.0907, Forward time: 0.7793, Backward time: 1.2124, DDP time: 0.0030, Total iter time: 2.0467 [2020-10-18 16:05:43,641][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 16:05:45,232][root][INFO] - ===> Epoch[181](901/5): Loss -0.3802, Sem 0.1052, dir -0.9197, norm 0.4344, swav 0.0000 LR: 9.865e-02 Score 96.641 Data time: 0.0607, Forward time: 0.7790, Backward time: 1.2118, DDP time: 0.0030, Total iter time: 1.4056 [2020-10-18 16:05:47,314][root][INFO] - ===> Epoch[181](902/5): Loss -0.3240, Sem 0.1248, dir -0.9204, norm 0.4716, swav 0.0000 LR: 9.865e-02 Score 95.924 Data time: 0.1015, Forward time: 0.7792, Backward time: 1.2115, DDP time: 0.0030, Total iter time: 1.9992 [2020-10-18 16:05:49,353][root][INFO] - ===> Epoch[181](903/5): Loss -0.3936, Sem 0.0984, dir -0.9255, norm 0.4335, swav 0.0000 LR: 9.864e-02 Score 96.648 Data time: 0.0711, Forward time: 0.7791, Backward time: 1.2114, DDP time: 0.0030, Total iter time: 1.9444 [2020-10-18 16:05:51,563][root][INFO] - ===> Epoch[181](904/5): Loss -0.3701, Sem 0.1068, dir -0.9183, norm 0.4415, swav 0.0000 LR: 9.864e-02 Score 96.489 Data time: 0.0932, Forward time: 0.7793, Backward time: 1.2112, DDP time: 0.0030, Total iter time: 2.1241 [2020-10-18 16:05:53,720][root][INFO] - ===> Epoch[181](905/5): Loss -0.3597, Sem 0.1034, dir -0.9227, norm 0.4596, swav 0.0000 LR: 9.864e-02 Score 96.580 Data time: 0.0943, Forward time: 0.7795, Backward time: 1.2109, DDP time: 0.0030, Total iter time: 2.0223 [2020-10-18 16:05:55,857][root][INFO] - ===> Epoch[182](906/5): Loss -0.3346, Sem 0.1240, dir -0.9098, norm 0.4512, swav 0.0000 LR: 9.864e-02 Score 95.946 Data time: 0.0730, Forward time: 0.7796, Backward time: 1.2107, DDP time: 0.0030, Total iter time: 2.0022 [2020-10-18 16:05:58,380][root][INFO] - ===> Epoch[182](907/5): Loss -0.3634, Sem 0.1179, dir -0.9224, norm 0.4411, swav 0.0000 LR: 9.864e-02 Score 96.111 Data time: 0.1002, Forward time: 0.7799, Backward time: 1.2107, DDP time: 0.0030, Total iter time: 2.4151 [2020-10-18 16:06:00,444][root][INFO] - ===> Epoch[182](908/5): Loss -0.4084, Sem 0.1075, dir -0.9251, norm 0.4093, swav 0.0000 LR: 9.864e-02 Score 96.459 Data time: 0.0643, Forward time: 0.7797, Backward time: 1.2106, DDP time: 0.0030, Total iter time: 1.9142 [2020-10-18 16:06:02,197][root][INFO] - ===> Epoch[182](909/5): Loss -0.3854, Sem 0.1129, dir -0.9249, norm 0.4265, swav 0.0000 LR: 9.864e-02 Score 96.213 Data time: 0.0740, Forward time: 0.7797, Backward time: 1.2102, DDP time: 0.0030, Total iter time: 1.6890 [2020-10-18 16:06:04,785][root][INFO] - ===> Epoch[182](910/5): Loss -0.3185, Sem 0.1226, dir -0.9109, norm 0.4698, swav 0.0000 LR: 9.863e-02 Score 95.828 Data time: 0.0767, Forward time: 0.7797, Backward time: 1.2105, DDP time: 0.0030, Total iter time: 2.4918 [2020-10-18 16:06:06,854][root][INFO] - ===> Epoch[183](911/5): Loss -0.4068, Sem 0.0955, dir -0.9227, norm 0.4204, swav 0.0000 LR: 9.863e-02 Score 96.854 Data time: 0.0589, Forward time: 0.7795, Backward time: 1.2105, DDP time: 0.0030, Total iter time: 1.9536 [2020-10-18 16:06:09,169][root][INFO] - ===> Epoch[183](912/5): Loss -0.3784, Sem 0.1023, dir -0.9218, norm 0.4412, swav 0.0000 LR: 9.863e-02 Score 96.626 Data time: 0.0727, Forward time: 0.7795, Backward time: 1.2106, DDP time: 0.0030, Total iter time: 2.2237 [2020-10-18 16:06:11,436][root][INFO] - ===> Epoch[183](913/5): Loss -0.4022, Sem 0.0982, dir -0.9245, norm 0.4241, swav 0.0000 LR: 9.863e-02 Score 96.714 Data time: 0.0592, Forward time: 0.7793, Backward time: 1.2107, DDP time: 0.0030, Total iter time: 2.1349 [2020-10-18 16:06:13,752][root][INFO] - ===> Epoch[183](914/5): Loss -0.3686, Sem 0.1317, dir -0.9188, norm 0.4185, swav 0.0000 LR: 9.863e-02 Score 95.591 Data time: 0.0716, Forward time: 0.7793, Backward time: 1.2108, DDP time: 0.0030, Total iter time: 2.2363 [2020-10-18 16:06:15,795][root][INFO] - ===> Epoch[183](915/5): Loss -0.3311, Sem 0.1181, dir -0.9163, norm 0.4671, swav 0.0000 LR: 9.863e-02 Score 96.055 Data time: 0.0900, Forward time: 0.7795, Backward time: 1.2105, DDP time: 0.0030, Total iter time: 1.9424 [2020-10-18 16:06:18,012][root][INFO] - ===> Epoch[184](916/5): Loss -0.3739, Sem 0.0954, dir -0.9285, norm 0.4592, swav 0.0000 LR: 9.862e-02 Score 96.784 Data time: 0.0725, Forward time: 0.7794, Backward time: 1.2105, DDP time: 0.0030, Total iter time: 2.1150 [2020-10-18 16:06:20,117][root][INFO] - ===> Epoch[184](917/5): Loss -0.3947, Sem 0.0993, dir -0.9216, norm 0.4277, swav 0.0000 LR: 9.862e-02 Score 96.839 Data time: 0.0849, Forward time: 0.7795, Backward time: 1.2103, DDP time: 0.0030, Total iter time: 2.0085 [2020-10-18 16:06:22,055][root][INFO] - ===> Epoch[184](918/5): Loss -0.4312, Sem 0.1058, dir -0.9276, norm 0.3906, swav 0.0000 LR: 9.862e-02 Score 96.517 Data time: 0.0869, Forward time: 0.7796, Backward time: 1.2099, DDP time: 0.0030, Total iter time: 1.8302 [2020-10-18 16:06:24,249][root][INFO] - ===> Epoch[184](919/5): Loss -0.3830, Sem 0.1014, dir -0.9233, norm 0.4389, swav 0.0000 LR: 9.862e-02 Score 96.567 Data time: 0.1309, Forward time: 0.7798, Backward time: 1.2097, DDP time: 0.0030, Total iter time: 2.0866 [2020-10-18 16:06:26,773][root][INFO] - ===> Epoch[184](920/5): Loss -0.3941, Sem 0.1005, dir -0.9198, norm 0.4252, swav 0.0000 LR: 9.862e-02 Score 96.664 Data time: 0.2393, Forward time: 0.7800, Backward time: 1.2096, DDP time: 0.0030, Total iter time: 2.4333 [2020-10-18 16:06:29,283][root][INFO] - ===> Epoch[185](921/5): Loss -0.3210, Sem 0.1314, dir -0.9132, norm 0.4608, swav 0.0000 LR: 9.862e-02 Score 95.679 Data time: 0.1141, Forward time: 0.7804, Backward time: 1.2095, DDP time: 0.0030, Total iter time: 2.3951 [2020-10-18 16:06:31,379][root][INFO] - ===> Epoch[185](922/5): Loss -0.4357, Sem 0.0976, dir -0.9312, norm 0.3979, swav 0.0000 LR: 9.862e-02 Score 96.783 Data time: 0.0649, Forward time: 0.7803, Backward time: 1.2094, DDP time: 0.0030, Total iter time: 1.9766 [2020-10-18 16:06:33,506][root][INFO] - ===> Epoch[185](923/5): Loss -0.3325, Sem 0.1100, dir -0.9219, norm 0.4794, swav 0.0000 LR: 9.861e-02 Score 96.278 Data time: 0.0544, Forward time: 0.7802, Backward time: 1.2095, DDP time: 0.0030, Total iter time: 2.0333 [2020-10-18 16:06:35,570][root][INFO] - ===> Epoch[185](924/5): Loss -0.4110, Sem 0.0960, dir -0.9273, norm 0.4203, swav 0.0000 LR: 9.861e-02 Score 96.933 Data time: 0.0515, Forward time: 0.7800, Backward time: 1.2095, DDP time: 0.0030, Total iter time: 1.9968 [2020-10-18 16:06:38,471][root][INFO] - ===> Epoch[185](925/5): Loss -0.3738, Sem 0.1210, dir -0.9196, norm 0.4248, swav 0.0000 LR: 9.861e-02 Score 95.931 Data time: 0.0599, Forward time: 0.7799, Backward time: 1.2102, DDP time: 0.0030, Total iter time: 2.8266 [2020-10-18 16:06:40,636][root][INFO] - ===> Epoch[186](926/5): Loss -0.3619, Sem 0.1055, dir -0.9266, norm 0.4592, swav 0.0000 LR: 9.861e-02 Score 96.433 Data time: 0.0645, Forward time: 0.7798, Backward time: 1.2102, DDP time: 0.0030, Total iter time: 2.0610 [2020-10-18 16:06:42,781][root][INFO] - ===> Epoch[186](927/5): Loss -0.3809, Sem 0.1146, dir -0.9209, norm 0.4253, swav 0.0000 LR: 9.861e-02 Score 96.228 Data time: 0.0664, Forward time: 0.7797, Backward time: 1.2102, DDP time: 0.0030, Total iter time: 2.0501 [2020-10-18 16:06:44,560][root][INFO] - ===> Epoch[186](928/5): Loss -0.3520, Sem 0.1224, dir -0.9183, norm 0.4439, swav 0.0000 LR: 9.861e-02 Score 95.982 Data time: 0.0670, Forward time: 0.7795, Backward time: 1.2099, DDP time: 0.0030, Total iter time: 1.6749 [2020-10-18 16:06:46,587][root][INFO] - ===> Epoch[186](929/5): Loss -0.3980, Sem 0.0988, dir -0.9241, norm 0.4273, swav 0.0000 LR: 9.861e-02 Score 96.796 Data time: 0.0768, Forward time: 0.7795, Backward time: 1.2097, DDP time: 0.0030, Total iter time: 1.9467 [2020-10-18 16:06:49,006][root][INFO] - ===> Epoch[186](930/5): Loss -0.3633, Sem 0.1061, dir -0.9155, norm 0.4462, swav 0.0000 LR: 9.860e-02 Score 96.442 Data time: 0.0887, Forward time: 0.7796, Backward time: 1.2097, DDP time: 0.0030, Total iter time: 2.2904 [2020-10-18 16:06:50,859][root][INFO] - ===> Epoch[187](931/5): Loss -0.4203, Sem 0.0998, dir -0.9250, norm 0.4048, swav 0.0000 LR: 9.860e-02 Score 96.802 Data time: 0.0570, Forward time: 0.7794, Backward time: 1.2095, DDP time: 0.0030, Total iter time: 1.7556 [2020-10-18 16:06:53,109][root][INFO] - ===> Epoch[187](932/5): Loss -0.3349, Sem 0.1174, dir -0.9093, norm 0.4571, swav 0.0000 LR: 9.860e-02 Score 96.207 Data time: 0.0832, Forward time: 0.7795, Backward time: 1.2095, DDP time: 0.0030, Total iter time: 2.1577 [2020-10-18 16:06:55,557][root][INFO] - ===> Epoch[187](933/5): Loss -0.3513, Sem 0.1122, dir -0.9168, norm 0.4533, swav 0.0000 LR: 9.860e-02 Score 96.302 Data time: 0.0705, Forward time: 0.7794, Backward time: 1.2098, DDP time: 0.0030, Total iter time: 2.3520 [2020-10-18 16:06:58,191][root][INFO] - ===> Epoch[187](934/5): Loss -0.3845, Sem 0.1021, dir -0.9229, norm 0.4363, swav 0.0000 LR: 9.860e-02 Score 96.532 Data time: 0.0730, Forward time: 0.7793, Backward time: 1.2102, DDP time: 0.0030, Total iter time: 2.5495 [2020-10-18 16:07:00,349][root][INFO] - ===> Epoch[187](935/5): Loss -0.4034, Sem 0.1035, dir -0.9272, norm 0.4203, swav 0.0000 LR: 9.860e-02 Score 96.558 Data time: 0.0674, Forward time: 0.7792, Backward time: 1.2102, DDP time: 0.0030, Total iter time: 2.0456 [2020-10-18 16:07:02,686][root][INFO] - ===> Epoch[188](936/5): Loss -0.3783, Sem 0.1116, dir -0.9233, norm 0.4334, swav 0.0000 LR: 9.859e-02 Score 96.280 Data time: 0.0897, Forward time: 0.7792, Backward time: 1.2103, DDP time: 0.0030, Total iter time: 2.2385 [2020-10-18 16:07:04,810][root][INFO] - ===> Epoch[188](937/5): Loss -0.3387, Sem 0.1319, dir -0.9176, norm 0.4469, swav 0.0000 LR: 9.859e-02 Score 95.850 Data time: 0.0743, Forward time: 0.7791, Backward time: 1.2102, DDP time: 0.0030, Total iter time: 2.0154 [2020-10-18 16:07:06,819][root][INFO] - ===> Epoch[188](938/5): Loss -0.3493, Sem 0.1155, dir -0.9175, norm 0.4527, swav 0.0000 LR: 9.859e-02 Score 96.168 Data time: 0.0788, Forward time: 0.7792, Backward time: 1.2099, DDP time: 0.0030, Total iter time: 1.9232 [2020-10-18 16:07:08,944][root][INFO] - ===> Epoch[188](939/5): Loss -0.3772, Sem 0.1029, dir -0.9246, norm 0.4445, swav 0.0000 LR: 9.859e-02 Score 96.563 Data time: 0.0725, Forward time: 0.7789, Backward time: 1.2099, DDP time: 0.0030, Total iter time: 1.9912 [2020-10-18 16:07:10,969][root][INFO] - ===> Epoch[188](940/5): Loss -0.3887, Sem 0.1087, dir -0.9250, norm 0.4276, swav 0.0000 LR: 9.859e-02 Score 96.358 Data time: 0.0748, Forward time: 0.7789, Backward time: 1.2098, DDP time: 0.0030, Total iter time: 1.9481 [2020-10-18 16:07:13,023][root][INFO] - ===> Epoch[189](941/5): Loss -0.3607, Sem 0.1176, dir -0.9214, norm 0.4431, swav 0.0000 LR: 9.859e-02 Score 95.985 Data time: 0.0881, Forward time: 0.7790, Backward time: 1.2095, DDP time: 0.0030, Total iter time: 1.9535 [2020-10-18 16:07:15,116][root][INFO] - ===> Epoch[189](942/5): Loss -0.3869, Sem 0.1027, dir -0.9222, norm 0.4326, swav 0.0000 LR: 9.859e-02 Score 96.515 Data time: 0.0904, Forward time: 0.7792, Backward time: 1.2092, DDP time: 0.0030, Total iter time: 1.9806 [2020-10-18 16:07:17,389][root][INFO] - ===> Epoch[189](943/5): Loss -0.3458, Sem 0.1242, dir -0.9175, norm 0.4475, swav 0.0000 LR: 9.858e-02 Score 95.951 Data time: 0.0667, Forward time: 0.7792, Backward time: 1.2092, DDP time: 0.0030, Total iter time: 2.1558 [2020-10-18 16:07:19,880][root][INFO] - ===> Epoch[189](944/5): Loss -0.4120, Sem 0.1036, dir -0.9283, norm 0.4126, swav 0.0000 LR: 9.858e-02 Score 96.475 Data time: 0.0725, Forward time: 0.7791, Backward time: 1.2095, DDP time: 0.0030, Total iter time: 2.3836 [2020-10-18 16:07:22,075][root][INFO] - ===> Epoch[189](945/5): Loss -0.3423, Sem 0.1097, dir -0.9224, norm 0.4704, swav 0.0000 LR: 9.858e-02 Score 96.389 Data time: 0.1007, Forward time: 0.7793, Backward time: 1.2093, DDP time: 0.0030, Total iter time: 2.0854 [2020-10-18 16:07:24,193][root][INFO] - ===> Epoch[190](946/5): Loss -0.3301, Sem 0.1014, dir -0.9199, norm 0.4883, swav 0.0000 LR: 9.858e-02 Score 96.659 Data time: 0.1001, Forward time: 0.7795, Backward time: 1.2090, DDP time: 0.0030, Total iter time: 2.0214 [2020-10-18 16:07:26,504][root][INFO] - ===> Epoch[190](947/5): Loss -0.3915, Sem 0.1078, dir -0.9238, norm 0.4244, swav 0.0000 LR: 9.858e-02 Score 96.334 Data time: 0.0976, Forward time: 0.7798, Backward time: 1.2088, DDP time: 0.0030, Total iter time: 2.2227 [2020-10-18 16:07:28,487][root][INFO] - ===> Epoch[190](948/5): Loss -0.4037, Sem 0.1034, dir -0.9258, norm 0.4187, swav 0.0000 LR: 9.858e-02 Score 96.520 Data time: 0.0818, Forward time: 0.7798, Backward time: 1.2086, DDP time: 0.0030, Total iter time: 1.8744 [2020-10-18 16:07:30,665][root][INFO] - ===> Epoch[190](949/5): Loss -0.3625, Sem 0.1105, dir -0.9186, norm 0.4455, swav 0.0000 LR: 9.858e-02 Score 96.250 Data time: 0.0816, Forward time: 0.7798, Backward time: 1.2085, DDP time: 0.0030, Total iter time: 2.0948 [2020-10-18 16:07:32,981][root][INFO] - ===> Epoch[190](950/5): Loss -0.3896, Sem 0.1038, dir -0.9241, norm 0.4308, swav 0.0000 LR: 9.857e-02 Score 96.575 Data time: 0.0765, Forward time: 0.7798, Backward time: 1.2086, DDP time: 0.0030, Total iter time: 2.1908 [2020-10-18 16:07:35,106][root][INFO] - ===> Epoch[191](951/5): Loss -0.3631, Sem 0.1082, dir -0.9216, norm 0.4502, swav 0.0000 LR: 9.857e-02 Score 96.392 Data time: 0.0939, Forward time: 0.7800, Backward time: 1.2083, DDP time: 0.0030, Total iter time: 2.0185 [2020-10-18 16:07:37,344][root][INFO] - ===> Epoch[191](952/5): Loss -0.3971, Sem 0.1035, dir -0.9217, norm 0.4211, swav 0.0000 LR: 9.857e-02 Score 96.503 Data time: 0.0593, Forward time: 0.7798, Backward time: 1.2084, DDP time: 0.0030, Total iter time: 2.1346 [2020-10-18 16:07:39,387][root][INFO] - ===> Epoch[191](953/5): Loss -0.3847, Sem 0.1052, dir -0.9254, norm 0.4355, swav 0.0000 LR: 9.857e-02 Score 96.590 Data time: 0.0648, Forward time: 0.7797, Backward time: 1.2084, DDP time: 0.0030, Total iter time: 1.9856 [2020-10-18 16:07:41,922][root][INFO] - ===> Epoch[191](954/5): Loss -0.3717, Sem 0.1085, dir -0.9201, norm 0.4399, swav 0.0000 LR: 9.857e-02 Score 96.357 Data time: 0.0613, Forward time: 0.7796, Backward time: 1.2087, DDP time: 0.0030, Total iter time: 2.4496 [2020-10-18 16:07:44,173][root][INFO] - ===> Epoch[191](955/5): Loss -0.3799, Sem 0.1082, dir -0.9212, norm 0.4332, swav 0.0000 LR: 9.857e-02 Score 96.383 Data time: 0.1021, Forward time: 0.7796, Backward time: 1.2087, DDP time: 0.0030, Total iter time: 2.1457 [2020-10-18 16:07:46,297][root][INFO] - ===> Epoch[192](956/5): Loss -0.3796, Sem 0.1081, dir -0.9219, norm 0.4342, swav 0.0000 LR: 9.856e-02 Score 96.448 Data time: 0.0848, Forward time: 0.7797, Backward time: 1.2085, DDP time: 0.0030, Total iter time: 2.0198 [2020-10-18 16:07:48,263][root][INFO] - ===> Epoch[192](957/5): Loss -0.3978, Sem 0.0978, dir -0.9244, norm 0.4288, swav 0.0000 LR: 9.856e-02 Score 96.723 Data time: 0.1143, Forward time: 0.7798, Backward time: 1.2081, DDP time: 0.0030, Total iter time: 1.8479 [2020-10-18 16:07:50,089][root][INFO] - ===> Epoch[192](958/5): Loss -0.4263, Sem 0.1005, dir -0.9318, norm 0.4049, swav 0.0000 LR: 9.856e-02 Score 96.606 Data time: 0.0985, Forward time: 0.7798, Backward time: 1.2077, DDP time: 0.0030, Total iter time: 1.7242 [2020-10-18 16:07:52,129][root][INFO] - ===> Epoch[192](959/5): Loss -0.3552, Sem 0.1132, dir -0.9196, norm 0.4512, swav 0.0000 LR: 9.856e-02 Score 96.158 Data time: 0.0492, Forward time: 0.7796, Backward time: 1.2077, DDP time: 0.0030, Total iter time: 1.9405 [2020-10-18 16:07:54,142][root][INFO] - ===> Epoch[192](960/5): Loss -0.3434, Sem 0.1132, dir -0.9212, norm 0.4645, swav 0.0000 LR: 9.856e-02 Score 96.260 Data time: 0.0731, Forward time: 0.7797, Backward time: 1.2075, DDP time: 0.0030, Total iter time: 1.9294 [2020-10-18 16:07:56,798][root][INFO] - ===> Epoch[193](961/5): Loss -0.3630, Sem 0.1075, dir -0.9174, norm 0.4468, swav 0.0000 LR: 9.856e-02 Score 96.480 Data time: 0.0542, Forward time: 0.7794, Backward time: 1.2080, DDP time: 0.0030, Total iter time: 2.5516 [2020-10-18 16:07:58,772][root][INFO] - ===> Epoch[193](962/5): Loss -0.3897, Sem 0.0941, dir -0.9233, norm 0.4395, swav 0.0000 LR: 9.856e-02 Score 96.869 Data time: 0.0730, Forward time: 0.7794, Backward time: 1.2079, DDP time: 0.0030, Total iter time: 1.8995 [2020-10-18 16:08:00,735][root][INFO] - ===> Epoch[193](963/5): Loss -0.4105, Sem 0.0962, dir -0.9253, norm 0.4186, swav 0.0000 LR: 9.855e-02 Score 96.784 Data time: 0.0652, Forward time: 0.7793, Backward time: 1.2077, DDP time: 0.0030, Total iter time: 1.8646 [2020-10-18 16:08:03,075][root][INFO] - ===> Epoch[193](964/5): Loss -0.3892, Sem 0.1110, dir -0.9235, norm 0.4233, swav 0.0000 LR: 9.855e-02 Score 96.364 Data time: 0.0538, Forward time: 0.7791, Backward time: 1.2080, DDP time: 0.0030, Total iter time: 2.2481 [2020-10-18 16:08:05,746][root][INFO] - ===> Epoch[193](965/5): Loss -0.3996, Sem 0.1122, dir -0.9168, norm 0.4050, swav 0.0000 LR: 9.855e-02 Score 96.216 Data time: 0.1100, Forward time: 0.7793, Backward time: 1.2082, DDP time: 0.0030, Total iter time: 2.5925 [2020-10-18 16:08:07,737][root][INFO] - ===> Epoch[194](966/5): Loss -0.4020, Sem 0.1030, dir -0.9216, norm 0.4166, swav 0.0000 LR: 9.855e-02 Score 96.601 Data time: 0.0724, Forward time: 0.7793, Backward time: 1.2080, DDP time: 0.0030, Total iter time: 1.8795 [2020-10-18 16:08:10,023][root][INFO] - ===> Epoch[194](967/5): Loss -0.3525, Sem 0.1140, dir -0.9203, norm 0.4538, swav 0.0000 LR: 9.855e-02 Score 96.281 Data time: 0.0931, Forward time: 0.7794, Backward time: 1.2079, DDP time: 0.0030, Total iter time: 2.2095 [2020-10-18 16:08:12,112][root][INFO] - ===> Epoch[194](968/5): Loss -0.3832, Sem 0.1085, dir -0.9234, norm 0.4316, swav 0.0000 LR: 9.855e-02 Score 96.345 Data time: 0.0802, Forward time: 0.7796, Backward time: 1.2077, DDP time: 0.0030, Total iter time: 1.9746 [2020-10-18 16:08:14,323][root][INFO] - ===> Epoch[194](969/5): Loss -0.3646, Sem 0.1079, dir -0.9170, norm 0.4445, swav 0.0000 LR: 9.855e-02 Score 96.374 Data time: 0.0569, Forward time: 0.7794, Backward time: 1.2078, DDP time: 0.0030, Total iter time: 2.1092 [2020-10-18 16:08:16,422][root][INFO] - ===> Epoch[194](970/5): Loss -0.3864, Sem 0.1117, dir -0.9228, norm 0.4247, swav 0.0000 LR: 9.854e-02 Score 96.358 Data time: 0.0541, Forward time: 0.7792, Backward time: 1.2078, DDP time: 0.0030, Total iter time: 2.0513 [2020-10-18 16:08:18,619][root][INFO] - ===> Epoch[195](971/5): Loss -0.3712, Sem 0.1031, dir -0.9307, norm 0.4563, swav 0.0000 LR: 9.854e-02 Score 96.695 Data time: 0.0543, Forward time: 0.7790, Backward time: 1.2080, DDP time: 0.0030, Total iter time: 2.1211 [2020-10-18 16:08:21,124][root][INFO] - ===> Epoch[195](972/5): Loss -0.3771, Sem 0.1090, dir -0.9256, norm 0.4394, swav 0.0000 LR: 9.854e-02 Score 96.377 Data time: 0.0560, Forward time: 0.7788, Backward time: 1.2084, DDP time: 0.0030, Total iter time: 2.4426 [2020-10-18 16:08:23,362][root][INFO] - ===> Epoch[195](973/5): Loss -0.3463, Sem 0.1173, dir -0.9187, norm 0.4551, swav 0.0000 LR: 9.854e-02 Score 96.209 Data time: 0.0714, Forward time: 0.7788, Backward time: 1.2084, DDP time: 0.0030, Total iter time: 2.1601 [2020-10-18 16:08:25,310][root][INFO] - ===> Epoch[195](974/5): Loss -0.4254, Sem 0.1097, dir -0.9228, norm 0.3877, swav 0.0000 LR: 9.854e-02 Score 96.344 Data time: 0.0889, Forward time: 0.7787, Backward time: 1.2082, DDP time: 0.0030, Total iter time: 1.8346 [2020-10-18 16:08:27,350][root][INFO] - ===> Epoch[195](975/5): Loss -0.4298, Sem 0.0964, dir -0.9286, norm 0.4024, swav 0.0000 LR: 9.854e-02 Score 96.791 Data time: 0.0585, Forward time: 0.7785, Backward time: 1.2082, DDP time: 0.0030, Total iter time: 1.9657 [2020-10-18 16:08:30,267][root][INFO] - ===> Epoch[196](976/5): Loss -0.3823, Sem 0.1112, dir -0.9263, norm 0.4328, swav 0.0000 LR: 9.853e-02 Score 96.375 Data time: 0.0626, Forward time: 0.7784, Backward time: 1.2089, DDP time: 0.0030, Total iter time: 2.8382 [2020-10-18 16:08:32,222][root][INFO] - ===> Epoch[196](977/5): Loss -0.4054, Sem 0.1139, dir -0.9251, norm 0.4059, swav 0.0000 LR: 9.853e-02 Score 96.188 Data time: 0.0643, Forward time: 0.7783, Backward time: 1.2087, DDP time: 0.0030, Total iter time: 1.8791 [2020-10-18 16:08:34,350][root][INFO] - ===> Epoch[196](978/5): Loss -0.3968, Sem 0.1219, dir -0.9211, norm 0.4024, swav 0.0000 LR: 9.853e-02 Score 95.844 Data time: 0.0517, Forward time: 0.7781, Backward time: 1.2088, DDP time: 0.0030, Total iter time: 2.0346 [2020-10-18 16:08:37,209][root][INFO] - ===> Epoch[196](979/5): Loss -0.3726, Sem 0.1065, dir -0.9239, norm 0.4448, swav 0.0000 LR: 9.853e-02 Score 96.452 Data time: 0.0785, Forward time: 0.7781, Backward time: 1.2093, DDP time: 0.0030, Total iter time: 2.7619 [2020-10-18 16:08:39,361][root][INFO] - ===> Epoch[196](980/5): Loss -0.4151, Sem 0.1070, dir -0.9260, norm 0.4038, swav 0.0000 LR: 9.853e-02 Score 96.393 Data time: 0.0707, Forward time: 0.7781, Backward time: 1.2093, DDP time: 0.0030, Total iter time: 2.0449 [2020-10-18 16:08:41,440][root][INFO] - ===> Epoch[197](981/5): Loss -0.4015, Sem 0.1101, dir -0.9253, norm 0.4137, swav 0.0000 LR: 9.853e-02 Score 96.409 Data time: 0.0776, Forward time: 0.7781, Backward time: 1.2091, DDP time: 0.0030, Total iter time: 1.9564 [2020-10-18 16:08:43,473][root][INFO] - ===> Epoch[197](982/5): Loss -0.4017, Sem 0.1106, dir -0.9278, norm 0.4154, swav 0.0000 LR: 9.853e-02 Score 96.325 Data time: 0.1250, Forward time: 0.7782, Backward time: 1.2088, DDP time: 0.0030, Total iter time: 1.9189 [2020-10-18 16:08:45,800][root][INFO] - ===> Epoch[197](983/5): Loss -0.3796, Sem 0.1049, dir -0.9189, norm 0.4345, swav 0.0000 LR: 9.852e-02 Score 96.434 Data time: 0.0818, Forward time: 0.7784, Backward time: 1.2087, DDP time: 0.0030, Total iter time: 2.2163 [2020-10-18 16:08:48,096][root][INFO] - ===> Epoch[197](984/5): Loss -0.3819, Sem 0.1140, dir -0.9193, norm 0.4233, swav 0.0000 LR: 9.852e-02 Score 96.175 Data time: 0.1027, Forward time: 0.7787, Backward time: 1.2085, DDP time: 0.0030, Total iter time: 2.1818 [2020-10-18 16:08:50,649][root][INFO] - ===> Epoch[197](985/5): Loss -0.4072, Sem 0.1007, dir -0.9280, norm 0.4201, swav 0.0000 LR: 9.852e-02 Score 96.656 Data time: 0.0783, Forward time: 0.7787, Backward time: 1.2087, DDP time: 0.0030, Total iter time: 2.4251 [2020-10-18 16:08:52,495][root][INFO] - ===> Epoch[198](986/5): Loss -0.4189, Sem 0.1042, dir -0.9295, norm 0.4064, swav 0.0000 LR: 9.852e-02 Score 96.572 Data time: 0.0672, Forward time: 0.7786, Backward time: 1.2084, DDP time: 0.0030, Total iter time: 1.7377 [2020-10-18 16:08:54,530][root][INFO] - ===> Epoch[198](987/5): Loss -0.3840, Sem 0.1086, dir -0.9219, norm 0.4293, swav 0.0000 LR: 9.852e-02 Score 96.389 Data time: 0.1215, Forward time: 0.7787, Backward time: 1.2081, DDP time: 0.0030, Total iter time: 1.9424 [2020-10-18 16:08:56,712][root][INFO] - ===> Epoch[198](988/5): Loss -0.3911, Sem 0.1067, dir -0.9235, norm 0.4256, swav 0.0000 LR: 9.852e-02 Score 96.518 Data time: 0.0959, Forward time: 0.7788, Backward time: 1.2079, DDP time: 0.0030, Total iter time: 2.0648 [2020-10-18 16:08:58,994][root][INFO] - ===> Epoch[198](989/5): Loss -0.3538, Sem 0.1153, dir -0.9203, norm 0.4512, swav 0.0000 LR: 9.852e-02 Score 96.083 Data time: 0.0721, Forward time: 0.7787, Backward time: 1.2080, DDP time: 0.0030, Total iter time: 2.1430 [2020-10-18 16:09:01,956][root][INFO] - ===> Epoch[198](990/5): Loss -0.3882, Sem 0.0971, dir -0.9261, norm 0.4409, swav 0.0000 LR: 9.851e-02 Score 96.777 Data time: 0.0834, Forward time: 0.7788, Backward time: 1.2085, DDP time: 0.0030, Total iter time: 2.8418 [2020-10-18 16:09:04,219][root][INFO] - ===> Epoch[199](991/5): Loss -0.3930, Sem 0.1096, dir -0.9221, norm 0.4195, swav 0.0000 LR: 9.851e-02 Score 96.412 Data time: 0.0716, Forward time: 0.7787, Backward time: 1.2086, DDP time: 0.0030, Total iter time: 2.1449 [2020-10-18 16:09:06,483][root][INFO] - ===> Epoch[199](992/5): Loss -0.3561, Sem 0.1043, dir -0.9228, norm 0.4623, swav 0.0000 LR: 9.851e-02 Score 96.445 Data time: 0.0880, Forward time: 0.7788, Backward time: 1.2085, DDP time: 0.0030, Total iter time: 2.1615 [2020-10-18 16:09:08,300][root][INFO] - ===> Epoch[199](993/5): Loss -0.3845, Sem 0.1007, dir -0.9266, norm 0.4414, swav 0.0000 LR: 9.851e-02 Score 96.651 Data time: 0.0726, Forward time: 0.7787, Backward time: 1.2082, DDP time: 0.0030, Total iter time: 1.6978 [2020-10-18 16:09:10,316][root][INFO] - ===> Epoch[199](994/5): Loss -0.3907, Sem 0.0867, dir -0.9285, norm 0.4511, swav 0.0000 LR: 9.851e-02 Score 97.291 Data time: 0.0753, Forward time: 0.7786, Backward time: 1.2080, DDP time: 0.0030, Total iter time: 1.9091 [2020-10-18 16:09:12,311][root][INFO] - ===> Epoch[199](995/5): Loss -0.3757, Sem 0.1120, dir -0.9178, norm 0.4301, swav 0.0000 LR: 9.851e-02 Score 96.264 Data time: 0.0658, Forward time: 0.7785, Backward time: 1.2079, DDP time: 0.0030, Total iter time: 1.8919 [2020-10-18 16:09:14,604][root][INFO] - ===> Epoch[200](996/5): Loss -0.3145, Sem 0.1138, dir -0.9212, norm 0.4929, swav 0.0000 LR: 9.850e-02 Score 96.303 Data time: 0.0698, Forward time: 0.7785, Backward time: 1.2080, DDP time: 0.0030, Total iter time: 2.1933 [2020-10-18 16:09:17,219][root][INFO] - ===> Epoch[200](997/5): Loss -0.3602, Sem 0.0969, dir -0.9266, norm 0.4694, swav 0.0000 LR: 9.850e-02 Score 96.743 Data time: 0.0803, Forward time: 0.7785, Backward time: 1.2082, DDP time: 0.0030, Total iter time: 2.5011 [2020-10-18 16:09:19,472][root][INFO] - ===> Epoch[200](998/5): Loss -0.3710, Sem 0.1159, dir -0.9201, norm 0.4332, swav 0.0000 LR: 9.850e-02 Score 96.182 Data time: 0.0650, Forward time: 0.7784, Backward time: 1.2083, DDP time: 0.0030, Total iter time: 2.1298 [2020-10-18 16:09:21,458][root][INFO] - ===> Epoch[200](999/5): Loss -0.3906, Sem 0.1055, dir -0.9235, norm 0.4274, swav 0.0000 LR: 9.850e-02 Score 96.475 Data time: 0.0731, Forward time: 0.7784, Backward time: 1.2081, DDP time: 0.0030, Total iter time: 1.8695 [2020-10-18 16:09:23,319][root][INFO] - ===> Epoch[200](1000/5): Loss -0.3626, Sem 0.1013, dir -0.9208, norm 0.4569, swav 0.0000 LR: 9.850e-02 Score 96.677 Data time: 0.0721, Forward time: 0.7783, Backward time: 1.2078, DDP time: 0.0030, Total iter time: 1.7518 [2020-10-18 16:09:24,431][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 16:09:24,595][root][INFO] - ===> Start testing [2020-10-18 16:10:00,550][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1299 Loss 0.280 (AVG: 0.415) Score 91.545 (AVG: 89.458) mIOU 65.302 mAP 83.856 mAcc 72.662 IOU: 61.157 0.000 71.403 72.886 94.251 88.640 26.275 66.672 98.544 50.316 80.887 84.010 53.885 mAP: 83.507 11.577 91.128 90.108 99.121 98.472 62.297 90.377 99.791 86.466 94.234 94.451 88.599 mAcc: 78.876 0.000 85.558 79.931 96.299 95.062 29.257 84.590 99.533 51.095 90.737 94.930 58.735 [2020-10-18 16:10:00,551][root][INFO] - Finished test. Elapsed time: 35.9541 [2020-10-18 16:10:03,421][root][INFO] - [2020-10-18 16:10:03,421][root][INFO] - ################################################################ [2020-10-18 16:10:03,421][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 16:10:03,421][root][INFO] - ################################################################ [2020-10-18 16:10:03,421][root][INFO] - clutter : nan nan nan [2020-10-18 16:10:03,421][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 16:10:03,421][root][INFO] - board : 0.694 0.810 0.895 [2020-10-18 16:10:03,422][root][INFO] - bookcase : 0.262 0.440 0.555 [2020-10-18 16:10:03,422][root][INFO] - ceiling : 0.493 0.525 0.614 [2020-10-18 16:10:03,422][root][INFO] - chair : 0.747 0.847 0.876 [2020-10-18 16:10:03,422][root][INFO] - column : 0.084 0.181 0.307 [2020-10-18 16:10:03,422][root][INFO] - door : 0.453 0.676 0.806 [2020-10-18 16:10:03,422][root][INFO] - floor : 0.968 0.968 0.993 [2020-10-18 16:10:03,422][root][INFO] - sofa : 0.123 0.179 0.601 [2020-10-18 16:10:03,422][root][INFO] - table : 0.144 0.321 0.596 [2020-10-18 16:10:03,422][root][INFO] - wall : 0.473 0.678 0.797 [2020-10-18 16:10:03,422][root][INFO] - window : 0.324 0.626 0.679 [2020-10-18 16:10:03,422][root][INFO] - ---------------------------------------------------------------- [2020-10-18 16:10:03,422][root][INFO] - average : 0.397 0.521 0.643 [2020-10-18 16:10:03,422][root][INFO] - [2020-10-18 16:10:03,568][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 16:10:03,569][root][INFO] - Current best mIoU: 66.273 at iter 600 [2020-10-18 16:10:05,021][root][INFO] - ===> Epoch[201](1001/5): Loss -0.3702, Sem 0.0994, dir -0.9217, norm 0.4521, swav 0.0000 LR: 9.850e-02 Score 96.643 Data time: 0.0518, Forward time: 0.7781, Backward time: 1.2073, DDP time: 0.0030, Total iter time: 1.4471 [2020-10-18 16:10:07,029][root][INFO] - ===> Epoch[201](1002/5): Loss -0.3623, Sem 0.1149, dir -0.9201, norm 0.4430, swav 0.0000 LR: 9.850e-02 Score 96.216 Data time: 0.1518, Forward time: 0.7782, Backward time: 1.2070, DDP time: 0.0030, Total iter time: 1.9226 [2020-10-18 16:10:09,299][root][INFO] - ===> Epoch[201](1003/5): Loss -0.3986, Sem 0.0988, dir -0.9276, norm 0.4303, swav 0.0000 LR: 9.849e-02 Score 96.740 Data time: 0.0911, Forward time: 0.7784, Backward time: 1.2069, DDP time: 0.0030, Total iter time: 2.1698 [2020-10-18 16:10:11,580][root][INFO] - ===> Epoch[201](1004/5): Loss -0.3837, Sem 0.1024, dir -0.9244, norm 0.4383, swav 0.0000 LR: 9.849e-02 Score 96.593 Data time: 0.0632, Forward time: 0.7783, Backward time: 1.2069, DDP time: 0.0030, Total iter time: 2.1664 [2020-10-18 16:10:13,810][root][INFO] - ===> Epoch[201](1005/5): Loss -0.4010, Sem 0.1001, dir -0.9255, norm 0.4244, swav 0.0000 LR: 9.849e-02 Score 96.619 Data time: 0.0689, Forward time: 0.7781, Backward time: 1.2071, DDP time: 0.0030, Total iter time: 2.1417 [2020-10-18 16:10:15,984][root][INFO] - ===> Epoch[202](1006/5): Loss -0.3791, Sem 0.1133, dir -0.9192, norm 0.4269, swav 0.0000 LR: 9.849e-02 Score 96.215 Data time: 0.1078, Forward time: 0.7784, Backward time: 1.2069, DDP time: 0.0030, Total iter time: 2.1009 [2020-10-18 16:10:18,500][root][INFO] - ===> Epoch[202](1007/5): Loss -0.3794, Sem 0.1042, dir -0.9251, norm 0.4416, swav 0.0000 LR: 9.849e-02 Score 96.477 Data time: 0.1560, Forward time: 0.7787, Backward time: 1.2068, DDP time: 0.0030, Total iter time: 2.4228 [2020-10-18 16:10:20,834][root][INFO] - ===> Epoch[202](1008/5): Loss -0.3672, Sem 0.1085, dir -0.9184, norm 0.4427, swav 0.0000 LR: 9.849e-02 Score 96.426 Data time: 0.0954, Forward time: 0.7789, Backward time: 1.2067, DDP time: 0.0030, Total iter time: 2.2463 [2020-10-18 16:10:22,576][root][INFO] - ===> Epoch[202](1009/5): Loss -0.4181, Sem 0.0958, dir -0.9305, norm 0.4165, swav 0.0000 LR: 9.849e-02 Score 96.831 Data time: 0.0698, Forward time: 0.7789, Backward time: 1.2063, DDP time: 0.0030, Total iter time: 1.6657 [2020-10-18 16:10:24,608][root][INFO] - ===> Epoch[202](1010/5): Loss -0.4096, Sem 0.1021, dir -0.9249, norm 0.4132, swav 0.0000 LR: 9.848e-02 Score 96.686 Data time: 0.0592, Forward time: 0.7788, Backward time: 1.2063, DDP time: 0.0030, Total iter time: 1.9742 [2020-10-18 16:10:26,580][root][INFO] - ===> Epoch[203](1011/5): Loss -0.3853, Sem 0.1130, dir -0.9216, norm 0.4233, swav 0.0000 LR: 9.848e-02 Score 96.279 Data time: 0.0503, Forward time: 0.7785, Backward time: 1.2062, DDP time: 0.0030, Total iter time: 1.8886 [2020-10-18 16:10:28,769][root][INFO] - ===> Epoch[203](1012/5): Loss -0.3974, Sem 0.1044, dir -0.9246, norm 0.4228, swav 0.0000 LR: 9.848e-02 Score 96.521 Data time: 0.0517, Forward time: 0.7785, Backward time: 1.2063, DDP time: 0.0030, Total iter time: 2.1462 [2020-10-18 16:10:31,309][root][INFO] - ===> Epoch[203](1013/5): Loss -0.3377, Sem 0.1021, dir -0.9155, norm 0.4757, swav 0.0000 LR: 9.848e-02 Score 96.565 Data time: 0.1043, Forward time: 0.7789, Backward time: 1.2063, DDP time: 0.0030, Total iter time: 2.4520 [2020-10-18 16:10:33,766][root][INFO] - ===> Epoch[203](1014/5): Loss -0.3586, Sem 0.1115, dir -0.9206, norm 0.4506, swav 0.0000 LR: 9.848e-02 Score 96.293 Data time: 0.0778, Forward time: 0.7789, Backward time: 1.2064, DDP time: 0.0030, Total iter time: 2.3476 [2020-10-18 16:10:35,880][root][INFO] - ===> Epoch[203](1015/5): Loss -0.3998, Sem 0.1031, dir -0.9266, norm 0.4237, swav 0.0000 LR: 9.848e-02 Score 96.594 Data time: 0.0926, Forward time: 0.7789, Backward time: 1.2063, DDP time: 0.0030, Total iter time: 2.0116 [2020-10-18 16:10:38,020][root][INFO] - ===> Epoch[204](1016/5): Loss -0.4063, Sem 0.0897, dir -0.9303, norm 0.4343, swav 0.0000 LR: 9.847e-02 Score 97.013 Data time: 0.0683, Forward time: 0.7787, Backward time: 1.2063, DDP time: 0.0030, Total iter time: 2.0478 [2020-10-18 16:10:40,123][root][INFO] - ===> Epoch[204](1017/5): Loss -0.3877, Sem 0.1023, dir -0.9217, norm 0.4317, swav 0.0000 LR: 9.847e-02 Score 96.630 Data time: 0.0941, Forward time: 0.7789, Backward time: 1.2060, DDP time: 0.0030, Total iter time: 2.0063 [2020-10-18 16:10:42,224][root][INFO] - ===> Epoch[204](1018/5): Loss -0.3901, Sem 0.1049, dir -0.9248, norm 0.4297, swav 0.0000 LR: 9.847e-02 Score 96.570 Data time: 0.1190, Forward time: 0.7790, Backward time: 1.2058, DDP time: 0.0030, Total iter time: 1.9722 [2020-10-18 16:10:44,314][root][INFO] - ===> Epoch[204](1019/5): Loss -0.3282, Sem 0.1185, dir -0.9173, norm 0.4706, swav 0.0000 LR: 9.847e-02 Score 96.208 Data time: 0.0855, Forward time: 0.7791, Backward time: 1.2055, DDP time: 0.0030, Total iter time: 1.9913 [2020-10-18 16:10:46,291][root][INFO] - ===> Epoch[204](1020/5): Loss -0.3854, Sem 0.1089, dir -0.9206, norm 0.4263, swav 0.0000 LR: 9.847e-02 Score 96.237 Data time: 0.0693, Forward time: 0.7790, Backward time: 1.2054, DDP time: 0.0030, Total iter time: 1.8881 [2020-10-18 16:10:48,847][root][INFO] - ===> Epoch[205](1021/5): Loss -0.4067, Sem 0.0983, dir -0.9234, norm 0.4183, swav 0.0000 LR: 9.847e-02 Score 96.749 Data time: 0.1096, Forward time: 0.7792, Backward time: 1.2056, DDP time: 0.0030, Total iter time: 2.4868 [2020-10-18 16:10:50,866][root][INFO] - ===> Epoch[205](1022/5): Loss -0.3679, Sem 0.1136, dir -0.9205, norm 0.4390, swav 0.0000 LR: 9.847e-02 Score 96.152 Data time: 0.0801, Forward time: 0.7792, Backward time: 1.2053, DDP time: 0.0030, Total iter time: 1.9085 [2020-10-18 16:10:52,964][root][INFO] - ===> Epoch[205](1023/5): Loss -0.4073, Sem 0.1012, dir -0.9250, norm 0.4165, swav 0.0000 LR: 9.846e-02 Score 96.592 Data time: 0.0983, Forward time: 0.7794, Backward time: 1.2051, DDP time: 0.0030, Total iter time: 1.9957 [2020-10-18 16:10:54,964][root][INFO] - ===> Epoch[205](1024/5): Loss -0.4184, Sem 0.0947, dir -0.9223, norm 0.4092, swav 0.0000 LR: 9.846e-02 Score 96.767 Data time: 0.0776, Forward time: 0.7794, Backward time: 1.2048, DDP time: 0.0030, Total iter time: 1.8794 [2020-10-18 16:10:56,999][root][INFO] - ===> Epoch[205](1025/5): Loss -0.3952, Sem 0.1000, dir -0.9266, norm 0.4313, swav 0.0000 LR: 9.846e-02 Score 96.822 Data time: 0.1054, Forward time: 0.7795, Backward time: 1.2045, DDP time: 0.0030, Total iter time: 1.9382 [2020-10-18 16:10:59,276][root][INFO] - ===> Epoch[206](1026/5): Loss -0.3687, Sem 0.1091, dir -0.9259, norm 0.4481, swav 0.0000 LR: 9.846e-02 Score 96.352 Data time: 0.0889, Forward time: 0.7797, Backward time: 1.2043, DDP time: 0.0030, Total iter time: 2.1532 [2020-10-18 16:11:01,203][root][INFO] - ===> Epoch[206](1027/5): Loss -0.3672, Sem 0.1132, dir -0.9174, norm 0.4370, swav 0.0000 LR: 9.846e-02 Score 96.305 Data time: 0.0681, Forward time: 0.7797, Backward time: 1.2041, DDP time: 0.0030, Total iter time: 1.8036 [2020-10-18 16:11:03,339][root][INFO] - ===> Epoch[206](1028/5): Loss -0.4026, Sem 0.0976, dir -0.9254, norm 0.4252, swav 0.0000 LR: 9.846e-02 Score 96.899 Data time: 0.0540, Forward time: 0.7796, Backward time: 1.2041, DDP time: 0.0030, Total iter time: 2.0438 [2020-10-18 16:11:05,297][root][INFO] - ===> Epoch[206](1029/5): Loss -0.3709, Sem 0.1069, dir -0.9211, norm 0.4433, swav 0.0000 LR: 9.846e-02 Score 96.416 Data time: 0.0586, Forward time: 0.7794, Backward time: 1.2041, DDP time: 0.0030, Total iter time: 1.8698 [2020-10-18 16:11:07,440][root][INFO] - ===> Epoch[206](1030/5): Loss -0.3800, Sem 0.1058, dir -0.9241, norm 0.4383, swav 0.0000 LR: 9.845e-02 Score 96.531 Data time: 0.0826, Forward time: 0.7794, Backward time: 1.2040, DDP time: 0.0030, Total iter time: 2.0733 [2020-10-18 16:11:09,531][root][INFO] - ===> Epoch[207](1031/5): Loss -0.4274, Sem 0.0912, dir -0.9288, norm 0.4102, swav 0.0000 LR: 9.845e-02 Score 97.004 Data time: 0.0837, Forward time: 0.7795, Backward time: 1.2038, DDP time: 0.0030, Total iter time: 1.9700 [2020-10-18 16:11:11,763][root][INFO] - ===> Epoch[207](1032/5): Loss -0.3987, Sem 0.0965, dir -0.9314, norm 0.4362, swav 0.0000 LR: 9.845e-02 Score 96.853 Data time: 0.0925, Forward time: 0.7796, Backward time: 1.2036, DDP time: 0.0030, Total iter time: 2.0873 [2020-10-18 16:11:14,092][root][INFO] - ===> Epoch[207](1033/5): Loss -0.3597, Sem 0.1133, dir -0.9225, norm 0.4495, swav 0.0000 LR: 9.845e-02 Score 96.331 Data time: 0.0858, Forward time: 0.7797, Backward time: 1.2036, DDP time: 0.0030, Total iter time: 2.1912 [2020-10-18 16:11:15,999][root][INFO] - ===> Epoch[207](1034/5): Loss -0.3442, Sem 0.1063, dir -0.9085, norm 0.4580, swav 0.0000 LR: 9.845e-02 Score 96.463 Data time: 0.0640, Forward time: 0.7796, Backward time: 1.2034, DDP time: 0.0030, Total iter time: 1.8145 [2020-10-18 16:11:18,053][root][INFO] - ===> Epoch[207](1035/5): Loss -0.4269, Sem 0.0990, dir -0.9309, norm 0.4050, swav 0.0000 LR: 9.845e-02 Score 96.718 Data time: 0.1015, Forward time: 0.7795, Backward time: 1.2033, DDP time: 0.0030, Total iter time: 1.9594 [2020-10-18 16:11:20,725][root][INFO] - ===> Epoch[208](1036/5): Loss -0.4068, Sem 0.0958, dir -0.9304, norm 0.4278, swav 0.0000 LR: 9.844e-02 Score 96.845 Data time: 0.0792, Forward time: 0.7796, Backward time: 1.2036, DDP time: 0.0030, Total iter time: 2.6147 [2020-10-18 16:11:23,163][root][INFO] - ===> Epoch[208](1037/5): Loss -0.3820, Sem 0.1011, dir -0.9241, norm 0.4410, swav 0.0000 LR: 9.844e-02 Score 96.715 Data time: 0.0536, Forward time: 0.7794, Backward time: 1.2040, DDP time: 0.0030, Total iter time: 2.3266 [2020-10-18 16:11:25,228][root][INFO] - ===> Epoch[208](1038/5): Loss -0.3659, Sem 0.1006, dir -0.9236, norm 0.4571, swav 0.0000 LR: 9.844e-02 Score 96.714 Data time: 0.0814, Forward time: 0.7794, Backward time: 1.2038, DDP time: 0.0030, Total iter time: 1.9922 [2020-10-18 16:11:27,819][root][INFO] - ===> Epoch[208](1039/5): Loss -0.3994, Sem 0.1032, dir -0.9214, norm 0.4189, swav 0.0000 LR: 9.844e-02 Score 96.574 Data time: 0.0706, Forward time: 0.7794, Backward time: 1.2041, DDP time: 0.0030, Total iter time: 2.4916 [2020-10-18 16:11:29,682][root][INFO] - ===> Epoch[208](1040/5): Loss -0.3937, Sem 0.0952, dir -0.9265, norm 0.4377, swav 0.0000 LR: 9.844e-02 Score 96.879 Data time: 0.1233, Forward time: 0.7794, Backward time: 1.2038, DDP time: 0.0030, Total iter time: 1.7681 [2020-10-18 16:11:32,333][root][INFO] - ===> Epoch[209](1041/5): Loss -0.3781, Sem 0.1048, dir -0.9233, norm 0.4404, swav 0.0000 LR: 9.844e-02 Score 96.531 Data time: 0.1111, Forward time: 0.7798, Backward time: 1.2038, DDP time: 0.0030, Total iter time: 2.5399 [2020-10-18 16:11:34,184][root][INFO] - ===> Epoch[209](1042/5): Loss -0.3514, Sem 0.1165, dir -0.9160, norm 0.4481, swav 0.0000 LR: 9.844e-02 Score 96.138 Data time: 0.0586, Forward time: 0.7797, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 1.7362 [2020-10-18 16:11:36,502][root][INFO] - ===> Epoch[209](1043/5): Loss -0.4077, Sem 0.0988, dir -0.9261, norm 0.4197, swav 0.0000 LR: 9.843e-02 Score 96.683 Data time: 0.0801, Forward time: 0.7797, Backward time: 1.2036, DDP time: 0.0030, Total iter time: 2.1925 [2020-10-18 16:11:39,052][root][INFO] - ===> Epoch[209](1044/5): Loss -0.3701, Sem 0.1043, dir -0.9278, norm 0.4535, swav 0.0000 LR: 9.843e-02 Score 96.534 Data time: 0.0790, Forward time: 0.7798, Backward time: 1.2037, DDP time: 0.0030, Total iter time: 2.4399 [2020-10-18 16:11:41,232][root][INFO] - ===> Epoch[209](1045/5): Loss -0.4257, Sem 0.1039, dir -0.9293, norm 0.3997, swav 0.0000 LR: 9.843e-02 Score 96.457 Data time: 0.0617, Forward time: 0.7797, Backward time: 1.2038, DDP time: 0.0030, Total iter time: 2.0472 [2020-10-18 16:11:43,214][root][INFO] - ===> Epoch[210](1046/5): Loss -0.4408, Sem 0.0969, dir -0.9295, norm 0.3918, swav 0.0000 LR: 9.843e-02 Score 96.781 Data time: 0.0724, Forward time: 0.7796, Backward time: 1.2036, DDP time: 0.0030, Total iter time: 1.9134 [2020-10-18 16:11:45,282][root][INFO] - ===> Epoch[210](1047/5): Loss -0.4113, Sem 0.1069, dir -0.9262, norm 0.4080, swav 0.0000 LR: 9.843e-02 Score 96.373 Data time: 0.0699, Forward time: 0.7796, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 1.9581 [2020-10-18 16:11:47,572][root][INFO] - ===> Epoch[210](1048/5): Loss -0.4078, Sem 0.0905, dir -0.9294, norm 0.4311, swav 0.0000 LR: 9.843e-02 Score 97.081 Data time: 0.0989, Forward time: 0.7799, Backward time: 1.2033, DDP time: 0.0030, Total iter time: 2.1762 [2020-10-18 16:11:49,644][root][INFO] - ===> Epoch[210](1049/5): Loss -0.3895, Sem 0.1187, dir -0.9149, norm 0.4066, swav 0.0000 LR: 9.843e-02 Score 96.037 Data time: 0.0470, Forward time: 0.7797, Backward time: 1.2033, DDP time: 0.0030, Total iter time: 1.9583 [2020-10-18 16:11:52,058][root][INFO] - ===> Epoch[210](1050/5): Loss -0.4271, Sem 0.1040, dir -0.9217, norm 0.3906, swav 0.0000 LR: 9.842e-02 Score 96.546 Data time: 0.0583, Forward time: 0.7795, Backward time: 1.2036, DDP time: 0.0030, Total iter time: 2.3170 [2020-10-18 16:11:54,090][root][INFO] - ===> Epoch[211](1051/5): Loss -0.3963, Sem 0.1024, dir -0.9215, norm 0.4229, swav 0.0000 LR: 9.842e-02 Score 96.530 Data time: 0.0715, Forward time: 0.7795, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 1.9333 [2020-10-18 16:11:56,517][root][INFO] - ===> Epoch[211](1052/5): Loss -0.3852, Sem 0.1020, dir -0.9292, norm 0.4420, swav 0.0000 LR: 9.842e-02 Score 96.639 Data time: 0.1953, Forward time: 0.7795, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 2.3279 [2020-10-18 16:11:58,852][root][INFO] - ===> Epoch[211](1053/5): Loss -0.3873, Sem 0.1113, dir -0.9274, norm 0.4288, swav 0.0000 LR: 9.842e-02 Score 96.324 Data time: 0.0805, Forward time: 0.7795, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 2.2159 [2020-10-18 16:12:01,045][root][INFO] - ===> Epoch[211](1054/5): Loss -0.4046, Sem 0.0918, dir -0.9257, norm 0.4292, swav 0.0000 LR: 9.842e-02 Score 96.884 Data time: 0.0689, Forward time: 0.7795, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 2.0807 [2020-10-18 16:12:03,248][root][INFO] - ===> Epoch[211](1055/5): Loss -0.3561, Sem 0.1176, dir -0.9215, norm 0.4478, swav 0.0000 LR: 9.842e-02 Score 96.042 Data time: 0.0620, Forward time: 0.7794, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 2.0908 [2020-10-18 16:12:05,315][root][INFO] - ===> Epoch[212](1056/5): Loss -0.4193, Sem 0.1030, dir -0.9294, norm 0.4071, swav 0.0000 LR: 9.841e-02 Score 96.528 Data time: 0.0734, Forward time: 0.7792, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 1.9840 [2020-10-18 16:12:07,754][root][INFO] - ===> Epoch[212](1057/5): Loss -0.3398, Sem 0.1137, dir -0.9171, norm 0.4636, swav 0.0000 LR: 9.841e-02 Score 96.309 Data time: 0.0681, Forward time: 0.7791, Backward time: 1.2038, DDP time: 0.0030, Total iter time: 2.3661 [2020-10-18 16:12:09,765][root][INFO] - ===> Epoch[212](1058/5): Loss -0.3802, Sem 0.1053, dir -0.9223, norm 0.4367, swav 0.0000 LR: 9.841e-02 Score 96.465 Data time: 0.0866, Forward time: 0.7793, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 1.9287 [2020-10-18 16:12:11,906][root][INFO] - ===> Epoch[212](1059/5): Loss -0.3742, Sem 0.1142, dir -0.9178, norm 0.4295, swav 0.0000 LR: 9.841e-02 Score 96.221 Data time: 0.0964, Forward time: 0.7792, Backward time: 1.2034, DDP time: 0.0030, Total iter time: 2.0415 [2020-10-18 16:12:14,007][root][INFO] - ===> Epoch[212](1060/5): Loss -0.3875, Sem 0.1061, dir -0.9272, norm 0.4336, swav 0.0000 LR: 9.841e-02 Score 96.480 Data time: 0.0938, Forward time: 0.7794, Backward time: 1.2032, DDP time: 0.0030, Total iter time: 1.9886 [2020-10-18 16:12:16,163][root][INFO] - ===> Epoch[213](1061/5): Loss -0.3873, Sem 0.1138, dir -0.9230, norm 0.4219, swav 0.0000 LR: 9.841e-02 Score 96.177 Data time: 0.0588, Forward time: 0.7792, Backward time: 1.2032, DDP time: 0.0030, Total iter time: 2.0346 [2020-10-18 16:12:18,406][root][INFO] - ===> Epoch[213](1062/5): Loss -0.4617, Sem 0.0991, dir -0.9278, norm 0.3670, swav 0.0000 LR: 9.841e-02 Score 96.598 Data time: 0.0765, Forward time: 0.7792, Backward time: 1.2033, DDP time: 0.0030, Total iter time: 2.1483 [2020-10-18 16:12:20,422][root][INFO] - ===> Epoch[213](1063/5): Loss -0.3354, Sem 0.1203, dir -0.9180, norm 0.4622, swav 0.0000 LR: 9.840e-02 Score 96.012 Data time: 0.0811, Forward time: 0.7792, Backward time: 1.2030, DDP time: 0.0030, Total iter time: 1.9182 [2020-10-18 16:12:22,874][root][INFO] - ===> Epoch[213](1064/5): Loss -0.3877, Sem 0.1020, dir -0.9283, norm 0.4385, swav 0.0000 LR: 9.840e-02 Score 96.643 Data time: 0.0962, Forward time: 0.7794, Backward time: 1.2030, DDP time: 0.0030, Total iter time: 2.3420 [2020-10-18 16:12:25,070][root][INFO] - ===> Epoch[213](1065/5): Loss -0.3879, Sem 0.1232, dir -0.9247, norm 0.4137, swav 0.0000 LR: 9.840e-02 Score 95.899 Data time: 0.0772, Forward time: 0.7795, Backward time: 1.2029, DDP time: 0.0030, Total iter time: 2.0772 [2020-10-18 16:12:27,185][root][INFO] - ===> Epoch[214](1066/5): Loss -0.4274, Sem 0.0995, dir -0.9295, norm 0.4027, swav 0.0000 LR: 9.840e-02 Score 96.608 Data time: 0.0752, Forward time: 0.7793, Backward time: 1.2029, DDP time: 0.0030, Total iter time: 2.0088 [2020-10-18 16:12:29,100][root][INFO] - ===> Epoch[214](1067/5): Loss -0.4402, Sem 0.1003, dir -0.9282, norm 0.3877, swav 0.0000 LR: 9.840e-02 Score 96.720 Data time: 0.0717, Forward time: 0.7793, Backward time: 1.2027, DDP time: 0.0030, Total iter time: 1.8516 [2020-10-18 16:12:31,286][root][INFO] - ===> Epoch[214](1068/5): Loss -0.3967, Sem 0.1056, dir -0.9255, norm 0.4231, swav 0.0000 LR: 9.840e-02 Score 96.536 Data time: 0.0685, Forward time: 0.7792, Backward time: 1.2027, DDP time: 0.0030, Total iter time: 2.0786 [2020-10-18 16:12:33,703][root][INFO] - ===> Epoch[214](1069/5): Loss -0.4313, Sem 0.1021, dir -0.9311, norm 0.3978, swav 0.0000 LR: 9.840e-02 Score 96.628 Data time: 0.0691, Forward time: 0.7792, Backward time: 1.2030, DDP time: 0.0030, Total iter time: 2.3172 [2020-10-18 16:12:36,515][root][INFO] - ===> Epoch[214](1070/5): Loss -0.3339, Sem 0.1031, dir -0.9213, norm 0.4842, swav 0.0000 LR: 9.839e-02 Score 96.610 Data time: 0.0708, Forward time: 0.7791, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 2.7100 [2020-10-18 16:12:38,580][root][INFO] - ===> Epoch[215](1071/5): Loss -0.3969, Sem 0.1159, dir -0.9279, norm 0.4151, swav 0.0000 LR: 9.839e-02 Score 96.102 Data time: 0.0487, Forward time: 0.7788, Backward time: 1.2036, DDP time: 0.0030, Total iter time: 1.9696 [2020-10-18 16:12:40,426][root][INFO] - ===> Epoch[215](1072/5): Loss -0.4230, Sem 0.0984, dir -0.9319, norm 0.4105, swav 0.0000 LR: 9.839e-02 Score 96.745 Data time: 0.0601, Forward time: 0.7787, Backward time: 1.2034, DDP time: 0.0030, Total iter time: 1.7790 [2020-10-18 16:12:42,587][root][INFO] - ===> Epoch[215](1073/5): Loss -0.4129, Sem 0.1076, dir -0.9295, norm 0.4090, swav 0.0000 LR: 9.839e-02 Score 96.400 Data time: 0.0640, Forward time: 0.7785, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 2.0651 [2020-10-18 16:12:44,945][root][INFO] - ===> Epoch[215](1074/5): Loss -0.3672, Sem 0.1087, dir -0.9170, norm 0.4412, swav 0.0000 LR: 9.839e-02 Score 96.428 Data time: 0.0557, Forward time: 0.7783, Backward time: 1.2037, DDP time: 0.0030, Total iter time: 2.2531 [2020-10-18 16:12:47,252][root][INFO] - ===> Epoch[215](1075/5): Loss -0.3782, Sem 0.1078, dir -0.9281, norm 0.4420, swav 0.0000 LR: 9.839e-02 Score 96.615 Data time: 0.0663, Forward time: 0.7783, Backward time: 1.2039, DDP time: 0.0030, Total iter time: 2.2541 [2020-10-18 16:12:49,177][root][INFO] - ===> Epoch[216](1076/5): Loss -0.4427, Sem 0.0995, dir -0.9312, norm 0.3890, swav 0.0000 LR: 9.838e-02 Score 96.629 Data time: 0.0785, Forward time: 0.7782, Backward time: 1.2036, DDP time: 0.0030, Total iter time: 1.8236 [2020-10-18 16:12:51,387][root][INFO] - ===> Epoch[216](1077/5): Loss -0.4154, Sem 0.0947, dir -0.9294, norm 0.4193, swav 0.0000 LR: 9.838e-02 Score 96.922 Data time: 0.0879, Forward time: 0.7784, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 2.1042 [2020-10-18 16:12:53,414][root][INFO] - ===> Epoch[216](1078/5): Loss -0.3941, Sem 0.1041, dir -0.9192, norm 0.4209, swav 0.0000 LR: 9.838e-02 Score 96.568 Data time: 0.0573, Forward time: 0.7782, Backward time: 1.2034, DDP time: 0.0030, Total iter time: 1.9042 [2020-10-18 16:12:55,413][root][INFO] - ===> Epoch[216](1079/5): Loss -0.3957, Sem 0.1030, dir -0.9234, norm 0.4247, swav 0.0000 LR: 9.838e-02 Score 96.678 Data time: 0.0679, Forward time: 0.7782, Backward time: 1.2033, DDP time: 0.0030, Total iter time: 1.8951 [2020-10-18 16:12:58,116][root][INFO] - ===> Epoch[216](1080/5): Loss -0.3251, Sem 0.1171, dir -0.9180, norm 0.4758, swav 0.0000 LR: 9.838e-02 Score 96.303 Data time: 0.0830, Forward time: 0.7783, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 2.5972 [2020-10-18 16:12:59,845][root][INFO] - ===> Epoch[217](1081/5): Loss -0.4224, Sem 0.0958, dir -0.9260, norm 0.4079, swav 0.0000 LR: 9.838e-02 Score 96.707 Data time: 0.0729, Forward time: 0.7783, Backward time: 1.2031, DDP time: 0.0030, Total iter time: 1.6193 [2020-10-18 16:13:01,934][root][INFO] - ===> Epoch[217](1082/5): Loss -0.3946, Sem 0.1037, dir -0.9225, norm 0.4242, swav 0.0000 LR: 9.838e-02 Score 96.538 Data time: 0.0564, Forward time: 0.7781, Backward time: 1.2031, DDP time: 0.0030, Total iter time: 1.9850 [2020-10-18 16:13:04,082][root][INFO] - ===> Epoch[217](1083/5): Loss -0.4353, Sem 0.0983, dir -0.9307, norm 0.3971, swav 0.0000 LR: 9.837e-02 Score 96.716 Data time: 0.1206, Forward time: 0.7781, Backward time: 1.2030, DDP time: 0.0030, Total iter time: 2.0606 [2020-10-18 16:13:06,562][root][INFO] - ===> Epoch[217](1084/5): Loss -0.4648, Sem 0.0840, dir -0.9365, norm 0.3877, swav 0.0000 LR: 9.837e-02 Score 97.250 Data time: 0.1444, Forward time: 0.7784, Backward time: 1.2029, DDP time: 0.0030, Total iter time: 2.3729 [2020-10-18 16:13:09,085][root][INFO] - ===> Epoch[217](1085/5): Loss -0.4138, Sem 0.1020, dir -0.9285, norm 0.4127, swav 0.0000 LR: 9.837e-02 Score 96.673 Data time: 0.0695, Forward time: 0.7783, Backward time: 1.2032, DDP time: 0.0030, Total iter time: 2.4030 [2020-10-18 16:13:11,402][root][INFO] - ===> Epoch[218](1086/5): Loss -0.3627, Sem 0.0990, dir -0.9202, norm 0.4585, swav 0.0000 LR: 9.837e-02 Score 96.763 Data time: 0.0797, Forward time: 0.7784, Backward time: 1.2032, DDP time: 0.0030, Total iter time: 2.2176 [2020-10-18 16:13:13,669][root][INFO] - ===> Epoch[218](1087/5): Loss -0.3444, Sem 0.1259, dir -0.9220, norm 0.4517, swav 0.0000 LR: 9.837e-02 Score 96.215 Data time: 0.0947, Forward time: 0.7784, Backward time: 1.2032, DDP time: 0.0030, Total iter time: 2.1709 [2020-10-18 16:13:16,423][root][INFO] - ===> Epoch[218](1088/5): Loss -0.3937, Sem 0.1008, dir -0.9194, norm 0.4249, swav 0.0000 LR: 9.837e-02 Score 96.674 Data time: 0.0940, Forward time: 0.7786, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 2.6428 [2020-10-18 16:13:18,456][root][INFO] - ===> Epoch[218](1089/5): Loss -0.3760, Sem 0.1102, dir -0.9232, norm 0.4370, swav 0.0000 LR: 9.837e-02 Score 96.399 Data time: 0.0816, Forward time: 0.7787, Backward time: 1.2032, DDP time: 0.0030, Total iter time: 1.8936 [2020-10-18 16:13:20,470][root][INFO] - ===> Epoch[218](1090/5): Loss -0.4146, Sem 0.1046, dir -0.9297, norm 0.4105, swav 0.0000 LR: 9.836e-02 Score 96.474 Data time: 0.0728, Forward time: 0.7787, Backward time: 1.2030, DDP time: 0.0030, Total iter time: 1.9312 [2020-10-18 16:13:22,380][root][INFO] - ===> Epoch[219](1091/5): Loss -0.3889, Sem 0.1057, dir -0.9266, norm 0.4319, swav 0.0000 LR: 9.836e-02 Score 96.594 Data time: 0.0799, Forward time: 0.7787, Backward time: 1.2027, DDP time: 0.0030, Total iter time: 1.8081 [2020-10-18 16:13:25,021][root][INFO] - ===> Epoch[219](1092/5): Loss -0.4326, Sem 0.1025, dir -0.9283, norm 0.3932, swav 0.0000 LR: 9.836e-02 Score 96.529 Data time: 0.0535, Forward time: 0.7785, Backward time: 1.2032, DDP time: 0.0030, Total iter time: 2.5218 [2020-10-18 16:13:27,052][root][INFO] - ===> Epoch[219](1093/5): Loss -0.4186, Sem 0.0962, dir -0.9282, norm 0.4134, swav 0.0000 LR: 9.836e-02 Score 96.810 Data time: 0.0649, Forward time: 0.7784, Backward time: 1.2031, DDP time: 0.0030, Total iter time: 1.9403 [2020-10-18 16:13:29,218][root][INFO] - ===> Epoch[219](1094/5): Loss -0.3823, Sem 0.1099, dir -0.9269, norm 0.4348, swav 0.0000 LR: 9.836e-02 Score 96.352 Data time: 0.0860, Forward time: 0.7786, Backward time: 1.2029, DDP time: 0.0030, Total iter time: 2.0683 [2020-10-18 16:13:32,096][root][INFO] - ===> Epoch[219](1095/5): Loss -0.4200, Sem 0.0964, dir -0.9301, norm 0.4137, swav 0.0000 LR: 9.836e-02 Score 96.870 Data time: 0.1650, Forward time: 0.7791, Backward time: 1.2030, DDP time: 0.0030, Total iter time: 2.7435 [2020-10-18 16:13:34,741][root][INFO] - ===> Epoch[220](1096/5): Loss -0.3916, Sem 0.1050, dir -0.9238, norm 0.4272, swav 0.0000 LR: 9.835e-02 Score 96.522 Data time: 0.0850, Forward time: 0.7793, Backward time: 1.2031, DDP time: 0.0030, Total iter time: 2.5246 [2020-10-18 16:13:37,484][root][INFO] - ===> Epoch[220](1097/5): Loss -0.3924, Sem 0.1000, dir -0.9239, norm 0.4314, swav 0.0000 LR: 9.835e-02 Score 96.622 Data time: 0.0812, Forward time: 0.7793, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 2.6564 [2020-10-18 16:13:40,222][root][INFO] - ===> Epoch[220](1098/5): Loss -0.3727, Sem 0.1031, dir -0.9230, norm 0.4471, swav 0.0000 LR: 9.835e-02 Score 96.614 Data time: 0.0782, Forward time: 0.7794, Backward time: 1.2038, DDP time: 0.0030, Total iter time: 2.6486 [2020-10-18 16:13:42,102][root][INFO] - ===> Epoch[220](1099/5): Loss -0.3713, Sem 0.1037, dir -0.9231, norm 0.4481, swav 0.0000 LR: 9.835e-02 Score 96.553 Data time: 0.0843, Forward time: 0.7795, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 1.7890 [2020-10-18 16:13:44,292][root][INFO] - ===> Epoch[220](1100/5): Loss -0.4501, Sem 0.0967, dir -0.9309, norm 0.3842, swav 0.0000 LR: 9.835e-02 Score 96.778 Data time: 0.0935, Forward time: 0.7795, Backward time: 1.2034, DDP time: 0.0030, Total iter time: 2.0725 [2020-10-18 16:13:45,365][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 16:13:47,344][root][INFO] - ===> Epoch[221](1101/5): Loss -0.3920, Sem 0.1011, dir -0.9241, norm 0.4309, swav 0.0000 LR: 9.835e-02 Score 96.672 Data time: 0.0801, Forward time: 0.7794, Backward time: 1.2032, DDP time: 0.0030, Total iter time: 1.7871 [2020-10-18 16:13:49,364][root][INFO] - ===> Epoch[221](1102/5): Loss -0.4201, Sem 0.1063, dir -0.9260, norm 0.3995, swav 0.0000 LR: 9.835e-02 Score 96.439 Data time: 0.0729, Forward time: 0.7793, Backward time: 1.2030, DDP time: 0.0030, Total iter time: 1.9262 [2020-10-18 16:13:51,315][root][INFO] - ===> Epoch[221](1103/5): Loss -0.4253, Sem 0.0940, dir -0.9217, norm 0.4024, swav 0.0000 LR: 9.834e-02 Score 96.897 Data time: 0.0585, Forward time: 0.7792, Backward time: 1.2029, DDP time: 0.0030, Total iter time: 1.8536 [2020-10-18 16:13:54,244][root][INFO] - ===> Epoch[221](1104/5): Loss -0.4232, Sem 0.0882, dir -0.9283, norm 0.4168, swav 0.0000 LR: 9.834e-02 Score 97.061 Data time: 0.2184, Forward time: 0.7793, Backward time: 1.2033, DDP time: 0.0030, Total iter time: 2.8555 [2020-10-18 16:13:56,449][root][INFO] - ===> Epoch[221](1105/5): Loss -0.3685, Sem 0.1057, dir -0.9283, norm 0.4541, swav 0.0000 LR: 9.834e-02 Score 96.591 Data time: 0.0989, Forward time: 0.7795, Backward time: 1.2031, DDP time: 0.0030, Total iter time: 2.0672 [2020-10-18 16:13:58,234][root][INFO] - ===> Epoch[222](1106/5): Loss -0.3341, Sem 0.1179, dir -0.9225, norm 0.4705, swav 0.0000 LR: 9.834e-02 Score 96.075 Data time: 0.0663, Forward time: 0.7795, Backward time: 1.2028, DDP time: 0.0030, Total iter time: 1.6869 [2020-10-18 16:14:00,352][root][INFO] - ===> Epoch[222](1107/5): Loss -0.4587, Sem 0.0858, dir -0.9341, norm 0.3895, swav 0.0000 LR: 9.834e-02 Score 97.111 Data time: 0.0533, Forward time: 0.7793, Backward time: 1.2028, DDP time: 0.0030, Total iter time: 2.0268 [2020-10-18 16:14:02,550][root][INFO] - ===> Epoch[222](1108/5): Loss -0.3996, Sem 0.0984, dir -0.9304, norm 0.4324, swav 0.0000 LR: 9.834e-02 Score 96.765 Data time: 0.0893, Forward time: 0.7795, Backward time: 1.2026, DDP time: 0.0030, Total iter time: 2.1200 [2020-10-18 16:14:04,936][root][INFO] - ===> Epoch[222](1109/5): Loss -0.4525, Sem 0.0837, dir -0.9330, norm 0.3967, swav 0.0000 LR: 9.833e-02 Score 97.176 Data time: 0.0783, Forward time: 0.7796, Backward time: 1.2026, DDP time: 0.0030, Total iter time: 2.2713 [2020-10-18 16:14:07,257][root][INFO] - ===> Epoch[222](1110/5): Loss -0.3738, Sem 0.1058, dir -0.9252, norm 0.4456, swav 0.0000 LR: 9.833e-02 Score 96.467 Data time: 0.0593, Forward time: 0.7795, Backward time: 1.2028, DDP time: 0.0030, Total iter time: 2.2231 [2020-10-18 16:14:09,387][root][INFO] - ===> Epoch[223](1111/5): Loss -0.4512, Sem 0.1023, dir -0.9282, norm 0.3747, swav 0.0000 LR: 9.833e-02 Score 96.668 Data time: 0.0534, Forward time: 0.7794, Backward time: 1.2029, DDP time: 0.0030, Total iter time: 2.0483 [2020-10-18 16:14:11,836][root][INFO] - ===> Epoch[223](1112/5): Loss -0.4045, Sem 0.0996, dir -0.9253, norm 0.4212, swav 0.0000 LR: 9.833e-02 Score 96.738 Data time: 0.1303, Forward time: 0.7792, Backward time: 1.2031, DDP time: 0.0030, Total iter time: 2.3789 [2020-10-18 16:14:14,024][root][INFO] - ===> Epoch[223](1113/5): Loss -0.3910, Sem 0.0926, dir -0.9239, norm 0.4403, swav 0.0000 LR: 9.833e-02 Score 96.923 Data time: 0.0971, Forward time: 0.7795, Backward time: 1.2029, DDP time: 0.0030, Total iter time: 2.0846 [2020-10-18 16:14:15,953][root][INFO] - ===> Epoch[223](1114/5): Loss -0.4172, Sem 0.0932, dir -0.9247, norm 0.4143, swav 0.0000 LR: 9.833e-02 Score 96.962 Data time: 0.0635, Forward time: 0.7794, Backward time: 1.2027, DDP time: 0.0030, Total iter time: 1.8121 [2020-10-18 16:14:17,691][root][INFO] - ===> Epoch[223](1115/5): Loss -0.4292, Sem 0.0993, dir -0.9274, norm 0.3989, swav 0.0000 LR: 9.833e-02 Score 96.714 Data time: 0.0618, Forward time: 0.7792, Backward time: 1.2025, DDP time: 0.0030, Total iter time: 1.6577 [2020-10-18 16:14:19,996][root][INFO] - ===> Epoch[224](1116/5): Loss -0.3678, Sem 0.1056, dir -0.9241, norm 0.4507, swav 0.0000 LR: 9.832e-02 Score 96.525 Data time: 0.3770, Forward time: 0.7790, Backward time: 1.2024, DDP time: 0.0030, Total iter time: 2.2109 [2020-10-18 16:14:22,584][root][INFO] - ===> Epoch[224](1117/5): Loss -0.3922, Sem 0.1091, dir -0.9236, norm 0.4223, swav 0.0000 LR: 9.832e-02 Score 96.387 Data time: 0.1041, Forward time: 0.7793, Backward time: 1.2025, DDP time: 0.0030, Total iter time: 2.4983 [2020-10-18 16:14:24,761][root][INFO] - ===> Epoch[224](1118/5): Loss -0.4398, Sem 0.0839, dir -0.9349, norm 0.4112, swav 0.0000 LR: 9.832e-02 Score 97.299 Data time: 0.0910, Forward time: 0.7794, Backward time: 1.2023, DDP time: 0.0030, Total iter time: 2.0460 [2020-10-18 16:14:26,886][root][INFO] - ===> Epoch[224](1119/5): Loss -0.4553, Sem 0.1014, dir -0.9294, norm 0.3727, swav 0.0000 LR: 9.832e-02 Score 96.599 Data time: 0.0671, Forward time: 0.7794, Backward time: 1.2022, DDP time: 0.0030, Total iter time: 2.0126 [2020-10-18 16:14:29,245][root][INFO] - ===> Epoch[224](1120/5): Loss -0.4042, Sem 0.1027, dir -0.9272, norm 0.4203, swav 0.0000 LR: 9.832e-02 Score 96.534 Data time: 0.1074, Forward time: 0.7795, Backward time: 1.2022, DDP time: 0.0030, Total iter time: 2.2738 [2020-10-18 16:14:31,474][root][INFO] - ===> Epoch[225](1121/5): Loss -0.4323, Sem 0.0918, dir -0.9336, norm 0.4095, swav 0.0000 LR: 9.832e-02 Score 96.927 Data time: 0.0493, Forward time: 0.7792, Backward time: 1.2024, DDP time: 0.0030, Total iter time: 2.1187 [2020-10-18 16:14:33,929][root][INFO] - ===> Epoch[225](1122/5): Loss -0.3359, Sem 0.1028, dir -0.9188, norm 0.4801, swav 0.0000 LR: 9.832e-02 Score 96.615 Data time: 0.0416, Forward time: 0.7790, Backward time: 1.2029, DDP time: 0.0030, Total iter time: 2.4096 [2020-10-18 16:14:35,944][root][INFO] - ===> Epoch[225](1123/5): Loss -0.4056, Sem 0.0911, dir -0.9278, norm 0.4311, swav 0.0000 LR: 9.831e-02 Score 97.021 Data time: 0.0731, Forward time: 0.7790, Backward time: 1.2027, DDP time: 0.0030, Total iter time: 1.9753 [2020-10-18 16:14:37,812][root][INFO] - ===> Epoch[225](1124/5): Loss -0.3933, Sem 0.0988, dir -0.9208, norm 0.4287, swav 0.0000 LR: 9.831e-02 Score 96.721 Data time: 0.0725, Forward time: 0.7790, Backward time: 1.2025, DDP time: 0.0030, Total iter time: 1.7798 [2020-10-18 16:14:39,933][root][INFO] - ===> Epoch[225](1125/5): Loss -0.4534, Sem 0.0938, dir -0.9321, norm 0.3850, swav 0.0000 LR: 9.831e-02 Score 96.924 Data time: 0.0811, Forward time: 0.7791, Backward time: 1.2023, DDP time: 0.0030, Total iter time: 2.0245 [2020-10-18 16:14:42,177][root][INFO] - ===> Epoch[226](1126/5): Loss -0.3885, Sem 0.1036, dir -0.9288, norm 0.4367, swav 0.0000 LR: 9.831e-02 Score 96.626 Data time: 0.0610, Forward time: 0.7789, Backward time: 1.2024, DDP time: 0.0030, Total iter time: 2.1458 [2020-10-18 16:14:44,842][root][INFO] - ===> Epoch[226](1127/5): Loss -0.3974, Sem 0.1090, dir -0.9285, norm 0.4221, swav 0.0000 LR: 9.831e-02 Score 96.511 Data time: 0.1359, Forward time: 0.7788, Backward time: 1.2028, DDP time: 0.0030, Total iter time: 2.5931 [2020-10-18 16:14:46,832][root][INFO] - ===> Epoch[226](1128/5): Loss -0.4408, Sem 0.0953, dir -0.9261, norm 0.3900, swav 0.0000 LR: 9.831e-02 Score 96.893 Data time: 0.0830, Forward time: 0.7789, Backward time: 1.2026, DDP time: 0.0030, Total iter time: 1.9252 [2020-10-18 16:14:49,210][root][INFO] - ===> Epoch[226](1129/5): Loss -0.4113, Sem 0.0941, dir -0.9294, norm 0.4240, swav 0.0000 LR: 9.830e-02 Score 96.931 Data time: 0.0905, Forward time: 0.7789, Backward time: 1.2026, DDP time: 0.0030, Total iter time: 2.2613 [2020-10-18 16:14:51,474][root][INFO] - ===> Epoch[226](1130/5): Loss -0.3674, Sem 0.1105, dir -0.9222, norm 0.4443, swav 0.0000 LR: 9.830e-02 Score 96.412 Data time: 0.0887, Forward time: 0.7790, Backward time: 1.2025, DDP time: 0.0030, Total iter time: 2.1421 [2020-10-18 16:14:53,630][root][INFO] - ===> Epoch[227](1131/5): Loss -0.4078, Sem 0.1000, dir -0.9277, norm 0.4199, swav 0.0000 LR: 9.830e-02 Score 96.644 Data time: 0.0526, Forward time: 0.7788, Backward time: 1.2026, DDP time: 0.0030, Total iter time: 2.0401 [2020-10-18 16:14:55,864][root][INFO] - ===> Epoch[227](1132/5): Loss -0.4201, Sem 0.0934, dir -0.9268, norm 0.4133, swav 0.0000 LR: 9.830e-02 Score 96.908 Data time: 0.0476, Forward time: 0.7786, Backward time: 1.2029, DDP time: 0.0030, Total iter time: 2.1876 [2020-10-18 16:14:58,028][root][INFO] - ===> Epoch[227](1133/5): Loss -0.4291, Sem 0.1064, dir -0.9236, norm 0.3881, swav 0.0000 LR: 9.830e-02 Score 96.431 Data time: 0.0926, Forward time: 0.7785, Backward time: 1.2029, DDP time: 0.0030, Total iter time: 2.0712 [2020-10-18 16:15:00,233][root][INFO] - ===> Epoch[227](1134/5): Loss -0.4420, Sem 0.0912, dir -0.9303, norm 0.3971, swav 0.0000 LR: 9.830e-02 Score 97.022 Data time: 0.0808, Forward time: 0.7786, Backward time: 1.2028, DDP time: 0.0030, Total iter time: 2.0982 [2020-10-18 16:15:02,316][root][INFO] - ===> Epoch[227](1135/5): Loss -0.3824, Sem 0.0927, dir -0.9301, norm 0.4550, swav 0.0000 LR: 9.830e-02 Score 96.967 Data time: 0.0551, Forward time: 0.7784, Backward time: 1.2028, DDP time: 0.0030, Total iter time: 1.9694 [2020-10-18 16:15:04,395][root][INFO] - ===> Epoch[228](1136/5): Loss -0.4281, Sem 0.0880, dir -0.9259, norm 0.4098, swav 0.0000 LR: 9.829e-02 Score 97.082 Data time: 0.0631, Forward time: 0.7783, Backward time: 1.2029, DDP time: 0.0030, Total iter time: 2.0096 [2020-10-18 16:15:06,540][root][INFO] - ===> Epoch[228](1137/5): Loss -0.4532, Sem 0.0877, dir -0.9313, norm 0.3904, swav 0.0000 LR: 9.829e-02 Score 97.129 Data time: 0.0660, Forward time: 0.7782, Backward time: 1.2028, DDP time: 0.0030, Total iter time: 2.0478 [2020-10-18 16:15:08,652][root][INFO] - ===> Epoch[228](1138/5): Loss -0.3626, Sem 0.1141, dir -0.9255, norm 0.4488, swav 0.0000 LR: 9.829e-02 Score 96.285 Data time: 0.0438, Forward time: 0.7780, Backward time: 1.2029, DDP time: 0.0030, Total iter time: 2.0134 [2020-10-18 16:15:10,794][root][INFO] - ===> Epoch[228](1139/5): Loss -0.4546, Sem 0.0807, dir -0.9409, norm 0.4056, swav 0.0000 LR: 9.829e-02 Score 97.391 Data time: 0.0887, Forward time: 0.7781, Backward time: 1.2028, DDP time: 0.0030, Total iter time: 2.0758 [2020-10-18 16:15:13,163][root][INFO] - ===> Epoch[228](1140/5): Loss -0.3748, Sem 0.1092, dir -0.9271, norm 0.4432, swav 0.0000 LR: 9.829e-02 Score 96.379 Data time: 0.0513, Forward time: 0.7780, Backward time: 1.2029, DDP time: 0.0030, Total iter time: 2.2686 [2020-10-18 16:15:16,372][root][INFO] - ===> Epoch[229](1141/5): Loss -0.4139, Sem 0.0968, dir -0.9307, norm 0.4201, swav 0.0000 LR: 9.829e-02 Score 96.807 Data time: 0.0985, Forward time: 0.7783, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 3.1272 [2020-10-18 16:15:18,299][root][INFO] - ===> Epoch[229](1142/5): Loss -0.4238, Sem 0.0925, dir -0.9302, norm 0.4138, swav 0.0000 LR: 9.829e-02 Score 96.831 Data time: 0.0572, Forward time: 0.7781, Backward time: 1.2034, DDP time: 0.0030, Total iter time: 1.8192 [2020-10-18 16:15:20,366][root][INFO] - ===> Epoch[229](1143/5): Loss -0.3640, Sem 0.1092, dir -0.9195, norm 0.4463, swav 0.0000 LR: 9.828e-02 Score 96.444 Data time: 0.0684, Forward time: 0.7780, Backward time: 1.2033, DDP time: 0.0030, Total iter time: 1.9823 [2020-10-18 16:15:22,310][root][INFO] - ===> Epoch[229](1144/5): Loss -0.4349, Sem 0.1008, dir -0.9323, norm 0.3966, swav 0.0000 LR: 9.828e-02 Score 96.640 Data time: 0.0789, Forward time: 0.7781, Backward time: 1.2031, DDP time: 0.0030, Total iter time: 1.8562 [2020-10-18 16:15:24,654][root][INFO] - ===> Epoch[229](1145/5): Loss -0.3902, Sem 0.1001, dir -0.9204, norm 0.4302, swav 0.0000 LR: 9.828e-02 Score 96.673 Data time: 0.0606, Forward time: 0.7779, Backward time: 1.2033, DDP time: 0.0030, Total iter time: 2.2280 [2020-10-18 16:15:26,977][root][INFO] - ===> Epoch[230](1146/5): Loss -0.4274, Sem 0.0907, dir -0.9313, norm 0.4132, swav 0.0000 LR: 9.828e-02 Score 96.990 Data time: 0.0793, Forward time: 0.7779, Backward time: 1.2034, DDP time: 0.0030, Total iter time: 2.2273 [2020-10-18 16:15:29,224][root][INFO] - ===> Epoch[230](1147/5): Loss -0.3835, Sem 0.1060, dir -0.9314, norm 0.4419, swav 0.0000 LR: 9.828e-02 Score 96.557 Data time: 0.0981, Forward time: 0.7781, Backward time: 1.2032, DDP time: 0.0030, Total iter time: 2.1490 [2020-10-18 16:15:31,306][root][INFO] - ===> Epoch[230](1148/5): Loss -0.4430, Sem 0.0975, dir -0.9334, norm 0.3929, swav 0.0000 LR: 9.828e-02 Score 96.745 Data time: 0.0548, Forward time: 0.7780, Backward time: 1.2032, DDP time: 0.0030, Total iter time: 1.9602 [2020-10-18 16:15:33,464][root][INFO] - ===> Epoch[230](1149/5): Loss -0.3870, Sem 0.0978, dir -0.9242, norm 0.4395, swav 0.0000 LR: 9.827e-02 Score 96.765 Data time: 0.0798, Forward time: 0.7779, Backward time: 1.2032, DDP time: 0.0030, Total iter time: 2.0616 [2020-10-18 16:15:36,291][root][INFO] - ===> Epoch[230](1150/5): Loss -0.4403, Sem 0.0904, dir -0.9305, norm 0.3999, swav 0.0000 LR: 9.827e-02 Score 96.973 Data time: 0.0841, Forward time: 0.7780, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 2.7314 [2020-10-18 16:15:38,307][root][INFO] - ===> Epoch[231](1151/5): Loss -0.4521, Sem 0.0954, dir -0.9370, norm 0.3896, swav 0.0000 LR: 9.827e-02 Score 96.922 Data time: 0.0518, Forward time: 0.7777, Backward time: 1.2036, DDP time: 0.0030, Total iter time: 1.8821 [2020-10-18 16:15:40,548][root][INFO] - ===> Epoch[231](1152/5): Loss -0.4798, Sem 0.0856, dir -0.9339, norm 0.3685, swav 0.0000 LR: 9.827e-02 Score 97.156 Data time: 0.0998, Forward time: 0.7780, Backward time: 1.2034, DDP time: 0.0030, Total iter time: 2.1490 [2020-10-18 16:15:42,884][root][INFO] - ===> Epoch[231](1153/5): Loss -0.4013, Sem 0.1002, dir -0.9293, norm 0.4279, swav 0.0000 LR: 9.827e-02 Score 96.669 Data time: 0.0597, Forward time: 0.7778, Backward time: 1.2036, DDP time: 0.0030, Total iter time: 2.2334 [2020-10-18 16:15:45,101][root][INFO] - ===> Epoch[231](1154/5): Loss -0.4074, Sem 0.1003, dir -0.9279, norm 0.4202, swav 0.0000 LR: 9.827e-02 Score 96.624 Data time: 0.0596, Forward time: 0.7777, Backward time: 1.2037, DDP time: 0.0030, Total iter time: 2.1173 [2020-10-18 16:15:47,218][root][INFO] - ===> Epoch[231](1155/5): Loss -0.4670, Sem 0.0909, dir -0.9343, norm 0.3765, swav 0.0000 LR: 9.827e-02 Score 96.944 Data time: 0.0798, Forward time: 0.7777, Backward time: 1.2036, DDP time: 0.0030, Total iter time: 2.0322 [2020-10-18 16:15:49,413][root][INFO] - ===> Epoch[232](1156/5): Loss -0.4108, Sem 0.1062, dir -0.9293, norm 0.4123, swav 0.0000 LR: 9.826e-02 Score 96.628 Data time: 0.0775, Forward time: 0.7776, Backward time: 1.2036, DDP time: 0.0030, Total iter time: 2.0725 [2020-10-18 16:15:51,631][root][INFO] - ===> Epoch[232](1157/5): Loss -0.3881, Sem 0.0946, dir -0.9297, norm 0.4470, swav 0.0000 LR: 9.826e-02 Score 96.856 Data time: 0.0986, Forward time: 0.7779, Backward time: 1.2034, DDP time: 0.0030, Total iter time: 2.1061 [2020-10-18 16:15:54,667][root][INFO] - ===> Epoch[232](1158/5): Loss -0.3997, Sem 0.0943, dir -0.9263, norm 0.4323, swav 0.0000 LR: 9.826e-02 Score 96.809 Data time: 0.0902, Forward time: 0.7780, Backward time: 1.2039, DDP time: 0.0030, Total iter time: 2.9199 [2020-10-18 16:15:56,693][root][INFO] - ===> Epoch[232](1159/5): Loss -0.3519, Sem 0.1064, dir -0.9188, norm 0.4605, swav 0.0000 LR: 9.826e-02 Score 96.505 Data time: 0.0804, Forward time: 0.7780, Backward time: 1.2037, DDP time: 0.0030, Total iter time: 1.9120 [2020-10-18 16:15:59,220][root][INFO] - ===> Epoch[232](1160/5): Loss -0.4235, Sem 0.0939, dir -0.9326, norm 0.4151, swav 0.0000 LR: 9.826e-02 Score 96.883 Data time: 0.0865, Forward time: 0.7781, Backward time: 1.2038, DDP time: 0.0030, Total iter time: 2.4253 [2020-10-18 16:16:01,159][root][INFO] - ===> Epoch[233](1161/5): Loss -0.4383, Sem 0.0992, dir -0.9261, norm 0.3886, swav 0.0000 LR: 9.826e-02 Score 96.646 Data time: 0.0738, Forward time: 0.7781, Backward time: 1.2036, DDP time: 0.0030, Total iter time: 1.8385 [2020-10-18 16:16:03,711][root][INFO] - ===> Epoch[233](1162/5): Loss -0.3540, Sem 0.1225, dir -0.9231, norm 0.4466, swav 0.0000 LR: 9.826e-02 Score 96.032 Data time: 0.0564, Forward time: 0.7779, Backward time: 1.2040, DDP time: 0.0030, Total iter time: 2.4583 [2020-10-18 16:16:05,970][root][INFO] - ===> Epoch[233](1163/5): Loss -0.3690, Sem 0.1102, dir -0.9213, norm 0.4421, swav 0.0000 LR: 9.825e-02 Score 96.370 Data time: 0.1133, Forward time: 0.7780, Backward time: 1.2039, DDP time: 0.0030, Total iter time: 2.1710 [2020-10-18 16:16:08,516][root][INFO] - ===> Epoch[233](1164/5): Loss -0.4323, Sem 0.1013, dir -0.9352, norm 0.4016, swav 0.0000 LR: 9.825e-02 Score 96.627 Data time: 0.0852, Forward time: 0.7781, Backward time: 1.2041, DDP time: 0.0030, Total iter time: 2.4384 [2020-10-18 16:16:10,672][root][INFO] - ===> Epoch[233](1165/5): Loss -0.4652, Sem 0.0944, dir -0.9346, norm 0.3751, swav 0.0000 LR: 9.825e-02 Score 96.861 Data time: 0.0815, Forward time: 0.7781, Backward time: 1.2040, DDP time: 0.0030, Total iter time: 2.0612 [2020-10-18 16:16:12,550][root][INFO] - ===> Epoch[234](1166/5): Loss -0.3691, Sem 0.1079, dir -0.9275, norm 0.4505, swav 0.0000 LR: 9.825e-02 Score 96.469 Data time: 0.0721, Forward time: 0.7781, Backward time: 1.2037, DDP time: 0.0030, Total iter time: 1.7711 [2020-10-18 16:16:14,467][root][INFO] - ===> Epoch[234](1167/5): Loss -0.4260, Sem 0.1015, dir -0.9276, norm 0.4001, swav 0.0000 LR: 9.825e-02 Score 96.724 Data time: 0.0995, Forward time: 0.7781, Backward time: 1.2034, DDP time: 0.0030, Total iter time: 1.8150 [2020-10-18 16:16:17,253][root][INFO] - ===> Epoch[234](1168/5): Loss -0.3661, Sem 0.1033, dir -0.9264, norm 0.4570, swav 0.0000 LR: 9.825e-02 Score 96.584 Data time: 0.0847, Forward time: 0.7783, Backward time: 1.2037, DDP time: 0.0030, Total iter time: 2.6739 [2020-10-18 16:16:19,359][root][INFO] - ===> Epoch[234](1169/5): Loss -0.4304, Sem 0.1038, dir -0.9291, norm 0.3949, swav 0.0000 LR: 9.824e-02 Score 96.573 Data time: 0.0818, Forward time: 0.7783, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 1.9818 [2020-10-18 16:16:21,248][root][INFO] - ===> Epoch[234](1170/5): Loss -0.4032, Sem 0.1007, dir -0.9299, norm 0.4260, swav 0.0000 LR: 9.824e-02 Score 96.725 Data time: 0.0476, Forward time: 0.7782, Backward time: 1.2034, DDP time: 0.0030, Total iter time: 1.7774 [2020-10-18 16:16:23,516][root][INFO] - ===> Epoch[235](1171/5): Loss -0.4182, Sem 0.0949, dir -0.9274, norm 0.4143, swav 0.0000 LR: 9.824e-02 Score 96.877 Data time: 0.1149, Forward time: 0.7784, Backward time: 1.2033, DDP time: 0.0030, Total iter time: 2.1835 [2020-10-18 16:16:26,262][root][INFO] - ===> Epoch[235](1172/5): Loss -0.3989, Sem 0.1001, dir -0.9280, norm 0.4290, swav 0.0000 LR: 9.824e-02 Score 96.664 Data time: 0.0746, Forward time: 0.7784, Backward time: 1.2036, DDP time: 0.0030, Total iter time: 2.6400 [2020-10-18 16:16:28,409][root][INFO] - ===> Epoch[235](1173/5): Loss -0.4179, Sem 0.1034, dir -0.9254, norm 0.4041, swav 0.0000 LR: 9.824e-02 Score 96.601 Data time: 0.0612, Forward time: 0.7782, Backward time: 1.2037, DDP time: 0.0030, Total iter time: 2.0629 [2020-10-18 16:16:30,472][root][INFO] - ===> Epoch[235](1174/5): Loss -0.4205, Sem 0.0973, dir -0.9278, norm 0.4100, swav 0.0000 LR: 9.824e-02 Score 96.795 Data time: 0.0871, Forward time: 0.7783, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 1.9696 [2020-10-18 16:16:32,856][root][INFO] - ===> Epoch[235](1175/5): Loss -0.4446, Sem 0.0914, dir -0.9318, norm 0.3959, swav 0.0000 LR: 9.824e-02 Score 96.882 Data time: 0.0905, Forward time: 0.7783, Backward time: 1.2036, DDP time: 0.0030, Total iter time: 2.2756 [2020-10-18 16:16:34,842][root][INFO] - ===> Epoch[236](1176/5): Loss -0.4395, Sem 0.1025, dir -0.9279, norm 0.3859, swav 0.0000 LR: 9.823e-02 Score 96.656 Data time: 0.1040, Forward time: 0.7784, Backward time: 1.2033, DDP time: 0.0030, Total iter time: 1.8843 [2020-10-18 16:16:36,947][root][INFO] - ===> Epoch[236](1177/5): Loss -0.4275, Sem 0.1022, dir -0.9325, norm 0.4028, swav 0.0000 LR: 9.823e-02 Score 96.659 Data time: 0.0740, Forward time: 0.7782, Backward time: 1.2034, DDP time: 0.0030, Total iter time: 1.9706 [2020-10-18 16:16:39,712][root][INFO] - ===> Epoch[236](1178/5): Loss -0.4321, Sem 0.0999, dir -0.9293, norm 0.3972, swav 0.0000 LR: 9.823e-02 Score 96.815 Data time: 0.2371, Forward time: 0.7785, Backward time: 1.2034, DDP time: 0.0030, Total iter time: 2.6859 [2020-10-18 16:16:42,155][root][INFO] - ===> Epoch[236](1179/5): Loss -0.3928, Sem 0.0952, dir -0.9258, norm 0.4378, swav 0.0000 LR: 9.823e-02 Score 96.853 Data time: 0.1190, Forward time: 0.7786, Backward time: 1.2034, DDP time: 0.0030, Total iter time: 2.3284 [2020-10-18 16:16:44,291][root][INFO] - ===> Epoch[236](1180/5): Loss -0.4258, Sem 0.0928, dir -0.9346, norm 0.4160, swav 0.0000 LR: 9.823e-02 Score 96.947 Data time: 0.0819, Forward time: 0.7787, Backward time: 1.2033, DDP time: 0.0030, Total iter time: 2.0434 [2020-10-18 16:16:46,495][root][INFO] - ===> Epoch[237](1181/5): Loss -0.4304, Sem 0.0953, dir -0.9247, norm 0.3989, swav 0.0000 LR: 9.823e-02 Score 96.903 Data time: 0.0702, Forward time: 0.7784, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 2.0879 [2020-10-18 16:16:49,460][root][INFO] - ===> Epoch[237](1182/5): Loss -0.4354, Sem 0.0984, dir -0.9286, norm 0.3948, swav 0.0000 LR: 9.823e-02 Score 96.747 Data time: 0.0967, Forward time: 0.7786, Backward time: 1.2039, DDP time: 0.0030, Total iter time: 2.8871 [2020-10-18 16:16:51,703][root][INFO] - ===> Epoch[237](1183/5): Loss -0.4035, Sem 0.1032, dir -0.9246, norm 0.4179, swav 0.0000 LR: 9.822e-02 Score 96.675 Data time: 0.0841, Forward time: 0.7787, Backward time: 1.2038, DDP time: 0.0030, Total iter time: 2.1169 [2020-10-18 16:16:53,911][root][INFO] - ===> Epoch[237](1184/5): Loss -0.4001, Sem 0.1025, dir -0.9254, norm 0.4228, swav 0.0000 LR: 9.822e-02 Score 96.687 Data time: 0.0645, Forward time: 0.7786, Backward time: 1.2038, DDP time: 0.0030, Total iter time: 2.1131 [2020-10-18 16:16:56,050][root][INFO] - ===> Epoch[237](1185/5): Loss -0.4226, Sem 0.0970, dir -0.9280, norm 0.4085, swav 0.0000 LR: 9.822e-02 Score 96.916 Data time: 0.0511, Forward time: 0.7784, Backward time: 1.2040, DDP time: 0.0030, Total iter time: 2.0360 [2020-10-18 16:16:57,961][root][INFO] - ===> Epoch[238](1186/5): Loss -0.4512, Sem 0.0895, dir -0.9317, norm 0.3909, swav 0.0000 LR: 9.822e-02 Score 96.978 Data time: 0.0751, Forward time: 0.7784, Backward time: 1.2038, DDP time: 0.0030, Total iter time: 1.8401 [2020-10-18 16:17:00,152][root][INFO] - ===> Epoch[238](1187/5): Loss -0.4295, Sem 0.0990, dir -0.9303, norm 0.4018, swav 0.0000 LR: 9.822e-02 Score 96.734 Data time: 0.0377, Forward time: 0.7781, Backward time: 1.2040, DDP time: 0.0030, Total iter time: 2.1017 [2020-10-18 16:17:02,486][root][INFO] - ===> Epoch[238](1188/5): Loss -0.4330, Sem 0.0934, dir -0.9310, norm 0.4047, swav 0.0000 LR: 9.822e-02 Score 96.946 Data time: 0.0377, Forward time: 0.7779, Backward time: 1.2043, DDP time: 0.0030, Total iter time: 2.2579 [2020-10-18 16:17:04,705][root][INFO] - ===> Epoch[238](1189/5): Loss -0.4003, Sem 0.0999, dir -0.9270, norm 0.4269, swav 0.0000 LR: 9.821e-02 Score 96.754 Data time: 0.0919, Forward time: 0.7780, Backward time: 1.2042, DDP time: 0.0030, Total iter time: 2.1455 [2020-10-18 16:17:06,587][root][INFO] - ===> Epoch[238](1190/5): Loss -0.4340, Sem 0.0891, dir -0.9313, norm 0.4082, swav 0.0000 LR: 9.821e-02 Score 97.059 Data time: 0.1065, Forward time: 0.7781, Backward time: 1.2038, DDP time: 0.0030, Total iter time: 1.7707 [2020-10-18 16:17:09,024][root][INFO] - ===> Epoch[239](1191/5): Loss -0.4205, Sem 0.0953, dir -0.9298, norm 0.4140, swav 0.0000 LR: 9.821e-02 Score 96.876 Data time: 0.0767, Forward time: 0.7781, Backward time: 1.2039, DDP time: 0.0030, Total iter time: 2.3310 [2020-10-18 16:17:10,984][root][INFO] - ===> Epoch[239](1192/5): Loss -0.4549, Sem 0.0881, dir -0.9304, norm 0.3875, swav 0.0000 LR: 9.821e-02 Score 97.116 Data time: 0.0901, Forward time: 0.7782, Backward time: 1.2037, DDP time: 0.0030, Total iter time: 1.8501 [2020-10-18 16:17:12,844][root][INFO] - ===> Epoch[239](1193/5): Loss -0.4455, Sem 0.0924, dir -0.9368, norm 0.3989, swav 0.0000 LR: 9.821e-02 Score 97.025 Data time: 0.0772, Forward time: 0.7782, Backward time: 1.2034, DDP time: 0.0030, Total iter time: 1.7534 [2020-10-18 16:17:15,506][root][INFO] - ===> Epoch[239](1194/5): Loss -0.4666, Sem 0.0844, dir -0.9349, norm 0.3839, swav 0.0000 LR: 9.821e-02 Score 97.200 Data time: 0.0568, Forward time: 0.7780, Backward time: 1.2038, DDP time: 0.0030, Total iter time: 2.5710 [2020-10-18 16:17:17,764][root][INFO] - ===> Epoch[239](1195/5): Loss -0.4602, Sem 0.0943, dir -0.9309, norm 0.3765, swav 0.0000 LR: 9.821e-02 Score 96.896 Data time: 0.0854, Forward time: 0.7781, Backward time: 1.2038, DDP time: 0.0030, Total iter time: 2.1760 [2020-10-18 16:17:19,979][root][INFO] - ===> Epoch[240](1196/5): Loss -0.3917, Sem 0.1082, dir -0.9224, norm 0.4225, swav 0.0000 LR: 9.820e-02 Score 96.371 Data time: 0.0733, Forward time: 0.7781, Backward time: 1.2038, DDP time: 0.0030, Total iter time: 2.1036 [2020-10-18 16:17:22,218][root][INFO] - ===> Epoch[240](1197/5): Loss -0.4432, Sem 0.0994, dir -0.9277, norm 0.3850, swav 0.0000 LR: 9.820e-02 Score 96.689 Data time: 0.0741, Forward time: 0.7781, Backward time: 1.2038, DDP time: 0.0030, Total iter time: 2.1456 [2020-10-18 16:17:24,369][root][INFO] - ===> Epoch[240](1198/5): Loss -0.4213, Sem 0.1028, dir -0.9269, norm 0.4029, swav 0.0000 LR: 9.820e-02 Score 96.651 Data time: 0.0965, Forward time: 0.7783, Backward time: 1.2036, DDP time: 0.0030, Total iter time: 2.0523 [2020-10-18 16:17:26,395][root][INFO] - ===> Epoch[240](1199/5): Loss -0.4066, Sem 0.0983, dir -0.9310, norm 0.4262, swav 0.0000 LR: 9.820e-02 Score 96.832 Data time: 0.0652, Forward time: 0.7782, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 1.9168 [2020-10-18 16:17:28,807][root][INFO] - ===> Epoch[240](1200/5): Loss -0.4985, Sem 0.0793, dir -0.9395, norm 0.3617, swav 0.0000 LR: 9.820e-02 Score 97.366 Data time: 0.0786, Forward time: 0.7783, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 2.3212 [2020-10-18 16:17:29,808][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 16:17:29,989][root][INFO] - ===> Start testing [2020-10-18 16:18:05,869][root][INFO] - 68/68: Data time: 0.0020, Iter time: 0.1048 Loss 0.047 (AVG: 0.395) Score 98.152 (AVG: 89.851) mIOU 67.633 mAP 84.876 mAcc 74.767 IOU: 61.502 0.000 73.780 74.070 94.123 89.965 33.898 71.429 98.211 62.738 78.528 84.711 56.276 mAP: 84.102 16.446 92.178 90.720 99.138 98.414 65.186 92.678 99.805 86.663 93.860 94.448 89.755 mAcc: 77.681 0.000 86.562 83.869 95.512 93.138 40.033 86.449 99.217 66.012 88.720 95.112 59.668 [2020-10-18 16:18:05,871][root][INFO] - Finished test. Elapsed time: 35.8788 [2020-10-18 16:18:09,358][root][INFO] - [2020-10-18 16:18:09,359][root][INFO] - ################################################################ [2020-10-18 16:18:09,359][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 16:18:09,359][root][INFO] - ################################################################ [2020-10-18 16:18:09,359][root][INFO] - clutter : nan nan nan [2020-10-18 16:18:09,359][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 16:18:09,359][root][INFO] - board : 0.658 0.817 0.875 [2020-10-18 16:18:09,359][root][INFO] - bookcase : 0.191 0.321 0.500 [2020-10-18 16:18:09,359][root][INFO] - ceiling : 0.454 0.477 0.588 [2020-10-18 16:18:09,359][root][INFO] - chair : 0.730 0.833 0.859 [2020-10-18 16:18:09,359][root][INFO] - column : 0.137 0.249 0.419 [2020-10-18 16:18:09,359][root][INFO] - door : 0.507 0.713 0.842 [2020-10-18 16:18:09,359][root][INFO] - floor : 0.886 0.902 0.985 [2020-10-18 16:18:09,359][root][INFO] - sofa : 0.267 0.460 0.529 [2020-10-18 16:18:09,359][root][INFO] - table : 0.134 0.298 0.602 [2020-10-18 16:18:09,359][root][INFO] - wall : 0.479 0.707 0.824 [2020-10-18 16:18:09,359][root][INFO] - window : 0.457 0.744 0.744 [2020-10-18 16:18:09,359][root][INFO] - ---------------------------------------------------------------- [2020-10-18 16:18:09,359][root][INFO] - average : 0.408 0.543 0.647 [2020-10-18 16:18:09,360][root][INFO] - [2020-10-18 16:18:09,518][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 16:18:10,491][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-10-18 16:18:10,644][root][INFO] - Current best mIoU: 67.633 at iter 1200 [2020-10-18 16:18:12,654][root][INFO] - ===> Epoch[241](1201/5): Loss -0.4236, Sem 0.0924, dir -0.9264, norm 0.4104, swav 0.0000 LR: 9.820e-02 Score 97.016 Data time: 0.1002, Forward time: 0.7784, Backward time: 1.2033, DDP time: 0.0030, Total iter time: 2.0045 [2020-10-18 16:18:15,274][root][INFO] - ===> Epoch[241](1202/5): Loss -0.4375, Sem 0.0898, dir -0.9357, norm 0.4084, swav 0.0000 LR: 9.820e-02 Score 97.117 Data time: 0.1200, Forward time: 0.7788, Backward time: 1.2033, DDP time: 0.0030, Total iter time: 2.5140 [2020-10-18 16:18:17,401][root][INFO] - ===> Epoch[241](1203/5): Loss -0.4356, Sem 0.0943, dir -0.9273, norm 0.3974, swav 0.0000 LR: 9.819e-02 Score 96.865 Data time: 0.0822, Forward time: 0.7788, Backward time: 1.2031, DDP time: 0.0030, Total iter time: 2.0231 [2020-10-18 16:18:19,608][root][INFO] - ===> Epoch[241](1204/5): Loss -0.4108, Sem 0.0923, dir -0.9312, norm 0.4280, swav 0.0000 LR: 9.819e-02 Score 97.005 Data time: 0.0974, Forward time: 0.7790, Backward time: 1.2029, DDP time: 0.0030, Total iter time: 2.1103 [2020-10-18 16:18:21,699][root][INFO] - ===> Epoch[241](1205/5): Loss -0.4261, Sem 0.0922, dir -0.9256, norm 0.4073, swav 0.0000 LR: 9.819e-02 Score 96.947 Data time: 0.0851, Forward time: 0.7791, Backward time: 1.2028, DDP time: 0.0030, Total iter time: 1.9884 [2020-10-18 16:18:24,293][root][INFO] - ===> Epoch[242](1206/5): Loss -0.3909, Sem 0.1005, dir -0.9248, norm 0.4334, swav 0.0000 LR: 9.819e-02 Score 96.670 Data time: 0.0902, Forward time: 0.7793, Backward time: 1.2029, DDP time: 0.0030, Total iter time: 2.4959 [2020-10-18 16:18:26,317][root][INFO] - ===> Epoch[242](1207/5): Loss -0.4325, Sem 0.0905, dir -0.9308, norm 0.4077, swav 0.0000 LR: 9.819e-02 Score 97.003 Data time: 0.0668, Forward time: 0.7792, Backward time: 1.2028, DDP time: 0.0030, Total iter time: 1.9390 [2020-10-18 16:18:28,317][root][INFO] - ===> Epoch[242](1208/5): Loss -0.4074, Sem 0.0999, dir -0.9294, norm 0.4220, swav 0.0000 LR: 9.819e-02 Score 96.643 Data time: 0.0893, Forward time: 0.7793, Backward time: 1.2025, DDP time: 0.0030, Total iter time: 1.8914 [2020-10-18 16:18:30,633][root][INFO] - ===> Epoch[242](1209/5): Loss -0.4468, Sem 0.0838, dir -0.9344, norm 0.4039, swav 0.0000 LR: 9.818e-02 Score 97.206 Data time: 0.0791, Forward time: 0.7794, Backward time: 1.2025, DDP time: 0.0030, Total iter time: 2.2024 [2020-10-18 16:18:33,126][root][INFO] - ===> Epoch[242](1210/5): Loss -0.3925, Sem 0.0997, dir -0.9286, norm 0.4364, swav 0.0000 LR: 9.818e-02 Score 96.856 Data time: 0.1311, Forward time: 0.7797, Backward time: 1.2024, DDP time: 0.0030, Total iter time: 2.3877 [2020-10-18 16:18:35,437][root][INFO] - ===> Epoch[243](1211/5): Loss -0.4506, Sem 0.0974, dir -0.9291, norm 0.3810, swav 0.0000 LR: 9.818e-02 Score 96.787 Data time: 0.0683, Forward time: 0.7797, Backward time: 1.2024, DDP time: 0.0030, Total iter time: 2.1778 [2020-10-18 16:18:37,882][root][INFO] - ===> Epoch[243](1212/5): Loss -0.4117, Sem 0.1045, dir -0.9238, norm 0.4076, swav 0.0000 LR: 9.818e-02 Score 96.564 Data time: 0.1077, Forward time: 0.7800, Backward time: 1.2024, DDP time: 0.0030, Total iter time: 2.3471 [2020-10-18 16:18:39,699][root][INFO] - ===> Epoch[243](1213/5): Loss -0.4437, Sem 0.0862, dir -0.9337, norm 0.4038, swav 0.0000 LR: 9.818e-02 Score 97.158 Data time: 0.0731, Forward time: 0.7800, Backward time: 1.2020, DDP time: 0.0030, Total iter time: 1.6901 [2020-10-18 16:18:41,609][root][INFO] - ===> Epoch[243](1214/5): Loss -0.4245, Sem 0.0910, dir -0.9289, norm 0.4133, swav 0.0000 LR: 9.818e-02 Score 96.951 Data time: 0.0570, Forward time: 0.7799, Backward time: 1.2019, DDP time: 0.0030, Total iter time: 1.8132 [2020-10-18 16:18:43,771][root][INFO] - ===> Epoch[243](1215/5): Loss -0.4264, Sem 0.0822, dir -0.9330, norm 0.4244, swav 0.0000 LR: 9.818e-02 Score 97.352 Data time: 0.0851, Forward time: 0.7800, Backward time: 1.2018, DDP time: 0.0030, Total iter time: 2.0692 [2020-10-18 16:18:45,990][root][INFO] - ===> Epoch[244](1216/5): Loss -0.4048, Sem 0.1008, dir -0.9205, norm 0.4148, swav 0.0000 LR: 9.817e-02 Score 96.693 Data time: 0.0658, Forward time: 0.7800, Backward time: 1.2017, DDP time: 0.0030, Total iter time: 2.0904 [2020-10-18 16:18:48,070][root][INFO] - ===> Epoch[244](1217/5): Loss -0.4436, Sem 0.0879, dir -0.9316, norm 0.4002, swav 0.0000 LR: 9.817e-02 Score 97.087 Data time: 0.0728, Forward time: 0.7798, Backward time: 1.2017, DDP time: 0.0030, Total iter time: 1.9731 [2020-10-18 16:18:50,476][root][INFO] - ===> Epoch[244](1218/5): Loss -0.4352, Sem 0.0946, dir -0.9337, norm 0.4040, swav 0.0000 LR: 9.817e-02 Score 96.921 Data time: 0.0717, Forward time: 0.7797, Backward time: 1.2020, DDP time: 0.0030, Total iter time: 2.3225 [2020-10-18 16:18:53,001][root][INFO] - ===> Epoch[244](1219/5): Loss -0.4858, Sem 0.0793, dir -0.9365, norm 0.3714, swav 0.0000 LR: 9.817e-02 Score 97.435 Data time: 0.0661, Forward time: 0.7796, Backward time: 1.2023, DDP time: 0.0030, Total iter time: 2.4423 [2020-10-18 16:18:55,078][root][INFO] - ===> Epoch[244](1220/5): Loss -0.4215, Sem 0.0989, dir -0.9303, norm 0.4100, swav 0.0000 LR: 9.817e-02 Score 96.683 Data time: 0.0898, Forward time: 0.7797, Backward time: 1.2021, DDP time: 0.0030, Total iter time: 1.9830 [2020-10-18 16:18:57,261][root][INFO] - ===> Epoch[245](1221/5): Loss -0.3879, Sem 0.1015, dir -0.9288, norm 0.4394, swav 0.0000 LR: 9.817e-02 Score 96.675 Data time: 0.0701, Forward time: 0.7797, Backward time: 1.2020, DDP time: 0.0030, Total iter time: 2.0736 [2020-10-18 16:18:59,301][root][INFO] - ===> Epoch[245](1222/5): Loss -0.4105, Sem 0.1033, dir -0.9264, norm 0.4126, swav 0.0000 LR: 9.817e-02 Score 96.557 Data time: 0.0690, Forward time: 0.7797, Backward time: 1.2019, DDP time: 0.0030, Total iter time: 1.9322 [2020-10-18 16:19:01,474][root][INFO] - ===> Epoch[245](1223/5): Loss -0.4596, Sem 0.0895, dir -0.9298, norm 0.3807, swav 0.0000 LR: 9.816e-02 Score 96.990 Data time: 0.0722, Forward time: 0.7796, Backward time: 1.2019, DDP time: 0.0030, Total iter time: 2.0806 [2020-10-18 16:19:03,658][root][INFO] - ===> Epoch[245](1224/5): Loss -0.4634, Sem 0.0887, dir -0.9350, norm 0.3829, swav 0.0000 LR: 9.816e-02 Score 97.047 Data time: 0.0758, Forward time: 0.7796, Backward time: 1.2019, DDP time: 0.0030, Total iter time: 2.0691 [2020-10-18 16:19:05,981][root][INFO] - ===> Epoch[245](1225/5): Loss -0.4152, Sem 0.0881, dir -0.9285, norm 0.4252, swav 0.0000 LR: 9.816e-02 Score 97.258 Data time: 0.0799, Forward time: 0.7796, Backward time: 1.2019, DDP time: 0.0030, Total iter time: 2.2325 [2020-10-18 16:19:08,129][root][INFO] - ===> Epoch[246](1226/5): Loss -0.4200, Sem 0.1087, dir -0.9290, norm 0.4003, swav 0.0000 LR: 9.816e-02 Score 96.408 Data time: 0.0712, Forward time: 0.7796, Backward time: 1.2019, DDP time: 0.0030, Total iter time: 2.0525 [2020-10-18 16:19:10,249][root][INFO] - ===> Epoch[246](1227/5): Loss -0.4521, Sem 0.0875, dir -0.9336, norm 0.3939, swav 0.0000 LR: 9.816e-02 Score 97.102 Data time: 0.0724, Forward time: 0.7797, Backward time: 1.2018, DDP time: 0.0030, Total iter time: 2.0133 [2020-10-18 16:19:12,512][root][INFO] - ===> Epoch[246](1228/5): Loss -0.4084, Sem 0.0997, dir -0.9314, norm 0.4233, swav 0.0000 LR: 9.816e-02 Score 96.707 Data time: 0.0859, Forward time: 0.7798, Backward time: 1.2017, DDP time: 0.0030, Total iter time: 2.1533 [2020-10-18 16:19:14,614][root][INFO] - ===> Epoch[246](1229/5): Loss -0.4307, Sem 0.0905, dir -0.9285, norm 0.4074, swav 0.0000 LR: 9.815e-02 Score 96.943 Data time: 0.0719, Forward time: 0.7797, Backward time: 1.2016, DDP time: 0.0030, Total iter time: 1.9703 [2020-10-18 16:19:16,612][root][INFO] - ===> Epoch[246](1230/5): Loss -0.4435, Sem 0.0956, dir -0.9331, norm 0.3939, swav 0.0000 LR: 9.815e-02 Score 96.937 Data time: 0.0786, Forward time: 0.7797, Backward time: 1.2014, DDP time: 0.0030, Total iter time: 1.9064 [2020-10-18 16:19:18,835][root][INFO] - ===> Epoch[247](1231/5): Loss -0.4427, Sem 0.0949, dir -0.9313, norm 0.3938, swav 0.0000 LR: 9.815e-02 Score 96.855 Data time: 0.0699, Forward time: 0.7797, Backward time: 1.2015, DDP time: 0.0030, Total iter time: 2.1253 [2020-10-18 16:19:20,776][root][INFO] - ===> Epoch[247](1232/5): Loss -0.4159, Sem 0.0978, dir -0.9214, norm 0.4077, swav 0.0000 LR: 9.815e-02 Score 96.655 Data time: 0.0758, Forward time: 0.7796, Backward time: 1.2013, DDP time: 0.0030, Total iter time: 1.8520 [2020-10-18 16:19:22,717][root][INFO] - ===> Epoch[247](1233/5): Loss -0.4426, Sem 0.0854, dir -0.9373, norm 0.4093, swav 0.0000 LR: 9.815e-02 Score 97.168 Data time: 0.0820, Forward time: 0.7797, Backward time: 1.2010, DDP time: 0.0030, Total iter time: 1.8508 [2020-10-18 16:19:25,310][root][INFO] - ===> Epoch[247](1234/5): Loss -0.4206, Sem 0.0885, dir -0.9301, norm 0.4210, swav 0.0000 LR: 9.815e-02 Score 97.133 Data time: 0.0526, Forward time: 0.7796, Backward time: 1.2014, DDP time: 0.0030, Total iter time: 2.4912 [2020-10-18 16:19:28,111][root][INFO] - ===> Epoch[247](1235/5): Loss -0.4299, Sem 0.0961, dir -0.9322, norm 0.4061, swav 0.0000 LR: 9.815e-02 Score 96.845 Data time: 0.0837, Forward time: 0.7796, Backward time: 1.2018, DDP time: 0.0030, Total iter time: 2.6803 [2020-10-18 16:19:31,038][root][INFO] - ===> Epoch[248](1236/5): Loss -0.4212, Sem 0.0900, dir -0.9308, norm 0.4196, swav 0.0000 LR: 9.814e-02 Score 97.172 Data time: 0.0732, Forward time: 0.7796, Backward time: 1.2023, DDP time: 0.0030, Total iter time: 2.8197 [2020-10-18 16:19:33,169][root][INFO] - ===> Epoch[248](1237/5): Loss -0.4782, Sem 0.0873, dir -0.9311, norm 0.3656, swav 0.0000 LR: 9.814e-02 Score 97.102 Data time: 0.0914, Forward time: 0.7795, Backward time: 1.2022, DDP time: 0.0030, Total iter time: 2.0433 [2020-10-18 16:19:35,157][root][INFO] - ===> Epoch[248](1238/5): Loss -0.4491, Sem 0.0952, dir -0.9331, norm 0.3888, swav 0.0000 LR: 9.814e-02 Score 96.809 Data time: 0.0682, Forward time: 0.7794, Backward time: 1.2022, DDP time: 0.0030, Total iter time: 1.9086 [2020-10-18 16:19:38,209][root][INFO] - ===> Epoch[248](1239/5): Loss -0.3945, Sem 0.1088, dir -0.9276, norm 0.4244, swav 0.0000 LR: 9.814e-02 Score 96.380 Data time: 0.0607, Forward time: 0.7793, Backward time: 1.2029, DDP time: 0.0030, Total iter time: 2.9578 [2020-10-18 16:19:40,498][root][INFO] - ===> Epoch[248](1240/5): Loss -0.4251, Sem 0.0851, dir -0.9326, norm 0.4224, swav 0.0000 LR: 9.814e-02 Score 97.174 Data time: 0.0624, Forward time: 0.7792, Backward time: 1.2030, DDP time: 0.0030, Total iter time: 2.1889 [2020-10-18 16:19:43,004][root][INFO] - ===> Epoch[249](1241/5): Loss -0.4914, Sem 0.0831, dir -0.9400, norm 0.3655, swav 0.0000 LR: 9.814e-02 Score 97.201 Data time: 0.0621, Forward time: 0.7790, Backward time: 1.2033, DDP time: 0.0030, Total iter time: 2.3990 [2020-10-18 16:19:45,407][root][INFO] - ===> Epoch[249](1242/5): Loss -0.3903, Sem 0.1097, dir -0.9279, norm 0.4278, swav 0.0000 LR: 9.814e-02 Score 96.421 Data time: 0.0644, Forward time: 0.7789, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 2.3149 [2020-10-18 16:19:47,958][root][INFO] - ===> Epoch[249](1243/5): Loss -0.4375, Sem 0.0917, dir -0.9318, norm 0.4027, swav 0.0000 LR: 9.813e-02 Score 96.978 Data time: 0.0784, Forward time: 0.7789, Backward time: 1.2038, DDP time: 0.0030, Total iter time: 2.4685 [2020-10-18 16:19:49,861][root][INFO] - ===> Epoch[249](1244/5): Loss -0.4191, Sem 0.1012, dir -0.9288, norm 0.4085, swav 0.0000 LR: 9.813e-02 Score 96.596 Data time: 0.0841, Forward time: 0.7789, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 1.7940 [2020-10-18 16:19:52,275][root][INFO] - ===> Epoch[249](1245/5): Loss -0.4240, Sem 0.0801, dir -0.9313, norm 0.4272, swav 0.0000 LR: 9.813e-02 Score 97.410 Data time: 0.0714, Forward time: 0.7789, Backward time: 1.2036, DDP time: 0.0030, Total iter time: 2.3316 [2020-10-18 16:19:54,769][root][INFO] - ===> Epoch[250](1246/5): Loss -0.4663, Sem 0.0874, dir -0.9343, norm 0.3806, swav 0.0000 LR: 9.813e-02 Score 97.095 Data time: 0.0655, Forward time: 0.7789, Backward time: 1.2039, DDP time: 0.0030, Total iter time: 2.3878 [2020-10-18 16:19:56,748][root][INFO] - ===> Epoch[250](1247/5): Loss -0.4759, Sem 0.0929, dir -0.9341, norm 0.3653, swav 0.0000 LR: 9.813e-02 Score 96.974 Data time: 0.0761, Forward time: 0.7789, Backward time: 1.2037, DDP time: 0.0030, Total iter time: 1.8782 [2020-10-18 16:19:58,483][root][INFO] - ===> Epoch[250](1248/5): Loss -0.4769, Sem 0.0880, dir -0.9371, norm 0.3722, swav 0.0000 LR: 9.813e-02 Score 97.096 Data time: 0.0640, Forward time: 0.7788, Backward time: 1.2034, DDP time: 0.0030, Total iter time: 1.6384 [2020-10-18 16:20:00,688][root][INFO] - ===> Epoch[250](1249/5): Loss -0.4182, Sem 0.0953, dir -0.9345, norm 0.4210, swav 0.0000 LR: 9.812e-02 Score 96.829 Data time: 0.0618, Forward time: 0.7786, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 2.1164 [2020-10-18 16:20:03,514][root][INFO] - ===> Epoch[250](1250/5): Loss -0.4672, Sem 0.0809, dir -0.9362, norm 0.3881, swav 0.0000 LR: 9.812e-02 Score 97.314 Data time: 0.0673, Forward time: 0.7786, Backward time: 1.2040, DDP time: 0.0030, Total iter time: 2.7527 [2020-10-18 16:20:05,647][root][INFO] - ===> Epoch[251](1251/5): Loss -0.4561, Sem 0.0912, dir -0.9356, norm 0.3883, swav 0.0000 LR: 9.812e-02 Score 96.956 Data time: 0.0720, Forward time: 0.7785, Backward time: 1.2039, DDP time: 0.0030, Total iter time: 2.0136 [2020-10-18 16:20:07,803][root][INFO] - ===> Epoch[251](1252/5): Loss -0.4432, Sem 0.0870, dir -0.9289, norm 0.3986, swav 0.0000 LR: 9.812e-02 Score 97.121 Data time: 0.0704, Forward time: 0.7785, Backward time: 1.2039, DDP time: 0.0030, Total iter time: 2.0604 [2020-10-18 16:20:09,729][root][INFO] - ===> Epoch[251](1253/5): Loss -0.4053, Sem 0.1158, dir -0.9280, norm 0.4069, swav 0.0000 LR: 9.812e-02 Score 96.155 Data time: 0.0840, Forward time: 0.7786, Backward time: 1.2036, DDP time: 0.0030, Total iter time: 1.8234 [2020-10-18 16:20:11,665][root][INFO] - ===> Epoch[251](1254/5): Loss -0.4825, Sem 0.0888, dir -0.9314, norm 0.3601, swav 0.0000 LR: 9.812e-02 Score 97.020 Data time: 0.0944, Forward time: 0.7785, Backward time: 1.2034, DDP time: 0.0030, Total iter time: 1.8351 [2020-10-18 16:20:13,619][root][INFO] - ===> Epoch[251](1255/5): Loss -0.4439, Sem 0.0884, dir -0.9376, norm 0.4053, swav 0.0000 LR: 9.812e-02 Score 97.116 Data time: 0.0768, Forward time: 0.7785, Backward time: 1.2032, DDP time: 0.0030, Total iter time: 1.8400 [2020-10-18 16:20:16,145][root][INFO] - ===> Epoch[252](1256/5): Loss -0.4068, Sem 0.1027, dir -0.9300, norm 0.4205, swav 0.0000 LR: 9.811e-02 Score 96.557 Data time: 0.1994, Forward time: 0.7787, Backward time: 1.2032, DDP time: 0.0030, Total iter time: 2.4184 [2020-10-18 16:20:18,079][root][INFO] - ===> Epoch[252](1257/5): Loss -0.3941, Sem 0.0870, dir -0.9289, norm 0.4479, swav 0.0000 LR: 9.811e-02 Score 97.073 Data time: 0.0814, Forward time: 0.7788, Backward time: 1.2029, DDP time: 0.0030, Total iter time: 1.8010 [2020-10-18 16:20:20,720][root][INFO] - ===> Epoch[252](1258/5): Loss -0.4619, Sem 0.0823, dir -0.9328, norm 0.3885, swav 0.0000 LR: 9.811e-02 Score 97.235 Data time: 0.0639, Forward time: 0.7787, Backward time: 1.2032, DDP time: 0.0030, Total iter time: 2.5355 [2020-10-18 16:20:23,312][root][INFO] - ===> Epoch[252](1259/5): Loss -0.4738, Sem 0.0924, dir -0.9328, norm 0.3666, swav 0.0000 LR: 9.811e-02 Score 96.933 Data time: 0.0773, Forward time: 0.7787, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 2.4930 [2020-10-18 16:20:25,502][root][INFO] - ===> Epoch[252](1260/5): Loss -0.4660, Sem 0.0936, dir -0.9335, norm 0.3739, swav 0.0000 LR: 9.811e-02 Score 96.869 Data time: 0.0770, Forward time: 0.7787, Backward time: 1.2034, DDP time: 0.0030, Total iter time: 2.0803 [2020-10-18 16:20:27,761][root][INFO] - ===> Epoch[253](1261/5): Loss -0.4193, Sem 0.0975, dir -0.9291, norm 0.4122, swav 0.0000 LR: 9.811e-02 Score 96.797 Data time: 0.0988, Forward time: 0.7789, Backward time: 1.2033, DDP time: 0.0030, Total iter time: 2.1566 [2020-10-18 16:20:30,499][root][INFO] - ===> Epoch[253](1262/5): Loss -0.5008, Sem 0.0749, dir -0.9391, norm 0.3634, swav 0.0000 LR: 9.811e-02 Score 97.569 Data time: 0.0703, Forward time: 0.7789, Backward time: 1.2036, DDP time: 0.0030, Total iter time: 2.6187 [2020-10-18 16:20:32,401][root][INFO] - ===> Epoch[253](1263/5): Loss -0.4976, Sem 0.0823, dir -0.9328, norm 0.3529, swav 0.0000 LR: 9.810e-02 Score 97.309 Data time: 0.0947, Forward time: 0.7789, Backward time: 1.2033, DDP time: 0.0030, Total iter time: 1.7918 [2020-10-18 16:20:34,609][root][INFO] - ===> Epoch[253](1264/5): Loss -0.4437, Sem 0.0893, dir -0.9331, norm 0.4001, swav 0.0000 LR: 9.810e-02 Score 97.013 Data time: 0.3119, Forward time: 0.7790, Backward time: 1.2030, DDP time: 0.0030, Total iter time: 2.1023 [2020-10-18 16:20:37,682][root][INFO] - ===> Epoch[253](1265/5): Loss -0.4259, Sem 0.0948, dir -0.9307, norm 0.4101, swav 0.0000 LR: 9.810e-02 Score 96.861 Data time: 0.0980, Forward time: 0.7792, Backward time: 1.2034, DDP time: 0.0030, Total iter time: 2.9547 [2020-10-18 16:20:40,041][root][INFO] - ===> Epoch[254](1266/5): Loss -0.4586, Sem 0.0894, dir -0.9318, norm 0.3838, swav 0.0000 LR: 9.810e-02 Score 97.110 Data time: 0.0681, Forward time: 0.7791, Backward time: 1.2036, DDP time: 0.0030, Total iter time: 2.2494 [2020-10-18 16:20:42,400][root][INFO] - ===> Epoch[254](1267/5): Loss -0.4943, Sem 0.0878, dir -0.9346, norm 0.3524, swav 0.0000 LR: 9.810e-02 Score 97.159 Data time: 0.0725, Forward time: 0.7790, Backward time: 1.2038, DDP time: 0.0030, Total iter time: 2.2725 [2020-10-18 16:20:44,554][root][INFO] - ===> Epoch[254](1268/5): Loss -0.4322, Sem 0.0863, dir -0.9309, norm 0.4124, swav 0.0000 LR: 9.810e-02 Score 97.071 Data time: 0.0705, Forward time: 0.7790, Backward time: 1.2037, DDP time: 0.0030, Total iter time: 2.0577 [2020-10-18 16:20:47,004][root][INFO] - ===> Epoch[254](1269/5): Loss -0.4582, Sem 0.0917, dir -0.9313, norm 0.3813, swav 0.0000 LR: 9.809e-02 Score 96.947 Data time: 0.0764, Forward time: 0.7790, Backward time: 1.2039, DDP time: 0.0030, Total iter time: 2.3369 [2020-10-18 16:20:48,996][root][INFO] - ===> Epoch[254](1270/5): Loss -0.4733, Sem 0.0802, dir -0.9355, norm 0.3820, swav 0.0000 LR: 9.809e-02 Score 97.383 Data time: 0.0727, Forward time: 0.7789, Backward time: 1.2037, DDP time: 0.0030, Total iter time: 1.8944 [2020-10-18 16:20:51,039][root][INFO] - ===> Epoch[255](1271/5): Loss -0.4619, Sem 0.0844, dir -0.9348, norm 0.3885, swav 0.0000 LR: 9.809e-02 Score 97.185 Data time: 0.0576, Forward time: 0.7789, Backward time: 1.2037, DDP time: 0.0030, Total iter time: 1.9464 [2020-10-18 16:20:53,359][root][INFO] - ===> Epoch[255](1272/5): Loss -0.4566, Sem 0.0912, dir -0.9323, norm 0.3845, swav 0.0000 LR: 9.809e-02 Score 96.979 Data time: 0.1778, Forward time: 0.7790, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 2.2233 [2020-10-18 16:20:55,798][root][INFO] - ===> Epoch[255](1273/5): Loss -0.4034, Sem 0.1010, dir -0.9273, norm 0.4229, swav 0.0000 LR: 9.809e-02 Score 96.668 Data time: 0.0567, Forward time: 0.7789, Backward time: 1.2037, DDP time: 0.0030, Total iter time: 2.3361 [2020-10-18 16:20:58,096][root][INFO] - ===> Epoch[255](1274/5): Loss -0.4741, Sem 0.0897, dir -0.9331, norm 0.3694, swav 0.0000 LR: 9.809e-02 Score 96.989 Data time: 0.0392, Forward time: 0.7788, Backward time: 1.2040, DDP time: 0.0030, Total iter time: 2.2273 [2020-10-18 16:21:00,549][root][INFO] - ===> Epoch[255](1275/5): Loss -0.4365, Sem 0.0890, dir -0.9283, norm 0.4027, swav 0.0000 LR: 9.809e-02 Score 97.113 Data time: 0.1857, Forward time: 0.7790, Backward time: 1.2039, DDP time: 0.0030, Total iter time: 2.4145 [2020-10-18 16:21:03,478][root][INFO] - ===> Epoch[256](1276/5): Loss -0.4469, Sem 0.0915, dir -0.9350, norm 0.3966, swav 0.0000 LR: 9.808e-02 Score 96.889 Data time: 0.1199, Forward time: 0.7795, Backward time: 1.2040, DDP time: 0.0030, Total iter time: 2.8225 [2020-10-18 16:21:05,610][root][INFO] - ===> Epoch[256](1277/5): Loss -0.4457, Sem 0.0933, dir -0.9306, norm 0.3915, swav 0.0000 LR: 9.808e-02 Score 96.889 Data time: 0.0812, Forward time: 0.7796, Backward time: 1.2038, DDP time: 0.0030, Total iter time: 1.9999 [2020-10-18 16:21:07,553][root][INFO] - ===> Epoch[256](1278/5): Loss -0.4842, Sem 0.0847, dir -0.9393, norm 0.3704, swav 0.0000 LR: 9.808e-02 Score 97.258 Data time: 0.0731, Forward time: 0.7796, Backward time: 1.2036, DDP time: 0.0030, Total iter time: 1.8446 [2020-10-18 16:21:09,674][root][INFO] - ===> Epoch[256](1279/5): Loss -0.5286, Sem 0.0731, dir -0.9402, norm 0.3386, swav 0.0000 LR: 9.808e-02 Score 97.588 Data time: 0.0775, Forward time: 0.7796, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 2.0238 [2020-10-18 16:21:11,543][root][INFO] - ===> Epoch[256](1280/5): Loss -0.4513, Sem 0.0930, dir -0.9357, norm 0.3913, swav 0.0000 LR: 9.808e-02 Score 96.903 Data time: 0.0621, Forward time: 0.7795, Backward time: 1.2033, DDP time: 0.0030, Total iter time: 1.7297 [2020-10-18 16:21:13,992][root][INFO] - ===> Epoch[257](1281/5): Loss -0.4631, Sem 0.0822, dir -0.9344, norm 0.3891, swav 0.0000 LR: 9.808e-02 Score 97.314 Data time: 0.0722, Forward time: 0.7796, Backward time: 1.2034, DDP time: 0.0030, Total iter time: 2.3748 [2020-10-18 16:21:16,218][root][INFO] - ===> Epoch[257](1282/5): Loss -0.4437, Sem 0.0937, dir -0.9280, norm 0.3906, swav 0.0000 LR: 9.807e-02 Score 96.908 Data time: 0.0917, Forward time: 0.7797, Backward time: 1.2032, DDP time: 0.0030, Total iter time: 2.1121 [2020-10-18 16:21:18,962][root][INFO] - ===> Epoch[257](1283/5): Loss -0.4287, Sem 0.0896, dir -0.9309, norm 0.4125, swav 0.0000 LR: 9.807e-02 Score 97.031 Data time: 0.3856, Forward time: 0.7800, Backward time: 1.2032, DDP time: 0.0030, Total iter time: 2.6106 [2020-10-18 16:21:21,235][root][INFO] - ===> Epoch[257](1284/5): Loss -0.4468, Sem 0.0802, dir -0.9298, norm 0.4028, swav 0.0000 LR: 9.807e-02 Score 97.302 Data time: 0.0916, Forward time: 0.7802, Backward time: 1.2030, DDP time: 0.0030, Total iter time: 2.1648 [2020-10-18 16:21:23,476][root][INFO] - ===> Epoch[257](1285/5): Loss -0.4715, Sem 0.0882, dir -0.9347, norm 0.3750, swav 0.0000 LR: 9.807e-02 Score 96.986 Data time: 0.0912, Forward time: 0.7804, Backward time: 1.2028, DDP time: 0.0030, Total iter time: 2.1441 [2020-10-18 16:21:25,737][root][INFO] - ===> Epoch[258](1286/5): Loss -0.4657, Sem 0.0828, dir -0.9369, norm 0.3883, swav 0.0000 LR: 9.807e-02 Score 97.301 Data time: 0.0923, Forward time: 0.7806, Backward time: 1.2027, DDP time: 0.0030, Total iter time: 2.1573 [2020-10-18 16:21:28,495][root][INFO] - ===> Epoch[258](1287/5): Loss -0.4316, Sem 0.0968, dir -0.9273, norm 0.3989, swav 0.0000 LR: 9.807e-02 Score 96.721 Data time: 0.0702, Forward time: 0.7806, Backward time: 1.2031, DDP time: 0.0030, Total iter time: 2.6849 [2020-10-18 16:21:30,541][root][INFO] - ===> Epoch[258](1288/5): Loss -0.4311, Sem 0.0960, dir -0.9307, norm 0.4037, swav 0.0000 LR: 9.807e-02 Score 96.762 Data time: 0.0769, Forward time: 0.7806, Backward time: 1.2029, DDP time: 0.0030, Total iter time: 1.9733 [2020-10-18 16:21:32,736][root][INFO] - ===> Epoch[258](1289/5): Loss -0.4575, Sem 0.0879, dir -0.9356, norm 0.3903, swav 0.0000 LR: 9.806e-02 Score 97.106 Data time: 0.1137, Forward time: 0.7805, Backward time: 1.2030, DDP time: 0.0030, Total iter time: 2.0966 [2020-10-18 16:21:35,070][root][INFO] - ===> Epoch[258](1290/5): Loss -0.4651, Sem 0.0807, dir -0.9339, norm 0.3881, swav 0.0000 LR: 9.806e-02 Score 97.363 Data time: 0.0756, Forward time: 0.7805, Backward time: 1.2030, DDP time: 0.0030, Total iter time: 2.2286 [2020-10-18 16:21:37,531][root][INFO] - ===> Epoch[259](1291/5): Loss -0.4164, Sem 0.0951, dir -0.9299, norm 0.4184, swav 0.0000 LR: 9.806e-02 Score 96.900 Data time: 0.0816, Forward time: 0.7806, Backward time: 1.2031, DDP time: 0.0030, Total iter time: 2.3513 [2020-10-18 16:21:39,604][root][INFO] - ===> Epoch[259](1292/5): Loss -0.4557, Sem 0.0898, dir -0.9366, norm 0.3911, swav 0.0000 LR: 9.806e-02 Score 97.060 Data time: 0.0808, Forward time: 0.7806, Backward time: 1.2030, DDP time: 0.0030, Total iter time: 1.9797 [2020-10-18 16:21:41,545][root][INFO] - ===> Epoch[259](1293/5): Loss -0.4868, Sem 0.0777, dir -0.9394, norm 0.3749, swav 0.0000 LR: 9.806e-02 Score 97.358 Data time: 0.0680, Forward time: 0.7806, Backward time: 1.2028, DDP time: 0.0030, Total iter time: 1.8297 [2020-10-18 16:21:43,951][root][INFO] - ===> Epoch[259](1294/5): Loss -0.4228, Sem 0.0911, dir -0.9295, norm 0.4156, swav 0.0000 LR: 9.806e-02 Score 96.990 Data time: 0.0622, Forward time: 0.7804, Backward time: 1.2030, DDP time: 0.0030, Total iter time: 2.3262 [2020-10-18 16:21:46,263][root][INFO] - ===> Epoch[259](1295/5): Loss -0.4027, Sem 0.1023, dir -0.9286, norm 0.4236, swav 0.0000 LR: 9.806e-02 Score 96.627 Data time: 0.0790, Forward time: 0.7804, Backward time: 1.2031, DDP time: 0.0030, Total iter time: 2.2482 [2020-10-18 16:21:48,332][root][INFO] - ===> Epoch[260](1296/5): Loss -0.3678, Sem 0.1015, dir -0.9260, norm 0.4567, swav 0.0000 LR: 9.805e-02 Score 96.810 Data time: 0.0698, Forward time: 0.7804, Backward time: 1.2030, DDP time: 0.0030, Total iter time: 1.9711 [2020-10-18 16:21:50,543][root][INFO] - ===> Epoch[260](1297/5): Loss -0.4662, Sem 0.0792, dir -0.9361, norm 0.3907, swav 0.0000 LR: 9.805e-02 Score 97.429 Data time: 0.0717, Forward time: 0.7804, Backward time: 1.2030, DDP time: 0.0030, Total iter time: 2.1017 [2020-10-18 16:21:52,469][root][INFO] - ===> Epoch[260](1298/5): Loss -0.4657, Sem 0.0832, dir -0.9358, norm 0.3869, swav 0.0000 LR: 9.805e-02 Score 97.210 Data time: 0.0818, Forward time: 0.7804, Backward time: 1.2027, DDP time: 0.0030, Total iter time: 1.8228 [2020-10-18 16:21:54,533][root][INFO] - ===> Epoch[260](1299/5): Loss -0.4140, Sem 0.1025, dir -0.9301, norm 0.4136, swav 0.0000 LR: 9.805e-02 Score 96.532 Data time: 0.0601, Forward time: 0.7803, Backward time: 1.2027, DDP time: 0.0030, Total iter time: 1.9690 [2020-10-18 16:21:56,838][root][INFO] - ===> Epoch[260](1300/5): Loss -0.4178, Sem 0.0959, dir -0.9293, norm 0.4155, swav 0.0000 LR: 9.805e-02 Score 96.834 Data time: 0.0692, Forward time: 0.7803, Backward time: 1.2028, DDP time: 0.0030, Total iter time: 2.2343 [2020-10-18 16:21:57,786][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 16:21:59,493][root][INFO] - ===> Epoch[261](1301/5): Loss -0.4796, Sem 0.0808, dir -0.9393, norm 0.3790, swav 0.0000 LR: 9.805e-02 Score 97.394 Data time: 0.0685, Forward time: 0.7802, Backward time: 1.2024, DDP time: 0.0030, Total iter time: 1.5266 [2020-10-18 16:22:01,788][root][INFO] - ===> Epoch[261](1302/5): Loss -0.4251, Sem 0.0897, dir -0.9305, norm 0.4157, swav 0.0000 LR: 9.804e-02 Score 97.102 Data time: 0.0992, Forward time: 0.7803, Backward time: 1.2023, DDP time: 0.0030, Total iter time: 2.1834 [2020-10-18 16:22:03,652][root][INFO] - ===> Epoch[261](1303/5): Loss -0.4555, Sem 0.0880, dir -0.9333, norm 0.3899, swav 0.0000 LR: 9.804e-02 Score 96.997 Data time: 0.0656, Forward time: 0.7803, Backward time: 1.2021, DDP time: 0.0030, Total iter time: 1.7348 [2020-10-18 16:22:06,712][root][INFO] - ===> Epoch[261](1304/5): Loss -0.4256, Sem 0.0905, dir -0.9283, norm 0.4123, swav 0.0000 LR: 9.804e-02 Score 97.051 Data time: 0.0959, Forward time: 0.7805, Backward time: 1.2025, DDP time: 0.0030, Total iter time: 2.9658 [2020-10-18 16:22:08,848][root][INFO] - ===> Epoch[261](1305/5): Loss -0.4221, Sem 0.0976, dir -0.9342, norm 0.4145, swav 0.0000 LR: 9.804e-02 Score 96.843 Data time: 0.0715, Forward time: 0.7804, Backward time: 1.2024, DDP time: 0.0030, Total iter time: 1.9999 [2020-10-18 16:22:11,108][root][INFO] - ===> Epoch[262](1306/5): Loss -0.4333, Sem 0.0974, dir -0.9300, norm 0.3993, swav 0.0000 LR: 9.804e-02 Score 96.714 Data time: 0.0544, Forward time: 0.7803, Backward time: 1.2026, DDP time: 0.0030, Total iter time: 2.1582 [2020-10-18 16:22:13,320][root][INFO] - ===> Epoch[262](1307/5): Loss -0.4164, Sem 0.1063, dir -0.9317, norm 0.4091, swav 0.0000 LR: 9.804e-02 Score 96.542 Data time: 0.0593, Forward time: 0.7802, Backward time: 1.2026, DDP time: 0.0030, Total iter time: 2.1316 [2020-10-18 16:22:16,107][root][INFO] - ===> Epoch[262](1308/5): Loss -0.4528, Sem 0.0875, dir -0.9346, norm 0.3943, swav 0.0000 LR: 9.804e-02 Score 97.044 Data time: 0.0933, Forward time: 0.7804, Backward time: 1.2028, DDP time: 0.0030, Total iter time: 2.6437 [2020-10-18 16:22:18,709][root][INFO] - ===> Epoch[262](1309/5): Loss -0.4892, Sem 0.0871, dir -0.9409, norm 0.3646, swav 0.0000 LR: 9.803e-02 Score 97.044 Data time: 0.0630, Forward time: 0.7803, Backward time: 1.2031, DDP time: 0.0030, Total iter time: 2.4888 [2020-10-18 16:22:20,949][root][INFO] - ===> Epoch[262](1310/5): Loss -0.4658, Sem 0.0809, dir -0.9360, norm 0.3893, swav 0.0000 LR: 9.803e-02 Score 97.337 Data time: 0.0707, Forward time: 0.7803, Backward time: 1.2032, DDP time: 0.0030, Total iter time: 2.1390 [2020-10-18 16:22:23,474][root][INFO] - ===> Epoch[263](1311/5): Loss -0.4756, Sem 0.0898, dir -0.9344, norm 0.3689, swav 0.0000 LR: 9.803e-02 Score 97.040 Data time: 0.0713, Forward time: 0.7802, Backward time: 1.2034, DDP time: 0.0030, Total iter time: 2.4067 [2020-10-18 16:22:25,515][root][INFO] - ===> Epoch[263](1312/5): Loss -0.4038, Sem 0.1016, dir -0.9254, norm 0.4200, swav 0.0000 LR: 9.803e-02 Score 96.727 Data time: 0.0738, Forward time: 0.7802, Backward time: 1.2032, DDP time: 0.0030, Total iter time: 1.9150 [2020-10-18 16:22:27,459][root][INFO] - ===> Epoch[263](1313/5): Loss -0.4605, Sem 0.0839, dir -0.9367, norm 0.3923, swav 0.0000 LR: 9.803e-02 Score 97.311 Data time: 0.1215, Forward time: 0.7803, Backward time: 1.2029, DDP time: 0.0030, Total iter time: 1.8395 [2020-10-18 16:22:30,064][root][INFO] - ===> Epoch[263](1314/5): Loss -0.4676, Sem 0.0754, dir -0.9358, norm 0.3928, swav 0.0000 LR: 9.803e-02 Score 97.501 Data time: 0.0755, Forward time: 0.7803, Backward time: 1.2031, DDP time: 0.0030, Total iter time: 2.4758 [2020-10-18 16:22:31,866][root][INFO] - ===> Epoch[263](1315/5): Loss -0.4682, Sem 0.0885, dir -0.9343, norm 0.3775, swav 0.0000 LR: 9.803e-02 Score 97.041 Data time: 0.0723, Forward time: 0.7803, Backward time: 1.2028, DDP time: 0.0030, Total iter time: 1.6939 [2020-10-18 16:22:34,236][root][INFO] - ===> Epoch[264](1316/5): Loss -0.4275, Sem 0.0948, dir -0.9307, norm 0.4084, swav 0.0000 LR: 9.802e-02 Score 96.986 Data time: 0.0514, Forward time: 0.7801, Backward time: 1.2031, DDP time: 0.0030, Total iter time: 2.2749 [2020-10-18 16:22:36,171][root][INFO] - ===> Epoch[264](1317/5): Loss -0.4582, Sem 0.0926, dir -0.9347, norm 0.3839, swav 0.0000 LR: 9.802e-02 Score 96.861 Data time: 0.0609, Forward time: 0.7801, Backward time: 1.2030, DDP time: 0.0030, Total iter time: 1.8849 [2020-10-18 16:22:38,124][root][INFO] - ===> Epoch[264](1318/5): Loss -0.5024, Sem 0.0800, dir -0.9379, norm 0.3555, swav 0.0000 LR: 9.802e-02 Score 97.265 Data time: 0.0703, Forward time: 0.7800, Backward time: 1.2028, DDP time: 0.0030, Total iter time: 1.8444 [2020-10-18 16:22:40,137][root][INFO] - ===> Epoch[264](1319/5): Loss -0.4491, Sem 0.0952, dir -0.9318, norm 0.3875, swav 0.0000 LR: 9.802e-02 Score 96.861 Data time: 0.0597, Forward time: 0.7799, Backward time: 1.2027, DDP time: 0.0030, Total iter time: 1.9049 [2020-10-18 16:22:42,780][root][INFO] - ===> Epoch[264](1320/5): Loss -0.4401, Sem 0.0874, dir -0.9369, norm 0.4094, swav 0.0000 LR: 9.802e-02 Score 97.115 Data time: 0.0753, Forward time: 0.7799, Backward time: 1.2030, DDP time: 0.0030, Total iter time: 2.5505 [2020-10-18 16:22:45,241][root][INFO] - ===> Epoch[265](1321/5): Loss -0.3728, Sem 0.0989, dir -0.9276, norm 0.4559, swav 0.0000 LR: 9.802e-02 Score 96.743 Data time: 0.0899, Forward time: 0.7800, Backward time: 1.2031, DDP time: 0.0030, Total iter time: 2.3552 [2020-10-18 16:22:47,398][root][INFO] - ===> Epoch[265](1322/5): Loss -0.4678, Sem 0.0940, dir -0.9355, norm 0.3738, swav 0.0000 LR: 9.801e-02 Score 96.972 Data time: 0.0930, Forward time: 0.7802, Backward time: 1.2029, DDP time: 0.0030, Total iter time: 2.0172 [2020-10-18 16:22:49,552][root][INFO] - ===> Epoch[265](1323/5): Loss -0.4541, Sem 0.0795, dir -0.9368, norm 0.4032, swav 0.0000 LR: 9.801e-02 Score 97.400 Data time: 0.0699, Forward time: 0.7801, Backward time: 1.2028, DDP time: 0.0030, Total iter time: 2.0365 [2020-10-18 16:22:51,916][root][INFO] - ===> Epoch[265](1324/5): Loss -0.4557, Sem 0.0841, dir -0.9340, norm 0.3942, swav 0.0000 LR: 9.801e-02 Score 97.281 Data time: 0.0637, Forward time: 0.7800, Backward time: 1.2030, DDP time: 0.0030, Total iter time: 2.2431 [2020-10-18 16:22:54,130][root][INFO] - ===> Epoch[265](1325/5): Loss -0.4349, Sem 0.0928, dir -0.9296, norm 0.4018, swav 0.0000 LR: 9.801e-02 Score 96.884 Data time: 0.0508, Forward time: 0.7798, Backward time: 1.2031, DDP time: 0.0030, Total iter time: 2.1019 [2020-10-18 16:22:56,339][root][INFO] - ===> Epoch[266](1326/5): Loss -0.4651, Sem 0.0935, dir -0.9320, norm 0.3734, swav 0.0000 LR: 9.801e-02 Score 96.858 Data time: 0.0764, Forward time: 0.7798, Backward time: 1.2032, DDP time: 0.0030, Total iter time: 2.1412 [2020-10-18 16:22:58,942][root][INFO] - ===> Epoch[266](1327/5): Loss -0.4644, Sem 0.0884, dir -0.9342, norm 0.3813, swav 0.0000 LR: 9.801e-02 Score 97.121 Data time: 0.0736, Forward time: 0.7798, Backward time: 1.2034, DDP time: 0.0030, Total iter time: 2.5001 [2020-10-18 16:23:01,308][root][INFO] - ===> Epoch[266](1328/5): Loss -0.4805, Sem 0.0850, dir -0.9366, norm 0.3711, swav 0.0000 LR: 9.801e-02 Score 97.232 Data time: 0.0722, Forward time: 0.7797, Backward time: 1.2036, DDP time: 0.0030, Total iter time: 2.2624 [2020-10-18 16:23:03,473][root][INFO] - ===> Epoch[266](1329/5): Loss -0.4845, Sem 0.0932, dir -0.9387, norm 0.3610, swav 0.0000 LR: 9.800e-02 Score 96.881 Data time: 0.0655, Forward time: 0.7796, Backward time: 1.2037, DDP time: 0.0030, Total iter time: 2.0959 [2020-10-18 16:23:05,876][root][INFO] - ===> Epoch[266](1330/5): Loss -0.4033, Sem 0.0883, dir -0.9217, norm 0.4301, swav 0.0000 LR: 9.800e-02 Score 97.043 Data time: 0.1161, Forward time: 0.7796, Backward time: 1.2037, DDP time: 0.0030, Total iter time: 2.3088 [2020-10-18 16:23:07,945][root][INFO] - ===> Epoch[267](1331/5): Loss -0.3697, Sem 0.0847, dir -0.9272, norm 0.4727, swav 0.0000 LR: 9.800e-02 Score 97.233 Data time: 0.0918, Forward time: 0.7797, Backward time: 1.2035, DDP time: 0.0030, Total iter time: 1.9493 [2020-10-18 16:23:09,773][root][INFO] - ===> Epoch[267](1332/5): Loss -0.4829, Sem 0.0865, dir -0.9349, norm 0.3656, swav 0.0000 LR: 9.800e-02 Score 97.094 Data time: 0.0835, Forward time: 0.7797, Backward time: 1.2032, DDP time: 0.0030, Total iter time: 1.7084 [2020-10-18 16:23:12,005][root][INFO] - ===> Epoch[267](1333/5): Loss -0.4573, Sem 0.0796, dir -0.9340, norm 0.3971, swav 0.0000 LR: 9.800e-02 Score 97.298 Data time: 0.1098, Forward time: 0.7798, Backward time: 1.2031, DDP time: 0.0030, Total iter time: 2.1393 [2020-10-18 16:23:13,813][root][INFO] - ===> Epoch[267](1334/5): Loss -0.4642, Sem 0.0871, dir -0.9370, norm 0.3856, swav 0.0000 LR: 9.800e-02 Score 97.152 Data time: 0.0791, Forward time: 0.7799, Backward time: 1.2028, DDP time: 0.0030, Total iter time: 1.7001 [2020-10-18 16:23:16,096][root][INFO] - ===> Epoch[267](1335/5): Loss -0.4382, Sem 0.0953, dir -0.9337, norm 0.4002, swav 0.0000 LR: 9.800e-02 Score 96.907 Data time: 0.0643, Forward time: 0.7798, Backward time: 1.2029, DDP time: 0.0030, Total iter time: 2.2009 [2020-10-18 16:23:18,290][root][INFO] - ===> Epoch[268](1336/5): Loss -0.4430, Sem 0.0893, dir -0.9320, norm 0.3997, swav 0.0000 LR: 9.799e-02 Score 97.033 Data time: 0.0740, Forward time: 0.7797, Backward time: 1.2029, DDP time: 0.0030, Total iter time: 2.0938 [2020-10-18 16:23:20,033][root][INFO] - ===> Epoch[268](1337/5): Loss -0.4714, Sem 0.0916, dir -0.9353, norm 0.3722, swav 0.0000 LR: 9.799e-02 Score 96.927 Data time: 0.0763, Forward time: 0.7797, Backward time: 1.2026, DDP time: 0.0030, Total iter time: 1.6384 [2020-10-18 16:23:21,827][root][INFO] - ===> Epoch[268](1338/5): Loss -0.4488, Sem 0.0852, dir -0.9337, norm 0.3997, swav 0.0000 LR: 9.799e-02 Score 97.251 Data time: 0.1748, Forward time: 0.7797, Backward time: 1.2023, DDP time: 0.0030, Total iter time: 1.7024 [2020-10-18 16:23:24,223][root][INFO] - ===> Epoch[268](1339/5): Loss -0.4603, Sem 0.0814, dir -0.9352, norm 0.3935, swav 0.0000 LR: 9.799e-02 Score 97.319 Data time: 0.1244, Forward time: 0.7799, Backward time: 1.2022, DDP time: 0.0030, Total iter time: 2.2976 [2020-10-18 16:23:26,119][root][INFO] - ===> Epoch[268](1340/5): Loss -0.4850, Sem 0.0893, dir -0.9339, norm 0.3596, swav 0.0000 LR: 9.799e-02 Score 97.066 Data time: 0.0807, Forward time: 0.7798, Backward time: 1.2020, DDP time: 0.0030, Total iter time: 1.7728 [2020-10-18 16:23:28,156][root][INFO] - ===> Epoch[269](1341/5): Loss -0.4941, Sem 0.0816, dir -0.9382, norm 0.3625, swav 0.0000 LR: 9.799e-02 Score 97.309 Data time: 0.0795, Forward time: 0.7799, Backward time: 1.2018, DDP time: 0.0030, Total iter time: 1.9543 [2020-10-18 16:23:30,396][root][INFO] - ===> Epoch[269](1342/5): Loss -0.4866, Sem 0.0785, dir -0.9384, norm 0.3733, swav 0.0000 LR: 9.798e-02 Score 97.388 Data time: 0.0630, Forward time: 0.7798, Backward time: 1.2019, DDP time: 0.0030, Total iter time: 2.1471 [2020-10-18 16:23:32,502][root][INFO] - ===> Epoch[269](1343/5): Loss -0.4533, Sem 0.0832, dir -0.9345, norm 0.3980, swav 0.0000 LR: 9.798e-02 Score 97.238 Data time: 0.0786, Forward time: 0.7798, Backward time: 1.2018, DDP time: 0.0030, Total iter time: 2.0235 [2020-10-18 16:23:34,542][root][INFO] - ===> Epoch[269](1344/5): Loss -0.5012, Sem 0.0826, dir -0.9392, norm 0.3554, swav 0.0000 LR: 9.798e-02 Score 97.286 Data time: 0.0648, Forward time: 0.7797, Backward time: 1.2017, DDP time: 0.0030, Total iter time: 1.9283 [2020-10-18 16:23:36,723][root][INFO] - ===> Epoch[269](1345/5): Loss -0.5146, Sem 0.0735, dir -0.9409, norm 0.3528, swav 0.0000 LR: 9.798e-02 Score 97.596 Data time: 0.0596, Forward time: 0.7796, Backward time: 1.2018, DDP time: 0.0030, Total iter time: 2.0749 [2020-10-18 16:23:38,613][root][INFO] - ===> Epoch[270](1346/5): Loss -0.4377, Sem 0.0940, dir -0.9290, norm 0.3973, swav 0.0000 LR: 9.798e-02 Score 96.793 Data time: 0.0682, Forward time: 0.7795, Backward time: 1.2016, DDP time: 0.0030, Total iter time: 1.8010 [2020-10-18 16:23:40,695][root][INFO] - ===> Epoch[270](1347/5): Loss -0.4690, Sem 0.0828, dir -0.9331, norm 0.3812, swav 0.0000 LR: 9.798e-02 Score 97.235 Data time: 0.0799, Forward time: 0.7796, Backward time: 1.2015, DDP time: 0.0030, Total iter time: 1.9804 [2020-10-18 16:23:43,557][root][INFO] - ===> Epoch[270](1348/5): Loss -0.4448, Sem 0.0777, dir -0.9358, norm 0.4133, swav 0.0000 LR: 9.798e-02 Score 97.463 Data time: 0.1558, Forward time: 0.7794, Backward time: 1.2020, DDP time: 0.0030, Total iter time: 2.7429 [2020-10-18 16:23:46,086][root][INFO] - ===> Epoch[270](1349/5): Loss -0.4552, Sem 0.0852, dir -0.9387, norm 0.3982, swav 0.0000 LR: 9.797e-02 Score 97.201 Data time: 0.0819, Forward time: 0.7796, Backward time: 1.2021, DDP time: 0.0030, Total iter time: 2.4571 [2020-10-18 16:23:48,301][root][INFO] - ===> Epoch[270](1350/5): Loss -0.4282, Sem 0.0858, dir -0.9254, norm 0.4115, swav 0.0000 LR: 9.797e-02 Score 97.083 Data time: 0.0619, Forward time: 0.7795, Backward time: 1.2021, DDP time: 0.0030, Total iter time: 2.0927 [2020-10-18 16:23:50,216][root][INFO] - ===> Epoch[271](1351/5): Loss -0.5076, Sem 0.0874, dir -0.9392, norm 0.3441, swav 0.0000 LR: 9.797e-02 Score 97.158 Data time: 0.0513, Forward time: 0.7793, Backward time: 1.2021, DDP time: 0.0030, Total iter time: 1.8240 [2020-10-18 16:23:52,240][root][INFO] - ===> Epoch[271](1352/5): Loss -0.4817, Sem 0.0786, dir -0.9378, norm 0.3776, swav 0.0000 LR: 9.797e-02 Score 97.433 Data time: 0.0606, Forward time: 0.7791, Backward time: 1.2021, DDP time: 0.0030, Total iter time: 1.9436 [2020-10-18 16:23:54,190][root][INFO] - ===> Epoch[271](1353/5): Loss -0.5011, Sem 0.0725, dir -0.9441, norm 0.3705, swav 0.0000 LR: 9.797e-02 Score 97.545 Data time: 0.0650, Forward time: 0.7791, Backward time: 1.2019, DDP time: 0.0030, Total iter time: 1.8725 [2020-10-18 16:23:56,173][root][INFO] - ===> Epoch[271](1354/5): Loss -0.5104, Sem 0.0839, dir -0.9383, norm 0.3440, swav 0.0000 LR: 9.797e-02 Score 97.247 Data time: 0.0888, Forward time: 0.7790, Backward time: 1.2018, DDP time: 0.0030, Total iter time: 1.8866 [2020-10-18 16:23:58,673][root][INFO] - ===> Epoch[271](1355/5): Loss -0.4426, Sem 0.0971, dir -0.9316, norm 0.3919, swav 0.0000 LR: 9.797e-02 Score 96.787 Data time: 0.3348, Forward time: 0.7791, Backward time: 1.2017, DDP time: 0.0030, Total iter time: 2.4108 [2020-10-18 16:24:01,077][root][INFO] - ===> Epoch[272](1356/5): Loss -0.4320, Sem 0.0871, dir -0.9276, norm 0.4085, swav 0.0000 LR: 9.796e-02 Score 97.154 Data time: 0.0804, Forward time: 0.7792, Backward time: 1.2017, DDP time: 0.0030, Total iter time: 2.2870 [2020-10-18 16:24:03,006][root][INFO] - ===> Epoch[272](1357/5): Loss -0.4886, Sem 0.0787, dir -0.9369, norm 0.3696, swav 0.0000 LR: 9.796e-02 Score 97.403 Data time: 0.0570, Forward time: 0.7792, Backward time: 1.2016, DDP time: 0.0030, Total iter time: 1.8408 [2020-10-18 16:24:05,074][root][INFO] - ===> Epoch[272](1358/5): Loss -0.4558, Sem 0.0969, dir -0.9339, norm 0.3812, swav 0.0000 LR: 9.796e-02 Score 96.873 Data time: 0.0872, Forward time: 0.7793, Backward time: 1.2014, DDP time: 0.0030, Total iter time: 1.9745 [2020-10-18 16:24:07,234][root][INFO] - ===> Epoch[272](1359/5): Loss -0.4964, Sem 0.0810, dir -0.9376, norm 0.3603, swav 0.0000 LR: 9.796e-02 Score 97.315 Data time: 0.0666, Forward time: 0.7793, Backward time: 1.2014, DDP time: 0.0030, Total iter time: 2.0559 [2020-10-18 16:24:09,304][root][INFO] - ===> Epoch[272](1360/5): Loss -0.4558, Sem 0.0868, dir -0.9331, norm 0.3904, swav 0.0000 LR: 9.796e-02 Score 97.158 Data time: 0.0687, Forward time: 0.7793, Backward time: 1.2012, DDP time: 0.0030, Total iter time: 1.9954 [2020-10-18 16:24:11,463][root][INFO] - ===> Epoch[273](1361/5): Loss -0.4538, Sem 0.0820, dir -0.9323, norm 0.3965, swav 0.0000 LR: 9.796e-02 Score 97.286 Data time: 0.0971, Forward time: 0.7795, Backward time: 1.2011, DDP time: 0.0030, Total iter time: 2.0516 [2020-10-18 16:24:13,379][root][INFO] - ===> Epoch[273](1362/5): Loss -0.4488, Sem 0.0901, dir -0.9328, norm 0.3939, swav 0.0000 LR: 9.795e-02 Score 96.954 Data time: 0.0473, Forward time: 0.7793, Backward time: 1.2010, DDP time: 0.0030, Total iter time: 1.7961 [2020-10-18 16:24:15,767][root][INFO] - ===> Epoch[273](1363/5): Loss -0.4560, Sem 0.0904, dir -0.9311, norm 0.3847, swav 0.0000 LR: 9.795e-02 Score 97.012 Data time: 0.1460, Forward time: 0.7795, Backward time: 1.2009, DDP time: 0.0030, Total iter time: 2.3038 [2020-10-18 16:24:17,727][root][INFO] - ===> Epoch[273](1364/5): Loss -0.4984, Sem 0.0786, dir -0.9397, norm 0.3627, swav 0.0000 LR: 9.795e-02 Score 97.457 Data time: 0.0701, Forward time: 0.7795, Backward time: 1.2007, DDP time: 0.0030, Total iter time: 1.8296 [2020-10-18 16:24:20,051][root][INFO] - ===> Epoch[273](1365/5): Loss -0.4306, Sem 0.0917, dir -0.9343, norm 0.4120, swav 0.0000 LR: 9.795e-02 Score 97.041 Data time: 0.0840, Forward time: 0.7795, Backward time: 1.2007, DDP time: 0.0030, Total iter time: 2.2457 [2020-10-18 16:24:22,124][root][INFO] - ===> Epoch[274](1366/5): Loss -0.4722, Sem 0.0955, dir -0.9363, norm 0.3686, swav 0.0000 LR: 9.795e-02 Score 96.880 Data time: 0.0608, Forward time: 0.7795, Backward time: 1.2007, DDP time: 0.0030, Total iter time: 1.9541 [2020-10-18 16:24:24,382][root][INFO] - ===> Epoch[274](1367/5): Loss -0.4724, Sem 0.0877, dir -0.9320, norm 0.3719, swav 0.0000 LR: 9.795e-02 Score 97.086 Data time: 0.0431, Forward time: 0.7793, Backward time: 1.2009, DDP time: 0.0030, Total iter time: 2.1754 [2020-10-18 16:24:26,551][root][INFO] - ===> Epoch[274](1368/5): Loss -0.4878, Sem 0.0814, dir -0.9389, norm 0.3698, swav 0.0000 LR: 9.795e-02 Score 97.308 Data time: 0.0901, Forward time: 0.7794, Backward time: 1.2008, DDP time: 0.0030, Total iter time: 2.1184 [2020-10-18 16:24:28,522][root][INFO] - ===> Epoch[274](1369/5): Loss -0.4628, Sem 0.0792, dir -0.9339, norm 0.3919, swav 0.0000 LR: 9.794e-02 Score 97.360 Data time: 0.0656, Forward time: 0.7793, Backward time: 1.2007, DDP time: 0.0030, Total iter time: 1.8605 [2020-10-18 16:24:30,874][root][INFO] - ===> Epoch[274](1370/5): Loss -0.4422, Sem 0.0860, dir -0.9352, norm 0.4070, swav 0.0000 LR: 9.794e-02 Score 97.171 Data time: 0.0684, Forward time: 0.7793, Backward time: 1.2008, DDP time: 0.0030, Total iter time: 2.2748 [2020-10-18 16:24:33,285][root][INFO] - ===> Epoch[275](1371/5): Loss -0.4664, Sem 0.0792, dir -0.9340, norm 0.3884, swav 0.0000 LR: 9.794e-02 Score 97.359 Data time: 0.1030, Forward time: 0.7796, Backward time: 1.2007, DDP time: 0.0030, Total iter time: 2.3017 [2020-10-18 16:24:35,913][root][INFO] - ===> Epoch[275](1372/5): Loss -0.5070, Sem 0.0742, dir -0.9384, norm 0.3572, swav 0.0000 LR: 9.794e-02 Score 97.557 Data time: 0.0626, Forward time: 0.7795, Backward time: 1.2009, DDP time: 0.0030, Total iter time: 2.4857 [2020-10-18 16:24:37,784][root][INFO] - ===> Epoch[275](1373/5): Loss -0.4948, Sem 0.0874, dir -0.9372, norm 0.3550, swav 0.0000 LR: 9.794e-02 Score 97.081 Data time: 0.0637, Forward time: 0.7794, Backward time: 1.2008, DDP time: 0.0030, Total iter time: 1.7818 [2020-10-18 16:24:40,087][root][INFO] - ===> Epoch[275](1374/5): Loss -0.4376, Sem 0.0939, dir -0.9325, norm 0.4009, swav 0.0000 LR: 9.794e-02 Score 96.852 Data time: 0.0772, Forward time: 0.7794, Backward time: 1.2009, DDP time: 0.0030, Total iter time: 2.2359 [2020-10-18 16:24:42,064][root][INFO] - ===> Epoch[275](1375/5): Loss -0.5125, Sem 0.0736, dir -0.9394, norm 0.3533, swav 0.0000 LR: 9.794e-02 Score 97.548 Data time: 0.0888, Forward time: 0.7794, Backward time: 1.2007, DDP time: 0.0030, Total iter time: 1.8898 [2020-10-18 16:24:44,719][root][INFO] - ===> Epoch[276](1376/5): Loss -0.4539, Sem 0.0830, dir -0.9333, norm 0.3963, swav 0.0000 LR: 9.793e-02 Score 97.250 Data time: 0.1256, Forward time: 0.7794, Backward time: 1.2009, DDP time: 0.0030, Total iter time: 2.5252 [2020-10-18 16:24:46,977][root][INFO] - ===> Epoch[276](1377/5): Loss -0.4540, Sem 0.0862, dir -0.9365, norm 0.3963, swav 0.0000 LR: 9.793e-02 Score 97.163 Data time: 0.0981, Forward time: 0.7796, Backward time: 1.2008, DDP time: 0.0030, Total iter time: 2.1596 [2020-10-18 16:24:49,341][root][INFO] - ===> Epoch[276](1378/5): Loss -0.4680, Sem 0.0783, dir -0.9392, norm 0.3929, swav 0.0000 LR: 9.793e-02 Score 97.418 Data time: 0.0614, Forward time: 0.7795, Backward time: 1.2009, DDP time: 0.0030, Total iter time: 2.2235 [2020-10-18 16:24:51,234][root][INFO] - ===> Epoch[276](1379/5): Loss -0.4846, Sem 0.0864, dir -0.9396, norm 0.3686, swav 0.0000 LR: 9.793e-02 Score 97.067 Data time: 0.0802, Forward time: 0.7795, Backward time: 1.2007, DDP time: 0.0030, Total iter time: 1.7963 [2020-10-18 16:24:53,513][root][INFO] - ===> Epoch[276](1380/5): Loss -0.4615, Sem 0.0818, dir -0.9315, norm 0.3882, swav 0.0000 LR: 9.793e-02 Score 97.292 Data time: 0.3399, Forward time: 0.7796, Backward time: 1.2005, DDP time: 0.0030, Total iter time: 2.1801 [2020-10-18 16:24:56,006][root][INFO] - ===> Epoch[277](1381/5): Loss -0.4651, Sem 0.0788, dir -0.9382, norm 0.3942, swav 0.0000 LR: 9.793e-02 Score 97.381 Data time: 0.0795, Forward time: 0.7797, Backward time: 1.2005, DDP time: 0.0030, Total iter time: 2.3602 [2020-10-18 16:24:58,013][root][INFO] - ===> Epoch[277](1382/5): Loss -0.5136, Sem 0.0791, dir -0.9391, norm 0.3463, swav 0.0000 LR: 9.792e-02 Score 97.289 Data time: 0.0564, Forward time: 0.7795, Backward time: 1.2005, DDP time: 0.0030, Total iter time: 1.8953 [2020-10-18 16:25:00,324][root][INFO] - ===> Epoch[277](1383/5): Loss -0.4809, Sem 0.0894, dir -0.9338, norm 0.3635, swav 0.0000 LR: 9.792e-02 Score 97.121 Data time: 0.0732, Forward time: 0.7794, Backward time: 1.2006, DDP time: 0.0030, Total iter time: 2.2213 [2020-10-18 16:25:02,911][root][INFO] - ===> Epoch[277](1384/5): Loss -0.4675, Sem 0.0789, dir -0.9367, norm 0.3902, swav 0.0000 LR: 9.792e-02 Score 97.420 Data time: 0.0685, Forward time: 0.7794, Backward time: 1.2009, DDP time: 0.0030, Total iter time: 2.4786 [2020-10-18 16:25:05,125][root][INFO] - ===> Epoch[277](1385/5): Loss -0.4800, Sem 0.0784, dir -0.9358, norm 0.3774, swav 0.0000 LR: 9.792e-02 Score 97.411 Data time: 0.0800, Forward time: 0.7794, Backward time: 1.2008, DDP time: 0.0030, Total iter time: 2.1110 [2020-10-18 16:25:07,851][root][INFO] - ===> Epoch[278](1386/5): Loss -0.4703, Sem 0.0948, dir -0.9353, norm 0.3703, swav 0.0000 LR: 9.792e-02 Score 96.943 Data time: 0.0654, Forward time: 0.7793, Backward time: 1.2012, DDP time: 0.0030, Total iter time: 2.6283 [2020-10-18 16:25:09,478][root][INFO] - ===> Epoch[278](1387/5): Loss -0.5204, Sem 0.0763, dir -0.9436, norm 0.3469, swav 0.0000 LR: 9.792e-02 Score 97.470 Data time: 0.0662, Forward time: 0.7792, Backward time: 1.2009, DDP time: 0.0030, Total iter time: 1.5207 [2020-10-18 16:25:11,346][root][INFO] - ===> Epoch[278](1388/5): Loss -0.5186, Sem 0.0840, dir -0.9401, norm 0.3376, swav 0.0000 LR: 9.792e-02 Score 97.132 Data time: 0.0724, Forward time: 0.7792, Backward time: 1.2007, DDP time: 0.0030, Total iter time: 1.7807 [2020-10-18 16:25:13,941][root][INFO] - ===> Epoch[278](1389/5): Loss -0.3941, Sem 0.0951, dir -0.9287, norm 0.4395, swav 0.0000 LR: 9.791e-02 Score 96.804 Data time: 0.0640, Forward time: 0.7791, Backward time: 1.2010, DDP time: 0.0030, Total iter time: 2.4710 [2020-10-18 16:25:16,180][root][INFO] - ===> Epoch[278](1390/5): Loss -0.4984, Sem 0.0797, dir -0.9335, norm 0.3554, swav 0.0000 LR: 9.791e-02 Score 97.353 Data time: 0.0509, Forward time: 0.7789, Backward time: 1.2012, DDP time: 0.0030, Total iter time: 2.1308 [2020-10-18 16:25:18,164][root][INFO] - ===> Epoch[279](1391/5): Loss -0.4727, Sem 0.0888, dir -0.9374, norm 0.3759, swav 0.0000 LR: 9.791e-02 Score 97.149 Data time: 0.0822, Forward time: 0.7789, Backward time: 1.2010, DDP time: 0.0030, Total iter time: 1.9073 [2020-10-18 16:25:20,921][root][INFO] - ===> Epoch[279](1392/5): Loss -0.4844, Sem 0.0900, dir -0.9387, norm 0.3643, swav 0.0000 LR: 9.791e-02 Score 97.001 Data time: 0.1009, Forward time: 0.7791, Backward time: 1.2012, DDP time: 0.0030, Total iter time: 2.6562 [2020-10-18 16:25:23,067][root][INFO] - ===> Epoch[279](1393/5): Loss -0.5032, Sem 0.0817, dir -0.9385, norm 0.3536, swav 0.0000 LR: 9.791e-02 Score 97.210 Data time: 0.0707, Forward time: 0.7791, Backward time: 1.2011, DDP time: 0.0030, Total iter time: 2.0192 [2020-10-18 16:25:25,402][root][INFO] - ===> Epoch[279](1394/5): Loss -0.4596, Sem 0.0829, dir -0.9351, norm 0.3926, swav 0.0000 LR: 9.791e-02 Score 97.233 Data time: 0.0670, Forward time: 0.7790, Backward time: 1.2013, DDP time: 0.0030, Total iter time: 2.2231 [2020-10-18 16:25:27,527][root][INFO] - ===> Epoch[279](1395/5): Loss -0.4785, Sem 0.0773, dir -0.9386, norm 0.3828, swav 0.0000 LR: 9.791e-02 Score 97.462 Data time: 0.0797, Forward time: 0.7791, Backward time: 1.2011, DDP time: 0.0030, Total iter time: 2.0353 [2020-10-18 16:25:29,719][root][INFO] - ===> Epoch[280](1396/5): Loss -0.5134, Sem 0.0821, dir -0.9385, norm 0.3430, swav 0.0000 LR: 9.790e-02 Score 97.348 Data time: 0.0570, Forward time: 0.7790, Backward time: 1.2012, DDP time: 0.0030, Total iter time: 2.0802 [2020-10-18 16:25:32,182][root][INFO] - ===> Epoch[280](1397/5): Loss -0.4687, Sem 0.0834, dir -0.9350, norm 0.3829, swav 0.0000 LR: 9.790e-02 Score 97.339 Data time: 0.0705, Forward time: 0.7789, Backward time: 1.2014, DDP time: 0.0030, Total iter time: 2.3662 [2020-10-18 16:25:34,464][root][INFO] - ===> Epoch[280](1398/5): Loss -0.4807, Sem 0.0857, dir -0.9365, norm 0.3701, swav 0.0000 LR: 9.790e-02 Score 97.146 Data time: 0.0803, Forward time: 0.7789, Backward time: 1.2014, DDP time: 0.0030, Total iter time: 2.1674 [2020-10-18 16:25:36,750][root][INFO] - ===> Epoch[280](1399/5): Loss -0.5084, Sem 0.0779, dir -0.9379, norm 0.3516, swav 0.0000 LR: 9.790e-02 Score 97.413 Data time: 0.0794, Forward time: 0.7790, Backward time: 1.2014, DDP time: 0.0030, Total iter time: 2.1721 [2020-10-18 16:25:38,923][root][INFO] - ===> Epoch[280](1400/5): Loss -0.4265, Sem 0.0908, dir -0.9243, norm 0.4069, swav 0.0000 LR: 9.790e-02 Score 97.003 Data time: 0.0880, Forward time: 0.7791, Backward time: 1.2012, DDP time: 0.0030, Total iter time: 2.0641 [2020-10-18 16:25:40,476][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 16:25:40,656][root][INFO] - ===> Start testing [2020-10-18 16:26:17,006][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1206 Loss 0.177 (AVG: 0.436) Score 93.896 (AVG: 89.553) mIOU 66.945 mAP 83.952 mAcc 73.803 IOU: 59.936 0.000 69.881 73.009 93.898 90.099 34.517 71.222 98.489 60.116 80.128 84.316 54.668 mAP: 83.400 8.271 91.330 88.734 99.285 98.453 63.366 92.246 99.822 86.649 93.978 94.739 91.104 mAcc: 80.176 0.000 81.350 81.313 95.435 95.670 41.556 84.161 99.102 61.208 87.386 95.055 57.028 [2020-10-18 16:26:17,008][root][INFO] - Finished test. Elapsed time: 36.3500 [2020-10-18 16:26:20,070][root][INFO] - [2020-10-18 16:26:20,071][root][INFO] - ################################################################ [2020-10-18 16:26:20,071][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 16:26:20,071][root][INFO] - ################################################################ [2020-10-18 16:26:20,071][root][INFO] - clutter : nan nan nan [2020-10-18 16:26:20,071][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 16:26:20,071][root][INFO] - board : 0.702 0.815 0.887 [2020-10-18 16:26:20,071][root][INFO] - bookcase : 0.227 0.351 0.502 [2020-10-18 16:26:20,071][root][INFO] - ceiling : 0.466 0.532 0.613 [2020-10-18 16:26:20,071][root][INFO] - chair : 0.742 0.861 0.884 [2020-10-18 16:26:20,071][root][INFO] - column : 0.142 0.250 0.376 [2020-10-18 16:26:20,071][root][INFO] - door : 0.510 0.710 0.848 [2020-10-18 16:26:20,071][root][INFO] - floor : 0.899 0.921 0.976 [2020-10-18 16:26:20,071][root][INFO] - sofa : 0.183 0.371 0.727 [2020-10-18 16:26:20,071][root][INFO] - table : 0.166 0.348 0.587 [2020-10-18 16:26:20,072][root][INFO] - wall : 0.494 0.709 0.805 [2020-10-18 16:26:20,072][root][INFO] - window : 0.437 0.715 0.742 [2020-10-18 16:26:20,072][root][INFO] - ---------------------------------------------------------------- [2020-10-18 16:26:20,072][root][INFO] - average : 0.414 0.549 0.662 [2020-10-18 16:26:20,072][root][INFO] - [2020-10-18 16:26:20,257][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 16:26:20,258][root][INFO] - Current best mIoU: 67.633 at iter 1200 [2020-10-18 16:26:21,936][root][INFO] - ===> Epoch[281](1401/5): Loss -0.5226, Sem 0.0726, dir -0.9437, norm 0.3485, swav 0.0000 LR: 9.790e-02 Score 97.589 Data time: 0.0528, Forward time: 0.7790, Backward time: 1.2010, DDP time: 0.0030, Total iter time: 1.6719 [2020-10-18 16:26:23,876][root][INFO] - ===> Epoch[281](1402/5): Loss -0.4896, Sem 0.0874, dir -0.9347, norm 0.3578, swav 0.0000 LR: 9.789e-02 Score 97.083 Data time: 0.0605, Forward time: 0.7788, Backward time: 1.2009, DDP time: 0.0030, Total iter time: 1.8364 [2020-10-18 16:26:25,841][root][INFO] - ===> Epoch[281](1403/5): Loss -0.4383, Sem 0.0910, dir -0.9338, norm 0.4045, swav 0.0000 LR: 9.789e-02 Score 97.083 Data time: 0.0789, Forward time: 0.7789, Backward time: 1.2007, DDP time: 0.0030, Total iter time: 1.8689 [2020-10-18 16:26:28,040][root][INFO] - ===> Epoch[281](1404/5): Loss -0.4468, Sem 0.0900, dir -0.9331, norm 0.3963, swav 0.0000 LR: 9.789e-02 Score 97.005 Data time: 0.0654, Forward time: 0.7788, Backward time: 1.2008, DDP time: 0.0030, Total iter time: 2.0743 [2020-10-18 16:26:30,396][root][INFO] - ===> Epoch[281](1405/5): Loss -0.4558, Sem 0.0922, dir -0.9341, norm 0.3861, swav 0.0000 LR: 9.789e-02 Score 97.017 Data time: 0.0663, Forward time: 0.7787, Backward time: 1.2009, DDP time: 0.0030, Total iter time: 2.2484 [2020-10-18 16:26:32,558][root][INFO] - ===> Epoch[282](1406/5): Loss -0.5232, Sem 0.0809, dir -0.9401, norm 0.3360, swav 0.0000 LR: 9.789e-02 Score 97.349 Data time: 0.0620, Forward time: 0.7786, Backward time: 1.2009, DDP time: 0.0030, Total iter time: 2.0602 [2020-10-18 16:26:34,889][root][INFO] - ===> Epoch[282](1407/5): Loss -0.4644, Sem 0.0869, dir -0.9355, norm 0.3842, swav 0.0000 LR: 9.789e-02 Score 97.138 Data time: 0.0975, Forward time: 0.7786, Backward time: 1.2010, DDP time: 0.0030, Total iter time: 2.2376 [2020-10-18 16:26:37,422][root][INFO] - ===> Epoch[282](1408/5): Loss -0.4688, Sem 0.0806, dir -0.9334, norm 0.3840, swav 0.0000 LR: 9.789e-02 Score 97.327 Data time: 0.0818, Forward time: 0.7786, Backward time: 1.2011, DDP time: 0.0030, Total iter time: 2.4074 [2020-10-18 16:26:39,536][root][INFO] - ===> Epoch[282](1409/5): Loss -0.4932, Sem 0.0822, dir -0.9354, norm 0.3599, swav 0.0000 LR: 9.788e-02 Score 97.267 Data time: 0.0690, Forward time: 0.7786, Backward time: 1.2010, DDP time: 0.0030, Total iter time: 1.9916 [2020-10-18 16:26:41,986][root][INFO] - ===> Epoch[282](1410/5): Loss -0.4799, Sem 0.0889, dir -0.9362, norm 0.3673, swav 0.0000 LR: 9.788e-02 Score 97.096 Data time: 0.0678, Forward time: 0.7785, Backward time: 1.2012, DDP time: 0.0030, Total iter time: 2.3660 [2020-10-18 16:26:44,343][root][INFO] - ===> Epoch[283](1411/5): Loss -0.4519, Sem 0.0780, dir -0.9354, norm 0.4055, swav 0.0000 LR: 9.788e-02 Score 97.397 Data time: 0.0858, Forward time: 0.7786, Backward time: 1.2012, DDP time: 0.0030, Total iter time: 2.2340 [2020-10-18 16:26:46,288][root][INFO] - ===> Epoch[283](1412/5): Loss -0.5074, Sem 0.0773, dir -0.9425, norm 0.3578, swav 0.0000 LR: 9.788e-02 Score 97.465 Data time: 0.0617, Forward time: 0.7785, Backward time: 1.2011, DDP time: 0.0030, Total iter time: 1.8315 [2020-10-18 16:26:48,213][root][INFO] - ===> Epoch[283](1413/5): Loss -0.4642, Sem 0.0855, dir -0.9335, norm 0.3839, swav 0.0000 LR: 9.788e-02 Score 97.233 Data time: 0.0554, Forward time: 0.7784, Backward time: 1.2011, DDP time: 0.0030, Total iter time: 1.8355 [2020-10-18 16:26:50,420][root][INFO] - ===> Epoch[283](1414/5): Loss -0.4814, Sem 0.0856, dir -0.9386, norm 0.3716, swav 0.0000 LR: 9.788e-02 Score 97.176 Data time: 0.0698, Forward time: 0.7783, Backward time: 1.2011, DDP time: 0.0030, Total iter time: 2.1006 [2020-10-18 16:26:52,321][root][INFO] - ===> Epoch[283](1415/5): Loss -0.4702, Sem 0.0831, dir -0.9379, norm 0.3846, swav 0.0000 LR: 9.788e-02 Score 97.243 Data time: 0.0709, Forward time: 0.7783, Backward time: 1.2009, DDP time: 0.0030, Total iter time: 1.7882 [2020-10-18 16:26:54,510][root][INFO] - ===> Epoch[284](1416/5): Loss -0.4991, Sem 0.0811, dir -0.9373, norm 0.3572, swav 0.0000 LR: 9.787e-02 Score 97.322 Data time: 0.0608, Forward time: 0.7782, Backward time: 1.2010, DDP time: 0.0030, Total iter time: 2.0825 [2020-10-18 16:26:56,697][root][INFO] - ===> Epoch[284](1417/5): Loss -0.4349, Sem 0.0899, dir -0.9323, norm 0.4075, swav 0.0000 LR: 9.787e-02 Score 97.023 Data time: 0.0846, Forward time: 0.7783, Backward time: 1.2008, DDP time: 0.0030, Total iter time: 2.1055 [2020-10-18 16:26:59,111][root][INFO] - ===> Epoch[284](1418/5): Loss -0.4588, Sem 0.0765, dir -0.9398, norm 0.4044, swav 0.0000 LR: 9.787e-02 Score 97.475 Data time: 0.1202, Forward time: 0.7785, Backward time: 1.2008, DDP time: 0.0030, Total iter time: 2.2944 [2020-10-18 16:27:01,156][root][INFO] - ===> Epoch[284](1419/5): Loss -0.4534, Sem 0.0939, dir -0.9319, norm 0.3846, swav 0.0000 LR: 9.787e-02 Score 96.844 Data time: 0.0578, Forward time: 0.7785, Backward time: 1.2007, DDP time: 0.0030, Total iter time: 1.9484 [2020-10-18 16:27:03,319][root][INFO] - ===> Epoch[284](1420/5): Loss -0.4656, Sem 0.0838, dir -0.9360, norm 0.3865, swav 0.0000 LR: 9.787e-02 Score 97.185 Data time: 0.0798, Forward time: 0.7785, Backward time: 1.2006, DDP time: 0.0030, Total iter time: 2.0595 [2020-10-18 16:27:05,324][root][INFO] - ===> Epoch[285](1421/5): Loss -0.4553, Sem 0.0864, dir -0.9388, norm 0.3972, swav 0.0000 LR: 9.787e-02 Score 97.149 Data time: 0.0596, Forward time: 0.7784, Backward time: 1.2006, DDP time: 0.0030, Total iter time: 1.8734 [2020-10-18 16:27:07,073][root][INFO] - ===> Epoch[285](1422/5): Loss -0.4907, Sem 0.0892, dir -0.9354, norm 0.3555, swav 0.0000 LR: 9.786e-02 Score 96.991 Data time: 0.0780, Forward time: 0.7784, Backward time: 1.2003, DDP time: 0.0030, Total iter time: 1.6535 [2020-10-18 16:27:08,925][root][INFO] - ===> Epoch[285](1423/5): Loss -0.5086, Sem 0.0745, dir -0.9428, norm 0.3597, swav 0.0000 LR: 9.786e-02 Score 97.517 Data time: 0.0690, Forward time: 0.7784, Backward time: 1.2000, DDP time: 0.0030, Total iter time: 1.7575 [2020-10-18 16:27:11,105][root][INFO] - ===> Epoch[285](1424/5): Loss -0.4045, Sem 0.0992, dir -0.9329, norm 0.4293, swav 0.0000 LR: 9.786e-02 Score 96.744 Data time: 0.1339, Forward time: 0.7784, Backward time: 1.1999, DDP time: 0.0030, Total iter time: 2.0650 [2020-10-18 16:27:13,563][root][INFO] - ===> Epoch[285](1425/5): Loss -0.4542, Sem 0.0887, dir -0.9323, norm 0.3894, swav 0.0000 LR: 9.786e-02 Score 97.038 Data time: 0.0993, Forward time: 0.7784, Backward time: 1.2000, DDP time: 0.0030, Total iter time: 2.3278 [2020-10-18 16:27:15,781][root][INFO] - ===> Epoch[286](1426/5): Loss -0.4817, Sem 0.0903, dir -0.9379, norm 0.3659, swav 0.0000 LR: 9.786e-02 Score 97.193 Data time: 0.0892, Forward time: 0.7785, Backward time: 1.1999, DDP time: 0.0030, Total iter time: 2.1233 [2020-10-18 16:27:17,760][root][INFO] - ===> Epoch[286](1427/5): Loss -0.4312, Sem 0.0906, dir -0.9292, norm 0.4074, swav 0.0000 LR: 9.786e-02 Score 96.979 Data time: 0.0858, Forward time: 0.7786, Backward time: 1.1997, DDP time: 0.0030, Total iter time: 1.8647 [2020-10-18 16:27:20,231][root][INFO] - ===> Epoch[286](1428/5): Loss -0.4546, Sem 0.0779, dir -0.9385, norm 0.4060, swav 0.0000 LR: 9.786e-02 Score 97.435 Data time: 0.0757, Forward time: 0.7785, Backward time: 1.1999, DDP time: 0.0030, Total iter time: 2.3638 [2020-10-18 16:27:22,622][root][INFO] - ===> Epoch[286](1429/5): Loss -0.4499, Sem 0.0899, dir -0.9376, norm 0.3978, swav 0.0000 LR: 9.785e-02 Score 97.010 Data time: 0.0906, Forward time: 0.7786, Backward time: 1.2000, DDP time: 0.0030, Total iter time: 2.2862 [2020-10-18 16:27:24,908][root][INFO] - ===> Epoch[286](1430/5): Loss -0.5271, Sem 0.0747, dir -0.9429, norm 0.3411, swav 0.0000 LR: 9.785e-02 Score 97.526 Data time: 0.1295, Forward time: 0.7787, Backward time: 1.1998, DDP time: 0.0030, Total iter time: 2.1534 [2020-10-18 16:27:27,027][root][INFO] - ===> Epoch[287](1431/5): Loss -0.4613, Sem 0.0855, dir -0.9363, norm 0.3895, swav 0.0000 LR: 9.785e-02 Score 97.241 Data time: 0.0702, Forward time: 0.7787, Backward time: 1.1998, DDP time: 0.0030, Total iter time: 2.0187 [2020-10-18 16:27:29,154][root][INFO] - ===> Epoch[287](1432/5): Loss -0.4048, Sem 0.0876, dir -0.9356, norm 0.4431, swav 0.0000 LR: 9.785e-02 Score 97.098 Data time: 0.0641, Forward time: 0.7786, Backward time: 1.1998, DDP time: 0.0030, Total iter time: 2.0320 [2020-10-18 16:27:30,983][root][INFO] - ===> Epoch[287](1433/5): Loss -0.4767, Sem 0.0936, dir -0.9336, norm 0.3633, swav 0.0000 LR: 9.785e-02 Score 96.856 Data time: 0.0784, Forward time: 0.7786, Backward time: 1.1995, DDP time: 0.0030, Total iter time: 1.7448 [2020-10-18 16:27:33,334][root][INFO] - ===> Epoch[287](1434/5): Loss -0.4134, Sem 0.0882, dir -0.9367, norm 0.4351, swav 0.0000 LR: 9.785e-02 Score 97.080 Data time: 0.0986, Forward time: 0.7787, Backward time: 1.1996, DDP time: 0.0030, Total iter time: 2.2299 [2020-10-18 16:27:35,705][root][INFO] - ===> Epoch[287](1435/5): Loss -0.4441, Sem 0.0782, dir -0.9390, norm 0.4167, swav 0.0000 LR: 9.784e-02 Score 97.426 Data time: 0.0936, Forward time: 0.7788, Backward time: 1.1995, DDP time: 0.0030, Total iter time: 2.2569 [2020-10-18 16:27:38,172][root][INFO] - ===> Epoch[288](1436/5): Loss -0.4078, Sem 0.0939, dir -0.9323, norm 0.4305, swav 0.0000 LR: 9.784e-02 Score 96.853 Data time: 0.0642, Forward time: 0.7788, Backward time: 1.1997, DDP time: 0.0030, Total iter time: 2.3136 [2020-10-18 16:27:39,975][root][INFO] - ===> Epoch[288](1437/5): Loss -0.5092, Sem 0.0778, dir -0.9380, norm 0.3510, swav 0.0000 LR: 9.784e-02 Score 97.468 Data time: 0.0561, Forward time: 0.7786, Backward time: 1.1995, DDP time: 0.0030, Total iter time: 1.7093 [2020-10-18 16:27:41,878][root][INFO] - ===> Epoch[288](1438/5): Loss -0.4686, Sem 0.0841, dir -0.9359, norm 0.3832, swav 0.0000 LR: 9.784e-02 Score 97.163 Data time: 0.1480, Forward time: 0.7786, Backward time: 1.1993, DDP time: 0.0030, Total iter time: 1.8543 [2020-10-18 16:27:44,081][root][INFO] - ===> Epoch[288](1439/5): Loss -0.4908, Sem 0.0721, dir -0.9407, norm 0.3777, swav 0.0000 LR: 9.784e-02 Score 97.632 Data time: 0.0704, Forward time: 0.7787, Backward time: 1.1992, DDP time: 0.0030, Total iter time: 2.0746 [2020-10-18 16:27:46,658][root][INFO] - ===> Epoch[288](1440/5): Loss -0.4476, Sem 0.0796, dir -0.9357, norm 0.4085, swav 0.0000 LR: 9.784e-02 Score 97.363 Data time: 0.0848, Forward time: 0.7787, Backward time: 1.1994, DDP time: 0.0030, Total iter time: 2.4689 [2020-10-18 16:27:48,642][root][INFO] - ===> Epoch[289](1441/5): Loss -0.5073, Sem 0.0733, dir -0.9444, norm 0.3638, swav 0.0000 LR: 9.784e-02 Score 97.584 Data time: 0.0834, Forward time: 0.7788, Backward time: 1.1992, DDP time: 0.0030, Total iter time: 1.8779 [2020-10-18 16:27:50,822][root][INFO] - ===> Epoch[289](1442/5): Loss -0.4549, Sem 0.0797, dir -0.9327, norm 0.3981, swav 0.0000 LR: 9.783e-02 Score 97.350 Data time: 0.2308, Forward time: 0.7789, Backward time: 1.1990, DDP time: 0.0030, Total iter time: 2.0768 [2020-10-18 16:27:53,726][root][INFO] - ===> Epoch[289](1443/5): Loss -0.4567, Sem 0.0894, dir -0.9354, norm 0.3893, swav 0.0000 LR: 9.783e-02 Score 97.065 Data time: 0.0996, Forward time: 0.7791, Backward time: 1.1992, DDP time: 0.0030, Total iter time: 2.8021 [2020-10-18 16:27:56,182][root][INFO] - ===> Epoch[289](1444/5): Loss -0.4756, Sem 0.0768, dir -0.9334, norm 0.3809, swav 0.0000 LR: 9.783e-02 Score 97.424 Data time: 0.0594, Forward time: 0.7790, Backward time: 1.1994, DDP time: 0.0030, Total iter time: 2.3365 [2020-10-18 16:27:58,183][root][INFO] - ===> Epoch[289](1445/5): Loss -0.4958, Sem 0.0759, dir -0.9432, norm 0.3716, swav 0.0000 LR: 9.783e-02 Score 97.508 Data time: 0.0689, Forward time: 0.7789, Backward time: 1.1993, DDP time: 0.0030, Total iter time: 1.9192 [2020-10-18 16:28:00,393][root][INFO] - ===> Epoch[290](1446/5): Loss -0.4941, Sem 0.0728, dir -0.9415, norm 0.3746, swav 0.0000 LR: 9.783e-02 Score 97.681 Data time: 0.0815, Forward time: 0.7791, Backward time: 1.1992, DDP time: 0.0030, Total iter time: 2.1019 [2020-10-18 16:28:02,759][root][INFO] - ===> Epoch[290](1447/5): Loss -0.4629, Sem 0.0904, dir -0.9349, norm 0.3816, swav 0.0000 LR: 9.783e-02 Score 96.919 Data time: 0.0860, Forward time: 0.7792, Backward time: 1.1992, DDP time: 0.0030, Total iter time: 2.2641 [2020-10-18 16:28:04,741][root][INFO] - ===> Epoch[290](1448/5): Loss -0.4935, Sem 0.0828, dir -0.9387, norm 0.3625, swav 0.0000 LR: 9.783e-02 Score 97.256 Data time: 0.0868, Forward time: 0.7792, Backward time: 1.1990, DDP time: 0.0030, Total iter time: 1.8629 [2020-10-18 16:28:06,993][root][INFO] - ===> Epoch[290](1449/5): Loss -0.4423, Sem 0.0849, dir -0.9336, norm 0.4064, swav 0.0000 LR: 9.782e-02 Score 97.176 Data time: 0.0860, Forward time: 0.7794, Backward time: 1.1989, DDP time: 0.0030, Total iter time: 2.1690 [2020-10-18 16:28:08,740][root][INFO] - ===> Epoch[290](1450/5): Loss -0.4831, Sem 0.0801, dir -0.9362, norm 0.3730, swav 0.0000 LR: 9.782e-02 Score 97.310 Data time: 0.0650, Forward time: 0.7793, Backward time: 1.1986, DDP time: 0.0030, Total iter time: 1.6346 [2020-10-18 16:28:10,886][root][INFO] - ===> Epoch[291](1451/5): Loss -0.4965, Sem 0.0786, dir -0.9434, norm 0.3684, swav 0.0000 LR: 9.782e-02 Score 97.381 Data time: 0.0799, Forward time: 0.7794, Backward time: 1.1985, DDP time: 0.0030, Total iter time: 2.0312 [2020-10-18 16:28:13,568][root][INFO] - ===> Epoch[291](1452/5): Loss -0.4106, Sem 0.0905, dir -0.9298, norm 0.4288, swav 0.0000 LR: 9.782e-02 Score 97.070 Data time: 0.0522, Forward time: 0.7792, Backward time: 1.1989, DDP time: 0.0030, Total iter time: 2.5552 [2020-10-18 16:28:15,630][root][INFO] - ===> Epoch[291](1453/5): Loss -0.5091, Sem 0.0741, dir -0.9400, norm 0.3568, swav 0.0000 LR: 9.782e-02 Score 97.570 Data time: 0.0518, Forward time: 0.7792, Backward time: 1.1988, DDP time: 0.0030, Total iter time: 1.9942 [2020-10-18 16:28:17,833][root][INFO] - ===> Epoch[291](1454/5): Loss -0.4797, Sem 0.0794, dir -0.9364, norm 0.3772, swav 0.0000 LR: 9.782e-02 Score 97.325 Data time: 0.0718, Forward time: 0.7791, Backward time: 1.1989, DDP time: 0.0030, Total iter time: 2.0943 [2020-10-18 16:28:20,080][root][INFO] - ===> Epoch[291](1455/5): Loss -0.4680, Sem 0.0822, dir -0.9361, norm 0.3859, swav 0.0000 LR: 9.781e-02 Score 97.285 Data time: 0.1312, Forward time: 0.7792, Backward time: 1.1988, DDP time: 0.0030, Total iter time: 2.1531 [2020-10-18 16:28:22,414][root][INFO] - ===> Epoch[292](1456/5): Loss -0.4857, Sem 0.0844, dir -0.9359, norm 0.3658, swav 0.0000 LR: 9.781e-02 Score 97.218 Data time: 0.0985, Forward time: 0.7794, Backward time: 1.1987, DDP time: 0.0030, Total iter time: 2.2195 [2020-10-18 16:28:24,634][root][INFO] - ===> Epoch[292](1457/5): Loss -0.4873, Sem 0.0785, dir -0.9386, norm 0.3729, swav 0.0000 LR: 9.781e-02 Score 97.439 Data time: 0.1141, Forward time: 0.7795, Backward time: 1.1986, DDP time: 0.0030, Total iter time: 2.1134 [2020-10-18 16:28:26,922][root][INFO] - ===> Epoch[292](1458/5): Loss -0.4599, Sem 0.0872, dir -0.9339, norm 0.3868, swav 0.0000 LR: 9.781e-02 Score 97.109 Data time: 0.1021, Forward time: 0.7797, Backward time: 1.1984, DDP time: 0.0030, Total iter time: 2.1860 [2020-10-18 16:28:29,139][root][INFO] - ===> Epoch[292](1459/5): Loss -0.4559, Sem 0.0832, dir -0.9340, norm 0.3948, swav 0.0000 LR: 9.781e-02 Score 97.281 Data time: 0.0844, Forward time: 0.7797, Backward time: 1.1984, DDP time: 0.0030, Total iter time: 2.1028 [2020-10-18 16:28:31,331][root][INFO] - ===> Epoch[292](1460/5): Loss -0.4814, Sem 0.0783, dir -0.9390, norm 0.3792, swav 0.0000 LR: 9.781e-02 Score 97.484 Data time: 0.0777, Forward time: 0.7798, Backward time: 1.1983, DDP time: 0.0030, Total iter time: 2.0868 [2020-10-18 16:28:33,673][root][INFO] - ===> Epoch[293](1461/5): Loss -0.4872, Sem 0.0854, dir -0.9356, norm 0.3630, swav 0.0000 LR: 9.781e-02 Score 97.174 Data time: 0.0534, Forward time: 0.7796, Backward time: 1.1985, DDP time: 0.0030, Total iter time: 2.2434 [2020-10-18 16:28:36,048][root][INFO] - ===> Epoch[293](1462/5): Loss -0.5193, Sem 0.0702, dir -0.9435, norm 0.3540, swav 0.0000 LR: 9.780e-02 Score 97.640 Data time: 0.0860, Forward time: 0.7797, Backward time: 1.1985, DDP time: 0.0030, Total iter time: 2.3053 [2020-10-18 16:28:37,918][root][INFO] - ===> Epoch[293](1463/5): Loss -0.4657, Sem 0.0897, dir -0.9312, norm 0.3758, swav 0.0000 LR: 9.780e-02 Score 97.031 Data time: 0.1853, Forward time: 0.7796, Backward time: 1.1983, DDP time: 0.0030, Total iter time: 1.7467 [2020-10-18 16:28:40,127][root][INFO] - ===> Epoch[293](1464/5): Loss -0.4842, Sem 0.0691, dir -0.9411, norm 0.3878, swav 0.0000 LR: 9.780e-02 Score 97.740 Data time: 0.1474, Forward time: 0.7798, Backward time: 1.1981, DDP time: 0.0030, Total iter time: 2.1452 [2020-10-18 16:28:42,232][root][INFO] - ===> Epoch[293](1465/5): Loss -0.4491, Sem 0.0881, dir -0.9336, norm 0.3964, swav 0.0000 LR: 9.780e-02 Score 97.124 Data time: 0.2061, Forward time: 0.7797, Backward time: 1.1980, DDP time: 0.0030, Total iter time: 1.9942 [2020-10-18 16:28:44,610][root][INFO] - ===> Epoch[294](1466/5): Loss -0.4644, Sem 0.0866, dir -0.9361, norm 0.3851, swav 0.0000 LR: 9.780e-02 Score 97.098 Data time: 0.0676, Forward time: 0.7797, Backward time: 1.1981, DDP time: 0.0030, Total iter time: 2.3004 [2020-10-18 16:28:46,866][root][INFO] - ===> Epoch[294](1467/5): Loss -0.4848, Sem 0.0854, dir -0.9369, norm 0.3667, swav 0.0000 LR: 9.780e-02 Score 97.084 Data time: 0.0998, Forward time: 0.7799, Backward time: 1.1979, DDP time: 0.0030, Total iter time: 2.1557 [2020-10-18 16:28:49,048][root][INFO] - ===> Epoch[294](1468/5): Loss -0.4566, Sem 0.0862, dir -0.9384, norm 0.3956, swav 0.0000 LR: 9.780e-02 Score 97.305 Data time: 0.0875, Forward time: 0.7800, Backward time: 1.1978, DDP time: 0.0030, Total iter time: 2.0714 [2020-10-18 16:28:51,026][root][INFO] - ===> Epoch[294](1469/5): Loss -0.4807, Sem 0.0880, dir -0.9377, norm 0.3689, swav 0.0000 LR: 9.779e-02 Score 97.074 Data time: 0.0633, Forward time: 0.7800, Backward time: 1.1977, DDP time: 0.0030, Total iter time: 1.9045 [2020-10-18 16:28:53,031][root][INFO] - ===> Epoch[294](1470/5): Loss -0.5073, Sem 0.0827, dir -0.9395, norm 0.3495, swav 0.0000 LR: 9.779e-02 Score 97.272 Data time: 0.0875, Forward time: 0.7800, Backward time: 1.1976, DDP time: 0.0030, Total iter time: 1.9243 [2020-10-18 16:28:55,706][root][INFO] - ===> Epoch[295](1471/5): Loss -0.4814, Sem 0.0793, dir -0.9430, norm 0.3823, swav 0.0000 LR: 9.779e-02 Score 97.413 Data time: 0.1581, Forward time: 0.7800, Backward time: 1.1978, DDP time: 0.0030, Total iter time: 2.5753 [2020-10-18 16:28:58,059][root][INFO] - ===> Epoch[295](1472/5): Loss -0.4620, Sem 0.0887, dir -0.9319, norm 0.3812, swav 0.0000 LR: 9.779e-02 Score 97.084 Data time: 0.0919, Forward time: 0.7801, Backward time: 1.1977, DDP time: 0.0030, Total iter time: 2.2542 [2020-10-18 16:29:00,137][root][INFO] - ===> Epoch[295](1473/5): Loss -0.4815, Sem 0.0787, dir -0.9378, norm 0.3776, swav 0.0000 LR: 9.779e-02 Score 97.356 Data time: 0.0783, Forward time: 0.7802, Backward time: 1.1976, DDP time: 0.0030, Total iter time: 1.9708 [2020-10-18 16:29:02,377][root][INFO] - ===> Epoch[295](1474/5): Loss -0.4784, Sem 0.0826, dir -0.9350, norm 0.3739, swav 0.0000 LR: 9.779e-02 Score 97.270 Data time: 0.0912, Forward time: 0.7804, Backward time: 1.1975, DDP time: 0.0030, Total iter time: 2.1448 [2020-10-18 16:29:04,813][root][INFO] - ===> Epoch[295](1475/5): Loss -0.4239, Sem 0.0880, dir -0.9387, norm 0.4268, swav 0.0000 LR: 9.778e-02 Score 97.160 Data time: 0.3582, Forward time: 0.7804, Backward time: 1.1974, DDP time: 0.0030, Total iter time: 2.3368 [2020-10-18 16:29:07,168][root][INFO] - ===> Epoch[296](1476/5): Loss -0.4864, Sem 0.0849, dir -0.9405, norm 0.3692, swav 0.0000 LR: 9.778e-02 Score 97.272 Data time: 0.1010, Forward time: 0.7806, Backward time: 1.1973, DDP time: 0.0030, Total iter time: 2.2500 [2020-10-18 16:29:09,375][root][INFO] - ===> Epoch[296](1477/5): Loss -0.4987, Sem 0.0766, dir -0.9398, norm 0.3645, swav 0.0000 LR: 9.778e-02 Score 97.464 Data time: 0.0801, Forward time: 0.7806, Backward time: 1.1973, DDP time: 0.0030, Total iter time: 2.1222 [2020-10-18 16:29:11,744][root][INFO] - ===> Epoch[296](1478/5): Loss -0.4764, Sem 0.0821, dir -0.9366, norm 0.3781, swav 0.0000 LR: 9.778e-02 Score 97.298 Data time: 0.0696, Forward time: 0.7806, Backward time: 1.1974, DDP time: 0.0030, Total iter time: 2.2815 [2020-10-18 16:29:13,528][root][INFO] - ===> Epoch[296](1479/5): Loss -0.5042, Sem 0.0849, dir -0.9337, norm 0.3446, swav 0.0000 LR: 9.778e-02 Score 97.135 Data time: 0.0608, Forward time: 0.7805, Backward time: 1.1972, DDP time: 0.0030, Total iter time: 1.6953 [2020-10-18 16:29:15,857][root][INFO] - ===> Epoch[296](1480/5): Loss -0.4468, Sem 0.0830, dir -0.9378, norm 0.4080, swav 0.0000 LR: 9.778e-02 Score 97.340 Data time: 0.0828, Forward time: 0.7803, Backward time: 1.1974, DDP time: 0.0030, Total iter time: 2.2378 [2020-10-18 16:29:18,184][root][INFO] - ===> Epoch[297](1481/5): Loss -0.4847, Sem 0.0770, dir -0.9378, norm 0.3761, swav 0.0000 LR: 9.778e-02 Score 97.439 Data time: 0.0892, Forward time: 0.7805, Backward time: 1.1974, DDP time: 0.0030, Total iter time: 2.2876 [2020-10-18 16:29:20,122][root][INFO] - ===> Epoch[297](1482/5): Loss -0.4640, Sem 0.0871, dir -0.9358, norm 0.3847, swav 0.0000 LR: 9.777e-02 Score 97.156 Data time: 0.0829, Forward time: 0.7804, Backward time: 1.1972, DDP time: 0.0030, Total iter time: 1.8300 [2020-10-18 16:29:22,429][root][INFO] - ===> Epoch[297](1483/5): Loss -0.4756, Sem 0.0765, dir -0.9435, norm 0.3914, swav 0.0000 LR: 9.777e-02 Score 97.527 Data time: 0.0705, Forward time: 0.7804, Backward time: 1.1973, DDP time: 0.0030, Total iter time: 2.2475 [2020-10-18 16:29:24,820][root][INFO] - ===> Epoch[297](1484/5): Loss -0.4871, Sem 0.0808, dir -0.9390, norm 0.3711, swav 0.0000 LR: 9.777e-02 Score 97.232 Data time: 0.0671, Forward time: 0.7803, Backward time: 1.1975, DDP time: 0.0030, Total iter time: 2.3083 [2020-10-18 16:29:27,263][root][INFO] - ===> Epoch[297](1485/5): Loss -0.4665, Sem 0.0892, dir -0.9316, norm 0.3759, swav 0.0000 LR: 9.777e-02 Score 97.038 Data time: 0.0619, Forward time: 0.7803, Backward time: 1.1977, DDP time: 0.0030, Total iter time: 2.3657 [2020-10-18 16:29:29,187][root][INFO] - ===> Epoch[298](1486/5): Loss -0.4233, Sem 0.0925, dir -0.9339, norm 0.4181, swav 0.0000 LR: 9.777e-02 Score 96.993 Data time: 0.0649, Forward time: 0.7801, Backward time: 1.1976, DDP time: 0.0030, Total iter time: 1.8225 [2020-10-18 16:29:31,369][root][INFO] - ===> Epoch[298](1487/5): Loss -0.4423, Sem 0.0915, dir -0.9321, norm 0.3982, swav 0.0000 LR: 9.777e-02 Score 96.994 Data time: 0.0842, Forward time: 0.7802, Backward time: 1.1976, DDP time: 0.0030, Total iter time: 2.1160 [2020-10-18 16:29:33,722][root][INFO] - ===> Epoch[298](1488/5): Loss -0.4474, Sem 0.0852, dir -0.9358, norm 0.4033, swav 0.0000 LR: 9.777e-02 Score 97.199 Data time: 0.0676, Forward time: 0.7802, Backward time: 1.1976, DDP time: 0.0030, Total iter time: 2.2461 [2020-10-18 16:29:36,145][root][INFO] - ===> Epoch[298](1489/5): Loss -0.5347, Sem 0.0689, dir -0.9458, norm 0.3422, swav 0.0000 LR: 9.776e-02 Score 97.769 Data time: 0.0724, Forward time: 0.7802, Backward time: 1.1978, DDP time: 0.0030, Total iter time: 2.3353 [2020-10-18 16:29:38,234][root][INFO] - ===> Epoch[298](1490/5): Loss -0.4967, Sem 0.0793, dir -0.9436, norm 0.3676, swav 0.0000 LR: 9.776e-02 Score 97.475 Data time: 0.0672, Forward time: 0.7801, Backward time: 1.1977, DDP time: 0.0030, Total iter time: 1.9836 [2020-10-18 16:29:40,412][root][INFO] - ===> Epoch[299](1491/5): Loss -0.4223, Sem 0.0887, dir -0.9323, norm 0.4213, swav 0.0000 LR: 9.776e-02 Score 97.043 Data time: 0.0611, Forward time: 0.7800, Backward time: 1.1978, DDP time: 0.0030, Total iter time: 2.0927 [2020-10-18 16:29:43,061][root][INFO] - ===> Epoch[299](1492/5): Loss -0.4964, Sem 0.0833, dir -0.9400, norm 0.3603, swav 0.0000 LR: 9.776e-02 Score 97.263 Data time: 0.0692, Forward time: 0.7799, Backward time: 1.1981, DDP time: 0.0030, Total iter time: 2.5352 [2020-10-18 16:29:45,684][root][INFO] - ===> Epoch[299](1493/5): Loss -0.4547, Sem 0.0768, dir -0.9406, norm 0.4091, swav 0.0000 LR: 9.776e-02 Score 97.447 Data time: 0.0739, Forward time: 0.7799, Backward time: 1.1983, DDP time: 0.0030, Total iter time: 2.5177 [2020-10-18 16:29:47,431][root][INFO] - ===> Epoch[299](1494/5): Loss -0.4859, Sem 0.0844, dir -0.9431, norm 0.3727, swav 0.0000 LR: 9.776e-02 Score 97.179 Data time: 0.0729, Forward time: 0.7799, Backward time: 1.1980, DDP time: 0.0030, Total iter time: 1.6480 [2020-10-18 16:29:49,495][root][INFO] - ===> Epoch[299](1495/5): Loss -0.4736, Sem 0.0869, dir -0.9275, norm 0.3670, swav 0.0000 LR: 9.775e-02 Score 97.128 Data time: 0.0498, Forward time: 0.7798, Backward time: 1.1980, DDP time: 0.0030, Total iter time: 1.9519 [2020-10-18 16:29:51,886][root][INFO] - ===> Epoch[300](1496/5): Loss -0.4494, Sem 0.0818, dir -0.9363, norm 0.4051, swav 0.0000 LR: 9.775e-02 Score 97.280 Data time: 0.0617, Forward time: 0.7797, Backward time: 1.1982, DDP time: 0.0030, Total iter time: 2.2933 [2020-10-18 16:29:54,151][root][INFO] - ===> Epoch[300](1497/5): Loss -0.4740, Sem 0.0884, dir -0.9414, norm 0.3790, swav 0.0000 LR: 9.775e-02 Score 97.025 Data time: 0.0835, Forward time: 0.7797, Backward time: 1.1982, DDP time: 0.0030, Total iter time: 2.1655 [2020-10-18 16:29:56,149][root][INFO] - ===> Epoch[300](1498/5): Loss -0.4755, Sem 0.0816, dir -0.9382, norm 0.3811, swav 0.0000 LR: 9.775e-02 Score 97.267 Data time: 0.0714, Forward time: 0.7797, Backward time: 1.1981, DDP time: 0.0030, Total iter time: 1.8920 [2020-10-18 16:29:58,355][root][INFO] - ===> Epoch[300](1499/5): Loss -0.5046, Sem 0.0776, dir -0.9422, norm 0.3599, swav 0.0000 LR: 9.775e-02 Score 97.393 Data time: 0.0659, Forward time: 0.7796, Backward time: 1.1981, DDP time: 0.0030, Total iter time: 2.1012 [2020-10-18 16:30:00,348][root][INFO] - ===> Epoch[300](1500/5): Loss -0.4686, Sem 0.0834, dir -0.9316, norm 0.3797, swav 0.0000 LR: 9.775e-02 Score 97.191 Data time: 0.0630, Forward time: 0.7795, Backward time: 1.1981, DDP time: 0.0030, Total iter time: 1.9115 [2020-10-18 16:30:01,470][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 16:30:03,492][root][INFO] - ===> Epoch[301](1501/5): Loss -0.4747, Sem 0.0923, dir -0.9349, norm 0.3679, swav 0.0000 LR: 9.775e-02 Score 96.965 Data time: 0.0880, Forward time: 0.7795, Backward time: 1.1979, DDP time: 0.0030, Total iter time: 1.8371 [2020-10-18 16:30:05,892][root][INFO] - ===> Epoch[301](1502/5): Loss -0.4947, Sem 0.0695, dir -0.9413, norm 0.3771, swav 0.0000 LR: 9.774e-02 Score 97.705 Data time: 0.0653, Forward time: 0.7794, Backward time: 1.1981, DDP time: 0.0030, Total iter time: 2.2970 [2020-10-18 16:30:08,100][root][INFO] - ===> Epoch[301](1503/5): Loss -0.4747, Sem 0.0848, dir -0.9379, norm 0.3784, swav 0.0000 LR: 9.774e-02 Score 97.168 Data time: 0.0659, Forward time: 0.7793, Backward time: 1.1981, DDP time: 0.0030, Total iter time: 2.1197 [2020-10-18 16:30:10,326][root][INFO] - ===> Epoch[301](1504/5): Loss -0.4772, Sem 0.0756, dir -0.9353, norm 0.3826, swav 0.0000 LR: 9.774e-02 Score 97.519 Data time: 0.0866, Forward time: 0.7793, Backward time: 1.1981, DDP time: 0.0030, Total iter time: 2.1478 [2020-10-18 16:30:12,366][root][INFO] - ===> Epoch[301](1505/5): Loss -0.4840, Sem 0.0748, dir -0.9426, norm 0.3838, swav 0.0000 LR: 9.774e-02 Score 97.548 Data time: 0.0794, Forward time: 0.7793, Backward time: 1.1980, DDP time: 0.0030, Total iter time: 1.9317 [2020-10-18 16:30:14,465][root][INFO] - ===> Epoch[302](1506/5): Loss -0.4866, Sem 0.0839, dir -0.9348, norm 0.3643, swav 0.0000 LR: 9.774e-02 Score 97.190 Data time: 0.0844, Forward time: 0.7793, Backward time: 1.1979, DDP time: 0.0030, Total iter time: 2.0142 [2020-10-18 16:30:16,480][root][INFO] - ===> Epoch[302](1507/5): Loss -0.4806, Sem 0.0750, dir -0.9408, norm 0.3852, swav 0.0000 LR: 9.774e-02 Score 97.491 Data time: 0.0802, Forward time: 0.7792, Backward time: 1.1978, DDP time: 0.0030, Total iter time: 1.9020 [2020-10-18 16:30:18,719][root][INFO] - ===> Epoch[302](1508/5): Loss -0.4840, Sem 0.0843, dir -0.9360, norm 0.3677, swav 0.0000 LR: 9.774e-02 Score 97.309 Data time: 0.0546, Forward time: 0.7791, Backward time: 1.1979, DDP time: 0.0030, Total iter time: 2.1445 [2020-10-18 16:30:20,899][root][INFO] - ===> Epoch[302](1509/5): Loss -0.4946, Sem 0.0749, dir -0.9375, norm 0.3680, swav 0.0000 LR: 9.773e-02 Score 97.514 Data time: 0.1427, Forward time: 0.7792, Backward time: 1.1978, DDP time: 0.0030, Total iter time: 2.0792 [2020-10-18 16:30:23,383][root][INFO] - ===> Epoch[302](1510/5): Loss -0.4570, Sem 0.0808, dir -0.9371, norm 0.3993, swav 0.0000 LR: 9.773e-02 Score 97.323 Data time: 0.1680, Forward time: 0.7794, Backward time: 1.1977, DDP time: 0.0030, Total iter time: 2.3620 [2020-10-18 16:30:25,956][root][INFO] - ===> Epoch[303](1511/5): Loss -0.5020, Sem 0.0696, dir -0.9445, norm 0.3729, swav 0.0000 LR: 9.773e-02 Score 97.649 Data time: 0.1018, Forward time: 0.7797, Backward time: 1.1977, DDP time: 0.0030, Total iter time: 2.4647 [2020-10-18 16:30:27,983][root][INFO] - ===> Epoch[303](1512/5): Loss -0.4963, Sem 0.0775, dir -0.9418, norm 0.3680, swav 0.0000 LR: 9.773e-02 Score 97.480 Data time: 0.0678, Forward time: 0.7796, Backward time: 1.1976, DDP time: 0.0030, Total iter time: 1.9139 [2020-10-18 16:30:30,206][root][INFO] - ===> Epoch[303](1513/5): Loss -0.4755, Sem 0.0834, dir -0.9356, norm 0.3767, swav 0.0000 LR: 9.773e-02 Score 97.318 Data time: 0.0619, Forward time: 0.7795, Backward time: 1.1977, DDP time: 0.0030, Total iter time: 2.1535 [2020-10-18 16:30:32,359][root][INFO] - ===> Epoch[303](1514/5): Loss -0.5192, Sem 0.0766, dir -0.9396, norm 0.3438, swav 0.0000 LR: 9.773e-02 Score 97.434 Data time: 0.0859, Forward time: 0.7795, Backward time: 1.1977, DDP time: 0.0030, Total iter time: 2.0466 [2020-10-18 16:30:34,464][root][INFO] - ===> Epoch[303](1515/5): Loss -0.4728, Sem 0.0787, dir -0.9333, norm 0.3818, swav 0.0000 LR: 9.772e-02 Score 97.355 Data time: 0.0692, Forward time: 0.7794, Backward time: 1.1977, DDP time: 0.0030, Total iter time: 2.0271 [2020-10-18 16:30:36,811][root][INFO] - ===> Epoch[304](1516/5): Loss -0.4958, Sem 0.0814, dir -0.9408, norm 0.3636, swav 0.0000 LR: 9.772e-02 Score 97.293 Data time: 0.0515, Forward time: 0.7793, Backward time: 1.1979, DDP time: 0.0030, Total iter time: 2.2487 [2020-10-18 16:30:39,655][root][INFO] - ===> Epoch[304](1517/5): Loss -0.4698, Sem 0.0778, dir -0.9364, norm 0.3888, swav 0.0000 LR: 9.772e-02 Score 97.429 Data time: 0.1029, Forward time: 0.7795, Backward time: 1.1981, DDP time: 0.0030, Total iter time: 2.7764 [2020-10-18 16:30:41,832][root][INFO] - ===> Epoch[304](1518/5): Loss -0.5108, Sem 0.0726, dir -0.9450, norm 0.3616, swav 0.0000 LR: 9.772e-02 Score 97.576 Data time: 0.0800, Forward time: 0.7795, Backward time: 1.1980, DDP time: 0.0030, Total iter time: 2.0584 [2020-10-18 16:30:44,129][root][INFO] - ===> Epoch[304](1519/5): Loss -0.4621, Sem 0.0881, dir -0.9349, norm 0.3847, swav 0.0000 LR: 9.772e-02 Score 97.096 Data time: 0.1061, Forward time: 0.7796, Backward time: 1.1979, DDP time: 0.0030, Total iter time: 2.2001 [2020-10-18 16:30:46,034][root][INFO] - ===> Epoch[304](1520/5): Loss -0.5314, Sem 0.0756, dir -0.9400, norm 0.3330, swav 0.0000 LR: 9.772e-02 Score 97.574 Data time: 0.0823, Forward time: 0.7797, Backward time: 1.1977, DDP time: 0.0030, Total iter time: 1.7948 [2020-10-18 16:30:48,290][root][INFO] - ===> Epoch[305](1521/5): Loss -0.4935, Sem 0.0784, dir -0.9380, norm 0.3661, swav 0.0000 LR: 9.772e-02 Score 97.475 Data time: 0.0705, Forward time: 0.7797, Backward time: 1.1977, DDP time: 0.0030, Total iter time: 2.1649 [2020-10-18 16:30:50,697][root][INFO] - ===> Epoch[305](1522/5): Loss -0.4840, Sem 0.0769, dir -0.9366, norm 0.3758, swav 0.0000 LR: 9.771e-02 Score 97.466 Data time: 0.0652, Forward time: 0.7796, Backward time: 1.1979, DDP time: 0.0030, Total iter time: 2.3274 [2020-10-18 16:30:52,708][root][INFO] - ===> Epoch[305](1523/5): Loss -0.4966, Sem 0.0808, dir -0.9398, norm 0.3624, swav 0.0000 LR: 9.771e-02 Score 97.319 Data time: 0.0556, Forward time: 0.7795, Backward time: 1.1979, DDP time: 0.0030, Total iter time: 1.9260 [2020-10-18 16:30:54,992][root][INFO] - ===> Epoch[305](1524/5): Loss -0.5189, Sem 0.0709, dir -0.9436, norm 0.3539, swav 0.0000 LR: 9.771e-02 Score 97.669 Data time: 0.0783, Forward time: 0.7795, Backward time: 1.1979, DDP time: 0.0030, Total iter time: 2.2123 [2020-10-18 16:30:57,357][root][INFO] - ===> Epoch[305](1525/5): Loss -0.4993, Sem 0.0794, dir -0.9364, norm 0.3577, swav 0.0000 LR: 9.771e-02 Score 97.323 Data time: 0.0583, Forward time: 0.7794, Backward time: 1.1981, DDP time: 0.0030, Total iter time: 2.2539 [2020-10-18 16:31:00,025][root][INFO] - ===> Epoch[306](1526/5): Loss -0.4994, Sem 0.0834, dir -0.9403, norm 0.3575, swav 0.0000 LR: 9.771e-02 Score 97.273 Data time: 0.0602, Forward time: 0.7792, Backward time: 1.1985, DDP time: 0.0030, Total iter time: 2.5944 [2020-10-18 16:31:02,047][root][INFO] - ===> Epoch[306](1527/5): Loss -0.4837, Sem 0.0781, dir -0.9396, norm 0.3777, swav 0.0000 LR: 9.771e-02 Score 97.399 Data time: 0.0829, Forward time: 0.7793, Backward time: 1.1983, DDP time: 0.0030, Total iter time: 1.9365 [2020-10-18 16:31:04,018][root][INFO] - ===> Epoch[306](1528/5): Loss -0.4780, Sem 0.0798, dir -0.9334, norm 0.3756, swav 0.0000 LR: 9.771e-02 Score 97.379 Data time: 0.0802, Forward time: 0.7794, Backward time: 1.1981, DDP time: 0.0030, Total iter time: 1.8687 [2020-10-18 16:31:06,054][root][INFO] - ===> Epoch[306](1529/5): Loss -0.4663, Sem 0.0851, dir -0.9381, norm 0.3868, swav 0.0000 LR: 9.770e-02 Score 97.126 Data time: 0.0647, Forward time: 0.7794, Backward time: 1.1980, DDP time: 0.0030, Total iter time: 1.9601 [2020-10-18 16:31:08,382][root][INFO] - ===> Epoch[306](1530/5): Loss -0.5398, Sem 0.0686, dir -0.9474, norm 0.3390, swav 0.0000 LR: 9.770e-02 Score 97.766 Data time: 0.0473, Forward time: 0.7792, Backward time: 1.1982, DDP time: 0.0030, Total iter time: 2.2361 [2020-10-18 16:31:10,536][root][INFO] - ===> Epoch[307](1531/5): Loss -0.4668, Sem 0.0741, dir -0.9420, norm 0.4011, swav 0.0000 LR: 9.770e-02 Score 97.602 Data time: 0.0589, Forward time: 0.7791, Backward time: 1.1983, DDP time: 0.0030, Total iter time: 2.0979 [2020-10-18 16:31:12,560][root][INFO] - ===> Epoch[307](1532/5): Loss -0.4795, Sem 0.0918, dir -0.9342, norm 0.3629, swav 0.0000 LR: 9.770e-02 Score 96.972 Data time: 0.0835, Forward time: 0.7792, Backward time: 1.1981, DDP time: 0.0030, Total iter time: 1.9367 [2020-10-18 16:31:14,593][root][INFO] - ===> Epoch[307](1533/5): Loss -0.4825, Sem 0.0798, dir -0.9386, norm 0.3763, swav 0.0000 LR: 9.770e-02 Score 97.264 Data time: 0.0640, Forward time: 0.7792, Backward time: 1.1980, DDP time: 0.0030, Total iter time: 1.9216 [2020-10-18 16:31:16,723][root][INFO] - ===> Epoch[307](1534/5): Loss -0.4395, Sem 0.0815, dir -0.9342, norm 0.4132, swav 0.0000 LR: 9.770e-02 Score 97.392 Data time: 0.0909, Forward time: 0.7793, Backward time: 1.1979, DDP time: 0.0030, Total iter time: 2.0514 [2020-10-18 16:31:18,934][root][INFO] - ===> Epoch[307](1535/5): Loss -0.4759, Sem 0.0831, dir -0.9364, norm 0.3775, swav 0.0000 LR: 9.769e-02 Score 97.183 Data time: 0.0654, Forward time: 0.7792, Backward time: 1.1979, DDP time: 0.0030, Total iter time: 2.0931 [2020-10-18 16:31:20,873][root][INFO] - ===> Epoch[308](1536/5): Loss -0.5242, Sem 0.0716, dir -0.9398, norm 0.3441, swav 0.0000 LR: 9.769e-02 Score 97.551 Data time: 0.0591, Forward time: 0.7791, Backward time: 1.1979, DDP time: 0.0030, Total iter time: 1.8703 [2020-10-18 16:31:22,880][root][INFO] - ===> Epoch[308](1537/5): Loss -0.4867, Sem 0.0753, dir -0.9373, norm 0.3753, swav 0.0000 LR: 9.769e-02 Score 97.581 Data time: 0.0696, Forward time: 0.7791, Backward time: 1.1978, DDP time: 0.0030, Total iter time: 1.9299 [2020-10-18 16:31:24,795][root][INFO] - ===> Epoch[308](1538/5): Loss -0.4962, Sem 0.0779, dir -0.9400, norm 0.3659, swav 0.0000 LR: 9.769e-02 Score 97.460 Data time: 0.0861, Forward time: 0.7791, Backward time: 1.1975, DDP time: 0.0030, Total iter time: 1.8051 [2020-10-18 16:31:26,764][root][INFO] - ===> Epoch[308](1539/5): Loss -0.5206, Sem 0.0747, dir -0.9442, norm 0.3489, swav 0.0000 LR: 9.769e-02 Score 97.538 Data time: 0.0581, Forward time: 0.7790, Backward time: 1.1975, DDP time: 0.0030, Total iter time: 1.8725 [2020-10-18 16:31:28,681][root][INFO] - ===> Epoch[308](1540/5): Loss -0.4491, Sem 0.0874, dir -0.9329, norm 0.3964, swav 0.0000 LR: 9.769e-02 Score 97.155 Data time: 0.0613, Forward time: 0.7789, Backward time: 1.1974, DDP time: 0.0030, Total iter time: 1.8143 [2020-10-18 16:31:30,852][root][INFO] - ===> Epoch[309](1541/5): Loss -0.4604, Sem 0.0759, dir -0.9339, norm 0.3976, swav 0.0000 LR: 9.769e-02 Score 97.500 Data time: 0.0684, Forward time: 0.7789, Backward time: 1.1974, DDP time: 0.0030, Total iter time: 2.0973 [2020-10-18 16:31:33,346][root][INFO] - ===> Epoch[309](1542/5): Loss -0.4862, Sem 0.0775, dir -0.9413, norm 0.3776, swav 0.0000 LR: 9.768e-02 Score 97.432 Data time: 0.0904, Forward time: 0.7791, Backward time: 1.1974, DDP time: 0.0030, Total iter time: 2.4122 [2020-10-18 16:31:35,729][root][INFO] - ===> Epoch[309](1543/5): Loss -0.4910, Sem 0.0663, dir -0.9481, norm 0.3907, swav 0.0000 LR: 9.768e-02 Score 97.813 Data time: 0.0903, Forward time: 0.7790, Backward time: 1.1975, DDP time: 0.0030, Total iter time: 2.2567 [2020-10-18 16:31:38,821][root][INFO] - ===> Epoch[309](1544/5): Loss -0.4260, Sem 0.0805, dir -0.9328, norm 0.4263, swav 0.0000 LR: 9.768e-02 Score 97.265 Data time: 0.3863, Forward time: 0.7794, Backward time: 1.1975, DDP time: 0.0030, Total iter time: 3.0060 [2020-10-18 16:31:41,264][root][INFO] - ===> Epoch[309](1545/5): Loss -0.4793, Sem 0.0739, dir -0.9395, norm 0.3863, swav 0.0000 LR: 9.768e-02 Score 97.549 Data time: 0.1035, Forward time: 0.7796, Backward time: 1.1974, DDP time: 0.0030, Total iter time: 2.3330 [2020-10-18 16:31:43,354][root][INFO] - ===> Epoch[310](1546/5): Loss -0.4604, Sem 0.0858, dir -0.9325, norm 0.3863, swav 0.0000 LR: 9.768e-02 Score 97.147 Data time: 0.0579, Forward time: 0.7795, Backward time: 1.1974, DDP time: 0.0030, Total iter time: 1.9769 [2020-10-18 16:31:45,351][root][INFO] - ===> Epoch[310](1547/5): Loss -0.5247, Sem 0.0822, dir -0.9453, norm 0.3384, swav 0.0000 LR: 9.768e-02 Score 97.285 Data time: 0.0774, Forward time: 0.7796, Backward time: 1.1973, DDP time: 0.0030, Total iter time: 1.9167 [2020-10-18 16:31:47,508][root][INFO] - ===> Epoch[310](1548/5): Loss -0.4443, Sem 0.0821, dir -0.9329, norm 0.4065, swav 0.0000 LR: 9.768e-02 Score 97.266 Data time: 0.0711, Forward time: 0.7794, Backward time: 1.1974, DDP time: 0.0030, Total iter time: 2.0547 [2020-10-18 16:31:49,595][root][INFO] - ===> Epoch[310](1549/5): Loss -0.5104, Sem 0.0804, dir -0.9413, norm 0.3505, swav 0.0000 LR: 9.767e-02 Score 97.348 Data time: 0.0972, Forward time: 0.7795, Backward time: 1.1972, DDP time: 0.0030, Total iter time: 2.0065 [2020-10-18 16:31:51,864][root][INFO] - ===> Epoch[310](1550/5): Loss -0.4481, Sem 0.0873, dir -0.9346, norm 0.3992, swav 0.0000 LR: 9.767e-02 Score 97.100 Data time: 0.1830, Forward time: 0.7797, Backward time: 1.1971, DDP time: 0.0030, Total iter time: 2.1402 [2020-10-18 16:31:54,255][root][INFO] - ===> Epoch[311](1551/5): Loss -0.5292, Sem 0.0722, dir -0.9461, norm 0.3447, swav 0.0000 LR: 9.767e-02 Score 97.561 Data time: 0.0742, Forward time: 0.7797, Backward time: 1.1971, DDP time: 0.0030, Total iter time: 2.2945 [2020-10-18 16:31:56,171][root][INFO] - ===> Epoch[311](1552/5): Loss -0.4836, Sem 0.0772, dir -0.9435, norm 0.3827, swav 0.0000 LR: 9.767e-02 Score 97.460 Data time: 0.0756, Forward time: 0.7797, Backward time: 1.1970, DDP time: 0.0030, Total iter time: 1.8094 [2020-10-18 16:31:58,539][root][INFO] - ===> Epoch[311](1553/5): Loss -0.4995, Sem 0.0839, dir -0.9392, norm 0.3558, swav 0.0000 LR: 9.767e-02 Score 97.216 Data time: 0.0593, Forward time: 0.7795, Backward time: 1.1971, DDP time: 0.0030, Total iter time: 2.2666 [2020-10-18 16:32:01,383][root][INFO] - ===> Epoch[311](1554/5): Loss -0.4440, Sem 0.0841, dir -0.9372, norm 0.4091, swav 0.0000 LR: 9.767e-02 Score 97.189 Data time: 0.0937, Forward time: 0.7795, Backward time: 1.1975, DDP time: 0.0030, Total iter time: 2.7428 [2020-10-18 16:32:03,500][root][INFO] - ===> Epoch[311](1555/5): Loss -0.4791, Sem 0.0834, dir -0.9411, norm 0.3786, swav 0.0000 LR: 9.766e-02 Score 97.221 Data time: 0.0581, Forward time: 0.7794, Backward time: 1.1976, DDP time: 0.0030, Total iter time: 2.0194 [2020-10-18 16:32:05,617][root][INFO] - ===> Epoch[312](1556/5): Loss -0.4974, Sem 0.0835, dir -0.9389, norm 0.3580, swav 0.0000 LR: 9.766e-02 Score 97.214 Data time: 0.0779, Forward time: 0.7794, Backward time: 1.1975, DDP time: 0.0030, Total iter time: 2.0292 [2020-10-18 16:32:08,042][root][INFO] - ===> Epoch[312](1557/5): Loss -0.4974, Sem 0.0708, dir -0.9436, norm 0.3755, swav 0.0000 LR: 9.766e-02 Score 97.639 Data time: 0.0724, Forward time: 0.7794, Backward time: 1.1976, DDP time: 0.0030, Total iter time: 2.3039 [2020-10-18 16:32:10,631][root][INFO] - ===> Epoch[312](1558/5): Loss -0.4556, Sem 0.0994, dir -0.9376, norm 0.3825, swav 0.0000 LR: 9.766e-02 Score 96.696 Data time: 0.0641, Forward time: 0.7793, Backward time: 1.1979, DDP time: 0.0030, Total iter time: 2.4775 [2020-10-18 16:32:12,398][root][INFO] - ===> Epoch[312](1559/5): Loss -0.5118, Sem 0.0887, dir -0.9384, norm 0.3379, swav 0.0000 LR: 9.766e-02 Score 97.100 Data time: 0.0811, Forward time: 0.7793, Backward time: 1.1976, DDP time: 0.0030, Total iter time: 1.6868 [2020-10-18 16:32:14,631][root][INFO] - ===> Epoch[312](1560/5): Loss -0.4645, Sem 0.0783, dir -0.9393, norm 0.3966, swav 0.0000 LR: 9.766e-02 Score 97.409 Data time: 0.0898, Forward time: 0.7794, Backward time: 1.1975, DDP time: 0.0030, Total iter time: 2.1284 [2020-10-18 16:32:17,016][root][INFO] - ===> Epoch[313](1561/5): Loss -0.4849, Sem 0.0820, dir -0.9371, norm 0.3702, swav 0.0000 LR: 9.766e-02 Score 97.305 Data time: 0.0929, Forward time: 0.7794, Backward time: 1.1976, DDP time: 0.0030, Total iter time: 2.2688 [2020-10-18 16:32:19,266][root][INFO] - ===> Epoch[313](1562/5): Loss -0.5044, Sem 0.0773, dir -0.9422, norm 0.3605, swav 0.0000 LR: 9.765e-02 Score 97.397 Data time: 0.0779, Forward time: 0.7795, Backward time: 1.1975, DDP time: 0.0030, Total iter time: 2.1614 [2020-10-18 16:32:21,534][root][INFO] - ===> Epoch[313](1563/5): Loss -0.4820, Sem 0.0776, dir -0.9422, norm 0.3826, swav 0.0000 LR: 9.765e-02 Score 97.476 Data time: 0.0604, Forward time: 0.7794, Backward time: 1.1976, DDP time: 0.0030, Total iter time: 2.1648 [2020-10-18 16:32:23,821][root][INFO] - ===> Epoch[313](1564/5): Loss -0.4692, Sem 0.0932, dir -0.9351, norm 0.3727, swav 0.0000 LR: 9.765e-02 Score 97.013 Data time: 0.0709, Forward time: 0.7794, Backward time: 1.1977, DDP time: 0.0030, Total iter time: 2.1898 [2020-10-18 16:32:26,265][root][INFO] - ===> Epoch[313](1565/5): Loss -0.4885, Sem 0.0774, dir -0.9450, norm 0.3791, swav 0.0000 LR: 9.765e-02 Score 97.464 Data time: 0.0899, Forward time: 0.7794, Backward time: 1.1977, DDP time: 0.0030, Total iter time: 2.3335 [2020-10-18 16:32:28,447][root][INFO] - ===> Epoch[314](1566/5): Loss -0.5274, Sem 0.0740, dir -0.9433, norm 0.3419, swav 0.0000 LR: 9.765e-02 Score 97.609 Data time: 0.0782, Forward time: 0.7795, Backward time: 1.1977, DDP time: 0.0030, Total iter time: 2.0692 [2020-10-18 16:32:30,683][root][INFO] - ===> Epoch[314](1567/5): Loss -0.4634, Sem 0.0801, dir -0.9360, norm 0.3926, swav 0.0000 LR: 9.765e-02 Score 97.367 Data time: 0.0469, Forward time: 0.7794, Backward time: 1.1978, DDP time: 0.0030, Total iter time: 2.1160 [2020-10-18 16:32:32,849][root][INFO] - ===> Epoch[314](1568/5): Loss -0.4679, Sem 0.0948, dir -0.9387, norm 0.3760, swav 0.0000 LR: 9.764e-02 Score 96.894 Data time: 0.3727, Forward time: 0.7793, Backward time: 1.1976, DDP time: 0.0030, Total iter time: 2.0867 [2020-10-18 16:32:35,532][root][INFO] - ===> Epoch[314](1569/5): Loss -0.5043, Sem 0.0816, dir -0.9377, norm 0.3519, swav 0.0000 LR: 9.764e-02 Score 97.280 Data time: 0.1223, Forward time: 0.7796, Backward time: 1.1976, DDP time: 0.0030, Total iter time: 2.5601 [2020-10-18 16:32:37,928][root][INFO] - ===> Epoch[314](1570/5): Loss -0.4993, Sem 0.0708, dir -0.9417, norm 0.3716, swav 0.0000 LR: 9.764e-02 Score 97.780 Data time: 0.0544, Forward time: 0.7795, Backward time: 1.1977, DDP time: 0.0030, Total iter time: 2.2794 [2020-10-18 16:32:39,932][root][INFO] - ===> Epoch[315](1571/5): Loss -0.5119, Sem 0.0732, dir -0.9416, norm 0.3565, swav 0.0000 LR: 9.764e-02 Score 97.641 Data time: 0.0521, Forward time: 0.7794, Backward time: 1.1977, DDP time: 0.0030, Total iter time: 1.9327 [2020-10-18 16:32:41,968][root][INFO] - ===> Epoch[315](1572/5): Loss -0.4806, Sem 0.0918, dir -0.9374, norm 0.3650, swav 0.0000 LR: 9.764e-02 Score 96.971 Data time: 0.1224, Forward time: 0.7792, Backward time: 1.1977, DDP time: 0.0030, Total iter time: 1.9394 [2020-10-18 16:32:43,914][root][INFO] - ===> Epoch[315](1573/5): Loss -0.5020, Sem 0.0899, dir -0.9416, norm 0.3497, swav 0.0000 LR: 9.764e-02 Score 97.120 Data time: 0.0881, Forward time: 0.7793, Backward time: 1.1975, DDP time: 0.0030, Total iter time: 1.8738 [2020-10-18 16:32:46,131][root][INFO] - ===> Epoch[315](1574/5): Loss -0.5000, Sem 0.0782, dir -0.9433, norm 0.3650, swav 0.0000 LR: 9.764e-02 Score 97.435 Data time: 0.1745, Forward time: 0.7793, Backward time: 1.1975, DDP time: 0.0030, Total iter time: 2.1247 [2020-10-18 16:32:48,385][root][INFO] - ===> Epoch[315](1575/5): Loss -0.4835, Sem 0.0776, dir -0.9362, norm 0.3751, swav 0.0000 LR: 9.763e-02 Score 97.457 Data time: 0.1006, Forward time: 0.7794, Backward time: 1.1974, DDP time: 0.0030, Total iter time: 2.1600 [2020-10-18 16:32:50,653][root][INFO] - ===> Epoch[316](1576/5): Loss -0.5056, Sem 0.0763, dir -0.9418, norm 0.3599, swav 0.0000 LR: 9.763e-02 Score 97.464 Data time: 0.0848, Forward time: 0.7794, Backward time: 1.1974, DDP time: 0.0030, Total iter time: 2.1506 [2020-10-18 16:32:52,798][root][INFO] - ===> Epoch[316](1577/5): Loss -0.5368, Sem 0.0769, dir -0.9423, norm 0.3286, swav 0.0000 LR: 9.763e-02 Score 97.489 Data time: 0.0533, Forward time: 0.7793, Backward time: 1.1974, DDP time: 0.0030, Total iter time: 2.0478 [2020-10-18 16:32:54,864][root][INFO] - ===> Epoch[316](1578/5): Loss -0.4618, Sem 0.0858, dir -0.9342, norm 0.3866, swav 0.0000 LR: 9.763e-02 Score 97.176 Data time: 0.0661, Forward time: 0.7792, Backward time: 1.1975, DDP time: 0.0030, Total iter time: 2.0137 [2020-10-18 16:32:57,058][root][INFO] - ===> Epoch[316](1579/5): Loss -0.5256, Sem 0.0771, dir -0.9394, norm 0.3367, swav 0.0000 LR: 9.763e-02 Score 97.446 Data time: 0.0603, Forward time: 0.7791, Backward time: 1.1975, DDP time: 0.0030, Total iter time: 2.0985 [2020-10-18 16:32:58,979][root][INFO] - ===> Epoch[316](1580/5): Loss -0.4778, Sem 0.0791, dir -0.9431, norm 0.3862, swav 0.0000 LR: 9.763e-02 Score 97.410 Data time: 0.0687, Forward time: 0.7791, Backward time: 1.1974, DDP time: 0.0030, Total iter time: 1.8387 [2020-10-18 16:33:00,740][root][INFO] - ===> Epoch[317](1581/5): Loss -0.4635, Sem 0.0789, dir -0.9334, norm 0.3910, swav 0.0000 LR: 9.763e-02 Score 97.421 Data time: 0.0809, Forward time: 0.7789, Backward time: 1.1972, DDP time: 0.0030, Total iter time: 1.6550 [2020-10-18 16:33:02,961][root][INFO] - ===> Epoch[317](1582/5): Loss -0.5110, Sem 0.0773, dir -0.9402, norm 0.3519, swav 0.0000 LR: 9.762e-02 Score 97.446 Data time: 0.0930, Forward time: 0.7791, Backward time: 1.1971, DDP time: 0.0030, Total iter time: 2.1355 [2020-10-18 16:33:05,009][root][INFO] - ===> Epoch[317](1583/5): Loss -0.4943, Sem 0.0835, dir -0.9398, norm 0.3619, swav 0.0000 LR: 9.762e-02 Score 97.183 Data time: 0.0893, Forward time: 0.7791, Backward time: 1.1969, DDP time: 0.0030, Total iter time: 1.9316 [2020-10-18 16:33:07,229][root][INFO] - ===> Epoch[317](1584/5): Loss -0.5293, Sem 0.0743, dir -0.9380, norm 0.3343, swav 0.0000 LR: 9.762e-02 Score 97.537 Data time: 0.0734, Forward time: 0.7791, Backward time: 1.1969, DDP time: 0.0030, Total iter time: 2.1346 [2020-10-18 16:33:09,833][root][INFO] - ===> Epoch[317](1585/5): Loss -0.4635, Sem 0.0908, dir -0.9352, norm 0.3808, swav 0.0000 LR: 9.762e-02 Score 96.999 Data time: 0.0724, Forward time: 0.7791, Backward time: 1.1972, DDP time: 0.0030, Total iter time: 2.5076 [2020-10-18 16:33:12,196][root][INFO] - ===> Epoch[318](1586/5): Loss -0.5185, Sem 0.0719, dir -0.9460, norm 0.3556, swav 0.0000 LR: 9.762e-02 Score 97.683 Data time: 0.0710, Forward time: 0.7791, Backward time: 1.1973, DDP time: 0.0030, Total iter time: 2.2706 [2020-10-18 16:33:14,235][root][INFO] - ===> Epoch[318](1587/5): Loss -0.5031, Sem 0.0705, dir -0.9438, norm 0.3702, swav 0.0000 LR: 9.762e-02 Score 97.763 Data time: 0.0823, Forward time: 0.7791, Backward time: 1.1971, DDP time: 0.0030, Total iter time: 1.9399 [2020-10-18 16:33:16,828][root][INFO] - ===> Epoch[318](1588/5): Loss -0.5287, Sem 0.0754, dir -0.9400, norm 0.3359, swav 0.0000 LR: 9.761e-02 Score 97.507 Data time: 0.0819, Forward time: 0.7791, Backward time: 1.1973, DDP time: 0.0030, Total iter time: 2.4821 [2020-10-18 16:33:18,722][root][INFO] - ===> Epoch[318](1589/5): Loss -0.4311, Sem 0.0842, dir -0.9318, norm 0.4164, swav 0.0000 LR: 9.761e-02 Score 97.204 Data time: 0.0737, Forward time: 0.7791, Backward time: 1.1971, DDP time: 0.0030, Total iter time: 1.7753 [2020-10-18 16:33:20,961][root][INFO] - ===> Epoch[318](1590/5): Loss -0.5015, Sem 0.0752, dir -0.9421, norm 0.3654, swav 0.0000 LR: 9.761e-02 Score 97.485 Data time: 0.0673, Forward time: 0.7790, Backward time: 1.1973, DDP time: 0.0030, Total iter time: 2.1461 [2020-10-18 16:33:23,433][root][INFO] - ===> Epoch[319](1591/5): Loss -0.5048, Sem 0.0748, dir -0.9416, norm 0.3621, swav 0.0000 LR: 9.761e-02 Score 97.513 Data time: 0.1044, Forward time: 0.7792, Backward time: 1.1972, DDP time: 0.0030, Total iter time: 2.4120 [2020-10-18 16:33:25,506][root][INFO] - ===> Epoch[319](1592/5): Loss -0.5102, Sem 0.0778, dir -0.9428, norm 0.3548, swav 0.0000 LR: 9.761e-02 Score 97.512 Data time: 0.0486, Forward time: 0.7791, Backward time: 1.1972, DDP time: 0.0030, Total iter time: 1.9569 [2020-10-18 16:33:28,023][root][INFO] - ===> Epoch[319](1593/5): Loss -0.5068, Sem 0.0781, dir -0.9398, norm 0.3548, swav 0.0000 LR: 9.761e-02 Score 97.375 Data time: 0.1965, Forward time: 0.7793, Backward time: 1.1972, DDP time: 0.0030, Total iter time: 2.4332 [2020-10-18 16:33:30,215][root][INFO] - ===> Epoch[319](1594/5): Loss -0.4932, Sem 0.0727, dir -0.9427, norm 0.3767, swav 0.0000 LR: 9.761e-02 Score 97.589 Data time: 0.0896, Forward time: 0.7794, Backward time: 1.1970, DDP time: 0.0030, Total iter time: 2.0798 [2020-10-18 16:33:32,206][root][INFO] - ===> Epoch[319](1595/5): Loss -0.4982, Sem 0.0718, dir -0.9420, norm 0.3720, swav 0.0000 LR: 9.760e-02 Score 97.624 Data time: 0.1027, Forward time: 0.7794, Backward time: 1.1969, DDP time: 0.0030, Total iter time: 1.8996 [2020-10-18 16:33:34,316][root][INFO] - ===> Epoch[320](1596/5): Loss -0.4883, Sem 0.0825, dir -0.9357, norm 0.3649, swav 0.0000 LR: 9.760e-02 Score 97.271 Data time: 0.0548, Forward time: 0.7793, Backward time: 1.1969, DDP time: 0.0030, Total iter time: 2.0210 [2020-10-18 16:33:36,094][root][INFO] - ===> Epoch[320](1597/5): Loss -0.4774, Sem 0.0777, dir -0.9420, norm 0.3869, swav 0.0000 LR: 9.760e-02 Score 97.513 Data time: 0.1124, Forward time: 0.7793, Backward time: 1.1967, DDP time: 0.0030, Total iter time: 1.7400 [2020-10-18 16:33:38,588][root][INFO] - ===> Epoch[320](1598/5): Loss -0.5357, Sem 0.0745, dir -0.9462, norm 0.3360, swav 0.0000 LR: 9.760e-02 Score 97.493 Data time: 0.1018, Forward time: 0.7794, Backward time: 1.1967, DDP time: 0.0030, Total iter time: 2.4014 [2020-10-18 16:33:40,989][root][INFO] - ===> Epoch[320](1599/5): Loss -0.4459, Sem 0.0838, dir -0.9368, norm 0.4071, swav 0.0000 LR: 9.760e-02 Score 97.221 Data time: 0.0752, Forward time: 0.7795, Backward time: 1.1968, DDP time: 0.0030, Total iter time: 2.2814 [2020-10-18 16:33:43,765][root][INFO] - ===> Epoch[320](1600/5): Loss -0.4594, Sem 0.0811, dir -0.9373, norm 0.3967, swav 0.0000 LR: 9.760e-02 Score 97.399 Data time: 0.1099, Forward time: 0.7796, Backward time: 1.1970, DDP time: 0.0030, Total iter time: 2.6803 [2020-10-18 16:33:44,757][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 16:33:44,923][root][INFO] - ===> Start testing [2020-10-18 16:34:20,816][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1120 Loss 0.164 (AVG: 0.432) Score 94.701 (AVG: 89.795) mIOU 67.609 mAP 84.649 mAcc 74.783 IOU: 60.445 0.067 72.410 72.965 94.355 90.447 31.982 73.589 98.486 63.036 80.668 84.459 56.008 mAP: 83.775 9.742 93.612 89.920 99.125 98.511 66.105 93.844 99.822 85.772 94.419 94.760 91.029 mAcc: 77.182 0.456 84.405 81.338 96.091 94.827 36.107 87.087 99.200 66.693 91.920 95.121 61.746 [2020-10-18 16:34:20,817][root][INFO] - Finished test. Elapsed time: 35.8921 [2020-10-18 16:34:24,436][root][INFO] - [2020-10-18 16:34:24,436][root][INFO] - ################################################################ [2020-10-18 16:34:24,436][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 16:34:24,436][root][INFO] - ################################################################ [2020-10-18 16:34:24,436][root][INFO] - clutter : nan nan nan [2020-10-18 16:34:24,436][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 16:34:24,437][root][INFO] - board : 0.638 0.793 0.894 [2020-10-18 16:34:24,437][root][INFO] - bookcase : 0.251 0.424 0.562 [2020-10-18 16:34:24,437][root][INFO] - ceiling : 0.572 0.613 0.673 [2020-10-18 16:34:24,437][root][INFO] - chair : 0.745 0.857 0.875 [2020-10-18 16:34:24,437][root][INFO] - column : 0.133 0.239 0.351 [2020-10-18 16:34:24,437][root][INFO] - door : 0.574 0.781 0.878 [2020-10-18 16:34:24,437][root][INFO] - floor : 0.881 0.885 0.955 [2020-10-18 16:34:24,437][root][INFO] - sofa : 0.269 0.504 0.593 [2020-10-18 16:34:24,437][root][INFO] - table : 0.173 0.363 0.662 [2020-10-18 16:34:24,437][root][INFO] - wall : 0.493 0.727 0.837 [2020-10-18 16:34:24,437][root][INFO] - window : 0.466 0.720 0.756 [2020-10-18 16:34:24,437][root][INFO] - ---------------------------------------------------------------- [2020-10-18 16:34:24,437][root][INFO] - average : 0.433 0.575 0.670 [2020-10-18 16:34:24,437][root][INFO] - [2020-10-18 16:34:24,591][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 16:34:24,593][root][INFO] - Current best mIoU: 67.633 at iter 1200 [2020-10-18 16:34:26,290][root][INFO] - ===> Epoch[321](1601/5): Loss -0.4943, Sem 0.0816, dir -0.9373, norm 0.3614, swav 0.0000 LR: 9.760e-02 Score 97.265 Data time: 0.0635, Forward time: 0.7795, Backward time: 1.1968, DDP time: 0.0030, Total iter time: 1.6922 [2020-10-18 16:34:28,756][root][INFO] - ===> Epoch[321](1602/5): Loss -0.4772, Sem 0.0739, dir -0.9415, norm 0.3904, swav 0.0000 LR: 9.759e-02 Score 97.551 Data time: 0.0621, Forward time: 0.7794, Backward time: 1.1970, DDP time: 0.0030, Total iter time: 2.3741 [2020-10-18 16:34:30,718][root][INFO] - ===> Epoch[321](1603/5): Loss -0.5064, Sem 0.0742, dir -0.9407, norm 0.3602, swav 0.0000 LR: 9.759e-02 Score 97.581 Data time: 0.0640, Forward time: 0.7793, Backward time: 1.1969, DDP time: 0.0030, Total iter time: 1.8738 [2020-10-18 16:34:33,183][root][INFO] - ===> Epoch[321](1604/5): Loss -0.4384, Sem 0.0809, dir -0.9372, norm 0.4179, swav 0.0000 LR: 9.759e-02 Score 97.311 Data time: 0.0860, Forward time: 0.7793, Backward time: 1.1971, DDP time: 0.0030, Total iter time: 2.3844 [2020-10-18 16:34:34,992][root][INFO] - ===> Epoch[321](1605/5): Loss -0.4992, Sem 0.0723, dir -0.9412, norm 0.3697, swav 0.0000 LR: 9.759e-02 Score 97.589 Data time: 0.0667, Forward time: 0.7793, Backward time: 1.1968, DDP time: 0.0030, Total iter time: 1.6933 [2020-10-18 16:34:37,443][root][INFO] - ===> Epoch[322](1606/5): Loss -0.4529, Sem 0.0808, dir -0.9383, norm 0.4046, swav 0.0000 LR: 9.759e-02 Score 97.324 Data time: 0.0654, Forward time: 0.7793, Backward time: 1.1970, DDP time: 0.0030, Total iter time: 2.3595 [2020-10-18 16:34:39,416][root][INFO] - ===> Epoch[322](1607/5): Loss -0.5062, Sem 0.0709, dir -0.9410, norm 0.3639, swav 0.0000 LR: 9.759e-02 Score 97.670 Data time: 0.0526, Forward time: 0.7791, Backward time: 1.1970, DDP time: 0.0030, Total iter time: 1.8697 [2020-10-18 16:34:41,121][root][INFO] - ===> Epoch[322](1608/5): Loss -0.5256, Sem 0.0779, dir -0.9431, norm 0.3396, swav 0.0000 LR: 9.758e-02 Score 97.401 Data time: 0.1192, Forward time: 0.7790, Backward time: 1.1967, DDP time: 0.0030, Total iter time: 1.6164 [2020-10-18 16:34:43,403][root][INFO] - ===> Epoch[322](1609/5): Loss -0.5030, Sem 0.0713, dir -0.9411, norm 0.3668, swav 0.0000 LR: 9.758e-02 Score 97.674 Data time: 0.1748, Forward time: 0.7791, Backward time: 1.1966, DDP time: 0.0030, Total iter time: 2.1775 [2020-10-18 16:34:45,604][root][INFO] - ===> Epoch[322](1610/5): Loss -0.4577, Sem 0.0827, dir -0.9358, norm 0.3954, swav 0.0000 LR: 9.758e-02 Score 97.306 Data time: 0.0829, Forward time: 0.7792, Backward time: 1.1966, DDP time: 0.0030, Total iter time: 2.0916 [2020-10-18 16:34:47,761][root][INFO] - ===> Epoch[323](1611/5): Loss -0.5092, Sem 0.0781, dir -0.9431, norm 0.3558, swav 0.0000 LR: 9.758e-02 Score 97.354 Data time: 0.1136, Forward time: 0.7793, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.0730 [2020-10-18 16:34:50,026][root][INFO] - ===> Epoch[323](1612/5): Loss -0.4897, Sem 0.0803, dir -0.9366, norm 0.3667, swav 0.0000 LR: 9.758e-02 Score 97.364 Data time: 0.0799, Forward time: 0.7794, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.1517 [2020-10-18 16:34:51,958][root][INFO] - ===> Epoch[323](1613/5): Loss -0.4852, Sem 0.0829, dir -0.9372, norm 0.3691, swav 0.0000 LR: 9.758e-02 Score 97.333 Data time: 0.0648, Forward time: 0.7793, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.8373 [2020-10-18 16:34:54,054][root][INFO] - ===> Epoch[323](1614/5): Loss -0.5001, Sem 0.0786, dir -0.9386, norm 0.3599, swav 0.0000 LR: 9.758e-02 Score 97.433 Data time: 0.0694, Forward time: 0.7792, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.0028 [2020-10-18 16:34:56,236][root][INFO] - ===> Epoch[323](1615/5): Loss -0.5408, Sem 0.0668, dir -0.9483, norm 0.3407, swav 0.0000 LR: 9.757e-02 Score 97.800 Data time: 0.0583, Forward time: 0.7791, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.0724 [2020-10-18 16:34:58,351][root][INFO] - ===> Epoch[324](1616/5): Loss -0.5015, Sem 0.0807, dir -0.9377, norm 0.3554, swav 0.0000 LR: 9.757e-02 Score 97.292 Data time: 0.0935, Forward time: 0.7792, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.0357 [2020-10-18 16:35:00,709][root][INFO] - ===> Epoch[324](1617/5): Loss -0.5120, Sem 0.0755, dir -0.9407, norm 0.3532, swav 0.0000 LR: 9.757e-02 Score 97.513 Data time: 0.0914, Forward time: 0.7793, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.2391 [2020-10-18 16:35:02,528][root][INFO] - ===> Epoch[324](1618/5): Loss -0.5409, Sem 0.0696, dir -0.9498, norm 0.3394, swav 0.0000 LR: 9.757e-02 Score 97.604 Data time: 0.0684, Forward time: 0.7794, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 1.7004 [2020-10-18 16:35:05,302][root][INFO] - ===> Epoch[324](1619/5): Loss -0.4884, Sem 0.0872, dir -0.9344, norm 0.3588, swav 0.0000 LR: 9.757e-02 Score 97.102 Data time: 0.1072, Forward time: 0.7796, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 2.6751 [2020-10-18 16:35:07,940][root][INFO] - ===> Epoch[324](1620/5): Loss -0.5193, Sem 0.0707, dir -0.9412, norm 0.3511, swav 0.0000 LR: 9.757e-02 Score 97.706 Data time: 0.1718, Forward time: 0.7799, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 2.5236 [2020-10-18 16:35:10,461][root][INFO] - ===> Epoch[325](1621/5): Loss -0.4680, Sem 0.0826, dir -0.9390, norm 0.3884, swav 0.0000 LR: 9.757e-02 Score 97.274 Data time: 0.1026, Forward time: 0.7799, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.4121 [2020-10-18 16:35:12,857][root][INFO] - ===> Epoch[325](1622/5): Loss -0.5179, Sem 0.0787, dir -0.9441, norm 0.3474, swav 0.0000 LR: 9.756e-02 Score 97.355 Data time: 0.0727, Forward time: 0.7799, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.2811 [2020-10-18 16:35:15,009][root][INFO] - ===> Epoch[325](1623/5): Loss -0.5170, Sem 0.0736, dir -0.9406, norm 0.3500, swav 0.0000 LR: 9.756e-02 Score 97.524 Data time: 0.1063, Forward time: 0.7799, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.0410 [2020-10-18 16:35:17,270][root][INFO] - ===> Epoch[325](1624/5): Loss -0.5359, Sem 0.0723, dir -0.9428, norm 0.3346, swav 0.0000 LR: 9.756e-02 Score 97.649 Data time: 0.1041, Forward time: 0.7799, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 2.1460 [2020-10-18 16:35:19,321][root][INFO] - ===> Epoch[325](1625/5): Loss -0.4819, Sem 0.0792, dir -0.9401, norm 0.3790, swav 0.0000 LR: 9.756e-02 Score 97.319 Data time: 0.0557, Forward time: 0.7798, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 1.9394 [2020-10-18 16:35:21,687][root][INFO] - ===> Epoch[326](1626/5): Loss -0.5238, Sem 0.0686, dir -0.9420, norm 0.3496, swav 0.0000 LR: 9.756e-02 Score 97.742 Data time: 0.0698, Forward time: 0.7798, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.2629 [2020-10-18 16:35:23,941][root][INFO] - ===> Epoch[326](1627/5): Loss -0.4776, Sem 0.0828, dir -0.9348, norm 0.3744, swav 0.0000 LR: 9.756e-02 Score 97.333 Data time: 0.0740, Forward time: 0.7798, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.1417 [2020-10-18 16:35:25,930][root][INFO] - ===> Epoch[326](1628/5): Loss -0.5184, Sem 0.0714, dir -0.9470, norm 0.3572, swav 0.0000 LR: 9.755e-02 Score 97.661 Data time: 0.0682, Forward time: 0.7797, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 1.8787 [2020-10-18 16:35:28,141][root][INFO] - ===> Epoch[326](1629/5): Loss -0.5195, Sem 0.0935, dir -0.9424, norm 0.3295, swav 0.0000 LR: 9.755e-02 Score 97.116 Data time: 0.0613, Forward time: 0.7796, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.0906 [2020-10-18 16:35:30,096][root][INFO] - ===> Epoch[326](1630/5): Loss -0.4906, Sem 0.0760, dir -0.9366, norm 0.3700, swav 0.0000 LR: 9.755e-02 Score 97.478 Data time: 0.0747, Forward time: 0.7795, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 1.8610 [2020-10-18 16:35:32,428][root][INFO] - ===> Epoch[327](1631/5): Loss -0.5049, Sem 0.0729, dir -0.9410, norm 0.3632, swav 0.0000 LR: 9.755e-02 Score 97.590 Data time: 0.0885, Forward time: 0.7796, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 2.2500 [2020-10-18 16:35:34,544][root][INFO] - ===> Epoch[327](1632/5): Loss -0.5202, Sem 0.0776, dir -0.9402, norm 0.3425, swav 0.0000 LR: 9.755e-02 Score 97.425 Data time: 0.0701, Forward time: 0.7795, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 1.9963 [2020-10-18 16:35:36,851][root][INFO] - ===> Epoch[327](1633/5): Loss -0.5238, Sem 0.0784, dir -0.9425, norm 0.3403, swav 0.0000 LR: 9.755e-02 Score 97.424 Data time: 0.1473, Forward time: 0.7796, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 2.2121 [2020-10-18 16:35:39,115][root][INFO] - ===> Epoch[327](1634/5): Loss -0.4916, Sem 0.0779, dir -0.9411, norm 0.3716, swav 0.0000 LR: 9.755e-02 Score 97.391 Data time: 0.0945, Forward time: 0.7798, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 2.1563 [2020-10-18 16:35:41,286][root][INFO] - ===> Epoch[327](1635/5): Loss -0.4539, Sem 0.0934, dir -0.9402, norm 0.3929, swav 0.0000 LR: 9.754e-02 Score 97.153 Data time: 0.0652, Forward time: 0.7797, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 2.0556 [2020-10-18 16:35:43,467][root][INFO] - ===> Epoch[328](1636/5): Loss -0.4904, Sem 0.0815, dir -0.9377, norm 0.3658, swav 0.0000 LR: 9.754e-02 Score 97.300 Data time: 0.0936, Forward time: 0.7798, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.0886 [2020-10-18 16:35:45,746][root][INFO] - ===> Epoch[328](1637/5): Loss -0.5318, Sem 0.0728, dir -0.9427, norm 0.3381, swav 0.0000 LR: 9.754e-02 Score 97.560 Data time: 0.0782, Forward time: 0.7799, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.1657 [2020-10-18 16:35:47,978][root][INFO] - ===> Epoch[328](1638/5): Loss -0.4483, Sem 0.0895, dir -0.9395, norm 0.4017, swav 0.0000 LR: 9.754e-02 Score 96.986 Data time: 0.0687, Forward time: 0.7799, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.1075 [2020-10-18 16:35:50,089][root][INFO] - ===> Epoch[328](1639/5): Loss -0.4873, Sem 0.0754, dir -0.9446, norm 0.3820, swav 0.0000 LR: 9.754e-02 Score 97.600 Data time: 0.0912, Forward time: 0.7799, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.0076 [2020-10-18 16:35:51,931][root][INFO] - ===> Epoch[328](1640/5): Loss -0.4708, Sem 0.0865, dir -0.9347, norm 0.3774, swav 0.0000 LR: 9.754e-02 Score 97.020 Data time: 0.0810, Forward time: 0.7799, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.7203 [2020-10-18 16:35:54,297][root][INFO] - ===> Epoch[329](1641/5): Loss -0.4848, Sem 0.0836, dir -0.9372, norm 0.3688, swav 0.0000 LR: 9.754e-02 Score 97.264 Data time: 0.0761, Forward time: 0.7800, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.2681 [2020-10-18 16:35:56,310][root][INFO] - ===> Epoch[329](1642/5): Loss -0.4916, Sem 0.0908, dir -0.9387, norm 0.3563, swav 0.0000 LR: 9.753e-02 Score 97.004 Data time: 0.0539, Forward time: 0.7798, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.9086 [2020-10-18 16:35:58,338][root][INFO] - ===> Epoch[329](1643/5): Loss -0.5247, Sem 0.0649, dir -0.9429, norm 0.3533, swav 0.0000 LR: 9.753e-02 Score 97.860 Data time: 0.0633, Forward time: 0.7798, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.9289 [2020-10-18 16:36:00,846][root][INFO] - ===> Epoch[329](1644/5): Loss -0.4700, Sem 0.0872, dir -0.9363, norm 0.3791, swav 0.0000 LR: 9.753e-02 Score 97.119 Data time: 0.1509, Forward time: 0.7797, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.4247 [2020-10-18 16:36:03,337][root][INFO] - ===> Epoch[329](1645/5): Loss -0.4610, Sem 0.0791, dir -0.9423, norm 0.4023, swav 0.0000 LR: 9.753e-02 Score 97.368 Data time: 0.0956, Forward time: 0.7798, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.4115 [2020-10-18 16:36:05,441][root][INFO] - ===> Epoch[330](1646/5): Loss -0.5133, Sem 0.0786, dir -0.9424, norm 0.3505, swav 0.0000 LR: 9.753e-02 Score 97.327 Data time: 0.1121, Forward time: 0.7799, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.9744 [2020-10-18 16:36:07,845][root][INFO] - ===> Epoch[330](1647/5): Loss -0.5180, Sem 0.0787, dir -0.9395, norm 0.3429, swav 0.0000 LR: 9.753e-02 Score 97.415 Data time: 0.1562, Forward time: 0.7800, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.3111 [2020-10-18 16:36:09,676][root][INFO] - ===> Epoch[330](1648/5): Loss -0.5193, Sem 0.0757, dir -0.9392, norm 0.3441, swav 0.0000 LR: 9.752e-02 Score 97.443 Data time: 0.0735, Forward time: 0.7800, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.7278 [2020-10-18 16:36:12,202][root][INFO] - ===> Epoch[330](1649/5): Loss -0.5381, Sem 0.0741, dir -0.9433, norm 0.3311, swav 0.0000 LR: 9.752e-02 Score 97.559 Data time: 0.0735, Forward time: 0.7801, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.4288 [2020-10-18 16:36:14,347][root][INFO] - ===> Epoch[330](1650/5): Loss -0.5231, Sem 0.0727, dir -0.9425, norm 0.3467, swav 0.0000 LR: 9.752e-02 Score 97.561 Data time: 0.0672, Forward time: 0.7801, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0300 [2020-10-18 16:36:16,827][root][INFO] - ===> Epoch[331](1651/5): Loss -0.4941, Sem 0.0723, dir -0.9390, norm 0.3726, swav 0.0000 LR: 9.752e-02 Score 97.651 Data time: 0.0949, Forward time: 0.7802, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.3790 [2020-10-18 16:36:19,125][root][INFO] - ===> Epoch[331](1652/5): Loss -0.4979, Sem 0.0761, dir -0.9396, norm 0.3657, swav 0.0000 LR: 9.752e-02 Score 97.507 Data time: 0.0857, Forward time: 0.7802, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.1806 [2020-10-18 16:36:21,356][root][INFO] - ===> Epoch[331](1653/5): Loss -0.4623, Sem 0.0882, dir -0.9368, norm 0.3863, swav 0.0000 LR: 9.752e-02 Score 97.128 Data time: 0.0880, Forward time: 0.7804, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.1500 [2020-10-18 16:36:23,804][root][INFO] - ===> Epoch[331](1654/5): Loss -0.4742, Sem 0.0903, dir -0.9382, norm 0.3737, swav 0.0000 LR: 9.752e-02 Score 97.248 Data time: 0.0437, Forward time: 0.7802, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.3369 [2020-10-18 16:36:25,919][root][INFO] - ===> Epoch[331](1655/5): Loss -0.5279, Sem 0.0725, dir -0.9456, norm 0.3452, swav 0.0000 LR: 9.751e-02 Score 97.553 Data time: 0.0627, Forward time: 0.7802, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.0581 [2020-10-18 16:36:27,768][root][INFO] - ===> Epoch[332](1656/5): Loss -0.5027, Sem 0.0699, dir -0.9415, norm 0.3689, swav 0.0000 LR: 9.751e-02 Score 97.677 Data time: 0.0577, Forward time: 0.7801, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.7640 [2020-10-18 16:36:29,978][root][INFO] - ===> Epoch[332](1657/5): Loss -0.5115, Sem 0.0727, dir -0.9386, norm 0.3544, swav 0.0000 LR: 9.751e-02 Score 97.564 Data time: 0.0819, Forward time: 0.7800, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.1081 [2020-10-18 16:36:32,675][root][INFO] - ===> Epoch[332](1658/5): Loss -0.4913, Sem 0.0762, dir -0.9411, norm 0.3736, swav 0.0000 LR: 9.751e-02 Score 97.556 Data time: 0.1089, Forward time: 0.7801, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.6053 [2020-10-18 16:36:34,906][root][INFO] - ===> Epoch[332](1659/5): Loss -0.5383, Sem 0.0742, dir -0.9421, norm 0.3296, swav 0.0000 LR: 9.751e-02 Score 97.547 Data time: 0.0633, Forward time: 0.7800, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.0916 [2020-10-18 16:36:37,080][root][INFO] - ===> Epoch[332](1660/5): Loss -0.4842, Sem 0.0737, dir -0.9458, norm 0.3879, swav 0.0000 LR: 9.751e-02 Score 97.594 Data time: 0.0579, Forward time: 0.7800, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.0598 [2020-10-18 16:36:39,226][root][INFO] - ===> Epoch[333](1661/5): Loss -0.5033, Sem 0.0832, dir -0.9404, norm 0.3538, swav 0.0000 LR: 9.751e-02 Score 97.251 Data time: 0.0862, Forward time: 0.7801, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.0396 [2020-10-18 16:36:41,429][root][INFO] - ===> Epoch[333](1662/5): Loss -0.5339, Sem 0.0649, dir -0.9459, norm 0.3470, swav 0.0000 LR: 9.750e-02 Score 97.902 Data time: 0.0606, Forward time: 0.7801, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.1075 [2020-10-18 16:36:43,974][root][INFO] - ===> Epoch[333](1663/5): Loss -0.4780, Sem 0.0847, dir -0.9392, norm 0.3765, swav 0.0000 LR: 9.750e-02 Score 97.256 Data time: 0.0749, Forward time: 0.7801, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.4466 [2020-10-18 16:36:45,734][root][INFO] - ===> Epoch[333](1664/5): Loss -0.5252, Sem 0.0747, dir -0.9404, norm 0.3405, swav 0.0000 LR: 9.750e-02 Score 97.522 Data time: 0.0787, Forward time: 0.7801, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.6560 [2020-10-18 16:36:48,053][root][INFO] - ===> Epoch[333](1665/5): Loss -0.4942, Sem 0.0667, dir -0.9443, norm 0.3833, swav 0.0000 LR: 9.750e-02 Score 97.834 Data time: 0.0878, Forward time: 0.7801, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.2204 [2020-10-18 16:36:50,326][root][INFO] - ===> Epoch[334](1666/5): Loss -0.5451, Sem 0.0658, dir -0.9468, norm 0.3359, swav 0.0000 LR: 9.750e-02 Score 97.871 Data time: 0.0756, Forward time: 0.7801, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.1526 [2020-10-18 16:36:52,912][root][INFO] - ===> Epoch[334](1667/5): Loss -0.4538, Sem 0.0820, dir -0.9330, norm 0.3972, swav 0.0000 LR: 9.750e-02 Score 97.190 Data time: 0.0603, Forward time: 0.7800, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.4723 [2020-10-18 16:36:54,981][root][INFO] - ===> Epoch[334](1668/5): Loss -0.5068, Sem 0.0737, dir -0.9400, norm 0.3595, swav 0.0000 LR: 9.749e-02 Score 97.592 Data time: 0.0722, Forward time: 0.7800, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.9686 [2020-10-18 16:36:57,408][root][INFO] - ===> Epoch[334](1669/5): Loss -0.5356, Sem 0.0673, dir -0.9460, norm 0.3432, swav 0.0000 LR: 9.749e-02 Score 97.782 Data time: 0.0639, Forward time: 0.7799, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.3185 [2020-10-18 16:36:59,842][root][INFO] - ===> Epoch[334](1670/5): Loss -0.5046, Sem 0.0806, dir -0.9410, norm 0.3558, swav 0.0000 LR: 9.749e-02 Score 97.300 Data time: 0.0765, Forward time: 0.7799, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 2.3325 [2020-10-18 16:37:01,850][root][INFO] - ===> Epoch[335](1671/5): Loss -0.4553, Sem 0.0889, dir -0.9394, norm 0.3952, swav 0.0000 LR: 9.749e-02 Score 97.114 Data time: 0.0928, Forward time: 0.7800, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 1.9015 [2020-10-18 16:37:04,038][root][INFO] - ===> Epoch[335](1672/5): Loss -0.5131, Sem 0.0657, dir -0.9464, norm 0.3675, swav 0.0000 LR: 9.749e-02 Score 97.858 Data time: 0.0830, Forward time: 0.7801, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.0748 [2020-10-18 16:37:06,422][root][INFO] - ===> Epoch[335](1673/5): Loss -0.4682, Sem 0.0787, dir -0.9383, norm 0.3915, swav 0.0000 LR: 9.749e-02 Score 97.457 Data time: 0.0682, Forward time: 0.7800, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.2690 [2020-10-18 16:37:08,696][root][INFO] - ===> Epoch[335](1674/5): Loss -0.5107, Sem 0.0711, dir -0.9451, norm 0.3634, swav 0.0000 LR: 9.749e-02 Score 97.732 Data time: 0.0790, Forward time: 0.7800, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.1626 [2020-10-18 16:37:10,975][root][INFO] - ===> Epoch[335](1675/5): Loss -0.4918, Sem 0.0815, dir -0.9356, norm 0.3622, swav 0.0000 LR: 9.748e-02 Score 97.204 Data time: 0.0712, Forward time: 0.7800, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.1682 [2020-10-18 16:37:13,072][root][INFO] - ===> Epoch[336](1676/5): Loss -0.5026, Sem 0.0809, dir -0.9416, norm 0.3581, swav 0.0000 LR: 9.748e-02 Score 97.380 Data time: 0.0810, Forward time: 0.7801, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.9864 [2020-10-18 16:37:15,240][root][INFO] - ===> Epoch[336](1677/5): Loss -0.5351, Sem 0.0686, dir -0.9436, norm 0.3398, swav 0.0000 LR: 9.748e-02 Score 97.694 Data time: 0.0938, Forward time: 0.7802, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.0545 [2020-10-18 16:37:17,350][root][INFO] - ===> Epoch[336](1678/5): Loss -0.5164, Sem 0.0700, dir -0.9426, norm 0.3562, swav 0.0000 LR: 9.748e-02 Score 97.692 Data time: 0.0828, Forward time: 0.7803, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0016 [2020-10-18 16:37:19,930][root][INFO] - ===> Epoch[336](1679/5): Loss -0.4981, Sem 0.0784, dir -0.9407, norm 0.3642, swav 0.0000 LR: 9.748e-02 Score 97.518 Data time: 0.0994, Forward time: 0.7803, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.4865 [2020-10-18 16:37:21,926][root][INFO] - ===> Epoch[336](1680/5): Loss -0.5430, Sem 0.0638, dir -0.9432, norm 0.3364, swav 0.0000 LR: 9.748e-02 Score 97.868 Data time: 0.0747, Forward time: 0.7803, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.8915 [2020-10-18 16:37:24,165][root][INFO] - ===> Epoch[337](1681/5): Loss -0.5070, Sem 0.0766, dir -0.9396, norm 0.3560, swav 0.0000 LR: 9.747e-02 Score 97.357 Data time: 0.0756, Forward time: 0.7803, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.1288 [2020-10-18 16:37:26,111][root][INFO] - ===> Epoch[337](1682/5): Loss -0.5274, Sem 0.0703, dir -0.9441, norm 0.3465, swav 0.0000 LR: 9.747e-02 Score 97.647 Data time: 0.0699, Forward time: 0.7803, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.8287 [2020-10-18 16:37:28,262][root][INFO] - ===> Epoch[337](1683/5): Loss -0.5305, Sem 0.0693, dir -0.9415, norm 0.3417, swav 0.0000 LR: 9.747e-02 Score 97.678 Data time: 0.0712, Forward time: 0.7802, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.0497 [2020-10-18 16:37:30,578][root][INFO] - ===> Epoch[337](1684/5): Loss -0.5107, Sem 0.0663, dir -0.9430, norm 0.3659, swav 0.0000 LR: 9.747e-02 Score 97.847 Data time: 0.0736, Forward time: 0.7802, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.2378 [2020-10-18 16:37:32,702][root][INFO] - ===> Epoch[337](1685/5): Loss -0.5078, Sem 0.0811, dir -0.9432, norm 0.3543, swav 0.0000 LR: 9.747e-02 Score 97.395 Data time: 0.0819, Forward time: 0.7803, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.0118 [2020-10-18 16:37:34,861][root][INFO] - ===> Epoch[338](1686/5): Loss -0.5213, Sem 0.0655, dir -0.9404, norm 0.3535, swav 0.0000 LR: 9.747e-02 Score 97.837 Data time: 0.0671, Forward time: 0.7802, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.0413 [2020-10-18 16:37:36,767][root][INFO] - ===> Epoch[338](1687/5): Loss -0.5427, Sem 0.0713, dir -0.9425, norm 0.3286, swav 0.0000 LR: 9.747e-02 Score 97.617 Data time: 0.0582, Forward time: 0.7801, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.8114 [2020-10-18 16:37:39,442][root][INFO] - ===> Epoch[338](1688/5): Loss -0.4835, Sem 0.0748, dir -0.9431, norm 0.3848, swav 0.0000 LR: 9.746e-02 Score 97.598 Data time: 0.0633, Forward time: 0.7801, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.5906 [2020-10-18 16:37:41,360][root][INFO] - ===> Epoch[338](1689/5): Loss -0.5304, Sem 0.0745, dir -0.9450, norm 0.3400, swav 0.0000 LR: 9.746e-02 Score 97.535 Data time: 0.0674, Forward time: 0.7801, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.8086 [2020-10-18 16:37:43,482][root][INFO] - ===> Epoch[338](1690/5): Loss -0.4985, Sem 0.0838, dir -0.9393, norm 0.3569, swav 0.0000 LR: 9.746e-02 Score 97.139 Data time: 0.0481, Forward time: 0.7799, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0215 [2020-10-18 16:37:45,693][root][INFO] - ===> Epoch[339](1691/5): Loss -0.5327, Sem 0.0663, dir -0.9463, norm 0.3473, swav 0.0000 LR: 9.746e-02 Score 97.830 Data time: 0.0819, Forward time: 0.7801, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.1460 [2020-10-18 16:37:48,101][root][INFO] - ===> Epoch[339](1692/5): Loss -0.4482, Sem 0.0762, dir -0.9348, norm 0.4105, swav 0.0000 LR: 9.746e-02 Score 97.459 Data time: 0.0829, Forward time: 0.7802, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.3073 [2020-10-18 16:37:49,909][root][INFO] - ===> Epoch[339](1693/5): Loss -0.5387, Sem 0.0660, dir -0.9484, norm 0.3436, swav 0.0000 LR: 9.746e-02 Score 97.831 Data time: 0.0575, Forward time: 0.7801, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.7108 [2020-10-18 16:37:51,865][root][INFO] - ===> Epoch[339](1694/5): Loss -0.5155, Sem 0.0728, dir -0.9406, norm 0.3523, swav 0.0000 LR: 9.746e-02 Score 97.534 Data time: 0.0579, Forward time: 0.7800, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.8719 [2020-10-18 16:37:53,987][root][INFO] - ===> Epoch[339](1695/5): Loss -0.5142, Sem 0.0845, dir -0.9358, norm 0.3370, swav 0.0000 LR: 9.745e-02 Score 97.173 Data time: 0.0667, Forward time: 0.7799, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0106 [2020-10-18 16:37:56,066][root][INFO] - ===> Epoch[340](1696/5): Loss -0.5348, Sem 0.0703, dir -0.9453, norm 0.3402, swav 0.0000 LR: 9.745e-02 Score 97.656 Data time: 0.0860, Forward time: 0.7800, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 1.9713 [2020-10-18 16:37:58,386][root][INFO] - ===> Epoch[340](1697/5): Loss -0.5194, Sem 0.0752, dir -0.9429, norm 0.3483, swav 0.0000 LR: 9.745e-02 Score 97.477 Data time: 0.0920, Forward time: 0.7801, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.2194 [2020-10-18 16:38:00,713][root][INFO] - ===> Epoch[340](1698/5): Loss -0.4923, Sem 0.0739, dir -0.9421, norm 0.3759, swav 0.0000 LR: 9.745e-02 Score 97.555 Data time: 0.0817, Forward time: 0.7801, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.2012 [2020-10-18 16:38:02,963][root][INFO] - ===> Epoch[340](1699/5): Loss -0.5435, Sem 0.0685, dir -0.9443, norm 0.3323, swav 0.0000 LR: 9.745e-02 Score 97.815 Data time: 0.0711, Forward time: 0.7801, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.1415 [2020-10-18 16:38:05,329][root][INFO] - ===> Epoch[340](1700/5): Loss -0.4852, Sem 0.0683, dir -0.9371, norm 0.3837, swav 0.0000 LR: 9.745e-02 Score 97.804 Data time: 0.0907, Forward time: 0.7802, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.2563 [2020-10-18 16:38:06,360][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 16:38:08,208][root][INFO] - ===> Epoch[341](1701/5): Loss -0.5403, Sem 0.0674, dir -0.9458, norm 0.3380, swav 0.0000 LR: 9.744e-02 Score 97.735 Data time: 0.0522, Forward time: 0.7801, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 1.6684 [2020-10-18 16:38:10,910][root][INFO] - ===> Epoch[341](1702/5): Loss -0.4714, Sem 0.0823, dir -0.9372, norm 0.3834, swav 0.0000 LR: 9.744e-02 Score 97.329 Data time: 0.0508, Forward time: 0.7800, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.5932 [2020-10-18 16:38:13,106][root][INFO] - ===> Epoch[341](1703/5): Loss -0.5104, Sem 0.0811, dir -0.9412, norm 0.3497, swav 0.0000 LR: 9.744e-02 Score 97.301 Data time: 0.0975, Forward time: 0.7801, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.0854 [2020-10-18 16:38:15,296][root][INFO] - ===> Epoch[341](1704/5): Loss -0.5165, Sem 0.0749, dir -0.9437, norm 0.3523, swav 0.0000 LR: 9.744e-02 Score 97.475 Data time: 0.0651, Forward time: 0.7801, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.0634 [2020-10-18 16:38:17,710][root][INFO] - ===> Epoch[341](1705/5): Loss -0.5158, Sem 0.0789, dir -0.9398, norm 0.3452, swav 0.0000 LR: 9.744e-02 Score 97.455 Data time: 0.0478, Forward time: 0.7799, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.3025 [2020-10-18 16:38:20,055][root][INFO] - ===> Epoch[342](1706/5): Loss -0.4383, Sem 0.0832, dir -0.9357, norm 0.4142, swav 0.0000 LR: 9.744e-02 Score 97.341 Data time: 0.0606, Forward time: 0.7798, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.2427 [2020-10-18 16:38:22,327][root][INFO] - ===> Epoch[342](1707/5): Loss -0.5356, Sem 0.0671, dir -0.9449, norm 0.3422, swav 0.0000 LR: 9.744e-02 Score 97.788 Data time: 0.0756, Forward time: 0.7798, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.1574 [2020-10-18 16:38:24,313][root][INFO] - ===> Epoch[342](1708/5): Loss -0.4781, Sem 0.0729, dir -0.9376, norm 0.3866, swav 0.0000 LR: 9.743e-02 Score 97.637 Data time: 0.0653, Forward time: 0.7797, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.8900 [2020-10-18 16:38:26,891][root][INFO] - ===> Epoch[342](1709/5): Loss -0.5174, Sem 0.0708, dir -0.9457, norm 0.3574, swav 0.0000 LR: 9.743e-02 Score 97.691 Data time: 0.0646, Forward time: 0.7796, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.4671 [2020-10-18 16:38:29,311][root][INFO] - ===> Epoch[342](1710/5): Loss -0.5081, Sem 0.0682, dir -0.9418, norm 0.3655, swav 0.0000 LR: 9.743e-02 Score 97.707 Data time: 0.0769, Forward time: 0.7796, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.3167 [2020-10-18 16:38:31,954][root][INFO] - ===> Epoch[343](1711/5): Loss -0.5090, Sem 0.0868, dir -0.9409, norm 0.3451, swav 0.0000 LR: 9.743e-02 Score 97.174 Data time: 0.0621, Forward time: 0.7795, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.5392 [2020-10-18 16:38:34,281][root][INFO] - ===> Epoch[343](1712/5): Loss -0.5147, Sem 0.0609, dir -0.9467, norm 0.3712, swav 0.0000 LR: 9.743e-02 Score 97.992 Data time: 0.0950, Forward time: 0.7796, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.2176 [2020-10-18 16:38:36,344][root][INFO] - ===> Epoch[343](1713/5): Loss -0.4996, Sem 0.0756, dir -0.9422, norm 0.3670, swav 0.0000 LR: 9.743e-02 Score 97.508 Data time: 0.0767, Forward time: 0.7797, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.9537 [2020-10-18 16:38:38,499][root][INFO] - ===> Epoch[343](1714/5): Loss -0.4975, Sem 0.0715, dir -0.9425, norm 0.3735, swav 0.0000 LR: 9.743e-02 Score 97.663 Data time: 0.0792, Forward time: 0.7798, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.0479 [2020-10-18 16:38:40,769][root][INFO] - ===> Epoch[343](1715/5): Loss -0.5092, Sem 0.0818, dir -0.9394, norm 0.3483, swav 0.0000 LR: 9.742e-02 Score 97.349 Data time: 0.0573, Forward time: 0.7796, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.1635 [2020-10-18 16:38:42,676][root][INFO] - ===> Epoch[344](1716/5): Loss -0.5294, Sem 0.0750, dir -0.9426, norm 0.3383, swav 0.0000 LR: 9.742e-02 Score 97.479 Data time: 0.0609, Forward time: 0.7796, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.8376 [2020-10-18 16:38:44,652][root][INFO] - ===> Epoch[344](1717/5): Loss -0.5161, Sem 0.0758, dir -0.9439, norm 0.3520, swav 0.0000 LR: 9.742e-02 Score 97.525 Data time: 0.0651, Forward time: 0.7795, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.8827 [2020-10-18 16:38:46,889][root][INFO] - ===> Epoch[344](1718/5): Loss -0.5069, Sem 0.0707, dir -0.9412, norm 0.3637, swav 0.0000 LR: 9.742e-02 Score 97.646 Data time: 0.0685, Forward time: 0.7795, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.1070 [2020-10-18 16:38:48,974][root][INFO] - ===> Epoch[344](1719/5): Loss -0.5322, Sem 0.0693, dir -0.9453, norm 0.3437, swav 0.0000 LR: 9.742e-02 Score 97.682 Data time: 0.0741, Forward time: 0.7795, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.9750 [2020-10-18 16:38:51,158][root][INFO] - ===> Epoch[344](1720/5): Loss -0.5129, Sem 0.0726, dir -0.9460, norm 0.3604, swav 0.0000 LR: 9.742e-02 Score 97.589 Data time: 0.3562, Forward time: 0.7795, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.0649 [2020-10-18 16:38:53,872][root][INFO] - ===> Epoch[345](1721/5): Loss -0.4864, Sem 0.0778, dir -0.9408, norm 0.3766, swav 0.0000 LR: 9.741e-02 Score 97.423 Data time: 0.0948, Forward time: 0.7797, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.5980 [2020-10-18 16:38:55,675][root][INFO] - ===> Epoch[345](1722/5): Loss -0.5417, Sem 0.0752, dir -0.9438, norm 0.3270, swav 0.0000 LR: 9.741e-02 Score 97.526 Data time: 0.0492, Forward time: 0.7796, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.6682 [2020-10-18 16:38:57,912][root][INFO] - ===> Epoch[345](1723/5): Loss -0.5004, Sem 0.0733, dir -0.9400, norm 0.3664, swav 0.0000 LR: 9.741e-02 Score 97.624 Data time: 0.2248, Forward time: 0.7796, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.1508 [2020-10-18 16:39:00,287][root][INFO] - ===> Epoch[345](1724/5): Loss -0.5357, Sem 0.0733, dir -0.9458, norm 0.3368, swav 0.0000 LR: 9.741e-02 Score 97.613 Data time: 0.0694, Forward time: 0.7796, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.2709 [2020-10-18 16:39:02,485][root][INFO] - ===> Epoch[345](1725/5): Loss -0.5252, Sem 0.0699, dir -0.9410, norm 0.3459, swav 0.0000 LR: 9.741e-02 Score 97.718 Data time: 0.0757, Forward time: 0.7796, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0826 [2020-10-18 16:39:04,555][root][INFO] - ===> Epoch[346](1726/5): Loss -0.5180, Sem 0.0745, dir -0.9463, norm 0.3538, swav 0.0000 LR: 9.741e-02 Score 97.518 Data time: 0.0829, Forward time: 0.7796, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.9620 [2020-10-18 16:39:06,947][root][INFO] - ===> Epoch[346](1727/5): Loss -0.4961, Sem 0.0740, dir -0.9363, norm 0.3661, swav 0.0000 LR: 9.741e-02 Score 97.607 Data time: 0.0902, Forward time: 0.7796, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.2568 [2020-10-18 16:39:09,343][root][INFO] - ===> Epoch[346](1728/5): Loss -0.5208, Sem 0.0707, dir -0.9468, norm 0.3554, swav 0.0000 LR: 9.740e-02 Score 97.631 Data time: 0.1053, Forward time: 0.7798, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.2938 [2020-10-18 16:39:11,861][root][INFO] - ===> Epoch[346](1729/5): Loss -0.4874, Sem 0.0819, dir -0.9414, norm 0.3721, swav 0.0000 LR: 9.740e-02 Score 97.277 Data time: 0.0604, Forward time: 0.7797, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.3932 [2020-10-18 16:39:13,820][root][INFO] - ===> Epoch[346](1730/5): Loss -0.5290, Sem 0.0749, dir -0.9462, norm 0.3423, swav 0.0000 LR: 9.740e-02 Score 97.588 Data time: 0.0818, Forward time: 0.7798, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.8657 [2020-10-18 16:39:16,082][root][INFO] - ===> Epoch[347](1731/5): Loss -0.5131, Sem 0.0661, dir -0.9450, norm 0.3658, swav 0.0000 LR: 9.740e-02 Score 97.782 Data time: 0.0687, Forward time: 0.7797, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.1640 [2020-10-18 16:39:18,135][root][INFO] - ===> Epoch[347](1732/5): Loss -0.5082, Sem 0.0742, dir -0.9421, norm 0.3597, swav 0.0000 LR: 9.740e-02 Score 97.516 Data time: 0.0523, Forward time: 0.7796, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.9666 [2020-10-18 16:39:20,491][root][INFO] - ===> Epoch[347](1733/5): Loss -0.5000, Sem 0.0771, dir -0.9393, norm 0.3621, swav 0.0000 LR: 9.740e-02 Score 97.489 Data time: 0.0658, Forward time: 0.7796, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.2885 [2020-10-18 16:39:23,597][root][INFO] - ===> Epoch[347](1734/5): Loss -0.4955, Sem 0.0723, dir -0.9397, norm 0.3718, swav 0.0000 LR: 9.740e-02 Score 97.606 Data time: 0.0678, Forward time: 0.7795, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.9996 [2020-10-18 16:39:26,045][root][INFO] - ===> Epoch[347](1735/5): Loss -0.4894, Sem 0.0808, dir -0.9431, norm 0.3730, swav 0.0000 LR: 9.739e-02 Score 97.420 Data time: 0.0617, Forward time: 0.7794, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 2.3244 [2020-10-18 16:39:27,976][root][INFO] - ===> Epoch[348](1736/5): Loss -0.5273, Sem 0.0755, dir -0.9405, norm 0.3378, swav 0.0000 LR: 9.739e-02 Score 97.530 Data time: 0.0657, Forward time: 0.7794, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 1.8328 [2020-10-18 16:39:30,506][root][INFO] - ===> Epoch[348](1737/5): Loss -0.4909, Sem 0.0794, dir -0.9433, norm 0.3730, swav 0.0000 LR: 9.739e-02 Score 97.359 Data time: 0.1001, Forward time: 0.7796, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.4312 [2020-10-18 16:39:32,921][root][INFO] - ===> Epoch[348](1738/5): Loss -0.5353, Sem 0.0698, dir -0.9463, norm 0.3413, swav 0.0000 LR: 9.739e-02 Score 97.714 Data time: 0.1276, Forward time: 0.7797, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.2754 [2020-10-18 16:39:35,190][root][INFO] - ===> Epoch[348](1739/5): Loss -0.4752, Sem 0.0773, dir -0.9388, norm 0.3864, swav 0.0000 LR: 9.739e-02 Score 97.461 Data time: 0.0965, Forward time: 0.7798, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.1451 [2020-10-18 16:39:37,506][root][INFO] - ===> Epoch[348](1740/5): Loss -0.5028, Sem 0.0841, dir -0.9418, norm 0.3549, swav 0.0000 LR: 9.739e-02 Score 97.366 Data time: 0.0890, Forward time: 0.7799, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.2208 [2020-10-18 16:39:39,783][root][INFO] - ===> Epoch[349](1741/5): Loss -0.5417, Sem 0.0699, dir -0.9444, norm 0.3328, swav 0.0000 LR: 9.738e-02 Score 97.678 Data time: 0.0749, Forward time: 0.7800, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.1758 [2020-10-18 16:39:41,693][root][INFO] - ===> Epoch[349](1742/5): Loss -0.5512, Sem 0.0709, dir -0.9472, norm 0.3251, swav 0.0000 LR: 9.738e-02 Score 97.605 Data time: 0.0711, Forward time: 0.7800, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.8104 [2020-10-18 16:39:43,498][root][INFO] - ===> Epoch[349](1743/5): Loss -0.5663, Sem 0.0698, dir -0.9473, norm 0.3112, swav 0.0000 LR: 9.738e-02 Score 97.649 Data time: 0.0651, Forward time: 0.7799, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.7167 [2020-10-18 16:39:45,594][root][INFO] - ===> Epoch[349](1744/5): Loss -0.4935, Sem 0.0850, dir -0.9398, norm 0.3613, swav 0.0000 LR: 9.738e-02 Score 97.232 Data time: 0.0839, Forward time: 0.7800, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.9833 [2020-10-18 16:39:47,895][root][INFO] - ===> Epoch[349](1745/5): Loss -0.5277, Sem 0.0675, dir -0.9408, norm 0.3456, swav 0.0000 LR: 9.738e-02 Score 97.731 Data time: 0.0661, Forward time: 0.7800, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.1874 [2020-10-18 16:39:50,445][root][INFO] - ===> Epoch[350](1746/5): Loss -0.5011, Sem 0.0842, dir -0.9414, norm 0.3562, swav 0.0000 LR: 9.738e-02 Score 97.166 Data time: 0.0874, Forward time: 0.7800, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.4527 [2020-10-18 16:39:52,817][root][INFO] - ===> Epoch[350](1747/5): Loss -0.4878, Sem 0.0843, dir -0.9381, norm 0.3660, swav 0.0000 LR: 9.738e-02 Score 97.148 Data time: 0.0865, Forward time: 0.7801, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.2793 [2020-10-18 16:39:54,923][root][INFO] - ===> Epoch[350](1748/5): Loss -0.5256, Sem 0.0645, dir -0.9456, norm 0.3554, swav 0.0000 LR: 9.737e-02 Score 97.921 Data time: 0.0787, Forward time: 0.7801, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.9981 [2020-10-18 16:39:58,037][root][INFO] - ===> Epoch[350](1749/5): Loss -0.5163, Sem 0.0738, dir -0.9446, norm 0.3546, swav 0.0000 LR: 9.737e-02 Score 97.577 Data time: 0.0650, Forward time: 0.7800, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 3.0153 [2020-10-18 16:40:00,212][root][INFO] - ===> Epoch[350](1750/5): Loss -0.4841, Sem 0.0811, dir -0.9420, norm 0.3769, swav 0.0000 LR: 9.737e-02 Score 97.382 Data time: 0.0622, Forward time: 0.7800, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.0699 [2020-10-18 16:40:02,262][root][INFO] - ===> Epoch[351](1751/5): Loss -0.5162, Sem 0.0761, dir -0.9459, norm 0.3536, swav 0.0000 LR: 9.737e-02 Score 97.512 Data time: 0.0567, Forward time: 0.7799, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 1.9569 [2020-10-18 16:40:04,414][root][INFO] - ===> Epoch[351](1752/5): Loss -0.5119, Sem 0.0738, dir -0.9390, norm 0.3533, swav 0.0000 LR: 9.737e-02 Score 97.506 Data time: 0.0758, Forward time: 0.7799, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.0574 [2020-10-18 16:40:06,719][root][INFO] - ===> Epoch[351](1753/5): Loss -0.5159, Sem 0.0686, dir -0.9454, norm 0.3608, swav 0.0000 LR: 9.737e-02 Score 97.742 Data time: 0.1731, Forward time: 0.7801, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.1825 [2020-10-18 16:40:08,668][root][INFO] - ===> Epoch[351](1754/5): Loss -0.5427, Sem 0.0710, dir -0.9438, norm 0.3300, swav 0.0000 LR: 9.737e-02 Score 97.641 Data time: 0.0986, Forward time: 0.7801, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.8439 [2020-10-18 16:40:10,736][root][INFO] - ===> Epoch[351](1755/5): Loss -0.4858, Sem 0.0801, dir -0.9400, norm 0.3742, swav 0.0000 LR: 9.736e-02 Score 97.371 Data time: 0.0814, Forward time: 0.7801, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.9681 [2020-10-18 16:40:13,410][root][INFO] - ===> Epoch[352](1756/5): Loss -0.5197, Sem 0.0610, dir -0.9423, norm 0.3615, swav 0.0000 LR: 9.736e-02 Score 97.987 Data time: 0.0582, Forward time: 0.7800, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.5653 [2020-10-18 16:40:15,736][root][INFO] - ===> Epoch[352](1757/5): Loss -0.5118, Sem 0.0682, dir -0.9429, norm 0.3628, swav 0.0000 LR: 9.736e-02 Score 97.805 Data time: 0.0644, Forward time: 0.7800, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.2548 [2020-10-18 16:40:17,880][root][INFO] - ===> Epoch[352](1758/5): Loss -0.5128, Sem 0.0840, dir -0.9402, norm 0.3434, swav 0.0000 LR: 9.736e-02 Score 97.172 Data time: 0.0799, Forward time: 0.7800, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.0393 [2020-10-18 16:40:20,112][root][INFO] - ===> Epoch[352](1759/5): Loss -0.5357, Sem 0.0679, dir -0.9475, norm 0.3439, swav 0.0000 LR: 9.736e-02 Score 97.781 Data time: 0.1004, Forward time: 0.7802, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.1421 [2020-10-18 16:40:22,110][root][INFO] - ===> Epoch[352](1760/5): Loss -0.5341, Sem 0.0741, dir -0.9459, norm 0.3378, swav 0.0000 LR: 9.736e-02 Score 97.618 Data time: 0.1064, Forward time: 0.7802, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.8867 [2020-10-18 16:40:24,323][root][INFO] - ===> Epoch[353](1761/5): Loss -0.5496, Sem 0.0693, dir -0.9472, norm 0.3282, swav 0.0000 LR: 9.735e-02 Score 97.712 Data time: 0.0721, Forward time: 0.7802, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.1179 [2020-10-18 16:40:26,414][root][INFO] - ===> Epoch[353](1762/5): Loss -0.5334, Sem 0.0666, dir -0.9479, norm 0.3479, swav 0.0000 LR: 9.735e-02 Score 97.832 Data time: 0.0691, Forward time: 0.7802, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0104 [2020-10-18 16:40:28,622][root][INFO] - ===> Epoch[353](1763/5): Loss -0.5470, Sem 0.0634, dir -0.9403, norm 0.3299, swav 0.0000 LR: 9.735e-02 Score 97.902 Data time: 0.0545, Forward time: 0.7801, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.1167 [2020-10-18 16:40:30,736][root][INFO] - ===> Epoch[353](1764/5): Loss -0.4886, Sem 0.0838, dir -0.9378, norm 0.3654, swav 0.0000 LR: 9.735e-02 Score 97.247 Data time: 0.0779, Forward time: 0.7801, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.0448 [2020-10-18 16:40:33,091][root][INFO] - ===> Epoch[353](1765/5): Loss -0.4978, Sem 0.0758, dir -0.9454, norm 0.3719, swav 0.0000 LR: 9.735e-02 Score 97.462 Data time: 0.0742, Forward time: 0.7801, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.2471 [2020-10-18 16:40:35,104][root][INFO] - ===> Epoch[354](1766/5): Loss -0.5227, Sem 0.0648, dir -0.9417, norm 0.3541, swav 0.0000 LR: 9.735e-02 Score 97.904 Data time: 0.0623, Forward time: 0.7800, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.9254 [2020-10-18 16:40:37,120][root][INFO] - ===> Epoch[354](1767/5): Loss -0.5377, Sem 0.0732, dir -0.9410, norm 0.3301, swav 0.0000 LR: 9.735e-02 Score 97.533 Data time: 0.0771, Forward time: 0.7800, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.9302 [2020-10-18 16:40:39,230][root][INFO] - ===> Epoch[354](1768/5): Loss -0.5368, Sem 0.0822, dir -0.9464, norm 0.3274, swav 0.0000 LR: 9.734e-02 Score 97.395 Data time: 0.0645, Forward time: 0.7800, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0037 [2020-10-18 16:40:41,827][root][INFO] - ===> Epoch[354](1769/5): Loss -0.5178, Sem 0.0762, dir -0.9433, norm 0.3494, swav 0.0000 LR: 9.734e-02 Score 97.563 Data time: 0.0547, Forward time: 0.7799, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.4854 [2020-10-18 16:40:44,094][root][INFO] - ===> Epoch[354](1770/5): Loss -0.5305, Sem 0.0682, dir -0.9463, norm 0.3476, swav 0.0000 LR: 9.734e-02 Score 97.746 Data time: 0.0960, Forward time: 0.7800, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.1756 [2020-10-18 16:40:46,111][root][INFO] - ===> Epoch[355](1771/5): Loss -0.5334, Sem 0.0732, dir -0.9459, norm 0.3393, swav 0.0000 LR: 9.734e-02 Score 97.602 Data time: 0.0899, Forward time: 0.7801, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.9051 [2020-10-18 16:40:48,277][root][INFO] - ===> Epoch[355](1772/5): Loss -0.5281, Sem 0.0739, dir -0.9437, norm 0.3418, swav 0.0000 LR: 9.734e-02 Score 97.612 Data time: 0.0791, Forward time: 0.7801, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.0699 [2020-10-18 16:40:50,587][root][INFO] - ===> Epoch[355](1773/5): Loss -0.5281, Sem 0.0699, dir -0.9471, norm 0.3491, swav 0.0000 LR: 9.734e-02 Score 97.701 Data time: 0.0558, Forward time: 0.7800, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.2174 [2020-10-18 16:40:53,018][root][INFO] - ===> Epoch[355](1774/5): Loss -0.5170, Sem 0.0683, dir -0.9456, norm 0.3602, swav 0.0000 LR: 9.734e-02 Score 97.791 Data time: 0.0753, Forward time: 0.7800, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.3288 [2020-10-18 16:40:55,212][root][INFO] - ===> Epoch[355](1775/5): Loss -0.5294, Sem 0.0771, dir -0.9392, norm 0.3326, swav 0.0000 LR: 9.733e-02 Score 97.400 Data time: 0.0703, Forward time: 0.7800, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.0832 [2020-10-18 16:40:57,102][root][INFO] - ===> Epoch[356](1776/5): Loss -0.5301, Sem 0.0824, dir -0.9427, norm 0.3302, swav 0.0000 LR: 9.733e-02 Score 97.316 Data time: 0.0620, Forward time: 0.7800, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.8181 [2020-10-18 16:40:59,092][root][INFO] - ===> Epoch[356](1777/5): Loss -0.5543, Sem 0.0682, dir -0.9458, norm 0.3233, swav 0.0000 LR: 9.733e-02 Score 97.729 Data time: 0.0659, Forward time: 0.7799, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.8955 [2020-10-18 16:41:01,363][root][INFO] - ===> Epoch[356](1778/5): Loss -0.5423, Sem 0.0709, dir -0.9436, norm 0.3304, swav 0.0000 LR: 9.733e-02 Score 97.708 Data time: 0.0644, Forward time: 0.7798, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.1831 [2020-10-18 16:41:03,478][root][INFO] - ===> Epoch[356](1779/5): Loss -0.5319, Sem 0.0687, dir -0.9413, norm 0.3407, swav 0.0000 LR: 9.733e-02 Score 97.711 Data time: 0.0800, Forward time: 0.7799, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.0226 [2020-10-18 16:41:05,997][root][INFO] - ===> Epoch[356](1780/5): Loss -0.5567, Sem 0.0663, dir -0.9500, norm 0.3270, swav 0.0000 LR: 9.733e-02 Score 97.828 Data time: 0.0756, Forward time: 0.7799, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.4119 [2020-10-18 16:41:08,258][root][INFO] - ===> Epoch[357](1781/5): Loss -0.5018, Sem 0.0654, dir -0.9451, norm 0.3779, swav 0.0000 LR: 9.732e-02 Score 97.882 Data time: 0.0640, Forward time: 0.7798, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.1564 [2020-10-18 16:41:10,525][root][INFO] - ===> Epoch[357](1782/5): Loss -0.5023, Sem 0.0808, dir -0.9415, norm 0.3584, swav 0.0000 LR: 9.732e-02 Score 97.370 Data time: 0.0847, Forward time: 0.7799, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.1909 [2020-10-18 16:41:12,496][root][INFO] - ===> Epoch[357](1783/5): Loss -0.5537, Sem 0.0672, dir -0.9456, norm 0.3247, swav 0.0000 LR: 9.732e-02 Score 97.765 Data time: 0.0875, Forward time: 0.7799, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.8583 [2020-10-18 16:41:14,629][root][INFO] - ===> Epoch[357](1784/5): Loss -0.5211, Sem 0.0734, dir -0.9420, norm 0.3474, swav 0.0000 LR: 9.732e-02 Score 97.524 Data time: 0.2503, Forward time: 0.7799, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0161 [2020-10-18 16:41:16,927][root][INFO] - ===> Epoch[357](1785/5): Loss -0.5193, Sem 0.0708, dir -0.9389, norm 0.3487, swav 0.0000 LR: 9.732e-02 Score 97.665 Data time: 0.1009, Forward time: 0.7800, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.1821 [2020-10-18 16:41:18,938][root][INFO] - ===> Epoch[358](1786/5): Loss -0.5269, Sem 0.0651, dir -0.9463, norm 0.3543, swav 0.0000 LR: 9.732e-02 Score 97.841 Data time: 0.0603, Forward time: 0.7800, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.8940 [2020-10-18 16:41:20,924][root][INFO] - ===> Epoch[358](1787/5): Loss -0.5211, Sem 0.0759, dir -0.9417, norm 0.3447, swav 0.0000 LR: 9.732e-02 Score 97.568 Data time: 0.0715, Forward time: 0.7800, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 1.8846 [2020-10-18 16:41:23,470][root][INFO] - ===> Epoch[358](1788/5): Loss -0.5213, Sem 0.0694, dir -0.9465, norm 0.3558, swav 0.0000 LR: 9.731e-02 Score 97.669 Data time: 0.0764, Forward time: 0.7800, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.4375 [2020-10-18 16:41:25,358][root][INFO] - ===> Epoch[358](1789/5): Loss -0.5020, Sem 0.0687, dir -0.9446, norm 0.3739, swav 0.0000 LR: 9.731e-02 Score 97.733 Data time: 0.0821, Forward time: 0.7800, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.7654 [2020-10-18 16:41:27,681][root][INFO] - ===> Epoch[358](1790/5): Loss -0.5456, Sem 0.0674, dir -0.9447, norm 0.3318, swav 0.0000 LR: 9.731e-02 Score 97.773 Data time: 0.0791, Forward time: 0.7800, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.1907 [2020-10-18 16:41:29,812][root][INFO] - ===> Epoch[359](1791/5): Loss -0.5371, Sem 0.0715, dir -0.9431, norm 0.3345, swav 0.0000 LR: 9.731e-02 Score 97.613 Data time: 0.0724, Forward time: 0.7800, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.9958 [2020-10-18 16:41:32,519][root][INFO] - ===> Epoch[359](1792/5): Loss -0.4972, Sem 0.0810, dir -0.9407, norm 0.3624, swav 0.0000 LR: 9.731e-02 Score 97.264 Data time: 0.0602, Forward time: 0.7799, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.6117 [2020-10-18 16:41:34,709][root][INFO] - ===> Epoch[359](1793/5): Loss -0.5320, Sem 0.0704, dir -0.9426, norm 0.3402, swav 0.0000 LR: 9.731e-02 Score 97.714 Data time: 0.0530, Forward time: 0.7798, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.1123 [2020-10-18 16:41:36,958][root][INFO] - ===> Epoch[359](1794/5): Loss -0.4870, Sem 0.0703, dir -0.9394, norm 0.3821, swav 0.0000 LR: 9.730e-02 Score 97.657 Data time: 0.0743, Forward time: 0.7798, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.1747 [2020-10-18 16:41:39,545][root][INFO] - ===> Epoch[359](1795/5): Loss -0.4990, Sem 0.0860, dir -0.9362, norm 0.3512, swav 0.0000 LR: 9.730e-02 Score 97.150 Data time: 0.0842, Forward time: 0.7798, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.4783 [2020-10-18 16:41:41,824][root][INFO] - ===> Epoch[360](1796/5): Loss -0.5347, Sem 0.0699, dir -0.9481, norm 0.3435, swav 0.0000 LR: 9.730e-02 Score 97.713 Data time: 0.0572, Forward time: 0.7798, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.1555 [2020-10-18 16:41:43,835][root][INFO] - ===> Epoch[360](1797/5): Loss -0.5228, Sem 0.0697, dir -0.9467, norm 0.3541, swav 0.0000 LR: 9.730e-02 Score 97.728 Data time: 0.0426, Forward time: 0.7796, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.9164 [2020-10-18 16:41:46,301][root][INFO] - ===> Epoch[360](1798/5): Loss -0.5441, Sem 0.0641, dir -0.9463, norm 0.3381, swav 0.0000 LR: 9.730e-02 Score 97.895 Data time: 0.0763, Forward time: 0.7796, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.3878 [2020-10-18 16:41:48,826][root][INFO] - ===> Epoch[360](1799/5): Loss -0.5480, Sem 0.0688, dir -0.9463, norm 0.3295, swav 0.0000 LR: 9.730e-02 Score 97.757 Data time: 0.0838, Forward time: 0.7796, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.4244 [2020-10-18 16:41:51,143][root][INFO] - ===> Epoch[360](1800/5): Loss -0.5322, Sem 0.0652, dir -0.9451, norm 0.3476, swav 0.0000 LR: 9.730e-02 Score 97.818 Data time: 0.0808, Forward time: 0.7796, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.1971 [2020-10-18 16:41:52,122][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 16:41:52,278][root][INFO] - ===> Start testing [2020-10-18 16:42:28,559][root][INFO] - 68/68: Data time: 0.0888, Iter time: 0.1473 Loss 0.200 (AVG: 0.415) Score 94.899 (AVG: 89.822) mIOU 67.377 mAP 84.014 mAcc 74.612 IOU: 60.105 0.000 70.695 73.686 93.818 90.194 33.325 72.582 98.236 61.501 79.863 84.952 56.944 mAP: 82.458 7.874 93.946 89.858 99.094 98.754 61.405 92.877 99.825 85.377 94.122 94.590 92.008 mAcc: 77.913 0.000 89.588 81.666 95.462 96.387 38.180 84.655 99.614 62.806 86.749 95.665 61.266 [2020-10-18 16:42:28,560][root][INFO] - Finished test. Elapsed time: 36.2798 [2020-10-18 16:42:31,425][root][INFO] - [2020-10-18 16:42:31,425][root][INFO] - ################################################################ [2020-10-18 16:42:31,425][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 16:42:31,425][root][INFO] - ################################################################ [2020-10-18 16:42:31,425][root][INFO] - clutter : nan nan nan [2020-10-18 16:42:31,425][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 16:42:31,425][root][INFO] - board : 0.733 0.865 0.920 [2020-10-18 16:42:31,425][root][INFO] - bookcase : 0.270 0.397 0.515 [2020-10-18 16:42:31,426][root][INFO] - ceiling : 0.613 0.630 0.750 [2020-10-18 16:42:31,426][root][INFO] - chair : 0.777 0.877 0.898 [2020-10-18 16:42:31,426][root][INFO] - column : 0.149 0.313 0.429 [2020-10-18 16:42:31,426][root][INFO] - door : 0.516 0.738 0.864 [2020-10-18 16:42:31,426][root][INFO] - floor : 0.835 0.896 0.958 [2020-10-18 16:42:31,426][root][INFO] - sofa : 0.192 0.299 0.727 [2020-10-18 16:42:31,426][root][INFO] - table : 0.187 0.382 0.640 [2020-10-18 16:42:31,426][root][INFO] - wall : 0.460 0.700 0.788 [2020-10-18 16:42:31,426][root][INFO] - window : 0.466 0.708 0.750 [2020-10-18 16:42:31,426][root][INFO] - ---------------------------------------------------------------- [2020-10-18 16:42:31,426][root][INFO] - average : 0.433 0.567 0.687 [2020-10-18 16:42:31,426][root][INFO] - [2020-10-18 16:42:31,572][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 16:42:31,573][root][INFO] - Current best mIoU: 67.633 at iter 1200 [2020-10-18 16:42:33,131][root][INFO] - ===> Epoch[361](1801/5): Loss -0.5058, Sem 0.0778, dir -0.9415, norm 0.3579, swav 0.0000 LR: 9.729e-02 Score 97.449 Data time: 0.0497, Forward time: 0.7796, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.5528 [2020-10-18 16:42:35,319][root][INFO] - ===> Epoch[361](1802/5): Loss -0.5452, Sem 0.0764, dir -0.9407, norm 0.3191, swav 0.0000 LR: 9.729e-02 Score 97.461 Data time: 0.0523, Forward time: 0.7794, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.0703 [2020-10-18 16:42:37,292][root][INFO] - ===> Epoch[361](1803/5): Loss -0.5297, Sem 0.0736, dir -0.9388, norm 0.3355, swav 0.0000 LR: 9.729e-02 Score 97.569 Data time: 0.0556, Forward time: 0.7793, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.8991 [2020-10-18 16:42:39,530][root][INFO] - ===> Epoch[361](1804/5): Loss -0.5381, Sem 0.0719, dir -0.9422, norm 0.3322, swav 0.0000 LR: 9.729e-02 Score 97.585 Data time: 0.0485, Forward time: 0.7792, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.1394 [2020-10-18 16:42:41,523][root][INFO] - ===> Epoch[361](1805/5): Loss -0.5505, Sem 0.0750, dir -0.9466, norm 0.3212, swav 0.0000 LR: 9.729e-02 Score 97.545 Data time: 0.0533, Forward time: 0.7791, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 1.9124 [2020-10-18 16:42:44,118][root][INFO] - ===> Epoch[362](1806/5): Loss -0.5012, Sem 0.0723, dir -0.9419, norm 0.3685, swav 0.0000 LR: 9.729e-02 Score 97.634 Data time: 0.0739, Forward time: 0.7791, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.4926 [2020-10-18 16:42:46,147][root][INFO] - ===> Epoch[362](1807/5): Loss -0.5421, Sem 0.0728, dir -0.9475, norm 0.3325, swav 0.0000 LR: 9.729e-02 Score 97.668 Data time: 0.0840, Forward time: 0.7792, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.9016 [2020-10-18 16:42:48,224][root][INFO] - ===> Epoch[362](1808/5): Loss -0.5435, Sem 0.0698, dir -0.9450, norm 0.3316, swav 0.0000 LR: 9.728e-02 Score 97.669 Data time: 0.0576, Forward time: 0.7791, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.9510 [2020-10-18 16:42:50,193][root][INFO] - ===> Epoch[362](1809/5): Loss -0.5610, Sem 0.0709, dir -0.9457, norm 0.3138, swav 0.0000 LR: 9.728e-02 Score 97.596 Data time: 0.0664, Forward time: 0.7792, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.9062 [2020-10-18 16:42:52,274][root][INFO] - ===> Epoch[362](1810/5): Loss -0.5204, Sem 0.0687, dir -0.9434, norm 0.3543, swav 0.0000 LR: 9.728e-02 Score 97.701 Data time: 0.0786, Forward time: 0.7793, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.9915 [2020-10-18 16:42:54,534][root][INFO] - ===> Epoch[363](1811/5): Loss -0.5489, Sem 0.0625, dir -0.9481, norm 0.3367, swav 0.0000 LR: 9.728e-02 Score 98.009 Data time: 0.0799, Forward time: 0.7793, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.1579 [2020-10-18 16:42:57,606][root][INFO] - ===> Epoch[363](1812/5): Loss -0.5164, Sem 0.0700, dir -0.9424, norm 0.3560, swav 0.0000 LR: 9.728e-02 Score 97.711 Data time: 0.0747, Forward time: 0.7793, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.9799 [2020-10-18 16:42:59,683][root][INFO] - ===> Epoch[363](1813/5): Loss -0.5734, Sem 0.0642, dir -0.9477, norm 0.3101, swav 0.0000 LR: 9.728e-02 Score 97.872 Data time: 0.0576, Forward time: 0.7792, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 1.9736 [2020-10-18 16:43:01,600][root][INFO] - ===> Epoch[363](1814/5): Loss -0.5337, Sem 0.0688, dir -0.9463, norm 0.3438, swav 0.0000 LR: 9.727e-02 Score 97.749 Data time: 0.2392, Forward time: 0.7791, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.8372 [2020-10-18 16:43:03,915][root][INFO] - ===> Epoch[363](1815/5): Loss -0.4936, Sem 0.0706, dir -0.9426, norm 0.3783, swav 0.0000 LR: 9.727e-02 Score 97.714 Data time: 0.0913, Forward time: 0.7792, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.2124 [2020-10-18 16:43:06,629][root][INFO] - ===> Epoch[364](1816/5): Loss -0.5013, Sem 0.0667, dir -0.9425, norm 0.3745, swav 0.0000 LR: 9.727e-02 Score 97.836 Data time: 0.0706, Forward time: 0.7792, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.6141 [2020-10-18 16:43:08,794][root][INFO] - ===> Epoch[364](1817/5): Loss -0.5003, Sem 0.0740, dir -0.9437, norm 0.3695, swav 0.0000 LR: 9.727e-02 Score 97.631 Data time: 0.0673, Forward time: 0.7792, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.0874 [2020-10-18 16:43:11,442][root][INFO] - ===> Epoch[364](1818/5): Loss -0.5397, Sem 0.0701, dir -0.9439, norm 0.3341, swav 0.0000 LR: 9.727e-02 Score 97.644 Data time: 0.0626, Forward time: 0.7791, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 2.5524 [2020-10-18 16:43:13,675][root][INFO] - ===> Epoch[364](1819/5): Loss -0.5012, Sem 0.0710, dir -0.9411, norm 0.3689, swav 0.0000 LR: 9.727e-02 Score 97.665 Data time: 0.0955, Forward time: 0.7792, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 2.0979 [2020-10-18 16:43:16,194][root][INFO] - ===> Epoch[364](1820/5): Loss -0.5402, Sem 0.0743, dir -0.9463, norm 0.3319, swav 0.0000 LR: 9.727e-02 Score 97.582 Data time: 0.0873, Forward time: 0.7793, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 2.4099 [2020-10-18 16:43:17,965][root][INFO] - ===> Epoch[365](1821/5): Loss -0.5438, Sem 0.0685, dir -0.9504, norm 0.3381, swav 0.0000 LR: 9.726e-02 Score 97.736 Data time: 0.2750, Forward time: 0.7792, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 1.6644 [2020-10-18 16:43:20,229][root][INFO] - ===> Epoch[365](1822/5): Loss -0.5011, Sem 0.0731, dir -0.9409, norm 0.3666, swav 0.0000 LR: 9.726e-02 Score 97.630 Data time: 0.3563, Forward time: 0.7793, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.1943 [2020-10-18 16:43:22,585][root][INFO] - ===> Epoch[365](1823/5): Loss -0.4924, Sem 0.0787, dir -0.9405, norm 0.3694, swav 0.0000 LR: 9.726e-02 Score 97.395 Data time: 0.1098, Forward time: 0.7794, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.2516 [2020-10-18 16:43:24,922][root][INFO] - ===> Epoch[365](1824/5): Loss -0.5062, Sem 0.0738, dir -0.9428, norm 0.3627, swav 0.0000 LR: 9.726e-02 Score 97.545 Data time: 0.0693, Forward time: 0.7794, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.2491 [2020-10-18 16:43:27,164][root][INFO] - ===> Epoch[365](1825/5): Loss -0.4814, Sem 0.0811, dir -0.9374, norm 0.3749, swav 0.0000 LR: 9.726e-02 Score 97.272 Data time: 0.0639, Forward time: 0.7794, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.1350 [2020-10-18 16:43:29,059][root][INFO] - ===> Epoch[366](1826/5): Loss -0.5211, Sem 0.0681, dir -0.9475, norm 0.3583, swav 0.0000 LR: 9.726e-02 Score 97.789 Data time: 0.0773, Forward time: 0.7794, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.8262 [2020-10-18 16:43:31,192][root][INFO] - ===> Epoch[366](1827/5): Loss -0.5330, Sem 0.0684, dir -0.9443, norm 0.3430, swav 0.0000 LR: 9.726e-02 Score 97.855 Data time: 0.0770, Forward time: 0.7794, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.0057 [2020-10-18 16:43:32,899][root][INFO] - ===> Epoch[366](1828/5): Loss -0.5305, Sem 0.0780, dir -0.9463, norm 0.3378, swav 0.0000 LR: 9.725e-02 Score 97.435 Data time: 0.0667, Forward time: 0.7794, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.6110 [2020-10-18 16:43:35,203][root][INFO] - ===> Epoch[366](1829/5): Loss -0.5032, Sem 0.0760, dir -0.9417, norm 0.3625, swav 0.0000 LR: 9.725e-02 Score 97.468 Data time: 0.0561, Forward time: 0.7793, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.2205 [2020-10-18 16:43:37,159][root][INFO] - ===> Epoch[366](1830/5): Loss -0.5259, Sem 0.0747, dir -0.9430, norm 0.3424, swav 0.0000 LR: 9.725e-02 Score 97.590 Data time: 0.0601, Forward time: 0.7791, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.8641 [2020-10-18 16:43:39,124][root][INFO] - ===> Epoch[367](1831/5): Loss -0.5049, Sem 0.0784, dir -0.9431, norm 0.3597, swav 0.0000 LR: 9.725e-02 Score 97.476 Data time: 0.0789, Forward time: 0.7792, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.8682 [2020-10-18 16:43:41,472][root][INFO] - ===> Epoch[367](1832/5): Loss -0.5135, Sem 0.0627, dir -0.9475, norm 0.3713, swav 0.0000 LR: 9.725e-02 Score 97.963 Data time: 0.0744, Forward time: 0.7792, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.2273 [2020-10-18 16:43:43,428][root][INFO] - ===> Epoch[367](1833/5): Loss -0.5374, Sem 0.0704, dir -0.9452, norm 0.3374, swav 0.0000 LR: 9.725e-02 Score 97.645 Data time: 0.0802, Forward time: 0.7792, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.8608 [2020-10-18 16:43:45,536][root][INFO] - ===> Epoch[367](1834/5): Loss -0.4993, Sem 0.0664, dir -0.9457, norm 0.3800, swav 0.0000 LR: 9.724e-02 Score 97.763 Data time: 0.0551, Forward time: 0.7791, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.9975 [2020-10-18 16:43:47,478][root][INFO] - ===> Epoch[367](1835/5): Loss -0.5249, Sem 0.0747, dir -0.9440, norm 0.3443, swav 0.0000 LR: 9.724e-02 Score 97.534 Data time: 0.0607, Forward time: 0.7790, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.8217 [2020-10-18 16:43:49,472][root][INFO] - ===> Epoch[368](1836/5): Loss -0.5386, Sem 0.0702, dir -0.9459, norm 0.3371, swav 0.0000 LR: 9.724e-02 Score 97.590 Data time: 0.0857, Forward time: 0.7791, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.9000 [2020-10-18 16:43:52,307][root][INFO] - ===> Epoch[368](1837/5): Loss -0.4914, Sem 0.0733, dir -0.9397, norm 0.3750, swav 0.0000 LR: 9.724e-02 Score 97.606 Data time: 0.0796, Forward time: 0.7791, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.7386 [2020-10-18 16:43:54,394][root][INFO] - ===> Epoch[368](1838/5): Loss -0.5335, Sem 0.0725, dir -0.9435, norm 0.3375, swav 0.0000 LR: 9.724e-02 Score 97.627 Data time: 0.0674, Forward time: 0.7791, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.9538 [2020-10-18 16:43:56,680][root][INFO] - ===> Epoch[368](1839/5): Loss -0.5278, Sem 0.0669, dir -0.9451, norm 0.3503, swav 0.0000 LR: 9.724e-02 Score 97.789 Data time: 0.0954, Forward time: 0.7791, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.1826 [2020-10-18 16:43:58,751][root][INFO] - ===> Epoch[368](1840/5): Loss -0.5483, Sem 0.0671, dir -0.9477, norm 0.3324, swav 0.0000 LR: 9.724e-02 Score 97.801 Data time: 0.0748, Forward time: 0.7791, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 1.9596 [2020-10-18 16:44:00,934][root][INFO] - ===> Epoch[369](1841/5): Loss -0.5173, Sem 0.0783, dir -0.9449, norm 0.3493, swav 0.0000 LR: 9.723e-02 Score 97.448 Data time: 0.0610, Forward time: 0.7790, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0862 [2020-10-18 16:44:03,218][root][INFO] - ===> Epoch[369](1842/5): Loss -0.5434, Sem 0.0696, dir -0.9471, norm 0.3341, swav 0.0000 LR: 9.723e-02 Score 97.697 Data time: 0.1207, Forward time: 0.7791, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.1877 [2020-10-18 16:44:05,408][root][INFO] - ===> Epoch[369](1843/5): Loss -0.5340, Sem 0.0719, dir -0.9461, norm 0.3402, swav 0.0000 LR: 9.723e-02 Score 97.650 Data time: 0.0940, Forward time: 0.7792, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.0524 [2020-10-18 16:44:07,367][root][INFO] - ===> Epoch[369](1844/5): Loss -0.5109, Sem 0.0658, dir -0.9433, norm 0.3665, swav 0.0000 LR: 9.723e-02 Score 97.903 Data time: 0.0710, Forward time: 0.7792, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.8293 [2020-10-18 16:44:09,533][root][INFO] - ===> Epoch[369](1845/5): Loss -0.5359, Sem 0.0725, dir -0.9436, norm 0.3351, swav 0.0000 LR: 9.723e-02 Score 97.579 Data time: 0.0605, Forward time: 0.7792, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.0455 [2020-10-18 16:44:12,338][root][INFO] - ===> Epoch[370](1846/5): Loss -0.5025, Sem 0.0761, dir -0.9428, norm 0.3642, swav 0.0000 LR: 9.723e-02 Score 97.529 Data time: 0.1332, Forward time: 0.7794, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.6937 [2020-10-18 16:44:14,432][root][INFO] - ===> Epoch[370](1847/5): Loss -0.5105, Sem 0.0660, dir -0.9442, norm 0.3676, swav 0.0000 LR: 9.723e-02 Score 97.775 Data time: 0.1898, Forward time: 0.7795, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 1.9711 [2020-10-18 16:44:16,799][root][INFO] - ===> Epoch[370](1848/5): Loss -0.5390, Sem 0.0704, dir -0.9496, norm 0.3402, swav 0.0000 LR: 9.722e-02 Score 97.685 Data time: 0.0911, Forward time: 0.7796, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.2608 [2020-10-18 16:44:18,867][root][INFO] - ===> Epoch[370](1849/5): Loss -0.5461, Sem 0.0738, dir -0.9403, norm 0.3203, swav 0.0000 LR: 9.722e-02 Score 97.511 Data time: 0.0743, Forward time: 0.7796, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 1.9341 [2020-10-18 16:44:21,491][root][INFO] - ===> Epoch[370](1850/5): Loss -0.4761, Sem 0.0748, dir -0.9396, norm 0.3887, swav 0.0000 LR: 9.722e-02 Score 97.571 Data time: 0.0578, Forward time: 0.7796, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.5134 [2020-10-18 16:44:24,347][root][INFO] - ===> Epoch[371](1851/5): Loss -0.5148, Sem 0.0795, dir -0.9415, norm 0.3472, swav 0.0000 LR: 9.722e-02 Score 97.413 Data time: 0.0553, Forward time: 0.7794, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.7541 [2020-10-18 16:44:26,482][root][INFO] - ===> Epoch[371](1852/5): Loss -0.5196, Sem 0.0703, dir -0.9412, norm 0.3512, swav 0.0000 LR: 9.722e-02 Score 97.651 Data time: 0.0788, Forward time: 0.7794, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0491 [2020-10-18 16:44:28,514][root][INFO] - ===> Epoch[371](1853/5): Loss -0.5240, Sem 0.0669, dir -0.9472, norm 0.3563, swav 0.0000 LR: 9.722e-02 Score 97.770 Data time: 0.0740, Forward time: 0.7795, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.9213 [2020-10-18 16:44:30,547][root][INFO] - ===> Epoch[371](1854/5): Loss -0.5498, Sem 0.0696, dir -0.9492, norm 0.3297, swav 0.0000 LR: 9.721e-02 Score 97.661 Data time: 0.0834, Forward time: 0.7794, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.9258 [2020-10-18 16:44:33,355][root][INFO] - ===> Epoch[371](1855/5): Loss -0.5312, Sem 0.0652, dir -0.9459, norm 0.3495, swav 0.0000 LR: 9.721e-02 Score 97.825 Data time: 0.0660, Forward time: 0.7794, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.7252 [2020-10-18 16:44:35,239][root][INFO] - ===> Epoch[372](1856/5): Loss -0.5157, Sem 0.0711, dir -0.9403, norm 0.3535, swav 0.0000 LR: 9.721e-02 Score 97.660 Data time: 0.0650, Forward time: 0.7792, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.7740 [2020-10-18 16:44:37,545][root][INFO] - ===> Epoch[372](1857/5): Loss -0.5363, Sem 0.0657, dir -0.9492, norm 0.3471, swav 0.0000 LR: 9.721e-02 Score 97.769 Data time: 0.0926, Forward time: 0.7791, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.2271 [2020-10-18 16:44:39,910][root][INFO] - ===> Epoch[372](1858/5): Loss -0.5471, Sem 0.0773, dir -0.9425, norm 0.3181, swav 0.0000 LR: 9.721e-02 Score 97.472 Data time: 0.4126, Forward time: 0.7792, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.2707 [2020-10-18 16:44:42,609][root][INFO] - ===> Epoch[372](1859/5): Loss -0.5305, Sem 0.0653, dir -0.9455, norm 0.3496, swav 0.0000 LR: 9.721e-02 Score 97.814 Data time: 0.1017, Forward time: 0.7794, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.5921 [2020-10-18 16:44:44,733][root][INFO] - ===> Epoch[372](1860/5): Loss -0.5349, Sem 0.0742, dir -0.9429, norm 0.3338, swav 0.0000 LR: 9.721e-02 Score 97.585 Data time: 0.0711, Forward time: 0.7795, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0006 [2020-10-18 16:44:47,103][root][INFO] - ===> Epoch[373](1861/5): Loss -0.5142, Sem 0.0666, dir -0.9485, norm 0.3677, swav 0.0000 LR: 9.720e-02 Score 97.770 Data time: 0.0520, Forward time: 0.7793, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.2445 [2020-10-18 16:44:49,102][root][INFO] - ===> Epoch[373](1862/5): Loss -0.5460, Sem 0.0673, dir -0.9466, norm 0.3332, swav 0.0000 LR: 9.720e-02 Score 97.762 Data time: 0.0627, Forward time: 0.7793, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.9703 [2020-10-18 16:44:51,203][root][INFO] - ===> Epoch[373](1863/5): Loss -0.5300, Sem 0.0694, dir -0.9417, norm 0.3422, swav 0.0000 LR: 9.720e-02 Score 97.734 Data time: 0.0792, Forward time: 0.7794, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.9890 [2020-10-18 16:44:53,078][root][INFO] - ===> Epoch[373](1864/5): Loss -0.5625, Sem 0.0649, dir -0.9478, norm 0.3204, swav 0.0000 LR: 9.720e-02 Score 97.874 Data time: 0.0700, Forward time: 0.7794, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.7614 [2020-10-18 16:44:55,051][root][INFO] - ===> Epoch[373](1865/5): Loss -0.5395, Sem 0.0667, dir -0.9437, norm 0.3374, swav 0.0000 LR: 9.720e-02 Score 97.731 Data time: 0.0595, Forward time: 0.7793, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.8823 [2020-10-18 16:44:57,213][root][INFO] - ===> Epoch[374](1866/5): Loss -0.5454, Sem 0.0741, dir -0.9445, norm 0.3250, swav 0.0000 LR: 9.720e-02 Score 97.602 Data time: 0.0584, Forward time: 0.7792, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.0701 [2020-10-18 16:44:59,887][root][INFO] - ===> Epoch[374](1867/5): Loss -0.5103, Sem 0.0715, dir -0.9430, norm 0.3613, swav 0.0000 LR: 9.720e-02 Score 97.654 Data time: 0.0680, Forward time: 0.7791, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.5851 [2020-10-18 16:45:02,239][root][INFO] - ===> Epoch[374](1868/5): Loss -0.5696, Sem 0.0616, dir -0.9474, norm 0.3162, swav 0.0000 LR: 9.719e-02 Score 98.002 Data time: 0.0638, Forward time: 0.7791, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.2409 [2020-10-18 16:45:04,164][root][INFO] - ===> Epoch[374](1869/5): Loss -0.5194, Sem 0.0692, dir -0.9416, norm 0.3529, swav 0.0000 LR: 9.719e-02 Score 97.679 Data time: 0.0774, Forward time: 0.7791, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.8293 [2020-10-18 16:45:06,336][root][INFO] - ===> Epoch[374](1870/5): Loss -0.4989, Sem 0.0783, dir -0.9450, norm 0.3678, swav 0.0000 LR: 9.719e-02 Score 97.347 Data time: 0.0786, Forward time: 0.7791, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0431 [2020-10-18 16:45:09,137][root][INFO] - ===> Epoch[375](1871/5): Loss -0.5138, Sem 0.0747, dir -0.9390, norm 0.3505, swav 0.0000 LR: 9.719e-02 Score 97.517 Data time: 0.0849, Forward time: 0.7791, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.7017 [2020-10-18 16:45:11,116][root][INFO] - ===> Epoch[375](1872/5): Loss -0.5515, Sem 0.0721, dir -0.9490, norm 0.3253, swav 0.0000 LR: 9.719e-02 Score 97.743 Data time: 0.0896, Forward time: 0.7792, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.8502 [2020-10-18 16:45:13,423][root][INFO] - ===> Epoch[375](1873/5): Loss -0.4970, Sem 0.0815, dir -0.9424, norm 0.3640, swav 0.0000 LR: 9.719e-02 Score 97.389 Data time: 0.0807, Forward time: 0.7792, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.1952 [2020-10-18 16:45:15,724][root][INFO] - ===> Epoch[375](1874/5): Loss -0.5502, Sem 0.0661, dir -0.9488, norm 0.3326, swav 0.0000 LR: 9.718e-02 Score 97.832 Data time: 0.0604, Forward time: 0.7791, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.1863 [2020-10-18 16:45:17,891][root][INFO] - ===> Epoch[375](1875/5): Loss -0.5496, Sem 0.0714, dir -0.9491, norm 0.3282, swav 0.0000 LR: 9.718e-02 Score 97.663 Data time: 0.0931, Forward time: 0.7792, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0782 [2020-10-18 16:45:19,903][root][INFO] - ===> Epoch[376](1876/5): Loss -0.5523, Sem 0.0611, dir -0.9464, norm 0.3330, swav 0.0000 LR: 9.718e-02 Score 97.987 Data time: 0.0470, Forward time: 0.7791, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.9105 [2020-10-18 16:45:22,668][root][INFO] - ===> Epoch[376](1877/5): Loss -0.5368, Sem 0.0739, dir -0.9450, norm 0.3342, swav 0.0000 LR: 9.718e-02 Score 97.579 Data time: 0.0483, Forward time: 0.7790, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.6880 [2020-10-18 16:45:24,532][root][INFO] - ===> Epoch[376](1878/5): Loss -0.5260, Sem 0.0739, dir -0.9415, norm 0.3416, swav 0.0000 LR: 9.718e-02 Score 97.520 Data time: 0.0720, Forward time: 0.7790, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.7805 [2020-10-18 16:45:27,531][root][INFO] - ===> Epoch[376](1879/5): Loss -0.5332, Sem 0.0730, dir -0.9500, norm 0.3438, swav 0.0000 LR: 9.718e-02 Score 97.683 Data time: 0.0846, Forward time: 0.7791, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.8787 [2020-10-18 16:45:29,402][root][INFO] - ===> Epoch[376](1880/5): Loss -0.5678, Sem 0.0625, dir -0.9499, norm 0.3197, swav 0.0000 LR: 9.718e-02 Score 97.898 Data time: 0.0623, Forward time: 0.7790, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.7376 [2020-10-18 16:45:31,519][root][INFO] - ===> Epoch[377](1881/5): Loss -0.5334, Sem 0.0726, dir -0.9484, norm 0.3425, swav 0.0000 LR: 9.717e-02 Score 97.583 Data time: 0.0572, Forward time: 0.7789, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.0143 [2020-10-18 16:45:33,927][root][INFO] - ===> Epoch[377](1882/5): Loss -0.5232, Sem 0.0713, dir -0.9418, norm 0.3473, swav 0.0000 LR: 9.717e-02 Score 97.587 Data time: 0.1984, Forward time: 0.7788, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.3218 [2020-10-18 16:45:35,937][root][INFO] - ===> Epoch[377](1883/5): Loss -0.5269, Sem 0.0700, dir -0.9448, norm 0.3479, swav 0.0000 LR: 9.717e-02 Score 97.700 Data time: 0.0865, Forward time: 0.7789, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.8948 [2020-10-18 16:45:38,062][root][INFO] - ===> Epoch[377](1884/5): Loss -0.5120, Sem 0.0752, dir -0.9472, norm 0.3600, swav 0.0000 LR: 9.717e-02 Score 97.636 Data time: 0.0890, Forward time: 0.7789, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0179 [2020-10-18 16:45:40,543][root][INFO] - ===> Epoch[377](1885/5): Loss -0.5419, Sem 0.0718, dir -0.9478, norm 0.3341, swav 0.0000 LR: 9.717e-02 Score 97.610 Data time: 0.0786, Forward time: 0.7790, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.3662 [2020-10-18 16:45:42,680][root][INFO] - ===> Epoch[378](1886/5): Loss -0.4973, Sem 0.0760, dir -0.9431, norm 0.3698, swav 0.0000 LR: 9.717e-02 Score 97.575 Data time: 0.0526, Forward time: 0.7788, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.0356 [2020-10-18 16:45:45,002][root][INFO] - ===> Epoch[378](1887/5): Loss -0.5579, Sem 0.0679, dir -0.9516, norm 0.3258, swav 0.0000 LR: 9.717e-02 Score 97.738 Data time: 0.0609, Forward time: 0.7788, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.2864 [2020-10-18 16:45:47,476][root][INFO] - ===> Epoch[378](1888/5): Loss -0.4861, Sem 0.0843, dir -0.9378, norm 0.3674, swav 0.0000 LR: 9.716e-02 Score 97.284 Data time: 0.0838, Forward time: 0.7789, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.3927 [2020-10-18 16:45:49,697][root][INFO] - ===> Epoch[378](1889/5): Loss -0.5503, Sem 0.0686, dir -0.9443, norm 0.3253, swav 0.0000 LR: 9.716e-02 Score 97.659 Data time: 0.0560, Forward time: 0.7788, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.1196 [2020-10-18 16:45:52,122][root][INFO] - ===> Epoch[378](1890/5): Loss -0.5527, Sem 0.0610, dir -0.9497, norm 0.3360, swav 0.0000 LR: 9.716e-02 Score 98.020 Data time: 0.0738, Forward time: 0.7788, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.3420 [2020-10-18 16:45:54,570][root][INFO] - ===> Epoch[379](1891/5): Loss -0.5322, Sem 0.0768, dir -0.9421, norm 0.3331, swav 0.0000 LR: 9.716e-02 Score 97.471 Data time: 0.0925, Forward time: 0.7789, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.3566 [2020-10-18 16:45:56,796][root][INFO] - ===> Epoch[379](1892/5): Loss -0.5082, Sem 0.0734, dir -0.9444, norm 0.3628, swav 0.0000 LR: 9.716e-02 Score 97.608 Data time: 0.0691, Forward time: 0.7789, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.1210 [2020-10-18 16:45:59,310][root][INFO] - ===> Epoch[379](1893/5): Loss -0.5344, Sem 0.0796, dir -0.9481, norm 0.3341, swav 0.0000 LR: 9.716e-02 Score 97.523 Data time: 0.0625, Forward time: 0.7788, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 2.4140 [2020-10-18 16:46:01,142][root][INFO] - ===> Epoch[379](1894/5): Loss -0.5436, Sem 0.0663, dir -0.9415, norm 0.3317, swav 0.0000 LR: 9.715e-02 Score 97.845 Data time: 0.0631, Forward time: 0.7787, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 1.7431 [2020-10-18 16:46:03,361][root][INFO] - ===> Epoch[379](1895/5): Loss -0.5035, Sem 0.0753, dir -0.9412, norm 0.3625, swav 0.0000 LR: 9.715e-02 Score 97.481 Data time: 0.0692, Forward time: 0.7787, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 2.1153 [2020-10-18 16:46:05,509][root][INFO] - ===> Epoch[380](1896/5): Loss -0.5446, Sem 0.0715, dir -0.9428, norm 0.3267, swav 0.0000 LR: 9.715e-02 Score 97.690 Data time: 0.0708, Forward time: 0.7786, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 2.0300 [2020-10-18 16:46:08,092][root][INFO] - ===> Epoch[380](1897/5): Loss -0.5092, Sem 0.0704, dir -0.9438, norm 0.3642, swav 0.0000 LR: 9.715e-02 Score 97.733 Data time: 0.0846, Forward time: 0.7787, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 2.4678 [2020-10-18 16:46:10,047][root][INFO] - ===> Epoch[380](1898/5): Loss -0.5323, Sem 0.0619, dir -0.9465, norm 0.3523, swav 0.0000 LR: 9.715e-02 Score 98.003 Data time: 0.0681, Forward time: 0.7786, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 1.8358 [2020-10-18 16:46:11,989][root][INFO] - ===> Epoch[380](1899/5): Loss -0.5124, Sem 0.0689, dir -0.9456, norm 0.3643, swav 0.0000 LR: 9.715e-02 Score 97.698 Data time: 0.0868, Forward time: 0.7787, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 1.8486 [2020-10-18 16:46:13,847][root][INFO] - ===> Epoch[380](1900/5): Loss -0.5294, Sem 0.0729, dir -0.9444, norm 0.3421, swav 0.0000 LR: 9.715e-02 Score 97.621 Data time: 0.0830, Forward time: 0.7787, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.7470 [2020-10-18 16:46:15,162][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 16:46:17,096][root][INFO] - ===> Epoch[381](1901/5): Loss -0.5512, Sem 0.0720, dir -0.9461, norm 0.3228, swav 0.0000 LR: 9.714e-02 Score 97.632 Data time: 0.0856, Forward time: 0.7787, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.7202 [2020-10-18 16:46:19,315][root][INFO] - ===> Epoch[381](1902/5): Loss -0.5387, Sem 0.0739, dir -0.9434, norm 0.3307, swav 0.0000 LR: 9.714e-02 Score 97.563 Data time: 0.0925, Forward time: 0.7788, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.0949 [2020-10-18 16:46:21,625][root][INFO] - ===> Epoch[381](1903/5): Loss -0.5636, Sem 0.0602, dir -0.9496, norm 0.3258, swav 0.0000 LR: 9.714e-02 Score 97.999 Data time: 0.0591, Forward time: 0.7787, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.2000 [2020-10-18 16:46:23,678][root][INFO] - ===> Epoch[381](1904/5): Loss -0.5166, Sem 0.0791, dir -0.9402, norm 0.3446, swav 0.0000 LR: 9.714e-02 Score 97.410 Data time: 0.0702, Forward time: 0.7787, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.9615 [2020-10-18 16:46:25,442][root][INFO] - ===> Epoch[381](1905/5): Loss -0.5523, Sem 0.0744, dir -0.9486, norm 0.3219, swav 0.0000 LR: 9.714e-02 Score 97.559 Data time: 0.0494, Forward time: 0.7786, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.6547 [2020-10-18 16:46:28,013][root][INFO] - ===> Epoch[382](1906/5): Loss -0.5438, Sem 0.0713, dir -0.9453, norm 0.3302, swav 0.0000 LR: 9.714e-02 Score 97.634 Data time: 0.0770, Forward time: 0.7787, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.4811 [2020-10-18 16:46:30,455][root][INFO] - ===> Epoch[382](1907/5): Loss -0.5280, Sem 0.0684, dir -0.9471, norm 0.3507, swav 0.0000 LR: 9.713e-02 Score 97.760 Data time: 0.0787, Forward time: 0.7787, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.3300 [2020-10-18 16:46:32,899][root][INFO] - ===> Epoch[382](1908/5): Loss -0.5672, Sem 0.0655, dir -0.9486, norm 0.3159, swav 0.0000 LR: 9.713e-02 Score 97.804 Data time: 0.0752, Forward time: 0.7787, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.3322 [2020-10-18 16:46:34,785][root][INFO] - ===> Epoch[382](1909/5): Loss -0.5433, Sem 0.0716, dir -0.9470, norm 0.3321, swav 0.0000 LR: 9.713e-02 Score 97.588 Data time: 0.0767, Forward time: 0.7787, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.7700 [2020-10-18 16:46:37,194][root][INFO] - ===> Epoch[382](1910/5): Loss -0.5307, Sem 0.0764, dir -0.9465, norm 0.3393, swav 0.0000 LR: 9.713e-02 Score 97.460 Data time: 0.0787, Forward time: 0.7786, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.2899 [2020-10-18 16:46:39,160][root][INFO] - ===> Epoch[383](1911/5): Loss -0.5259, Sem 0.0694, dir -0.9431, norm 0.3478, swav 0.0000 LR: 9.713e-02 Score 97.739 Data time: 0.0727, Forward time: 0.7786, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.8619 [2020-10-18 16:46:41,316][root][INFO] - ===> Epoch[383](1912/5): Loss -0.5393, Sem 0.0690, dir -0.9477, norm 0.3394, swav 0.0000 LR: 9.713e-02 Score 97.670 Data time: 0.0816, Forward time: 0.7787, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0463 [2020-10-18 16:46:43,621][root][INFO] - ===> Epoch[383](1913/5): Loss -0.5635, Sem 0.0730, dir -0.9506, norm 0.3141, swav 0.0000 LR: 9.713e-02 Score 97.566 Data time: 0.0909, Forward time: 0.7788, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.1985 [2020-10-18 16:46:45,621][root][INFO] - ===> Epoch[383](1914/5): Loss -0.5291, Sem 0.0696, dir -0.9456, norm 0.3469, swav 0.0000 LR: 9.712e-02 Score 97.787 Data time: 0.0731, Forward time: 0.7788, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.9047 [2020-10-18 16:46:47,998][root][INFO] - ===> Epoch[383](1915/5): Loss -0.5186, Sem 0.0688, dir -0.9424, norm 0.3550, swav 0.0000 LR: 9.712e-02 Score 97.738 Data time: 0.0630, Forward time: 0.7788, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.2885 [2020-10-18 16:46:50,244][root][INFO] - ===> Epoch[384](1916/5): Loss -0.5339, Sem 0.0782, dir -0.9472, norm 0.3351, swav 0.0000 LR: 9.712e-02 Score 97.482 Data time: 0.0532, Forward time: 0.7787, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.1361 [2020-10-18 16:46:52,406][root][INFO] - ===> Epoch[384](1917/5): Loss -0.5212, Sem 0.0755, dir -0.9442, norm 0.3475, swav 0.0000 LR: 9.712e-02 Score 97.549 Data time: 0.0595, Forward time: 0.7786, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0943 [2020-10-18 16:46:54,680][root][INFO] - ===> Epoch[384](1918/5): Loss -0.5738, Sem 0.0624, dir -0.9515, norm 0.3153, swav 0.0000 LR: 9.712e-02 Score 97.961 Data time: 0.0648, Forward time: 0.7785, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.1926 [2020-10-18 16:46:57,003][root][INFO] - ===> Epoch[384](1919/5): Loss -0.5195, Sem 0.0701, dir -0.9421, norm 0.3526, swav 0.0000 LR: 9.712e-02 Score 97.656 Data time: 0.0674, Forward time: 0.7785, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.2226 [2020-10-18 16:46:59,169][root][INFO] - ===> Epoch[384](1920/5): Loss -0.4945, Sem 0.0831, dir -0.9390, norm 0.3614, swav 0.0000 LR: 9.712e-02 Score 97.238 Data time: 0.2681, Forward time: 0.7786, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0668 [2020-10-18 16:47:01,664][root][INFO] - ===> Epoch[385](1921/5): Loss -0.5253, Sem 0.0724, dir -0.9435, norm 0.3457, swav 0.0000 LR: 9.711e-02 Score 97.661 Data time: 0.0966, Forward time: 0.7787, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.3833 [2020-10-18 16:47:04,175][root][INFO] - ===> Epoch[385](1922/5): Loss -0.5375, Sem 0.0665, dir -0.9506, norm 0.3466, swav 0.0000 LR: 9.711e-02 Score 97.772 Data time: 0.0973, Forward time: 0.7789, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.3831 [2020-10-18 16:47:06,119][root][INFO] - ===> Epoch[385](1923/5): Loss -0.5678, Sem 0.0773, dir -0.9442, norm 0.2991, swav 0.0000 LR: 9.711e-02 Score 97.358 Data time: 0.0680, Forward time: 0.7789, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.8268 [2020-10-18 16:47:08,186][root][INFO] - ===> Epoch[385](1924/5): Loss -0.5483, Sem 0.0729, dir -0.9465, norm 0.3253, swav 0.0000 LR: 9.711e-02 Score 97.613 Data time: 0.1559, Forward time: 0.7788, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.9680 [2020-10-18 16:47:10,672][root][INFO] - ===> Epoch[385](1925/5): Loss -0.5204, Sem 0.0665, dir -0.9479, norm 0.3609, swav 0.0000 LR: 9.711e-02 Score 97.846 Data time: 0.0789, Forward time: 0.7789, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.4211 [2020-10-18 16:47:12,821][root][INFO] - ===> Epoch[386](1926/5): Loss -0.5217, Sem 0.0767, dir -0.9442, norm 0.3458, swav 0.0000 LR: 9.711e-02 Score 97.491 Data time: 0.0622, Forward time: 0.7788, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.0353 [2020-10-18 16:47:15,074][root][INFO] - ===> Epoch[386](1927/5): Loss -0.5543, Sem 0.0685, dir -0.9480, norm 0.3252, swav 0.0000 LR: 9.710e-02 Score 97.684 Data time: 0.0792, Forward time: 0.7788, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.1710 [2020-10-18 16:47:16,839][root][INFO] - ===> Epoch[386](1928/5): Loss -0.5536, Sem 0.0644, dir -0.9464, norm 0.3284, swav 0.0000 LR: 9.710e-02 Score 97.858 Data time: 0.0851, Forward time: 0.7788, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 1.6523 [2020-10-18 16:47:19,218][root][INFO] - ===> Epoch[386](1929/5): Loss -0.5442, Sem 0.0696, dir -0.9461, norm 0.3324, swav 0.0000 LR: 9.710e-02 Score 97.682 Data time: 0.0794, Forward time: 0.7789, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.2818 [2020-10-18 16:47:21,733][root][INFO] - ===> Epoch[386](1930/5): Loss -0.5271, Sem 0.0646, dir -0.9468, norm 0.3551, swav 0.0000 LR: 9.710e-02 Score 97.867 Data time: 0.0742, Forward time: 0.7789, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.4080 [2020-10-18 16:47:23,897][root][INFO] - ===> Epoch[387](1931/5): Loss -0.5266, Sem 0.0755, dir -0.9428, norm 0.3407, swav 0.0000 LR: 9.710e-02 Score 97.560 Data time: 0.0632, Forward time: 0.7788, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0534 [2020-10-18 16:47:26,002][root][INFO] - ===> Epoch[387](1932/5): Loss -0.5318, Sem 0.0651, dir -0.9481, norm 0.3512, swav 0.0000 LR: 9.710e-02 Score 97.831 Data time: 0.0727, Forward time: 0.7789, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0118 [2020-10-18 16:47:28,256][root][INFO] - ===> Epoch[387](1933/5): Loss -0.5480, Sem 0.0640, dir -0.9463, norm 0.3343, swav 0.0000 LR: 9.710e-02 Score 97.903 Data time: 0.0737, Forward time: 0.7788, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.1545 [2020-10-18 16:47:30,426][root][INFO] - ===> Epoch[387](1934/5): Loss -0.5260, Sem 0.0666, dir -0.9481, norm 0.3556, swav 0.0000 LR: 9.709e-02 Score 97.779 Data time: 0.0743, Forward time: 0.7787, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0773 [2020-10-18 16:47:32,611][root][INFO] - ===> Epoch[387](1935/5): Loss -0.5420, Sem 0.0636, dir -0.9461, norm 0.3406, swav 0.0000 LR: 9.709e-02 Score 97.893 Data time: 0.2032, Forward time: 0.7787, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0838 [2020-10-18 16:47:34,884][root][INFO] - ===> Epoch[388](1936/5): Loss -0.5667, Sem 0.0731, dir -0.9480, norm 0.3081, swav 0.0000 LR: 9.709e-02 Score 97.588 Data time: 0.0958, Forward time: 0.7788, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.1552 [2020-10-18 16:47:36,810][root][INFO] - ===> Epoch[388](1937/5): Loss -0.5135, Sem 0.0722, dir -0.9411, norm 0.3555, swav 0.0000 LR: 9.709e-02 Score 97.611 Data time: 0.0696, Forward time: 0.7788, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.8024 [2020-10-18 16:47:38,962][root][INFO] - ===> Epoch[388](1938/5): Loss -0.5347, Sem 0.0668, dir -0.9440, norm 0.3425, swav 0.0000 LR: 9.709e-02 Score 97.821 Data time: 0.0639, Forward time: 0.7788, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.0669 [2020-10-18 16:47:40,674][root][INFO] - ===> Epoch[388](1939/5): Loss -0.6000, Sem 0.0626, dir -0.9510, norm 0.2884, swav 0.0000 LR: 9.709e-02 Score 97.937 Data time: 0.0567, Forward time: 0.7787, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.6213 [2020-10-18 16:47:42,589][root][INFO] - ===> Epoch[388](1940/5): Loss -0.5017, Sem 0.0806, dir -0.9448, norm 0.3626, swav 0.0000 LR: 9.709e-02 Score 97.299 Data time: 0.0900, Forward time: 0.7786, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 1.8333 [2020-10-18 16:47:44,770][root][INFO] - ===> Epoch[389](1941/5): Loss -0.5244, Sem 0.0632, dir -0.9502, norm 0.3627, swav 0.0000 LR: 9.708e-02 Score 97.900 Data time: 0.0823, Forward time: 0.7786, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.0597 [2020-10-18 16:47:47,436][root][INFO] - ===> Epoch[389](1942/5): Loss -0.4759, Sem 0.0767, dir -0.9436, norm 0.3910, swav 0.0000 LR: 9.708e-02 Score 97.609 Data time: 0.0679, Forward time: 0.7786, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.5377 [2020-10-18 16:47:49,236][root][INFO] - ===> Epoch[389](1943/5): Loss -0.5227, Sem 0.0813, dir -0.9394, norm 0.3353, swav 0.0000 LR: 9.708e-02 Score 97.299 Data time: 0.0758, Forward time: 0.7786, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 1.7188 [2020-10-18 16:47:51,308][root][INFO] - ===> Epoch[389](1944/5): Loss -0.5358, Sem 0.0676, dir -0.9514, norm 0.3480, swav 0.0000 LR: 9.708e-02 Score 97.768 Data time: 0.0801, Forward time: 0.7787, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 1.9741 [2020-10-18 16:47:53,522][root][INFO] - ===> Epoch[389](1945/5): Loss -0.5522, Sem 0.0778, dir -0.9458, norm 0.3157, swav 0.0000 LR: 9.708e-02 Score 97.464 Data time: 0.0808, Forward time: 0.7787, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.0882 [2020-10-18 16:47:56,076][root][INFO] - ===> Epoch[390](1946/5): Loss -0.5455, Sem 0.0610, dir -0.9473, norm 0.3408, swav 0.0000 LR: 9.708e-02 Score 98.018 Data time: 0.0847, Forward time: 0.7787, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.4501 [2020-10-18 16:47:58,777][root][INFO] - ===> Epoch[390](1947/5): Loss -0.5229, Sem 0.0709, dir -0.9442, norm 0.3504, swav 0.0000 LR: 9.707e-02 Score 97.672 Data time: 0.0805, Forward time: 0.7788, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.5545 [2020-10-18 16:48:00,605][root][INFO] - ===> Epoch[390](1948/5): Loss -0.5701, Sem 0.0746, dir -0.9478, norm 0.3032, swav 0.0000 LR: 9.707e-02 Score 97.521 Data time: 0.0544, Forward time: 0.7787, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 1.7156 [2020-10-18 16:48:02,964][root][INFO] - ===> Epoch[390](1949/5): Loss -0.5267, Sem 0.0679, dir -0.9481, norm 0.3536, swav 0.0000 LR: 9.707e-02 Score 97.758 Data time: 0.0595, Forward time: 0.7786, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.2656 [2020-10-18 16:48:05,353][root][INFO] - ===> Epoch[390](1950/5): Loss -0.5306, Sem 0.0698, dir -0.9464, norm 0.3461, swav 0.0000 LR: 9.707e-02 Score 97.720 Data time: 0.0494, Forward time: 0.7785, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.3008 [2020-10-18 16:48:07,430][root][INFO] - ===> Epoch[391](1951/5): Loss -0.5404, Sem 0.0758, dir -0.9460, norm 0.3298, swav 0.0000 LR: 9.707e-02 Score 97.495 Data time: 0.0518, Forward time: 0.7783, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 1.9955 [2020-10-18 16:48:09,610][root][INFO] - ===> Epoch[391](1952/5): Loss -0.5038, Sem 0.0759, dir -0.9484, norm 0.3686, swav 0.0000 LR: 9.707e-02 Score 97.630 Data time: 0.0651, Forward time: 0.7783, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.1177 [2020-10-18 16:48:11,670][root][INFO] - ===> Epoch[391](1953/5): Loss -0.5433, Sem 0.0689, dir -0.9480, norm 0.3358, swav 0.0000 LR: 9.707e-02 Score 97.790 Data time: 0.0739, Forward time: 0.7783, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 1.9529 [2020-10-18 16:48:13,928][root][INFO] - ===> Epoch[391](1954/5): Loss -0.5316, Sem 0.0740, dir -0.9435, norm 0.3379, swav 0.0000 LR: 9.706e-02 Score 97.574 Data time: 0.0524, Forward time: 0.7782, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.1418 [2020-10-18 16:48:16,241][root][INFO] - ===> Epoch[391](1955/5): Loss -0.5498, Sem 0.0674, dir -0.9469, norm 0.3296, swav 0.0000 LR: 9.706e-02 Score 97.748 Data time: 0.0549, Forward time: 0.7780, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.2037 [2020-10-18 16:48:18,942][root][INFO] - ===> Epoch[392](1956/5): Loss -0.5644, Sem 0.0645, dir -0.9485, norm 0.3196, swav 0.0000 LR: 9.706e-02 Score 97.878 Data time: 0.0758, Forward time: 0.7781, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.6192 [2020-10-18 16:48:21,062][root][INFO] - ===> Epoch[392](1957/5): Loss -0.5656, Sem 0.0629, dir -0.9523, norm 0.3238, swav 0.0000 LR: 9.706e-02 Score 97.926 Data time: 0.0774, Forward time: 0.7781, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.0071 [2020-10-18 16:48:23,052][root][INFO] - ===> Epoch[392](1958/5): Loss -0.5525, Sem 0.0677, dir -0.9456, norm 0.3254, swav 0.0000 LR: 9.706e-02 Score 97.735 Data time: 0.0613, Forward time: 0.7780, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.8832 [2020-10-18 16:48:25,390][root][INFO] - ===> Epoch[392](1959/5): Loss -0.5315, Sem 0.0681, dir -0.9479, norm 0.3482, swav 0.0000 LR: 9.706e-02 Score 97.756 Data time: 0.0795, Forward time: 0.7781, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.2358 [2020-10-18 16:48:27,436][root][INFO] - ===> Epoch[392](1960/5): Loss -0.5179, Sem 0.0753, dir -0.9471, norm 0.3539, swav 0.0000 LR: 9.706e-02 Score 97.540 Data time: 0.0641, Forward time: 0.7780, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.9345 [2020-10-18 16:48:29,597][root][INFO] - ===> Epoch[393](1961/5): Loss -0.5450, Sem 0.0661, dir -0.9489, norm 0.3379, swav 0.0000 LR: 9.705e-02 Score 97.815 Data time: 0.0752, Forward time: 0.7780, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0377 [2020-10-18 16:48:31,881][root][INFO] - ===> Epoch[393](1962/5): Loss -0.5570, Sem 0.0702, dir -0.9466, norm 0.3194, swav 0.0000 LR: 9.705e-02 Score 97.658 Data time: 0.0567, Forward time: 0.7779, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.1728 [2020-10-18 16:48:33,905][root][INFO] - ===> Epoch[393](1963/5): Loss -0.5263, Sem 0.0754, dir -0.9398, norm 0.3382, swav 0.0000 LR: 9.705e-02 Score 97.504 Data time: 0.0701, Forward time: 0.7779, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.9320 [2020-10-18 16:48:36,101][root][INFO] - ===> Epoch[393](1964/5): Loss -0.5667, Sem 0.0674, dir -0.9488, norm 0.3147, swav 0.0000 LR: 9.705e-02 Score 97.791 Data time: 0.0959, Forward time: 0.7780, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0970 [2020-10-18 16:48:38,269][root][INFO] - ===> Epoch[393](1965/5): Loss -0.5024, Sem 0.0740, dir -0.9389, norm 0.3624, swav 0.0000 LR: 9.705e-02 Score 97.593 Data time: 0.0702, Forward time: 0.7780, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0601 [2020-10-18 16:48:40,385][root][INFO] - ===> Epoch[394](1966/5): Loss -0.5888, Sem 0.0648, dir -0.9519, norm 0.2983, swav 0.0000 LR: 9.705e-02 Score 97.844 Data time: 0.1452, Forward time: 0.7779, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0119 [2020-10-18 16:48:42,644][root][INFO] - ===> Epoch[394](1967/5): Loss -0.5496, Sem 0.0618, dir -0.9501, norm 0.3387, swav 0.0000 LR: 9.704e-02 Score 97.946 Data time: 0.1078, Forward time: 0.7780, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.1622 [2020-10-18 16:48:44,622][root][INFO] - ===> Epoch[394](1968/5): Loss -0.5545, Sem 0.0704, dir -0.9508, norm 0.3259, swav 0.0000 LR: 9.704e-02 Score 97.674 Data time: 0.1393, Forward time: 0.7780, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.8423 [2020-10-18 16:48:47,027][root][INFO] - ===> Epoch[394](1969/5): Loss -0.5380, Sem 0.0609, dir -0.9510, norm 0.3521, swav 0.0000 LR: 9.704e-02 Score 98.033 Data time: 0.1544, Forward time: 0.7782, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.3177 [2020-10-18 16:48:49,239][root][INFO] - ===> Epoch[394](1970/5): Loss -0.5473, Sem 0.0708, dir -0.9461, norm 0.3280, swav 0.0000 LR: 9.704e-02 Score 97.651 Data time: 0.1195, Forward time: 0.7783, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.0969 [2020-10-18 16:48:51,492][root][INFO] - ===> Epoch[395](1971/5): Loss -0.5150, Sem 0.0747, dir -0.9453, norm 0.3555, swav 0.0000 LR: 9.704e-02 Score 97.624 Data time: 0.0523, Forward time: 0.7782, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.1485 [2020-10-18 16:48:53,518][root][INFO] - ===> Epoch[395](1972/5): Loss -0.5132, Sem 0.0751, dir -0.9474, norm 0.3591, swav 0.0000 LR: 9.704e-02 Score 97.540 Data time: 0.0594, Forward time: 0.7781, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.9656 [2020-10-18 16:48:55,706][root][INFO] - ===> Epoch[395](1973/5): Loss -0.5096, Sem 0.0754, dir -0.9402, norm 0.3553, swav 0.0000 LR: 9.704e-02 Score 97.494 Data time: 0.1922, Forward time: 0.7782, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.0900 [2020-10-18 16:48:57,974][root][INFO] - ===> Epoch[395](1974/5): Loss -0.5059, Sem 0.0707, dir -0.9463, norm 0.3698, swav 0.0000 LR: 9.703e-02 Score 97.690 Data time: 0.0983, Forward time: 0.7783, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.1347 [2020-10-18 16:48:59,962][root][INFO] - ===> Epoch[395](1975/5): Loss -0.5484, Sem 0.0721, dir -0.9508, norm 0.3303, swav 0.0000 LR: 9.703e-02 Score 97.589 Data time: 0.0666, Forward time: 0.7783, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 1.8658 [2020-10-18 16:49:01,877][root][INFO] - ===> Epoch[396](1976/5): Loss -0.5831, Sem 0.0636, dir -0.9495, norm 0.3029, swav 0.0000 LR: 9.703e-02 Score 97.909 Data time: 0.0712, Forward time: 0.7783, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.8390 [2020-10-18 16:49:03,851][root][INFO] - ===> Epoch[396](1977/5): Loss -0.5347, Sem 0.0717, dir -0.9445, norm 0.3382, swav 0.0000 LR: 9.703e-02 Score 97.630 Data time: 0.0833, Forward time: 0.7783, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.8770 [2020-10-18 16:49:05,645][root][INFO] - ===> Epoch[396](1978/5): Loss -0.5439, Sem 0.0683, dir -0.9495, norm 0.3374, swav 0.0000 LR: 9.703e-02 Score 97.725 Data time: 0.0772, Forward time: 0.7783, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 1.6950 [2020-10-18 16:49:08,135][root][INFO] - ===> Epoch[396](1979/5): Loss -0.5320, Sem 0.0705, dir -0.9441, norm 0.3416, swav 0.0000 LR: 9.703e-02 Score 97.628 Data time: 0.1378, Forward time: 0.7783, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.3896 [2020-10-18 16:49:10,957][root][INFO] - ===> Epoch[396](1980/5): Loss -0.5491, Sem 0.0680, dir -0.9492, norm 0.3321, swav 0.0000 LR: 9.703e-02 Score 97.799 Data time: 0.1250, Forward time: 0.7784, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.7280 [2020-10-18 16:49:13,871][root][INFO] - ===> Epoch[397](1981/5): Loss -0.5258, Sem 0.0741, dir -0.9451, norm 0.3452, swav 0.0000 LR: 9.702e-02 Score 97.587 Data time: 0.0707, Forward time: 0.7784, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.7931 [2020-10-18 16:49:15,724][root][INFO] - ===> Epoch[397](1982/5): Loss -0.5494, Sem 0.0644, dir -0.9478, norm 0.3340, swav 0.0000 LR: 9.702e-02 Score 97.910 Data time: 0.0637, Forward time: 0.7783, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 1.7523 [2020-10-18 16:49:18,119][root][INFO] - ===> Epoch[397](1983/5): Loss -0.5454, Sem 0.0761, dir -0.9465, norm 0.3249, swav 0.0000 LR: 9.702e-02 Score 97.447 Data time: 0.0913, Forward time: 0.7782, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.2760 [2020-10-18 16:49:20,134][root][INFO] - ===> Epoch[397](1984/5): Loss -0.5627, Sem 0.0673, dir -0.9483, norm 0.3183, swav 0.0000 LR: 9.702e-02 Score 97.738 Data time: 0.0829, Forward time: 0.7783, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.9098 [2020-10-18 16:49:22,303][root][INFO] - ===> Epoch[397](1985/5): Loss -0.5566, Sem 0.0611, dir -0.9518, norm 0.3341, swav 0.0000 LR: 9.702e-02 Score 97.987 Data time: 0.0718, Forward time: 0.7783, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.0567 [2020-10-18 16:49:24,323][root][INFO] - ===> Epoch[398](1986/5): Loss -0.5475, Sem 0.0714, dir -0.9486, norm 0.3297, swav 0.0000 LR: 9.702e-02 Score 97.696 Data time: 0.0634, Forward time: 0.7783, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.9014 [2020-10-18 16:49:26,352][root][INFO] - ===> Epoch[398](1987/5): Loss -0.5721, Sem 0.0646, dir -0.9533, norm 0.3166, swav 0.0000 LR: 9.701e-02 Score 97.893 Data time: 0.0625, Forward time: 0.7782, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.9353 [2020-10-18 16:49:28,239][root][INFO] - ===> Epoch[398](1988/5): Loss -0.5676, Sem 0.0689, dir -0.9495, norm 0.3130, swav 0.0000 LR: 9.701e-02 Score 97.761 Data time: 0.0670, Forward time: 0.7782, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.7870 [2020-10-18 16:49:30,450][root][INFO] - ===> Epoch[398](1989/5): Loss -0.5054, Sem 0.0843, dir -0.9412, norm 0.3515, swav 0.0000 LR: 9.701e-02 Score 97.392 Data time: 0.0669, Forward time: 0.7781, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.1073 [2020-10-18 16:49:32,536][root][INFO] - ===> Epoch[398](1990/5): Loss -0.5559, Sem 0.0669, dir -0.9496, norm 0.3268, swav 0.0000 LR: 9.701e-02 Score 97.800 Data time: 0.0703, Forward time: 0.7781, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.9742 [2020-10-18 16:49:34,669][root][INFO] - ===> Epoch[399](1991/5): Loss -0.5289, Sem 0.0726, dir -0.9442, norm 0.3428, swav 0.0000 LR: 9.701e-02 Score 97.634 Data time: 0.0625, Forward time: 0.7781, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.0234 [2020-10-18 16:49:37,098][root][INFO] - ===> Epoch[399](1992/5): Loss -0.5667, Sem 0.0678, dir -0.9469, norm 0.3125, swav 0.0000 LR: 9.701e-02 Score 97.726 Data time: 0.1899, Forward time: 0.7782, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.3224 [2020-10-18 16:49:39,217][root][INFO] - ===> Epoch[399](1993/5): Loss -0.5288, Sem 0.0732, dir -0.9447, norm 0.3427, swav 0.0000 LR: 9.701e-02 Score 97.611 Data time: 0.0870, Forward time: 0.7783, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 1.9982 [2020-10-18 16:49:41,458][root][INFO] - ===> Epoch[399](1994/5): Loss -0.5544, Sem 0.0688, dir -0.9474, norm 0.3241, swav 0.0000 LR: 9.700e-02 Score 97.738 Data time: 0.0548, Forward time: 0.7782, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.1367 [2020-10-18 16:49:43,626][root][INFO] - ===> Epoch[399](1995/5): Loss -0.5614, Sem 0.0673, dir -0.9490, norm 0.3203, swav 0.0000 LR: 9.700e-02 Score 97.797 Data time: 0.0636, Forward time: 0.7782, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.0912 [2020-10-18 16:49:45,591][root][INFO] - ===> Epoch[400](1996/5): Loss -0.5738, Sem 0.0658, dir -0.9501, norm 0.3105, swav 0.0000 LR: 9.700e-02 Score 97.857 Data time: 0.0424, Forward time: 0.7780, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 1.8497 [2020-10-18 16:49:48,206][root][INFO] - ===> Epoch[400](1997/5): Loss -0.5615, Sem 0.0641, dir -0.9496, norm 0.3240, swav 0.0000 LR: 9.700e-02 Score 97.853 Data time: 0.0695, Forward time: 0.7780, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.5520 [2020-10-18 16:49:50,687][root][INFO] - ===> Epoch[400](1998/5): Loss -0.5029, Sem 0.0662, dir -0.9450, norm 0.3759, swav 0.0000 LR: 9.700e-02 Score 97.794 Data time: 0.0738, Forward time: 0.7780, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.3819 [2020-10-18 16:49:52,639][root][INFO] - ===> Epoch[400](1999/5): Loss -0.5543, Sem 0.0612, dir -0.9510, norm 0.3354, swav 0.0000 LR: 9.700e-02 Score 97.994 Data time: 0.0904, Forward time: 0.7780, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.8335 [2020-10-18 16:49:55,038][root][INFO] - ===> Epoch[400](2000/5): Loss -0.5012, Sem 0.0708, dir -0.9436, norm 0.3716, swav 0.0000 LR: 9.699e-02 Score 97.652 Data time: 0.0791, Forward time: 0.7781, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.2913 [2020-10-18 16:49:56,045][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 16:49:56,212][root][INFO] - ===> Start testing [2020-10-18 16:50:32,230][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1164 Loss 0.230 (AVG: 0.452) Score 94.247 (AVG: 89.400) mIOU 66.642 mAP 84.053 mAcc 73.502 IOU: 60.717 0.021 72.182 72.325 93.160 90.794 30.184 74.210 97.467 56.461 80.480 84.108 54.232 mAP: 83.240 11.293 95.240 89.332 98.851 98.345 60.691 92.773 99.790 84.780 92.876 94.851 90.625 mAcc: 78.138 0.182 85.391 80.859 94.636 94.369 35.687 87.042 99.366 58.672 87.462 95.684 58.033 [2020-10-18 16:50:32,231][root][INFO] - Finished test. Elapsed time: 36.0168 [2020-10-18 16:50:35,254][root][INFO] - [2020-10-18 16:50:35,254][root][INFO] - ################################################################ [2020-10-18 16:50:35,254][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 16:50:35,254][root][INFO] - ################################################################ [2020-10-18 16:50:35,254][root][INFO] - clutter : nan nan nan [2020-10-18 16:50:35,254][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 16:50:35,254][root][INFO] - board : 0.721 0.832 0.906 [2020-10-18 16:50:35,254][root][INFO] - bookcase : 0.213 0.342 0.473 [2020-10-18 16:50:35,254][root][INFO] - ceiling : 0.718 0.766 0.850 [2020-10-18 16:50:35,254][root][INFO] - chair : 0.744 0.853 0.883 [2020-10-18 16:50:35,254][root][INFO] - column : 0.103 0.165 0.257 [2020-10-18 16:50:35,254][root][INFO] - door : 0.508 0.697 0.874 [2020-10-18 16:50:35,254][root][INFO] - floor : 0.786 0.836 0.873 [2020-10-18 16:50:35,254][root][INFO] - sofa : 0.177 0.468 0.727 [2020-10-18 16:50:35,254][root][INFO] - table : 0.149 0.373 0.600 [2020-10-18 16:50:35,255][root][INFO] - wall : 0.487 0.688 0.810 [2020-10-18 16:50:35,255][root][INFO] - window : 0.392 0.673 0.776 [2020-10-18 16:50:35,255][root][INFO] - ---------------------------------------------------------------- [2020-10-18 16:50:35,255][root][INFO] - average : 0.417 0.558 0.669 [2020-10-18 16:50:35,255][root][INFO] - [2020-10-18 16:50:35,399][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 16:50:35,400][root][INFO] - Current best mIoU: 67.633 at iter 1200 [2020-10-18 16:50:36,643][root][INFO] - ===> Epoch[401](2001/5): Loss -0.5773, Sem 0.0663, dir -0.9485, norm 0.3049, swav 0.0000 LR: 9.699e-02 Score 97.818 Data time: 0.0481, Forward time: 0.7779, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 1.2384 [2020-10-18 16:50:38,604][root][INFO] - ===> Epoch[401](2002/5): Loss -0.5769, Sem 0.0623, dir -0.9494, norm 0.3101, swav 0.0000 LR: 9.699e-02 Score 97.930 Data time: 0.1383, Forward time: 0.7779, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 1.8795 [2020-10-18 16:50:40,735][root][INFO] - ===> Epoch[401](2003/5): Loss -0.5645, Sem 0.0631, dir -0.9503, norm 0.3227, swav 0.0000 LR: 9.699e-02 Score 97.915 Data time: 0.0667, Forward time: 0.7780, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.0095 [2020-10-18 16:50:42,969][root][INFO] - ===> Epoch[401](2004/5): Loss -0.5334, Sem 0.0693, dir -0.9451, norm 0.3425, swav 0.0000 LR: 9.699e-02 Score 97.716 Data time: 0.0841, Forward time: 0.7780, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.1260 [2020-10-18 16:50:45,321][root][INFO] - ===> Epoch[401](2005/5): Loss -0.5113, Sem 0.0723, dir -0.9395, norm 0.3559, swav 0.0000 LR: 9.699e-02 Score 97.688 Data time: 0.0756, Forward time: 0.7780, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.2465 [2020-10-18 16:50:47,298][root][INFO] - ===> Epoch[402](2006/5): Loss -0.5275, Sem 0.0692, dir -0.9477, norm 0.3511, swav 0.0000 LR: 9.699e-02 Score 97.792 Data time: 0.0709, Forward time: 0.7780, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 1.8829 [2020-10-18 16:50:49,388][root][INFO] - ===> Epoch[402](2007/5): Loss -0.5527, Sem 0.0749, dir -0.9446, norm 0.3170, swav 0.0000 LR: 9.698e-02 Score 97.523 Data time: 0.0690, Forward time: 0.7779, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 1.9898 [2020-10-18 16:50:51,982][root][INFO] - ===> Epoch[402](2008/5): Loss -0.5235, Sem 0.0651, dir -0.9482, norm 0.3597, swav 0.0000 LR: 9.698e-02 Score 97.880 Data time: 0.0785, Forward time: 0.7780, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.4999 [2020-10-18 16:50:54,057][root][INFO] - ===> Epoch[402](2009/5): Loss -0.5531, Sem 0.0673, dir -0.9492, norm 0.3287, swav 0.0000 LR: 9.698e-02 Score 97.806 Data time: 0.0512, Forward time: 0.7779, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 1.9559 [2020-10-18 16:50:56,243][root][INFO] - ===> Epoch[402](2010/5): Loss -0.5105, Sem 0.0654, dir -0.9440, norm 0.3681, swav 0.0000 LR: 9.698e-02 Score 97.901 Data time: 0.0686, Forward time: 0.7779, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.1175 [2020-10-18 16:50:58,443][root][INFO] - ===> Epoch[403](2011/5): Loss -0.5288, Sem 0.0732, dir -0.9424, norm 0.3403, swav 0.0000 LR: 9.698e-02 Score 97.641 Data time: 0.0598, Forward time: 0.7777, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.0992 [2020-10-18 16:51:00,621][root][INFO] - ===> Epoch[403](2012/5): Loss -0.5230, Sem 0.0677, dir -0.9476, norm 0.3569, swav 0.0000 LR: 9.698e-02 Score 97.703 Data time: 0.1006, Forward time: 0.7779, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.0675 [2020-10-18 16:51:02,801][root][INFO] - ===> Epoch[403](2013/5): Loss -0.5688, Sem 0.0599, dir -0.9501, norm 0.3214, swav 0.0000 LR: 9.698e-02 Score 98.070 Data time: 0.0813, Forward time: 0.7779, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.0671 [2020-10-18 16:51:04,630][root][INFO] - ===> Epoch[403](2014/5): Loss -0.5261, Sem 0.0755, dir -0.9452, norm 0.3436, swav 0.0000 LR: 9.697e-02 Score 97.540 Data time: 0.0725, Forward time: 0.7779, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 1.7379 [2020-10-18 16:51:07,068][root][INFO] - ===> Epoch[403](2015/5): Loss -0.5164, Sem 0.0729, dir -0.9459, norm 0.3566, swav 0.0000 LR: 9.697e-02 Score 97.579 Data time: 0.0466, Forward time: 0.7778, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.3255 [2020-10-18 16:51:09,103][root][INFO] - ===> Epoch[404](2016/5): Loss -0.5575, Sem 0.0672, dir -0.9483, norm 0.3236, swav 0.0000 LR: 9.697e-02 Score 97.764 Data time: 0.0848, Forward time: 0.7779, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 1.9223 [2020-10-18 16:51:11,271][root][INFO] - ===> Epoch[404](2017/5): Loss -0.5507, Sem 0.0684, dir -0.9469, norm 0.3278, swav 0.0000 LR: 9.697e-02 Score 97.781 Data time: 0.0681, Forward time: 0.7778, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 2.0520 [2020-10-18 16:51:13,310][root][INFO] - ===> Epoch[404](2018/5): Loss -0.5516, Sem 0.0677, dir -0.9513, norm 0.3320, swav 0.0000 LR: 9.697e-02 Score 97.805 Data time: 0.0845, Forward time: 0.7779, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 1.9438 [2020-10-18 16:51:15,478][root][INFO] - ===> Epoch[404](2019/5): Loss -0.5409, Sem 0.0678, dir -0.9469, norm 0.3381, swav 0.0000 LR: 9.697e-02 Score 97.746 Data time: 0.0793, Forward time: 0.7779, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 2.0470 [2020-10-18 16:51:17,631][root][INFO] - ===> Epoch[404](2020/5): Loss -0.5187, Sem 0.0632, dir -0.9484, norm 0.3665, swav 0.0000 LR: 9.696e-02 Score 97.985 Data time: 0.0688, Forward time: 0.7779, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 2.0433 [2020-10-18 16:51:19,947][root][INFO] - ===> Epoch[405](2021/5): Loss -0.5537, Sem 0.0739, dir -0.9489, norm 0.3213, swav 0.0000 LR: 9.696e-02 Score 97.652 Data time: 0.0937, Forward time: 0.7780, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 2.2060 [2020-10-18 16:51:22,198][root][INFO] - ===> Epoch[405](2022/5): Loss -0.5378, Sem 0.0731, dir -0.9478, norm 0.3369, swav 0.0000 LR: 9.696e-02 Score 97.596 Data time: 0.0569, Forward time: 0.7780, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 2.1340 [2020-10-18 16:51:24,739][root][INFO] - ===> Epoch[405](2023/5): Loss -0.5043, Sem 0.0740, dir -0.9408, norm 0.3625, swav 0.0000 LR: 9.696e-02 Score 97.592 Data time: 0.0713, Forward time: 0.7780, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 2.4544 [2020-10-18 16:51:26,822][root][INFO] - ===> Epoch[405](2024/5): Loss -0.5374, Sem 0.0622, dir -0.9458, norm 0.3463, swav 0.0000 LR: 9.696e-02 Score 97.936 Data time: 0.0743, Forward time: 0.7780, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 1.9841 [2020-10-18 16:51:29,070][root][INFO] - ===> Epoch[405](2025/5): Loss -0.5540, Sem 0.0684, dir -0.9463, norm 0.3239, swav 0.0000 LR: 9.696e-02 Score 97.719 Data time: 0.0613, Forward time: 0.7779, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 2.1328 [2020-10-18 16:51:31,606][root][INFO] - ===> Epoch[406](2026/5): Loss -0.5365, Sem 0.0674, dir -0.9488, norm 0.3449, swav 0.0000 LR: 9.696e-02 Score 97.826 Data time: 0.0752, Forward time: 0.7779, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.4242 [2020-10-18 16:51:34,030][root][INFO] - ===> Epoch[406](2027/5): Loss -0.5042, Sem 0.0818, dir -0.9396, norm 0.3537, swav 0.0000 LR: 9.695e-02 Score 97.354 Data time: 0.0709, Forward time: 0.7779, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.3225 [2020-10-18 16:51:36,665][root][INFO] - ===> Epoch[406](2028/5): Loss -0.5593, Sem 0.0657, dir -0.9506, norm 0.3256, swav 0.0000 LR: 9.695e-02 Score 97.837 Data time: 0.0616, Forward time: 0.7778, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.5477 [2020-10-18 16:51:38,760][root][INFO] - ===> Epoch[406](2029/5): Loss -0.5669, Sem 0.0642, dir -0.9464, norm 0.3152, swav 0.0000 LR: 9.695e-02 Score 97.886 Data time: 0.0724, Forward time: 0.7777, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.0058 [2020-10-18 16:51:41,354][root][INFO] - ===> Epoch[406](2030/5): Loss -0.5375, Sem 0.0724, dir -0.9480, norm 0.3381, swav 0.0000 LR: 9.695e-02 Score 97.573 Data time: 0.0603, Forward time: 0.7776, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.5123 [2020-10-18 16:51:43,985][root][INFO] - ===> Epoch[407](2031/5): Loss -0.5114, Sem 0.0681, dir -0.9438, norm 0.3643, swav 0.0000 LR: 9.695e-02 Score 97.788 Data time: 0.0745, Forward time: 0.7776, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.5324 [2020-10-18 16:51:46,251][root][INFO] - ===> Epoch[407](2032/5): Loss -0.5546, Sem 0.0762, dir -0.9454, norm 0.3145, swav 0.0000 LR: 9.695e-02 Score 97.604 Data time: 0.0570, Forward time: 0.7775, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.1320 [2020-10-18 16:51:48,218][root][INFO] - ===> Epoch[407](2033/5): Loss -0.5553, Sem 0.0611, dir -0.9511, norm 0.3347, swav 0.0000 LR: 9.695e-02 Score 97.978 Data time: 0.1234, Forward time: 0.7774, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.8725 [2020-10-18 16:51:50,845][root][INFO] - ===> Epoch[407](2034/5): Loss -0.5432, Sem 0.0677, dir -0.9446, norm 0.3337, swav 0.0000 LR: 9.694e-02 Score 97.780 Data time: 0.0877, Forward time: 0.7775, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.5453 [2020-10-18 16:51:53,153][root][INFO] - ===> Epoch[407](2035/5): Loss -0.5566, Sem 0.0648, dir -0.9500, norm 0.3286, swav 0.0000 LR: 9.694e-02 Score 97.846 Data time: 0.0557, Forward time: 0.7774, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.2011 [2020-10-18 16:51:55,559][root][INFO] - ===> Epoch[408](2036/5): Loss -0.5592, Sem 0.0622, dir -0.9472, norm 0.3258, swav 0.0000 LR: 9.694e-02 Score 97.948 Data time: 0.0807, Forward time: 0.7774, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.3155 [2020-10-18 16:51:57,626][root][INFO] - ===> Epoch[408](2037/5): Loss -0.5661, Sem 0.0616, dir -0.9501, norm 0.3225, swav 0.0000 LR: 9.694e-02 Score 97.966 Data time: 0.1861, Forward time: 0.7774, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 1.9828 [2020-10-18 16:51:59,766][root][INFO] - ===> Epoch[408](2038/5): Loss -0.5366, Sem 0.0639, dir -0.9496, norm 0.3492, swav 0.0000 LR: 9.694e-02 Score 98.012 Data time: 0.0866, Forward time: 0.7774, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.0318 [2020-10-18 16:52:02,152][root][INFO] - ===> Epoch[408](2039/5): Loss -0.5276, Sem 0.0726, dir -0.9444, norm 0.3442, swav 0.0000 LR: 9.694e-02 Score 97.578 Data time: 0.0604, Forward time: 0.7773, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.2914 [2020-10-18 16:52:04,248][root][INFO] - ===> Epoch[408](2040/5): Loss -0.5515, Sem 0.0665, dir -0.9511, norm 0.3331, swav 0.0000 LR: 9.693e-02 Score 97.833 Data time: 0.0721, Forward time: 0.7773, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.0163 [2020-10-18 16:52:06,519][root][INFO] - ===> Epoch[409](2041/5): Loss -0.5520, Sem 0.0724, dir -0.9431, norm 0.3186, swav 0.0000 LR: 9.693e-02 Score 97.588 Data time: 0.0609, Forward time: 0.7773, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.1942 [2020-10-18 16:52:08,385][root][INFO] - ===> Epoch[409](2042/5): Loss -0.5614, Sem 0.0615, dir -0.9506, norm 0.3277, swav 0.0000 LR: 9.693e-02 Score 97.944 Data time: 0.0501, Forward time: 0.7772, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 1.7585 [2020-10-18 16:52:10,286][root][INFO] - ===> Epoch[409](2043/5): Loss -0.5447, Sem 0.0663, dir -0.9485, norm 0.3374, swav 0.0000 LR: 9.693e-02 Score 97.821 Data time: 0.2397, Forward time: 0.7771, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 1.8366 [2020-10-18 16:52:12,540][root][INFO] - ===> Epoch[409](2044/5): Loss -0.5470, Sem 0.0691, dir -0.9426, norm 0.3265, swav 0.0000 LR: 9.693e-02 Score 97.728 Data time: 0.1033, Forward time: 0.7772, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.1573 [2020-10-18 16:52:14,917][root][INFO] - ===> Epoch[409](2045/5): Loss -0.5683, Sem 0.0704, dir -0.9478, norm 0.3091, swav 0.0000 LR: 9.693e-02 Score 97.698 Data time: 0.0487, Forward time: 0.7771, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.2616 [2020-10-18 16:52:17,219][root][INFO] - ===> Epoch[410](2046/5): Loss -0.5948, Sem 0.0568, dir -0.9550, norm 0.3034, swav 0.0000 LR: 9.693e-02 Score 98.104 Data time: 0.0732, Forward time: 0.7772, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.2526 [2020-10-18 16:52:19,243][root][INFO] - ===> Epoch[410](2047/5): Loss -0.5447, Sem 0.0700, dir -0.9475, norm 0.3328, swav 0.0000 LR: 9.692e-02 Score 97.727 Data time: 0.0420, Forward time: 0.7770, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 1.9254 [2020-10-18 16:52:21,505][root][INFO] - ===> Epoch[410](2048/5): Loss -0.5307, Sem 0.0704, dir -0.9414, norm 0.3403, swav 0.0000 LR: 9.692e-02 Score 97.660 Data time: 0.0647, Forward time: 0.7770, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.1793 [2020-10-18 16:52:23,744][root][INFO] - ===> Epoch[410](2049/5): Loss -0.5557, Sem 0.0619, dir -0.9487, norm 0.3310, swav 0.0000 LR: 9.692e-02 Score 97.913 Data time: 0.0564, Forward time: 0.7769, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.1495 [2020-10-18 16:52:25,678][root][INFO] - ===> Epoch[410](2050/5): Loss -0.5555, Sem 0.0685, dir -0.9466, norm 0.3226, swav 0.0000 LR: 9.692e-02 Score 97.735 Data time: 0.0694, Forward time: 0.7768, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.8645 [2020-10-18 16:52:28,163][root][INFO] - ===> Epoch[411](2051/5): Loss -0.5413, Sem 0.0631, dir -0.9446, norm 0.3401, swav 0.0000 LR: 9.692e-02 Score 97.886 Data time: 0.0710, Forward time: 0.7769, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.3946 [2020-10-18 16:52:30,251][root][INFO] - ===> Epoch[411](2052/5): Loss -0.5837, Sem 0.0578, dir -0.9518, norm 0.3104, swav 0.0000 LR: 9.692e-02 Score 98.030 Data time: 0.0724, Forward time: 0.7768, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.9776 [2020-10-18 16:52:32,465][root][INFO] - ===> Epoch[411](2053/5): Loss -0.5473, Sem 0.0608, dir -0.9471, norm 0.3391, swav 0.0000 LR: 9.692e-02 Score 97.992 Data time: 0.0744, Forward time: 0.7768, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.1188 [2020-10-18 16:52:35,011][root][INFO] - ===> Epoch[411](2054/5): Loss -0.5069, Sem 0.0721, dir -0.9470, norm 0.3679, swav 0.0000 LR: 9.691e-02 Score 97.628 Data time: 0.0765, Forward time: 0.7769, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.4385 [2020-10-18 16:52:37,520][root][INFO] - ===> Epoch[411](2055/5): Loss -0.5618, Sem 0.0605, dir -0.9497, norm 0.3274, swav 0.0000 LR: 9.691e-02 Score 98.011 Data time: 0.0594, Forward time: 0.7768, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.3801 [2020-10-18 16:52:39,956][root][INFO] - ===> Epoch[412](2056/5): Loss -0.5578, Sem 0.0668, dir -0.9475, norm 0.3230, swav 0.0000 LR: 9.691e-02 Score 97.777 Data time: 0.0641, Forward time: 0.7768, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.3838 [2020-10-18 16:52:42,377][root][INFO] - ===> Epoch[412](2057/5): Loss -0.5466, Sem 0.0643, dir -0.9481, norm 0.3373, swav 0.0000 LR: 9.691e-02 Score 97.838 Data time: 0.0789, Forward time: 0.7768, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.3187 [2020-10-18 16:52:44,720][root][INFO] - ===> Epoch[412](2058/5): Loss -0.5341, Sem 0.0685, dir -0.9446, norm 0.3420, swav 0.0000 LR: 9.691e-02 Score 97.711 Data time: 0.0725, Forward time: 0.7768, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.2388 [2020-10-18 16:52:46,819][root][INFO] - ===> Epoch[412](2059/5): Loss -0.5779, Sem 0.0603, dir -0.9542, norm 0.3160, swav 0.0000 LR: 9.691e-02 Score 98.029 Data time: 0.0826, Forward time: 0.7768, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0199 [2020-10-18 16:52:49,083][root][INFO] - ===> Epoch[412](2060/5): Loss -0.5488, Sem 0.0718, dir -0.9476, norm 0.3270, swav 0.0000 LR: 9.690e-02 Score 97.602 Data time: 0.0760, Forward time: 0.7768, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.1669 [2020-10-18 16:52:51,540][root][INFO] - ===> Epoch[413](2061/5): Loss -0.5208, Sem 0.0664, dir -0.9464, norm 0.3593, swav 0.0000 LR: 9.690e-02 Score 97.817 Data time: 0.0876, Forward time: 0.7768, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.3599 [2020-10-18 16:52:53,842][root][INFO] - ===> Epoch[413](2062/5): Loss -0.5333, Sem 0.0663, dir -0.9465, norm 0.3469, swav 0.0000 LR: 9.690e-02 Score 97.805 Data time: 0.1181, Forward time: 0.7770, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.1999 [2020-10-18 16:52:55,960][root][INFO] - ===> Epoch[413](2063/5): Loss -0.5119, Sem 0.0687, dir -0.9463, norm 0.3657, swav 0.0000 LR: 9.690e-02 Score 97.759 Data time: 0.0982, Forward time: 0.7770, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0097 [2020-10-18 16:52:58,186][root][INFO] - ===> Epoch[413](2064/5): Loss -0.5002, Sem 0.0743, dir -0.9438, norm 0.3693, swav 0.0000 LR: 9.690e-02 Score 97.510 Data time: 0.0630, Forward time: 0.7769, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.1330 [2020-10-18 16:53:00,767][root][INFO] - ===> Epoch[413](2065/5): Loss -0.5480, Sem 0.0672, dir -0.9483, norm 0.3330, swav 0.0000 LR: 9.690e-02 Score 97.729 Data time: 0.0538, Forward time: 0.7768, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.4946 [2020-10-18 16:53:02,908][root][INFO] - ===> Epoch[414](2066/5): Loss -0.5515, Sem 0.0589, dir -0.9512, norm 0.3407, swav 0.0000 LR: 9.690e-02 Score 98.124 Data time: 0.0546, Forward time: 0.7767, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.0566 [2020-10-18 16:53:04,866][root][INFO] - ===> Epoch[414](2067/5): Loss -0.5473, Sem 0.0680, dir -0.9433, norm 0.3280, swav 0.0000 LR: 9.689e-02 Score 97.761 Data time: 0.0592, Forward time: 0.7767, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.8872 [2020-10-18 16:53:06,966][root][INFO] - ===> Epoch[414](2068/5): Loss -0.5319, Sem 0.0633, dir -0.9458, norm 0.3505, swav 0.0000 LR: 9.689e-02 Score 97.879 Data time: 0.0890, Forward time: 0.7767, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.9838 [2020-10-18 16:53:09,192][root][INFO] - ===> Epoch[414](2069/5): Loss -0.5275, Sem 0.0665, dir -0.9473, norm 0.3532, swav 0.0000 LR: 9.689e-02 Score 97.867 Data time: 0.0728, Forward time: 0.7767, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.1138 [2020-10-18 16:53:11,345][root][INFO] - ===> Epoch[414](2070/5): Loss -0.5535, Sem 0.0635, dir -0.9501, norm 0.3331, swav 0.0000 LR: 9.689e-02 Score 97.845 Data time: 0.0801, Forward time: 0.7767, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.0300 [2020-10-18 16:53:13,338][root][INFO] - ===> Epoch[415](2071/5): Loss -0.5657, Sem 0.0638, dir -0.9502, norm 0.3207, swav 0.0000 LR: 9.689e-02 Score 97.909 Data time: 0.0852, Forward time: 0.7768, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.9035 [2020-10-18 16:53:15,354][root][INFO] - ===> Epoch[415](2072/5): Loss -0.5610, Sem 0.0574, dir -0.9481, norm 0.3296, swav 0.0000 LR: 9.689e-02 Score 98.081 Data time: 0.0629, Forward time: 0.7768, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.9032 [2020-10-18 16:53:17,794][root][INFO] - ===> Epoch[415](2073/5): Loss -0.5489, Sem 0.0733, dir -0.9471, norm 0.3248, swav 0.0000 LR: 9.689e-02 Score 97.570 Data time: 0.0737, Forward time: 0.7767, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.3208 [2020-10-18 16:53:19,924][root][INFO] - ===> Epoch[415](2074/5): Loss -0.5466, Sem 0.0700, dir -0.9457, norm 0.3290, swav 0.0000 LR: 9.688e-02 Score 97.760 Data time: 0.0617, Forward time: 0.7766, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.0381 [2020-10-18 16:53:22,289][root][INFO] - ===> Epoch[415](2075/5): Loss -0.5600, Sem 0.0655, dir -0.9487, norm 0.3232, swav 0.0000 LR: 9.688e-02 Score 97.848 Data time: 0.0969, Forward time: 0.7767, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.2566 [2020-10-18 16:53:24,631][root][INFO] - ===> Epoch[416](2076/5): Loss -0.5002, Sem 0.0657, dir -0.9465, norm 0.3807, swav 0.0000 LR: 9.688e-02 Score 97.842 Data time: 0.0937, Forward time: 0.7767, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.2449 [2020-10-18 16:53:27,680][root][INFO] - ===> Epoch[416](2077/5): Loss -0.5457, Sem 0.0662, dir -0.9476, norm 0.3358, swav 0.0000 LR: 9.688e-02 Score 97.814 Data time: 0.0790, Forward time: 0.7767, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.9604 [2020-10-18 16:53:29,633][root][INFO] - ===> Epoch[416](2078/5): Loss -0.5753, Sem 0.0622, dir -0.9477, norm 0.3102, swav 0.0000 LR: 9.688e-02 Score 97.935 Data time: 0.0774, Forward time: 0.7767, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.8474 [2020-10-18 16:53:31,747][root][INFO] - ===> Epoch[416](2079/5): Loss -0.5537, Sem 0.0578, dir -0.9497, norm 0.3382, swav 0.0000 LR: 9.688e-02 Score 98.065 Data time: 0.0850, Forward time: 0.7768, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0018 [2020-10-18 16:53:33,724][root][INFO] - ===> Epoch[416](2080/5): Loss -0.5315, Sem 0.0669, dir -0.9498, norm 0.3514, swav 0.0000 LR: 9.687e-02 Score 97.789 Data time: 0.0454, Forward time: 0.7767, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.8427 [2020-10-18 16:53:36,183][root][INFO] - ===> Epoch[417](2081/5): Loss -0.5160, Sem 0.0633, dir -0.9512, norm 0.3720, swav 0.0000 LR: 9.687e-02 Score 97.969 Data time: 0.0714, Forward time: 0.7767, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.4078 [2020-10-18 16:53:38,538][root][INFO] - ===> Epoch[417](2082/5): Loss -0.5437, Sem 0.0633, dir -0.9473, norm 0.3402, swav 0.0000 LR: 9.687e-02 Score 97.923 Data time: 0.2703, Forward time: 0.7768, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.2670 [2020-10-18 16:53:40,578][root][INFO] - ===> Epoch[417](2083/5): Loss -0.5274, Sem 0.0670, dir -0.9463, norm 0.3519, swav 0.0000 LR: 9.687e-02 Score 97.796 Data time: 0.1092, Forward time: 0.7768, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.9210 [2020-10-18 16:53:42,412][root][INFO] - ===> Epoch[417](2084/5): Loss -0.5418, Sem 0.0647, dir -0.9499, norm 0.3434, swav 0.0000 LR: 9.687e-02 Score 97.932 Data time: 0.0736, Forward time: 0.7769, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.7437 [2020-10-18 16:53:44,726][root][INFO] - ===> Epoch[417](2085/5): Loss -0.5640, Sem 0.0594, dir -0.9522, norm 0.3289, swav 0.0000 LR: 9.687e-02 Score 98.076 Data time: 0.0525, Forward time: 0.7767, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.2069 [2020-10-18 16:53:47,075][root][INFO] - ===> Epoch[418](2086/5): Loss -0.5242, Sem 0.0647, dir -0.9467, norm 0.3578, swav 0.0000 LR: 9.687e-02 Score 97.896 Data time: 0.0614, Forward time: 0.7767, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.2713 [2020-10-18 16:53:49,187][root][INFO] - ===> Epoch[418](2087/5): Loss -0.5428, Sem 0.0673, dir -0.9484, norm 0.3383, swav 0.0000 LR: 9.686e-02 Score 97.776 Data time: 0.0803, Forward time: 0.7767, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.0186 [2020-10-18 16:53:51,391][root][INFO] - ===> Epoch[418](2088/5): Loss -0.5299, Sem 0.0628, dir -0.9472, norm 0.3546, swav 0.0000 LR: 9.686e-02 Score 97.957 Data time: 0.0508, Forward time: 0.7766, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.0765 [2020-10-18 16:53:53,334][root][INFO] - ===> Epoch[418](2089/5): Loss -0.5530, Sem 0.0647, dir -0.9492, norm 0.3315, swav 0.0000 LR: 9.686e-02 Score 97.840 Data time: 0.0571, Forward time: 0.7765, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.8689 [2020-10-18 16:53:55,506][root][INFO] - ===> Epoch[418](2090/5): Loss -0.5785, Sem 0.0594, dir -0.9517, norm 0.3138, swav 0.0000 LR: 9.686e-02 Score 98.035 Data time: 0.0762, Forward time: 0.7766, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.0941 [2020-10-18 16:53:57,976][root][INFO] - ===> Epoch[419](2091/5): Loss -0.5353, Sem 0.0672, dir -0.9469, norm 0.3444, swav 0.0000 LR: 9.686e-02 Score 97.679 Data time: 0.2324, Forward time: 0.7765, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.3621 [2020-10-18 16:54:00,510][root][INFO] - ===> Epoch[419](2092/5): Loss -0.5338, Sem 0.0572, dir -0.9515, norm 0.3605, swav 0.0000 LR: 9.686e-02 Score 98.157 Data time: 0.1558, Forward time: 0.7767, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.4617 [2020-10-18 16:54:02,733][root][INFO] - ===> Epoch[419](2093/5): Loss -0.5354, Sem 0.0640, dir -0.9472, norm 0.3478, swav 0.0000 LR: 9.686e-02 Score 97.845 Data time: 0.1239, Forward time: 0.7767, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0921 [2020-10-18 16:54:04,973][root][INFO] - ===> Epoch[419](2094/5): Loss -0.5270, Sem 0.0658, dir -0.9502, norm 0.3574, swav 0.0000 LR: 9.685e-02 Score 97.774 Data time: 0.0765, Forward time: 0.7768, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.1474 [2020-10-18 16:54:07,025][root][INFO] - ===> Epoch[419](2095/5): Loss -0.5471, Sem 0.0768, dir -0.9441, norm 0.3202, swav 0.0000 LR: 9.685e-02 Score 97.543 Data time: 0.0745, Forward time: 0.7768, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.9666 [2020-10-18 16:54:09,626][root][INFO] - ===> Epoch[420](2096/5): Loss -0.5644, Sem 0.0620, dir -0.9526, norm 0.3262, swav 0.0000 LR: 9.685e-02 Score 97.981 Data time: 0.0567, Forward time: 0.7767, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.5121 [2020-10-18 16:54:11,555][root][INFO] - ===> Epoch[420](2097/5): Loss -0.4875, Sem 0.0735, dir -0.9434, norm 0.3824, swav 0.0000 LR: 9.685e-02 Score 97.615 Data time: 0.0576, Forward time: 0.7766, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.8394 [2020-10-18 16:54:13,526][root][INFO] - ===> Epoch[420](2098/5): Loss -0.5737, Sem 0.0622, dir -0.9536, norm 0.3177, swav 0.0000 LR: 9.685e-02 Score 97.929 Data time: 0.0658, Forward time: 0.7766, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.9032 [2020-10-18 16:54:16,090][root][INFO] - ===> Epoch[420](2099/5): Loss -0.5059, Sem 0.0733, dir -0.9421, norm 0.3629, swav 0.0000 LR: 9.685e-02 Score 97.576 Data time: 0.1814, Forward time: 0.7768, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.4603 [2020-10-18 16:54:18,519][root][INFO] - ===> Epoch[420](2100/5): Loss -0.5544, Sem 0.0635, dir -0.9485, norm 0.3306, swav 0.0000 LR: 9.684e-02 Score 97.880 Data time: 0.0690, Forward time: 0.7768, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.2919 [2020-10-18 16:54:19,444][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 16:54:21,424][root][INFO] - ===> Epoch[421](2101/5): Loss -0.4770, Sem 0.0688, dir -0.9459, norm 0.4001, swav 0.0000 LR: 9.684e-02 Score 97.735 Data time: 0.0834, Forward time: 0.7768, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.8156 [2020-10-18 16:54:23,023][root][INFO] - ===> Epoch[421](2102/5): Loss -0.6021, Sem 0.0616, dir -0.9533, norm 0.2897, swav 0.0000 LR: 9.684e-02 Score 97.951 Data time: 0.0578, Forward time: 0.7767, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 1.5022 [2020-10-18 16:54:25,160][root][INFO] - ===> Epoch[421](2103/5): Loss -0.4855, Sem 0.0697, dir -0.9463, norm 0.3911, swav 0.0000 LR: 9.684e-02 Score 97.745 Data time: 0.1328, Forward time: 0.7767, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.0667 [2020-10-18 16:54:27,262][root][INFO] - ===> Epoch[421](2104/5): Loss -0.5583, Sem 0.0654, dir -0.9488, norm 0.3251, swav 0.0000 LR: 9.684e-02 Score 97.866 Data time: 0.0800, Forward time: 0.7767, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.0000 [2020-10-18 16:54:29,493][root][INFO] - ===> Epoch[421](2105/5): Loss -0.5355, Sem 0.0626, dir -0.9465, norm 0.3484, swav 0.0000 LR: 9.684e-02 Score 97.951 Data time: 0.0977, Forward time: 0.7767, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.1246 [2020-10-18 16:54:31,621][root][INFO] - ===> Epoch[422](2106/5): Loss -0.5391, Sem 0.0725, dir -0.9454, norm 0.3337, swav 0.0000 LR: 9.684e-02 Score 97.595 Data time: 0.0751, Forward time: 0.7766, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.0123 [2020-10-18 16:54:33,888][root][INFO] - ===> Epoch[422](2107/5): Loss -0.5432, Sem 0.0695, dir -0.9454, norm 0.3326, swav 0.0000 LR: 9.683e-02 Score 97.642 Data time: 0.1015, Forward time: 0.7768, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.1611 [2020-10-18 16:54:35,652][root][INFO] - ===> Epoch[422](2108/5): Loss -0.5114, Sem 0.0831, dir -0.9475, norm 0.3529, swav 0.0000 LR: 9.683e-02 Score 97.290 Data time: 0.0759, Forward time: 0.7768, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 1.6617 [2020-10-18 16:54:38,390][root][INFO] - ===> Epoch[422](2109/5): Loss -0.5185, Sem 0.0612, dir -0.9496, norm 0.3698, swav 0.0000 LR: 9.683e-02 Score 97.965 Data time: 0.0768, Forward time: 0.7768, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.6431 [2020-10-18 16:54:40,853][root][INFO] - ===> Epoch[422](2110/5): Loss -0.5108, Sem 0.0626, dir -0.9466, norm 0.3732, swav 0.0000 LR: 9.683e-02 Score 97.988 Data time: 0.0974, Forward time: 0.7768, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.3453 [2020-10-18 16:54:43,046][root][INFO] - ===> Epoch[423](2111/5): Loss -0.5436, Sem 0.0688, dir -0.9476, norm 0.3352, swav 0.0000 LR: 9.683e-02 Score 97.776 Data time: 0.0947, Forward time: 0.7769, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.0852 [2020-10-18 16:54:45,485][root][INFO] - ===> Epoch[423](2112/5): Loss -0.5031, Sem 0.0648, dir -0.9422, norm 0.3744, swav 0.0000 LR: 9.683e-02 Score 97.876 Data time: 0.0839, Forward time: 0.7769, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.3299 [2020-10-18 16:54:47,544][root][INFO] - ===> Epoch[423](2113/5): Loss -0.5539, Sem 0.0664, dir -0.9456, norm 0.3254, swav 0.0000 LR: 9.682e-02 Score 97.698 Data time: 0.0900, Forward time: 0.7770, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 1.9458 [2020-10-18 16:54:49,693][root][INFO] - ===> Epoch[423](2114/5): Loss -0.5395, Sem 0.0713, dir -0.9498, norm 0.3390, swav 0.0000 LR: 9.682e-02 Score 97.658 Data time: 0.0892, Forward time: 0.7770, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.0344 [2020-10-18 16:54:52,041][root][INFO] - ===> Epoch[423](2115/5): Loss -0.5202, Sem 0.0673, dir -0.9436, norm 0.3561, swav 0.0000 LR: 9.682e-02 Score 97.854 Data time: 0.0605, Forward time: 0.7770, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.2558 [2020-10-18 16:54:54,142][root][INFO] - ===> Epoch[424](2116/5): Loss -0.5397, Sem 0.0649, dir -0.9488, norm 0.3442, swav 0.0000 LR: 9.682e-02 Score 97.853 Data time: 0.0831, Forward time: 0.7770, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.0237 [2020-10-18 16:54:56,509][root][INFO] - ===> Epoch[424](2117/5): Loss -0.5631, Sem 0.0672, dir -0.9510, norm 0.3207, swav 0.0000 LR: 9.682e-02 Score 97.836 Data time: 0.0653, Forward time: 0.7770, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.2491 [2020-10-18 16:54:58,503][root][INFO] - ===> Epoch[424](2118/5): Loss -0.5562, Sem 0.0599, dir -0.9482, norm 0.3321, swav 0.0000 LR: 9.682e-02 Score 98.004 Data time: 0.0501, Forward time: 0.7769, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 1.8899 [2020-10-18 16:55:00,739][root][INFO] - ===> Epoch[424](2119/5): Loss -0.5141, Sem 0.0702, dir -0.9454, norm 0.3610, swav 0.0000 LR: 9.682e-02 Score 97.645 Data time: 0.0735, Forward time: 0.7769, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.1754 [2020-10-18 16:55:02,886][root][INFO] - ===> Epoch[424](2120/5): Loss -0.5552, Sem 0.0663, dir -0.9444, norm 0.3229, swav 0.0000 LR: 9.681e-02 Score 97.798 Data time: 0.0743, Forward time: 0.7768, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.0441 [2020-10-18 16:55:04,908][root][INFO] - ===> Epoch[425](2121/5): Loss -0.5276, Sem 0.0663, dir -0.9489, norm 0.3551, swav 0.0000 LR: 9.681e-02 Score 97.905 Data time: 0.0844, Forward time: 0.7769, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 1.9188 [2020-10-18 16:55:06,829][root][INFO] - ===> Epoch[425](2122/5): Loss -0.5958, Sem 0.0591, dir -0.9527, norm 0.2978, swav 0.0000 LR: 9.681e-02 Score 98.021 Data time: 0.0507, Forward time: 0.7768, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 1.8079 [2020-10-18 16:55:09,676][root][INFO] - ===> Epoch[425](2123/5): Loss -0.5317, Sem 0.0686, dir -0.9473, norm 0.3471, swav 0.0000 LR: 9.681e-02 Score 97.751 Data time: 0.1318, Forward time: 0.7770, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.7284 [2020-10-18 16:55:12,044][root][INFO] - ===> Epoch[425](2124/5): Loss -0.5261, Sem 0.0950, dir -0.9433, norm 0.3222, swav 0.0000 LR: 9.681e-02 Score 96.990 Data time: 0.1516, Forward time: 0.7772, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.2473 [2020-10-18 16:55:14,619][root][INFO] - ===> Epoch[425](2125/5): Loss -0.5395, Sem 0.0700, dir -0.9489, norm 0.3394, swav 0.0000 LR: 9.681e-02 Score 97.687 Data time: 0.0691, Forward time: 0.7772, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.4826 [2020-10-18 16:55:16,714][root][INFO] - ===> Epoch[426](2126/5): Loss -0.5735, Sem 0.0595, dir -0.9525, norm 0.3194, swav 0.0000 LR: 9.681e-02 Score 98.000 Data time: 0.0709, Forward time: 0.7772, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 1.9890 [2020-10-18 16:55:18,811][root][INFO] - ===> Epoch[426](2127/5): Loss -0.5549, Sem 0.0662, dir -0.9503, norm 0.3292, swav 0.0000 LR: 9.680e-02 Score 97.843 Data time: 0.0840, Forward time: 0.7773, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.0120 [2020-10-18 16:55:21,114][root][INFO] - ===> Epoch[426](2128/5): Loss -0.5764, Sem 0.0681, dir -0.9487, norm 0.3042, swav 0.0000 LR: 9.680e-02 Score 97.773 Data time: 0.0718, Forward time: 0.7772, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.1934 [2020-10-18 16:55:23,342][root][INFO] - ===> Epoch[426](2129/5): Loss -0.5519, Sem 0.0702, dir -0.9464, norm 0.3242, swav 0.0000 LR: 9.680e-02 Score 97.658 Data time: 0.0827, Forward time: 0.7773, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.1364 [2020-10-18 16:55:25,437][root][INFO] - ===> Epoch[426](2130/5): Loss -0.5797, Sem 0.0586, dir -0.9545, norm 0.3163, swav 0.0000 LR: 9.680e-02 Score 98.051 Data time: 0.0805, Forward time: 0.7774, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.9768 [2020-10-18 16:55:28,019][root][INFO] - ===> Epoch[427](2131/5): Loss -0.5611, Sem 0.0663, dir -0.9508, norm 0.3235, swav 0.0000 LR: 9.680e-02 Score 97.846 Data time: 0.0697, Forward time: 0.7773, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.4592 [2020-10-18 16:55:30,206][root][INFO] - ===> Epoch[427](2132/5): Loss -0.5589, Sem 0.0682, dir -0.9470, norm 0.3199, swav 0.0000 LR: 9.680e-02 Score 97.773 Data time: 0.0737, Forward time: 0.7773, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.0963 [2020-10-18 16:55:32,423][root][INFO] - ===> Epoch[427](2133/5): Loss -0.5673, Sem 0.0697, dir -0.9489, norm 0.3119, swav 0.0000 LR: 9.679e-02 Score 97.766 Data time: 0.0675, Forward time: 0.7773, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.0988 [2020-10-18 16:55:34,332][root][INFO] - ===> Epoch[427](2134/5): Loss -0.5810, Sem 0.0652, dir -0.9506, norm 0.3044, swav 0.0000 LR: 9.679e-02 Score 97.885 Data time: 0.0436, Forward time: 0.7771, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 1.7950 [2020-10-18 16:55:36,398][root][INFO] - ===> Epoch[427](2135/5): Loss -0.5736, Sem 0.0676, dir -0.9529, norm 0.3117, swav 0.0000 LR: 9.679e-02 Score 97.770 Data time: 0.0741, Forward time: 0.7771, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.0027 [2020-10-18 16:55:38,577][root][INFO] - ===> Epoch[428](2136/5): Loss -0.5372, Sem 0.0652, dir -0.9470, norm 0.3446, swav 0.0000 LR: 9.679e-02 Score 97.815 Data time: 0.0816, Forward time: 0.7771, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.0716 [2020-10-18 16:55:40,663][root][INFO] - ===> Epoch[428](2137/5): Loss -0.4774, Sem 0.0796, dir -0.9454, norm 0.3884, swav 0.0000 LR: 9.679e-02 Score 97.333 Data time: 0.0966, Forward time: 0.7771, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.9885 [2020-10-18 16:55:43,437][root][INFO] - ===> Epoch[428](2138/5): Loss -0.5086, Sem 0.0704, dir -0.9473, norm 0.3683, swav 0.0000 LR: 9.679e-02 Score 97.628 Data time: 0.0804, Forward time: 0.7772, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.6589 [2020-10-18 16:55:45,285][root][INFO] - ===> Epoch[428](2139/5): Loss -0.6043, Sem 0.0610, dir -0.9539, norm 0.2885, swav 0.0000 LR: 9.679e-02 Score 97.966 Data time: 0.0816, Forward time: 0.7772, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 1.7352 [2020-10-18 16:55:47,574][root][INFO] - ===> Epoch[428](2140/5): Loss -0.5395, Sem 0.0745, dir -0.9445, norm 0.3305, swav 0.0000 LR: 9.678e-02 Score 97.532 Data time: 0.0669, Forward time: 0.7771, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.2017 [2020-10-18 16:55:49,436][root][INFO] - ===> Epoch[429](2141/5): Loss -0.5448, Sem 0.0732, dir -0.9454, norm 0.3274, swav 0.0000 LR: 9.678e-02 Score 97.597 Data time: 0.1141, Forward time: 0.7771, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.7865 [2020-10-18 16:55:51,438][root][INFO] - ===> Epoch[429](2142/5): Loss -0.5838, Sem 0.0559, dir -0.9504, norm 0.3107, swav 0.0000 LR: 9.678e-02 Score 98.200 Data time: 0.0949, Forward time: 0.7772, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.8844 [2020-10-18 16:55:53,934][root][INFO] - ===> Epoch[429](2143/5): Loss -0.5651, Sem 0.0616, dir -0.9516, norm 0.3248, swav 0.0000 LR: 9.678e-02 Score 97.974 Data time: 0.0726, Forward time: 0.7772, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.3934 [2020-10-18 16:55:56,320][root][INFO] - ===> Epoch[429](2144/5): Loss -0.5444, Sem 0.0735, dir -0.9466, norm 0.3287, swav 0.0000 LR: 9.678e-02 Score 97.564 Data time: 0.0598, Forward time: 0.7771, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.2815 [2020-10-18 16:55:58,384][root][INFO] - ===> Epoch[429](2145/5): Loss -0.5440, Sem 0.0710, dir -0.9485, norm 0.3335, swav 0.0000 LR: 9.678e-02 Score 97.602 Data time: 0.0861, Forward time: 0.7772, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.9753 [2020-10-18 16:56:00,781][root][INFO] - ===> Epoch[430](2146/5): Loss -0.5757, Sem 0.0580, dir -0.9501, norm 0.3164, swav 0.0000 LR: 9.678e-02 Score 98.114 Data time: 0.0709, Forward time: 0.7772, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.2852 [2020-10-18 16:56:02,917][root][INFO] - ===> Epoch[430](2147/5): Loss -0.5329, Sem 0.0726, dir -0.9474, norm 0.3420, swav 0.0000 LR: 9.677e-02 Score 97.722 Data time: 0.0641, Forward time: 0.7771, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.0342 [2020-10-18 16:56:05,034][root][INFO] - ===> Epoch[430](2148/5): Loss -0.5244, Sem 0.0807, dir -0.9467, norm 0.3417, swav 0.0000 LR: 9.677e-02 Score 97.319 Data time: 0.0653, Forward time: 0.7771, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.0135 [2020-10-18 16:56:06,917][root][INFO] - ===> Epoch[430](2149/5): Loss -0.5515, Sem 0.0671, dir -0.9514, norm 0.3327, swav 0.0000 LR: 9.677e-02 Score 97.701 Data time: 0.0731, Forward time: 0.7771, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.7762 [2020-10-18 16:56:09,160][root][INFO] - ===> Epoch[430](2150/5): Loss -0.5351, Sem 0.0673, dir -0.9465, norm 0.3442, swav 0.0000 LR: 9.677e-02 Score 97.786 Data time: 0.0748, Forward time: 0.7771, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.1369 [2020-10-18 16:56:11,790][root][INFO] - ===> Epoch[431](2151/5): Loss -0.5376, Sem 0.0695, dir -0.9491, norm 0.3421, swav 0.0000 LR: 9.677e-02 Score 97.732 Data time: 0.0713, Forward time: 0.7771, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.5033 [2020-10-18 16:56:13,802][root][INFO] - ===> Epoch[431](2152/5): Loss -0.5683, Sem 0.0651, dir -0.9489, norm 0.3155, swav 0.0000 LR: 9.677e-02 Score 97.805 Data time: 0.0624, Forward time: 0.7770, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.9033 [2020-10-18 16:56:16,001][root][INFO] - ===> Epoch[431](2153/5): Loss -0.5528, Sem 0.0666, dir -0.9510, norm 0.3316, swav 0.0000 LR: 9.676e-02 Score 97.798 Data time: 0.0725, Forward time: 0.7770, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.0971 [2020-10-18 16:56:18,154][root][INFO] - ===> Epoch[431](2154/5): Loss -0.5303, Sem 0.0759, dir -0.9484, norm 0.3423, swav 0.0000 LR: 9.676e-02 Score 97.490 Data time: 0.0507, Forward time: 0.7768, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.0757 [2020-10-18 16:56:19,890][root][INFO] - ===> Epoch[431](2155/5): Loss -0.5869, Sem 0.0618, dir -0.9513, norm 0.3027, swav 0.0000 LR: 9.676e-02 Score 97.967 Data time: 0.0885, Forward time: 0.7768, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.6566 [2020-10-18 16:56:22,077][root][INFO] - ===> Epoch[432](2156/5): Loss -0.5763, Sem 0.0637, dir -0.9490, norm 0.3090, swav 0.0000 LR: 9.676e-02 Score 97.878 Data time: 0.0737, Forward time: 0.7768, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.0948 [2020-10-18 16:56:24,366][root][INFO] - ===> Epoch[432](2157/5): Loss -0.5485, Sem 0.0659, dir -0.9439, norm 0.3296, swav 0.0000 LR: 9.676e-02 Score 97.797 Data time: 0.2521, Forward time: 0.7767, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.1877 [2020-10-18 16:56:26,589][root][INFO] - ===> Epoch[432](2158/5): Loss -0.5151, Sem 0.0634, dir -0.9532, norm 0.3746, swav 0.0000 LR: 9.676e-02 Score 97.990 Data time: 0.0905, Forward time: 0.7768, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.1461 [2020-10-18 16:56:28,889][root][INFO] - ===> Epoch[432](2159/5): Loss -0.5312, Sem 0.0651, dir -0.9513, norm 0.3550, swav 0.0000 LR: 9.676e-02 Score 97.838 Data time: 0.0776, Forward time: 0.7768, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.1719 [2020-10-18 16:56:30,966][root][INFO] - ===> Epoch[432](2160/5): Loss -0.5584, Sem 0.0646, dir -0.9488, norm 0.3258, swav 0.0000 LR: 9.675e-02 Score 97.868 Data time: 0.0787, Forward time: 0.7768, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.9723 [2020-10-18 16:56:32,985][root][INFO] - ===> Epoch[433](2161/5): Loss -0.5704, Sem 0.0640, dir -0.9526, norm 0.3183, swav 0.0000 LR: 9.675e-02 Score 97.922 Data time: 0.0867, Forward time: 0.7769, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.9220 [2020-10-18 16:56:35,865][root][INFO] - ===> Epoch[433](2162/5): Loss -0.5383, Sem 0.0654, dir -0.9466, norm 0.3429, swav 0.0000 LR: 9.675e-02 Score 97.851 Data time: 0.0644, Forward time: 0.7769, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.7731 [2020-10-18 16:56:38,098][root][INFO] - ===> Epoch[433](2163/5): Loss -0.5006, Sem 0.0754, dir -0.9439, norm 0.3679, swav 0.0000 LR: 9.675e-02 Score 97.551 Data time: 0.0701, Forward time: 0.7768, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.1576 [2020-10-18 16:56:40,276][root][INFO] - ===> Epoch[433](2164/5): Loss -0.5544, Sem 0.0593, dir -0.9504, norm 0.3366, swav 0.0000 LR: 9.675e-02 Score 98.023 Data time: 0.1001, Forward time: 0.7769, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.0770 [2020-10-18 16:56:42,214][root][INFO] - ===> Epoch[433](2165/5): Loss -0.5871, Sem 0.0618, dir -0.9546, norm 0.3057, swav 0.0000 LR: 9.675e-02 Score 98.029 Data time: 0.0841, Forward time: 0.7770, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.8309 [2020-10-18 16:56:44,684][root][INFO] - ===> Epoch[434](2166/5): Loss -0.5517, Sem 0.0691, dir -0.9480, norm 0.3272, swav 0.0000 LR: 9.675e-02 Score 97.690 Data time: 0.0763, Forward time: 0.7771, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.3713 [2020-10-18 16:56:46,949][root][INFO] - ===> Epoch[434](2167/5): Loss -0.5480, Sem 0.0579, dir -0.9457, norm 0.3398, swav 0.0000 LR: 9.674e-02 Score 98.090 Data time: 0.0793, Forward time: 0.7771, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.1626 [2020-10-18 16:56:49,210][root][INFO] - ===> Epoch[434](2168/5): Loss -0.5948, Sem 0.0603, dir -0.9539, norm 0.2988, swav 0.0000 LR: 9.674e-02 Score 97.973 Data time: 0.0589, Forward time: 0.7770, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.1756 [2020-10-18 16:56:51,571][root][INFO] - ===> Epoch[434](2169/5): Loss -0.5413, Sem 0.0736, dir -0.9479, norm 0.3330, swav 0.0000 LR: 9.674e-02 Score 97.546 Data time: 0.0649, Forward time: 0.7769, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.2523 [2020-10-18 16:56:53,664][root][INFO] - ===> Epoch[434](2170/5): Loss -0.5438, Sem 0.0716, dir -0.9473, norm 0.3319, swav 0.0000 LR: 9.674e-02 Score 97.649 Data time: 0.0815, Forward time: 0.7770, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.0036 [2020-10-18 16:56:55,846][root][INFO] - ===> Epoch[435](2171/5): Loss -0.5760, Sem 0.0687, dir -0.9502, norm 0.3056, swav 0.0000 LR: 9.674e-02 Score 97.778 Data time: 0.0861, Forward time: 0.7769, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.0744 [2020-10-18 16:56:58,145][root][INFO] - ===> Epoch[435](2172/5): Loss -0.5348, Sem 0.0711, dir -0.9469, norm 0.3409, swav 0.0000 LR: 9.674e-02 Score 97.673 Data time: 0.1001, Forward time: 0.7770, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.1753 [2020-10-18 16:57:00,295][root][INFO] - ===> Epoch[435](2173/5): Loss -0.5814, Sem 0.0573, dir -0.9513, norm 0.3126, swav 0.0000 LR: 9.673e-02 Score 98.119 Data time: 0.0887, Forward time: 0.7771, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.0508 [2020-10-18 16:57:03,012][root][INFO] - ===> Epoch[435](2174/5): Loss -0.5414, Sem 0.0566, dir -0.9540, norm 0.3560, swav 0.0000 LR: 9.673e-02 Score 98.162 Data time: 0.0980, Forward time: 0.7772, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.6237 [2020-10-18 16:57:05,147][root][INFO] - ===> Epoch[435](2175/5): Loss -0.5539, Sem 0.0651, dir -0.9490, norm 0.3300, swav 0.0000 LR: 9.673e-02 Score 97.826 Data time: 0.0610, Forward time: 0.7771, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.9860 [2020-10-18 16:57:07,266][root][INFO] - ===> Epoch[436](2176/5): Loss -0.5396, Sem 0.0672, dir -0.9465, norm 0.3397, swav 0.0000 LR: 9.673e-02 Score 97.794 Data time: 0.0731, Forward time: 0.7771, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.9116 [2020-10-18 16:57:09,364][root][INFO] - ===> Epoch[436](2177/5): Loss -0.5613, Sem 0.0632, dir -0.9502, norm 0.3256, swav 0.0000 LR: 9.673e-02 Score 97.929 Data time: 0.0722, Forward time: 0.7770, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.9947 [2020-10-18 16:57:11,365][root][INFO] - ===> Epoch[436](2178/5): Loss -0.5628, Sem 0.0640, dir -0.9481, norm 0.3213, swav 0.0000 LR: 9.673e-02 Score 97.945 Data time: 0.0728, Forward time: 0.7770, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.8893 [2020-10-18 16:57:14,151][root][INFO] - ===> Epoch[436](2179/5): Loss -0.5386, Sem 0.0632, dir -0.9549, norm 0.3531, swav 0.0000 LR: 9.673e-02 Score 97.920 Data time: 0.0657, Forward time: 0.7770, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.6756 [2020-10-18 16:57:16,876][root][INFO] - ===> Epoch[436](2180/5): Loss -0.5317, Sem 0.0630, dir -0.9464, norm 0.3516, swav 0.0000 LR: 9.672e-02 Score 97.906 Data time: 0.0872, Forward time: 0.7771, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.6145 [2020-10-18 16:57:18,952][root][INFO] - ===> Epoch[437](2181/5): Loss -0.5822, Sem 0.0532, dir -0.9554, norm 0.3200, swav 0.0000 LR: 9.672e-02 Score 98.250 Data time: 0.0861, Forward time: 0.7772, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.9232 [2020-10-18 16:57:20,975][root][INFO] - ===> Epoch[437](2182/5): Loss -0.5235, Sem 0.0817, dir -0.9437, norm 0.3384, swav 0.0000 LR: 9.672e-02 Score 97.336 Data time: 0.0676, Forward time: 0.7771, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.9065 [2020-10-18 16:57:23,051][root][INFO] - ===> Epoch[437](2183/5): Loss -0.5512, Sem 0.0690, dir -0.9493, norm 0.3291, swav 0.0000 LR: 9.672e-02 Score 97.700 Data time: 0.0722, Forward time: 0.7771, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.0018 [2020-10-18 16:57:25,551][root][INFO] - ===> Epoch[437](2184/5): Loss -0.5704, Sem 0.0581, dir -0.9526, norm 0.3241, swav 0.0000 LR: 9.672e-02 Score 98.141 Data time: 0.0583, Forward time: 0.7771, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.4016 [2020-10-18 16:57:27,724][root][INFO] - ===> Epoch[437](2185/5): Loss -0.5591, Sem 0.0653, dir -0.9488, norm 0.3245, swav 0.0000 LR: 9.672e-02 Score 97.844 Data time: 0.0856, Forward time: 0.7771, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.0711 [2020-10-18 16:57:30,193][root][INFO] - ===> Epoch[438](2186/5): Loss -0.5730, Sem 0.0673, dir -0.9494, norm 0.3092, swav 0.0000 LR: 9.672e-02 Score 97.815 Data time: 0.0492, Forward time: 0.7770, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.3555 [2020-10-18 16:57:32,444][root][INFO] - ===> Epoch[438](2187/5): Loss -0.5720, Sem 0.0587, dir -0.9544, norm 0.3236, swav 0.0000 LR: 9.671e-02 Score 98.073 Data time: 0.0791, Forward time: 0.7770, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.1792 [2020-10-18 16:57:34,619][root][INFO] - ===> Epoch[438](2188/5): Loss -0.5043, Sem 0.0622, dir -0.9491, norm 0.3826, swav 0.0000 LR: 9.671e-02 Score 97.953 Data time: 0.0796, Forward time: 0.7770, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.0678 [2020-10-18 16:57:36,808][root][INFO] - ===> Epoch[438](2189/5): Loss -0.5613, Sem 0.0617, dir -0.9483, norm 0.3254, swav 0.0000 LR: 9.671e-02 Score 97.972 Data time: 0.0734, Forward time: 0.7770, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.0611 [2020-10-18 16:57:39,178][root][INFO] - ===> Epoch[438](2190/5): Loss -0.5566, Sem 0.0617, dir -0.9469, norm 0.3286, swav 0.0000 LR: 9.671e-02 Score 98.025 Data time: 0.0695, Forward time: 0.7770, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.2548 [2020-10-18 16:57:41,217][root][INFO] - ===> Epoch[439](2191/5): Loss -0.5594, Sem 0.0658, dir -0.9486, norm 0.3234, swav 0.0000 LR: 9.671e-02 Score 97.837 Data time: 0.0670, Forward time: 0.7769, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 1.9410 [2020-10-18 16:57:43,417][root][INFO] - ===> Epoch[439](2192/5): Loss -0.5383, Sem 0.0719, dir -0.9470, norm 0.3368, swav 0.0000 LR: 9.671e-02 Score 97.576 Data time: 0.1201, Forward time: 0.7770, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.1049 [2020-10-18 16:57:45,647][root][INFO] - ===> Epoch[439](2193/5): Loss -0.5734, Sem 0.0572, dir -0.9573, norm 0.3266, swav 0.0000 LR: 9.670e-02 Score 98.098 Data time: 0.0902, Forward time: 0.7770, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.1051 [2020-10-18 16:57:47,654][root][INFO] - ===> Epoch[439](2194/5): Loss -0.5684, Sem 0.0601, dir -0.9501, norm 0.3215, swav 0.0000 LR: 9.670e-02 Score 98.006 Data time: 0.0637, Forward time: 0.7770, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.8707 [2020-10-18 16:57:49,645][root][INFO] - ===> Epoch[439](2195/5): Loss -0.5567, Sem 0.0578, dir -0.9486, norm 0.3341, swav 0.0000 LR: 9.670e-02 Score 98.093 Data time: 0.0827, Forward time: 0.7770, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.8838 [2020-10-18 16:57:52,262][root][INFO] - ===> Epoch[440](2196/5): Loss -0.5731, Sem 0.0630, dir -0.9484, norm 0.3123, swav 0.0000 LR: 9.670e-02 Score 97.921 Data time: 0.3311, Forward time: 0.7769, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.4962 [2020-10-18 16:57:54,572][root][INFO] - ===> Epoch[440](2197/5): Loss -0.5755, Sem 0.0587, dir -0.9507, norm 0.3165, swav 0.0000 LR: 9.670e-02 Score 98.083 Data time: 0.0863, Forward time: 0.7770, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.1862 [2020-10-18 16:57:56,691][root][INFO] - ===> Epoch[440](2198/5): Loss -0.5775, Sem 0.0638, dir -0.9521, norm 0.3108, swav 0.0000 LR: 9.670e-02 Score 97.857 Data time: 0.0749, Forward time: 0.7770, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.0006 [2020-10-18 16:57:58,582][root][INFO] - ===> Epoch[440](2199/5): Loss -0.5744, Sem 0.0580, dir -0.9524, norm 0.3201, swav 0.0000 LR: 9.670e-02 Score 98.078 Data time: 0.0562, Forward time: 0.7769, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.7959 [2020-10-18 16:58:01,126][root][INFO] - ===> Epoch[440](2200/5): Loss -0.5110, Sem 0.0745, dir -0.9421, norm 0.3566, swav 0.0000 LR: 9.669e-02 Score 97.563 Data time: 0.0591, Forward time: 0.7768, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.4546 [2020-10-18 16:58:02,147][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 16:58:02,312][root][INFO] - ===> Start testing [2020-10-18 16:58:39,059][root][INFO] - 68/68: Data time: 0.0022, Iter time: 0.1231 Loss 0.195 (AVG: 0.442) Score 93.678 (AVG: 89.768) mIOU 67.400 mAP 83.788 mAcc 74.684 IOU: 60.430 0.000 73.979 73.076 93.903 90.803 35.418 75.215 98.457 52.337 79.608 84.953 58.021 mAP: 83.505 9.506 92.377 89.119 98.907 98.306 64.425 94.268 99.822 78.444 93.788 95.085 91.686 mAcc: 81.064 0.000 86.578 81.602 95.107 94.110 43.506 87.096 99.143 56.008 86.799 94.080 65.801 [2020-10-18 16:58:39,062][root][INFO] - Finished test. Elapsed time: 36.7462 [2020-10-18 16:58:42,128][root][INFO] - [2020-10-18 16:58:42,128][root][INFO] - ################################################################ [2020-10-18 16:58:42,128][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 16:58:42,128][root][INFO] - ################################################################ [2020-10-18 16:58:42,128][root][INFO] - clutter : nan nan nan [2020-10-18 16:58:42,128][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 16:58:42,128][root][INFO] - board : 0.715 0.879 0.922 [2020-10-18 16:58:42,129][root][INFO] - bookcase : 0.227 0.365 0.512 [2020-10-18 16:58:42,129][root][INFO] - ceiling : 0.454 0.468 0.531 [2020-10-18 16:58:42,129][root][INFO] - chair : 0.740 0.852 0.873 [2020-10-18 16:58:42,129][root][INFO] - column : 0.167 0.270 0.380 [2020-10-18 16:58:42,129][root][INFO] - door : 0.603 0.832 0.907 [2020-10-18 16:58:42,129][root][INFO] - floor : 0.802 0.853 0.892 [2020-10-18 16:58:42,129][root][INFO] - sofa : 0.177 0.257 0.636 [2020-10-18 16:58:42,129][root][INFO] - table : 0.140 0.322 0.657 [2020-10-18 16:58:42,129][root][INFO] - wall : 0.449 0.646 0.785 [2020-10-18 16:58:42,129][root][INFO] - window : 0.491 0.709 0.769 [2020-10-18 16:58:42,129][root][INFO] - ---------------------------------------------------------------- [2020-10-18 16:58:42,129][root][INFO] - average : 0.414 0.538 0.655 [2020-10-18 16:58:42,129][root][INFO] - [2020-10-18 16:58:42,287][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 16:58:42,288][root][INFO] - Current best mIoU: 67.633 at iter 1200 [2020-10-18 16:58:43,968][root][INFO] - ===> Epoch[441](2201/5): Loss -0.5500, Sem 0.0649, dir -0.9480, norm 0.3331, swav 0.0000 LR: 9.669e-02 Score 97.859 Data time: 0.0666, Forward time: 0.7767, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.6745 [2020-10-18 16:58:46,168][root][INFO] - ===> Epoch[441](2202/5): Loss -0.5640, Sem 0.0620, dir -0.9526, norm 0.3266, swav 0.0000 LR: 9.669e-02 Score 97.955 Data time: 0.0736, Forward time: 0.7767, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.0897 [2020-10-18 16:58:48,250][root][INFO] - ===> Epoch[441](2203/5): Loss -0.5685, Sem 0.0602, dir -0.9529, norm 0.3242, swav 0.0000 LR: 9.669e-02 Score 97.999 Data time: 0.0749, Forward time: 0.7767, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.9870 [2020-10-18 16:58:50,776][root][INFO] - ===> Epoch[441](2204/5): Loss -0.5518, Sem 0.0668, dir -0.9436, norm 0.3250, swav 0.0000 LR: 9.669e-02 Score 97.803 Data time: 0.0665, Forward time: 0.7767, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.4284 [2020-10-18 16:58:53,304][root][INFO] - ===> Epoch[441](2205/5): Loss -0.5635, Sem 0.0546, dir -0.9508, norm 0.3327, swav 0.0000 LR: 9.669e-02 Score 98.218 Data time: 0.0800, Forward time: 0.7767, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.4343 [2020-10-18 16:58:55,349][root][INFO] - ===> Epoch[442](2206/5): Loss -0.5322, Sem 0.0621, dir -0.9456, norm 0.3512, swav 0.0000 LR: 9.668e-02 Score 97.937 Data time: 0.2110, Forward time: 0.7768, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.9399 [2020-10-18 16:58:58,082][root][INFO] - ===> Epoch[442](2207/5): Loss -0.5646, Sem 0.0614, dir -0.9524, norm 0.3265, swav 0.0000 LR: 9.668e-02 Score 97.981 Data time: 0.1215, Forward time: 0.7770, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.6096 [2020-10-18 16:59:00,582][root][INFO] - ===> Epoch[442](2208/5): Loss -0.5666, Sem 0.0600, dir -0.9462, norm 0.3196, swav 0.0000 LR: 9.668e-02 Score 98.025 Data time: 0.0741, Forward time: 0.7770, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.3892 [2020-10-18 16:59:02,608][root][INFO] - ===> Epoch[442](2209/5): Loss -0.5573, Sem 0.0685, dir -0.9503, norm 0.3245, swav 0.0000 LR: 9.668e-02 Score 97.756 Data time: 0.0633, Forward time: 0.7770, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.9322 [2020-10-18 16:59:04,596][root][INFO] - ===> Epoch[442](2210/5): Loss -0.5479, Sem 0.0575, dir -0.9481, norm 0.3427, swav 0.0000 LR: 9.668e-02 Score 98.106 Data time: 0.0609, Forward time: 0.7769, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.9122 [2020-10-18 16:59:06,761][root][INFO] - ===> Epoch[443](2211/5): Loss -0.5502, Sem 0.0653, dir -0.9465, norm 0.3310, swav 0.0000 LR: 9.668e-02 Score 97.852 Data time: 0.0789, Forward time: 0.7769, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.0876 [2020-10-18 16:59:08,953][root][INFO] - ===> Epoch[443](2212/5): Loss -0.5323, Sem 0.0719, dir -0.9443, norm 0.3402, swav 0.0000 LR: 9.668e-02 Score 97.697 Data time: 0.0546, Forward time: 0.7768, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.0843 [2020-10-18 16:59:11,127][root][INFO] - ===> Epoch[443](2213/5): Loss -0.5600, Sem 0.0601, dir -0.9533, norm 0.3332, swav 0.0000 LR: 9.667e-02 Score 98.053 Data time: 0.0671, Forward time: 0.7768, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.0809 [2020-10-18 16:59:13,044][root][INFO] - ===> Epoch[443](2214/5): Loss -0.5762, Sem 0.0580, dir -0.9527, norm 0.3185, swav 0.0000 LR: 9.667e-02 Score 98.133 Data time: 0.0686, Forward time: 0.7768, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.8220 [2020-10-18 16:59:15,581][root][INFO] - ===> Epoch[443](2215/5): Loss -0.5379, Sem 0.0619, dir -0.9462, norm 0.3465, swav 0.0000 LR: 9.667e-02 Score 97.951 Data time: 0.0790, Forward time: 0.7768, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.4535 [2020-10-18 16:59:17,506][root][INFO] - ===> Epoch[444](2216/5): Loss -0.5434, Sem 0.0692, dir -0.9499, norm 0.3373, swav 0.0000 LR: 9.667e-02 Score 97.794 Data time: 0.0813, Forward time: 0.7768, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.8046 [2020-10-18 16:59:20,129][root][INFO] - ===> Epoch[444](2217/5): Loss -0.5485, Sem 0.0596, dir -0.9467, norm 0.3387, swav 0.0000 LR: 9.667e-02 Score 98.035 Data time: 0.0753, Forward time: 0.7769, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.5125 [2020-10-18 16:59:22,617][root][INFO] - ===> Epoch[444](2218/5): Loss -0.5432, Sem 0.0578, dir -0.9539, norm 0.3529, swav 0.0000 LR: 9.667e-02 Score 98.089 Data time: 0.0707, Forward time: 0.7769, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.3827 [2020-10-18 16:59:24,431][root][INFO] - ===> Epoch[444](2219/5): Loss -0.5518, Sem 0.0598, dir -0.9502, norm 0.3386, swav 0.0000 LR: 9.667e-02 Score 98.006 Data time: 0.0709, Forward time: 0.7769, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.7298 [2020-10-18 16:59:27,099][root][INFO] - ===> Epoch[444](2220/5): Loss -0.5530, Sem 0.0577, dir -0.9502, norm 0.3395, swav 0.0000 LR: 9.666e-02 Score 98.081 Data time: 0.1633, Forward time: 0.7769, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.5754 [2020-10-18 16:59:29,242][root][INFO] - ===> Epoch[445](2221/5): Loss -0.5522, Sem 0.0650, dir -0.9508, norm 0.3336, swav 0.0000 LR: 9.666e-02 Score 97.842 Data time: 0.0802, Forward time: 0.7769, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.0558 [2020-10-18 16:59:31,845][root][INFO] - ===> Epoch[445](2222/5): Loss -0.5327, Sem 0.0664, dir -0.9474, norm 0.3483, swav 0.0000 LR: 9.666e-02 Score 97.851 Data time: 0.0765, Forward time: 0.7769, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.4920 [2020-10-18 16:59:34,041][root][INFO] - ===> Epoch[445](2223/5): Loss -0.5539, Sem 0.0664, dir -0.9500, norm 0.3297, swav 0.0000 LR: 9.666e-02 Score 97.771 Data time: 0.0670, Forward time: 0.7769, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.1095 [2020-10-18 16:59:36,551][root][INFO] - ===> Epoch[445](2224/5): Loss -0.5517, Sem 0.0665, dir -0.9486, norm 0.3304, swav 0.0000 LR: 9.666e-02 Score 97.823 Data time: 0.0615, Forward time: 0.7768, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.4368 [2020-10-18 16:59:38,597][root][INFO] - ===> Epoch[445](2225/5): Loss -0.5568, Sem 0.0669, dir -0.9491, norm 0.3253, swav 0.0000 LR: 9.666e-02 Score 97.848 Data time: 0.0772, Forward time: 0.7768, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 1.9530 [2020-10-18 16:59:40,864][root][INFO] - ===> Epoch[446](2226/5): Loss -0.5555, Sem 0.0656, dir -0.9505, norm 0.3294, swav 0.0000 LR: 9.665e-02 Score 97.855 Data time: 0.0573, Forward time: 0.7767, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.1620 [2020-10-18 16:59:43,152][root][INFO] - ===> Epoch[446](2227/5): Loss -0.5564, Sem 0.0572, dir -0.9518, norm 0.3382, swav 0.0000 LR: 9.665e-02 Score 98.109 Data time: 0.0554, Forward time: 0.7766, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.2047 [2020-10-18 16:59:45,324][root][INFO] - ===> Epoch[446](2228/5): Loss -0.4918, Sem 0.0699, dir -0.9432, norm 0.3815, swav 0.0000 LR: 9.665e-02 Score 97.749 Data time: 0.0598, Forward time: 0.7766, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.1112 [2020-10-18 16:59:47,421][root][INFO] - ===> Epoch[446](2229/5): Loss -0.5306, Sem 0.0728, dir -0.9430, norm 0.3396, swav 0.0000 LR: 9.665e-02 Score 97.590 Data time: 0.0545, Forward time: 0.7765, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.0068 [2020-10-18 16:59:50,001][root][INFO] - ===> Epoch[446](2230/5): Loss -0.5593, Sem 0.0674, dir -0.9463, norm 0.3196, swav 0.0000 LR: 9.665e-02 Score 97.803 Data time: 0.0843, Forward time: 0.7764, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.4646 [2020-10-18 16:59:52,530][root][INFO] - ===> Epoch[447](2231/5): Loss -0.5481, Sem 0.0565, dir -0.9564, norm 0.3517, swav 0.0000 LR: 9.665e-02 Score 98.148 Data time: 0.0965, Forward time: 0.7765, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.4244 [2020-10-18 16:59:54,481][root][INFO] - ===> Epoch[447](2232/5): Loss -0.5694, Sem 0.0671, dir -0.9506, norm 0.3141, swav 0.0000 LR: 9.665e-02 Score 97.855 Data time: 0.0838, Forward time: 0.7766, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 1.8328 [2020-10-18 16:59:56,775][root][INFO] - ===> Epoch[447](2233/5): Loss -0.5582, Sem 0.0669, dir -0.9504, norm 0.3253, swav 0.0000 LR: 9.664e-02 Score 97.774 Data time: 0.0532, Forward time: 0.7765, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.2048 [2020-10-18 16:59:58,697][root][INFO] - ===> Epoch[447](2234/5): Loss -0.5635, Sem 0.0631, dir -0.9493, norm 0.3227, swav 0.0000 LR: 9.664e-02 Score 97.937 Data time: 0.0846, Forward time: 0.7766, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.8242 [2020-10-18 17:00:01,414][root][INFO] - ===> Epoch[447](2235/5): Loss -0.5593, Sem 0.0589, dir -0.9527, norm 0.3346, swav 0.0000 LR: 9.664e-02 Score 98.066 Data time: 0.0726, Forward time: 0.7765, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.6059 [2020-10-18 17:00:03,573][root][INFO] - ===> Epoch[448](2236/5): Loss -0.5706, Sem 0.0647, dir -0.9508, norm 0.3154, swav 0.0000 LR: 9.664e-02 Score 97.908 Data time: 0.0518, Forward time: 0.7765, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0808 [2020-10-18 17:00:05,790][root][INFO] - ===> Epoch[448](2237/5): Loss -0.5845, Sem 0.0593, dir -0.9533, norm 0.3096, swav 0.0000 LR: 9.664e-02 Score 98.029 Data time: 0.0562, Forward time: 0.7764, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.1270 [2020-10-18 17:00:07,960][root][INFO] - ===> Epoch[448](2238/5): Loss -0.5825, Sem 0.0581, dir -0.9536, norm 0.3130, swav 0.0000 LR: 9.664e-02 Score 98.065 Data time: 0.0684, Forward time: 0.7764, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0854 [2020-10-18 17:00:10,473][root][INFO] - ===> Epoch[448](2239/5): Loss -0.5520, Sem 0.0642, dir -0.9485, norm 0.3323, swav 0.0000 LR: 9.664e-02 Score 97.901 Data time: 0.0643, Forward time: 0.7763, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.4104 [2020-10-18 17:00:12,592][root][INFO] - ===> Epoch[448](2240/5): Loss -0.5508, Sem 0.0735, dir -0.9435, norm 0.3192, swav 0.0000 LR: 9.663e-02 Score 97.615 Data time: 0.0534, Forward time: 0.7762, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0290 [2020-10-18 17:00:14,516][root][INFO] - ===> Epoch[449](2241/5): Loss -0.5782, Sem 0.0601, dir -0.9543, norm 0.3160, swav 0.0000 LR: 9.663e-02 Score 97.956 Data time: 0.0564, Forward time: 0.7761, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.8290 [2020-10-18 17:00:16,412][root][INFO] - ===> Epoch[449](2242/5): Loss -0.5289, Sem 0.0655, dir -0.9452, norm 0.3508, swav 0.0000 LR: 9.663e-02 Score 97.868 Data time: 0.1220, Forward time: 0.7761, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.8181 [2020-10-18 17:00:19,069][root][INFO] - ===> Epoch[449](2243/5): Loss -0.5954, Sem 0.0624, dir -0.9531, norm 0.2953, swav 0.0000 LR: 9.663e-02 Score 98.002 Data time: 0.0853, Forward time: 0.7762, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.5437 [2020-10-18 17:00:21,561][root][INFO] - ===> Epoch[449](2244/5): Loss -0.5176, Sem 0.0621, dir -0.9458, norm 0.3661, swav 0.0000 LR: 9.663e-02 Score 97.968 Data time: 0.0905, Forward time: 0.7762, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.3670 [2020-10-18 17:00:24,553][root][INFO] - ===> Epoch[449](2245/5): Loss -0.5451, Sem 0.0681, dir -0.9474, norm 0.3342, swav 0.0000 LR: 9.663e-02 Score 97.784 Data time: 0.1031, Forward time: 0.7764, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.8827 [2020-10-18 17:00:26,433][root][INFO] - ===> Epoch[450](2246/5): Loss -0.5756, Sem 0.0595, dir -0.9455, norm 0.3105, swav 0.0000 LR: 9.662e-02 Score 97.998 Data time: 0.0670, Forward time: 0.7763, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.7248 [2020-10-18 17:00:28,482][root][INFO] - ===> Epoch[450](2247/5): Loss -0.5767, Sem 0.0588, dir -0.9543, norm 0.3188, swav 0.0000 LR: 9.662e-02 Score 98.082 Data time: 0.0591, Forward time: 0.7763, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.9734 [2020-10-18 17:00:30,557][root][INFO] - ===> Epoch[450](2248/5): Loss -0.5662, Sem 0.0576, dir -0.9512, norm 0.3274, swav 0.0000 LR: 9.662e-02 Score 98.071 Data time: 0.0657, Forward time: 0.7762, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.9952 [2020-10-18 17:00:32,844][root][INFO] - ===> Epoch[450](2249/5): Loss -0.5598, Sem 0.0662, dir -0.9497, norm 0.3237, swav 0.0000 LR: 9.662e-02 Score 97.841 Data time: 0.0602, Forward time: 0.7762, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.1781 [2020-10-18 17:00:35,236][root][INFO] - ===> Epoch[450](2250/5): Loss -0.5394, Sem 0.0672, dir -0.9440, norm 0.3375, swav 0.0000 LR: 9.662e-02 Score 97.907 Data time: 0.0676, Forward time: 0.7762, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.2934 [2020-10-18 17:00:37,570][root][INFO] - ===> Epoch[451](2251/5): Loss -0.5409, Sem 0.0604, dir -0.9510, norm 0.3498, swav 0.0000 LR: 9.662e-02 Score 98.027 Data time: 0.0492, Forward time: 0.7761, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.2193 [2020-10-18 17:00:39,578][root][INFO] - ===> Epoch[451](2252/5): Loss -0.5725, Sem 0.0608, dir -0.9501, norm 0.3167, swav 0.0000 LR: 9.662e-02 Score 97.985 Data time: 0.0685, Forward time: 0.7760, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.9362 [2020-10-18 17:00:42,244][root][INFO] - ===> Epoch[451](2253/5): Loss -0.5634, Sem 0.0642, dir -0.9541, norm 0.3266, swav 0.0000 LR: 9.661e-02 Score 97.861 Data time: 0.0799, Forward time: 0.7760, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.5574 [2020-10-18 17:00:44,528][root][INFO] - ===> Epoch[451](2254/5): Loss -0.5692, Sem 0.0583, dir -0.9532, norm 0.3257, swav 0.0000 LR: 9.661e-02 Score 98.115 Data time: 0.0637, Forward time: 0.7760, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.1728 [2020-10-18 17:00:46,674][root][INFO] - ===> Epoch[451](2255/5): Loss -0.5557, Sem 0.0618, dir -0.9511, norm 0.3337, swav 0.0000 LR: 9.661e-02 Score 97.971 Data time: 0.0807, Forward time: 0.7760, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.0569 [2020-10-18 17:00:48,649][root][INFO] - ===> Epoch[452](2256/5): Loss -0.5835, Sem 0.0564, dir -0.9527, norm 0.3128, swav 0.0000 LR: 9.661e-02 Score 98.143 Data time: 0.0855, Forward time: 0.7759, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 1.8483 [2020-10-18 17:00:50,754][root][INFO] - ===> Epoch[452](2257/5): Loss -0.5101, Sem 0.0755, dir -0.9439, norm 0.3583, swav 0.0000 LR: 9.661e-02 Score 97.486 Data time: 0.0845, Forward time: 0.7760, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.0184 [2020-10-18 17:00:52,862][root][INFO] - ===> Epoch[452](2258/5): Loss -0.5540, Sem 0.0639, dir -0.9512, norm 0.3333, swav 0.0000 LR: 9.661e-02 Score 97.955 Data time: 0.1714, Forward time: 0.7759, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.9923 [2020-10-18 17:00:55,135][root][INFO] - ===> Epoch[452](2259/5): Loss -0.5215, Sem 0.0716, dir -0.9456, norm 0.3524, swav 0.0000 LR: 9.661e-02 Score 97.605 Data time: 0.0907, Forward time: 0.7760, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.1672 [2020-10-18 17:00:57,380][root][INFO] - ===> Epoch[452](2260/5): Loss -0.5691, Sem 0.0568, dir -0.9528, norm 0.3269, swav 0.0000 LR: 9.660e-02 Score 98.182 Data time: 0.0794, Forward time: 0.7760, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.1215 [2020-10-18 17:00:59,602][root][INFO] - ===> Epoch[453](2261/5): Loss -0.5651, Sem 0.0607, dir -0.9500, norm 0.3243, swav 0.0000 LR: 9.660e-02 Score 97.989 Data time: 0.0867, Forward time: 0.7761, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.1484 [2020-10-18 17:01:01,729][root][INFO] - ===> Epoch[453](2262/5): Loss -0.5880, Sem 0.0631, dir -0.9502, norm 0.2990, swav 0.0000 LR: 9.660e-02 Score 97.902 Data time: 0.0697, Forward time: 0.7760, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.0147 [2020-10-18 17:01:03,991][root][INFO] - ===> Epoch[453](2263/5): Loss -0.5680, Sem 0.0559, dir -0.9518, norm 0.3280, swav 0.0000 LR: 9.660e-02 Score 98.106 Data time: 0.0874, Forward time: 0.7761, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.1436 [2020-10-18 17:01:06,105][root][INFO] - ===> Epoch[453](2264/5): Loss -0.5554, Sem 0.0622, dir -0.9502, norm 0.3325, swav 0.0000 LR: 9.660e-02 Score 97.932 Data time: 0.0834, Forward time: 0.7761, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0076 [2020-10-18 17:01:07,950][root][INFO] - ===> Epoch[453](2265/5): Loss -0.5878, Sem 0.0572, dir -0.9536, norm 0.3085, swav 0.0000 LR: 9.660e-02 Score 98.099 Data time: 0.0791, Forward time: 0.7762, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.7450 [2020-10-18 17:01:10,294][root][INFO] - ===> Epoch[454](2266/5): Loss -0.5661, Sem 0.0644, dir -0.9511, norm 0.3207, swav 0.0000 LR: 9.659e-02 Score 97.888 Data time: 0.0816, Forward time: 0.7761, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.2350 [2020-10-18 17:01:12,547][root][INFO] - ===> Epoch[454](2267/5): Loss -0.5411, Sem 0.0585, dir -0.9502, norm 0.3506, swav 0.0000 LR: 9.659e-02 Score 98.063 Data time: 0.0937, Forward time: 0.7762, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.1539 [2020-10-18 17:01:15,039][root][INFO] - ===> Epoch[454](2268/5): Loss -0.5498, Sem 0.0685, dir -0.9463, norm 0.3279, swav 0.0000 LR: 9.659e-02 Score 97.821 Data time: 0.0779, Forward time: 0.7762, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.3688 [2020-10-18 17:01:17,005][root][INFO] - ===> Epoch[454](2269/5): Loss -0.5861, Sem 0.0606, dir -0.9536, norm 0.3069, swav 0.0000 LR: 9.659e-02 Score 97.983 Data time: 0.0857, Forward time: 0.7763, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.8698 [2020-10-18 17:01:19,141][root][INFO] - ===> Epoch[454](2270/5): Loss -0.5583, Sem 0.0662, dir -0.9460, norm 0.3216, swav 0.0000 LR: 9.659e-02 Score 97.834 Data time: 0.0826, Forward time: 0.7763, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0335 [2020-10-18 17:01:21,163][root][INFO] - ===> Epoch[455](2271/5): Loss -0.5730, Sem 0.0636, dir -0.9519, norm 0.3153, swav 0.0000 LR: 9.659e-02 Score 97.998 Data time: 0.0830, Forward time: 0.7764, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 1.9304 [2020-10-18 17:01:23,484][root][INFO] - ===> Epoch[455](2272/5): Loss -0.6162, Sem 0.0533, dir -0.9553, norm 0.2858, swav 0.0000 LR: 9.659e-02 Score 98.265 Data time: 0.0615, Forward time: 0.7764, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.2328 [2020-10-18 17:01:25,637][root][INFO] - ===> Epoch[455](2273/5): Loss -0.5581, Sem 0.0627, dir -0.9503, norm 0.3294, swav 0.0000 LR: 9.658e-02 Score 97.905 Data time: 0.0892, Forward time: 0.7764, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.0653 [2020-10-18 17:01:28,081][root][INFO] - ===> Epoch[455](2274/5): Loss -0.5550, Sem 0.0683, dir -0.9496, norm 0.3263, swav 0.0000 LR: 9.658e-02 Score 97.778 Data time: 0.0763, Forward time: 0.7764, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.3328 [2020-10-18 17:01:30,286][root][INFO] - ===> Epoch[455](2275/5): Loss -0.5918, Sem 0.0597, dir -0.9533, norm 0.3018, swav 0.0000 LR: 9.658e-02 Score 98.040 Data time: 0.0854, Forward time: 0.7765, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.1116 [2020-10-18 17:01:32,483][root][INFO] - ===> Epoch[456](2276/5): Loss -0.5515, Sem 0.0711, dir -0.9506, norm 0.3280, swav 0.0000 LR: 9.658e-02 Score 97.715 Data time: 0.0989, Forward time: 0.7765, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.0924 [2020-10-18 17:01:34,755][root][INFO] - ===> Epoch[456](2277/5): Loss -0.5919, Sem 0.0624, dir -0.9548, norm 0.3005, swav 0.0000 LR: 9.658e-02 Score 97.973 Data time: 0.0826, Forward time: 0.7765, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.1607 [2020-10-18 17:01:37,004][root][INFO] - ===> Epoch[456](2278/5): Loss -0.5491, Sem 0.0736, dir -0.9464, norm 0.3238, swav 0.0000 LR: 9.658e-02 Score 97.544 Data time: 0.0833, Forward time: 0.7766, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.1476 [2020-10-18 17:01:39,014][root][INFO] - ===> Epoch[456](2279/5): Loss -0.5756, Sem 0.0565, dir -0.9526, norm 0.3205, swav 0.0000 LR: 9.657e-02 Score 98.137 Data time: 0.0690, Forward time: 0.7766, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.8968 [2020-10-18 17:01:41,306][root][INFO] - ===> Epoch[456](2280/5): Loss -0.5704, Sem 0.0612, dir -0.9496, norm 0.3180, swav 0.0000 LR: 9.657e-02 Score 98.005 Data time: 0.0743, Forward time: 0.7766, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.1917 [2020-10-18 17:01:43,423][root][INFO] - ===> Epoch[457](2281/5): Loss -0.5800, Sem 0.0627, dir -0.9515, norm 0.3088, swav 0.0000 LR: 9.657e-02 Score 98.015 Data time: 0.0555, Forward time: 0.7765, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.0218 [2020-10-18 17:01:45,630][root][INFO] - ===> Epoch[457](2282/5): Loss -0.5636, Sem 0.0612, dir -0.9482, norm 0.3234, swav 0.0000 LR: 9.657e-02 Score 97.971 Data time: 0.0634, Forward time: 0.7764, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.1120 [2020-10-18 17:01:47,914][root][INFO] - ===> Epoch[457](2283/5): Loss -0.5611, Sem 0.0629, dir -0.9480, norm 0.3240, swav 0.0000 LR: 9.657e-02 Score 97.972 Data time: 0.0959, Forward time: 0.7765, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.1845 [2020-10-18 17:01:50,229][root][INFO] - ===> Epoch[457](2284/5): Loss -0.5678, Sem 0.0655, dir -0.9492, norm 0.3159, swav 0.0000 LR: 9.657e-02 Score 97.892 Data time: 0.0690, Forward time: 0.7764, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.1891 [2020-10-18 17:01:52,165][root][INFO] - ===> Epoch[457](2285/5): Loss -0.5474, Sem 0.0742, dir -0.9458, norm 0.3242, swav 0.0000 LR: 9.657e-02 Score 97.591 Data time: 0.0783, Forward time: 0.7764, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.8443 [2020-10-18 17:01:54,333][root][INFO] - ===> Epoch[458](2286/5): Loss -0.5988, Sem 0.0542, dir -0.9549, norm 0.3019, swav 0.0000 LR: 9.656e-02 Score 98.176 Data time: 0.0901, Forward time: 0.7765, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.0492 [2020-10-18 17:01:56,647][root][INFO] - ===> Epoch[458](2287/5): Loss -0.5654, Sem 0.0621, dir -0.9517, norm 0.3241, swav 0.0000 LR: 9.656e-02 Score 97.973 Data time: 0.0965, Forward time: 0.7766, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.1742 [2020-10-18 17:01:58,538][root][INFO] - ===> Epoch[458](2288/5): Loss -0.5749, Sem 0.0607, dir -0.9509, norm 0.3153, swav 0.0000 LR: 9.656e-02 Score 98.005 Data time: 0.0613, Forward time: 0.7765, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 1.7638 [2020-10-18 17:02:00,820][root][INFO] - ===> Epoch[458](2289/5): Loss -0.5759, Sem 0.0574, dir -0.9525, norm 0.3192, swav 0.0000 LR: 9.656e-02 Score 98.089 Data time: 0.0913, Forward time: 0.7765, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.1842 [2020-10-18 17:02:03,535][root][INFO] - ===> Epoch[458](2290/5): Loss -0.5453, Sem 0.0595, dir -0.9526, norm 0.3479, swav 0.0000 LR: 9.656e-02 Score 98.110 Data time: 0.0699, Forward time: 0.7765, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.6143 [2020-10-18 17:02:06,094][root][INFO] - ===> Epoch[459](2291/5): Loss -0.5734, Sem 0.0617, dir -0.9507, norm 0.3156, swav 0.0000 LR: 9.656e-02 Score 97.988 Data time: 0.0756, Forward time: 0.7765, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.4644 [2020-10-18 17:02:08,234][root][INFO] - ===> Epoch[459](2292/5): Loss -0.5912, Sem 0.0610, dir -0.9528, norm 0.3006, swav 0.0000 LR: 9.656e-02 Score 97.997 Data time: 0.0599, Forward time: 0.7765, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.0009 [2020-10-18 17:02:10,257][root][INFO] - ===> Epoch[459](2293/5): Loss -0.5759, Sem 0.0625, dir -0.9501, norm 0.3117, swav 0.0000 LR: 9.655e-02 Score 97.945 Data time: 0.0572, Forward time: 0.7764, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 1.9281 [2020-10-18 17:02:12,231][root][INFO] - ===> Epoch[459](2294/5): Loss -0.5805, Sem 0.0699, dir -0.9545, norm 0.3041, swav 0.0000 LR: 9.655e-02 Score 97.623 Data time: 0.0827, Forward time: 0.7764, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.9073 [2020-10-18 17:02:14,401][root][INFO] - ===> Epoch[459](2295/5): Loss -0.5709, Sem 0.0618, dir -0.9501, norm 0.3174, swav 0.0000 LR: 9.655e-02 Score 97.982 Data time: 0.0667, Forward time: 0.7764, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.0644 [2020-10-18 17:02:16,720][root][INFO] - ===> Epoch[460](2296/5): Loss -0.5116, Sem 0.0694, dir -0.9460, norm 0.3649, swav 0.0000 LR: 9.655e-02 Score 97.697 Data time: 0.0781, Forward time: 0.7764, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.1694 [2020-10-18 17:02:18,945][root][INFO] - ===> Epoch[460](2297/5): Loss -0.5742, Sem 0.0700, dir -0.9534, norm 0.3092, swav 0.0000 LR: 9.655e-02 Score 97.705 Data time: 0.0709, Forward time: 0.7764, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.0991 [2020-10-18 17:02:21,860][root][INFO] - ===> Epoch[460](2298/5): Loss -0.5591, Sem 0.0686, dir -0.9480, norm 0.3202, swav 0.0000 LR: 9.655e-02 Score 97.768 Data time: 0.1365, Forward time: 0.7765, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.8220 [2020-10-18 17:02:24,211][root][INFO] - ===> Epoch[460](2299/5): Loss -0.5382, Sem 0.0662, dir -0.9521, norm 0.3478, swav 0.0000 LR: 9.654e-02 Score 97.858 Data time: 0.0847, Forward time: 0.7766, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.2303 [2020-10-18 17:02:26,337][root][INFO] - ===> Epoch[460](2300/5): Loss -0.5778, Sem 0.0547, dir -0.9531, norm 0.3206, swav 0.0000 LR: 9.654e-02 Score 98.230 Data time: 0.0681, Forward time: 0.7765, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.0256 [2020-10-18 17:02:27,286][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 17:02:29,020][root][INFO] - ===> Epoch[461](2301/5): Loss -0.5835, Sem 0.0582, dir -0.9541, norm 0.3125, swav 0.0000 LR: 9.654e-02 Score 98.098 Data time: 0.0674, Forward time: 0.7765, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.5648 [2020-10-18 17:02:30,871][root][INFO] - ===> Epoch[461](2302/5): Loss -0.5929, Sem 0.0587, dir -0.9532, norm 0.3017, swav 0.0000 LR: 9.654e-02 Score 98.088 Data time: 0.1129, Forward time: 0.7764, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 1.7731 [2020-10-18 17:02:32,891][root][INFO] - ===> Epoch[461](2303/5): Loss -0.5925, Sem 0.0592, dir -0.9533, norm 0.3015, swav 0.0000 LR: 9.654e-02 Score 98.037 Data time: 0.1200, Forward time: 0.7765, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 1.9127 [2020-10-18 17:02:35,244][root][INFO] - ===> Epoch[461](2304/5): Loss -0.5711, Sem 0.0619, dir -0.9526, norm 0.3195, swav 0.0000 LR: 9.654e-02 Score 97.915 Data time: 0.1050, Forward time: 0.7766, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.2365 [2020-10-18 17:02:38,022][root][INFO] - ===> Epoch[461](2305/5): Loss -0.5607, Sem 0.0626, dir -0.9552, norm 0.3320, swav 0.0000 LR: 9.654e-02 Score 97.936 Data time: 0.1162, Forward time: 0.7768, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.6355 [2020-10-18 17:02:40,191][root][INFO] - ===> Epoch[462](2306/5): Loss -0.5451, Sem 0.0681, dir -0.9486, norm 0.3354, swav 0.0000 LR: 9.653e-02 Score 97.798 Data time: 0.0755, Forward time: 0.7769, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.0580 [2020-10-18 17:02:42,101][root][INFO] - ===> Epoch[462](2307/5): Loss -0.5866, Sem 0.0579, dir -0.9478, norm 0.3033, swav 0.0000 LR: 9.653e-02 Score 98.112 Data time: 0.0628, Forward time: 0.7768, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.8033 [2020-10-18 17:02:44,274][root][INFO] - ===> Epoch[462](2308/5): Loss -0.5893, Sem 0.0597, dir -0.9546, norm 0.3055, swav 0.0000 LR: 9.653e-02 Score 98.041 Data time: 0.0631, Forward time: 0.7768, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.0641 [2020-10-18 17:02:46,548][root][INFO] - ===> Epoch[462](2309/5): Loss -0.5934, Sem 0.0563, dir -0.9530, norm 0.3033, swav 0.0000 LR: 9.653e-02 Score 98.158 Data time: 0.2123, Forward time: 0.7769, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.1550 [2020-10-18 17:02:48,993][root][INFO] - ===> Epoch[462](2310/5): Loss -0.5618, Sem 0.0677, dir -0.9511, norm 0.3216, swav 0.0000 LR: 9.653e-02 Score 97.801 Data time: 0.0856, Forward time: 0.7769, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.3250 [2020-10-18 17:02:50,875][root][INFO] - ===> Epoch[463](2311/5): Loss -0.5725, Sem 0.0625, dir -0.9522, norm 0.3172, swav 0.0000 LR: 9.653e-02 Score 97.929 Data time: 0.0701, Forward time: 0.7769, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.7743 [2020-10-18 17:02:53,087][root][INFO] - ===> Epoch[463](2312/5): Loss -0.5622, Sem 0.0703, dir -0.9491, norm 0.3166, swav 0.0000 LR: 9.653e-02 Score 97.711 Data time: 0.0849, Forward time: 0.7768, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.1158 [2020-10-18 17:02:55,449][root][INFO] - ===> Epoch[463](2313/5): Loss -0.5827, Sem 0.0607, dir -0.9557, norm 0.3123, swav 0.0000 LR: 9.652e-02 Score 98.002 Data time: 0.0842, Forward time: 0.7769, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.2734 [2020-10-18 17:02:57,675][root][INFO] - ===> Epoch[463](2314/5): Loss -0.5124, Sem 0.0655, dir -0.9461, norm 0.3682, swav 0.0000 LR: 9.652e-02 Score 97.827 Data time: 0.0742, Forward time: 0.7769, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.1093 [2020-10-18 17:02:59,984][root][INFO] - ===> Epoch[463](2315/5): Loss -0.5236, Sem 0.0797, dir -0.9440, norm 0.3406, swav 0.0000 LR: 9.652e-02 Score 97.327 Data time: 0.0911, Forward time: 0.7770, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.1938 [2020-10-18 17:03:01,772][root][INFO] - ===> Epoch[464](2316/5): Loss -0.5848, Sem 0.0677, dir -0.9477, norm 0.2952, swav 0.0000 LR: 9.652e-02 Score 97.747 Data time: 0.0476, Forward time: 0.7769, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.6682 [2020-10-18 17:03:03,911][root][INFO] - ===> Epoch[464](2317/5): Loss -0.5789, Sem 0.0527, dir -0.9571, norm 0.3255, swav 0.0000 LR: 9.652e-02 Score 98.280 Data time: 0.0560, Forward time: 0.7768, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.0700 [2020-10-18 17:03:05,998][root][INFO] - ===> Epoch[464](2318/5): Loss -0.5894, Sem 0.0599, dir -0.9527, norm 0.3034, swav 0.0000 LR: 9.652e-02 Score 98.008 Data time: 0.0646, Forward time: 0.7767, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.0050 [2020-10-18 17:03:08,030][root][INFO] - ===> Epoch[464](2319/5): Loss -0.5489, Sem 0.0712, dir -0.9502, norm 0.3301, swav 0.0000 LR: 9.651e-02 Score 97.581 Data time: 0.0701, Forward time: 0.7767, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.9250 [2020-10-18 17:03:09,954][root][INFO] - ===> Epoch[464](2320/5): Loss -0.5686, Sem 0.0604, dir -0.9525, norm 0.3234, swav 0.0000 LR: 9.651e-02 Score 98.038 Data time: 0.0766, Forward time: 0.7767, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 1.8155 [2020-10-18 17:03:12,434][root][INFO] - ===> Epoch[465](2321/5): Loss -0.5341, Sem 0.0703, dir -0.9450, norm 0.3406, swav 0.0000 LR: 9.651e-02 Score 97.621 Data time: 0.0605, Forward time: 0.7768, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.3625 [2020-10-18 17:03:15,164][root][INFO] - ===> Epoch[465](2322/5): Loss -0.5822, Sem 0.0616, dir -0.9541, norm 0.3103, swav 0.0000 LR: 9.651e-02 Score 97.998 Data time: 0.0752, Forward time: 0.7768, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.6286 [2020-10-18 17:03:17,426][root][INFO] - ===> Epoch[465](2323/5): Loss -0.5667, Sem 0.0786, dir -0.9512, norm 0.3059, swav 0.0000 LR: 9.651e-02 Score 97.477 Data time: 0.0504, Forward time: 0.7767, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.1447 [2020-10-18 17:03:19,849][root][INFO] - ===> Epoch[465](2324/5): Loss -0.5453, Sem 0.0705, dir -0.9487, norm 0.3329, swav 0.0000 LR: 9.651e-02 Score 97.632 Data time: 0.0726, Forward time: 0.7767, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.3500 [2020-10-18 17:03:22,363][root][INFO] - ===> Epoch[465](2325/5): Loss -0.5470, Sem 0.0680, dir -0.9523, norm 0.3373, swav 0.0000 LR: 9.651e-02 Score 97.849 Data time: 0.0776, Forward time: 0.7767, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.4025 [2020-10-18 17:03:24,763][root][INFO] - ===> Epoch[466](2326/5): Loss -0.5626, Sem 0.0637, dir -0.9521, norm 0.3258, swav 0.0000 LR: 9.650e-02 Score 97.895 Data time: 0.0701, Forward time: 0.7766, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.2759 [2020-10-18 17:03:26,874][root][INFO] - ===> Epoch[466](2327/5): Loss -0.5650, Sem 0.0653, dir -0.9495, norm 0.3192, swav 0.0000 LR: 9.650e-02 Score 97.841 Data time: 0.0710, Forward time: 0.7766, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.0114 [2020-10-18 17:03:28,768][root][INFO] - ===> Epoch[466](2328/5): Loss -0.5785, Sem 0.0632, dir -0.9522, norm 0.3106, swav 0.0000 LR: 9.650e-02 Score 97.897 Data time: 0.0572, Forward time: 0.7766, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 1.7945 [2020-10-18 17:03:30,913][root][INFO] - ===> Epoch[466](2329/5): Loss -0.5562, Sem 0.0636, dir -0.9509, norm 0.3311, swav 0.0000 LR: 9.650e-02 Score 97.889 Data time: 0.0886, Forward time: 0.7766, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.0580 [2020-10-18 17:03:33,014][root][INFO] - ===> Epoch[466](2330/5): Loss -0.5437, Sem 0.0786, dir -0.9494, norm 0.3272, swav 0.0000 LR: 9.650e-02 Score 97.477 Data time: 0.0801, Forward time: 0.7766, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.9877 [2020-10-18 17:03:35,643][root][INFO] - ===> Epoch[467](2331/5): Loss -0.5714, Sem 0.0628, dir -0.9515, norm 0.3173, swav 0.0000 LR: 9.650e-02 Score 97.958 Data time: 0.1059, Forward time: 0.7768, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.5333 [2020-10-18 17:03:37,853][root][INFO] - ===> Epoch[467](2332/5): Loss -0.5841, Sem 0.0580, dir -0.9544, norm 0.3123, swav 0.0000 LR: 9.650e-02 Score 98.076 Data time: 0.0980, Forward time: 0.7768, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.0794 [2020-10-18 17:03:40,312][root][INFO] - ===> Epoch[467](2333/5): Loss -0.5596, Sem 0.0636, dir -0.9485, norm 0.3252, swav 0.0000 LR: 9.649e-02 Score 97.844 Data time: 0.0830, Forward time: 0.7768, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.3512 [2020-10-18 17:03:42,199][root][INFO] - ===> Epoch[467](2334/5): Loss -0.6214, Sem 0.0605, dir -0.9549, norm 0.2729, swav 0.0000 LR: 9.649e-02 Score 97.991 Data time: 0.1192, Forward time: 0.7768, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.7831 [2020-10-18 17:03:44,496][root][INFO] - ===> Epoch[467](2335/5): Loss -0.5519, Sem 0.0749, dir -0.9479, norm 0.3211, swav 0.0000 LR: 9.649e-02 Score 97.592 Data time: 0.0940, Forward time: 0.7769, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.2013 [2020-10-18 17:03:47,094][root][INFO] - ===> Epoch[468](2336/5): Loss -0.5562, Sem 0.0657, dir -0.9491, norm 0.3271, swav 0.0000 LR: 9.649e-02 Score 97.844 Data time: 0.2167, Forward time: 0.7770, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.4855 [2020-10-18 17:03:49,074][root][INFO] - ===> Epoch[468](2337/5): Loss -0.6029, Sem 0.0571, dir -0.9554, norm 0.2953, swav 0.0000 LR: 9.649e-02 Score 98.051 Data time: 0.0667, Forward time: 0.7770, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.8381 [2020-10-18 17:03:51,344][root][INFO] - ===> Epoch[468](2338/5): Loss -0.5726, Sem 0.0611, dir -0.9464, norm 0.3126, swav 0.0000 LR: 9.649e-02 Score 98.013 Data time: 0.0434, Forward time: 0.7769, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.1728 [2020-10-18 17:03:53,639][root][INFO] - ===> Epoch[468](2339/5): Loss -0.5392, Sem 0.0641, dir -0.9464, norm 0.3431, swav 0.0000 LR: 9.648e-02 Score 97.841 Data time: 0.0965, Forward time: 0.7770, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.2436 [2020-10-18 17:03:55,804][root][INFO] - ===> Epoch[468](2340/5): Loss -0.5979, Sem 0.0601, dir -0.9542, norm 0.2962, swav 0.0000 LR: 9.648e-02 Score 97.989 Data time: 0.0786, Forward time: 0.7770, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.0473 [2020-10-18 17:03:58,231][root][INFO] - ===> Epoch[469](2341/5): Loss -0.5961, Sem 0.0545, dir -0.9552, norm 0.3046, swav 0.0000 LR: 9.648e-02 Score 98.190 Data time: 0.0735, Forward time: 0.7770, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.3109 [2020-10-18 17:04:00,740][root][INFO] - ===> Epoch[469](2342/5): Loss -0.5442, Sem 0.0656, dir -0.9501, norm 0.3402, swav 0.0000 LR: 9.648e-02 Score 97.817 Data time: 0.0864, Forward time: 0.7770, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.3859 [2020-10-18 17:04:02,745][root][INFO] - ===> Epoch[469](2343/5): Loss -0.5683, Sem 0.0666, dir -0.9504, norm 0.3155, swav 0.0000 LR: 9.648e-02 Score 97.849 Data time: 0.0854, Forward time: 0.7771, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.8940 [2020-10-18 17:04:04,973][root][INFO] - ===> Epoch[469](2344/5): Loss -0.5739, Sem 0.0629, dir -0.9503, norm 0.3136, swav 0.0000 LR: 9.648e-02 Score 97.888 Data time: 0.0954, Forward time: 0.7771, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.1253 [2020-10-18 17:04:07,110][root][INFO] - ===> Epoch[469](2345/5): Loss -0.5970, Sem 0.0602, dir -0.9506, norm 0.2934, swav 0.0000 LR: 9.648e-02 Score 97.955 Data time: 0.0903, Forward time: 0.7772, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.0243 [2020-10-18 17:04:10,124][root][INFO] - ===> Epoch[470](2346/5): Loss -0.5365, Sem 0.0631, dir -0.9495, norm 0.3499, swav 0.0000 LR: 9.647e-02 Score 97.967 Data time: 0.1840, Forward time: 0.7772, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.9296 [2020-10-18 17:04:12,535][root][INFO] - ===> Epoch[470](2347/5): Loss -0.5802, Sem 0.0576, dir -0.9556, norm 0.3178, swav 0.0000 LR: 9.647e-02 Score 98.103 Data time: 0.1068, Forward time: 0.7773, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.3186 [2020-10-18 17:04:14,555][root][INFO] - ===> Epoch[470](2348/5): Loss -0.5766, Sem 0.0589, dir -0.9520, norm 0.3165, swav 0.0000 LR: 9.647e-02 Score 98.090 Data time: 0.0726, Forward time: 0.7773, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.8890 [2020-10-18 17:04:16,656][root][INFO] - ===> Epoch[470](2349/5): Loss -0.5985, Sem 0.0648, dir -0.9522, norm 0.2889, swav 0.0000 LR: 9.647e-02 Score 97.880 Data time: 0.0711, Forward time: 0.7773, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.0097 [2020-10-18 17:04:18,664][root][INFO] - ===> Epoch[470](2350/5): Loss -0.5949, Sem 0.0591, dir -0.9521, norm 0.2982, swav 0.0000 LR: 9.647e-02 Score 98.074 Data time: 0.0918, Forward time: 0.7773, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 1.9005 [2020-10-18 17:04:20,787][root][INFO] - ===> Epoch[471](2351/5): Loss -0.5891, Sem 0.0598, dir -0.9560, norm 0.3072, swav 0.0000 LR: 9.647e-02 Score 98.059 Data time: 0.0893, Forward time: 0.7774, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.0142 [2020-10-18 17:04:22,772][root][INFO] - ===> Epoch[471](2352/5): Loss -0.5393, Sem 0.0683, dir -0.9499, norm 0.3423, swav 0.0000 LR: 9.647e-02 Score 97.762 Data time: 0.0982, Forward time: 0.7774, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 1.8850 [2020-10-18 17:04:25,063][root][INFO] - ===> Epoch[471](2353/5): Loss -0.5726, Sem 0.0699, dir -0.9492, norm 0.3067, swav 0.0000 LR: 9.646e-02 Score 97.671 Data time: 0.0622, Forward time: 0.7774, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.1903 [2020-10-18 17:04:27,081][root][INFO] - ===> Epoch[471](2354/5): Loss -0.5751, Sem 0.0701, dir -0.9486, norm 0.3034, swav 0.0000 LR: 9.646e-02 Score 97.704 Data time: 0.0763, Forward time: 0.7774, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 1.9140 [2020-10-18 17:04:28,915][root][INFO] - ===> Epoch[471](2355/5): Loss -0.5330, Sem 0.0898, dir -0.9525, norm 0.3297, swav 0.0000 LR: 9.646e-02 Score 97.471 Data time: 0.0700, Forward time: 0.7774, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 1.7288 [2020-10-18 17:04:31,474][root][INFO] - ===> Epoch[472](2356/5): Loss -0.5679, Sem 0.0702, dir -0.9517, norm 0.3135, swav 0.0000 LR: 9.646e-02 Score 97.749 Data time: 0.1295, Forward time: 0.7775, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.4618 [2020-10-18 17:04:33,550][root][INFO] - ===> Epoch[472](2357/5): Loss -0.5989, Sem 0.0621, dir -0.9543, norm 0.2934, swav 0.0000 LR: 9.646e-02 Score 97.985 Data time: 0.0702, Forward time: 0.7775, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 1.9626 [2020-10-18 17:04:36,021][root][INFO] - ===> Epoch[472](2358/5): Loss -0.5116, Sem 0.1104, dir -0.9442, norm 0.3221, swav 0.0000 LR: 9.646e-02 Score 96.917 Data time: 0.0672, Forward time: 0.7774, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.3987 [2020-10-18 17:04:39,042][root][INFO] - ===> Epoch[472](2359/5): Loss -0.5185, Sem 0.0716, dir -0.9493, norm 0.3592, swav 0.0000 LR: 9.645e-02 Score 97.762 Data time: 0.0793, Forward time: 0.7774, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.9526 [2020-10-18 17:04:41,002][root][INFO] - ===> Epoch[472](2360/5): Loss -0.5970, Sem 0.0711, dir -0.9523, norm 0.2843, swav 0.0000 LR: 9.645e-02 Score 97.685 Data time: 0.0464, Forward time: 0.7773, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.8565 [2020-10-18 17:04:43,229][root][INFO] - ===> Epoch[473](2361/5): Loss -0.5863, Sem 0.0713, dir -0.9518, norm 0.2942, swav 0.0000 LR: 9.645e-02 Score 97.657 Data time: 0.0904, Forward time: 0.7773, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.1877 [2020-10-18 17:04:45,227][root][INFO] - ===> Epoch[473](2362/5): Loss -0.5893, Sem 0.0644, dir -0.9545, norm 0.3008, swav 0.0000 LR: 9.645e-02 Score 97.901 Data time: 0.1078, Forward time: 0.7773, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.9298 [2020-10-18 17:04:47,406][root][INFO] - ===> Epoch[473](2363/5): Loss -0.5509, Sem 0.0689, dir -0.9472, norm 0.3275, swav 0.0000 LR: 9.645e-02 Score 97.760 Data time: 0.0716, Forward time: 0.7773, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.0718 [2020-10-18 17:04:49,702][root][INFO] - ===> Epoch[473](2364/5): Loss -0.5621, Sem 0.0757, dir -0.9498, norm 0.3120, swav 0.0000 LR: 9.645e-02 Score 97.474 Data time: 0.0477, Forward time: 0.7772, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.2166 [2020-10-18 17:04:52,148][root][INFO] - ===> Epoch[473](2365/5): Loss -0.5789, Sem 0.0627, dir -0.9501, norm 0.3085, swav 0.0000 LR: 9.645e-02 Score 97.929 Data time: 0.0451, Forward time: 0.7771, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.3931 [2020-10-18 17:04:54,151][root][INFO] - ===> Epoch[474](2366/5): Loss -0.5681, Sem 0.0593, dir -0.9554, norm 0.3279, swav 0.0000 LR: 9.644e-02 Score 98.045 Data time: 0.0836, Forward time: 0.7772, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.9459 [2020-10-18 17:04:56,832][root][INFO] - ===> Epoch[474](2367/5): Loss -0.5556, Sem 0.0732, dir -0.9482, norm 0.3194, swav 0.0000 LR: 9.644e-02 Score 97.639 Data time: 0.0600, Forward time: 0.7771, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.5854 [2020-10-18 17:04:59,146][root][INFO] - ===> Epoch[474](2368/5): Loss -0.5681, Sem 0.0665, dir -0.9509, norm 0.3163, swav 0.0000 LR: 9.644e-02 Score 97.804 Data time: 0.0564, Forward time: 0.7770, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.2358 [2020-10-18 17:05:01,319][root][INFO] - ===> Epoch[474](2369/5): Loss -0.6066, Sem 0.0578, dir -0.9546, norm 0.2902, swav 0.0000 LR: 9.644e-02 Score 98.075 Data time: 0.0696, Forward time: 0.7770, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.0814 [2020-10-18 17:05:03,523][root][INFO] - ===> Epoch[474](2370/5): Loss -0.5869, Sem 0.0559, dir -0.9511, norm 0.3083, swav 0.0000 LR: 9.644e-02 Score 98.141 Data time: 0.0917, Forward time: 0.7771, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.1056 [2020-10-18 17:05:05,628][root][INFO] - ===> Epoch[475](2371/5): Loss -0.5794, Sem 0.0616, dir -0.9530, norm 0.3120, swav 0.0000 LR: 9.644e-02 Score 97.965 Data time: 0.0532, Forward time: 0.7770, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 1.9913 [2020-10-18 17:05:07,389][root][INFO] - ===> Epoch[475](2372/5): Loss -0.5917, Sem 0.0747, dir -0.9471, norm 0.2807, swav 0.0000 LR: 9.643e-02 Score 97.526 Data time: 0.0535, Forward time: 0.7769, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.6590 [2020-10-18 17:05:09,669][root][INFO] - ===> Epoch[475](2373/5): Loss -0.5859, Sem 0.0533, dir -0.9570, norm 0.3177, swav 0.0000 LR: 9.643e-02 Score 98.285 Data time: 0.0660, Forward time: 0.7770, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.2179 [2020-10-18 17:05:12,328][root][INFO] - ===> Epoch[475](2374/5): Loss -0.5507, Sem 0.0652, dir -0.9490, norm 0.3331, swav 0.0000 LR: 9.643e-02 Score 97.874 Data time: 0.0801, Forward time: 0.7770, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.5486 [2020-10-18 17:05:14,490][root][INFO] - ===> Epoch[475](2375/5): Loss -0.5881, Sem 0.0690, dir -0.9529, norm 0.2958, swav 0.0000 LR: 9.643e-02 Score 97.741 Data time: 0.0714, Forward time: 0.7770, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.0280 [2020-10-18 17:05:16,743][root][INFO] - ===> Epoch[476](2376/5): Loss -0.5498, Sem 0.0701, dir -0.9476, norm 0.3277, swav 0.0000 LR: 9.643e-02 Score 97.675 Data time: 0.0773, Forward time: 0.7770, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.1513 [2020-10-18 17:05:18,883][root][INFO] - ===> Epoch[476](2377/5): Loss -0.5864, Sem 0.0633, dir -0.9527, norm 0.3029, swav 0.0000 LR: 9.643e-02 Score 97.938 Data time: 0.0740, Forward time: 0.7770, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.0421 [2020-10-18 17:05:21,595][root][INFO] - ===> Epoch[476](2378/5): Loss -0.5832, Sem 0.0594, dir -0.9521, norm 0.3095, swav 0.0000 LR: 9.643e-02 Score 98.122 Data time: 0.0481, Forward time: 0.7769, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.6149 [2020-10-18 17:05:23,520][root][INFO] - ===> Epoch[476](2379/5): Loss -0.5831, Sem 0.0648, dir -0.9548, norm 0.3069, swav 0.0000 LR: 9.642e-02 Score 97.849 Data time: 0.0673, Forward time: 0.7769, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 1.8267 [2020-10-18 17:05:25,234][root][INFO] - ===> Epoch[476](2380/5): Loss -0.6317, Sem 0.0586, dir -0.9605, norm 0.2702, swav 0.0000 LR: 9.642e-02 Score 98.047 Data time: 0.0663, Forward time: 0.7769, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 1.6218 [2020-10-18 17:05:27,466][root][INFO] - ===> Epoch[477](2381/5): Loss -0.5727, Sem 0.0671, dir -0.9491, norm 0.3093, swav 0.0000 LR: 9.642e-02 Score 97.827 Data time: 0.0630, Forward time: 0.7768, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.1248 [2020-10-18 17:05:30,041][root][INFO] - ===> Epoch[477](2382/5): Loss -0.5628, Sem 0.0650, dir -0.9516, norm 0.3238, swav 0.0000 LR: 9.642e-02 Score 97.843 Data time: 0.0682, Forward time: 0.7768, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.4784 [2020-10-18 17:05:32,447][root][INFO] - ===> Epoch[477](2383/5): Loss -0.5577, Sem 0.0602, dir -0.9524, norm 0.3345, swav 0.0000 LR: 9.642e-02 Score 98.001 Data time: 0.0835, Forward time: 0.7768, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.3244 [2020-10-18 17:05:35,135][root][INFO] - ===> Epoch[477](2384/5): Loss -0.5728, Sem 0.0692, dir -0.9512, norm 0.3092, swav 0.0000 LR: 9.642e-02 Score 97.711 Data time: 0.0527, Forward time: 0.7767, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.5695 [2020-10-18 17:05:37,191][root][INFO] - ===> Epoch[477](2385/5): Loss -0.5590, Sem 0.0649, dir -0.9495, norm 0.3256, swav 0.0000 LR: 9.642e-02 Score 97.855 Data time: 0.0578, Forward time: 0.7767, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 1.9966 [2020-10-18 17:05:39,840][root][INFO] - ===> Epoch[478](2386/5): Loss -0.6207, Sem 0.0539, dir -0.9567, norm 0.2820, swav 0.0000 LR: 9.641e-02 Score 98.208 Data time: 0.0581, Forward time: 0.7766, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.5536 [2020-10-18 17:05:41,970][root][INFO] - ===> Epoch[478](2387/5): Loss -0.5894, Sem 0.0639, dir -0.9527, norm 0.2994, swav 0.0000 LR: 9.641e-02 Score 97.924 Data time: 0.0698, Forward time: 0.7766, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0477 [2020-10-18 17:05:43,991][root][INFO] - ===> Epoch[478](2388/5): Loss -0.5815, Sem 0.0562, dir -0.9525, norm 0.3148, swav 0.0000 LR: 9.641e-02 Score 98.156 Data time: 0.0816, Forward time: 0.7766, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.9404 [2020-10-18 17:05:46,442][root][INFO] - ===> Epoch[478](2389/5): Loss -0.5989, Sem 0.0555, dir -0.9551, norm 0.3007, swav 0.0000 LR: 9.641e-02 Score 98.177 Data time: 0.0751, Forward time: 0.7766, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.3401 [2020-10-18 17:05:49,178][root][INFO] - ===> Epoch[478](2390/5): Loss -0.5855, Sem 0.0642, dir -0.9577, norm 0.3080, swav 0.0000 LR: 9.641e-02 Score 97.960 Data time: 0.0557, Forward time: 0.7765, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.6376 [2020-10-18 17:05:51,499][root][INFO] - ===> Epoch[479](2391/5): Loss -0.5480, Sem 0.0664, dir -0.9459, norm 0.3315, swav 0.0000 LR: 9.641e-02 Score 97.864 Data time: 0.1038, Forward time: 0.7766, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.2390 [2020-10-18 17:05:53,317][root][INFO] - ===> Epoch[479](2392/5): Loss -0.5635, Sem 0.0668, dir -0.9472, norm 0.3170, swav 0.0000 LR: 9.640e-02 Score 97.867 Data time: 0.0460, Forward time: 0.7765, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.7095 [2020-10-18 17:05:55,704][root][INFO] - ===> Epoch[479](2393/5): Loss -0.5480, Sem 0.0664, dir -0.9527, norm 0.3383, swav 0.0000 LR: 9.640e-02 Score 97.848 Data time: 0.0937, Forward time: 0.7767, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.3171 [2020-10-18 17:05:57,759][root][INFO] - ===> Epoch[479](2394/5): Loss -0.5826, Sem 0.0639, dir -0.9480, norm 0.3015, swav 0.0000 LR: 9.640e-02 Score 97.915 Data time: 0.0797, Forward time: 0.7767, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.9321 [2020-10-18 17:05:59,767][root][INFO] - ===> Epoch[479](2395/5): Loss -0.5784, Sem 0.0677, dir -0.9516, norm 0.3055, swav 0.0000 LR: 9.640e-02 Score 97.742 Data time: 0.0611, Forward time: 0.7767, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.9182 [2020-10-18 17:06:02,088][root][INFO] - ===> Epoch[480](2396/5): Loss -0.5851, Sem 0.0586, dir -0.9581, norm 0.3145, swav 0.0000 LR: 9.640e-02 Score 98.067 Data time: 0.2242, Forward time: 0.7767, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.2333 [2020-10-18 17:06:04,246][root][INFO] - ===> Epoch[480](2397/5): Loss -0.5389, Sem 0.0659, dir -0.9496, norm 0.3448, swav 0.0000 LR: 9.640e-02 Score 97.838 Data time: 0.0901, Forward time: 0.7767, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.0473 [2020-10-18 17:06:06,650][root][INFO] - ===> Epoch[480](2398/5): Loss -0.5663, Sem 0.0599, dir -0.9529, norm 0.3266, swav 0.0000 LR: 9.640e-02 Score 97.972 Data time: 0.0699, Forward time: 0.7767, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.2918 [2020-10-18 17:06:08,919][root][INFO] - ===> Epoch[480](2399/5): Loss -0.5787, Sem 0.0667, dir -0.9525, norm 0.3071, swav 0.0000 LR: 9.639e-02 Score 97.793 Data time: 0.0793, Forward time: 0.7767, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.1791 [2020-10-18 17:06:11,054][root][INFO] - ===> Epoch[480](2400/5): Loss -0.5994, Sem 0.0594, dir -0.9539, norm 0.2951, swav 0.0000 LR: 9.639e-02 Score 98.086 Data time: 0.0584, Forward time: 0.7767, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0261 [2020-10-18 17:06:12,003][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 17:06:12,173][root][INFO] - ===> Start testing [2020-10-18 17:06:48,177][root][INFO] - 68/68: Data time: 0.2687, Iter time: 0.2140 Loss 0.418 (AVG: 0.443) Score 92.235 (AVG: 89.962) mIOU 68.183 mAP 84.346 mAcc 75.112 IOU: 62.161 0.000 74.587 73.276 93.721 89.621 35.084 74.587 97.844 63.533 81.308 84.387 56.263 mAP: 82.799 6.327 93.474 89.947 98.995 98.498 65.704 94.425 99.775 85.761 94.320 94.969 91.508 mAcc: 76.148 0.000 84.203 82.591 95.076 95.513 40.259 89.745 99.299 66.949 90.475 96.000 60.199 [2020-10-18 17:06:48,179][root][INFO] - Finished test. Elapsed time: 36.0037 [2020-10-18 17:06:51,105][root][INFO] - [2020-10-18 17:06:51,106][root][INFO] - ################################################################ [2020-10-18 17:06:51,106][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 17:06:51,106][root][INFO] - ################################################################ [2020-10-18 17:06:51,106][root][INFO] - clutter : nan nan nan [2020-10-18 17:06:51,106][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 17:06:51,106][root][INFO] - board : 0.696 0.795 0.874 [2020-10-18 17:06:51,106][root][INFO] - bookcase : 0.257 0.391 0.548 [2020-10-18 17:06:51,106][root][INFO] - ceiling : 0.404 0.429 0.493 [2020-10-18 17:06:51,106][root][INFO] - chair : 0.774 0.880 0.896 [2020-10-18 17:06:51,106][root][INFO] - column : 0.176 0.308 0.500 [2020-10-18 17:06:51,106][root][INFO] - door : 0.564 0.747 0.910 [2020-10-18 17:06:51,106][root][INFO] - floor : 0.905 0.948 0.969 [2020-10-18 17:06:51,106][root][INFO] - sofa : 0.230 0.379 0.727 [2020-10-18 17:06:51,106][root][INFO] - table : 0.158 0.342 0.594 [2020-10-18 17:06:51,106][root][INFO] - wall : 0.496 0.721 0.796 [2020-10-18 17:06:51,106][root][INFO] - window : 0.483 0.733 0.788 [2020-10-18 17:06:51,106][root][INFO] - ---------------------------------------------------------------- [2020-10-18 17:06:51,106][root][INFO] - average : 0.429 0.556 0.675 [2020-10-18 17:06:51,106][root][INFO] - [2020-10-18 17:06:51,257][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 17:06:52,260][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-10-18 17:06:52,409][root][INFO] - Current best mIoU: 68.183 at iter 2400 [2020-10-18 17:06:54,191][root][INFO] - ===> Epoch[481](2401/5): Loss -0.5569, Sem 0.0643, dir -0.9491, norm 0.3279, swav 0.0000 LR: 9.639e-02 Score 97.913 Data time: 0.0682, Forward time: 0.7766, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 1.7766 [2020-10-18 17:06:56,533][root][INFO] - ===> Epoch[481](2402/5): Loss -0.5711, Sem 0.0648, dir -0.9552, norm 0.3193, swav 0.0000 LR: 9.639e-02 Score 97.854 Data time: 0.0770, Forward time: 0.7766, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.2398 [2020-10-18 17:06:58,914][root][INFO] - ===> Epoch[481](2403/5): Loss -0.5691, Sem 0.0583, dir -0.9480, norm 0.3206, swav 0.0000 LR: 9.639e-02 Score 98.048 Data time: 0.0717, Forward time: 0.7766, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.2656 [2020-10-18 17:07:01,085][root][INFO] - ===> Epoch[481](2404/5): Loss -0.6176, Sem 0.0555, dir -0.9572, norm 0.2841, swav 0.0000 LR: 9.639e-02 Score 98.206 Data time: 0.0803, Forward time: 0.7766, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0750 [2020-10-18 17:07:03,326][root][INFO] - ===> Epoch[481](2405/5): Loss -0.5732, Sem 0.0590, dir -0.9530, norm 0.3207, swav 0.0000 LR: 9.639e-02 Score 98.033 Data time: 0.1042, Forward time: 0.7767, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.1428 [2020-10-18 17:07:05,795][root][INFO] - ===> Epoch[482](2406/5): Loss -0.6054, Sem 0.0581, dir -0.9540, norm 0.2905, swav 0.0000 LR: 9.638e-02 Score 98.098 Data time: 0.0947, Forward time: 0.7767, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.3650 [2020-10-18 17:07:08,046][root][INFO] - ===> Epoch[482](2407/5): Loss -0.6007, Sem 0.0568, dir -0.9525, norm 0.2950, swav 0.0000 LR: 9.638e-02 Score 98.062 Data time: 0.0752, Forward time: 0.7767, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.1716 [2020-10-18 17:07:09,760][root][INFO] - ===> Epoch[482](2408/5): Loss -0.5921, Sem 0.0551, dir -0.9568, norm 0.3095, swav 0.0000 LR: 9.638e-02 Score 98.172 Data time: 0.0714, Forward time: 0.7767, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.6111 [2020-10-18 17:07:11,969][root][INFO] - ===> Epoch[482](2409/5): Loss -0.5836, Sem 0.0621, dir -0.9501, norm 0.3044, swav 0.0000 LR: 9.638e-02 Score 97.937 Data time: 0.0912, Forward time: 0.7767, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.1155 [2020-10-18 17:07:14,433][root][INFO] - ===> Epoch[482](2410/5): Loss -0.5885, Sem 0.0609, dir -0.9566, norm 0.3072, swav 0.0000 LR: 9.638e-02 Score 98.015 Data time: 0.0812, Forward time: 0.7767, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.3721 [2020-10-18 17:07:16,975][root][INFO] - ===> Epoch[483](2411/5): Loss -0.5785, Sem 0.0638, dir -0.9474, norm 0.3051, swav 0.0000 LR: 9.638e-02 Score 97.882 Data time: 0.0796, Forward time: 0.7767, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.4278 [2020-10-18 17:07:19,120][root][INFO] - ===> Epoch[483](2412/5): Loss -0.6268, Sem 0.0586, dir -0.9538, norm 0.2685, swav 0.0000 LR: 9.637e-02 Score 98.074 Data time: 0.0883, Forward time: 0.7768, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.0399 [2020-10-18 17:07:21,760][root][INFO] - ===> Epoch[483](2413/5): Loss -0.5694, Sem 0.0582, dir -0.9539, norm 0.3264, swav 0.0000 LR: 9.637e-02 Score 98.053 Data time: 0.0612, Forward time: 0.7767, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.5410 [2020-10-18 17:07:23,958][root][INFO] - ===> Epoch[483](2414/5): Loss -0.6021, Sem 0.0664, dir -0.9534, norm 0.2848, swav 0.0000 LR: 9.637e-02 Score 97.835 Data time: 0.0941, Forward time: 0.7767, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.1324 [2020-10-18 17:07:25,821][root][INFO] - ===> Epoch[483](2415/5): Loss -0.6044, Sem 0.0565, dir -0.9547, norm 0.2938, swav 0.0000 LR: 9.637e-02 Score 98.106 Data time: 0.0700, Forward time: 0.7767, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.7301 [2020-10-18 17:07:28,382][root][INFO] - ===> Epoch[484](2416/5): Loss -0.5996, Sem 0.0540, dir -0.9580, norm 0.3044, swav 0.0000 LR: 9.637e-02 Score 98.206 Data time: 0.1131, Forward time: 0.7768, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.4663 [2020-10-18 17:07:30,535][root][INFO] - ===> Epoch[484](2417/5): Loss -0.5895, Sem 0.0567, dir -0.9533, norm 0.3071, swav 0.0000 LR: 9.637e-02 Score 98.092 Data time: 0.0672, Forward time: 0.7768, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0466 [2020-10-18 17:07:32,878][root][INFO] - ===> Epoch[484](2418/5): Loss -0.5668, Sem 0.0572, dir -0.9501, norm 0.3261, swav 0.0000 LR: 9.637e-02 Score 98.144 Data time: 0.0812, Forward time: 0.7768, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.2363 [2020-10-18 17:07:35,076][root][INFO] - ===> Epoch[484](2419/5): Loss -0.5968, Sem 0.0550, dir -0.9569, norm 0.3051, swav 0.0000 LR: 9.636e-02 Score 98.251 Data time: 0.0816, Forward time: 0.7769, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0919 [2020-10-18 17:07:37,161][root][INFO] - ===> Epoch[484](2420/5): Loss -0.5369, Sem 0.0687, dir -0.9460, norm 0.3405, swav 0.0000 LR: 9.636e-02 Score 97.764 Data time: 0.0892, Forward time: 0.7769, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 1.9762 [2020-10-18 17:07:39,498][root][INFO] - ===> Epoch[485](2421/5): Loss -0.5803, Sem 0.0622, dir -0.9547, norm 0.3122, swav 0.0000 LR: 9.636e-02 Score 97.991 Data time: 0.0703, Forward time: 0.7769, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.2415 [2020-10-18 17:07:41,813][root][INFO] - ===> Epoch[485](2422/5): Loss -0.6027, Sem 0.0545, dir -0.9546, norm 0.2974, swav 0.0000 LR: 9.636e-02 Score 98.236 Data time: 0.0736, Forward time: 0.7769, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.2346 [2020-10-18 17:07:43,687][root][INFO] - ===> Epoch[485](2423/5): Loss -0.5859, Sem 0.0575, dir -0.9526, norm 0.3092, swav 0.0000 LR: 9.636e-02 Score 98.101 Data time: 0.0858, Forward time: 0.7769, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.7673 [2020-10-18 17:07:45,778][root][INFO] - ===> Epoch[485](2424/5): Loss -0.5679, Sem 0.0635, dir -0.9550, norm 0.3236, swav 0.0000 LR: 9.636e-02 Score 97.878 Data time: 0.1121, Forward time: 0.7769, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.9808 [2020-10-18 17:07:47,989][root][INFO] - ===> Epoch[485](2425/5): Loss -0.5734, Sem 0.0492, dir -0.9557, norm 0.3331, swav 0.0000 LR: 9.636e-02 Score 98.372 Data time: 0.1105, Forward time: 0.7770, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.1093 [2020-10-18 17:07:50,226][root][INFO] - ===> Epoch[486](2426/5): Loss -0.5694, Sem 0.0602, dir -0.9536, norm 0.3240, swav 0.0000 LR: 9.635e-02 Score 97.970 Data time: 0.0914, Forward time: 0.7771, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.1176 [2020-10-18 17:07:52,179][root][INFO] - ===> Epoch[486](2427/5): Loss -0.5863, Sem 0.0611, dir -0.9519, norm 0.3046, swav 0.0000 LR: 9.635e-02 Score 97.981 Data time: 0.0507, Forward time: 0.7770, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 1.8322 [2020-10-18 17:07:54,961][root][INFO] - ===> Epoch[486](2428/5): Loss -0.5978, Sem 0.0589, dir -0.9547, norm 0.2980, swav 0.0000 LR: 9.635e-02 Score 98.082 Data time: 0.0405, Forward time: 0.7769, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.7092 [2020-10-18 17:07:57,205][root][INFO] - ===> Epoch[486](2429/5): Loss -0.5774, Sem 0.0610, dir -0.9512, norm 0.3129, swav 0.0000 LR: 9.635e-02 Score 98.014 Data time: 0.0457, Forward time: 0.7768, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.1855 [2020-10-18 17:07:59,385][root][INFO] - ===> Epoch[486](2430/5): Loss -0.5417, Sem 0.0573, dir -0.9479, norm 0.3489, swav 0.0000 LR: 9.635e-02 Score 98.088 Data time: 0.0608, Forward time: 0.7768, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.1259 [2020-10-18 17:08:01,386][root][INFO] - ===> Epoch[487](2431/5): Loss -0.5856, Sem 0.0563, dir -0.9563, norm 0.3144, swav 0.0000 LR: 9.635e-02 Score 98.155 Data time: 0.2108, Forward time: 0.7767, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 1.9094 [2020-10-18 17:08:03,560][root][INFO] - ===> Epoch[487](2432/5): Loss -0.5694, Sem 0.0578, dir -0.9507, norm 0.3235, swav 0.0000 LR: 9.634e-02 Score 98.114 Data time: 0.0935, Forward time: 0.7768, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.0699 [2020-10-18 17:08:05,694][root][INFO] - ===> Epoch[487](2433/5): Loss -0.5917, Sem 0.0546, dir -0.9581, norm 0.3117, swav 0.0000 LR: 9.634e-02 Score 98.239 Data time: 0.0837, Forward time: 0.7768, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.0025 [2020-10-18 17:08:08,051][root][INFO] - ===> Epoch[487](2434/5): Loss -0.5670, Sem 0.0632, dir -0.9542, norm 0.3240, swav 0.0000 LR: 9.634e-02 Score 97.962 Data time: 0.0894, Forward time: 0.7769, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.2644 [2020-10-18 17:08:10,103][root][INFO] - ===> Epoch[487](2435/5): Loss -0.5479, Sem 0.0609, dir -0.9467, norm 0.3379, swav 0.0000 LR: 9.634e-02 Score 97.992 Data time: 0.0863, Forward time: 0.7769, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.9374 [2020-10-18 17:08:12,160][root][INFO] - ===> Epoch[488](2436/5): Loss -0.5707, Sem 0.0601, dir -0.9521, norm 0.3213, swav 0.0000 LR: 9.634e-02 Score 98.004 Data time: 0.0736, Forward time: 0.7769, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 1.9507 [2020-10-18 17:08:14,347][root][INFO] - ===> Epoch[488](2437/5): Loss -0.6000, Sem 0.0562, dir -0.9559, norm 0.2997, swav 0.0000 LR: 9.634e-02 Score 98.152 Data time: 0.0676, Forward time: 0.7769, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.0845 [2020-10-18 17:08:16,577][root][INFO] - ===> Epoch[488](2438/5): Loss -0.5611, Sem 0.0611, dir -0.9480, norm 0.3257, swav 0.0000 LR: 9.634e-02 Score 97.929 Data time: 0.0696, Forward time: 0.7769, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.1342 [2020-10-18 17:08:18,666][root][INFO] - ===> Epoch[488](2439/5): Loss -0.5926, Sem 0.0640, dir -0.9504, norm 0.2938, swav 0.0000 LR: 9.633e-02 Score 97.849 Data time: 0.0728, Forward time: 0.7769, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 1.9782 [2020-10-18 17:08:20,673][root][INFO] - ===> Epoch[488](2440/5): Loss -0.5588, Sem 0.0578, dir -0.9511, norm 0.3345, swav 0.0000 LR: 9.633e-02 Score 98.146 Data time: 0.0906, Forward time: 0.7769, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 1.9145 [2020-10-18 17:08:22,921][root][INFO] - ===> Epoch[489](2441/5): Loss -0.5969, Sem 0.0491, dir -0.9576, norm 0.3116, swav 0.0000 LR: 9.633e-02 Score 98.367 Data time: 0.0508, Forward time: 0.7768, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.1406 [2020-10-18 17:08:25,076][root][INFO] - ===> Epoch[489](2442/5): Loss -0.5538, Sem 0.0627, dir -0.9471, norm 0.3307, swav 0.0000 LR: 9.633e-02 Score 97.958 Data time: 0.0550, Forward time: 0.7768, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.0868 [2020-10-18 17:08:27,636][root][INFO] - ===> Epoch[489](2443/5): Loss -0.5604, Sem 0.0640, dir -0.9515, norm 0.3271, swav 0.0000 LR: 9.633e-02 Score 97.922 Data time: 0.0678, Forward time: 0.7768, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.4609 [2020-10-18 17:08:29,679][root][INFO] - ===> Epoch[489](2444/5): Loss -0.5899, Sem 0.0564, dir -0.9555, norm 0.3091, swav 0.0000 LR: 9.633e-02 Score 98.145 Data time: 0.0799, Forward time: 0.7768, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 1.9423 [2020-10-18 17:08:31,698][root][INFO] - ===> Epoch[489](2445/5): Loss -0.5467, Sem 0.0599, dir -0.9519, norm 0.3453, swav 0.0000 LR: 9.632e-02 Score 98.024 Data time: 0.0793, Forward time: 0.7768, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 1.8978 [2020-10-18 17:08:33,758][root][INFO] - ===> Epoch[490](2446/5): Loss -0.5892, Sem 0.0623, dir -0.9517, norm 0.3002, swav 0.0000 LR: 9.632e-02 Score 98.012 Data time: 0.0820, Forward time: 0.7768, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 1.9171 [2020-10-18 17:08:36,557][root][INFO] - ===> Epoch[490](2447/5): Loss -0.5787, Sem 0.0515, dir -0.9571, norm 0.3268, swav 0.0000 LR: 9.632e-02 Score 98.279 Data time: 0.0836, Forward time: 0.7768, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.6838 [2020-10-18 17:08:38,998][root][INFO] - ===> Epoch[490](2448/5): Loss -0.6043, Sem 0.0595, dir -0.9509, norm 0.2871, swav 0.0000 LR: 9.632e-02 Score 98.018 Data time: 0.0741, Forward time: 0.7768, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.2991 [2020-10-18 17:08:41,642][root][INFO] - ===> Epoch[490](2449/5): Loss -0.5897, Sem 0.0529, dir -0.9551, norm 0.3125, swav 0.0000 LR: 9.632e-02 Score 98.266 Data time: 0.0641, Forward time: 0.7768, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.5514 [2020-10-18 17:08:43,515][root][INFO] - ===> Epoch[490](2450/5): Loss -0.5882, Sem 0.0626, dir -0.9519, norm 0.3010, swav 0.0000 LR: 9.632e-02 Score 97.967 Data time: 0.0624, Forward time: 0.7767, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.7657 [2020-10-18 17:08:45,679][root][INFO] - ===> Epoch[491](2451/5): Loss -0.5779, Sem 0.0627, dir -0.9524, norm 0.3119, swav 0.0000 LR: 9.632e-02 Score 98.003 Data time: 0.0818, Forward time: 0.7768, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.0889 [2020-10-18 17:08:47,726][root][INFO] - ===> Epoch[491](2452/5): Loss -0.6048, Sem 0.0562, dir -0.9537, norm 0.2927, swav 0.0000 LR: 9.631e-02 Score 98.100 Data time: 0.1199, Forward time: 0.7767, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.9326 [2020-10-18 17:08:50,063][root][INFO] - ===> Epoch[491](2453/5): Loss -0.5651, Sem 0.0606, dir -0.9524, norm 0.3268, swav 0.0000 LR: 9.631e-02 Score 98.023 Data time: 0.0885, Forward time: 0.7768, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.2447 [2020-10-18 17:08:52,661][root][INFO] - ===> Epoch[491](2454/5): Loss -0.5914, Sem 0.0618, dir -0.9544, norm 0.3013, swav 0.0000 LR: 9.631e-02 Score 97.969 Data time: 0.1144, Forward time: 0.7769, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.4877 [2020-10-18 17:08:55,102][root][INFO] - ===> Epoch[491](2455/5): Loss -0.5832, Sem 0.0575, dir -0.9530, norm 0.3123, swav 0.0000 LR: 9.631e-02 Score 98.100 Data time: 0.0653, Forward time: 0.7769, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.3302 [2020-10-18 17:08:56,950][root][INFO] - ===> Epoch[492](2456/5): Loss -0.5875, Sem 0.0567, dir -0.9545, norm 0.3103, swav 0.0000 LR: 9.631e-02 Score 98.162 Data time: 0.0665, Forward time: 0.7769, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.7515 [2020-10-18 17:08:59,059][root][INFO] - ===> Epoch[492](2457/5): Loss -0.5863, Sem 0.0592, dir -0.9499, norm 0.3043, swav 0.0000 LR: 9.631e-02 Score 98.118 Data time: 0.1775, Forward time: 0.7769, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.0196 [2020-10-18 17:09:01,129][root][INFO] - ===> Epoch[492](2458/5): Loss -0.5725, Sem 0.0615, dir -0.9507, norm 0.3166, swav 0.0000 LR: 9.631e-02 Score 97.969 Data time: 0.0871, Forward time: 0.7770, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 1.9638 [2020-10-18 17:09:03,492][root][INFO] - ===> Epoch[492](2459/5): Loss -0.6010, Sem 0.0498, dir -0.9559, norm 0.3051, swav 0.0000 LR: 9.630e-02 Score 98.362 Data time: 0.0574, Forward time: 0.7769, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.2136 [2020-10-18 17:09:05,363][root][INFO] - ===> Epoch[492](2460/5): Loss -0.6042, Sem 0.0599, dir -0.9526, norm 0.2884, swav 0.0000 LR: 9.630e-02 Score 98.069 Data time: 0.0762, Forward time: 0.7769, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 1.7671 [2020-10-18 17:09:07,635][root][INFO] - ===> Epoch[493](2461/5): Loss -0.5821, Sem 0.0601, dir -0.9537, norm 0.3116, swav 0.0000 LR: 9.630e-02 Score 98.041 Data time: 0.0540, Forward time: 0.7768, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.1795 [2020-10-18 17:09:09,980][root][INFO] - ===> Epoch[493](2462/5): Loss -0.5921, Sem 0.0596, dir -0.9557, norm 0.3040, swav 0.0000 LR: 9.630e-02 Score 98.104 Data time: 0.0567, Forward time: 0.7767, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.2818 [2020-10-18 17:09:11,982][root][INFO] - ===> Epoch[493](2463/5): Loss -0.5903, Sem 0.0557, dir -0.9497, norm 0.3037, swav 0.0000 LR: 9.630e-02 Score 98.154 Data time: 0.0647, Forward time: 0.7767, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.9043 [2020-10-18 17:09:14,015][root][INFO] - ===> Epoch[493](2464/5): Loss -0.5928, Sem 0.0653, dir -0.9536, norm 0.2955, swav 0.0000 LR: 9.630e-02 Score 97.887 Data time: 0.0718, Forward time: 0.7766, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 1.9457 [2020-10-18 17:09:15,937][root][INFO] - ===> Epoch[493](2465/5): Loss -0.5520, Sem 0.0611, dir -0.9498, norm 0.3367, swav 0.0000 LR: 9.629e-02 Score 97.968 Data time: 0.0646, Forward time: 0.7766, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 1.7995 [2020-10-18 17:09:18,130][root][INFO] - ===> Epoch[494](2466/5): Loss -0.6027, Sem 0.0544, dir -0.9562, norm 0.2991, swav 0.0000 LR: 9.629e-02 Score 98.246 Data time: 0.0776, Forward time: 0.7766, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.0967 [2020-10-18 17:09:20,681][root][INFO] - ===> Epoch[494](2467/5): Loss -0.5685, Sem 0.0627, dir -0.9481, norm 0.3169, swav 0.0000 LR: 9.629e-02 Score 97.901 Data time: 0.0807, Forward time: 0.7766, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.4450 [2020-10-18 17:09:23,026][root][INFO] - ===> Epoch[494](2468/5): Loss -0.5851, Sem 0.0618, dir -0.9548, norm 0.3079, swav 0.0000 LR: 9.629e-02 Score 97.981 Data time: 0.0815, Forward time: 0.7766, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.2308 [2020-10-18 17:09:25,170][root][INFO] - ===> Epoch[494](2469/5): Loss -0.6039, Sem 0.0542, dir -0.9565, norm 0.2983, swav 0.0000 LR: 9.629e-02 Score 98.213 Data time: 0.1900, Forward time: 0.7766, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.0362 [2020-10-18 17:09:27,747][root][INFO] - ===> Epoch[494](2470/5): Loss -0.5780, Sem 0.0606, dir -0.9533, norm 0.3147, swav 0.0000 LR: 9.629e-02 Score 97.996 Data time: 0.0920, Forward time: 0.7768, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.4432 [2020-10-18 17:09:30,086][root][INFO] - ===> Epoch[495](2471/5): Loss -0.5990, Sem 0.0611, dir -0.9553, norm 0.2951, swav 0.0000 LR: 9.629e-02 Score 97.996 Data time: 0.0852, Forward time: 0.7768, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.2146 [2020-10-18 17:09:32,099][root][INFO] - ===> Epoch[495](2472/5): Loss -0.5694, Sem 0.0582, dir -0.9500, norm 0.3225, swav 0.0000 LR: 9.628e-02 Score 98.042 Data time: 0.0721, Forward time: 0.7768, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 1.8944 [2020-10-18 17:09:34,064][root][INFO] - ===> Epoch[495](2473/5): Loss -0.6120, Sem 0.0513, dir -0.9580, norm 0.2946, swav 0.0000 LR: 9.628e-02 Score 98.284 Data time: 0.0813, Forward time: 0.7768, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 1.8735 [2020-10-18 17:09:36,181][root][INFO] - ===> Epoch[495](2474/5): Loss -0.5708, Sem 0.0660, dir -0.9523, norm 0.3155, swav 0.0000 LR: 9.628e-02 Score 97.837 Data time: 0.1635, Forward time: 0.7768, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.0052 [2020-10-18 17:09:38,200][root][INFO] - ===> Epoch[495](2475/5): Loss -0.5879, Sem 0.0555, dir -0.9556, norm 0.3123, swav 0.0000 LR: 9.628e-02 Score 98.200 Data time: 0.0824, Forward time: 0.7769, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.9152 [2020-10-18 17:09:40,581][root][INFO] - ===> Epoch[496](2476/5): Loss -0.5609, Sem 0.0626, dir -0.9491, norm 0.3256, swav 0.0000 LR: 9.628e-02 Score 97.949 Data time: 0.0640, Forward time: 0.7768, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.2758 [2020-10-18 17:09:42,782][root][INFO] - ===> Epoch[496](2477/5): Loss -0.5757, Sem 0.0653, dir -0.9504, norm 0.3094, swav 0.0000 LR: 9.628e-02 Score 97.843 Data time: 0.0510, Forward time: 0.7767, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.1369 [2020-10-18 17:09:45,052][root][INFO] - ===> Epoch[496](2478/5): Loss -0.5923, Sem 0.0616, dir -0.9542, norm 0.3004, swav 0.0000 LR: 9.628e-02 Score 97.959 Data time: 0.0686, Forward time: 0.7767, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.1985 [2020-10-18 17:09:47,052][root][INFO] - ===> Epoch[496](2479/5): Loss -0.5843, Sem 0.0517, dir -0.9538, norm 0.3179, swav 0.0000 LR: 9.627e-02 Score 98.282 Data time: 0.0855, Forward time: 0.7767, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.8854 [2020-10-18 17:09:49,445][root][INFO] - ===> Epoch[496](2480/5): Loss -0.5850, Sem 0.0661, dir -0.9526, norm 0.3015, swav 0.0000 LR: 9.627e-02 Score 97.858 Data time: 0.1419, Forward time: 0.7767, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.2782 [2020-10-18 17:09:51,578][root][INFO] - ===> Epoch[497](2481/5): Loss -0.5808, Sem 0.0542, dir -0.9581, norm 0.3231, swav 0.0000 LR: 9.627e-02 Score 98.244 Data time: 0.0796, Forward time: 0.7767, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.0530 [2020-10-18 17:09:53,527][root][INFO] - ===> Epoch[497](2482/5): Loss -0.5754, Sem 0.0627, dir -0.9452, norm 0.3070, swav 0.0000 LR: 9.627e-02 Score 97.919 Data time: 0.0775, Forward time: 0.7767, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.8406 [2020-10-18 17:09:56,090][root][INFO] - ===> Epoch[497](2483/5): Loss -0.5682, Sem 0.0582, dir -0.9556, norm 0.3293, swav 0.0000 LR: 9.627e-02 Score 98.088 Data time: 0.0770, Forward time: 0.7767, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.4801 [2020-10-18 17:09:58,018][root][INFO] - ===> Epoch[497](2484/5): Loss -0.5679, Sem 0.0664, dir -0.9519, norm 0.3177, swav 0.0000 LR: 9.627e-02 Score 97.909 Data time: 0.0569, Forward time: 0.7766, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 1.8066 [2020-10-18 17:10:00,099][root][INFO] - ===> Epoch[497](2485/5): Loss -0.5931, Sem 0.0553, dir -0.9547, norm 0.3063, swav 0.0000 LR: 9.626e-02 Score 98.161 Data time: 0.0859, Forward time: 0.7766, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.0030 [2020-10-18 17:10:02,369][root][INFO] - ===> Epoch[498](2486/5): Loss -0.5676, Sem 0.0607, dir -0.9535, norm 0.3253, swav 0.0000 LR: 9.626e-02 Score 97.958 Data time: 0.2112, Forward time: 0.7767, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.1563 [2020-10-18 17:10:05,142][root][INFO] - ===> Epoch[498](2487/5): Loss -0.5871, Sem 0.0544, dir -0.9525, norm 0.3110, swav 0.0000 LR: 9.626e-02 Score 98.169 Data time: 0.1117, Forward time: 0.7769, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.6566 [2020-10-18 17:10:07,835][root][INFO] - ===> Epoch[498](2488/5): Loss -0.5419, Sem 0.0620, dir -0.9467, norm 0.3428, swav 0.0000 LR: 9.626e-02 Score 97.962 Data time: 0.0914, Forward time: 0.7769, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.5797 [2020-10-18 17:10:09,984][root][INFO] - ===> Epoch[498](2489/5): Loss -0.5420, Sem 0.0686, dir -0.9493, norm 0.3387, swav 0.0000 LR: 9.626e-02 Score 97.735 Data time: 0.0737, Forward time: 0.7769, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.0502 [2020-10-18 17:10:11,796][root][INFO] - ===> Epoch[498](2490/5): Loss -0.6088, Sem 0.0550, dir -0.9553, norm 0.2915, swav 0.0000 LR: 9.626e-02 Score 98.192 Data time: 0.0639, Forward time: 0.7769, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.7291 [2020-10-18 17:10:14,286][root][INFO] - ===> Epoch[499](2491/5): Loss -0.5757, Sem 0.0541, dir -0.9561, norm 0.3263, swav 0.0000 LR: 9.626e-02 Score 98.240 Data time: 0.3128, Forward time: 0.7770, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.4100 [2020-10-18 17:10:16,453][root][INFO] - ===> Epoch[499](2492/5): Loss -0.5720, Sem 0.0571, dir -0.9498, norm 0.3207, swav 0.0000 LR: 9.625e-02 Score 98.112 Data time: 0.0845, Forward time: 0.7770, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.0353 [2020-10-18 17:10:19,016][root][INFO] - ===> Epoch[499](2493/5): Loss -0.5454, Sem 0.0593, dir -0.9506, norm 0.3459, swav 0.0000 LR: 9.625e-02 Score 98.082 Data time: 0.0930, Forward time: 0.7771, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.4755 [2020-10-18 17:10:20,849][root][INFO] - ===> Epoch[499](2494/5): Loss -0.6128, Sem 0.0618, dir -0.9555, norm 0.2808, swav 0.0000 LR: 9.625e-02 Score 97.935 Data time: 0.0684, Forward time: 0.7771, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.7103 [2020-10-18 17:10:22,962][root][INFO] - ===> Epoch[499](2495/5): Loss -0.5641, Sem 0.0614, dir -0.9502, norm 0.3246, swav 0.0000 LR: 9.625e-02 Score 97.936 Data time: 0.0781, Forward time: 0.7771, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.0501 [2020-10-18 17:10:25,259][root][INFO] - ===> Epoch[500](2496/5): Loss -0.5953, Sem 0.0607, dir -0.9536, norm 0.2976, swav 0.0000 LR: 9.625e-02 Score 97.946 Data time: 0.0687, Forward time: 0.7771, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.2094 [2020-10-18 17:10:27,551][root][INFO] - ===> Epoch[500](2497/5): Loss -0.6085, Sem 0.0495, dir -0.9572, norm 0.2992, swav 0.0000 LR: 9.625e-02 Score 98.381 Data time: 0.0701, Forward time: 0.7771, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.2042 [2020-10-18 17:10:29,683][root][INFO] - ===> Epoch[500](2498/5): Loss -0.5829, Sem 0.0589, dir -0.9539, norm 0.3120, swav 0.0000 LR: 9.625e-02 Score 98.052 Data time: 0.0770, Forward time: 0.7771, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.0680 [2020-10-18 17:10:31,928][root][INFO] - ===> Epoch[500](2499/5): Loss -0.5479, Sem 0.0599, dir -0.9526, norm 0.3448, swav 0.0000 LR: 9.624e-02 Score 98.090 Data time: 0.0710, Forward time: 0.7771, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.1105 [2020-10-18 17:10:33,968][root][INFO] - ===> Epoch[500](2500/5): Loss -0.6043, Sem 0.0603, dir -0.9544, norm 0.2898, swav 0.0000 LR: 9.624e-02 Score 97.987 Data time: 0.0517, Forward time: 0.7770, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.9423 [2020-10-18 17:10:34,938][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 17:10:37,460][root][INFO] - ===> Epoch[501](2501/5): Loss -0.5515, Sem 0.0703, dir -0.9504, norm 0.3285, swav 0.0000 LR: 9.624e-02 Score 97.950 Data time: 0.1074, Forward time: 0.7771, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.3492 [2020-10-18 17:10:39,668][root][INFO] - ===> Epoch[501](2502/5): Loss -0.5753, Sem 0.0566, dir -0.9524, norm 0.3205, swav 0.0000 LR: 9.624e-02 Score 98.139 Data time: 0.0625, Forward time: 0.7771, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.0939 [2020-10-18 17:10:41,899][root][INFO] - ===> Epoch[501](2503/5): Loss -0.6087, Sem 0.0517, dir -0.9556, norm 0.2953, swav 0.0000 LR: 9.624e-02 Score 98.238 Data time: 0.0558, Forward time: 0.7770, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.1630 [2020-10-18 17:10:44,230][root][INFO] - ===> Epoch[501](2504/5): Loss -0.5957, Sem 0.0658, dir -0.9550, norm 0.2935, swav 0.0000 LR: 9.624e-02 Score 97.815 Data time: 0.0480, Forward time: 0.7770, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.2727 [2020-10-18 17:10:46,352][root][INFO] - ===> Epoch[501](2505/5): Loss -0.6099, Sem 0.0546, dir -0.9540, norm 0.2896, swav 0.0000 LR: 9.623e-02 Score 98.218 Data time: 0.0538, Forward time: 0.7769, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.0407 [2020-10-18 17:10:48,292][root][INFO] - ===> Epoch[502](2506/5): Loss -0.6018, Sem 0.0580, dir -0.9559, norm 0.2961, swav 0.0000 LR: 9.623e-02 Score 98.104 Data time: 0.0576, Forward time: 0.7768, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.9097 [2020-10-18 17:10:51,153][root][INFO] - ===> Epoch[502](2507/5): Loss -0.5915, Sem 0.0543, dir -0.9547, norm 0.3089, swav 0.0000 LR: 9.623e-02 Score 98.184 Data time: 0.0966, Forward time: 0.7767, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.7869 [2020-10-18 17:10:53,241][root][INFO] - ===> Epoch[502](2508/5): Loss -0.5813, Sem 0.0599, dir -0.9529, norm 0.3117, swav 0.0000 LR: 9.623e-02 Score 98.065 Data time: 0.0636, Forward time: 0.7768, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.0454 [2020-10-18 17:10:55,136][root][INFO] - ===> Epoch[502](2509/5): Loss -0.5913, Sem 0.0648, dir -0.9490, norm 0.2930, swav 0.0000 LR: 9.623e-02 Score 97.931 Data time: 0.0495, Forward time: 0.7766, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 1.7839 [2020-10-18 17:10:57,132][root][INFO] - ===> Epoch[502](2510/5): Loss -0.5861, Sem 0.0617, dir -0.9505, norm 0.3027, swav 0.0000 LR: 9.623e-02 Score 97.958 Data time: 0.0785, Forward time: 0.7766, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 1.9208 [2020-10-18 17:10:59,347][root][INFO] - ===> Epoch[503](2511/5): Loss -0.5857, Sem 0.0637, dir -0.9518, norm 0.3023, swav 0.0000 LR: 9.623e-02 Score 97.943 Data time: 0.0584, Forward time: 0.7766, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.1094 [2020-10-18 17:11:01,612][root][INFO] - ===> Epoch[503](2512/5): Loss -0.6100, Sem 0.0588, dir -0.9599, norm 0.2911, swav 0.0000 LR: 9.622e-02 Score 98.105 Data time: 0.0900, Forward time: 0.7767, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.2032 [2020-10-18 17:11:03,703][root][INFO] - ===> Epoch[503](2513/5): Loss -0.6264, Sem 0.0561, dir -0.9564, norm 0.2739, swav 0.0000 LR: 9.622e-02 Score 98.099 Data time: 0.0929, Forward time: 0.7767, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.9803 [2020-10-18 17:11:05,656][root][INFO] - ===> Epoch[503](2514/5): Loss -0.5832, Sem 0.0594, dir -0.9477, norm 0.3051, swav 0.0000 LR: 9.622e-02 Score 98.038 Data time: 0.0737, Forward time: 0.7767, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.8669 [2020-10-18 17:11:07,581][root][INFO] - ===> Epoch[503](2515/5): Loss -0.6155, Sem 0.0630, dir -0.9533, norm 0.2748, swav 0.0000 LR: 9.622e-02 Score 97.872 Data time: 0.0559, Forward time: 0.7767, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.8545 [2020-10-18 17:11:09,769][root][INFO] - ===> Epoch[504](2516/5): Loss -0.6129, Sem 0.0510, dir -0.9586, norm 0.2947, swav 0.0000 LR: 9.622e-02 Score 98.316 Data time: 0.0694, Forward time: 0.7767, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.1088 [2020-10-18 17:11:12,699][root][INFO] - ===> Epoch[504](2517/5): Loss -0.5520, Sem 0.0616, dir -0.9533, norm 0.3397, swav 0.0000 LR: 9.622e-02 Score 97.959 Data time: 0.1203, Forward time: 0.7770, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.8108 [2020-10-18 17:11:15,427][root][INFO] - ===> Epoch[504](2518/5): Loss -0.6109, Sem 0.0602, dir -0.9562, norm 0.2851, swav 0.0000 LR: 9.622e-02 Score 98.078 Data time: 0.1359, Forward time: 0.7770, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.5982 [2020-10-18 17:11:17,579][root][INFO] - ===> Epoch[504](2519/5): Loss -0.5732, Sem 0.0676, dir -0.9527, norm 0.3118, swav 0.0000 LR: 9.621e-02 Score 97.715 Data time: 0.0883, Forward time: 0.7771, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.0564 [2020-10-18 17:11:20,128][root][INFO] - ===> Epoch[504](2520/5): Loss -0.6196, Sem 0.0530, dir -0.9592, norm 0.2866, swav 0.0000 LR: 9.621e-02 Score 98.302 Data time: 0.0575, Forward time: 0.7770, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.4001 [2020-10-18 17:11:21,993][root][INFO] - ===> Epoch[505](2521/5): Loss -0.5894, Sem 0.0597, dir -0.9550, norm 0.3058, swav 0.0000 LR: 9.621e-02 Score 98.024 Data time: 0.0650, Forward time: 0.7770, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.8007 [2020-10-18 17:11:24,578][root][INFO] - ===> Epoch[505](2522/5): Loss -0.5992, Sem 0.0578, dir -0.9542, norm 0.2972, swav 0.0000 LR: 9.621e-02 Score 98.093 Data time: 0.0774, Forward time: 0.7771, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.4843 [2020-10-18 17:11:26,741][root][INFO] - ===> Epoch[505](2523/5): Loss -0.5853, Sem 0.0539, dir -0.9546, norm 0.3155, swav 0.0000 LR: 9.621e-02 Score 98.223 Data time: 0.0717, Forward time: 0.7771, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.0399 [2020-10-18 17:11:28,677][root][INFO] - ===> Epoch[505](2524/5): Loss -0.6047, Sem 0.0627, dir -0.9525, norm 0.2851, swav 0.0000 LR: 9.621e-02 Score 97.934 Data time: 0.0586, Forward time: 0.7770, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.8436 [2020-10-18 17:11:30,898][root][INFO] - ===> Epoch[505](2525/5): Loss -0.5815, Sem 0.0577, dir -0.9549, norm 0.3158, swav 0.0000 LR: 9.620e-02 Score 98.094 Data time: 0.1097, Forward time: 0.7770, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.1270 [2020-10-18 17:11:33,083][root][INFO] - ===> Epoch[506](2526/5): Loss -0.5757, Sem 0.0637, dir -0.9524, norm 0.3131, swav 0.0000 LR: 9.620e-02 Score 97.919 Data time: 0.0714, Forward time: 0.7770, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.0921 [2020-10-18 17:11:35,074][root][INFO] - ===> Epoch[506](2527/5): Loss -0.5568, Sem 0.0717, dir -0.9507, norm 0.3223, swav 0.0000 LR: 9.620e-02 Score 97.675 Data time: 0.0819, Forward time: 0.7770, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.8891 [2020-10-18 17:11:37,247][root][INFO] - ===> Epoch[506](2528/5): Loss -0.5712, Sem 0.0570, dir -0.9550, norm 0.3268, swav 0.0000 LR: 9.620e-02 Score 98.108 Data time: 0.0769, Forward time: 0.7770, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.0583 [2020-10-18 17:11:39,389][root][INFO] - ===> Epoch[506](2529/5): Loss -0.5768, Sem 0.0602, dir -0.9532, norm 0.3162, swav 0.0000 LR: 9.620e-02 Score 97.983 Data time: 0.0689, Forward time: 0.7770, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.0541 [2020-10-18 17:11:41,760][root][INFO] - ===> Epoch[506](2530/5): Loss -0.5952, Sem 0.0579, dir -0.9507, norm 0.2976, swav 0.0000 LR: 9.620e-02 Score 98.117 Data time: 0.0877, Forward time: 0.7769, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.2848 [2020-10-18 17:11:43,779][root][INFO] - ===> Epoch[507](2531/5): Loss -0.5955, Sem 0.0545, dir -0.9566, norm 0.3065, swav 0.0000 LR: 9.620e-02 Score 98.171 Data time: 0.0931, Forward time: 0.7769, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.9182 [2020-10-18 17:11:45,550][root][INFO] - ===> Epoch[507](2532/5): Loss -0.5850, Sem 0.0624, dir -0.9524, norm 0.3050, swav 0.0000 LR: 9.619e-02 Score 97.931 Data time: 0.0552, Forward time: 0.7769, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.6594 [2020-10-18 17:11:48,101][root][INFO] - ===> Epoch[507](2533/5): Loss -0.5893, Sem 0.0602, dir -0.9532, norm 0.3036, swav 0.0000 LR: 9.619e-02 Score 98.005 Data time: 0.0562, Forward time: 0.7768, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.4759 [2020-10-18 17:11:50,376][root][INFO] - ===> Epoch[507](2534/5): Loss -0.5507, Sem 0.0545, dir -0.9541, norm 0.3489, swav 0.0000 LR: 9.619e-02 Score 98.207 Data time: 0.0578, Forward time: 0.7768, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.2182 [2020-10-18 17:11:52,573][root][INFO] - ===> Epoch[507](2535/5): Loss -0.5666, Sem 0.0595, dir -0.9543, norm 0.3283, swav 0.0000 LR: 9.619e-02 Score 98.071 Data time: 0.0754, Forward time: 0.7768, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.0909 [2020-10-18 17:11:54,936][root][INFO] - ===> Epoch[508](2536/5): Loss -0.5499, Sem 0.0579, dir -0.9508, norm 0.3431, swav 0.0000 LR: 9.619e-02 Score 98.107 Data time: 0.0753, Forward time: 0.7768, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.2526 [2020-10-18 17:11:57,483][root][INFO] - ===> Epoch[508](2537/5): Loss -0.5808, Sem 0.0577, dir -0.9510, norm 0.3124, swav 0.0000 LR: 9.619e-02 Score 98.068 Data time: 0.2062, Forward time: 0.7768, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.4304 [2020-10-18 17:11:59,754][root][INFO] - ===> Epoch[508](2538/5): Loss -0.5820, Sem 0.0646, dir -0.9509, norm 0.3043, swav 0.0000 LR: 9.618e-02 Score 97.876 Data time: 0.0987, Forward time: 0.7769, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.1549 [2020-10-18 17:12:01,671][root][INFO] - ===> Epoch[508](2539/5): Loss -0.5976, Sem 0.0553, dir -0.9559, norm 0.3031, swav 0.0000 LR: 9.618e-02 Score 98.200 Data time: 0.0782, Forward time: 0.7769, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.8150 [2020-10-18 17:12:04,052][root][INFO] - ===> Epoch[508](2540/5): Loss -0.5482, Sem 0.0615, dir -0.9513, norm 0.3416, swav 0.0000 LR: 9.618e-02 Score 98.027 Data time: 0.0880, Forward time: 0.7770, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.2700 [2020-10-18 17:12:06,219][root][INFO] - ===> Epoch[509](2541/5): Loss -0.5802, Sem 0.0554, dir -0.9585, norm 0.3229, swav 0.0000 LR: 9.618e-02 Score 98.209 Data time: 0.0874, Forward time: 0.7770, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.0643 [2020-10-18 17:12:08,865][root][INFO] - ===> Epoch[509](2542/5): Loss -0.5991, Sem 0.0527, dir -0.9543, norm 0.3026, swav 0.0000 LR: 9.618e-02 Score 98.297 Data time: 0.0708, Forward time: 0.7770, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.5280 [2020-10-18 17:12:11,228][root][INFO] - ===> Epoch[509](2543/5): Loss -0.5822, Sem 0.0647, dir -0.9495, norm 0.3026, swav 0.0000 LR: 9.618e-02 Score 97.857 Data time: 0.0830, Forward time: 0.7770, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.2589 [2020-10-18 17:12:13,324][root][INFO] - ===> Epoch[509](2544/5): Loss -0.5935, Sem 0.0563, dir -0.9538, norm 0.3040, swav 0.0000 LR: 9.618e-02 Score 98.176 Data time: 0.0744, Forward time: 0.7770, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.9894 [2020-10-18 17:12:15,531][root][INFO] - ===> Epoch[509](2545/5): Loss -0.5750, Sem 0.0562, dir -0.9558, norm 0.3246, swav 0.0000 LR: 9.617e-02 Score 98.173 Data time: 0.0749, Forward time: 0.7770, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.1017 [2020-10-18 17:12:17,705][root][INFO] - ===> Epoch[510](2546/5): Loss -0.6114, Sem 0.0528, dir -0.9583, norm 0.2941, swav 0.0000 LR: 9.617e-02 Score 98.262 Data time: 0.0665, Forward time: 0.7770, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.0836 [2020-10-18 17:12:19,835][root][INFO] - ===> Epoch[510](2547/5): Loss -0.5832, Sem 0.0605, dir -0.9511, norm 0.3074, swav 0.0000 LR: 9.617e-02 Score 98.040 Data time: 0.0612, Forward time: 0.7770, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.0291 [2020-10-18 17:12:21,608][root][INFO] - ===> Epoch[510](2548/5): Loss -0.5831, Sem 0.0624, dir -0.9510, norm 0.3054, swav 0.0000 LR: 9.617e-02 Score 97.886 Data time: 0.0667, Forward time: 0.7769, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.6904 [2020-10-18 17:12:24,158][root][INFO] - ===> Epoch[510](2549/5): Loss -0.5729, Sem 0.0582, dir -0.9564, norm 0.3254, swav 0.0000 LR: 9.617e-02 Score 98.119 Data time: 0.0737, Forward time: 0.7769, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.4543 [2020-10-18 17:12:26,502][root][INFO] - ===> Epoch[510](2550/5): Loss -0.6124, Sem 0.0564, dir -0.9561, norm 0.2874, swav 0.0000 LR: 9.617e-02 Score 98.045 Data time: 0.0561, Forward time: 0.7768, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.2394 [2020-10-18 17:12:28,368][root][INFO] - ===> Epoch[511](2551/5): Loss -0.6090, Sem 0.0581, dir -0.9577, norm 0.2906, swav 0.0000 LR: 9.617e-02 Score 98.126 Data time: 0.0623, Forward time: 0.7767, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.7738 [2020-10-18 17:12:30,672][root][INFO] - ===> Epoch[511](2552/5): Loss -0.5655, Sem 0.0544, dir -0.9511, norm 0.3312, swav 0.0000 LR: 9.616e-02 Score 98.216 Data time: 0.0828, Forward time: 0.7768, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.2298 [2020-10-18 17:12:32,765][root][INFO] - ===> Epoch[511](2553/5): Loss -0.5426, Sem 0.0620, dir -0.9506, norm 0.3460, swav 0.0000 LR: 9.616e-02 Score 97.942 Data time: 0.1024, Forward time: 0.7768, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.9799 [2020-10-18 17:12:34,867][root][INFO] - ===> Epoch[511](2554/5): Loss -0.5844, Sem 0.0561, dir -0.9530, norm 0.3126, swav 0.0000 LR: 9.616e-02 Score 98.097 Data time: 0.0597, Forward time: 0.7768, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.0121 [2020-10-18 17:12:37,468][root][INFO] - ===> Epoch[511](2555/5): Loss -0.5857, Sem 0.0597, dir -0.9547, norm 0.3093, swav 0.0000 LR: 9.616e-02 Score 98.072 Data time: 0.1278, Forward time: 0.7767, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.5229 [2020-10-18 17:12:39,619][root][INFO] - ===> Epoch[512](2556/5): Loss -0.5974, Sem 0.0540, dir -0.9573, norm 0.3059, swav 0.0000 LR: 9.616e-02 Score 98.205 Data time: 0.0965, Forward time: 0.7768, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.0237 [2020-10-18 17:12:41,934][root][INFO] - ===> Epoch[512](2557/5): Loss -0.6179, Sem 0.0574, dir -0.9571, norm 0.2818, swav 0.0000 LR: 9.616e-02 Score 98.080 Data time: 0.0887, Forward time: 0.7769, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.1728 [2020-10-18 17:12:44,140][root][INFO] - ===> Epoch[512](2558/5): Loss -0.5946, Sem 0.0580, dir -0.9553, norm 0.3027, swav 0.0000 LR: 9.615e-02 Score 98.071 Data time: 0.0475, Forward time: 0.7768, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.1038 [2020-10-18 17:12:46,353][root][INFO] - ===> Epoch[512](2559/5): Loss -0.6039, Sem 0.0571, dir -0.9563, norm 0.2953, swav 0.0000 LR: 9.615e-02 Score 98.131 Data time: 0.0802, Forward time: 0.7768, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.1217 [2020-10-18 17:12:48,427][root][INFO] - ===> Epoch[512](2560/5): Loss -0.6224, Sem 0.0528, dir -0.9571, norm 0.2819, swav 0.0000 LR: 9.615e-02 Score 98.255 Data time: 0.0901, Forward time: 0.7768, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.9662 [2020-10-18 17:12:50,732][root][INFO] - ===> Epoch[513](2561/5): Loss -0.5738, Sem 0.0612, dir -0.9528, norm 0.3178, swav 0.0000 LR: 9.615e-02 Score 97.977 Data time: 0.0708, Forward time: 0.7769, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.1881 [2020-10-18 17:12:52,891][root][INFO] - ===> Epoch[513](2562/5): Loss -0.5836, Sem 0.0569, dir -0.9537, norm 0.3132, swav 0.0000 LR: 9.615e-02 Score 98.131 Data time: 0.0727, Forward time: 0.7769, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.0455 [2020-10-18 17:12:54,975][root][INFO] - ===> Epoch[513](2563/5): Loss -0.6079, Sem 0.0625, dir -0.9567, norm 0.2862, swav 0.0000 LR: 9.615e-02 Score 97.932 Data time: 0.0601, Forward time: 0.7768, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.9871 [2020-10-18 17:12:56,798][root][INFO] - ===> Epoch[513](2564/5): Loss -0.6203, Sem 0.0541, dir -0.9576, norm 0.2831, swav 0.0000 LR: 9.615e-02 Score 98.192 Data time: 0.0683, Forward time: 0.7768, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.7303 [2020-10-18 17:12:58,832][root][INFO] - ===> Epoch[513](2565/5): Loss -0.5688, Sem 0.0616, dir -0.9495, norm 0.3191, swav 0.0000 LR: 9.614e-02 Score 97.940 Data time: 0.0814, Forward time: 0.7769, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 1.9325 [2020-10-18 17:13:01,221][root][INFO] - ===> Epoch[514](2566/5): Loss -0.5954, Sem 0.0564, dir -0.9538, norm 0.3021, swav 0.0000 LR: 9.614e-02 Score 98.147 Data time: 0.0624, Forward time: 0.7769, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.2733 [2020-10-18 17:13:03,288][root][INFO] - ===> Epoch[514](2567/5): Loss -0.6202, Sem 0.0506, dir -0.9566, norm 0.2858, swav 0.0000 LR: 9.614e-02 Score 98.343 Data time: 0.0766, Forward time: 0.7769, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 1.9546 [2020-10-18 17:13:05,287][root][INFO] - ===> Epoch[514](2568/5): Loss -0.5613, Sem 0.0623, dir -0.9533, norm 0.3297, swav 0.0000 LR: 9.614e-02 Score 97.933 Data time: 0.0714, Forward time: 0.7769, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 1.9017 [2020-10-18 17:13:07,416][root][INFO] - ===> Epoch[514](2569/5): Loss -0.5732, Sem 0.0578, dir -0.9524, norm 0.3214, swav 0.0000 LR: 9.614e-02 Score 98.116 Data time: 0.0661, Forward time: 0.7770, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.0320 [2020-10-18 17:13:09,562][root][INFO] - ===> Epoch[514](2570/5): Loss -0.5856, Sem 0.0545, dir -0.9545, norm 0.3143, swav 0.0000 LR: 9.614e-02 Score 98.185 Data time: 0.0837, Forward time: 0.7770, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.0379 [2020-10-18 17:13:11,647][root][INFO] - ===> Epoch[515](2571/5): Loss -0.5767, Sem 0.0611, dir -0.9530, norm 0.3153, swav 0.0000 LR: 9.614e-02 Score 97.991 Data time: 0.0781, Forward time: 0.7771, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 1.9904 [2020-10-18 17:13:14,133][root][INFO] - ===> Epoch[515](2572/5): Loss -0.5574, Sem 0.0597, dir -0.9500, norm 0.3329, swav 0.0000 LR: 9.613e-02 Score 98.080 Data time: 0.0745, Forward time: 0.7771, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.3984 [2020-10-18 17:13:16,515][root][INFO] - ===> Epoch[515](2573/5): Loss -0.6081, Sem 0.0633, dir -0.9558, norm 0.2844, swav 0.0000 LR: 9.613e-02 Score 97.900 Data time: 0.0591, Forward time: 0.7771, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.3018 [2020-10-18 17:13:18,668][root][INFO] - ===> Epoch[515](2574/5): Loss -0.6174, Sem 0.0588, dir -0.9567, norm 0.2804, swav 0.0000 LR: 9.613e-02 Score 98.066 Data time: 0.0883, Forward time: 0.7771, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.0559 [2020-10-18 17:13:20,479][root][INFO] - ===> Epoch[515](2575/5): Loss -0.6057, Sem 0.0547, dir -0.9580, norm 0.2977, swav 0.0000 LR: 9.613e-02 Score 98.184 Data time: 0.0977, Forward time: 0.7771, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 1.6958 [2020-10-18 17:13:22,769][root][INFO] - ===> Epoch[516](2576/5): Loss -0.5987, Sem 0.0592, dir -0.9540, norm 0.2962, swav 0.0000 LR: 9.613e-02 Score 98.058 Data time: 0.0808, Forward time: 0.7772, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 2.2198 [2020-10-18 17:13:25,040][root][INFO] - ===> Epoch[516](2577/5): Loss -0.5863, Sem 0.0611, dir -0.9493, norm 0.3019, swav 0.0000 LR: 9.613e-02 Score 97.953 Data time: 0.0514, Forward time: 0.7771, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.1496 [2020-10-18 17:13:27,181][root][INFO] - ===> Epoch[516](2578/5): Loss -0.5642, Sem 0.0589, dir -0.9516, norm 0.3285, swav 0.0000 LR: 9.612e-02 Score 98.048 Data time: 0.0747, Forward time: 0.7771, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.0816 [2020-10-18 17:13:28,918][root][INFO] - ===> Epoch[516](2579/5): Loss -0.5981, Sem 0.0583, dir -0.9545, norm 0.2981, swav 0.0000 LR: 9.612e-02 Score 98.076 Data time: 0.0678, Forward time: 0.7771, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 1.6272 [2020-10-18 17:13:31,227][root][INFO] - ===> Epoch[516](2580/5): Loss -0.5641, Sem 0.0635, dir -0.9539, norm 0.3262, swav 0.0000 LR: 9.612e-02 Score 98.016 Data time: 0.3802, Forward time: 0.7771, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 2.2143 [2020-10-18 17:13:33,511][root][INFO] - ===> Epoch[517](2581/5): Loss -0.6034, Sem 0.0559, dir -0.9539, norm 0.2946, swav 0.0000 LR: 9.612e-02 Score 98.143 Data time: 0.2168, Forward time: 0.7772, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 2.1496 [2020-10-18 17:13:35,997][root][INFO] - ===> Epoch[517](2582/5): Loss -0.5767, Sem 0.0640, dir -0.9508, norm 0.3102, swav 0.0000 LR: 9.612e-02 Score 97.933 Data time: 0.0815, Forward time: 0.7773, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 2.3707 [2020-10-18 17:13:38,074][root][INFO] - ===> Epoch[517](2583/5): Loss -0.6225, Sem 0.0548, dir -0.9601, norm 0.2828, swav 0.0000 LR: 9.612e-02 Score 98.170 Data time: 0.0630, Forward time: 0.7772, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 1.9852 [2020-10-18 17:13:40,435][root][INFO] - ===> Epoch[517](2584/5): Loss -0.5960, Sem 0.0624, dir -0.9568, norm 0.2984, swav 0.0000 LR: 9.612e-02 Score 97.942 Data time: 0.0737, Forward time: 0.7772, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 2.2897 [2020-10-18 17:13:42,562][root][INFO] - ===> Epoch[517](2585/5): Loss -0.6086, Sem 0.0603, dir -0.9562, norm 0.2872, swav 0.0000 LR: 9.611e-02 Score 98.060 Data time: 0.0858, Forward time: 0.7772, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 2.0259 [2020-10-18 17:13:45,153][root][INFO] - ===> Epoch[518](2586/5): Loss -0.5590, Sem 0.0589, dir -0.9495, norm 0.3315, swav 0.0000 LR: 9.611e-02 Score 98.102 Data time: 0.0612, Forward time: 0.7773, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 2.5266 [2020-10-18 17:13:47,301][root][INFO] - ===> Epoch[518](2587/5): Loss -0.5896, Sem 0.0654, dir -0.9526, norm 0.2976, swav 0.0000 LR: 9.611e-02 Score 97.829 Data time: 0.0865, Forward time: 0.7774, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 2.0324 [2020-10-18 17:13:50,132][root][INFO] - ===> Epoch[518](2588/5): Loss -0.5737, Sem 0.0661, dir -0.9474, norm 0.3076, swav 0.0000 LR: 9.611e-02 Score 97.760 Data time: 0.1194, Forward time: 0.7773, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 2.7136 [2020-10-18 17:13:52,315][root][INFO] - ===> Epoch[518](2589/5): Loss -0.5544, Sem 0.0703, dir -0.9523, norm 0.3276, swav 0.0000 LR: 9.611e-02 Score 97.694 Data time: 0.0904, Forward time: 0.7774, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 2.1091 [2020-10-18 17:13:54,176][root][INFO] - ===> Epoch[518](2590/5): Loss -0.6247, Sem 0.0588, dir -0.9567, norm 0.2732, swav 0.0000 LR: 9.611e-02 Score 98.042 Data time: 0.0761, Forward time: 0.7774, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 1.7608 [2020-10-18 17:13:56,208][root][INFO] - ===> Epoch[519](2591/5): Loss -0.6203, Sem 0.0537, dir -0.9583, norm 0.2843, swav 0.0000 LR: 9.611e-02 Score 98.252 Data time: 0.1074, Forward time: 0.7774, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 1.9433 [2020-10-18 17:13:58,340][root][INFO] - ===> Epoch[519](2592/5): Loss -0.6032, Sem 0.0592, dir -0.9536, norm 0.2912, swav 0.0000 LR: 9.610e-02 Score 98.009 Data time: 0.0878, Forward time: 0.7774, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 2.0429 [2020-10-18 17:14:00,259][root][INFO] - ===> Epoch[519](2593/5): Loss -0.6367, Sem 0.0552, dir -0.9545, norm 0.2626, swav 0.0000 LR: 9.610e-02 Score 98.145 Data time: 0.1251, Forward time: 0.7775, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 1.8119 [2020-10-18 17:14:02,453][root][INFO] - ===> Epoch[519](2594/5): Loss -0.5910, Sem 0.0568, dir -0.9559, norm 0.3081, swav 0.0000 LR: 9.610e-02 Score 98.107 Data time: 0.0941, Forward time: 0.7775, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.1051 [2020-10-18 17:14:04,907][root][INFO] - ===> Epoch[519](2595/5): Loss -0.5939, Sem 0.0589, dir -0.9562, norm 0.3034, swav 0.0000 LR: 9.610e-02 Score 98.054 Data time: 0.0479, Forward time: 0.7775, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.3409 [2020-10-18 17:14:07,441][root][INFO] - ===> Epoch[520](2596/5): Loss -0.5619, Sem 0.0597, dir -0.9534, norm 0.3317, swav 0.0000 LR: 9.610e-02 Score 98.014 Data time: 0.1053, Forward time: 0.7776, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.4618 [2020-10-18 17:14:09,410][root][INFO] - ===> Epoch[520](2597/5): Loss -0.6167, Sem 0.0573, dir -0.9551, norm 0.2811, swav 0.0000 LR: 9.610e-02 Score 98.119 Data time: 0.0710, Forward time: 0.7776, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 1.8471 [2020-10-18 17:14:11,961][root][INFO] - ===> Epoch[520](2598/5): Loss -0.5994, Sem 0.0491, dir -0.9569, norm 0.3085, swav 0.0000 LR: 9.609e-02 Score 98.393 Data time: 0.0656, Forward time: 0.7776, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.4642 [2020-10-18 17:14:14,239][root][INFO] - ===> Epoch[520](2599/5): Loss -0.5656, Sem 0.0587, dir -0.9547, norm 0.3304, swav 0.0000 LR: 9.609e-02 Score 98.057 Data time: 0.0749, Forward time: 0.7776, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.1749 [2020-10-18 17:14:16,259][root][INFO] - ===> Epoch[520](2600/5): Loss -0.5889, Sem 0.0675, dir -0.9567, norm 0.3002, swav 0.0000 LR: 9.609e-02 Score 97.850 Data time: 0.0607, Forward time: 0.7775, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 1.9013 [2020-10-18 17:14:17,232][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 17:14:17,395][root][INFO] - ===> Start testing [2020-10-18 17:14:53,894][root][INFO] - 68/68: Data time: 0.0021, Iter time: 0.1205 Loss 0.561 (AVG: 0.446) Score 89.131 (AVG: 89.997) mIOU 68.147 mAP 84.111 mAcc 75.052 IOU: 60.037 0.047 73.378 73.579 94.608 90.750 34.350 75.921 98.609 63.552 79.821 85.108 56.147 mAP: 83.899 11.090 92.828 89.739 99.001 98.434 58.270 94.773 99.816 85.279 94.252 94.443 91.622 mAcc: 76.355 0.456 85.742 82.840 96.111 95.324 38.008 88.926 99.403 66.436 89.889 95.399 60.791 [2020-10-18 17:14:53,898][root][INFO] - Finished test. Elapsed time: 36.4990 [2020-10-18 17:14:56,775][root][INFO] - [2020-10-18 17:14:56,775][root][INFO] - ################################################################ [2020-10-18 17:14:56,775][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 17:14:56,775][root][INFO] - ################################################################ [2020-10-18 17:14:56,775][root][INFO] - clutter : nan nan nan [2020-10-18 17:14:56,775][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 17:14:56,775][root][INFO] - board : 0.732 0.845 0.875 [2020-10-18 17:14:56,775][root][INFO] - bookcase : 0.262 0.404 0.548 [2020-10-18 17:14:56,775][root][INFO] - ceiling : 0.563 0.592 0.687 [2020-10-18 17:14:56,775][root][INFO] - chair : 0.782 0.887 0.903 [2020-10-18 17:14:56,775][root][INFO] - column : 0.158 0.256 0.366 [2020-10-18 17:14:56,775][root][INFO] - door : 0.537 0.691 0.865 [2020-10-18 17:14:56,776][root][INFO] - floor : 0.783 0.816 0.855 [2020-10-18 17:14:56,776][root][INFO] - sofa : 0.246 0.531 0.636 [2020-10-18 17:14:56,776][root][INFO] - table : 0.155 0.294 0.647 [2020-10-18 17:14:56,776][root][INFO] - wall : 0.471 0.710 0.803 [2020-10-18 17:14:56,776][root][INFO] - window : 0.461 0.722 0.772 [2020-10-18 17:14:56,776][root][INFO] - ---------------------------------------------------------------- [2020-10-18 17:14:56,776][root][INFO] - average : 0.429 0.562 0.663 [2020-10-18 17:14:56,776][root][INFO] - [2020-10-18 17:14:56,929][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 17:14:56,930][root][INFO] - Current best mIoU: 68.183 at iter 2400 [2020-10-18 17:14:58,596][root][INFO] - ===> Epoch[521](2601/5): Loss -0.5858, Sem 0.0565, dir -0.9555, norm 0.3133, swav 0.0000 LR: 9.609e-02 Score 98.133 Data time: 0.0663, Forward time: 0.7775, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 1.6609 [2020-10-18 17:15:01,307][root][INFO] - ===> Epoch[521](2602/5): Loss -0.5776, Sem 0.0612, dir -0.9496, norm 0.3109, swav 0.0000 LR: 9.609e-02 Score 98.037 Data time: 0.0856, Forward time: 0.7776, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.5956 [2020-10-18 17:15:03,184][root][INFO] - ===> Epoch[521](2603/5): Loss -0.6096, Sem 0.0515, dir -0.9577, norm 0.2966, swav 0.0000 LR: 9.609e-02 Score 98.307 Data time: 0.0710, Forward time: 0.7775, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 1.7724 [2020-10-18 17:15:05,408][root][INFO] - ===> Epoch[521](2604/5): Loss -0.5894, Sem 0.0604, dir -0.9557, norm 0.3059, swav 0.0000 LR: 9.609e-02 Score 97.985 Data time: 0.0757, Forward time: 0.7775, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.1255 [2020-10-18 17:15:07,553][root][INFO] - ===> Epoch[521](2605/5): Loss -0.6007, Sem 0.0662, dir -0.9544, norm 0.2875, swav 0.0000 LR: 9.608e-02 Score 97.776 Data time: 0.0625, Forward time: 0.7775, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.0377 [2020-10-18 17:15:10,093][root][INFO] - ===> Epoch[522](2606/5): Loss -0.5692, Sem 0.0575, dir -0.9550, norm 0.3282, swav 0.0000 LR: 9.608e-02 Score 98.115 Data time: 0.0685, Forward time: 0.7775, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.4605 [2020-10-18 17:15:12,585][root][INFO] - ===> Epoch[522](2607/5): Loss -0.5671, Sem 0.0575, dir -0.9537, norm 0.3290, swav 0.0000 LR: 9.608e-02 Score 98.056 Data time: 0.0747, Forward time: 0.7775, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 2.3759 [2020-10-18 17:15:14,669][root][INFO] - ===> Epoch[522](2608/5): Loss -0.5794, Sem 0.0641, dir -0.9517, norm 0.3082, swav 0.0000 LR: 9.608e-02 Score 97.864 Data time: 0.0608, Forward time: 0.7774, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 1.9679 [2020-10-18 17:15:17,153][root][INFO] - ===> Epoch[522](2609/5): Loss -0.6109, Sem 0.0569, dir -0.9533, norm 0.2855, swav 0.0000 LR: 9.608e-02 Score 98.110 Data time: 0.0452, Forward time: 0.7773, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 2.3896 [2020-10-18 17:15:19,072][root][INFO] - ===> Epoch[522](2610/5): Loss -0.5841, Sem 0.0563, dir -0.9554, norm 0.3150, swav 0.0000 LR: 9.608e-02 Score 98.129 Data time: 0.0526, Forward time: 0.7772, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 1.8435 [2020-10-18 17:15:21,099][root][INFO] - ===> Epoch[523](2611/5): Loss -0.6004, Sem 0.0547, dir -0.9550, norm 0.2999, swav 0.0000 LR: 9.607e-02 Score 98.193 Data time: 0.0692, Forward time: 0.7772, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 1.9168 [2020-10-18 17:15:23,341][root][INFO] - ===> Epoch[523](2612/5): Loss -0.5648, Sem 0.0607, dir -0.9503, norm 0.3248, swav 0.0000 LR: 9.607e-02 Score 98.031 Data time: 0.0584, Forward time: 0.7771, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 2.1334 [2020-10-18 17:15:25,592][root][INFO] - ===> Epoch[523](2613/5): Loss -0.6072, Sem 0.0558, dir -0.9558, norm 0.2929, swav 0.0000 LR: 9.607e-02 Score 98.180 Data time: 0.0563, Forward time: 0.7771, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 2.1923 [2020-10-18 17:15:28,273][root][INFO] - ===> Epoch[523](2614/5): Loss -0.5647, Sem 0.0565, dir -0.9551, norm 0.3338, swav 0.0000 LR: 9.607e-02 Score 98.133 Data time: 0.0725, Forward time: 0.7771, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.5805 [2020-10-18 17:15:30,599][root][INFO] - ===> Epoch[523](2615/5): Loss -0.6051, Sem 0.0557, dir -0.9563, norm 0.2956, swav 0.0000 LR: 9.607e-02 Score 98.184 Data time: 0.0736, Forward time: 0.7771, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.2113 [2020-10-18 17:15:32,689][root][INFO] - ===> Epoch[524](2616/5): Loss -0.5586, Sem 0.0577, dir -0.9509, norm 0.3346, swav 0.0000 LR: 9.607e-02 Score 98.115 Data time: 0.0715, Forward time: 0.7771, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 1.9875 [2020-10-18 17:15:34,973][root][INFO] - ===> Epoch[524](2617/5): Loss -0.5876, Sem 0.0540, dir -0.9551, norm 0.3135, swav 0.0000 LR: 9.607e-02 Score 98.230 Data time: 0.0594, Forward time: 0.7770, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.1869 [2020-10-18 17:15:37,051][root][INFO] - ===> Epoch[524](2618/5): Loss -0.5909, Sem 0.0594, dir -0.9556, norm 0.3053, swav 0.0000 LR: 9.606e-02 Score 98.071 Data time: 0.0544, Forward time: 0.7769, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 1.9819 [2020-10-18 17:15:39,556][root][INFO] - ===> Epoch[524](2619/5): Loss -0.5803, Sem 0.0651, dir -0.9515, norm 0.3061, swav 0.0000 LR: 9.606e-02 Score 97.840 Data time: 0.0617, Forward time: 0.7769, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.4328 [2020-10-18 17:15:41,703][root][INFO] - ===> Epoch[524](2620/5): Loss -0.5454, Sem 0.0539, dir -0.9554, norm 0.3561, swav 0.0000 LR: 9.606e-02 Score 98.250 Data time: 0.0678, Forward time: 0.7768, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.0402 [2020-10-18 17:15:44,254][root][INFO] - ===> Epoch[525](2621/5): Loss -0.5603, Sem 0.0650, dir -0.9530, norm 0.3277, swav 0.0000 LR: 9.606e-02 Score 97.924 Data time: 0.0763, Forward time: 0.7768, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.4652 [2020-10-18 17:15:46,622][root][INFO] - ===> Epoch[525](2622/5): Loss -0.6085, Sem 0.0571, dir -0.9552, norm 0.2896, swav 0.0000 LR: 9.606e-02 Score 98.086 Data time: 0.0705, Forward time: 0.7768, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.2552 [2020-10-18 17:15:48,599][root][INFO] - ===> Epoch[525](2623/5): Loss -0.5635, Sem 0.0611, dir -0.9507, norm 0.3261, swav 0.0000 LR: 9.606e-02 Score 97.992 Data time: 0.0753, Forward time: 0.7768, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.8794 [2020-10-18 17:15:50,640][root][INFO] - ===> Epoch[525](2624/5): Loss -0.6080, Sem 0.0569, dir -0.9558, norm 0.2910, swav 0.0000 LR: 9.606e-02 Score 98.154 Data time: 0.0524, Forward time: 0.7768, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.9327 [2020-10-18 17:15:52,770][root][INFO] - ===> Epoch[525](2625/5): Loss -0.5951, Sem 0.0552, dir -0.9531, norm 0.3027, swav 0.0000 LR: 9.605e-02 Score 98.217 Data time: 0.0613, Forward time: 0.7767, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.0553 [2020-10-18 17:15:55,315][root][INFO] - ===> Epoch[526](2626/5): Loss -0.5607, Sem 0.0608, dir -0.9532, norm 0.3317, swav 0.0000 LR: 9.605e-02 Score 97.964 Data time: 0.0673, Forward time: 0.7767, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.4518 [2020-10-18 17:15:57,217][root][INFO] - ===> Epoch[526](2627/5): Loss -0.5571, Sem 0.0597, dir -0.9508, norm 0.3340, swav 0.0000 LR: 9.605e-02 Score 98.040 Data time: 0.0706, Forward time: 0.7767, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.7948 [2020-10-18 17:15:59,293][root][INFO] - ===> Epoch[526](2628/5): Loss -0.5949, Sem 0.0680, dir -0.9532, norm 0.2903, swav 0.0000 LR: 9.605e-02 Score 97.802 Data time: 0.0797, Forward time: 0.7767, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 1.9646 [2020-10-18 17:16:01,423][root][INFO] - ===> Epoch[526](2629/5): Loss -0.5822, Sem 0.0595, dir -0.9513, norm 0.3096, swav 0.0000 LR: 9.605e-02 Score 98.036 Data time: 0.0582, Forward time: 0.7767, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.0151 [2020-10-18 17:16:03,498][root][INFO] - ===> Epoch[526](2630/5): Loss -0.5728, Sem 0.0552, dir -0.9575, norm 0.3294, swav 0.0000 LR: 9.605e-02 Score 98.167 Data time: 0.0472, Forward time: 0.7766, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.9718 [2020-10-18 17:16:06,111][root][INFO] - ===> Epoch[527](2631/5): Loss -0.5830, Sem 0.0531, dir -0.9525, norm 0.3163, swav 0.0000 LR: 9.604e-02 Score 98.254 Data time: 0.1993, Forward time: 0.7767, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.5310 [2020-10-18 17:16:08,614][root][INFO] - ===> Epoch[527](2632/5): Loss -0.5746, Sem 0.0509, dir -0.9536, norm 0.3282, swav 0.0000 LR: 9.604e-02 Score 98.356 Data time: 0.0826, Forward time: 0.7768, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.3804 [2020-10-18 17:16:11,065][root][INFO] - ===> Epoch[527](2633/5): Loss -0.5787, Sem 0.0621, dir -0.9548, norm 0.3141, swav 0.0000 LR: 9.604e-02 Score 98.073 Data time: 0.1009, Forward time: 0.7768, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.3348 [2020-10-18 17:16:12,879][root][INFO] - ===> Epoch[527](2634/5): Loss -0.6003, Sem 0.0623, dir -0.9522, norm 0.2897, swav 0.0000 LR: 9.604e-02 Score 97.901 Data time: 0.0542, Forward time: 0.7767, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 1.6912 [2020-10-18 17:16:14,779][root][INFO] - ===> Epoch[527](2635/5): Loss -0.6021, Sem 0.0573, dir -0.9577, norm 0.2982, swav 0.0000 LR: 9.604e-02 Score 98.095 Data time: 0.0791, Forward time: 0.7768, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 1.8413 [2020-10-18 17:16:16,714][root][INFO] - ===> Epoch[528](2636/5): Loss -0.6404, Sem 0.0427, dir -0.9600, norm 0.2769, swav 0.0000 LR: 9.604e-02 Score 98.581 Data time: 0.0797, Forward time: 0.7768, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 1.8471 [2020-10-18 17:16:18,955][root][INFO] - ===> Epoch[528](2637/5): Loss -0.5366, Sem 0.0638, dir -0.9485, norm 0.3480, swav 0.0000 LR: 9.604e-02 Score 97.931 Data time: 0.0637, Forward time: 0.7768, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.1426 [2020-10-18 17:16:21,311][root][INFO] - ===> Epoch[528](2638/5): Loss -0.5629, Sem 0.0660, dir -0.9518, norm 0.3228, swav 0.0000 LR: 9.603e-02 Score 97.834 Data time: 0.0584, Forward time: 0.7768, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.2468 [2020-10-18 17:16:23,389][root][INFO] - ===> Epoch[528](2639/5): Loss -0.6041, Sem 0.0614, dir -0.9546, norm 0.2891, swav 0.0000 LR: 9.603e-02 Score 97.952 Data time: 0.0614, Forward time: 0.7767, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 1.9540 [2020-10-18 17:16:25,768][root][INFO] - ===> Epoch[528](2640/5): Loss -0.5963, Sem 0.0595, dir -0.9525, norm 0.2966, swav 0.0000 LR: 9.603e-02 Score 98.002 Data time: 0.0680, Forward time: 0.7767, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.2808 [2020-10-18 17:16:28,101][root][INFO] - ===> Epoch[529](2641/5): Loss -0.5930, Sem 0.0567, dir -0.9551, norm 0.3055, swav 0.0000 LR: 9.603e-02 Score 98.168 Data time: 0.0671, Forward time: 0.7767, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.2086 [2020-10-18 17:16:29,735][root][INFO] - ===> Epoch[529](2642/5): Loss -0.6036, Sem 0.0576, dir -0.9536, norm 0.2924, swav 0.0000 LR: 9.603e-02 Score 98.107 Data time: 0.0929, Forward time: 0.7766, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 1.5505 [2020-10-18 17:16:32,198][root][INFO] - ===> Epoch[529](2643/5): Loss -0.6135, Sem 0.0594, dir -0.9565, norm 0.2837, swav 0.0000 LR: 9.603e-02 Score 98.085 Data time: 0.0641, Forward time: 0.7766, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.3571 [2020-10-18 17:16:34,197][root][INFO] - ===> Epoch[529](2644/5): Loss -0.5969, Sem 0.0576, dir -0.9537, norm 0.2993, swav 0.0000 LR: 9.603e-02 Score 98.121 Data time: 0.0542, Forward time: 0.7765, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 1.9109 [2020-10-18 17:16:36,447][root][INFO] - ===> Epoch[529](2645/5): Loss -0.5860, Sem 0.0592, dir -0.9526, norm 0.3074, swav 0.0000 LR: 9.602e-02 Score 98.048 Data time: 0.0876, Forward time: 0.7766, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.1692 [2020-10-18 17:16:38,726][root][INFO] - ===> Epoch[530](2646/5): Loss -0.6193, Sem 0.0565, dir -0.9582, norm 0.2824, swav 0.0000 LR: 9.602e-02 Score 98.164 Data time: 0.0560, Forward time: 0.7765, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.1639 [2020-10-18 17:16:40,958][root][INFO] - ===> Epoch[530](2647/5): Loss -0.5905, Sem 0.0550, dir -0.9580, norm 0.3124, swav 0.0000 LR: 9.602e-02 Score 98.234 Data time: 0.0775, Forward time: 0.7765, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.1404 [2020-10-18 17:16:43,263][root][INFO] - ===> Epoch[530](2648/5): Loss -0.6243, Sem 0.0513, dir -0.9576, norm 0.2820, swav 0.0000 LR: 9.602e-02 Score 98.308 Data time: 0.0644, Forward time: 0.7765, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.1996 [2020-10-18 17:16:45,549][root][INFO] - ===> Epoch[530](2649/5): Loss -0.5763, Sem 0.0593, dir -0.9555, norm 0.3198, swav 0.0000 LR: 9.602e-02 Score 98.058 Data time: 0.0698, Forward time: 0.7765, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.1832 [2020-10-18 17:16:47,379][root][INFO] - ===> Epoch[530](2650/5): Loss -0.5824, Sem 0.0638, dir -0.9531, norm 0.3069, swav 0.0000 LR: 9.602e-02 Score 97.884 Data time: 0.0792, Forward time: 0.7765, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 1.7217 [2020-10-18 17:16:49,235][root][INFO] - ===> Epoch[531](2651/5): Loss -0.5910, Sem 0.0559, dir -0.9553, norm 0.3085, swav 0.0000 LR: 9.601e-02 Score 98.178 Data time: 0.0558, Forward time: 0.7764, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 1.7375 [2020-10-18 17:16:51,599][root][INFO] - ===> Epoch[531](2652/5): Loss -0.6325, Sem 0.0531, dir -0.9581, norm 0.2726, swav 0.0000 LR: 9.601e-02 Score 98.228 Data time: 0.0551, Forward time: 0.7763, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.2672 [2020-10-18 17:16:53,756][root][INFO] - ===> Epoch[531](2653/5): Loss -0.6286, Sem 0.0521, dir -0.9577, norm 0.2770, swav 0.0000 LR: 9.601e-02 Score 98.256 Data time: 0.0530, Forward time: 0.7763, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.0688 [2020-10-18 17:16:55,946][root][INFO] - ===> Epoch[531](2654/5): Loss -0.5951, Sem 0.0543, dir -0.9553, norm 0.3060, swav 0.0000 LR: 9.601e-02 Score 98.249 Data time: 0.0535, Forward time: 0.7762, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.1135 [2020-10-18 17:16:58,385][root][INFO] - ===> Epoch[531](2655/5): Loss -0.6146, Sem 0.0565, dir -0.9526, norm 0.2814, swav 0.0000 LR: 9.601e-02 Score 98.138 Data time: 0.1003, Forward time: 0.7763, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.3418 [2020-10-18 17:17:01,186][root][INFO] - ===> Epoch[532](2656/5): Loss -0.5954, Sem 0.0612, dir -0.9562, norm 0.2996, swav 0.0000 LR: 9.601e-02 Score 98.023 Data time: 0.1597, Forward time: 0.7763, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.6824 [2020-10-18 17:17:03,423][root][INFO] - ===> Epoch[532](2657/5): Loss -0.6027, Sem 0.0574, dir -0.9540, norm 0.2939, swav 0.0000 LR: 9.601e-02 Score 98.150 Data time: 0.0894, Forward time: 0.7764, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.1339 [2020-10-18 17:17:05,864][root][INFO] - ===> Epoch[532](2658/5): Loss -0.5993, Sem 0.0546, dir -0.9554, norm 0.3015, swav 0.0000 LR: 9.600e-02 Score 98.186 Data time: 0.0785, Forward time: 0.7764, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.3338 [2020-10-18 17:17:07,857][root][INFO] - ===> Epoch[532](2659/5): Loss -0.5729, Sem 0.0592, dir -0.9562, norm 0.3240, swav 0.0000 LR: 9.600e-02 Score 98.078 Data time: 0.0727, Forward time: 0.7764, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.8911 [2020-10-18 17:17:09,647][root][INFO] - ===> Epoch[532](2660/5): Loss -0.6299, Sem 0.0511, dir -0.9601, norm 0.2791, swav 0.0000 LR: 9.600e-02 Score 98.311 Data time: 0.1731, Forward time: 0.7764, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 1.6974 [2020-10-18 17:17:12,086][root][INFO] - ===> Epoch[533](2661/5): Loss -0.5997, Sem 0.0525, dir -0.9579, norm 0.3056, swav 0.0000 LR: 9.600e-02 Score 98.294 Data time: 0.0991, Forward time: 0.7765, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.3433 [2020-10-18 17:17:14,247][root][INFO] - ===> Epoch[533](2662/5): Loss -0.5851, Sem 0.0555, dir -0.9537, norm 0.3131, swav 0.0000 LR: 9.600e-02 Score 98.207 Data time: 0.1883, Forward time: 0.7766, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.0451 [2020-10-18 17:17:16,804][root][INFO] - ===> Epoch[533](2663/5): Loss -0.6094, Sem 0.0505, dir -0.9579, norm 0.2980, swav 0.0000 LR: 9.600e-02 Score 98.323 Data time: 0.0787, Forward time: 0.7766, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.4450 [2020-10-18 17:17:19,081][root][INFO] - ===> Epoch[533](2664/5): Loss -0.5674, Sem 0.0605, dir -0.9474, norm 0.3195, swav 0.0000 LR: 9.600e-02 Score 97.979 Data time: 0.1030, Forward time: 0.7766, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.1841 [2020-10-18 17:17:21,015][root][INFO] - ===> Epoch[533](2665/5): Loss -0.5926, Sem 0.0511, dir -0.9617, norm 0.3180, swav 0.0000 LR: 9.599e-02 Score 98.338 Data time: 0.0760, Forward time: 0.7767, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 1.8449 [2020-10-18 17:17:23,047][root][INFO] - ===> Epoch[534](2666/5): Loss -0.6074, Sem 0.0596, dir -0.9561, norm 0.2891, swav 0.0000 LR: 9.599e-02 Score 98.028 Data time: 0.0551, Forward time: 0.7766, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 1.9210 [2020-10-18 17:17:25,158][root][INFO] - ===> Epoch[534](2667/5): Loss -0.6087, Sem 0.0540, dir -0.9608, norm 0.2980, swav 0.0000 LR: 9.599e-02 Score 98.221 Data time: 0.0730, Forward time: 0.7766, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.0207 [2020-10-18 17:17:27,160][root][INFO] - ===> Epoch[534](2668/5): Loss -0.6101, Sem 0.0532, dir -0.9558, norm 0.2926, swav 0.0000 LR: 9.599e-02 Score 98.254 Data time: 0.0579, Forward time: 0.7766, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 1.8927 [2020-10-18 17:17:29,337][root][INFO] - ===> Epoch[534](2669/5): Loss -0.6101, Sem 0.0503, dir -0.9553, norm 0.2949, swav 0.0000 LR: 9.599e-02 Score 98.345 Data time: 0.0932, Forward time: 0.7766, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 2.0829 [2020-10-18 17:17:31,600][root][INFO] - ===> Epoch[534](2670/5): Loss -0.5739, Sem 0.0598, dir -0.9536, norm 0.3199, swav 0.0000 LR: 9.599e-02 Score 97.997 Data time: 0.0630, Forward time: 0.7766, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 2.1537 [2020-10-18 17:17:34,349][root][INFO] - ===> Epoch[535](2671/5): Loss -0.5868, Sem 0.0543, dir -0.9565, norm 0.3154, swav 0.0000 LR: 9.598e-02 Score 98.247 Data time: 0.0777, Forward time: 0.7766, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.6548 [2020-10-18 17:17:36,859][root][INFO] - ===> Epoch[535](2672/5): Loss -0.6291, Sem 0.0498, dir -0.9604, norm 0.2815, swav 0.0000 LR: 9.598e-02 Score 98.384 Data time: 0.0741, Forward time: 0.7766, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.3947 [2020-10-18 17:17:38,772][root][INFO] - ===> Epoch[535](2673/5): Loss -0.6272, Sem 0.0503, dir -0.9603, norm 0.2828, swav 0.0000 LR: 9.598e-02 Score 98.319 Data time: 0.0704, Forward time: 0.7766, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 1.8109 [2020-10-18 17:17:41,089][root][INFO] - ===> Epoch[535](2674/5): Loss -0.6242, Sem 0.0496, dir -0.9579, norm 0.2841, swav 0.0000 LR: 9.598e-02 Score 98.346 Data time: 0.0523, Forward time: 0.7765, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.2155 [2020-10-18 17:17:43,095][root][INFO] - ===> Epoch[535](2675/5): Loss -0.5704, Sem 0.0497, dir -0.9606, norm 0.3405, swav 0.0000 LR: 9.598e-02 Score 98.389 Data time: 0.0511, Forward time: 0.7764, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 1.9200 [2020-10-18 17:17:45,084][root][INFO] - ===> Epoch[536](2676/5): Loss -0.6284, Sem 0.0543, dir -0.9556, norm 0.2729, swav 0.0000 LR: 9.598e-02 Score 98.251 Data time: 0.0683, Forward time: 0.7765, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 1.8950 [2020-10-18 17:17:47,504][root][INFO] - ===> Epoch[536](2677/5): Loss -0.5307, Sem 0.0636, dir -0.9491, norm 0.3549, swav 0.0000 LR: 9.598e-02 Score 97.917 Data time: 0.0932, Forward time: 0.7765, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.3076 [2020-10-18 17:17:49,639][root][INFO] - ===> Epoch[536](2678/5): Loss -0.5957, Sem 0.0567, dir -0.9567, norm 0.3043, swav 0.0000 LR: 9.597e-02 Score 98.139 Data time: 0.0617, Forward time: 0.7765, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.0006 [2020-10-18 17:17:51,699][root][INFO] - ===> Epoch[536](2679/5): Loss -0.5892, Sem 0.0564, dir -0.9549, norm 0.3093, swav 0.0000 LR: 9.597e-02 Score 98.130 Data time: 0.0470, Forward time: 0.7764, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 1.9656 [2020-10-18 17:17:53,666][root][INFO] - ===> Epoch[536](2680/5): Loss -0.6233, Sem 0.0503, dir -0.9594, norm 0.2858, swav 0.0000 LR: 9.597e-02 Score 98.338 Data time: 0.0627, Forward time: 0.7764, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 1.9250 [2020-10-18 17:17:55,638][root][INFO] - ===> Epoch[537](2681/5): Loss -0.5833, Sem 0.0552, dir -0.9543, norm 0.3158, swav 0.0000 LR: 9.597e-02 Score 98.179 Data time: 0.0735, Forward time: 0.7764, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 1.8538 [2020-10-18 17:17:57,911][root][INFO] - ===> Epoch[537](2682/5): Loss -0.5330, Sem 0.0622, dir -0.9523, norm 0.3571, swav 0.0000 LR: 9.597e-02 Score 97.984 Data time: 0.2039, Forward time: 0.7764, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 2.1664 [2020-10-18 17:17:59,958][root][INFO] - ===> Epoch[537](2683/5): Loss -0.5616, Sem 0.0536, dir -0.9517, norm 0.3366, swav 0.0000 LR: 9.597e-02 Score 98.218 Data time: 0.0696, Forward time: 0.7764, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 1.9324 [2020-10-18 17:18:02,469][root][INFO] - ===> Epoch[537](2684/5): Loss -0.5599, Sem 0.0575, dir -0.9559, norm 0.3385, swav 0.0000 LR: 9.596e-02 Score 98.106 Data time: 0.0644, Forward time: 0.7764, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.4119 [2020-10-18 17:18:04,911][root][INFO] - ===> Epoch[537](2685/5): Loss -0.5715, Sem 0.0508, dir -0.9577, norm 0.3353, swav 0.0000 LR: 9.596e-02 Score 98.339 Data time: 0.0951, Forward time: 0.7764, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.3627 [2020-10-18 17:18:06,637][root][INFO] - ===> Epoch[538](2686/5): Loss -0.5961, Sem 0.0571, dir -0.9532, norm 0.3001, swav 0.0000 LR: 9.596e-02 Score 98.122 Data time: 0.0639, Forward time: 0.7764, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 1.5994 [2020-10-18 17:18:09,083][root][INFO] - ===> Epoch[538](2687/5): Loss -0.5820, Sem 0.0527, dir -0.9562, norm 0.3215, swav 0.0000 LR: 9.596e-02 Score 98.226 Data time: 0.0672, Forward time: 0.7764, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.3451 [2020-10-18 17:18:11,378][root][INFO] - ===> Epoch[538](2688/5): Loss -0.5871, Sem 0.0558, dir -0.9563, norm 0.3133, swav 0.0000 LR: 9.596e-02 Score 98.148 Data time: 0.0796, Forward time: 0.7764, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.1759 [2020-10-18 17:18:13,874][root][INFO] - ===> Epoch[538](2689/5): Loss -0.5993, Sem 0.0498, dir -0.9554, norm 0.3064, swav 0.0000 LR: 9.596e-02 Score 98.372 Data time: 0.0944, Forward time: 0.7765, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.3846 [2020-10-18 17:18:16,009][root][INFO] - ===> Epoch[538](2690/5): Loss -0.6046, Sem 0.0573, dir -0.9543, norm 0.2924, swav 0.0000 LR: 9.596e-02 Score 98.097 Data time: 0.0665, Forward time: 0.7765, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 1.9960 [2020-10-18 17:18:18,239][root][INFO] - ===> Epoch[539](2691/5): Loss -0.6024, Sem 0.0571, dir -0.9558, norm 0.2964, swav 0.0000 LR: 9.595e-02 Score 98.146 Data time: 0.0735, Forward time: 0.7765, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.1254 [2020-10-18 17:18:20,129][root][INFO] - ===> Epoch[539](2692/5): Loss -0.5889, Sem 0.0597, dir -0.9524, norm 0.3038, swav 0.0000 LR: 9.595e-02 Score 98.012 Data time: 0.0729, Forward time: 0.7765, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 1.7848 [2020-10-18 17:18:22,345][root][INFO] - ===> Epoch[539](2693/5): Loss -0.6039, Sem 0.0532, dir -0.9587, norm 0.3015, swav 0.0000 LR: 9.595e-02 Score 98.251 Data time: 0.0595, Forward time: 0.7764, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 2.1049 [2020-10-18 17:18:24,243][root][INFO] - ===> Epoch[539](2694/5): Loss -0.6093, Sem 0.0551, dir -0.9588, norm 0.2944, swav 0.0000 LR: 9.595e-02 Score 98.171 Data time: 0.1678, Forward time: 0.7763, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 1.7776 [2020-10-18 17:18:26,465][root][INFO] - ===> Epoch[539](2695/5): Loss -0.5856, Sem 0.0510, dir -0.9537, norm 0.3170, swav 0.0000 LR: 9.595e-02 Score 98.316 Data time: 0.0842, Forward time: 0.7764, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 2.1390 [2020-10-18 17:18:28,554][root][INFO] - ===> Epoch[540](2696/5): Loss -0.5784, Sem 0.0599, dir -0.9515, norm 0.3132, swav 0.0000 LR: 9.595e-02 Score 98.057 Data time: 0.0770, Forward time: 0.7765, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 1.9631 [2020-10-18 17:18:30,987][root][INFO] - ===> Epoch[540](2697/5): Loss -0.5951, Sem 0.0559, dir -0.9532, norm 0.3022, swav 0.0000 LR: 9.595e-02 Score 98.135 Data time: 0.0681, Forward time: 0.7764, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 2.3163 [2020-10-18 17:18:32,695][root][INFO] - ===> Epoch[540](2698/5): Loss -0.5913, Sem 0.0595, dir -0.9548, norm 0.3041, swav 0.0000 LR: 9.594e-02 Score 98.035 Data time: 0.0751, Forward time: 0.7764, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 1.5964 [2020-10-18 17:18:34,815][root][INFO] - ===> Epoch[540](2699/5): Loss -0.5912, Sem 0.0501, dir -0.9592, norm 0.3178, swav 0.0000 LR: 9.594e-02 Score 98.361 Data time: 0.0808, Forward time: 0.7765, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.0060 [2020-10-18 17:18:37,195][root][INFO] - ===> Epoch[540](2700/5): Loss -0.5764, Sem 0.0616, dir -0.9524, norm 0.3144, swav 0.0000 LR: 9.594e-02 Score 97.943 Data time: 0.0596, Forward time: 0.7764, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 2.2599 [2020-10-18 17:18:38,192][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 17:18:39,963][root][INFO] - ===> Epoch[541](2701/5): Loss -0.5799, Sem 0.0573, dir -0.9582, norm 0.3210, swav 0.0000 LR: 9.594e-02 Score 98.165 Data time: 0.0597, Forward time: 0.7763, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 1.5875 [2020-10-18 17:18:42,401][root][INFO] - ===> Epoch[541](2702/5): Loss -0.5745, Sem 0.0539, dir -0.9537, norm 0.3253, swav 0.0000 LR: 9.594e-02 Score 98.262 Data time: 0.0573, Forward time: 0.7762, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 2.3382 [2020-10-18 17:18:44,204][root][INFO] - ===> Epoch[541](2703/5): Loss -0.6254, Sem 0.0537, dir -0.9587, norm 0.2796, swav 0.0000 LR: 9.594e-02 Score 98.205 Data time: 0.0547, Forward time: 0.7762, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 1.7402 [2020-10-18 17:18:46,017][root][INFO] - ===> Epoch[541](2704/5): Loss -0.5665, Sem 0.0574, dir -0.9476, norm 0.3238, swav 0.0000 LR: 9.593e-02 Score 98.092 Data time: 0.0873, Forward time: 0.7762, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 1.7078 [2020-10-18 17:18:48,025][root][INFO] - ===> Epoch[541](2705/5): Loss -0.5832, Sem 0.0560, dir -0.9544, norm 0.3152, swav 0.0000 LR: 9.593e-02 Score 98.158 Data time: 0.0625, Forward time: 0.7762, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 1.8961 [2020-10-18 17:18:50,103][root][INFO] - ===> Epoch[542](2706/5): Loss -0.6174, Sem 0.0536, dir -0.9568, norm 0.2859, swav 0.0000 LR: 9.593e-02 Score 98.205 Data time: 0.0686, Forward time: 0.7762, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 1.9450 [2020-10-18 17:18:53,004][root][INFO] - ===> Epoch[542](2707/5): Loss -0.5835, Sem 0.0522, dir -0.9575, norm 0.3218, swav 0.0000 LR: 9.593e-02 Score 98.320 Data time: 0.0700, Forward time: 0.7761, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 2.7993 [2020-10-18 17:18:54,805][root][INFO] - ===> Epoch[542](2708/5): Loss -0.5648, Sem 0.0700, dir -0.9498, norm 0.3150, swav 0.0000 LR: 9.593e-02 Score 97.789 Data time: 0.0633, Forward time: 0.7761, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 1.6964 [2020-10-18 17:18:56,923][root][INFO] - ===> Epoch[542](2709/5): Loss -0.6183, Sem 0.0541, dir -0.9567, norm 0.2843, swav 0.0000 LR: 9.593e-02 Score 98.234 Data time: 0.0611, Forward time: 0.7760, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.0272 [2020-10-18 17:18:59,193][root][INFO] - ===> Epoch[542](2710/5): Loss -0.6119, Sem 0.0561, dir -0.9543, norm 0.2863, swav 0.0000 LR: 9.593e-02 Score 98.154 Data time: 0.0740, Forward time: 0.7760, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.1851 [2020-10-18 17:19:01,350][root][INFO] - ===> Epoch[543](2711/5): Loss -0.5848, Sem 0.0547, dir -0.9538, norm 0.3143, swav 0.0000 LR: 9.592e-02 Score 98.192 Data time: 0.0787, Forward time: 0.7760, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.0615 [2020-10-18 17:19:03,523][root][INFO] - ===> Epoch[543](2712/5): Loss -0.5977, Sem 0.0579, dir -0.9535, norm 0.2980, swav 0.0000 LR: 9.592e-02 Score 98.083 Data time: 0.0797, Forward time: 0.7760, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.0529 [2020-10-18 17:19:05,508][root][INFO] - ===> Epoch[543](2713/5): Loss -0.5767, Sem 0.0609, dir -0.9557, norm 0.3180, swav 0.0000 LR: 9.592e-02 Score 98.057 Data time: 0.0810, Forward time: 0.7760, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 1.8820 [2020-10-18 17:19:07,502][root][INFO] - ===> Epoch[543](2714/5): Loss -0.5813, Sem 0.0621, dir -0.9510, norm 0.3076, swav 0.0000 LR: 9.592e-02 Score 97.941 Data time: 0.0758, Forward time: 0.7760, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 1.8822 [2020-10-18 17:19:09,806][root][INFO] - ===> Epoch[543](2715/5): Loss -0.6039, Sem 0.0544, dir -0.9565, norm 0.2982, swav 0.0000 LR: 9.592e-02 Score 98.197 Data time: 0.0653, Forward time: 0.7760, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.2131 [2020-10-18 17:19:12,088][root][INFO] - ===> Epoch[544](2716/5): Loss -0.5813, Sem 0.0537, dir -0.9548, norm 0.3198, swav 0.0000 LR: 9.592e-02 Score 98.271 Data time: 0.0761, Forward time: 0.7760, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.1788 [2020-10-18 17:19:13,929][root][INFO] - ===> Epoch[544](2717/5): Loss -0.5839, Sem 0.0624, dir -0.9524, norm 0.3061, swav 0.0000 LR: 9.592e-02 Score 97.985 Data time: 0.0418, Forward time: 0.7759, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 1.7299 [2020-10-18 17:19:16,266][root][INFO] - ===> Epoch[544](2718/5): Loss -0.6032, Sem 0.0514, dir -0.9556, norm 0.3010, swav 0.0000 LR: 9.591e-02 Score 98.303 Data time: 0.0732, Forward time: 0.7759, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.2684 [2020-10-18 17:19:18,649][root][INFO] - ===> Epoch[544](2719/5): Loss -0.5578, Sem 0.0580, dir -0.9543, norm 0.3386, swav 0.0000 LR: 9.591e-02 Score 98.102 Data time: 0.0683, Forward time: 0.7759, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.2837 [2020-10-18 17:19:20,823][root][INFO] - ===> Epoch[544](2720/5): Loss -0.5866, Sem 0.0614, dir -0.9535, norm 0.3055, swav 0.0000 LR: 9.591e-02 Score 97.958 Data time: 0.0957, Forward time: 0.7759, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.0754 [2020-10-18 17:19:22,951][root][INFO] - ===> Epoch[545](2721/5): Loss -0.5966, Sem 0.0609, dir -0.9530, norm 0.2956, swav 0.0000 LR: 9.591e-02 Score 97.998 Data time: 0.0919, Forward time: 0.7760, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 1.9975 [2020-10-18 17:19:24,965][root][INFO] - ===> Epoch[545](2722/5): Loss -0.5925, Sem 0.0531, dir -0.9544, norm 0.3088, swav 0.0000 LR: 9.591e-02 Score 98.242 Data time: 0.0295, Forward time: 0.7759, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 1.9141 [2020-10-18 17:19:27,693][root][INFO] - ===> Epoch[545](2723/5): Loss -0.5551, Sem 0.0561, dir -0.9554, norm 0.3442, swav 0.0000 LR: 9.591e-02 Score 98.105 Data time: 0.1049, Forward time: 0.7760, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.6448 [2020-10-18 17:19:29,831][root][INFO] - ===> Epoch[545](2724/5): Loss -0.6064, Sem 0.0529, dir -0.9588, norm 0.2995, swav 0.0000 LR: 9.590e-02 Score 98.246 Data time: 0.0703, Forward time: 0.7760, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 2.0284 [2020-10-18 17:19:32,087][root][INFO] - ===> Epoch[545](2725/5): Loss -0.6081, Sem 0.0539, dir -0.9557, norm 0.2937, swav 0.0000 LR: 9.590e-02 Score 98.255 Data time: 0.0677, Forward time: 0.7760, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 2.1756 [2020-10-18 17:19:34,553][root][INFO] - ===> Epoch[546](2726/5): Loss -0.5813, Sem 0.0695, dir -0.9525, norm 0.3017, swav 0.0000 LR: 9.590e-02 Score 97.719 Data time: 0.0446, Forward time: 0.7759, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.3774 [2020-10-18 17:19:36,694][root][INFO] - ===> Epoch[546](2727/5): Loss -0.6061, Sem 0.0617, dir -0.9552, norm 0.2874, swav 0.0000 LR: 9.590e-02 Score 97.984 Data time: 0.0608, Forward time: 0.7758, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 2.0495 [2020-10-18 17:19:38,743][root][INFO] - ===> Epoch[546](2728/5): Loss -0.6176, Sem 0.0474, dir -0.9565, norm 0.2915, swav 0.0000 LR: 9.590e-02 Score 98.407 Data time: 0.0769, Forward time: 0.7759, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 1.9850 [2020-10-18 17:19:40,929][root][INFO] - ===> Epoch[546](2729/5): Loss -0.5889, Sem 0.0572, dir -0.9574, norm 0.3113, swav 0.0000 LR: 9.590e-02 Score 98.102 Data time: 0.0878, Forward time: 0.7759, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.0704 [2020-10-18 17:19:42,900][root][INFO] - ===> Epoch[546](2730/5): Loss -0.5467, Sem 0.0548, dir -0.9504, norm 0.3489, swav 0.0000 LR: 9.590e-02 Score 98.177 Data time: 0.0660, Forward time: 0.7758, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 1.8828 [2020-10-18 17:19:44,855][root][INFO] - ===> Epoch[547](2731/5): Loss -0.6250, Sem 0.0495, dir -0.9583, norm 0.2837, swav 0.0000 LR: 9.589e-02 Score 98.320 Data time: 0.1551, Forward time: 0.7758, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 1.8811 [2020-10-18 17:19:47,449][root][INFO] - ===> Epoch[547](2732/5): Loss -0.5922, Sem 0.0566, dir -0.9537, norm 0.3050, swav 0.0000 LR: 9.589e-02 Score 98.105 Data time: 0.1012, Forward time: 0.7760, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 2.4893 [2020-10-18 17:19:49,651][root][INFO] - ===> Epoch[547](2733/5): Loss -0.5718, Sem 0.0565, dir -0.9523, norm 0.3240, swav 0.0000 LR: 9.589e-02 Score 98.166 Data time: 0.2142, Forward time: 0.7760, Backward time: 1.1927, DDP time: 0.0030, Total iter time: 2.0872 [2020-10-18 17:19:52,473][root][INFO] - ===> Epoch[547](2734/5): Loss -0.5940, Sem 0.0557, dir -0.9568, norm 0.3071, swav 0.0000 LR: 9.589e-02 Score 98.159 Data time: 0.2043, Forward time: 0.7760, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.7274 [2020-10-18 17:19:54,917][root][INFO] - ===> Epoch[547](2735/5): Loss -0.5927, Sem 0.0535, dir -0.9557, norm 0.3095, swav 0.0000 LR: 9.589e-02 Score 98.300 Data time: 0.0967, Forward time: 0.7761, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.3589 [2020-10-18 17:19:57,143][root][INFO] - ===> Epoch[548](2736/5): Loss -0.5834, Sem 0.0601, dir -0.9528, norm 0.3094, swav 0.0000 LR: 9.589e-02 Score 98.019 Data time: 0.0684, Forward time: 0.7760, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.0938 [2020-10-18 17:19:59,209][root][INFO] - ===> Epoch[548](2737/5): Loss -0.5930, Sem 0.0567, dir -0.9554, norm 0.3057, swav 0.0000 LR: 9.589e-02 Score 98.151 Data time: 0.0528, Forward time: 0.7760, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.0038 [2020-10-18 17:20:01,219][root][INFO] - ===> Epoch[548](2738/5): Loss -0.6080, Sem 0.0520, dir -0.9580, norm 0.2979, swav 0.0000 LR: 9.588e-02 Score 98.300 Data time: 0.0674, Forward time: 0.7760, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 1.9533 [2020-10-18 17:20:03,610][root][INFO] - ===> Epoch[548](2739/5): Loss -0.5676, Sem 0.0605, dir -0.9521, norm 0.3241, swav 0.0000 LR: 9.588e-02 Score 97.970 Data time: 0.0819, Forward time: 0.7760, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.2838 [2020-10-18 17:20:05,785][root][INFO] - ===> Epoch[548](2740/5): Loss -0.6018, Sem 0.0566, dir -0.9544, norm 0.2961, swav 0.0000 LR: 9.588e-02 Score 98.108 Data time: 0.0809, Forward time: 0.7760, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.0676 [2020-10-18 17:20:07,910][root][INFO] - ===> Epoch[549](2741/5): Loss -0.5964, Sem 0.0523, dir -0.9546, norm 0.3059, swav 0.0000 LR: 9.588e-02 Score 98.270 Data time: 0.0700, Forward time: 0.7760, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.0129 [2020-10-18 17:20:10,030][root][INFO] - ===> Epoch[549](2742/5): Loss -0.6035, Sem 0.0490, dir -0.9589, norm 0.3063, swav 0.0000 LR: 9.588e-02 Score 98.386 Data time: 0.0796, Forward time: 0.7760, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 2.0087 [2020-10-18 17:20:12,702][root][INFO] - ===> Epoch[549](2743/5): Loss -0.5837, Sem 0.0545, dir -0.9557, norm 0.3175, swav 0.0000 LR: 9.588e-02 Score 98.215 Data time: 0.0625, Forward time: 0.7760, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.5701 [2020-10-18 17:20:14,886][root][INFO] - ===> Epoch[549](2744/5): Loss -0.5974, Sem 0.0555, dir -0.9550, norm 0.3022, swav 0.0000 LR: 9.587e-02 Score 98.122 Data time: 0.0594, Forward time: 0.7760, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.1157 [2020-10-18 17:20:17,270][root][INFO] - ===> Epoch[549](2745/5): Loss -0.6140, Sem 0.0535, dir -0.9554, norm 0.2880, swav 0.0000 LR: 9.587e-02 Score 98.232 Data time: 0.0646, Forward time: 0.7759, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 2.2674 [2020-10-18 17:20:19,286][root][INFO] - ===> Epoch[550](2746/5): Loss -0.5996, Sem 0.0504, dir -0.9580, norm 0.3079, swav 0.0000 LR: 9.587e-02 Score 98.362 Data time: 0.0853, Forward time: 0.7760, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 1.9199 [2020-10-18 17:20:21,406][root][INFO] - ===> Epoch[550](2747/5): Loss -0.6040, Sem 0.0505, dir -0.9561, norm 0.3017, swav 0.0000 LR: 9.587e-02 Score 98.350 Data time: 0.0736, Forward time: 0.7760, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.0211 [2020-10-18 17:20:23,826][root][INFO] - ===> Epoch[550](2748/5): Loss -0.6301, Sem 0.0523, dir -0.9565, norm 0.2742, swav 0.0000 LR: 9.587e-02 Score 98.239 Data time: 0.0731, Forward time: 0.7760, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.3237 [2020-10-18 17:20:25,980][root][INFO] - ===> Epoch[550](2749/5): Loss -0.6088, Sem 0.0559, dir -0.9579, norm 0.2933, swav 0.0000 LR: 9.587e-02 Score 98.186 Data time: 0.0629, Forward time: 0.7759, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 2.0560 [2020-10-18 17:20:28,369][root][INFO] - ===> Epoch[550](2750/5): Loss -0.6125, Sem 0.0491, dir -0.9590, norm 0.2974, swav 0.0000 LR: 9.587e-02 Score 98.337 Data time: 0.0622, Forward time: 0.7759, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 2.3169 [2020-10-18 17:20:30,822][root][INFO] - ===> Epoch[551](2751/5): Loss -0.5939, Sem 0.0577, dir -0.9539, norm 0.3024, swav 0.0000 LR: 9.586e-02 Score 98.120 Data time: 0.0775, Forward time: 0.7759, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 2.3788 [2020-10-18 17:20:32,939][root][INFO] - ===> Epoch[551](2752/5): Loss -0.5988, Sem 0.0577, dir -0.9553, norm 0.2989, swav 0.0000 LR: 9.586e-02 Score 98.123 Data time: 0.0541, Forward time: 0.7758, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 2.0158 [2020-10-18 17:20:35,188][root][INFO] - ===> Epoch[551](2753/5): Loss -0.5849, Sem 0.0601, dir -0.9542, norm 0.3093, swav 0.0000 LR: 9.586e-02 Score 98.057 Data time: 0.0611, Forward time: 0.7758, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 2.1855 [2020-10-18 17:20:37,659][root][INFO] - ===> Epoch[551](2754/5): Loss -0.6130, Sem 0.0502, dir -0.9562, norm 0.2930, swav 0.0000 LR: 9.586e-02 Score 98.360 Data time: 0.0764, Forward time: 0.7758, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 2.3889 [2020-10-18 17:20:39,690][root][INFO] - ===> Epoch[551](2755/5): Loss -0.5983, Sem 0.0567, dir -0.9567, norm 0.3016, swav 0.0000 LR: 9.586e-02 Score 98.116 Data time: 0.0677, Forward time: 0.7758, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 1.9095 [2020-10-18 17:20:41,695][root][INFO] - ===> Epoch[552](2756/5): Loss -0.5992, Sem 0.0539, dir -0.9546, norm 0.3016, swav 0.0000 LR: 9.586e-02 Score 98.239 Data time: 0.1225, Forward time: 0.7758, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 1.8897 [2020-10-18 17:20:43,516][root][INFO] - ===> Epoch[552](2757/5): Loss -0.5882, Sem 0.0511, dir -0.9525, norm 0.3132, swav 0.0000 LR: 9.585e-02 Score 98.328 Data time: 0.0709, Forward time: 0.7758, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 1.7138 [2020-10-18 17:20:45,707][root][INFO] - ===> Epoch[552](2758/5): Loss -0.6206, Sem 0.0447, dir -0.9601, norm 0.2948, swav 0.0000 LR: 9.585e-02 Score 98.521 Data time: 0.0747, Forward time: 0.7758, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 2.0862 [2020-10-18 17:20:47,664][root][INFO] - ===> Epoch[552](2759/5): Loss -0.6119, Sem 0.0542, dir -0.9576, norm 0.2915, swav 0.0000 LR: 9.585e-02 Score 98.219 Data time: 0.0597, Forward time: 0.7757, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 1.8532 [2020-10-18 17:20:49,584][root][INFO] - ===> Epoch[552](2760/5): Loss -0.6083, Sem 0.0640, dir -0.9541, norm 0.2818, swav 0.0000 LR: 9.585e-02 Score 97.894 Data time: 0.0720, Forward time: 0.7757, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 1.8280 [2020-10-18 17:20:51,979][root][INFO] - ===> Epoch[553](2761/5): Loss -0.5916, Sem 0.0550, dir -0.9578, norm 0.3113, swav 0.0000 LR: 9.585e-02 Score 98.189 Data time: 0.1036, Forward time: 0.7759, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.2784 [2020-10-18 17:20:54,244][root][INFO] - ===> Epoch[553](2762/5): Loss -0.6184, Sem 0.0560, dir -0.9591, norm 0.2847, swav 0.0000 LR: 9.585e-02 Score 98.183 Data time: 0.0511, Forward time: 0.7758, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.1311 [2020-10-18 17:20:56,347][root][INFO] - ===> Epoch[553](2763/5): Loss -0.6004, Sem 0.0583, dir -0.9516, norm 0.2929, swav 0.0000 LR: 9.585e-02 Score 98.049 Data time: 0.0551, Forward time: 0.7757, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 1.9980 [2020-10-18 17:20:58,380][root][INFO] - ===> Epoch[553](2764/5): Loss -0.6514, Sem 0.0474, dir -0.9607, norm 0.2619, swav 0.0000 LR: 9.584e-02 Score 98.423 Data time: 0.0614, Forward time: 0.7757, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 1.9531 [2020-10-18 17:21:00,631][root][INFO] - ===> Epoch[553](2765/5): Loss -0.6139, Sem 0.0490, dir -0.9610, norm 0.2981, swav 0.0000 LR: 9.584e-02 Score 98.410 Data time: 0.0635, Forward time: 0.7756, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.1379 [2020-10-18 17:21:03,009][root][INFO] - ===> Epoch[554](2766/5): Loss -0.6090, Sem 0.0621, dir -0.9523, norm 0.2811, swav 0.0000 LR: 9.584e-02 Score 98.014 Data time: 0.1195, Forward time: 0.7756, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 2.2744 [2020-10-18 17:21:05,325][root][INFO] - ===> Epoch[554](2767/5): Loss -0.6102, Sem 0.0504, dir -0.9577, norm 0.2971, swav 0.0000 LR: 9.584e-02 Score 98.323 Data time: 0.1324, Forward time: 0.7757, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.1998 [2020-10-18 17:21:07,384][root][INFO] - ===> Epoch[554](2768/5): Loss -0.6530, Sem 0.0501, dir -0.9614, norm 0.2583, swav 0.0000 LR: 9.584e-02 Score 98.307 Data time: 0.0792, Forward time: 0.7757, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 1.9248 [2020-10-18 17:21:09,355][root][INFO] - ===> Epoch[554](2769/5): Loss -0.5847, Sem 0.0552, dir -0.9587, norm 0.3188, swav 0.0000 LR: 9.584e-02 Score 98.195 Data time: 0.0800, Forward time: 0.7758, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 1.8648 [2020-10-18 17:21:11,729][root][INFO] - ===> Epoch[554](2770/5): Loss -0.6265, Sem 0.0520, dir -0.9585, norm 0.2801, swav 0.0000 LR: 9.584e-02 Score 98.229 Data time: 0.0574, Forward time: 0.7757, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.2583 [2020-10-18 17:21:13,950][root][INFO] - ===> Epoch[555](2771/5): Loss -0.6257, Sem 0.0499, dir -0.9577, norm 0.2821, swav 0.0000 LR: 9.583e-02 Score 98.342 Data time: 0.0765, Forward time: 0.7757, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.1413 [2020-10-18 17:21:15,842][root][INFO] - ===> Epoch[555](2772/5): Loss -0.6134, Sem 0.0571, dir -0.9556, norm 0.2851, swav 0.0000 LR: 9.583e-02 Score 98.121 Data time: 0.0984, Forward time: 0.7757, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 1.7870 [2020-10-18 17:21:18,388][root][INFO] - ===> Epoch[555](2773/5): Loss -0.6111, Sem 0.0594, dir -0.9574, norm 0.2869, swav 0.0000 LR: 9.583e-02 Score 98.047 Data time: 0.1668, Forward time: 0.7757, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.4518 [2020-10-18 17:21:20,522][root][INFO] - ===> Epoch[555](2774/5): Loss -0.6385, Sem 0.0518, dir -0.9576, norm 0.2673, swav 0.0000 LR: 9.583e-02 Score 98.261 Data time: 0.0945, Forward time: 0.7758, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 2.0272 [2020-10-18 17:21:22,494][root][INFO] - ===> Epoch[555](2775/5): Loss -0.5996, Sem 0.0571, dir -0.9550, norm 0.2983, swav 0.0000 LR: 9.583e-02 Score 98.145 Data time: 0.0715, Forward time: 0.7758, Backward time: 1.1927, DDP time: 0.0030, Total iter time: 1.8470 [2020-10-18 17:21:24,615][root][INFO] - ===> Epoch[556](2776/5): Loss -0.6004, Sem 0.0578, dir -0.9573, norm 0.2991, swav 0.0000 LR: 9.583e-02 Score 98.101 Data time: 0.1016, Forward time: 0.7758, Backward time: 1.1927, DDP time: 0.0030, Total iter time: 2.0271 [2020-10-18 17:21:26,311][root][INFO] - ===> Epoch[556](2777/5): Loss -0.6212, Sem 0.0589, dir -0.9578, norm 0.2777, swav 0.0000 LR: 9.582e-02 Score 98.022 Data time: 0.0620, Forward time: 0.7757, Backward time: 1.1925, DDP time: 0.0030, Total iter time: 1.5885 [2020-10-18 17:21:28,601][root][INFO] - ===> Epoch[556](2778/5): Loss -0.6105, Sem 0.0493, dir -0.9565, norm 0.2967, swav 0.0000 LR: 9.582e-02 Score 98.391 Data time: 0.2082, Forward time: 0.7758, Backward time: 1.1925, DDP time: 0.0030, Total iter time: 2.1841 [2020-10-18 17:21:30,848][root][INFO] - ===> Epoch[556](2779/5): Loss -0.6042, Sem 0.0547, dir -0.9600, norm 0.3011, swav 0.0000 LR: 9.582e-02 Score 98.225 Data time: 0.0822, Forward time: 0.7759, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.1395 [2020-10-18 17:21:33,023][root][INFO] - ===> Epoch[556](2780/5): Loss -0.5936, Sem 0.0608, dir -0.9540, norm 0.2996, swav 0.0000 LR: 9.582e-02 Score 97.975 Data time: 0.0810, Forward time: 0.7759, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.0569 [2020-10-18 17:21:34,959][root][INFO] - ===> Epoch[557](2781/5): Loss -0.6004, Sem 0.0597, dir -0.9550, norm 0.2949, swav 0.0000 LR: 9.582e-02 Score 98.077 Data time: 0.0856, Forward time: 0.7759, Backward time: 1.1922, DDP time: 0.0030, Total iter time: 1.8509 [2020-10-18 17:21:37,332][root][INFO] - ===> Epoch[557](2782/5): Loss -0.6295, Sem 0.0501, dir -0.9584, norm 0.2788, swav 0.0000 LR: 9.582e-02 Score 98.373 Data time: 0.0813, Forward time: 0.7759, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 2.2737 [2020-10-18 17:21:39,680][root][INFO] - ===> Epoch[557](2783/5): Loss -0.6064, Sem 0.0570, dir -0.9523, norm 0.2889, swav 0.0000 LR: 9.582e-02 Score 98.113 Data time: 0.0860, Forward time: 0.7760, Backward time: 1.1922, DDP time: 0.0030, Total iter time: 2.1105 [2020-10-18 17:21:41,640][root][INFO] - ===> Epoch[557](2784/5): Loss -0.6399, Sem 0.0510, dir -0.9611, norm 0.2701, swav 0.0000 LR: 9.581e-02 Score 98.337 Data time: 0.0652, Forward time: 0.7760, Backward time: 1.1922, DDP time: 0.0030, Total iter time: 1.8629 [2020-10-18 17:21:43,808][root][INFO] - ===> Epoch[557](2785/5): Loss -0.6113, Sem 0.0520, dir -0.9573, norm 0.2940, swav 0.0000 LR: 9.581e-02 Score 98.277 Data time: 0.2481, Forward time: 0.7760, Backward time: 1.1921, DDP time: 0.0030, Total iter time: 2.0463 [2020-10-18 17:21:45,966][root][INFO] - ===> Epoch[558](2786/5): Loss -0.6316, Sem 0.0544, dir -0.9588, norm 0.2728, swav 0.0000 LR: 9.581e-02 Score 98.203 Data time: 0.0842, Forward time: 0.7761, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 2.0451 [2020-10-18 17:21:48,344][root][INFO] - ===> Epoch[558](2787/5): Loss -0.5619, Sem 0.0653, dir -0.9529, norm 0.3258, swav 0.0000 LR: 9.581e-02 Score 97.924 Data time: 0.0556, Forward time: 0.7760, Backward time: 1.1921, DDP time: 0.0030, Total iter time: 2.2783 [2020-10-18 17:21:50,825][root][INFO] - ===> Epoch[558](2788/5): Loss -0.5869, Sem 0.0615, dir -0.9505, norm 0.3021, swav 0.0000 LR: 9.581e-02 Score 97.947 Data time: 0.0421, Forward time: 0.7759, Backward time: 1.1922, DDP time: 0.0030, Total iter time: 2.4266 [2020-10-18 17:21:52,808][root][INFO] - ===> Epoch[558](2789/5): Loss -0.6033, Sem 0.0568, dir -0.9545, norm 0.2943, swav 0.0000 LR: 9.581e-02 Score 98.147 Data time: 0.0547, Forward time: 0.7758, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 1.9175 [2020-10-18 17:21:54,941][root][INFO] - ===> Epoch[558](2790/5): Loss -0.6094, Sem 0.0515, dir -0.9586, norm 0.2977, swav 0.0000 LR: 9.581e-02 Score 98.259 Data time: 0.0775, Forward time: 0.7759, Backward time: 1.1922, DDP time: 0.0030, Total iter time: 2.0605 [2020-10-18 17:21:56,850][root][INFO] - ===> Epoch[559](2791/5): Loss -0.6351, Sem 0.0496, dir -0.9620, norm 0.2772, swav 0.0000 LR: 9.580e-02 Score 98.340 Data time: 0.0597, Forward time: 0.7758, Backward time: 1.1922, DDP time: 0.0030, Total iter time: 1.7940 [2020-10-18 17:21:59,625][root][INFO] - ===> Epoch[559](2792/5): Loss -0.5828, Sem 0.0551, dir -0.9550, norm 0.3171, swav 0.0000 LR: 9.580e-02 Score 98.265 Data time: 0.0513, Forward time: 0.7757, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.7056 [2020-10-18 17:22:02,084][root][INFO] - ===> Epoch[559](2793/5): Loss -0.6423, Sem 0.0484, dir -0.9573, norm 0.2666, swav 0.0000 LR: 9.580e-02 Score 98.368 Data time: 0.0612, Forward time: 0.7757, Backward time: 1.1925, DDP time: 0.0030, Total iter time: 2.3742 [2020-10-18 17:22:04,146][root][INFO] - ===> Epoch[559](2794/5): Loss -0.6199, Sem 0.0530, dir -0.9581, norm 0.2852, swav 0.0000 LR: 9.580e-02 Score 98.232 Data time: 0.1049, Forward time: 0.7757, Backward time: 1.1925, DDP time: 0.0030, Total iter time: 1.9614 [2020-10-18 17:22:06,326][root][INFO] - ===> Epoch[559](2795/5): Loss -0.6104, Sem 0.0602, dir -0.9564, norm 0.2858, swav 0.0000 LR: 9.580e-02 Score 97.989 Data time: 0.0753, Forward time: 0.7757, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.0677 [2020-10-18 17:22:08,464][root][INFO] - ===> Epoch[560](2796/5): Loss -0.6396, Sem 0.0500, dir -0.9608, norm 0.2713, swav 0.0000 LR: 9.580e-02 Score 98.297 Data time: 0.0538, Forward time: 0.7757, Backward time: 1.1925, DDP time: 0.0030, Total iter time: 2.0246 [2020-10-18 17:22:11,056][root][INFO] - ===> Epoch[560](2797/5): Loss -0.6168, Sem 0.0562, dir -0.9585, norm 0.2855, swav 0.0000 LR: 9.579e-02 Score 98.125 Data time: 0.0812, Forward time: 0.7757, Backward time: 1.1926, DDP time: 0.0030, Total iter time: 2.5091 [2020-10-18 17:22:13,111][root][INFO] - ===> Epoch[560](2798/5): Loss -0.6018, Sem 0.0540, dir -0.9566, norm 0.3007, swav 0.0000 LR: 9.579e-02 Score 98.168 Data time: 0.0778, Forward time: 0.7757, Backward time: 1.1925, DDP time: 0.0030, Total iter time: 1.9410 [2020-10-18 17:22:15,489][root][INFO] - ===> Epoch[560](2799/5): Loss -0.5927, Sem 0.0581, dir -0.9541, norm 0.3033, swav 0.0000 LR: 9.579e-02 Score 98.103 Data time: 0.0666, Forward time: 0.7756, Backward time: 1.1926, DDP time: 0.0030, Total iter time: 2.2504 [2020-10-18 17:22:17,331][root][INFO] - ===> Epoch[560](2800/5): Loss -0.6173, Sem 0.0584, dir -0.9537, norm 0.2780, swav 0.0000 LR: 9.579e-02 Score 98.020 Data time: 0.0732, Forward time: 0.7756, Backward time: 1.1925, DDP time: 0.0030, Total iter time: 1.7594 [2020-10-18 17:22:18,253][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 17:22:18,421][root][INFO] - ===> Start testing [2020-10-18 17:22:54,451][root][INFO] - 68/68: Data time: 0.7095, Iter time: 0.3431 Loss 1.471 (AVG: 0.452) Score 74.332 (AVG: 90.118) mIOU 68.274 mAP 84.527 mAcc 75.326 IOU: 59.713 0.000 74.973 74.044 94.400 90.812 32.126 76.630 98.637 61.992 80.302 85.572 58.363 mAP: 83.592 12.298 94.691 90.098 99.074 98.405 61.277 95.101 99.832 83.654 93.905 94.579 92.343 mAcc: 76.568 0.000 88.992 84.673 96.156 95.161 36.475 90.018 99.430 64.897 88.133 94.643 64.088 [2020-10-18 17:22:54,452][root][INFO] - Finished test. Elapsed time: 36.0289 [2020-10-18 17:22:57,408][root][INFO] - [2020-10-18 17:22:57,408][root][INFO] - ################################################################ [2020-10-18 17:22:57,408][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 17:22:57,408][root][INFO] - ################################################################ [2020-10-18 17:22:57,408][root][INFO] - clutter : nan nan nan [2020-10-18 17:22:57,408][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 17:22:57,408][root][INFO] - board : 0.752 0.879 0.900 [2020-10-18 17:22:57,408][root][INFO] - bookcase : 0.266 0.411 0.548 [2020-10-18 17:22:57,409][root][INFO] - ceiling : 0.594 0.628 0.725 [2020-10-18 17:22:57,409][root][INFO] - chair : 0.758 0.865 0.875 [2020-10-18 17:22:57,409][root][INFO] - column : 0.145 0.257 0.375 [2020-10-18 17:22:57,409][root][INFO] - door : 0.539 0.705 0.896 [2020-10-18 17:22:57,409][root][INFO] - floor : 0.820 0.877 0.904 [2020-10-18 17:22:57,409][root][INFO] - sofa : 0.225 0.455 0.636 [2020-10-18 17:22:57,409][root][INFO] - table : 0.150 0.317 0.619 [2020-10-18 17:22:57,409][root][INFO] - wall : 0.485 0.680 0.809 [2020-10-18 17:22:57,409][root][INFO] - window : 0.503 0.739 0.762 [2020-10-18 17:22:57,409][root][INFO] - ---------------------------------------------------------------- [2020-10-18 17:22:57,409][root][INFO] - average : 0.436 0.568 0.671 [2020-10-18 17:22:57,409][root][INFO] - [2020-10-18 17:22:57,569][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 17:22:58,391][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-10-18 17:22:58,543][root][INFO] - Current best mIoU: 68.274 at iter 2800 [2020-10-18 17:23:00,105][root][INFO] - ===> Epoch[561](2801/5): Loss -0.6202, Sem 0.0556, dir -0.9586, norm 0.2827, swav 0.0000 LR: 9.579e-02 Score 98.178 Data time: 0.0649, Forward time: 0.7756, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 1.5573 [2020-10-18 17:23:02,783][root][INFO] - ===> Epoch[561](2802/5): Loss -0.6267, Sem 0.0463, dir -0.9608, norm 0.2878, swav 0.0000 LR: 9.579e-02 Score 98.472 Data time: 0.1036, Forward time: 0.7756, Backward time: 1.1925, DDP time: 0.0030, Total iter time: 2.5746 [2020-10-18 17:23:04,657][root][INFO] - ===> Epoch[561](2803/5): Loss -0.6062, Sem 0.0560, dir -0.9548, norm 0.2927, swav 0.0000 LR: 9.579e-02 Score 98.128 Data time: 0.0891, Forward time: 0.7756, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 1.7621 [2020-10-18 17:23:06,839][root][INFO] - ===> Epoch[561](2804/5): Loss -0.5982, Sem 0.0580, dir -0.9559, norm 0.2997, swav 0.0000 LR: 9.578e-02 Score 98.117 Data time: 0.0612, Forward time: 0.7755, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 2.0767 [2020-10-18 17:23:09,109][root][INFO] - ===> Epoch[561](2805/5): Loss -0.5693, Sem 0.0642, dir -0.9496, norm 0.3161, swav 0.0000 LR: 9.578e-02 Score 97.980 Data time: 0.0657, Forward time: 0.7755, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.1651 [2020-10-18 17:23:11,390][root][INFO] - ===> Epoch[562](2806/5): Loss -0.6412, Sem 0.0481, dir -0.9620, norm 0.2727, swav 0.0000 LR: 9.578e-02 Score 98.428 Data time: 0.0563, Forward time: 0.7754, Backward time: 1.1925, DDP time: 0.0030, Total iter time: 2.1721 [2020-10-18 17:23:13,451][root][INFO] - ===> Epoch[562](2807/5): Loss -0.6351, Sem 0.0500, dir -0.9593, norm 0.2741, swav 0.0000 LR: 9.578e-02 Score 98.346 Data time: 0.0585, Forward time: 0.7753, Backward time: 1.1925, DDP time: 0.0030, Total iter time: 1.9737 [2020-10-18 17:23:15,399][root][INFO] - ===> Epoch[562](2808/5): Loss -0.6102, Sem 0.0580, dir -0.9587, norm 0.2905, swav 0.0000 LR: 9.578e-02 Score 98.094 Data time: 0.0864, Forward time: 0.7754, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 1.8618 [2020-10-18 17:23:17,268][root][INFO] - ===> Epoch[562](2809/5): Loss -0.6212, Sem 0.0629, dir -0.9576, norm 0.2735, swav 0.0000 LR: 9.578e-02 Score 97.930 Data time: 0.0801, Forward time: 0.7754, Backward time: 1.1922, DDP time: 0.0030, Total iter time: 1.7540 [2020-10-18 17:23:19,818][root][INFO] - ===> Epoch[562](2810/5): Loss -0.5944, Sem 0.0518, dir -0.9580, norm 0.3118, swav 0.0000 LR: 9.578e-02 Score 98.388 Data time: 0.0582, Forward time: 0.7753, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.4490 [2020-10-18 17:23:21,917][root][INFO] - ===> Epoch[563](2811/5): Loss -0.6106, Sem 0.0508, dir -0.9544, norm 0.2929, swav 0.0000 LR: 9.577e-02 Score 98.306 Data time: 0.0707, Forward time: 0.7753, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 1.9943 [2020-10-18 17:23:23,861][root][INFO] - ===> Epoch[563](2812/5): Loss -0.5664, Sem 0.0589, dir -0.9522, norm 0.3269, swav 0.0000 LR: 9.577e-02 Score 98.051 Data time: 0.0791, Forward time: 0.7753, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 1.8406 [2020-10-18 17:23:25,764][root][INFO] - ===> Epoch[563](2813/5): Loss -0.5897, Sem 0.0580, dir -0.9564, norm 0.3087, swav 0.0000 LR: 9.577e-02 Score 98.084 Data time: 0.0607, Forward time: 0.7753, Backward time: 1.1922, DDP time: 0.0030, Total iter time: 1.7870 [2020-10-18 17:23:28,076][root][INFO] - ===> Epoch[563](2814/5): Loss -0.5753, Sem 0.0609, dir -0.9522, norm 0.3160, swav 0.0000 LR: 9.577e-02 Score 97.992 Data time: 0.0537, Forward time: 0.7752, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 2.2312 [2020-10-18 17:23:30,277][root][INFO] - ===> Epoch[563](2815/5): Loss -0.6337, Sem 0.0529, dir -0.9571, norm 0.2704, swav 0.0000 LR: 9.577e-02 Score 98.203 Data time: 0.0606, Forward time: 0.7752, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 2.1245 [2020-10-18 17:23:32,512][root][INFO] - ===> Epoch[564](2816/5): Loss -0.5986, Sem 0.0572, dir -0.9524, norm 0.2966, swav 0.0000 LR: 9.577e-02 Score 98.097 Data time: 0.1383, Forward time: 0.7753, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 2.1339 [2020-10-18 17:23:35,129][root][INFO] - ===> Epoch[564](2817/5): Loss -0.5965, Sem 0.0516, dir -0.9539, norm 0.3058, swav 0.0000 LR: 9.576e-02 Score 98.272 Data time: 0.1035, Forward time: 0.7753, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 2.5115 [2020-10-18 17:23:37,266][root][INFO] - ===> Epoch[564](2818/5): Loss -0.5807, Sem 0.0550, dir -0.9563, norm 0.3205, swav 0.0000 LR: 9.576e-02 Score 98.168 Data time: 0.1096, Forward time: 0.7753, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 2.0265 [2020-10-18 17:23:39,590][root][INFO] - ===> Epoch[564](2819/5): Loss -0.6261, Sem 0.0527, dir -0.9579, norm 0.2792, swav 0.0000 LR: 9.576e-02 Score 98.246 Data time: 0.0854, Forward time: 0.7754, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 2.2258 [2020-10-18 17:23:41,905][root][INFO] - ===> Epoch[564](2820/5): Loss -0.6084, Sem 0.0538, dir -0.9568, norm 0.2946, swav 0.0000 LR: 9.576e-02 Score 98.216 Data time: 0.0574, Forward time: 0.7753, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.1947 [2020-10-18 17:23:44,114][root][INFO] - ===> Epoch[565](2821/5): Loss -0.6248, Sem 0.0549, dir -0.9610, norm 0.2813, swav 0.0000 LR: 9.576e-02 Score 98.217 Data time: 0.0567, Forward time: 0.7752, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.1337 [2020-10-18 17:23:46,464][root][INFO] - ===> Epoch[565](2822/5): Loss -0.6102, Sem 0.0529, dir -0.9575, norm 0.2943, swav 0.0000 LR: 9.576e-02 Score 98.288 Data time: 0.0660, Forward time: 0.7752, Backward time: 1.1925, DDP time: 0.0030, Total iter time: 2.2750 [2020-10-18 17:23:48,617][root][INFO] - ===> Epoch[565](2823/5): Loss -0.6013, Sem 0.0536, dir -0.9516, norm 0.2967, swav 0.0000 LR: 9.576e-02 Score 98.277 Data time: 0.0758, Forward time: 0.7752, Backward time: 1.1925, DDP time: 0.0030, Total iter time: 2.0597 [2020-10-18 17:23:50,954][root][INFO] - ===> Epoch[565](2824/5): Loss -0.6134, Sem 0.0512, dir -0.9556, norm 0.2910, swav 0.0000 LR: 9.575e-02 Score 98.304 Data time: 0.1034, Forward time: 0.7753, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.2287 [2020-10-18 17:23:53,085][root][INFO] - ===> Epoch[565](2825/5): Loss -0.5878, Sem 0.0641, dir -0.9577, norm 0.3058, swav 0.0000 LR: 9.575e-02 Score 97.962 Data time: 0.0800, Forward time: 0.7753, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.0125 [2020-10-18 17:23:54,968][root][INFO] - ===> Epoch[566](2826/5): Loss -0.6238, Sem 0.0562, dir -0.9579, norm 0.2779, swav 0.0000 LR: 9.575e-02 Score 98.161 Data time: 0.0603, Forward time: 0.7753, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 1.7817 [2020-10-18 17:23:57,344][root][INFO] - ===> Epoch[566](2827/5): Loss -0.5793, Sem 0.0569, dir -0.9504, norm 0.3142, swav 0.0000 LR: 9.575e-02 Score 98.145 Data time: 0.1273, Forward time: 0.7754, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 2.2765 [2020-10-18 17:23:59,511][root][INFO] - ===> Epoch[566](2828/5): Loss -0.6164, Sem 0.0468, dir -0.9574, norm 0.2943, swav 0.0000 LR: 9.575e-02 Score 98.466 Data time: 0.0665, Forward time: 0.7753, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 2.0511 [2020-10-18 17:24:02,022][root][INFO] - ===> Epoch[566](2829/5): Loss -0.6193, Sem 0.0532, dir -0.9588, norm 0.2863, swav 0.0000 LR: 9.575e-02 Score 98.240 Data time: 0.1774, Forward time: 0.7754, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 2.4343 [2020-10-18 17:24:04,878][root][INFO] - ===> Epoch[566](2830/5): Loss -0.6270, Sem 0.0539, dir -0.9590, norm 0.2782, swav 0.0000 LR: 9.574e-02 Score 98.231 Data time: 0.1143, Forward time: 0.7755, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.7587 [2020-10-18 17:24:07,245][root][INFO] - ===> Epoch[567](2831/5): Loss -0.5923, Sem 0.0485, dir -0.9565, norm 0.3156, swav 0.0000 LR: 9.574e-02 Score 98.377 Data time: 0.0842, Forward time: 0.7756, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.2592 [2020-10-18 17:24:09,655][root][INFO] - ===> Epoch[567](2832/5): Loss -0.5868, Sem 0.0588, dir -0.9563, norm 0.3108, swav 0.0000 LR: 9.574e-02 Score 98.080 Data time: 0.0830, Forward time: 0.7756, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.3034 [2020-10-18 17:24:11,738][root][INFO] - ===> Epoch[567](2833/5): Loss -0.6341, Sem 0.0510, dir -0.9576, norm 0.2725, swav 0.0000 LR: 9.574e-02 Score 98.313 Data time: 0.0563, Forward time: 0.7755, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 1.9670 [2020-10-18 17:24:14,254][root][INFO] - ===> Epoch[567](2834/5): Loss -0.6158, Sem 0.0502, dir -0.9597, norm 0.2937, swav 0.0000 LR: 9.574e-02 Score 98.353 Data time: 0.0657, Forward time: 0.7755, Backward time: 1.1926, DDP time: 0.0030, Total iter time: 2.4400 [2020-10-18 17:24:16,215][root][INFO] - ===> Epoch[567](2835/5): Loss -0.6338, Sem 0.0508, dir -0.9595, norm 0.2749, swav 0.0000 LR: 9.574e-02 Score 98.332 Data time: 0.0875, Forward time: 0.7755, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 1.8596 [2020-10-18 17:24:18,382][root][INFO] - ===> Epoch[568](2836/5): Loss -0.5629, Sem 0.0580, dir -0.9551, norm 0.3342, swav 0.0000 LR: 9.574e-02 Score 98.109 Data time: 0.0844, Forward time: 0.7756, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.0501 [2020-10-18 17:24:20,624][root][INFO] - ===> Epoch[568](2837/5): Loss -0.6268, Sem 0.0515, dir -0.9579, norm 0.2796, swav 0.0000 LR: 9.573e-02 Score 98.273 Data time: 0.0992, Forward time: 0.7757, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 2.1413 [2020-10-18 17:24:23,269][root][INFO] - ===> Epoch[568](2838/5): Loss -0.5972, Sem 0.0601, dir -0.9540, norm 0.2967, swav 0.0000 LR: 9.573e-02 Score 98.005 Data time: 0.0798, Forward time: 0.7757, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.5479 [2020-10-18 17:24:25,365][root][INFO] - ===> Epoch[568](2839/5): Loss -0.6053, Sem 0.0578, dir -0.9551, norm 0.2920, swav 0.0000 LR: 9.573e-02 Score 98.098 Data time: 0.0718, Forward time: 0.7757, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 1.9887 [2020-10-18 17:24:27,477][root][INFO] - ===> Epoch[568](2840/5): Loss -0.5964, Sem 0.0616, dir -0.9544, norm 0.2964, swav 0.0000 LR: 9.573e-02 Score 97.967 Data time: 0.0518, Forward time: 0.7756, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.0303 [2020-10-18 17:24:29,469][root][INFO] - ===> Epoch[569](2841/5): Loss -0.5699, Sem 0.0613, dir -0.9557, norm 0.3245, swav 0.0000 LR: 9.573e-02 Score 97.989 Data time: 0.0787, Forward time: 0.7756, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 1.9025 [2020-10-18 17:24:31,742][root][INFO] - ===> Epoch[569](2842/5): Loss -0.6195, Sem 0.0588, dir -0.9580, norm 0.2797, swav 0.0000 LR: 9.573e-02 Score 98.054 Data time: 0.1845, Forward time: 0.7756, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.1632 [2020-10-18 17:24:34,202][root][INFO] - ===> Epoch[569](2843/5): Loss -0.6242, Sem 0.0538, dir -0.9604, norm 0.2823, swav 0.0000 LR: 9.573e-02 Score 98.285 Data time: 0.0706, Forward time: 0.7756, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.3856 [2020-10-18 17:24:36,353][root][INFO] - ===> Epoch[569](2844/5): Loss -0.5986, Sem 0.0549, dir -0.9565, norm 0.3030, swav 0.0000 LR: 9.572e-02 Score 98.186 Data time: 0.0879, Forward time: 0.7757, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.0423 [2020-10-18 17:24:38,828][root][INFO] - ===> Epoch[569](2845/5): Loss -0.6114, Sem 0.0595, dir -0.9537, norm 0.2828, swav 0.0000 LR: 9.572e-02 Score 98.036 Data time: 0.0830, Forward time: 0.7757, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.3858 [2020-10-18 17:24:40,824][root][INFO] - ===> Epoch[570](2846/5): Loss -0.6213, Sem 0.0524, dir -0.9596, norm 0.2859, swav 0.0000 LR: 9.572e-02 Score 98.244 Data time: 0.0650, Forward time: 0.7757, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 1.8967 [2020-10-18 17:24:43,163][root][INFO] - ===> Epoch[570](2847/5): Loss -0.6128, Sem 0.0510, dir -0.9573, norm 0.2935, swav 0.0000 LR: 9.572e-02 Score 98.262 Data time: 0.0701, Forward time: 0.7756, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.2529 [2020-10-18 17:24:45,178][root][INFO] - ===> Epoch[570](2848/5): Loss -0.6012, Sem 0.0591, dir -0.9545, norm 0.2942, swav 0.0000 LR: 9.572e-02 Score 98.063 Data time: 0.0780, Forward time: 0.7757, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 1.9043 [2020-10-18 17:24:47,133][root][INFO] - ===> Epoch[570](2849/5): Loss -0.6271, Sem 0.0493, dir -0.9590, norm 0.2827, swav 0.0000 LR: 9.572e-02 Score 98.364 Data time: 0.0602, Forward time: 0.7756, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 1.8361 [2020-10-18 17:24:49,751][root][INFO] - ===> Epoch[570](2850/5): Loss -0.6053, Sem 0.0525, dir -0.9581, norm 0.3002, swav 0.0000 LR: 9.571e-02 Score 98.265 Data time: 0.0799, Forward time: 0.7756, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.5187 [2020-10-18 17:24:51,979][root][INFO] - ===> Epoch[571](2851/5): Loss -0.6051, Sem 0.0538, dir -0.9578, norm 0.2989, swav 0.0000 LR: 9.571e-02 Score 98.243 Data time: 0.0508, Forward time: 0.7755, Backward time: 1.1925, DDP time: 0.0030, Total iter time: 2.0841 [2020-10-18 17:24:54,234][root][INFO] - ===> Epoch[571](2852/5): Loss -0.5863, Sem 0.0562, dir -0.9579, norm 0.3153, swav 0.0000 LR: 9.571e-02 Score 98.221 Data time: 0.0543, Forward time: 0.7754, Backward time: 1.1926, DDP time: 0.0030, Total iter time: 2.1637 [2020-10-18 17:24:56,213][root][INFO] - ===> Epoch[571](2853/5): Loss -0.5617, Sem 0.0591, dir -0.9528, norm 0.3320, swav 0.0000 LR: 9.571e-02 Score 98.022 Data time: 0.0807, Forward time: 0.7755, Backward time: 1.1925, DDP time: 0.0030, Total iter time: 1.8964 [2020-10-18 17:24:58,620][root][INFO] - ===> Epoch[571](2854/5): Loss -0.5792, Sem 0.0594, dir -0.9580, norm 0.3194, swav 0.0000 LR: 9.571e-02 Score 98.078 Data time: 0.0392, Forward time: 0.7754, Backward time: 1.1926, DDP time: 0.0030, Total iter time: 2.3040 [2020-10-18 17:25:01,015][root][INFO] - ===> Epoch[571](2855/5): Loss -0.6085, Sem 0.0569, dir -0.9562, norm 0.2909, swav 0.0000 LR: 9.571e-02 Score 98.130 Data time: 0.0449, Forward time: 0.7753, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 2.3306 [2020-10-18 17:25:03,460][root][INFO] - ===> Epoch[572](2856/5): Loss -0.6093, Sem 0.0525, dir -0.9595, norm 0.2976, swav 0.0000 LR: 9.571e-02 Score 98.263 Data time: 0.0687, Forward time: 0.7753, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.3664 [2020-10-18 17:25:05,820][root][INFO] - ===> Epoch[572](2857/5): Loss -0.5959, Sem 0.0591, dir -0.9589, norm 0.3039, swav 0.0000 LR: 9.570e-02 Score 98.050 Data time: 0.0915, Forward time: 0.7753, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.2677 [2020-10-18 17:25:08,164][root][INFO] - ===> Epoch[572](2858/5): Loss -0.6103, Sem 0.0545, dir -0.9550, norm 0.2903, swav 0.0000 LR: 9.570e-02 Score 98.202 Data time: 0.0581, Forward time: 0.7753, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.2322 [2020-10-18 17:25:10,464][root][INFO] - ===> Epoch[572](2859/5): Loss -0.5849, Sem 0.0583, dir -0.9551, norm 0.3118, swav 0.0000 LR: 9.570e-02 Score 98.076 Data time: 0.0778, Forward time: 0.7753, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.2289 [2020-10-18 17:25:12,864][root][INFO] - ===> Epoch[572](2860/5): Loss -0.5962, Sem 0.0550, dir -0.9587, norm 0.3074, swav 0.0000 LR: 9.570e-02 Score 98.238 Data time: 0.0774, Forward time: 0.7753, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.3020 [2020-10-18 17:25:15,208][root][INFO] - ===> Epoch[573](2861/5): Loss -0.5693, Sem 0.0596, dir -0.9543, norm 0.3253, swav 0.0000 LR: 9.570e-02 Score 98.098 Data time: 0.0725, Forward time: 0.7753, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.2352 [2020-10-18 17:25:17,558][root][INFO] - ===> Epoch[573](2862/5): Loss -0.6088, Sem 0.0535, dir -0.9566, norm 0.2944, swav 0.0000 LR: 9.570e-02 Score 98.281 Data time: 0.0966, Forward time: 0.7754, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.2304 [2020-10-18 17:25:19,452][root][INFO] - ===> Epoch[573](2863/5): Loss -0.6084, Sem 0.0517, dir -0.9562, norm 0.2961, swav 0.0000 LR: 9.570e-02 Score 98.278 Data time: 0.0641, Forward time: 0.7754, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 1.7859 [2020-10-18 17:25:21,650][root][INFO] - ===> Epoch[573](2864/5): Loss -0.6039, Sem 0.0558, dir -0.9566, norm 0.2968, swav 0.0000 LR: 9.569e-02 Score 98.197 Data time: 0.0739, Forward time: 0.7754, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.0962 [2020-10-18 17:25:23,825][root][INFO] - ===> Epoch[573](2865/5): Loss -0.5857, Sem 0.0586, dir -0.9577, norm 0.3134, swav 0.0000 LR: 9.569e-02 Score 98.125 Data time: 0.0477, Forward time: 0.7753, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.0642 [2020-10-18 17:25:26,064][root][INFO] - ===> Epoch[574](2866/5): Loss -0.6287, Sem 0.0490, dir -0.9608, norm 0.2831, swav 0.0000 LR: 9.569e-02 Score 98.372 Data time: 0.0952, Forward time: 0.7754, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.1280 [2020-10-18 17:25:28,516][root][INFO] - ===> Epoch[574](2867/5): Loss -0.6055, Sem 0.0554, dir -0.9586, norm 0.2978, swav 0.0000 LR: 9.569e-02 Score 98.146 Data time: 0.0734, Forward time: 0.7754, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.3388 [2020-10-18 17:25:30,521][root][INFO] - ===> Epoch[574](2868/5): Loss -0.6151, Sem 0.0535, dir -0.9541, norm 0.2855, swav 0.0000 LR: 9.569e-02 Score 98.194 Data time: 0.0577, Forward time: 0.7753, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 1.8977 [2020-10-18 17:25:32,584][root][INFO] - ===> Epoch[574](2869/5): Loss -0.5870, Sem 0.0568, dir -0.9591, norm 0.3153, swav 0.0000 LR: 9.569e-02 Score 98.144 Data time: 0.0676, Forward time: 0.7753, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 1.9856 [2020-10-18 17:25:34,545][root][INFO] - ===> Epoch[574](2870/5): Loss -0.5928, Sem 0.0651, dir -0.9527, norm 0.2948, swav 0.0000 LR: 9.568e-02 Score 97.873 Data time: 0.0398, Forward time: 0.7752, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 1.8500 [2020-10-18 17:25:36,752][root][INFO] - ===> Epoch[575](2871/5): Loss -0.6142, Sem 0.0572, dir -0.9554, norm 0.2840, swav 0.0000 LR: 9.568e-02 Score 98.132 Data time: 0.0879, Forward time: 0.7753, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 2.1345 [2020-10-18 17:25:38,778][root][INFO] - ===> Epoch[575](2872/5): Loss -0.6392, Sem 0.0483, dir -0.9605, norm 0.2730, swav 0.0000 LR: 9.568e-02 Score 98.422 Data time: 0.0509, Forward time: 0.7752, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 1.9146 [2020-10-18 17:25:41,282][root][INFO] - ===> Epoch[575](2873/5): Loss -0.6077, Sem 0.0539, dir -0.9576, norm 0.2961, swav 0.0000 LR: 9.568e-02 Score 98.212 Data time: 0.0652, Forward time: 0.7752, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.3002 [2020-10-18 17:25:43,330][root][INFO] - ===> Epoch[575](2874/5): Loss -0.6315, Sem 0.0543, dir -0.9571, norm 0.2714, swav 0.0000 LR: 9.568e-02 Score 98.197 Data time: 0.0534, Forward time: 0.7751, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 1.9600 [2020-10-18 17:25:45,850][root][INFO] - ===> Epoch[575](2875/5): Loss -0.6044, Sem 0.0523, dir -0.9548, norm 0.2980, swav 0.0000 LR: 9.568e-02 Score 98.243 Data time: 0.0756, Forward time: 0.7751, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 2.4341 [2020-10-18 17:25:48,000][root][INFO] - ===> Epoch[576](2876/5): Loss -0.6006, Sem 0.0517, dir -0.9579, norm 0.3056, swav 0.0000 LR: 9.568e-02 Score 98.299 Data time: 0.0709, Forward time: 0.7751, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.0337 [2020-10-18 17:25:49,968][root][INFO] - ===> Epoch[576](2877/5): Loss -0.6487, Sem 0.0498, dir -0.9596, norm 0.2611, swav 0.0000 LR: 9.567e-02 Score 98.379 Data time: 0.0482, Forward time: 0.7750, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 1.8555 [2020-10-18 17:25:52,017][root][INFO] - ===> Epoch[576](2878/5): Loss -0.6120, Sem 0.0647, dir -0.9519, norm 0.2752, swav 0.0000 LR: 9.567e-02 Score 97.867 Data time: 0.0947, Forward time: 0.7750, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 1.9961 [2020-10-18 17:25:54,212][root][INFO] - ===> Epoch[576](2879/5): Loss -0.6274, Sem 0.0461, dir -0.9596, norm 0.2861, swav 0.0000 LR: 9.567e-02 Score 98.497 Data time: 0.0743, Forward time: 0.7750, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.1136 [2020-10-18 17:25:56,522][root][INFO] - ===> Epoch[576](2880/5): Loss -0.6068, Sem 0.0553, dir -0.9565, norm 0.2944, swav 0.0000 LR: 9.567e-02 Score 98.153 Data time: 0.0922, Forward time: 0.7751, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.1900 [2020-10-18 17:25:58,445][root][INFO] - ===> Epoch[577](2881/5): Loss -0.6380, Sem 0.0616, dir -0.9608, norm 0.2611, swav 0.0000 LR: 9.567e-02 Score 97.953 Data time: 0.3783, Forward time: 0.7751, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 1.8066 [2020-10-18 17:26:00,982][root][INFO] - ===> Epoch[577](2882/5): Loss -0.5995, Sem 0.0514, dir -0.9574, norm 0.3065, swav 0.0000 LR: 9.567e-02 Score 98.279 Data time: 0.0994, Forward time: 0.7752, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 2.4590 [2020-10-18 17:26:02,905][root][INFO] - ===> Epoch[577](2883/5): Loss -0.6253, Sem 0.0518, dir -0.9600, norm 0.2830, swav 0.0000 LR: 9.566e-02 Score 98.259 Data time: 0.1601, Forward time: 0.7752, Backward time: 1.1927, DDP time: 0.0030, Total iter time: 1.7982 [2020-10-18 17:26:05,074][root][INFO] - ===> Epoch[577](2884/5): Loss -0.5850, Sem 0.0603, dir -0.9526, norm 0.3073, swav 0.0000 LR: 9.566e-02 Score 98.053 Data time: 0.0813, Forward time: 0.7753, Backward time: 1.1926, DDP time: 0.0030, Total iter time: 2.0712 [2020-10-18 17:26:07,420][root][INFO] - ===> Epoch[577](2885/5): Loss -0.5798, Sem 0.0576, dir -0.9583, norm 0.3208, swav 0.0000 LR: 9.566e-02 Score 98.105 Data time: 0.1447, Forward time: 0.7753, Backward time: 1.1926, DDP time: 0.0030, Total iter time: 2.2554 [2020-10-18 17:26:09,574][root][INFO] - ===> Epoch[578](2886/5): Loss -0.6289, Sem 0.0500, dir -0.9594, norm 0.2805, swav 0.0000 LR: 9.566e-02 Score 98.340 Data time: 0.0775, Forward time: 0.7753, Backward time: 1.1926, DDP time: 0.0030, Total iter time: 2.0269 [2020-10-18 17:26:11,788][root][INFO] - ===> Epoch[578](2887/5): Loss -0.6386, Sem 0.0516, dir -0.9610, norm 0.2707, swav 0.0000 LR: 9.566e-02 Score 98.270 Data time: 0.0559, Forward time: 0.7753, Backward time: 1.1926, DDP time: 0.0030, Total iter time: 2.1366 [2020-10-18 17:26:13,832][root][INFO] - ===> Epoch[578](2888/5): Loss -0.6230, Sem 0.0489, dir -0.9542, norm 0.2822, swav 0.0000 LR: 9.566e-02 Score 98.370 Data time: 0.0463, Forward time: 0.7752, Backward time: 1.1926, DDP time: 0.0030, Total iter time: 2.0012 [2020-10-18 17:26:16,254][root][INFO] - ===> Epoch[578](2889/5): Loss -0.6225, Sem 0.0493, dir -0.9602, norm 0.2884, swav 0.0000 LR: 9.566e-02 Score 98.426 Data time: 0.0541, Forward time: 0.7751, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 2.3390 [2020-10-18 17:26:18,152][root][INFO] - ===> Epoch[578](2890/5): Loss -0.5812, Sem 0.0589, dir -0.9556, norm 0.3155, swav 0.0000 LR: 9.565e-02 Score 98.088 Data time: 0.0789, Forward time: 0.7752, Backward time: 1.1927, DDP time: 0.0030, Total iter time: 1.8276 [2020-10-18 17:26:20,469][root][INFO] - ===> Epoch[579](2891/5): Loss -0.5960, Sem 0.0633, dir -0.9544, norm 0.2952, swav 0.0000 LR: 9.565e-02 Score 97.952 Data time: 0.0606, Forward time: 0.7751, Backward time: 1.1927, DDP time: 0.0030, Total iter time: 2.2101 [2020-10-18 17:26:22,559][root][INFO] - ===> Epoch[579](2892/5): Loss -0.6258, Sem 0.0495, dir -0.9590, norm 0.2837, swav 0.0000 LR: 9.565e-02 Score 98.351 Data time: 0.1808, Forward time: 0.7751, Backward time: 1.1927, DDP time: 0.0030, Total iter time: 2.0226 [2020-10-18 17:26:24,821][root][INFO] - ===> Epoch[579](2893/5): Loss -0.6201, Sem 0.0459, dir -0.9610, norm 0.2951, swav 0.0000 LR: 9.565e-02 Score 98.546 Data time: 0.0962, Forward time: 0.7752, Backward time: 1.1926, DDP time: 0.0030, Total iter time: 2.1588 [2020-10-18 17:26:27,390][root][INFO] - ===> Epoch[579](2894/5): Loss -0.6394, Sem 0.0513, dir -0.9621, norm 0.2714, swav 0.0000 LR: 9.565e-02 Score 98.308 Data time: 0.0664, Forward time: 0.7752, Backward time: 1.1927, DDP time: 0.0030, Total iter time: 2.4666 [2020-10-18 17:26:29,691][root][INFO] - ===> Epoch[579](2895/5): Loss -0.6099, Sem 0.0556, dir -0.9534, norm 0.2879, swav 0.0000 LR: 9.565e-02 Score 98.176 Data time: 0.0907, Forward time: 0.7752, Backward time: 1.1927, DDP time: 0.0030, Total iter time: 2.2141 [2020-10-18 17:26:31,823][root][INFO] - ===> Epoch[580](2896/5): Loss -0.6208, Sem 0.0495, dir -0.9574, norm 0.2870, swav 0.0000 LR: 9.565e-02 Score 98.377 Data time: 0.0942, Forward time: 0.7753, Backward time: 1.1926, DDP time: 0.0030, Total iter time: 2.0248 [2020-10-18 17:26:33,903][root][INFO] - ===> Epoch[580](2897/5): Loss -0.6330, Sem 0.0532, dir -0.9574, norm 0.2713, swav 0.0000 LR: 9.564e-02 Score 98.202 Data time: 0.3356, Forward time: 0.7753, Backward time: 1.1925, DDP time: 0.0030, Total iter time: 1.9852 [2020-10-18 17:26:36,114][root][INFO] - ===> Epoch[580](2898/5): Loss -0.6033, Sem 0.0509, dir -0.9574, norm 0.3032, swav 0.0000 LR: 9.564e-02 Score 98.331 Data time: 0.0814, Forward time: 0.7753, Backward time: 1.1925, DDP time: 0.0030, Total iter time: 2.1127 [2020-10-18 17:26:38,514][root][INFO] - ===> Epoch[580](2899/5): Loss -0.6299, Sem 0.0528, dir -0.9605, norm 0.2778, swav 0.0000 LR: 9.564e-02 Score 98.236 Data time: 0.0705, Forward time: 0.7754, Backward time: 1.1925, DDP time: 0.0030, Total iter time: 2.3009 [2020-10-18 17:26:40,606][root][INFO] - ===> Epoch[580](2900/5): Loss -0.5976, Sem 0.0481, dir -0.9600, norm 0.3143, swav 0.0000 LR: 9.564e-02 Score 98.399 Data time: 0.0918, Forward time: 0.7754, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.0035 [2020-10-18 17:26:41,492][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 17:26:43,277][root][INFO] - ===> Epoch[581](2901/5): Loss -0.5904, Sem 0.0554, dir -0.9540, norm 0.3082, swav 0.0000 LR: 9.564e-02 Score 98.229 Data time: 0.0685, Forward time: 0.7754, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 1.5987 [2020-10-18 17:26:45,344][root][INFO] - ===> Epoch[581](2902/5): Loss -0.6330, Sem 0.0571, dir -0.9568, norm 0.2667, swav 0.0000 LR: 9.564e-02 Score 98.082 Data time: 0.0754, Forward time: 0.7754, Backward time: 1.1922, DDP time: 0.0030, Total iter time: 1.9062 [2020-10-18 17:26:47,938][root][INFO] - ===> Epoch[581](2903/5): Loss -0.5642, Sem 0.0532, dir -0.9550, norm 0.3377, swav 0.0000 LR: 9.563e-02 Score 98.269 Data time: 0.1003, Forward time: 0.7754, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 2.4948 [2020-10-18 17:26:49,962][root][INFO] - ===> Epoch[581](2904/5): Loss -0.5985, Sem 0.0539, dir -0.9568, norm 0.3044, swav 0.0000 LR: 9.563e-02 Score 98.218 Data time: 0.0777, Forward time: 0.7754, Backward time: 1.1922, DDP time: 0.0030, Total iter time: 1.9057 [2020-10-18 17:26:51,880][root][INFO] - ===> Epoch[581](2905/5): Loss -0.6091, Sem 0.0604, dir -0.9586, norm 0.2891, swav 0.0000 LR: 9.563e-02 Score 98.065 Data time: 0.0636, Forward time: 0.7753, Backward time: 1.1922, DDP time: 0.0030, Total iter time: 1.8034 [2020-10-18 17:26:53,591][root][INFO] - ===> Epoch[582](2906/5): Loss -0.6103, Sem 0.0495, dir -0.9592, norm 0.2994, swav 0.0000 LR: 9.563e-02 Score 98.339 Data time: 0.0629, Forward time: 0.7753, Backward time: 1.1921, DDP time: 0.0030, Total iter time: 1.6210 [2020-10-18 17:26:55,455][root][INFO] - ===> Epoch[582](2907/5): Loss -0.5523, Sem 0.0623, dir -0.9517, norm 0.3371, swav 0.0000 LR: 9.563e-02 Score 97.973 Data time: 0.1829, Forward time: 0.7753, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 1.7568 [2020-10-18 17:26:57,669][root][INFO] - ===> Epoch[582](2908/5): Loss -0.5999, Sem 0.0485, dir -0.9570, norm 0.3086, swav 0.0000 LR: 9.563e-02 Score 98.399 Data time: 0.0664, Forward time: 0.7753, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.1042 [2020-10-18 17:26:59,798][root][INFO] - ===> Epoch[582](2909/5): Loss -0.6118, Sem 0.0581, dir -0.9567, norm 0.2868, swav 0.0000 LR: 9.563e-02 Score 98.080 Data time: 0.0809, Forward time: 0.7753, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.0359 [2020-10-18 17:27:02,044][root][INFO] - ===> Epoch[582](2910/5): Loss -0.6367, Sem 0.0475, dir -0.9617, norm 0.2775, swav 0.0000 LR: 9.562e-02 Score 98.414 Data time: 0.0732, Forward time: 0.7753, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.1322 [2020-10-18 17:27:04,296][root][INFO] - ===> Epoch[583](2911/5): Loss -0.5951, Sem 0.0531, dir -0.9570, norm 0.3088, swav 0.0000 LR: 9.562e-02 Score 98.266 Data time: 0.0657, Forward time: 0.7752, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 2.1530 [2020-10-18 17:27:06,481][root][INFO] - ===> Epoch[583](2912/5): Loss -0.5559, Sem 0.0590, dir -0.9515, norm 0.3366, swav 0.0000 LR: 9.562e-02 Score 98.105 Data time: 0.0817, Forward time: 0.7752, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 2.0861 [2020-10-18 17:27:08,635][root][INFO] - ===> Epoch[583](2913/5): Loss -0.6017, Sem 0.0526, dir -0.9577, norm 0.3035, swav 0.0000 LR: 9.562e-02 Score 98.229 Data time: 0.0940, Forward time: 0.7753, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.0248 [2020-10-18 17:27:10,724][root][INFO] - ===> Epoch[583](2914/5): Loss -0.6319, Sem 0.0490, dir -0.9608, norm 0.2800, swav 0.0000 LR: 9.562e-02 Score 98.369 Data time: 0.0564, Forward time: 0.7752, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 1.9797 [2020-10-18 17:27:12,809][root][INFO] - ===> Epoch[583](2915/5): Loss -0.6028, Sem 0.0518, dir -0.9549, norm 0.3003, swav 0.0000 LR: 9.562e-02 Score 98.251 Data time: 0.0612, Forward time: 0.7752, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 1.9982 [2020-10-18 17:27:14,694][root][INFO] - ===> Epoch[584](2916/5): Loss -0.6036, Sem 0.0524, dir -0.9587, norm 0.3027, swav 0.0000 LR: 9.562e-02 Score 98.284 Data time: 0.0529, Forward time: 0.7751, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 1.7838 [2020-10-18 17:27:16,911][root][INFO] - ===> Epoch[584](2917/5): Loss -0.6013, Sem 0.0558, dir -0.9546, norm 0.2975, swav 0.0000 LR: 9.561e-02 Score 98.138 Data time: 0.0699, Forward time: 0.7751, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.1180 [2020-10-18 17:27:19,376][root][INFO] - ===> Epoch[584](2918/5): Loss -0.6152, Sem 0.0508, dir -0.9578, norm 0.2918, swav 0.0000 LR: 9.561e-02 Score 98.344 Data time: 0.0631, Forward time: 0.7750, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 2.3442 [2020-10-18 17:27:21,237][root][INFO] - ===> Epoch[584](2919/5): Loss -0.6349, Sem 0.0541, dir -0.9571, norm 0.2682, swav 0.0000 LR: 9.561e-02 Score 98.167 Data time: 0.0676, Forward time: 0.7750, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 1.7657 [2020-10-18 17:27:23,323][root][INFO] - ===> Epoch[584](2920/5): Loss -0.6298, Sem 0.0493, dir -0.9603, norm 0.2812, swav 0.0000 LR: 9.561e-02 Score 98.374 Data time: 0.0759, Forward time: 0.7750, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 1.9788 [2020-10-18 17:27:25,496][root][INFO] - ===> Epoch[585](2921/5): Loss -0.5991, Sem 0.0574, dir -0.9569, norm 0.3004, swav 0.0000 LR: 9.561e-02 Score 98.143 Data time: 0.0499, Forward time: 0.7750, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.0293 [2020-10-18 17:27:27,789][root][INFO] - ===> Epoch[585](2922/5): Loss -0.6067, Sem 0.0555, dir -0.9549, norm 0.2927, swav 0.0000 LR: 9.561e-02 Score 98.168 Data time: 0.1327, Forward time: 0.7750, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.2117 [2020-10-18 17:27:29,873][root][INFO] - ===> Epoch[585](2923/5): Loss -0.6406, Sem 0.0530, dir -0.9590, norm 0.2655, swav 0.0000 LR: 9.560e-02 Score 98.231 Data time: 0.0881, Forward time: 0.7751, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 1.9658 [2020-10-18 17:27:32,026][root][INFO] - ===> Epoch[585](2924/5): Loss -0.6249, Sem 0.0472, dir -0.9613, norm 0.2892, swav 0.0000 LR: 9.560e-02 Score 98.428 Data time: 0.0885, Forward time: 0.7751, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.0464 [2020-10-18 17:27:34,247][root][INFO] - ===> Epoch[585](2925/5): Loss -0.6202, Sem 0.0496, dir -0.9614, norm 0.2916, swav 0.0000 LR: 9.560e-02 Score 98.336 Data time: 0.0860, Forward time: 0.7752, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.1037 [2020-10-18 17:27:36,957][root][INFO] - ===> Epoch[586](2926/5): Loss -0.6316, Sem 0.0520, dir -0.9590, norm 0.2753, swav 0.0000 LR: 9.560e-02 Score 98.306 Data time: 0.0665, Forward time: 0.7752, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.6120 [2020-10-18 17:27:39,612][root][INFO] - ===> Epoch[586](2927/5): Loss -0.6098, Sem 0.0541, dir -0.9595, norm 0.2956, swav 0.0000 LR: 9.560e-02 Score 98.187 Data time: 0.0751, Forward time: 0.7752, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.5391 [2020-10-18 17:27:41,896][root][INFO] - ===> Epoch[586](2928/5): Loss -0.6394, Sem 0.0483, dir -0.9606, norm 0.2729, swav 0.0000 LR: 9.560e-02 Score 98.377 Data time: 0.0728, Forward time: 0.7751, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.1624 [2020-10-18 17:27:44,378][root][INFO] - ===> Epoch[586](2929/5): Loss -0.6100, Sem 0.0527, dir -0.9575, norm 0.2948, swav 0.0000 LR: 9.560e-02 Score 98.271 Data time: 0.0741, Forward time: 0.7752, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 2.3930 [2020-10-18 17:27:46,711][root][INFO] - ===> Epoch[586](2930/5): Loss -0.6368, Sem 0.0557, dir -0.9600, norm 0.2675, swav 0.0000 LR: 9.559e-02 Score 98.182 Data time: 0.0821, Forward time: 0.7751, Backward time: 1.1921, DDP time: 0.0030, Total iter time: 2.2007 [2020-10-18 17:27:48,905][root][INFO] - ===> Epoch[587](2931/5): Loss -0.6035, Sem 0.0574, dir -0.9557, norm 0.2947, swav 0.0000 LR: 9.559e-02 Score 98.098 Data time: 0.0771, Forward time: 0.7751, Backward time: 1.1921, DDP time: 0.0030, Total iter time: 2.1037 [2020-10-18 17:27:50,949][root][INFO] - ===> Epoch[587](2932/5): Loss -0.6290, Sem 0.0513, dir -0.9568, norm 0.2764, swav 0.0000 LR: 9.559e-02 Score 98.260 Data time: 0.0747, Forward time: 0.7751, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 1.9367 [2020-10-18 17:27:53,311][root][INFO] - ===> Epoch[587](2933/5): Loss -0.6422, Sem 0.0505, dir -0.9627, norm 0.2700, swav 0.0000 LR: 9.559e-02 Score 98.311 Data time: 0.0696, Forward time: 0.7751, Backward time: 1.1921, DDP time: 0.0030, Total iter time: 2.2702 [2020-10-18 17:27:55,884][root][INFO] - ===> Epoch[587](2934/5): Loss -0.6339, Sem 0.0572, dir -0.9588, norm 0.2678, swav 0.0000 LR: 9.559e-02 Score 98.134 Data time: 0.0647, Forward time: 0.7751, Backward time: 1.1922, DDP time: 0.0030, Total iter time: 2.4694 [2020-10-18 17:27:58,016][root][INFO] - ===> Epoch[587](2935/5): Loss -0.6145, Sem 0.0566, dir -0.9582, norm 0.2871, swav 0.0000 LR: 9.559e-02 Score 98.111 Data time: 0.0673, Forward time: 0.7750, Backward time: 1.1922, DDP time: 0.0030, Total iter time: 2.0458 [2020-10-18 17:28:00,870][root][INFO] - ===> Epoch[588](2936/5): Loss -0.5816, Sem 0.0587, dir -0.9546, norm 0.3143, swav 0.0000 LR: 9.559e-02 Score 98.086 Data time: 0.0853, Forward time: 0.7751, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.7681 [2020-10-18 17:28:03,055][root][INFO] - ===> Epoch[588](2937/5): Loss -0.6345, Sem 0.0504, dir -0.9592, norm 0.2743, swav 0.0000 LR: 9.558e-02 Score 98.318 Data time: 0.0575, Forward time: 0.7750, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.0548 [2020-10-18 17:28:04,918][root][INFO] - ===> Epoch[588](2938/5): Loss -0.6260, Sem 0.0541, dir -0.9599, norm 0.2798, swav 0.0000 LR: 9.558e-02 Score 98.263 Data time: 0.0722, Forward time: 0.7750, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 1.7772 [2020-10-18 17:28:06,957][root][INFO] - ===> Epoch[588](2939/5): Loss -0.5688, Sem 0.0636, dir -0.9509, norm 0.3185, swav 0.0000 LR: 9.558e-02 Score 97.931 Data time: 0.0429, Forward time: 0.7749, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 1.9403 [2020-10-18 17:28:08,883][root][INFO] - ===> Epoch[588](2940/5): Loss -0.6203, Sem 0.0565, dir -0.9586, norm 0.2818, swav 0.0000 LR: 9.558e-02 Score 98.133 Data time: 0.0824, Forward time: 0.7749, Backward time: 1.1922, DDP time: 0.0030, Total iter time: 1.8354 [2020-10-18 17:28:11,121][root][INFO] - ===> Epoch[589](2941/5): Loss -0.6184, Sem 0.0529, dir -0.9583, norm 0.2870, swav 0.0000 LR: 9.558e-02 Score 98.238 Data time: 0.0599, Forward time: 0.7749, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 2.1116 [2020-10-18 17:28:13,500][root][INFO] - ===> Epoch[589](2942/5): Loss -0.6146, Sem 0.0522, dir -0.9610, norm 0.2941, swav 0.0000 LR: 9.558e-02 Score 98.261 Data time: 0.0989, Forward time: 0.7750, Backward time: 1.1922, DDP time: 0.0030, Total iter time: 2.3018 [2020-10-18 17:28:15,330][root][INFO] - ===> Epoch[589](2943/5): Loss -0.5869, Sem 0.0637, dir -0.9550, norm 0.3045, swav 0.0000 LR: 9.557e-02 Score 97.864 Data time: 0.0776, Forward time: 0.7750, Backward time: 1.1921, DDP time: 0.0030, Total iter time: 1.7051 [2020-10-18 17:28:17,550][root][INFO] - ===> Epoch[589](2944/5): Loss -0.6049, Sem 0.0556, dir -0.9563, norm 0.2959, swav 0.0000 LR: 9.557e-02 Score 98.276 Data time: 0.1135, Forward time: 0.7750, Backward time: 1.1921, DDP time: 0.0030, Total iter time: 2.1349 [2020-10-18 17:28:19,912][root][INFO] - ===> Epoch[589](2945/5): Loss -0.5877, Sem 0.0603, dir -0.9527, norm 0.3047, swav 0.0000 LR: 9.557e-02 Score 97.989 Data time: 0.0909, Forward time: 0.7751, Backward time: 1.1921, DDP time: 0.0030, Total iter time: 2.2485 [2020-10-18 17:28:21,824][root][INFO] - ===> Epoch[590](2946/5): Loss -0.6208, Sem 0.0604, dir -0.9578, norm 0.2765, swav 0.0000 LR: 9.557e-02 Score 97.954 Data time: 0.1310, Forward time: 0.7750, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 1.7935 [2020-10-18 17:28:24,030][root][INFO] - ===> Epoch[590](2947/5): Loss -0.5903, Sem 0.0574, dir -0.9551, norm 0.3075, swav 0.0000 LR: 9.557e-02 Score 98.146 Data time: 0.0892, Forward time: 0.7751, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.0972 [2020-10-18 17:28:26,117][root][INFO] - ===> Epoch[590](2948/5): Loss -0.6117, Sem 0.0556, dir -0.9602, norm 0.2928, swav 0.0000 LR: 9.557e-02 Score 98.172 Data time: 0.0886, Forward time: 0.7751, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 1.9750 [2020-10-18 17:28:28,041][root][INFO] - ===> Epoch[590](2949/5): Loss -0.6181, Sem 0.0604, dir -0.9566, norm 0.2780, swav 0.0000 LR: 9.557e-02 Score 97.987 Data time: 0.0707, Forward time: 0.7751, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 1.8286 [2020-10-18 17:28:30,103][root][INFO] - ===> Epoch[590](2950/5): Loss -0.6031, Sem 0.0620, dir -0.9535, norm 0.2884, swav 0.0000 LR: 9.556e-02 Score 97.964 Data time: 0.0858, Forward time: 0.7752, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 1.9874 [2020-10-18 17:28:32,658][root][INFO] - ===> Epoch[591](2951/5): Loss -0.6095, Sem 0.0577, dir -0.9568, norm 0.2896, swav 0.0000 LR: 9.556e-02 Score 98.209 Data time: 0.0811, Forward time: 0.7752, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.4448 [2020-10-18 17:28:35,309][root][INFO] - ===> Epoch[591](2952/5): Loss -0.6085, Sem 0.0579, dir -0.9577, norm 0.2912, swav 0.0000 LR: 9.556e-02 Score 98.097 Data time: 0.0842, Forward time: 0.7752, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.5564 [2020-10-18 17:28:37,402][root][INFO] - ===> Epoch[591](2953/5): Loss -0.6161, Sem 0.0552, dir -0.9577, norm 0.2863, swav 0.0000 LR: 9.556e-02 Score 98.199 Data time: 0.0678, Forward time: 0.7751, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 1.9738 [2020-10-18 17:28:39,354][root][INFO] - ===> Epoch[591](2954/5): Loss -0.6189, Sem 0.0572, dir -0.9566, norm 0.2804, swav 0.0000 LR: 9.556e-02 Score 98.179 Data time: 0.0708, Forward time: 0.7751, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 1.8774 [2020-10-18 17:28:41,809][root][INFO] - ===> Epoch[591](2955/5): Loss -0.5915, Sem 0.0548, dir -0.9572, norm 0.3109, swav 0.0000 LR: 9.556e-02 Score 98.165 Data time: 0.0799, Forward time: 0.7751, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 2.3527 [2020-10-18 17:28:43,873][root][INFO] - ===> Epoch[592](2956/5): Loss -0.5922, Sem 0.0584, dir -0.9580, norm 0.3075, swav 0.0000 LR: 9.555e-02 Score 98.052 Data time: 0.0677, Forward time: 0.7750, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 1.9403 [2020-10-18 17:28:45,829][root][INFO] - ===> Epoch[592](2957/5): Loss -0.6352, Sem 0.0558, dir -0.9584, norm 0.2674, swav 0.0000 LR: 9.555e-02 Score 98.133 Data time: 0.0631, Forward time: 0.7750, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 1.8720 [2020-10-18 17:28:47,846][root][INFO] - ===> Epoch[592](2958/5): Loss -0.5968, Sem 0.0544, dir -0.9572, norm 0.3061, swav 0.0000 LR: 9.555e-02 Score 98.174 Data time: 0.0727, Forward time: 0.7750, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 1.9236 [2020-10-18 17:28:50,102][root][INFO] - ===> Epoch[592](2959/5): Loss -0.6280, Sem 0.0460, dir -0.9600, norm 0.2861, swav 0.0000 LR: 9.555e-02 Score 98.486 Data time: 0.0540, Forward time: 0.7749, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.1494 [2020-10-18 17:28:52,787][root][INFO] - ===> Epoch[592](2960/5): Loss -0.5778, Sem 0.0638, dir -0.9531, norm 0.3116, swav 0.0000 LR: 9.555e-02 Score 97.892 Data time: 0.0802, Forward time: 0.7749, Backward time: 1.1921, DDP time: 0.0030, Total iter time: 2.6197 [2020-10-18 17:28:54,849][root][INFO] - ===> Epoch[593](2961/5): Loss -0.6287, Sem 0.0604, dir -0.9593, norm 0.2702, swav 0.0000 LR: 9.555e-02 Score 98.046 Data time: 0.0771, Forward time: 0.7749, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 1.9484 [2020-10-18 17:28:57,353][root][INFO] - ===> Epoch[593](2962/5): Loss -0.6273, Sem 0.0532, dir -0.9585, norm 0.2780, swav 0.0000 LR: 9.555e-02 Score 98.231 Data time: 0.0585, Forward time: 0.7749, Backward time: 1.1922, DDP time: 0.0030, Total iter time: 2.3956 [2020-10-18 17:28:59,309][root][INFO] - ===> Epoch[593](2963/5): Loss -0.5937, Sem 0.0684, dir -0.9564, norm 0.2943, swav 0.0000 LR: 9.554e-02 Score 97.764 Data time: 0.0663, Forward time: 0.7748, Backward time: 1.1921, DDP time: 0.0030, Total iter time: 1.8592 [2020-10-18 17:29:01,607][root][INFO] - ===> Epoch[593](2964/5): Loss -0.5848, Sem 0.0515, dir -0.9540, norm 0.3176, swav 0.0000 LR: 9.554e-02 Score 98.331 Data time: 0.0988, Forward time: 0.7749, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 2.1949 [2020-10-18 17:29:03,498][root][INFO] - ===> Epoch[593](2965/5): Loss -0.6164, Sem 0.0520, dir -0.9605, norm 0.2921, swav 0.0000 LR: 9.554e-02 Score 98.326 Data time: 0.0720, Forward time: 0.7749, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 1.7570 [2020-10-18 17:29:05,632][root][INFO] - ===> Epoch[594](2966/5): Loss -0.6156, Sem 0.0646, dir -0.9556, norm 0.2754, swav 0.0000 LR: 9.554e-02 Score 97.932 Data time: 0.0821, Forward time: 0.7750, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.0174 [2020-10-18 17:29:07,687][root][INFO] - ===> Epoch[594](2967/5): Loss -0.5875, Sem 0.0598, dir -0.9616, norm 0.3143, swav 0.0000 LR: 9.554e-02 Score 98.112 Data time: 0.0824, Forward time: 0.7749, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 1.9408 [2020-10-18 17:29:09,928][root][INFO] - ===> Epoch[594](2968/5): Loss -0.5791, Sem 0.0691, dir -0.9549, norm 0.3067, swav 0.0000 LR: 9.554e-02 Score 97.814 Data time: 0.1202, Forward time: 0.7749, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.1369 [2020-10-18 17:29:12,390][root][INFO] - ===> Epoch[594](2969/5): Loss -0.5955, Sem 0.0581, dir -0.9589, norm 0.3053, swav 0.0000 LR: 9.554e-02 Score 98.126 Data time: 0.0788, Forward time: 0.7749, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.3496 [2020-10-18 17:29:14,906][root][INFO] - ===> Epoch[594](2970/5): Loss -0.6199, Sem 0.0562, dir -0.9573, norm 0.2812, swav 0.0000 LR: 9.553e-02 Score 98.118 Data time: 0.1363, Forward time: 0.7750, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.3994 [2020-10-18 17:29:16,975][root][INFO] - ===> Epoch[595](2971/5): Loss -0.6068, Sem 0.0530, dir -0.9569, norm 0.2970, swav 0.0000 LR: 9.553e-02 Score 98.229 Data time: 0.0711, Forward time: 0.7750, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 1.9506 [2020-10-18 17:29:18,714][root][INFO] - ===> Epoch[595](2972/5): Loss -0.6058, Sem 0.0643, dir -0.9578, norm 0.2877, swav 0.0000 LR: 9.553e-02 Score 97.865 Data time: 0.1044, Forward time: 0.7750, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 1.6393 [2020-10-18 17:29:21,066][root][INFO] - ===> Epoch[595](2973/5): Loss -0.6040, Sem 0.0535, dir -0.9587, norm 0.3012, swav 0.0000 LR: 9.553e-02 Score 98.201 Data time: 0.0755, Forward time: 0.7750, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.2690 [2020-10-18 17:29:23,675][root][INFO] - ===> Epoch[595](2974/5): Loss -0.6153, Sem 0.0514, dir -0.9603, norm 0.2936, swav 0.0000 LR: 9.553e-02 Score 98.313 Data time: 0.1024, Forward time: 0.7750, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.4999 [2020-10-18 17:29:26,007][root][INFO] - ===> Epoch[595](2975/5): Loss -0.6189, Sem 0.0589, dir -0.9575, norm 0.2797, swav 0.0000 LR: 9.553e-02 Score 98.008 Data time: 0.1001, Forward time: 0.7751, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.2028 [2020-10-18 17:29:27,954][root][INFO] - ===> Epoch[596](2976/5): Loss -0.6248, Sem 0.0607, dir -0.9563, norm 0.2707, swav 0.0000 LR: 9.552e-02 Score 98.010 Data time: 0.0404, Forward time: 0.7750, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 1.8198 [2020-10-18 17:29:29,941][root][INFO] - ===> Epoch[596](2977/5): Loss -0.5991, Sem 0.0556, dir -0.9570, norm 0.3022, swav 0.0000 LR: 9.552e-02 Score 98.150 Data time: 0.0874, Forward time: 0.7751, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 1.9181 [2020-10-18 17:29:31,988][root][INFO] - ===> Epoch[596](2978/5): Loss -0.6474, Sem 0.0541, dir -0.9619, norm 0.2604, swav 0.0000 LR: 9.552e-02 Score 98.177 Data time: 0.0763, Forward time: 0.7751, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 1.9533 [2020-10-18 17:29:34,148][root][INFO] - ===> Epoch[596](2979/5): Loss -0.6325, Sem 0.0508, dir -0.9615, norm 0.2782, swav 0.0000 LR: 9.552e-02 Score 98.346 Data time: 0.0717, Forward time: 0.7751, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.0372 [2020-10-18 17:29:36,033][root][INFO] - ===> Epoch[596](2980/5): Loss -0.6247, Sem 0.0584, dir -0.9524, norm 0.2694, swav 0.0000 LR: 9.552e-02 Score 98.099 Data time: 0.0730, Forward time: 0.7751, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.7847 [2020-10-18 17:29:38,398][root][INFO] - ===> Epoch[597](2981/5): Loss -0.5928, Sem 0.0499, dir -0.9582, norm 0.3156, swav 0.0000 LR: 9.552e-02 Score 98.317 Data time: 0.0605, Forward time: 0.7750, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.2509 [2020-10-18 17:29:41,014][root][INFO] - ===> Epoch[597](2982/5): Loss -0.6024, Sem 0.0531, dir -0.9571, norm 0.3015, swav 0.0000 LR: 9.552e-02 Score 98.261 Data time: 0.0753, Forward time: 0.7750, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.5168 [2020-10-18 17:29:43,243][root][INFO] - ===> Epoch[597](2983/5): Loss -0.6495, Sem 0.0481, dir -0.9608, norm 0.2632, swav 0.0000 LR: 9.551e-02 Score 98.389 Data time: 0.0898, Forward time: 0.7751, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.1226 [2020-10-18 17:29:45,479][root][INFO] - ===> Epoch[597](2984/5): Loss -0.5895, Sem 0.0531, dir -0.9560, norm 0.3134, swav 0.0000 LR: 9.551e-02 Score 98.232 Data time: 0.0971, Forward time: 0.7751, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.1264 [2020-10-18 17:29:47,578][root][INFO] - ===> Epoch[597](2985/5): Loss -0.6267, Sem 0.0557, dir -0.9572, norm 0.2747, swav 0.0000 LR: 9.551e-02 Score 98.143 Data time: 0.0864, Forward time: 0.7752, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.9939 [2020-10-18 17:29:49,272][root][INFO] - ===> Epoch[598](2986/5): Loss -0.6317, Sem 0.0546, dir -0.9616, norm 0.2754, swav 0.0000 LR: 9.551e-02 Score 98.249 Data time: 0.0660, Forward time: 0.7752, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 1.5962 [2020-10-18 17:29:51,408][root][INFO] - ===> Epoch[598](2987/5): Loss -0.6151, Sem 0.0532, dir -0.9602, norm 0.2920, swav 0.0000 LR: 9.551e-02 Score 98.269 Data time: 0.0625, Forward time: 0.7752, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 2.0737 [2020-10-18 17:29:53,470][root][INFO] - ===> Epoch[598](2988/5): Loss -0.6074, Sem 0.0511, dir -0.9604, norm 0.3019, swav 0.0000 LR: 9.551e-02 Score 98.345 Data time: 0.0528, Forward time: 0.7751, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 1.9831 [2020-10-18 17:29:55,700][root][INFO] - ===> Epoch[598](2989/5): Loss -0.6145, Sem 0.0573, dir -0.9581, norm 0.2862, swav 0.0000 LR: 9.551e-02 Score 98.141 Data time: 0.0636, Forward time: 0.7751, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.1449 [2020-10-18 17:29:57,986][root][INFO] - ===> Epoch[598](2990/5): Loss -0.5992, Sem 0.0610, dir -0.9541, norm 0.2939, swav 0.0000 LR: 9.550e-02 Score 97.999 Data time: 0.0923, Forward time: 0.7751, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.2028 [2020-10-18 17:30:00,622][root][INFO] - ===> Epoch[599](2991/5): Loss -0.6175, Sem 0.0548, dir -0.9594, norm 0.2871, swav 0.0000 LR: 9.550e-02 Score 98.183 Data time: 0.0526, Forward time: 0.7750, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.5282 [2020-10-18 17:30:02,563][root][INFO] - ===> Epoch[599](2992/5): Loss -0.6229, Sem 0.0501, dir -0.9553, norm 0.2823, swav 0.0000 LR: 9.550e-02 Score 98.323 Data time: 0.0763, Forward time: 0.7750, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.8719 [2020-10-18 17:30:05,140][root][INFO] - ===> Epoch[599](2993/5): Loss -0.6240, Sem 0.0501, dir -0.9595, norm 0.2854, swav 0.0000 LR: 9.550e-02 Score 98.311 Data time: 0.0742, Forward time: 0.7750, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.4693 [2020-10-18 17:30:07,289][root][INFO] - ===> Epoch[599](2994/5): Loss -0.6287, Sem 0.0505, dir -0.9600, norm 0.2808, swav 0.0000 LR: 9.550e-02 Score 98.322 Data time: 0.0606, Forward time: 0.7750, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.0493 [2020-10-18 17:30:09,381][root][INFO] - ===> Epoch[599](2995/5): Loss -0.6308, Sem 0.0500, dir -0.9614, norm 0.2807, swav 0.0000 LR: 9.550e-02 Score 98.348 Data time: 0.0585, Forward time: 0.7749, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.0146 [2020-10-18 17:30:11,496][root][INFO] - ===> Epoch[600](2996/5): Loss -0.5953, Sem 0.0539, dir -0.9560, norm 0.3068, swav 0.0000 LR: 9.549e-02 Score 98.209 Data time: 0.0842, Forward time: 0.7750, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.0275 [2020-10-18 17:30:13,855][root][INFO] - ===> Epoch[600](2997/5): Loss -0.5947, Sem 0.0600, dir -0.9530, norm 0.2983, swav 0.0000 LR: 9.549e-02 Score 98.011 Data time: 0.0661, Forward time: 0.7749, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.2669 [2020-10-18 17:30:16,063][root][INFO] - ===> Epoch[600](2998/5): Loss -0.6354, Sem 0.0491, dir -0.9602, norm 0.2757, swav 0.0000 LR: 9.549e-02 Score 98.414 Data time: 0.0510, Forward time: 0.7749, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.1364 [2020-10-18 17:30:18,295][root][INFO] - ===> Epoch[600](2999/5): Loss -0.6197, Sem 0.0513, dir -0.9604, norm 0.2894, swav 0.0000 LR: 9.549e-02 Score 98.370 Data time: 0.0937, Forward time: 0.7750, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.1606 [2020-10-18 17:30:20,455][root][INFO] - ===> Epoch[600](3000/5): Loss -0.6271, Sem 0.0487, dir -0.9611, norm 0.2853, swav 0.0000 LR: 9.549e-02 Score 98.417 Data time: 0.0740, Forward time: 0.7750, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.0559 [2020-10-18 17:30:21,446][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 17:30:21,619][root][INFO] - ===> Start testing [2020-10-18 17:30:58,215][root][INFO] - 68/68: Data time: 0.0020, Iter time: 0.1011 Loss 0.362 (AVG: 0.445) Score 88.938 (AVG: 90.140) mIOU 68.063 mAP 84.309 mAcc 75.546 IOU: 61.334 0.023 67.411 74.745 94.345 90.664 35.888 71.677 97.939 66.523 81.797 85.585 56.891 mAP: 82.548 6.322 90.989 89.844 98.936 98.475 66.520 92.904 99.828 87.898 94.927 94.965 91.858 mAcc: 75.915 0.182 82.451 85.254 95.702 95.370 41.598 87.872 99.278 70.126 91.345 95.048 61.963 [2020-10-18 17:30:58,217][root][INFO] - Finished test. Elapsed time: 36.5957 [2020-10-18 17:31:01,004][root][INFO] - [2020-10-18 17:31:01,004][root][INFO] - ################################################################ [2020-10-18 17:31:01,004][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 17:31:01,004][root][INFO] - ################################################################ [2020-10-18 17:31:01,004][root][INFO] - clutter : nan nan nan [2020-10-18 17:31:01,004][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 17:31:01,004][root][INFO] - board : 0.649 0.818 0.848 [2020-10-18 17:31:01,004][root][INFO] - bookcase : 0.259 0.399 0.561 [2020-10-18 17:31:01,004][root][INFO] - ceiling : 0.589 0.624 0.722 [2020-10-18 17:31:01,004][root][INFO] - chair : 0.779 0.888 0.899 [2020-10-18 17:31:01,004][root][INFO] - column : 0.187 0.300 0.443 [2020-10-18 17:31:01,004][root][INFO] - door : 0.565 0.744 0.875 [2020-10-18 17:31:01,004][root][INFO] - floor : 0.745 0.820 0.860 [2020-10-18 17:31:01,004][root][INFO] - sofa : 0.339 0.545 0.717 [2020-10-18 17:31:01,004][root][INFO] - table : 0.193 0.399 0.688 [2020-10-18 17:31:01,004][root][INFO] - wall : 0.452 0.682 0.786 [2020-10-18 17:31:01,004][root][INFO] - window : 0.499 0.762 0.781 [2020-10-18 17:31:01,004][root][INFO] - ---------------------------------------------------------------- [2020-10-18 17:31:01,004][root][INFO] - average : 0.438 0.582 0.682 [2020-10-18 17:31:01,005][root][INFO] - [2020-10-18 17:31:01,149][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 17:31:01,150][root][INFO] - Current best mIoU: 68.274 at iter 2800 [2020-10-18 17:31:03,006][root][INFO] - ===> Epoch[601](3001/5): Loss -0.6214, Sem 0.0542, dir -0.9576, norm 0.2820, swav 0.0000 LR: 9.549e-02 Score 98.228 Data time: 0.0707, Forward time: 0.7750, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.8508 [2020-10-18 17:31:05,167][root][INFO] - ===> Epoch[601](3002/5): Loss -0.6166, Sem 0.0524, dir -0.9596, norm 0.2906, swav 0.0000 LR: 9.549e-02 Score 98.289 Data time: 0.0764, Forward time: 0.7750, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.0510 [2020-10-18 17:31:07,051][root][INFO] - ===> Epoch[601](3003/5): Loss -0.6059, Sem 0.0556, dir -0.9561, norm 0.2946, swav 0.0000 LR: 9.548e-02 Score 98.204 Data time: 0.0763, Forward time: 0.7750, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.7959 [2020-10-18 17:31:09,123][root][INFO] - ===> Epoch[601](3004/5): Loss -0.6058, Sem 0.0577, dir -0.9564, norm 0.2929, swav 0.0000 LR: 9.548e-02 Score 98.087 Data time: 0.0648, Forward time: 0.7750, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.9791 [2020-10-18 17:31:11,204][root][INFO] - ===> Epoch[601](3005/5): Loss -0.6379, Sem 0.0544, dir -0.9602, norm 0.2679, swav 0.0000 LR: 9.548e-02 Score 98.194 Data time: 0.0868, Forward time: 0.7751, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 1.9697 [2020-10-18 17:31:13,566][root][INFO] - ===> Epoch[602](3006/5): Loss -0.6043, Sem 0.0531, dir -0.9568, norm 0.2994, swav 0.0000 LR: 9.548e-02 Score 98.299 Data time: 0.0545, Forward time: 0.7750, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 2.2417 [2020-10-18 17:31:15,813][root][INFO] - ===> Epoch[602](3007/5): Loss -0.6338, Sem 0.0485, dir -0.9598, norm 0.2776, swav 0.0000 LR: 9.548e-02 Score 98.375 Data time: 0.0411, Forward time: 0.7749, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.1655 [2020-10-18 17:31:17,990][root][INFO] - ===> Epoch[602](3008/5): Loss -0.6165, Sem 0.0543, dir -0.9587, norm 0.2879, swav 0.0000 LR: 9.548e-02 Score 98.159 Data time: 0.0935, Forward time: 0.7750, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.1234 [2020-10-18 17:31:20,488][root][INFO] - ===> Epoch[602](3009/5): Loss -0.6509, Sem 0.0468, dir -0.9602, norm 0.2626, swav 0.0000 LR: 9.548e-02 Score 98.456 Data time: 0.0726, Forward time: 0.7750, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.3937 [2020-10-18 17:31:22,454][root][INFO] - ===> Epoch[602](3010/5): Loss -0.6259, Sem 0.0500, dir -0.9592, norm 0.2834, swav 0.0000 LR: 9.547e-02 Score 98.364 Data time: 0.0686, Forward time: 0.7750, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.8820 [2020-10-18 17:31:24,808][root][INFO] - ===> Epoch[603](3011/5): Loss -0.5971, Sem 0.0593, dir -0.9528, norm 0.2963, swav 0.0000 LR: 9.547e-02 Score 98.088 Data time: 0.0611, Forward time: 0.7750, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.2967 [2020-10-18 17:31:26,996][root][INFO] - ===> Epoch[603](3012/5): Loss -0.6372, Sem 0.0518, dir -0.9593, norm 0.2703, swav 0.0000 LR: 9.547e-02 Score 98.300 Data time: 0.0791, Forward time: 0.7750, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.1007 [2020-10-18 17:31:29,711][root][INFO] - ===> Epoch[603](3013/5): Loss -0.6309, Sem 0.0518, dir -0.9607, norm 0.2780, swav 0.0000 LR: 9.547e-02 Score 98.322 Data time: 0.0688, Forward time: 0.7750, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.6106 [2020-10-18 17:31:31,652][root][INFO] - ===> Epoch[603](3014/5): Loss -0.6570, Sem 0.0548, dir -0.9621, norm 0.2503, swav 0.0000 LR: 9.547e-02 Score 98.281 Data time: 0.0578, Forward time: 0.7749, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 1.8569 [2020-10-18 17:31:33,486][root][INFO] - ===> Epoch[603](3015/5): Loss -0.6338, Sem 0.0552, dir -0.9623, norm 0.2733, swav 0.0000 LR: 9.547e-02 Score 98.208 Data time: 0.0624, Forward time: 0.7749, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.7602 [2020-10-18 17:31:35,723][root][INFO] - ===> Epoch[604](3016/5): Loss -0.6018, Sem 0.0536, dir -0.9532, norm 0.2979, swav 0.0000 LR: 9.546e-02 Score 98.235 Data time: 0.0832, Forward time: 0.7749, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.1184 [2020-10-18 17:31:38,083][root][INFO] - ===> Epoch[604](3017/5): Loss -0.6333, Sem 0.0539, dir -0.9604, norm 0.2732, swav 0.0000 LR: 9.546e-02 Score 98.306 Data time: 0.0648, Forward time: 0.7749, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.2270 [2020-10-18 17:31:40,135][root][INFO] - ===> Epoch[604](3018/5): Loss -0.6456, Sem 0.0529, dir -0.9581, norm 0.2597, swav 0.0000 LR: 9.546e-02 Score 98.225 Data time: 0.0812, Forward time: 0.7749, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.9365 [2020-10-18 17:31:42,550][root][INFO] - ===> Epoch[604](3019/5): Loss -0.5917, Sem 0.0513, dir -0.9544, norm 0.3115, swav 0.0000 LR: 9.546e-02 Score 98.348 Data time: 0.0819, Forward time: 0.7750, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.3094 [2020-10-18 17:31:44,648][root][INFO] - ===> Epoch[604](3020/5): Loss -0.6397, Sem 0.0497, dir -0.9597, norm 0.2703, swav 0.0000 LR: 9.546e-02 Score 98.323 Data time: 0.0620, Forward time: 0.7749, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.9877 [2020-10-18 17:31:46,906][root][INFO] - ===> Epoch[605](3021/5): Loss -0.6254, Sem 0.0523, dir -0.9568, norm 0.2790, swav 0.0000 LR: 9.546e-02 Score 98.307 Data time: 0.0800, Forward time: 0.7749, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.1774 [2020-10-18 17:31:49,421][root][INFO] - ===> Epoch[605](3022/5): Loss -0.6251, Sem 0.0485, dir -0.9603, norm 0.2867, swav 0.0000 LR: 9.546e-02 Score 98.449 Data time: 0.1042, Forward time: 0.7751, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.3897 [2020-10-18 17:31:51,382][root][INFO] - ===> Epoch[605](3023/5): Loss -0.6528, Sem 0.0511, dir -0.9611, norm 0.2572, swav 0.0000 LR: 9.545e-02 Score 98.296 Data time: 0.0521, Forward time: 0.7750, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.8337 [2020-10-18 17:31:53,374][root][INFO] - ===> Epoch[605](3024/5): Loss -0.6585, Sem 0.0492, dir -0.9625, norm 0.2548, swav 0.0000 LR: 9.545e-02 Score 98.387 Data time: 0.0606, Forward time: 0.7750, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.9175 [2020-10-18 17:31:55,611][root][INFO] - ===> Epoch[605](3025/5): Loss -0.6453, Sem 0.0498, dir -0.9649, norm 0.2698, swav 0.0000 LR: 9.545e-02 Score 98.445 Data time: 0.0641, Forward time: 0.7750, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.1432 [2020-10-18 17:31:57,642][root][INFO] - ===> Epoch[606](3026/5): Loss -0.6366, Sem 0.0498, dir -0.9574, norm 0.2710, swav 0.0000 LR: 9.545e-02 Score 98.340 Data time: 0.0898, Forward time: 0.7750, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 1.9245 [2020-10-18 17:32:00,127][root][INFO] - ===> Epoch[606](3027/5): Loss -0.6375, Sem 0.0477, dir -0.9604, norm 0.2752, swav 0.0000 LR: 9.545e-02 Score 98.446 Data time: 0.0964, Forward time: 0.7750, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.3776 [2020-10-18 17:32:02,757][root][INFO] - ===> Epoch[606](3028/5): Loss -0.6297, Sem 0.0529, dir -0.9575, norm 0.2749, swav 0.0000 LR: 9.545e-02 Score 98.252 Data time: 0.0808, Forward time: 0.7750, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.5458 [2020-10-18 17:32:04,841][root][INFO] - ===> Epoch[606](3029/5): Loss -0.5934, Sem 0.0575, dir -0.9532, norm 0.3023, swav 0.0000 LR: 9.544e-02 Score 98.122 Data time: 0.1177, Forward time: 0.7751, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.9623 [2020-10-18 17:32:07,434][root][INFO] - ===> Epoch[606](3030/5): Loss -0.6295, Sem 0.0535, dir -0.9594, norm 0.2763, swav 0.0000 LR: 9.544e-02 Score 98.216 Data time: 0.0854, Forward time: 0.7751, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.5091 [2020-10-18 17:32:09,898][root][INFO] - ===> Epoch[607](3031/5): Loss -0.6491, Sem 0.0484, dir -0.9605, norm 0.2630, swav 0.0000 LR: 9.544e-02 Score 98.429 Data time: 0.0508, Forward time: 0.7751, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.3591 [2020-10-18 17:32:12,194][root][INFO] - ===> Epoch[607](3032/5): Loss -0.6536, Sem 0.0491, dir -0.9597, norm 0.2570, swav 0.0000 LR: 9.544e-02 Score 98.355 Data time: 0.0671, Forward time: 0.7750, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.1982 [2020-10-18 17:32:14,685][root][INFO] - ===> Epoch[607](3033/5): Loss -0.6067, Sem 0.0556, dir -0.9575, norm 0.2952, swav 0.0000 LR: 9.544e-02 Score 98.124 Data time: 0.0834, Forward time: 0.7751, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.4074 [2020-10-18 17:32:16,490][root][INFO] - ===> Epoch[607](3034/5): Loss -0.6437, Sem 0.0486, dir -0.9607, norm 0.2684, swav 0.0000 LR: 9.544e-02 Score 98.407 Data time: 0.0678, Forward time: 0.7750, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 1.6674 [2020-10-18 17:32:18,373][root][INFO] - ===> Epoch[607](3035/5): Loss -0.6178, Sem 0.0547, dir -0.9583, norm 0.2857, swav 0.0000 LR: 9.544e-02 Score 98.198 Data time: 0.0535, Forward time: 0.7750, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.8114 [2020-10-18 17:32:20,987][root][INFO] - ===> Epoch[608](3036/5): Loss -0.6128, Sem 0.0598, dir -0.9564, norm 0.2838, swav 0.0000 LR: 9.543e-02 Score 98.059 Data time: 0.1065, Forward time: 0.7750, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.5012 [2020-10-18 17:32:23,201][root][INFO] - ===> Epoch[608](3037/5): Loss -0.6332, Sem 0.0445, dir -0.9608, norm 0.2831, swav 0.0000 LR: 9.543e-02 Score 98.535 Data time: 0.0816, Forward time: 0.7750, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.1261 [2020-10-18 17:32:25,911][root][INFO] - ===> Epoch[608](3038/5): Loss -0.6347, Sem 0.0518, dir -0.9602, norm 0.2738, swav 0.0000 LR: 9.543e-02 Score 98.263 Data time: 0.0702, Forward time: 0.7750, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.5988 [2020-10-18 17:32:28,019][root][INFO] - ===> Epoch[608](3039/5): Loss -0.6144, Sem 0.0549, dir -0.9575, norm 0.2882, swav 0.0000 LR: 9.543e-02 Score 98.222 Data time: 0.0501, Forward time: 0.7749, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.0272 [2020-10-18 17:32:30,120][root][INFO] - ===> Epoch[608](3040/5): Loss -0.6015, Sem 0.0482, dir -0.9580, norm 0.3083, swav 0.0000 LR: 9.543e-02 Score 98.394 Data time: 0.0679, Forward time: 0.7749, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.0323 [2020-10-18 17:32:32,368][root][INFO] - ===> Epoch[609](3041/5): Loss -0.6506, Sem 0.0428, dir -0.9643, norm 0.2708, swav 0.0000 LR: 9.543e-02 Score 98.595 Data time: 0.0708, Forward time: 0.7749, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.1469 [2020-10-18 17:32:34,602][root][INFO] - ===> Epoch[609](3042/5): Loss -0.6271, Sem 0.0538, dir -0.9576, norm 0.2766, swav 0.0000 LR: 9.543e-02 Score 98.212 Data time: 0.0843, Forward time: 0.7749, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.1257 [2020-10-18 17:32:36,935][root][INFO] - ===> Epoch[609](3043/5): Loss -0.6198, Sem 0.0575, dir -0.9579, norm 0.2806, swav 0.0000 LR: 9.542e-02 Score 98.074 Data time: 0.0430, Forward time: 0.7748, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 2.1853 [2020-10-18 17:32:39,449][root][INFO] - ===> Epoch[609](3044/5): Loss -0.6196, Sem 0.0478, dir -0.9586, norm 0.2911, swav 0.0000 LR: 9.542e-02 Score 98.422 Data time: 0.0672, Forward time: 0.7748, Backward time: 1.1921, DDP time: 0.0030, Total iter time: 2.4523 [2020-10-18 17:32:41,429][root][INFO] - ===> Epoch[609](3045/5): Loss -0.5861, Sem 0.0601, dir -0.9537, norm 0.3075, swav 0.0000 LR: 9.542e-02 Score 98.041 Data time: 0.0656, Forward time: 0.7748, Backward time: 1.1921, DDP time: 0.0030, Total iter time: 1.8670 [2020-10-18 17:32:43,279][root][INFO] - ===> Epoch[610](3046/5): Loss -0.6434, Sem 0.0451, dir -0.9636, norm 0.2751, swav 0.0000 LR: 9.542e-02 Score 98.545 Data time: 0.0593, Forward time: 0.7747, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 1.7621 [2020-10-18 17:32:45,437][root][INFO] - ===> Epoch[610](3047/5): Loss -0.6037, Sem 0.0529, dir -0.9585, norm 0.3019, swav 0.0000 LR: 9.542e-02 Score 98.289 Data time: 0.0746, Forward time: 0.7748, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.0565 [2020-10-18 17:32:47,709][root][INFO] - ===> Epoch[610](3048/5): Loss -0.6106, Sem 0.0530, dir -0.9592, norm 0.2956, swav 0.0000 LR: 9.542e-02 Score 98.240 Data time: 0.0680, Forward time: 0.7747, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 2.1563 [2020-10-18 17:32:49,824][root][INFO] - ===> Epoch[610](3049/5): Loss -0.6143, Sem 0.0571, dir -0.9600, norm 0.2886, swav 0.0000 LR: 9.541e-02 Score 98.150 Data time: 0.0657, Forward time: 0.7747, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 2.0005 [2020-10-18 17:32:52,156][root][INFO] - ===> Epoch[610](3050/5): Loss -0.6062, Sem 0.0540, dir -0.9539, norm 0.2937, swav 0.0000 LR: 9.541e-02 Score 98.225 Data time: 0.2231, Forward time: 0.7747, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 2.2330 [2020-10-18 17:32:54,717][root][INFO] - ===> Epoch[611](3051/5): Loss -0.6247, Sem 0.0478, dir -0.9620, norm 0.2895, swav 0.0000 LR: 9.541e-02 Score 98.401 Data time: 0.0910, Forward time: 0.7747, Backward time: 1.1921, DDP time: 0.0030, Total iter time: 2.4898 [2020-10-18 17:32:56,950][root][INFO] - ===> Epoch[611](3052/5): Loss -0.6413, Sem 0.0431, dir -0.9624, norm 0.2781, swav 0.0000 LR: 9.541e-02 Score 98.576 Data time: 0.0785, Forward time: 0.7747, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 2.1117 [2020-10-18 17:32:59,080][root][INFO] - ===> Epoch[611](3053/5): Loss -0.6081, Sem 0.0528, dir -0.9581, norm 0.2972, swav 0.0000 LR: 9.541e-02 Score 98.252 Data time: 0.0602, Forward time: 0.7747, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 2.0467 [2020-10-18 17:33:01,406][root][INFO] - ===> Epoch[611](3054/5): Loss -0.6174, Sem 0.0601, dir -0.9582, norm 0.2807, swav 0.0000 LR: 9.541e-02 Score 98.151 Data time: 0.0771, Forward time: 0.7747, Backward time: 1.1921, DDP time: 0.0030, Total iter time: 2.2372 [2020-10-18 17:33:04,073][root][INFO] - ===> Epoch[611](3055/5): Loss -0.6023, Sem 0.0602, dir -0.9561, norm 0.2935, swav 0.0000 LR: 9.541e-02 Score 98.026 Data time: 0.0591, Forward time: 0.7747, Backward time: 1.1922, DDP time: 0.0030, Total iter time: 2.5690 [2020-10-18 17:33:06,663][root][INFO] - ===> Epoch[612](3056/5): Loss -0.6098, Sem 0.0574, dir -0.9543, norm 0.2871, swav 0.0000 LR: 9.540e-02 Score 98.067 Data time: 0.0596, Forward time: 0.7746, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.5041 [2020-10-18 17:33:09,199][root][INFO] - ===> Epoch[612](3057/5): Loss -0.6324, Sem 0.0476, dir -0.9619, norm 0.2818, swav 0.0000 LR: 9.540e-02 Score 98.413 Data time: 0.0611, Forward time: 0.7746, Backward time: 1.1925, DDP time: 0.0030, Total iter time: 2.4104 [2020-10-18 17:33:10,901][root][INFO] - ===> Epoch[612](3058/5): Loss -0.6489, Sem 0.0442, dir -0.9646, norm 0.2715, swav 0.0000 LR: 9.540e-02 Score 98.543 Data time: 0.0583, Forward time: 0.7745, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 1.6186 [2020-10-18 17:33:13,232][root][INFO] - ===> Epoch[612](3059/5): Loss -0.6291, Sem 0.0519, dir -0.9612, norm 0.2802, swav 0.0000 LR: 9.540e-02 Score 98.297 Data time: 0.0647, Forward time: 0.7744, Backward time: 1.1925, DDP time: 0.0030, Total iter time: 2.2346 [2020-10-18 17:33:15,565][root][INFO] - ===> Epoch[612](3060/5): Loss -0.6253, Sem 0.0540, dir -0.9581, norm 0.2787, swav 0.0000 LR: 9.540e-02 Score 98.164 Data time: 0.0677, Forward time: 0.7744, Backward time: 1.1926, DDP time: 0.0030, Total iter time: 2.2467 [2020-10-18 17:33:17,852][root][INFO] - ===> Epoch[613](3061/5): Loss -0.6217, Sem 0.0507, dir -0.9558, norm 0.2834, swav 0.0000 LR: 9.540e-02 Score 98.340 Data time: 0.0774, Forward time: 0.7744, Backward time: 1.1926, DDP time: 0.0030, Total iter time: 2.1831 [2020-10-18 17:33:20,115][root][INFO] - ===> Epoch[613](3062/5): Loss -0.6390, Sem 0.0545, dir -0.9590, norm 0.2654, swav 0.0000 LR: 9.540e-02 Score 98.182 Data time: 0.0642, Forward time: 0.7744, Backward time: 1.1926, DDP time: 0.0030, Total iter time: 2.1520 [2020-10-18 17:33:23,082][root][INFO] - ===> Epoch[613](3063/5): Loss -0.6332, Sem 0.0553, dir -0.9579, norm 0.2694, swav 0.0000 LR: 9.539e-02 Score 98.233 Data time: 0.0677, Forward time: 0.7744, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 2.8558 [2020-10-18 17:33:24,848][root][INFO] - ===> Epoch[613](3064/5): Loss -0.6205, Sem 0.0495, dir -0.9613, norm 0.2913, swav 0.0000 LR: 9.539e-02 Score 98.367 Data time: 0.0566, Forward time: 0.7743, Backward time: 1.1927, DDP time: 0.0030, Total iter time: 1.6481 [2020-10-18 17:33:26,998][root][INFO] - ===> Epoch[613](3065/5): Loss -0.6199, Sem 0.0535, dir -0.9604, norm 0.2870, swav 0.0000 LR: 9.539e-02 Score 98.252 Data time: 0.0676, Forward time: 0.7743, Backward time: 1.1927, DDP time: 0.0030, Total iter time: 2.0588 [2020-10-18 17:33:29,237][root][INFO] - ===> Epoch[614](3066/5): Loss -0.6356, Sem 0.0550, dir -0.9586, norm 0.2681, swav 0.0000 LR: 9.539e-02 Score 98.345 Data time: 0.0642, Forward time: 0.7743, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 2.1303 [2020-10-18 17:33:31,528][root][INFO] - ===> Epoch[614](3067/5): Loss -0.6130, Sem 0.0542, dir -0.9558, norm 0.2886, swav 0.0000 LR: 9.539e-02 Score 98.215 Data time: 0.0733, Forward time: 0.7743, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 2.1667 [2020-10-18 17:33:33,385][root][INFO] - ===> Epoch[614](3068/5): Loss -0.6377, Sem 0.0570, dir -0.9607, norm 0.2660, swav 0.0000 LR: 9.539e-02 Score 98.178 Data time: 0.0814, Forward time: 0.7743, Backward time: 1.1927, DDP time: 0.0030, Total iter time: 1.7541 [2020-10-18 17:33:35,459][root][INFO] - ===> Epoch[614](3069/5): Loss -0.5988, Sem 0.0538, dir -0.9537, norm 0.3010, swav 0.0000 LR: 9.538e-02 Score 98.229 Data time: 0.1161, Forward time: 0.7743, Backward time: 1.1926, DDP time: 0.0030, Total iter time: 1.9590 [2020-10-18 17:33:38,100][root][INFO] - ===> Epoch[614](3070/5): Loss -0.6421, Sem 0.0466, dir -0.9645, norm 0.2759, swav 0.0000 LR: 9.538e-02 Score 98.516 Data time: 0.0887, Forward time: 0.7743, Backward time: 1.1927, DDP time: 0.0030, Total iter time: 2.5293 [2020-10-18 17:33:40,745][root][INFO] - ===> Epoch[615](3071/5): Loss -0.6229, Sem 0.0525, dir -0.9614, norm 0.2861, swav 0.0000 LR: 9.538e-02 Score 98.284 Data time: 0.0843, Forward time: 0.7743, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 2.5054 [2020-10-18 17:33:42,952][root][INFO] - ===> Epoch[615](3072/5): Loss -0.6307, Sem 0.0556, dir -0.9592, norm 0.2728, swav 0.0000 LR: 9.538e-02 Score 98.189 Data time: 0.0944, Forward time: 0.7744, Backward time: 1.1927, DDP time: 0.0030, Total iter time: 2.0897 [2020-10-18 17:33:45,140][root][INFO] - ===> Epoch[615](3073/5): Loss -0.6246, Sem 0.0516, dir -0.9602, norm 0.2839, swav 0.0000 LR: 9.538e-02 Score 98.267 Data time: 0.0810, Forward time: 0.7744, Backward time: 1.1927, DDP time: 0.0030, Total iter time: 2.0770 [2020-10-18 17:33:47,369][root][INFO] - ===> Epoch[615](3074/5): Loss -0.6453, Sem 0.0473, dir -0.9601, norm 0.2675, swav 0.0000 LR: 9.538e-02 Score 98.445 Data time: 0.0644, Forward time: 0.7744, Backward time: 1.1927, DDP time: 0.0030, Total iter time: 2.0877 [2020-10-18 17:33:50,046][root][INFO] - ===> Epoch[615](3075/5): Loss -0.6308, Sem 0.0523, dir -0.9584, norm 0.2753, swav 0.0000 LR: 9.538e-02 Score 98.281 Data time: 0.0788, Forward time: 0.7744, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 2.5850 [2020-10-18 17:33:52,362][root][INFO] - ===> Epoch[616](3076/5): Loss -0.5557, Sem 0.0626, dir -0.9523, norm 0.3340, swav 0.0000 LR: 9.537e-02 Score 97.909 Data time: 0.0699, Forward time: 0.7744, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.1962 [2020-10-18 17:33:54,242][root][INFO] - ===> Epoch[616](3077/5): Loss -0.6242, Sem 0.0542, dir -0.9566, norm 0.2782, swav 0.0000 LR: 9.537e-02 Score 98.177 Data time: 0.0686, Forward time: 0.7743, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 1.7815 [2020-10-18 17:33:56,496][root][INFO] - ===> Epoch[616](3078/5): Loss -0.6283, Sem 0.0506, dir -0.9580, norm 0.2790, swav 0.0000 LR: 9.537e-02 Score 98.338 Data time: 0.0945, Forward time: 0.7743, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 2.1607 [2020-10-18 17:33:59,112][root][INFO] - ===> Epoch[616](3079/5): Loss -0.6358, Sem 0.0492, dir -0.9613, norm 0.2764, swav 0.0000 LR: 9.537e-02 Score 98.362 Data time: 0.0647, Forward time: 0.7743, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.4977 [2020-10-18 17:34:01,504][root][INFO] - ===> Epoch[616](3080/5): Loss -0.6423, Sem 0.0508, dir -0.9573, norm 0.2642, swav 0.0000 LR: 9.537e-02 Score 98.346 Data time: 0.0868, Forward time: 0.7743, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.3055 [2020-10-18 17:34:03,569][root][INFO] - ===> Epoch[617](3081/5): Loss -0.6392, Sem 0.0488, dir -0.9619, norm 0.2739, swav 0.0000 LR: 9.537e-02 Score 98.409 Data time: 0.0958, Forward time: 0.7743, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 1.9415 [2020-10-18 17:34:05,740][root][INFO] - ===> Epoch[617](3082/5): Loss -0.6240, Sem 0.0542, dir -0.9563, norm 0.2781, swav 0.0000 LR: 9.536e-02 Score 98.224 Data time: 0.0895, Forward time: 0.7744, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 2.0666 [2020-10-18 17:34:08,092][root][INFO] - ===> Epoch[617](3083/5): Loss -0.6222, Sem 0.0483, dir -0.9589, norm 0.2884, swav 0.0000 LR: 9.536e-02 Score 98.363 Data time: 0.0805, Forward time: 0.7744, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 2.2210 [2020-10-18 17:34:10,319][root][INFO] - ===> Epoch[617](3084/5): Loss -0.6132, Sem 0.0502, dir -0.9595, norm 0.2962, swav 0.0000 LR: 9.536e-02 Score 98.344 Data time: 0.0487, Forward time: 0.7744, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.1224 [2020-10-18 17:34:12,270][root][INFO] - ===> Epoch[617](3085/5): Loss -0.6562, Sem 0.0534, dir -0.9637, norm 0.2540, swav 0.0000 LR: 9.536e-02 Score 98.205 Data time: 0.0531, Forward time: 0.7743, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 1.8728 [2020-10-18 17:34:14,907][root][INFO] - ===> Epoch[618](3086/5): Loss -0.5961, Sem 0.0567, dir -0.9577, norm 0.3049, swav 0.0000 LR: 9.536e-02 Score 98.110 Data time: 0.0583, Forward time: 0.7742, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.5206 [2020-10-18 17:34:16,900][root][INFO] - ===> Epoch[618](3087/5): Loss -0.6369, Sem 0.0512, dir -0.9607, norm 0.2726, swav 0.0000 LR: 9.536e-02 Score 98.282 Data time: 0.0671, Forward time: 0.7742, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 1.9117 [2020-10-18 17:34:19,184][root][INFO] - ===> Epoch[618](3088/5): Loss -0.6138, Sem 0.0520, dir -0.9556, norm 0.2897, swav 0.0000 LR: 9.536e-02 Score 98.331 Data time: 0.0727, Forward time: 0.7742, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.1582 [2020-10-18 17:34:21,111][root][INFO] - ===> Epoch[618](3089/5): Loss -0.6567, Sem 0.0484, dir -0.9635, norm 0.2584, swav 0.0000 LR: 9.535e-02 Score 98.419 Data time: 0.0654, Forward time: 0.7742, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 1.7952 [2020-10-18 17:34:23,179][root][INFO] - ===> Epoch[618](3090/5): Loss -0.6403, Sem 0.0466, dir -0.9610, norm 0.2741, swav 0.0000 LR: 9.535e-02 Score 98.462 Data time: 0.0655, Forward time: 0.7741, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 1.9735 [2020-10-18 17:34:25,311][root][INFO] - ===> Epoch[619](3091/5): Loss -0.6158, Sem 0.0579, dir -0.9560, norm 0.2823, swav 0.0000 LR: 9.535e-02 Score 98.130 Data time: 0.0668, Forward time: 0.7741, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.0313 [2020-10-18 17:34:27,401][root][INFO] - ===> Epoch[619](3092/5): Loss -0.6631, Sem 0.0478, dir -0.9636, norm 0.2527, swav 0.0000 LR: 9.535e-02 Score 98.385 Data time: 0.0647, Forward time: 0.7741, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 1.9810 [2020-10-18 17:34:29,591][root][INFO] - ===> Epoch[619](3093/5): Loss -0.6338, Sem 0.0463, dir -0.9608, norm 0.2806, swav 0.0000 LR: 9.535e-02 Score 98.478 Data time: 0.0755, Forward time: 0.7741, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.1005 [2020-10-18 17:34:31,823][root][INFO] - ===> Epoch[619](3094/5): Loss -0.6099, Sem 0.0514, dir -0.9603, norm 0.2990, swav 0.0000 LR: 9.535e-02 Score 98.306 Data time: 0.0565, Forward time: 0.7740, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.1087 [2020-10-18 17:34:33,838][root][INFO] - ===> Epoch[619](3095/5): Loss -0.6224, Sem 0.0521, dir -0.9579, norm 0.2835, swav 0.0000 LR: 9.535e-02 Score 98.304 Data time: 0.0551, Forward time: 0.7739, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 1.9293 [2020-10-18 17:34:36,000][root][INFO] - ===> Epoch[620](3096/5): Loss -0.6432, Sem 0.0489, dir -0.9582, norm 0.2661, swav 0.0000 LR: 9.534e-02 Score 98.346 Data time: 0.0785, Forward time: 0.7740, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.0733 [2020-10-18 17:34:37,856][root][INFO] - ===> Epoch[620](3097/5): Loss -0.6264, Sem 0.0516, dir -0.9581, norm 0.2801, swav 0.0000 LR: 9.534e-02 Score 98.294 Data time: 0.0582, Forward time: 0.7739, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 1.7385 [2020-10-18 17:34:40,114][root][INFO] - ===> Epoch[620](3098/5): Loss -0.6467, Sem 0.0501, dir -0.9621, norm 0.2653, swav 0.0000 LR: 9.534e-02 Score 98.321 Data time: 0.0796, Forward time: 0.7739, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.1657 [2020-10-18 17:34:42,489][root][INFO] - ===> Epoch[620](3099/5): Loss -0.6077, Sem 0.0505, dir -0.9600, norm 0.3019, swav 0.0000 LR: 9.534e-02 Score 98.341 Data time: 0.0600, Forward time: 0.7739, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.2584 [2020-10-18 17:34:45,143][root][INFO] - ===> Epoch[620](3100/5): Loss -0.6332, Sem 0.0542, dir -0.9590, norm 0.2715, swav 0.0000 LR: 9.534e-02 Score 98.230 Data time: 0.0598, Forward time: 0.7739, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 2.5679 [2020-10-18 17:34:46,100][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 17:34:47,945][root][INFO] - ===> Epoch[621](3101/5): Loss -0.6277, Sem 0.0484, dir -0.9602, norm 0.2841, swav 0.0000 LR: 9.534e-02 Score 98.406 Data time: 0.0678, Forward time: 0.7738, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 1.6630 [2020-10-18 17:34:50,123][root][INFO] - ===> Epoch[621](3102/5): Loss -0.6151, Sem 0.0609, dir -0.9550, norm 0.2790, swav 0.0000 LR: 9.533e-02 Score 97.987 Data time: 0.0545, Forward time: 0.7738, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.0893 [2020-10-18 17:34:53,071][root][INFO] - ===> Epoch[621](3103/5): Loss -0.6105, Sem 0.0495, dir -0.9634, norm 0.3034, swav 0.0000 LR: 9.533e-02 Score 98.427 Data time: 0.1632, Forward time: 0.7740, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 2.8576 [2020-10-18 17:34:55,323][root][INFO] - ===> Epoch[621](3104/5): Loss -0.6150, Sem 0.0543, dir -0.9569, norm 0.2876, swav 0.0000 LR: 9.533e-02 Score 98.233 Data time: 0.0738, Forward time: 0.7740, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 2.1122 [2020-10-18 17:34:57,386][root][INFO] - ===> Epoch[621](3105/5): Loss -0.6295, Sem 0.0554, dir -0.9593, norm 0.2745, swav 0.0000 LR: 9.533e-02 Score 98.115 Data time: 0.0466, Forward time: 0.7739, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 1.9529 [2020-10-18 17:34:59,522][root][INFO] - ===> Epoch[622](3106/5): Loss -0.5911, Sem 0.0625, dir -0.9574, norm 0.3038, swav 0.0000 LR: 9.533e-02 Score 98.039 Data time: 0.0528, Forward time: 0.7738, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 2.0424 [2020-10-18 17:35:01,332][root][INFO] - ===> Epoch[622](3107/5): Loss -0.6333, Sem 0.0528, dir -0.9599, norm 0.2738, swav 0.0000 LR: 9.533e-02 Score 98.273 Data time: 0.0793, Forward time: 0.7739, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 1.7242 [2020-10-18 17:35:03,541][root][INFO] - ===> Epoch[622](3108/5): Loss -0.6219, Sem 0.0501, dir -0.9619, norm 0.2899, swav 0.0000 LR: 9.533e-02 Score 98.364 Data time: 0.1106, Forward time: 0.7739, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.1148 [2020-10-18 17:35:05,872][root][INFO] - ===> Epoch[622](3109/5): Loss -0.6006, Sem 0.0528, dir -0.9594, norm 0.3060, swav 0.0000 LR: 9.532e-02 Score 98.262 Data time: 0.0964, Forward time: 0.7739, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.2202 [2020-10-18 17:35:08,000][root][INFO] - ===> Epoch[622](3110/5): Loss -0.6285, Sem 0.0569, dir -0.9590, norm 0.2735, swav 0.0000 LR: 9.532e-02 Score 98.158 Data time: 0.2558, Forward time: 0.7739, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.0175 [2020-10-18 17:35:10,273][root][INFO] - ===> Epoch[623](3111/5): Loss -0.6239, Sem 0.0546, dir -0.9570, norm 0.2785, swav 0.0000 LR: 9.532e-02 Score 98.216 Data time: 0.0773, Forward time: 0.7739, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.1861 [2020-10-18 17:35:12,179][root][INFO] - ===> Epoch[623](3112/5): Loss -0.6066, Sem 0.0587, dir -0.9565, norm 0.2913, swav 0.0000 LR: 9.532e-02 Score 98.060 Data time: 0.0667, Forward time: 0.7739, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 1.8167 [2020-10-18 17:35:14,787][root][INFO] - ===> Epoch[623](3113/5): Loss -0.6252, Sem 0.0526, dir -0.9595, norm 0.2818, swav 0.0000 LR: 9.532e-02 Score 98.272 Data time: 0.0798, Forward time: 0.7739, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.5261 [2020-10-18 17:35:16,955][root][INFO] - ===> Epoch[623](3114/5): Loss -0.6535, Sem 0.0439, dir -0.9628, norm 0.2654, swav 0.0000 LR: 9.532e-02 Score 98.559 Data time: 0.0553, Forward time: 0.7738, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.0468 [2020-10-18 17:35:19,361][root][INFO] - ===> Epoch[623](3115/5): Loss -0.6351, Sem 0.0537, dir -0.9595, norm 0.2707, swav 0.0000 LR: 9.532e-02 Score 98.197 Data time: 0.0860, Forward time: 0.7738, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.3333 [2020-10-18 17:35:21,569][root][INFO] - ===> Epoch[624](3116/5): Loss -0.6064, Sem 0.0551, dir -0.9571, norm 0.2955, swav 0.0000 LR: 9.531e-02 Score 98.192 Data time: 0.0855, Forward time: 0.7739, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.1053 [2020-10-18 17:35:23,777][root][INFO] - ===> Epoch[624](3117/5): Loss -0.6284, Sem 0.0548, dir -0.9595, norm 0.2762, swav 0.0000 LR: 9.531e-02 Score 98.204 Data time: 0.0944, Forward time: 0.7740, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.0708 [2020-10-18 17:35:25,915][root][INFO] - ===> Epoch[624](3118/5): Loss -0.6236, Sem 0.0563, dir -0.9560, norm 0.2761, swav 0.0000 LR: 9.531e-02 Score 98.147 Data time: 0.0594, Forward time: 0.7740, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.0201 [2020-10-18 17:35:28,179][root][INFO] - ===> Epoch[624](3119/5): Loss -0.6136, Sem 0.0513, dir -0.9564, norm 0.2914, swav 0.0000 LR: 9.531e-02 Score 98.379 Data time: 0.0820, Forward time: 0.7740, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 2.1667 [2020-10-18 17:35:30,203][root][INFO] - ===> Epoch[624](3120/5): Loss -0.6289, Sem 0.0528, dir -0.9581, norm 0.2764, swav 0.0000 LR: 9.531e-02 Score 98.281 Data time: 0.0663, Forward time: 0.7740, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 1.9078 [2020-10-18 17:35:32,032][root][INFO] - ===> Epoch[625](3121/5): Loss -0.6578, Sem 0.0506, dir -0.9615, norm 0.2531, swav 0.0000 LR: 9.531e-02 Score 98.283 Data time: 0.0783, Forward time: 0.7740, Backward time: 1.1927, DDP time: 0.0030, Total iter time: 1.7358 [2020-10-18 17:35:34,475][root][INFO] - ===> Epoch[625](3122/5): Loss -0.6414, Sem 0.0498, dir -0.9596, norm 0.2684, swav 0.0000 LR: 9.530e-02 Score 98.345 Data time: 0.0596, Forward time: 0.7739, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 2.3299 [2020-10-18 17:35:36,841][root][INFO] - ===> Epoch[625](3123/5): Loss -0.6051, Sem 0.0483, dir -0.9567, norm 0.3033, swav 0.0000 LR: 9.530e-02 Score 98.422 Data time: 0.0686, Forward time: 0.7739, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.2407 [2020-10-18 17:35:39,038][root][INFO] - ===> Epoch[625](3124/5): Loss -0.6284, Sem 0.0528, dir -0.9602, norm 0.2790, swav 0.0000 LR: 9.530e-02 Score 98.248 Data time: 0.0877, Forward time: 0.7739, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 2.0883 [2020-10-18 17:35:41,076][root][INFO] - ===> Epoch[625](3125/5): Loss -0.6405, Sem 0.0521, dir -0.9589, norm 0.2663, swav 0.0000 LR: 9.530e-02 Score 98.251 Data time: 0.0738, Forward time: 0.7739, Backward time: 1.1927, DDP time: 0.0030, Total iter time: 1.9359 [2020-10-18 17:35:43,605][root][INFO] - ===> Epoch[626](3126/5): Loss -0.6216, Sem 0.0520, dir -0.9575, norm 0.2840, swav 0.0000 LR: 9.530e-02 Score 98.294 Data time: 0.0458, Forward time: 0.7739, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.4119 [2020-10-18 17:35:45,624][root][INFO] - ===> Epoch[626](3127/5): Loss -0.6224, Sem 0.0521, dir -0.9614, norm 0.2868, swav 0.0000 LR: 9.530e-02 Score 98.342 Data time: 0.0600, Forward time: 0.7738, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 1.9345 [2020-10-18 17:35:47,848][root][INFO] - ===> Epoch[626](3128/5): Loss -0.6486, Sem 0.0462, dir -0.9614, norm 0.2666, swav 0.0000 LR: 9.530e-02 Score 98.428 Data time: 0.0790, Forward time: 0.7738, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.1398 [2020-10-18 17:35:49,619][root][INFO] - ===> Epoch[626](3129/5): Loss -0.6418, Sem 0.0560, dir -0.9609, norm 0.2631, swav 0.0000 LR: 9.529e-02 Score 98.124 Data time: 0.1688, Forward time: 0.7738, Backward time: 1.1927, DDP time: 0.0030, Total iter time: 1.6449 [2020-10-18 17:35:52,577][root][INFO] - ===> Epoch[626](3130/5): Loss -0.6385, Sem 0.0483, dir -0.9611, norm 0.2742, swav 0.0000 LR: 9.529e-02 Score 98.423 Data time: 0.1061, Forward time: 0.7739, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.8551 [2020-10-18 17:35:54,515][root][INFO] - ===> Epoch[627](3131/5): Loss -0.6113, Sem 0.0520, dir -0.9609, norm 0.2976, swav 0.0000 LR: 9.529e-02 Score 98.289 Data time: 0.0523, Forward time: 0.7738, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 1.7982 [2020-10-18 17:35:56,829][root][INFO] - ===> Epoch[627](3132/5): Loss -0.6370, Sem 0.0583, dir -0.9570, norm 0.2618, swav 0.0000 LR: 9.529e-02 Score 98.066 Data time: 0.0703, Forward time: 0.7738, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.2083 [2020-10-18 17:35:59,247][root][INFO] - ===> Epoch[627](3133/5): Loss -0.6091, Sem 0.0557, dir -0.9597, norm 0.2949, swav 0.0000 LR: 9.529e-02 Score 98.201 Data time: 0.0781, Forward time: 0.7738, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.3003 [2020-10-18 17:36:01,385][root][INFO] - ===> Epoch[627](3134/5): Loss -0.6328, Sem 0.0496, dir -0.9622, norm 0.2798, swav 0.0000 LR: 9.529e-02 Score 98.343 Data time: 0.0882, Forward time: 0.7738, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.0171 [2020-10-18 17:36:03,673][root][INFO] - ===> Epoch[627](3135/5): Loss -0.6447, Sem 0.0486, dir -0.9611, norm 0.2678, swav 0.0000 LR: 9.529e-02 Score 98.397 Data time: 0.0714, Forward time: 0.7738, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.1699 [2020-10-18 17:36:05,817][root][INFO] - ===> Epoch[628](3136/5): Loss -0.5989, Sem 0.0531, dir -0.9561, norm 0.3042, swav 0.0000 LR: 9.528e-02 Score 98.294 Data time: 0.0912, Forward time: 0.7739, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 2.0381 [2020-10-18 17:36:07,885][root][INFO] - ===> Epoch[628](3137/5): Loss -0.6403, Sem 0.0519, dir -0.9612, norm 0.2690, swav 0.0000 LR: 9.528e-02 Score 98.307 Data time: 0.0651, Forward time: 0.7739, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 1.9606 [2020-10-18 17:36:10,009][root][INFO] - ===> Epoch[628](3138/5): Loss -0.6448, Sem 0.0525, dir -0.9582, norm 0.2610, swav 0.0000 LR: 9.528e-02 Score 98.257 Data time: 0.0855, Forward time: 0.7739, Backward time: 1.1927, DDP time: 0.0030, Total iter time: 2.0106 [2020-10-18 17:36:12,989][root][INFO] - ===> Epoch[628](3139/5): Loss -0.6370, Sem 0.0507, dir -0.9599, norm 0.2722, swav 0.0000 LR: 9.528e-02 Score 98.336 Data time: 0.0697, Forward time: 0.7739, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.8368 [2020-10-18 17:36:15,302][root][INFO] - ===> Epoch[628](3140/5): Loss -0.6652, Sem 0.0436, dir -0.9652, norm 0.2564, swav 0.0000 LR: 9.528e-02 Score 98.572 Data time: 0.0826, Forward time: 0.7739, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.2106 [2020-10-18 17:36:17,391][root][INFO] - ===> Epoch[629](3141/5): Loss -0.6072, Sem 0.0520, dir -0.9595, norm 0.3002, swav 0.0000 LR: 9.528e-02 Score 98.357 Data time: 0.0740, Forward time: 0.7739, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 1.9669 [2020-10-18 17:36:19,523][root][INFO] - ===> Epoch[629](3142/5): Loss -0.6308, Sem 0.0497, dir -0.9577, norm 0.2773, swav 0.0000 LR: 9.527e-02 Score 98.348 Data time: 0.1174, Forward time: 0.7739, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.0316 [2020-10-18 17:36:21,527][root][INFO] - ===> Epoch[629](3143/5): Loss -0.6476, Sem 0.0480, dir -0.9592, norm 0.2636, swav 0.0000 LR: 9.527e-02 Score 98.391 Data time: 0.0797, Forward time: 0.7739, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 1.8786 [2020-10-18 17:36:23,691][root][INFO] - ===> Epoch[629](3144/5): Loss -0.6259, Sem 0.0490, dir -0.9593, norm 0.2844, swav 0.0000 LR: 9.527e-02 Score 98.360 Data time: 0.0838, Forward time: 0.7739, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 2.0511 [2020-10-18 17:36:25,898][root][INFO] - ===> Epoch[629](3145/5): Loss -0.6135, Sem 0.0577, dir -0.9587, norm 0.2875, swav 0.0000 LR: 9.527e-02 Score 98.130 Data time: 0.0871, Forward time: 0.7739, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 2.0923 [2020-10-18 17:36:28,533][root][INFO] - ===> Epoch[630](3146/5): Loss -0.6423, Sem 0.0501, dir -0.9619, norm 0.2695, swav 0.0000 LR: 9.527e-02 Score 98.305 Data time: 0.0836, Forward time: 0.7740, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 2.5195 [2020-10-18 17:36:30,727][root][INFO] - ===> Epoch[630](3147/5): Loss -0.6237, Sem 0.0481, dir -0.9586, norm 0.2868, swav 0.0000 LR: 9.527e-02 Score 98.398 Data time: 0.0629, Forward time: 0.7740, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 2.0644 [2020-10-18 17:36:32,827][root][INFO] - ===> Epoch[630](3148/5): Loss -0.6028, Sem 0.0454, dir -0.9582, norm 0.3100, swav 0.0000 LR: 9.527e-02 Score 98.491 Data time: 0.0773, Forward time: 0.7740, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 2.0006 [2020-10-18 17:36:35,835][root][INFO] - ===> Epoch[630](3149/5): Loss -0.6526, Sem 0.0507, dir -0.9639, norm 0.2606, swav 0.0000 LR: 9.526e-02 Score 98.351 Data time: 0.1233, Forward time: 0.7739, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 2.8997 [2020-10-18 17:36:37,950][root][INFO] - ===> Epoch[630](3150/5): Loss -0.6375, Sem 0.0542, dir -0.9590, norm 0.2673, swav 0.0000 LR: 9.526e-02 Score 98.174 Data time: 0.0924, Forward time: 0.7740, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.0020 [2020-10-18 17:36:40,060][root][INFO] - ===> Epoch[631](3151/5): Loss -0.6238, Sem 0.0558, dir -0.9601, norm 0.2805, swav 0.0000 LR: 9.526e-02 Score 98.177 Data time: 0.0605, Forward time: 0.7739, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 1.9956 [2020-10-18 17:36:42,215][root][INFO] - ===> Epoch[631](3152/5): Loss -0.6487, Sem 0.0465, dir -0.9623, norm 0.2671, swav 0.0000 LR: 9.526e-02 Score 98.424 Data time: 0.0658, Forward time: 0.7739, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.0771 [2020-10-18 17:36:44,310][root][INFO] - ===> Epoch[631](3153/5): Loss -0.6225, Sem 0.0507, dir -0.9587, norm 0.2855, swav 0.0000 LR: 9.526e-02 Score 98.360 Data time: 0.0541, Forward time: 0.7739, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.0212 [2020-10-18 17:36:46,413][root][INFO] - ===> Epoch[631](3154/5): Loss -0.6435, Sem 0.0511, dir -0.9598, norm 0.2652, swav 0.0000 LR: 9.526e-02 Score 98.287 Data time: 0.0568, Forward time: 0.7738, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.0065 [2020-10-18 17:36:48,397][root][INFO] - ===> Epoch[631](3155/5): Loss -0.6030, Sem 0.0529, dir -0.9590, norm 0.3032, swav 0.0000 LR: 9.525e-02 Score 98.290 Data time: 0.1077, Forward time: 0.7738, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 1.9081 [2020-10-18 17:36:50,755][root][INFO] - ===> Epoch[632](3156/5): Loss -0.6514, Sem 0.0423, dir -0.9637, norm 0.2700, swav 0.0000 LR: 9.525e-02 Score 98.619 Data time: 0.0803, Forward time: 0.7738, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 2.2673 [2020-10-18 17:36:53,762][root][INFO] - ===> Epoch[632](3157/5): Loss -0.6294, Sem 0.0502, dir -0.9588, norm 0.2792, swav 0.0000 LR: 9.525e-02 Score 98.330 Data time: 0.0737, Forward time: 0.7738, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 2.8945 [2020-10-18 17:36:56,086][root][INFO] - ===> Epoch[632](3158/5): Loss -0.6465, Sem 0.0504, dir -0.9601, norm 0.2632, swav 0.0000 LR: 9.525e-02 Score 98.378 Data time: 0.0802, Forward time: 0.7738, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 2.2187 [2020-10-18 17:36:58,216][root][INFO] - ===> Epoch[632](3159/5): Loss -0.6293, Sem 0.0535, dir -0.9596, norm 0.2767, swav 0.0000 LR: 9.525e-02 Score 98.240 Data time: 0.0725, Forward time: 0.7738, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 2.0206 [2020-10-18 17:37:00,175][root][INFO] - ===> Epoch[632](3160/5): Loss -0.6512, Sem 0.0507, dir -0.9606, norm 0.2588, swav 0.0000 LR: 9.525e-02 Score 98.317 Data time: 0.0565, Forward time: 0.7738, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 1.8599 [2020-10-18 17:37:02,592][root][INFO] - ===> Epoch[633](3161/5): Loss -0.6211, Sem 0.0477, dir -0.9608, norm 0.2920, swav 0.0000 LR: 9.525e-02 Score 98.423 Data time: 0.0785, Forward time: 0.7738, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 2.3170 [2020-10-18 17:37:04,568][root][INFO] - ===> Epoch[633](3162/5): Loss -0.6421, Sem 0.0512, dir -0.9586, norm 0.2652, swav 0.0000 LR: 9.524e-02 Score 98.319 Data time: 0.0635, Forward time: 0.7738, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 1.8566 [2020-10-18 17:37:06,600][root][INFO] - ===> Epoch[633](3163/5): Loss -0.6481, Sem 0.0495, dir -0.9609, norm 0.2632, swav 0.0000 LR: 9.524e-02 Score 98.358 Data time: 0.0680, Forward time: 0.7737, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 1.9449 [2020-10-18 17:37:09,065][root][INFO] - ===> Epoch[633](3164/5): Loss -0.6453, Sem 0.0492, dir -0.9586, norm 0.2641, swav 0.0000 LR: 9.524e-02 Score 98.370 Data time: 0.0629, Forward time: 0.7737, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 2.3548 [2020-10-18 17:37:11,265][root][INFO] - ===> Epoch[633](3165/5): Loss -0.6617, Sem 0.0439, dir -0.9642, norm 0.2585, swav 0.0000 LR: 9.524e-02 Score 98.534 Data time: 0.0877, Forward time: 0.7737, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 2.1145 [2020-10-18 17:37:13,451][root][INFO] - ===> Epoch[634](3166/5): Loss -0.6115, Sem 0.0465, dir -0.9586, norm 0.3007, swav 0.0000 LR: 9.524e-02 Score 98.477 Data time: 0.1045, Forward time: 0.7738, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 2.0660 [2020-10-18 17:37:16,252][root][INFO] - ===> Epoch[634](3167/5): Loss -0.6249, Sem 0.0536, dir -0.9577, norm 0.2792, swav 0.0000 LR: 9.524e-02 Score 98.217 Data time: 0.0700, Forward time: 0.7737, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 2.6987 [2020-10-18 17:37:18,431][root][INFO] - ===> Epoch[634](3168/5): Loss -0.6297, Sem 0.0484, dir -0.9630, norm 0.2849, swav 0.0000 LR: 9.524e-02 Score 98.388 Data time: 0.0502, Forward time: 0.7737, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 2.1011 [2020-10-18 17:37:20,749][root][INFO] - ===> Epoch[634](3169/5): Loss -0.6335, Sem 0.0552, dir -0.9561, norm 0.2674, swav 0.0000 LR: 9.523e-02 Score 98.197 Data time: 0.0549, Forward time: 0.7736, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 2.2478 [2020-10-18 17:37:22,360][root][INFO] - ===> Epoch[634](3170/5): Loss -0.6548, Sem 0.0499, dir -0.9601, norm 0.2554, swav 0.0000 LR: 9.523e-02 Score 98.368 Data time: 0.0536, Forward time: 0.7735, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 1.5230 [2020-10-18 17:37:24,936][root][INFO] - ===> Epoch[635](3171/5): Loss -0.6195, Sem 0.0510, dir -0.9588, norm 0.2883, swav 0.0000 LR: 9.523e-02 Score 98.371 Data time: 0.0655, Forward time: 0.7735, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.5016 [2020-10-18 17:37:26,992][root][INFO] - ===> Epoch[635](3172/5): Loss -0.6298, Sem 0.0461, dir -0.9606, norm 0.2846, swav 0.0000 LR: 9.523e-02 Score 98.450 Data time: 0.0792, Forward time: 0.7735, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 1.9486 [2020-10-18 17:37:29,619][root][INFO] - ===> Epoch[635](3173/5): Loss -0.6556, Sem 0.0471, dir -0.9631, norm 0.2604, swav 0.0000 LR: 9.523e-02 Score 98.452 Data time: 0.1043, Forward time: 0.7737, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 2.5103 [2020-10-18 17:37:32,100][root][INFO] - ===> Epoch[635](3174/5): Loss -0.5976, Sem 0.0551, dir -0.9553, norm 0.3026, swav 0.0000 LR: 9.523e-02 Score 98.211 Data time: 0.0545, Forward time: 0.7736, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.3727 [2020-10-18 17:37:34,108][root][INFO] - ===> Epoch[635](3175/5): Loss -0.6245, Sem 0.0556, dir -0.9593, norm 0.2793, swav 0.0000 LR: 9.522e-02 Score 98.129 Data time: 0.0652, Forward time: 0.7736, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 1.9136 [2020-10-18 17:37:36,091][root][INFO] - ===> Epoch[636](3176/5): Loss -0.6241, Sem 0.0491, dir -0.9592, norm 0.2860, swav 0.0000 LR: 9.522e-02 Score 98.364 Data time: 0.0833, Forward time: 0.7736, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 1.8963 [2020-10-18 17:37:38,090][root][INFO] - ===> Epoch[636](3177/5): Loss -0.6444, Sem 0.0533, dir -0.9614, norm 0.2636, swav 0.0000 LR: 9.522e-02 Score 98.238 Data time: 0.0515, Forward time: 0.7735, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 1.8831 [2020-10-18 17:37:40,046][root][INFO] - ===> Epoch[636](3178/5): Loss -0.5779, Sem 0.0581, dir -0.9516, norm 0.3155, swav 0.0000 LR: 9.522e-02 Score 98.140 Data time: 0.0759, Forward time: 0.7735, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 1.8589 [2020-10-18 17:37:42,461][root][INFO] - ===> Epoch[636](3179/5): Loss -0.6520, Sem 0.0463, dir -0.9633, norm 0.2650, swav 0.0000 LR: 9.522e-02 Score 98.450 Data time: 0.0685, Forward time: 0.7735, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 2.3012 [2020-10-18 17:37:45,210][root][INFO] - ===> Epoch[636](3180/5): Loss -0.6115, Sem 0.0503, dir -0.9618, norm 0.3000, swav 0.0000 LR: 9.522e-02 Score 98.338 Data time: 0.0613, Forward time: 0.7735, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.6445 [2020-10-18 17:37:47,346][root][INFO] - ===> Epoch[637](3181/5): Loss -0.6335, Sem 0.0483, dir -0.9598, norm 0.2779, swav 0.0000 LR: 9.522e-02 Score 98.369 Data time: 0.1115, Forward time: 0.7735, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.0293 [2020-10-18 17:37:49,027][root][INFO] - ===> Epoch[637](3182/5): Loss -0.6203, Sem 0.0589, dir -0.9563, norm 0.2771, swav 0.0000 LR: 9.521e-02 Score 98.053 Data time: 0.0628, Forward time: 0.7735, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 1.5610 [2020-10-18 17:37:51,502][root][INFO] - ===> Epoch[637](3183/5): Loss -0.6276, Sem 0.0474, dir -0.9588, norm 0.2838, swav 0.0000 LR: 9.521e-02 Score 98.450 Data time: 0.0572, Forward time: 0.7735, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.3781 [2020-10-18 17:37:53,885][root][INFO] - ===> Epoch[637](3184/5): Loss -0.6366, Sem 0.0556, dir -0.9626, norm 0.2704, swav 0.0000 LR: 9.521e-02 Score 98.224 Data time: 0.0700, Forward time: 0.7734, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.2960 [2020-10-18 17:37:56,068][root][INFO] - ===> Epoch[637](3185/5): Loss -0.6112, Sem 0.0567, dir -0.9527, norm 0.2848, swav 0.0000 LR: 9.521e-02 Score 98.171 Data time: 0.0960, Forward time: 0.7734, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.0678 [2020-10-18 17:37:58,316][root][INFO] - ===> Epoch[638](3186/5): Loss -0.6165, Sem 0.0476, dir -0.9608, norm 0.2966, swav 0.0000 LR: 9.521e-02 Score 98.464 Data time: 0.0680, Forward time: 0.7734, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.1383 [2020-10-18 17:38:00,704][root][INFO] - ===> Epoch[638](3187/5): Loss -0.6161, Sem 0.0533, dir -0.9572, norm 0.2878, swav 0.0000 LR: 9.521e-02 Score 98.286 Data time: 0.0629, Forward time: 0.7734, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.2803 [2020-10-18 17:38:03,317][root][INFO] - ===> Epoch[638](3188/5): Loss -0.6142, Sem 0.0593, dir -0.9577, norm 0.2842, swav 0.0000 LR: 9.521e-02 Score 98.094 Data time: 0.0784, Forward time: 0.7734, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.5245 [2020-10-18 17:38:05,199][root][INFO] - ===> Epoch[638](3189/5): Loss -0.6434, Sem 0.0511, dir -0.9585, norm 0.2640, swav 0.0000 LR: 9.520e-02 Score 98.255 Data time: 0.0869, Forward time: 0.7734, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 1.7737 [2020-10-18 17:38:07,335][root][INFO] - ===> Epoch[638](3190/5): Loss -0.6422, Sem 0.0464, dir -0.9637, norm 0.2752, swav 0.0000 LR: 9.520e-02 Score 98.474 Data time: 0.0794, Forward time: 0.7734, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.0041 [2020-10-18 17:38:10,165][root][INFO] - ===> Epoch[639](3191/5): Loss -0.6042, Sem 0.0571, dir -0.9576, norm 0.2963, swav 0.0000 LR: 9.520e-02 Score 98.109 Data time: 0.0703, Forward time: 0.7734, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.7215 [2020-10-18 17:38:13,030][root][INFO] - ===> Epoch[639](3192/5): Loss -0.6466, Sem 0.0421, dir -0.9614, norm 0.2727, swav 0.0000 LR: 9.520e-02 Score 98.635 Data time: 0.0576, Forward time: 0.7733, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.7471 [2020-10-18 17:38:15,483][root][INFO] - ===> Epoch[639](3193/5): Loss -0.6097, Sem 0.0511, dir -0.9585, norm 0.2977, swav 0.0000 LR: 9.520e-02 Score 98.327 Data time: 0.0571, Forward time: 0.7733, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.3514 [2020-10-18 17:38:17,725][root][INFO] - ===> Epoch[639](3194/5): Loss -0.6464, Sem 0.0500, dir -0.9609, norm 0.2645, swav 0.0000 LR: 9.520e-02 Score 98.347 Data time: 0.0668, Forward time: 0.7733, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.1538 [2020-10-18 17:38:19,874][root][INFO] - ===> Epoch[639](3195/5): Loss -0.6395, Sem 0.0509, dir -0.9637, norm 0.2734, swav 0.0000 LR: 9.519e-02 Score 98.336 Data time: 0.0662, Forward time: 0.7732, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.0486 [2020-10-18 17:38:21,850][root][INFO] - ===> Epoch[640](3196/5): Loss -0.6241, Sem 0.0574, dir -0.9567, norm 0.2751, swav 0.0000 LR: 9.519e-02 Score 98.091 Data time: 0.0709, Forward time: 0.7732, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.8890 [2020-10-18 17:38:24,685][root][INFO] - ===> Epoch[640](3197/5): Loss -0.6375, Sem 0.0486, dir -0.9597, norm 0.2736, swav 0.0000 LR: 9.519e-02 Score 98.433 Data time: 0.1150, Forward time: 0.7734, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.7347 [2020-10-18 17:38:26,964][root][INFO] - ===> Epoch[640](3198/5): Loss -0.6294, Sem 0.0492, dir -0.9593, norm 0.2808, swav 0.0000 LR: 9.519e-02 Score 98.396 Data time: 0.1639, Forward time: 0.7735, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.1539 [2020-10-18 17:38:29,177][root][INFO] - ===> Epoch[640](3199/5): Loss -0.6517, Sem 0.0431, dir -0.9621, norm 0.2673, swav 0.0000 LR: 9.519e-02 Score 98.587 Data time: 0.0822, Forward time: 0.7735, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.0938 [2020-10-18 17:38:31,276][root][INFO] - ===> Epoch[640](3200/5): Loss -0.6277, Sem 0.0583, dir -0.9600, norm 0.2739, swav 0.0000 LR: 9.519e-02 Score 98.099 Data time: 0.0894, Forward time: 0.7735, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.9953 [2020-10-18 17:38:32,306][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 17:38:32,474][root][INFO] - ===> Start testing [2020-10-18 17:39:08,423][root][INFO] - 68/68: Data time: 0.0022, Iter time: 0.1253 Loss 0.218 (AVG: 0.432) Score 94.537 (AVG: 90.392) mIOU 68.977 mAP 84.541 mAcc 75.690 IOU: 61.525 0.000 76.796 73.922 95.369 91.995 32.705 76.034 98.703 64.492 81.634 85.096 58.435 mAP: 83.819 6.989 96.854 90.434 99.075 98.270 61.199 94.615 99.832 85.453 94.611 95.201 92.687 mAcc: 75.596 0.000 90.107 83.612 96.734 94.879 36.630 88.751 99.466 66.801 90.665 95.612 65.122 [2020-10-18 17:39:08,424][root][INFO] - Finished test. Elapsed time: 35.9486 [2020-10-18 17:39:11,355][root][INFO] - [2020-10-18 17:39:11,355][root][INFO] - ################################################################ [2020-10-18 17:39:11,355][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 17:39:11,355][root][INFO] - ################################################################ [2020-10-18 17:39:11,355][root][INFO] - clutter : nan nan nan [2020-10-18 17:39:11,355][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 17:39:11,355][root][INFO] - board : 0.801 0.873 0.924 [2020-10-18 17:39:11,355][root][INFO] - bookcase : 0.230 0.360 0.524 [2020-10-18 17:39:11,355][root][INFO] - ceiling : 0.598 0.621 0.668 [2020-10-18 17:39:11,356][root][INFO] - chair : 0.768 0.869 0.881 [2020-10-18 17:39:11,356][root][INFO] - column : 0.182 0.265 0.464 [2020-10-18 17:39:11,356][root][INFO] - door : 0.612 0.766 0.883 [2020-10-18 17:39:11,356][root][INFO] - floor : 0.738 0.777 0.810 [2020-10-18 17:39:11,356][root][INFO] - sofa : 0.345 0.636 0.636 [2020-10-18 17:39:11,356][root][INFO] - table : 0.172 0.351 0.654 [2020-10-18 17:39:11,356][root][INFO] - wall : 0.470 0.701 0.797 [2020-10-18 17:39:11,356][root][INFO] - window : 0.509 0.779 0.779 [2020-10-18 17:39:11,356][root][INFO] - ---------------------------------------------------------------- [2020-10-18 17:39:11,356][root][INFO] - average : 0.452 0.583 0.668 [2020-10-18 17:39:11,356][root][INFO] - [2020-10-18 17:39:11,518][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 17:39:12,369][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-10-18 17:39:12,518][root][INFO] - Current best mIoU: 68.977 at iter 3200 [2020-10-18 17:39:14,293][root][INFO] - ===> Epoch[641](3201/5): Loss -0.6353, Sem 0.0494, dir -0.9587, norm 0.2740, swav 0.0000 LR: 9.519e-02 Score 98.331 Data time: 0.0840, Forward time: 0.7735, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.7702 [2020-10-18 17:39:16,628][root][INFO] - ===> Epoch[641](3202/5): Loss -0.5994, Sem 0.0528, dir -0.9599, norm 0.3077, swav 0.0000 LR: 9.518e-02 Score 98.292 Data time: 0.0515, Forward time: 0.7734, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.2264 [2020-10-18 17:39:18,921][root][INFO] - ===> Epoch[641](3203/5): Loss -0.6437, Sem 0.0464, dir -0.9618, norm 0.2716, swav 0.0000 LR: 9.518e-02 Score 98.479 Data time: 0.0610, Forward time: 0.7734, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.2234 [2020-10-18 17:39:20,990][root][INFO] - ===> Epoch[641](3204/5): Loss -0.6507, Sem 0.0488, dir -0.9596, norm 0.2600, swav 0.0000 LR: 9.518e-02 Score 98.376 Data time: 0.0790, Forward time: 0.7734, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.9801 [2020-10-18 17:39:23,542][root][INFO] - ===> Epoch[641](3205/5): Loss -0.6044, Sem 0.0486, dir -0.9588, norm 0.3058, swav 0.0000 LR: 9.518e-02 Score 98.429 Data time: 0.1074, Forward time: 0.7735, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.4379 [2020-10-18 17:39:25,857][root][INFO] - ===> Epoch[642](3206/5): Loss -0.6276, Sem 0.0474, dir -0.9597, norm 0.2847, swav 0.0000 LR: 9.518e-02 Score 98.451 Data time: 0.0908, Forward time: 0.7735, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.1956 [2020-10-18 17:39:27,963][root][INFO] - ===> Epoch[642](3207/5): Loss -0.6170, Sem 0.0532, dir -0.9570, norm 0.2868, swav 0.0000 LR: 9.518e-02 Score 98.226 Data time: 0.0614, Forward time: 0.7735, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.0083 [2020-10-18 17:39:30,194][root][INFO] - ===> Epoch[642](3208/5): Loss -0.6429, Sem 0.0476, dir -0.9622, norm 0.2716, swav 0.0000 LR: 9.517e-02 Score 98.443 Data time: 0.0640, Forward time: 0.7734, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.1387 [2020-10-18 17:39:32,231][root][INFO] - ===> Epoch[642](3209/5): Loss -0.6328, Sem 0.0529, dir -0.9605, norm 0.2748, swav 0.0000 LR: 9.517e-02 Score 98.245 Data time: 0.0532, Forward time: 0.7733, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.9203 [2020-10-18 17:39:34,388][root][INFO] - ===> Epoch[642](3210/5): Loss -0.6027, Sem 0.0550, dir -0.9554, norm 0.2976, swav 0.0000 LR: 9.517e-02 Score 98.177 Data time: 0.0853, Forward time: 0.7734, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.0821 [2020-10-18 17:39:36,825][root][INFO] - ===> Epoch[643](3211/5): Loss -0.6566, Sem 0.0465, dir -0.9632, norm 0.2602, swav 0.0000 LR: 9.517e-02 Score 98.445 Data time: 0.0417, Forward time: 0.7733, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.3329 [2020-10-18 17:39:38,944][root][INFO] - ===> Epoch[643](3212/5): Loss -0.6082, Sem 0.0516, dir -0.9589, norm 0.2990, swav 0.0000 LR: 9.517e-02 Score 98.298 Data time: 0.0421, Forward time: 0.7732, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.0457 [2020-10-18 17:39:41,364][root][INFO] - ===> Epoch[643](3213/5): Loss -0.6142, Sem 0.0491, dir -0.9596, norm 0.2964, swav 0.0000 LR: 9.517e-02 Score 98.375 Data time: 0.1057, Forward time: 0.7733, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.3166 [2020-10-18 17:39:43,646][root][INFO] - ===> Epoch[643](3214/5): Loss -0.6505, Sem 0.0412, dir -0.9654, norm 0.2736, swav 0.0000 LR: 9.517e-02 Score 98.625 Data time: 0.1319, Forward time: 0.7734, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.0787 [2020-10-18 17:39:45,721][root][INFO] - ===> Epoch[643](3215/5): Loss -0.6260, Sem 0.0487, dir -0.9580, norm 0.2833, swav 0.0000 LR: 9.516e-02 Score 98.380 Data time: 0.0832, Forward time: 0.7734, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.9571 [2020-10-18 17:39:48,391][root][INFO] - ===> Epoch[644](3216/5): Loss -0.5933, Sem 0.0634, dir -0.9541, norm 0.2974, swav 0.0000 LR: 9.516e-02 Score 97.948 Data time: 0.0562, Forward time: 0.7734, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.5562 [2020-10-18 17:39:50,342][root][INFO] - ===> Epoch[644](3217/5): Loss -0.6280, Sem 0.0556, dir -0.9582, norm 0.2746, swav 0.0000 LR: 9.516e-02 Score 98.096 Data time: 0.0604, Forward time: 0.7733, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.8702 [2020-10-18 17:39:52,715][root][INFO] - ===> Epoch[644](3218/5): Loss -0.6364, Sem 0.0511, dir -0.9636, norm 0.2761, swav 0.0000 LR: 9.516e-02 Score 98.356 Data time: 0.0903, Forward time: 0.7734, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.2766 [2020-10-18 17:39:54,721][root][INFO] - ===> Epoch[644](3219/5): Loss -0.6264, Sem 0.0482, dir -0.9597, norm 0.2851, swav 0.0000 LR: 9.516e-02 Score 98.449 Data time: 0.0709, Forward time: 0.7734, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.8928 [2020-10-18 17:39:56,945][root][INFO] - ===> Epoch[644](3220/5): Loss -0.6013, Sem 0.0533, dir -0.9562, norm 0.3015, swav 0.0000 LR: 9.516e-02 Score 98.211 Data time: 0.0806, Forward time: 0.7734, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.1296 [2020-10-18 17:39:58,924][root][INFO] - ===> Epoch[645](3221/5): Loss -0.6260, Sem 0.0495, dir -0.9598, norm 0.2842, swav 0.0000 LR: 9.516e-02 Score 98.341 Data time: 0.0864, Forward time: 0.7734, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.8497 [2020-10-18 17:40:00,924][root][INFO] - ===> Epoch[645](3222/5): Loss -0.6200, Sem 0.0588, dir -0.9574, norm 0.2786, swav 0.0000 LR: 9.515e-02 Score 98.063 Data time: 0.0567, Forward time: 0.7734, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.8980 [2020-10-18 17:40:03,863][root][INFO] - ===> Epoch[645](3223/5): Loss -0.6176, Sem 0.0506, dir -0.9584, norm 0.2902, swav 0.0000 LR: 9.515e-02 Score 98.321 Data time: 0.0780, Forward time: 0.7734, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.8658 [2020-10-18 17:40:06,425][root][INFO] - ===> Epoch[645](3224/5): Loss -0.6186, Sem 0.0461, dir -0.9605, norm 0.2958, swav 0.0000 LR: 9.515e-02 Score 98.453 Data time: 0.0738, Forward time: 0.7734, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.4527 [2020-10-18 17:40:08,463][root][INFO] - ===> Epoch[645](3225/5): Loss -0.6433, Sem 0.0460, dir -0.9628, norm 0.2735, swav 0.0000 LR: 9.515e-02 Score 98.511 Data time: 0.0728, Forward time: 0.7734, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.9197 [2020-10-18 17:40:10,515][root][INFO] - ===> Epoch[646](3226/5): Loss -0.5964, Sem 0.0525, dir -0.9584, norm 0.3095, swav 0.0000 LR: 9.515e-02 Score 98.281 Data time: 0.0507, Forward time: 0.7734, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.9489 [2020-10-18 17:40:12,855][root][INFO] - ===> Epoch[646](3227/5): Loss -0.6133, Sem 0.0481, dir -0.9595, norm 0.2981, swav 0.0000 LR: 9.515e-02 Score 98.374 Data time: 0.0914, Forward time: 0.7735, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.2272 [2020-10-18 17:40:14,842][root][INFO] - ===> Epoch[646](3228/5): Loss -0.6056, Sem 0.0529, dir -0.9570, norm 0.2985, swav 0.0000 LR: 9.514e-02 Score 98.213 Data time: 0.0688, Forward time: 0.7734, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.8645 [2020-10-18 17:40:16,826][root][INFO] - ===> Epoch[646](3229/5): Loss -0.6338, Sem 0.0531, dir -0.9598, norm 0.2728, swav 0.0000 LR: 9.514e-02 Score 98.232 Data time: 0.0636, Forward time: 0.7734, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.9013 [2020-10-18 17:40:18,987][root][INFO] - ===> Epoch[646](3230/5): Loss -0.6133, Sem 0.0477, dir -0.9602, norm 0.2992, swav 0.0000 LR: 9.514e-02 Score 98.454 Data time: 0.0559, Forward time: 0.7734, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.0705 [2020-10-18 17:40:21,162][root][INFO] - ===> Epoch[647](3231/5): Loss -0.6026, Sem 0.0480, dir -0.9587, norm 0.3081, swav 0.0000 LR: 9.514e-02 Score 98.422 Data time: 0.0630, Forward time: 0.7733, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.0942 [2020-10-18 17:40:23,277][root][INFO] - ===> Epoch[647](3232/5): Loss -0.5869, Sem 0.0561, dir -0.9541, norm 0.3111, swav 0.0000 LR: 9.514e-02 Score 98.131 Data time: 0.0474, Forward time: 0.7733, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.9862 [2020-10-18 17:40:25,483][root][INFO] - ===> Epoch[647](3233/5): Loss -0.6218, Sem 0.0476, dir -0.9612, norm 0.2918, swav 0.0000 LR: 9.514e-02 Score 98.418 Data time: 0.0948, Forward time: 0.7733, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.1284 [2020-10-18 17:40:27,754][root][INFO] - ===> Epoch[647](3234/5): Loss -0.6077, Sem 0.0482, dir -0.9569, norm 0.3010, swav 0.0000 LR: 9.514e-02 Score 98.398 Data time: 0.0694, Forward time: 0.7734, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.1665 [2020-10-18 17:40:29,888][root][INFO] - ===> Epoch[647](3235/5): Loss -0.5760, Sem 0.0547, dir -0.9547, norm 0.3240, swav 0.0000 LR: 9.513e-02 Score 98.190 Data time: 0.0917, Forward time: 0.7734, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.0433 [2020-10-18 17:40:32,076][root][INFO] - ===> Epoch[648](3236/5): Loss -0.6461, Sem 0.0430, dir -0.9667, norm 0.2776, swav 0.0000 LR: 9.513e-02 Score 98.540 Data time: 0.0759, Forward time: 0.7734, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.0905 [2020-10-18 17:40:34,882][root][INFO] - ===> Epoch[648](3237/5): Loss -0.6020, Sem 0.0477, dir -0.9568, norm 0.3072, swav 0.0000 LR: 9.513e-02 Score 98.457 Data time: 0.0521, Forward time: 0.7734, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.7207 [2020-10-18 17:40:37,037][root][INFO] - ===> Epoch[648](3238/5): Loss -0.6228, Sem 0.0468, dir -0.9613, norm 0.2916, swav 0.0000 LR: 9.513e-02 Score 98.466 Data time: 0.0700, Forward time: 0.7734, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.1057 [2020-10-18 17:40:39,070][root][INFO] - ===> Epoch[648](3239/5): Loss -0.6405, Sem 0.0481, dir -0.9600, norm 0.2714, swav 0.0000 LR: 9.513e-02 Score 98.388 Data time: 0.0519, Forward time: 0.7733, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.9318 [2020-10-18 17:40:41,305][root][INFO] - ===> Epoch[648](3240/5): Loss -0.6235, Sem 0.0487, dir -0.9617, norm 0.2896, swav 0.0000 LR: 9.513e-02 Score 98.376 Data time: 0.0694, Forward time: 0.7733, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.1628 [2020-10-18 17:40:44,069][root][INFO] - ===> Epoch[649](3241/5): Loss -0.5920, Sem 0.0528, dir -0.9575, norm 0.3128, swav 0.0000 LR: 9.513e-02 Score 98.260 Data time: 0.0834, Forward time: 0.7733, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.6783 [2020-10-18 17:40:46,135][root][INFO] - ===> Epoch[649](3242/5): Loss -0.6351, Sem 0.0541, dir -0.9615, norm 0.2723, swav 0.0000 LR: 9.512e-02 Score 98.196 Data time: 0.0889, Forward time: 0.7733, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.9591 [2020-10-18 17:40:48,422][root][INFO] - ===> Epoch[649](3243/5): Loss -0.5862, Sem 0.0499, dir -0.9588, norm 0.3226, swav 0.0000 LR: 9.512e-02 Score 98.445 Data time: 0.0634, Forward time: 0.7733, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.1714 [2020-10-18 17:40:50,510][root][INFO] - ===> Epoch[649](3244/5): Loss -0.6187, Sem 0.0484, dir -0.9585, norm 0.2914, swav 0.0000 LR: 9.512e-02 Score 98.407 Data time: 0.0656, Forward time: 0.7733, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.9897 [2020-10-18 17:40:53,027][root][INFO] - ===> Epoch[649](3245/5): Loss -0.6315, Sem 0.0504, dir -0.9587, norm 0.2768, swav 0.0000 LR: 9.512e-02 Score 98.323 Data time: 0.0676, Forward time: 0.7732, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.3757 [2020-10-18 17:40:54,854][root][INFO] - ===> Epoch[650](3246/5): Loss -0.6366, Sem 0.0535, dir -0.9584, norm 0.2683, swav 0.0000 LR: 9.512e-02 Score 98.260 Data time: 0.0830, Forward time: 0.7733, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.7471 [2020-10-18 17:40:57,431][root][INFO] - ===> Epoch[650](3247/5): Loss -0.6290, Sem 0.0448, dir -0.9630, norm 0.2892, swav 0.0000 LR: 9.512e-02 Score 98.533 Data time: 0.0619, Forward time: 0.7733, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.4759 [2020-10-18 17:40:59,817][root][INFO] - ===> Epoch[650](3248/5): Loss -0.6126, Sem 0.0469, dir -0.9583, norm 0.2989, swav 0.0000 LR: 9.511e-02 Score 98.472 Data time: 0.1047, Forward time: 0.7734, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.2794 [2020-10-18 17:41:02,085][root][INFO] - ===> Epoch[650](3249/5): Loss -0.6165, Sem 0.0563, dir -0.9583, norm 0.2855, swav 0.0000 LR: 9.511e-02 Score 98.109 Data time: 0.0579, Forward time: 0.7733, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.1358 [2020-10-18 17:41:04,519][root][INFO] - ===> Epoch[650](3250/5): Loss -0.6167, Sem 0.0492, dir -0.9621, norm 0.2961, swav 0.0000 LR: 9.511e-02 Score 98.362 Data time: 0.0698, Forward time: 0.7733, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.3624 [2020-10-18 17:41:07,161][root][INFO] - ===> Epoch[651](3251/5): Loss -0.5959, Sem 0.0481, dir -0.9593, norm 0.3152, swav 0.0000 LR: 9.511e-02 Score 98.393 Data time: 0.1063, Forward time: 0.7733, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.5249 [2020-10-18 17:41:09,247][root][INFO] - ===> Epoch[651](3252/5): Loss -0.6120, Sem 0.0507, dir -0.9561, norm 0.2934, swav 0.0000 LR: 9.511e-02 Score 98.297 Data time: 0.0771, Forward time: 0.7733, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 1.9850 [2020-10-18 17:41:11,775][root][INFO] - ===> Epoch[651](3253/5): Loss -0.6240, Sem 0.0534, dir -0.9606, norm 0.2833, swav 0.0000 LR: 9.511e-02 Score 98.263 Data time: 0.0669, Forward time: 0.7733, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.4311 [2020-10-18 17:41:13,620][root][INFO] - ===> Epoch[651](3254/5): Loss -0.6205, Sem 0.0493, dir -0.9601, norm 0.2904, swav 0.0000 LR: 9.511e-02 Score 98.366 Data time: 0.0725, Forward time: 0.7732, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 1.7704 [2020-10-18 17:41:15,569][root][INFO] - ===> Epoch[651](3255/5): Loss -0.6143, Sem 0.0524, dir -0.9577, norm 0.2910, swav 0.0000 LR: 9.510e-02 Score 98.272 Data time: 0.2566, Forward time: 0.7732, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 1.8331 [2020-10-18 17:41:18,584][root][INFO] - ===> Epoch[652](3256/5): Loss -0.6122, Sem 0.0509, dir -0.9590, norm 0.2959, swav 0.0000 LR: 9.510e-02 Score 98.292 Data time: 0.1057, Forward time: 0.7733, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.9166 [2020-10-18 17:41:21,311][root][INFO] - ===> Epoch[652](3257/5): Loss -0.5989, Sem 0.0603, dir -0.9554, norm 0.2962, swav 0.0000 LR: 9.510e-02 Score 98.003 Data time: 0.0944, Forward time: 0.7734, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.6117 [2020-10-18 17:41:23,480][root][INFO] - ===> Epoch[652](3258/5): Loss -0.6514, Sem 0.0461, dir -0.9608, norm 0.2632, swav 0.0000 LR: 9.510e-02 Score 98.430 Data time: 0.0699, Forward time: 0.7734, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.0487 [2020-10-18 17:41:25,951][root][INFO] - ===> Epoch[652](3259/5): Loss -0.6518, Sem 0.0470, dir -0.9620, norm 0.2632, swav 0.0000 LR: 9.510e-02 Score 98.468 Data time: 0.0688, Forward time: 0.7733, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.3767 [2020-10-18 17:41:27,976][root][INFO] - ===> Epoch[652](3260/5): Loss -0.6122, Sem 0.0513, dir -0.9597, norm 0.2961, swav 0.0000 LR: 9.510e-02 Score 98.269 Data time: 0.0820, Forward time: 0.7734, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.9317 [2020-10-18 17:41:30,650][root][INFO] - ===> Epoch[653](3261/5): Loss -0.6304, Sem 0.0508, dir -0.9595, norm 0.2784, swav 0.0000 LR: 9.510e-02 Score 98.380 Data time: 0.0831, Forward time: 0.7734, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.5479 [2020-10-18 17:41:32,628][root][INFO] - ===> Epoch[653](3262/5): Loss -0.6302, Sem 0.0473, dir -0.9585, norm 0.2809, swav 0.0000 LR: 9.509e-02 Score 98.419 Data time: 0.0830, Forward time: 0.7734, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.8658 [2020-10-18 17:41:34,735][root][INFO] - ===> Epoch[653](3263/5): Loss -0.6508, Sem 0.0498, dir -0.9615, norm 0.2609, swav 0.0000 LR: 9.509e-02 Score 98.386 Data time: 0.0590, Forward time: 0.7734, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.0161 [2020-10-18 17:41:36,961][root][INFO] - ===> Epoch[653](3264/5): Loss -0.6137, Sem 0.0522, dir -0.9555, norm 0.2895, swav 0.0000 LR: 9.509e-02 Score 98.279 Data time: 0.0872, Forward time: 0.7735, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.1373 [2020-10-18 17:41:38,981][root][INFO] - ===> Epoch[653](3265/5): Loss -0.6413, Sem 0.0514, dir -0.9617, norm 0.2690, swav 0.0000 LR: 9.509e-02 Score 98.285 Data time: 0.0650, Forward time: 0.7735, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 1.8919 [2020-10-18 17:41:41,623][root][INFO] - ===> Epoch[654](3266/5): Loss -0.6458, Sem 0.0450, dir -0.9636, norm 0.2729, swav 0.0000 LR: 9.509e-02 Score 98.501 Data time: 0.0921, Forward time: 0.7735, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.5601 [2020-10-18 17:41:43,843][root][INFO] - ===> Epoch[654](3267/5): Loss -0.6349, Sem 0.0537, dir -0.9587, norm 0.2701, swav 0.0000 LR: 9.509e-02 Score 98.233 Data time: 0.0553, Forward time: 0.7735, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.0469 [2020-10-18 17:41:46,011][root][INFO] - ===> Epoch[654](3268/5): Loss -0.6204, Sem 0.0535, dir -0.9628, norm 0.2888, swav 0.0000 LR: 9.508e-02 Score 98.208 Data time: 0.0653, Forward time: 0.7734, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.0741 [2020-10-18 17:41:48,158][root][INFO] - ===> Epoch[654](3269/5): Loss -0.6294, Sem 0.0446, dir -0.9622, norm 0.2881, swav 0.0000 LR: 9.508e-02 Score 98.564 Data time: 0.0618, Forward time: 0.7734, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.0397 [2020-10-18 17:41:50,594][root][INFO] - ===> Epoch[654](3270/5): Loss -0.6105, Sem 0.0503, dir -0.9611, norm 0.3002, swav 0.0000 LR: 9.508e-02 Score 98.336 Data time: 0.0830, Forward time: 0.7734, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.3261 [2020-10-18 17:41:53,461][root][INFO] - ===> Epoch[655](3271/5): Loss -0.6242, Sem 0.0478, dir -0.9590, norm 0.2871, swav 0.0000 LR: 9.508e-02 Score 98.441 Data time: 0.0856, Forward time: 0.7734, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.7433 [2020-10-18 17:41:55,412][root][INFO] - ===> Epoch[655](3272/5): Loss -0.6180, Sem 0.0521, dir -0.9588, norm 0.2886, swav 0.0000 LR: 9.508e-02 Score 98.288 Data time: 0.0652, Forward time: 0.7734, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.8174 [2020-10-18 17:41:57,619][root][INFO] - ===> Epoch[655](3273/5): Loss -0.6344, Sem 0.0480, dir -0.9623, norm 0.2799, swav 0.0000 LR: 9.508e-02 Score 98.409 Data time: 0.0703, Forward time: 0.7734, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.1191 [2020-10-18 17:41:59,840][root][INFO] - ===> Epoch[655](3274/5): Loss -0.6149, Sem 0.0501, dir -0.9575, norm 0.2925, swav 0.0000 LR: 9.508e-02 Score 98.352 Data time: 0.0776, Forward time: 0.7734, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.1329 [2020-10-18 17:42:01,791][root][INFO] - ===> Epoch[655](3275/5): Loss -0.6348, Sem 0.0568, dir -0.9576, norm 0.2660, swav 0.0000 LR: 9.507e-02 Score 98.127 Data time: 0.0733, Forward time: 0.7734, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.8330 [2020-10-18 17:42:03,645][root][INFO] - ===> Epoch[656](3276/5): Loss -0.5873, Sem 0.0606, dir -0.9551, norm 0.3072, swav 0.0000 LR: 9.507e-02 Score 98.104 Data time: 0.0504, Forward time: 0.7733, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.7518 [2020-10-18 17:42:06,080][root][INFO] - ===> Epoch[656](3277/5): Loss -0.6236, Sem 0.0475, dir -0.9587, norm 0.2876, swav 0.0000 LR: 9.507e-02 Score 98.448 Data time: 0.0771, Forward time: 0.7733, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.3471 [2020-10-18 17:42:08,104][root][INFO] - ===> Epoch[656](3278/5): Loss -0.6157, Sem 0.0591, dir -0.9591, norm 0.2843, swav 0.0000 LR: 9.507e-02 Score 98.186 Data time: 0.0648, Forward time: 0.7733, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.9088 [2020-10-18 17:42:10,418][root][INFO] - ===> Epoch[656](3279/5): Loss -0.6404, Sem 0.0492, dir -0.9604, norm 0.2708, swav 0.0000 LR: 9.507e-02 Score 98.338 Data time: 0.0606, Forward time: 0.7732, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.2223 [2020-10-18 17:42:12,764][root][INFO] - ===> Epoch[656](3280/5): Loss -0.6339, Sem 0.0557, dir -0.9594, norm 0.2699, swav 0.0000 LR: 9.507e-02 Score 98.199 Data time: 0.0669, Forward time: 0.7732, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.2542 [2020-10-18 17:42:15,141][root][INFO] - ===> Epoch[657](3281/5): Loss -0.6392, Sem 0.0534, dir -0.9610, norm 0.2684, swav 0.0000 LR: 9.506e-02 Score 98.198 Data time: 0.0797, Forward time: 0.7732, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.2666 [2020-10-18 17:42:16,838][root][INFO] - ===> Epoch[657](3282/5): Loss -0.6360, Sem 0.0561, dir -0.9560, norm 0.2639, swav 0.0000 LR: 9.506e-02 Score 98.105 Data time: 0.0545, Forward time: 0.7732, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.5820 [2020-10-18 17:42:18,918][root][INFO] - ===> Epoch[657](3283/5): Loss -0.6347, Sem 0.0520, dir -0.9602, norm 0.2735, swav 0.0000 LR: 9.506e-02 Score 98.249 Data time: 0.0924, Forward time: 0.7731, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.9811 [2020-10-18 17:42:21,670][root][INFO] - ===> Epoch[657](3284/5): Loss -0.5967, Sem 0.0561, dir -0.9572, norm 0.3044, swav 0.0000 LR: 9.506e-02 Score 98.174 Data time: 0.1152, Forward time: 0.7733, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.6624 [2020-10-18 17:42:23,793][root][INFO] - ===> Epoch[657](3285/5): Loss -0.6409, Sem 0.0490, dir -0.9640, norm 0.2742, swav 0.0000 LR: 9.506e-02 Score 98.352 Data time: 0.0654, Forward time: 0.7733, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.9641 [2020-10-18 17:42:26,119][root][INFO] - ===> Epoch[658](3286/5): Loss -0.5902, Sem 0.0611, dir -0.9575, norm 0.3061, swav 0.0000 LR: 9.506e-02 Score 98.052 Data time: 0.0639, Forward time: 0.7732, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.2355 [2020-10-18 17:42:28,234][root][INFO] - ===> Epoch[658](3287/5): Loss -0.6545, Sem 0.0536, dir -0.9612, norm 0.2530, swav 0.0000 LR: 9.506e-02 Score 98.269 Data time: 0.0582, Forward time: 0.7732, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.0301 [2020-10-18 17:42:30,929][root][INFO] - ===> Epoch[658](3288/5): Loss -0.6098, Sem 0.0506, dir -0.9604, norm 0.3000, swav 0.0000 LR: 9.505e-02 Score 98.311 Data time: 0.0871, Forward time: 0.7732, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.6263 [2020-10-18 17:42:32,918][root][INFO] - ===> Epoch[658](3289/5): Loss -0.6106, Sem 0.0603, dir -0.9576, norm 0.2867, swav 0.0000 LR: 9.505e-02 Score 97.971 Data time: 0.0814, Forward time: 0.7733, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.8637 [2020-10-18 17:42:35,250][root][INFO] - ===> Epoch[658](3290/5): Loss -0.6234, Sem 0.0511, dir -0.9611, norm 0.2867, swav 0.0000 LR: 9.505e-02 Score 98.344 Data time: 0.0637, Forward time: 0.7732, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.2346 [2020-10-18 17:42:37,280][root][INFO] - ===> Epoch[659](3291/5): Loss -0.6475, Sem 0.0483, dir -0.9626, norm 0.2668, swav 0.0000 LR: 9.505e-02 Score 98.369 Data time: 0.0681, Forward time: 0.7732, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 1.9322 [2020-10-18 17:42:39,499][root][INFO] - ===> Epoch[659](3292/5): Loss -0.6219, Sem 0.0505, dir -0.9598, norm 0.2874, swav 0.0000 LR: 9.505e-02 Score 98.312 Data time: 0.0785, Forward time: 0.7732, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.1066 [2020-10-18 17:42:41,719][root][INFO] - ===> Epoch[659](3293/5): Loss -0.6110, Sem 0.0545, dir -0.9561, norm 0.2906, swav 0.0000 LR: 9.505e-02 Score 98.190 Data time: 0.0680, Forward time: 0.7732, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.1135 [2020-10-18 17:42:43,904][root][INFO] - ===> Epoch[659](3294/5): Loss -0.6272, Sem 0.0478, dir -0.9580, norm 0.2831, swav 0.0000 LR: 9.505e-02 Score 98.398 Data time: 0.0904, Forward time: 0.7733, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.0570 [2020-10-18 17:42:46,006][root][INFO] - ===> Epoch[659](3295/5): Loss -0.6181, Sem 0.0513, dir -0.9594, norm 0.2900, swav 0.0000 LR: 9.504e-02 Score 98.319 Data time: 0.0606, Forward time: 0.7733, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.9479 [2020-10-18 17:42:48,461][root][INFO] - ===> Epoch[660](3296/5): Loss -0.5924, Sem 0.0548, dir -0.9592, norm 0.3120, swav 0.0000 LR: 9.504e-02 Score 98.183 Data time: 0.0623, Forward time: 0.7732, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.3560 [2020-10-18 17:42:50,633][root][INFO] - ===> Epoch[660](3297/5): Loss -0.6204, Sem 0.0508, dir -0.9584, norm 0.2873, swav 0.0000 LR: 9.504e-02 Score 98.304 Data time: 0.0622, Forward time: 0.7732, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.0567 [2020-10-18 17:42:52,835][root][INFO] - ===> Epoch[660](3298/5): Loss -0.6676, Sem 0.0494, dir -0.9642, norm 0.2472, swav 0.0000 LR: 9.504e-02 Score 98.391 Data time: 0.0972, Forward time: 0.7732, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.1034 [2020-10-18 17:42:54,721][root][INFO] - ===> Epoch[660](3299/5): Loss -0.6231, Sem 0.0551, dir -0.9585, norm 0.2803, swav 0.0000 LR: 9.504e-02 Score 98.157 Data time: 0.0812, Forward time: 0.7732, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.7824 [2020-10-18 17:42:57,099][root][INFO] - ===> Epoch[660](3300/5): Loss -0.6394, Sem 0.0502, dir -0.9595, norm 0.2699, swav 0.0000 LR: 9.504e-02 Score 98.351 Data time: 0.0623, Forward time: 0.7732, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.2810 [2020-10-18 17:42:58,254][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 17:43:00,181][root][INFO] - ===> Epoch[661](3301/5): Loss -0.6127, Sem 0.0578, dir -0.9577, norm 0.2872, swav 0.0000 LR: 9.503e-02 Score 98.119 Data time: 0.0676, Forward time: 0.7731, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.7315 [2020-10-18 17:43:02,625][root][INFO] - ===> Epoch[661](3302/5): Loss -0.6261, Sem 0.0524, dir -0.9625, norm 0.2840, swav 0.0000 LR: 9.503e-02 Score 98.245 Data time: 0.0625, Forward time: 0.7731, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.3286 [2020-10-18 17:43:04,567][root][INFO] - ===> Epoch[661](3303/5): Loss -0.6416, Sem 0.0508, dir -0.9629, norm 0.2705, swav 0.0000 LR: 9.503e-02 Score 98.332 Data time: 0.0747, Forward time: 0.7731, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.8274 [2020-10-18 17:43:06,968][root][INFO] - ===> Epoch[661](3304/5): Loss -0.6275, Sem 0.0523, dir -0.9581, norm 0.2783, swav 0.0000 LR: 9.503e-02 Score 98.349 Data time: 0.0530, Forward time: 0.7730, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.3093 [2020-10-18 17:43:09,253][root][INFO] - ===> Epoch[661](3305/5): Loss -0.6326, Sem 0.0513, dir -0.9608, norm 0.2769, swav 0.0000 LR: 9.503e-02 Score 98.328 Data time: 0.0833, Forward time: 0.7731, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.1888 [2020-10-18 17:43:11,299][root][INFO] - ===> Epoch[662](3306/5): Loss -0.6149, Sem 0.0545, dir -0.9603, norm 0.2908, swav 0.0000 LR: 9.503e-02 Score 98.170 Data time: 0.0757, Forward time: 0.7731, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.9316 [2020-10-18 17:43:13,541][root][INFO] - ===> Epoch[662](3307/5): Loss -0.6357, Sem 0.0502, dir -0.9566, norm 0.2707, swav 0.0000 LR: 9.503e-02 Score 98.310 Data time: 0.0549, Forward time: 0.7730, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.1527 [2020-10-18 17:43:15,757][root][INFO] - ===> Epoch[662](3308/5): Loss -0.5943, Sem 0.0572, dir -0.9581, norm 0.3066, swav 0.0000 LR: 9.502e-02 Score 98.166 Data time: 0.0806, Forward time: 0.7730, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.1222 [2020-10-18 17:43:17,853][root][INFO] - ===> Epoch[662](3309/5): Loss -0.6249, Sem 0.0506, dir -0.9609, norm 0.2854, swav 0.0000 LR: 9.502e-02 Score 98.313 Data time: 0.0865, Forward time: 0.7731, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.9679 [2020-10-18 17:43:19,884][root][INFO] - ===> Epoch[662](3310/5): Loss -0.6529, Sem 0.0509, dir -0.9611, norm 0.2573, swav 0.0000 LR: 9.502e-02 Score 98.379 Data time: 0.2458, Forward time: 0.7731, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 1.9274 [2020-10-18 17:43:22,455][root][INFO] - ===> Epoch[663](3311/5): Loss -0.6481, Sem 0.0499, dir -0.9617, norm 0.2637, swav 0.0000 LR: 9.502e-02 Score 98.329 Data time: 0.4112, Forward time: 0.7732, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.4571 [2020-10-18 17:43:24,881][root][INFO] - ===> Epoch[663](3312/5): Loss -0.6418, Sem 0.0497, dir -0.9633, norm 0.2718, swav 0.0000 LR: 9.502e-02 Score 98.365 Data time: 0.0960, Forward time: 0.7733, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.3074 [2020-10-18 17:43:27,050][root][INFO] - ===> Epoch[663](3313/5): Loss -0.6474, Sem 0.0473, dir -0.9632, norm 0.2686, swav 0.0000 LR: 9.502e-02 Score 98.457 Data time: 0.0682, Forward time: 0.7733, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.0639 [2020-10-18 17:43:29,370][root][INFO] - ===> Epoch[663](3314/5): Loss -0.6395, Sem 0.0489, dir -0.9580, norm 0.2696, swav 0.0000 LR: 9.502e-02 Score 98.386 Data time: 0.1009, Forward time: 0.7734, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.2259 [2020-10-18 17:43:31,452][root][INFO] - ===> Epoch[663](3315/5): Loss -0.5827, Sem 0.0630, dir -0.9540, norm 0.3084, swav 0.0000 LR: 9.501e-02 Score 97.911 Data time: 0.0815, Forward time: 0.7734, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 1.9575 [2020-10-18 17:43:33,798][root][INFO] - ===> Epoch[664](3316/5): Loss -0.6433, Sem 0.0473, dir -0.9646, norm 0.2741, swav 0.0000 LR: 9.501e-02 Score 98.489 Data time: 0.0821, Forward time: 0.7734, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.2538 [2020-10-18 17:43:36,068][root][INFO] - ===> Epoch[664](3317/5): Loss -0.6213, Sem 0.0559, dir -0.9556, norm 0.2783, swav 0.0000 LR: 9.501e-02 Score 98.182 Data time: 0.0664, Forward time: 0.7734, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.1657 [2020-10-18 17:43:38,109][root][INFO] - ===> Epoch[664](3318/5): Loss -0.6296, Sem 0.0519, dir -0.9588, norm 0.2773, swav 0.0000 LR: 9.501e-02 Score 98.313 Data time: 0.0696, Forward time: 0.7734, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 1.9712 [2020-10-18 17:43:39,827][root][INFO] - ===> Epoch[664](3319/5): Loss -0.6374, Sem 0.0493, dir -0.9626, norm 0.2759, swav 0.0000 LR: 9.501e-02 Score 98.391 Data time: 0.0618, Forward time: 0.7733, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.6145 [2020-10-18 17:43:42,111][root][INFO] - ===> Epoch[664](3320/5): Loss -0.5958, Sem 0.0495, dir -0.9612, norm 0.3159, swav 0.0000 LR: 9.501e-02 Score 98.365 Data time: 0.0827, Forward time: 0.7734, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.2091 [2020-10-18 17:43:44,371][root][INFO] - ===> Epoch[665](3321/5): Loss -0.6049, Sem 0.0567, dir -0.9569, norm 0.2953, swav 0.0000 LR: 9.500e-02 Score 98.139 Data time: 0.1469, Forward time: 0.7734, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.1338 [2020-10-18 17:43:46,513][root][INFO] - ===> Epoch[665](3322/5): Loss -0.6323, Sem 0.0500, dir -0.9623, norm 0.2801, swav 0.0000 LR: 9.500e-02 Score 98.324 Data time: 0.0768, Forward time: 0.7734, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.0744 [2020-10-18 17:43:48,919][root][INFO] - ===> Epoch[665](3323/5): Loss -0.6404, Sem 0.0554, dir -0.9598, norm 0.2641, swav 0.0000 LR: 9.500e-02 Score 98.204 Data time: 0.0630, Forward time: 0.7734, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.3340 [2020-10-18 17:43:51,052][root][INFO] - ===> Epoch[665](3324/5): Loss -0.6571, Sem 0.0441, dir -0.9610, norm 0.2598, swav 0.0000 LR: 9.500e-02 Score 98.554 Data time: 0.0664, Forward time: 0.7734, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.0482 [2020-10-18 17:43:52,906][root][INFO] - ===> Epoch[665](3325/5): Loss -0.5751, Sem 0.0635, dir -0.9540, norm 0.3153, swav 0.0000 LR: 9.500e-02 Score 97.894 Data time: 0.0738, Forward time: 0.7734, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.7653 [2020-10-18 17:43:55,207][root][INFO] - ===> Epoch[666](3326/5): Loss -0.6380, Sem 0.0472, dir -0.9623, norm 0.2770, swav 0.0000 LR: 9.500e-02 Score 98.388 Data time: 0.0874, Forward time: 0.7734, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.2054 [2020-10-18 17:43:57,512][root][INFO] - ===> Epoch[666](3327/5): Loss -0.6457, Sem 0.0464, dir -0.9637, norm 0.2716, swav 0.0000 LR: 9.500e-02 Score 98.490 Data time: 0.0732, Forward time: 0.7734, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.1908 [2020-10-18 17:43:59,567][root][INFO] - ===> Epoch[666](3328/5): Loss -0.6613, Sem 0.0478, dir -0.9621, norm 0.2530, swav 0.0000 LR: 9.499e-02 Score 98.424 Data time: 0.0837, Forward time: 0.7734, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.9487 [2020-10-18 17:44:01,514][root][INFO] - ===> Epoch[666](3329/5): Loss -0.6261, Sem 0.0507, dir -0.9576, norm 0.2808, swav 0.0000 LR: 9.499e-02 Score 98.312 Data time: 0.0646, Forward time: 0.7734, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.8432 [2020-10-18 17:44:03,525][root][INFO] - ===> Epoch[666](3330/5): Loss -0.6467, Sem 0.0470, dir -0.9641, norm 0.2705, swav 0.0000 LR: 9.499e-02 Score 98.450 Data time: 0.0796, Forward time: 0.7733, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.9025 [2020-10-18 17:44:05,809][root][INFO] - ===> Epoch[667](3331/5): Loss -0.6169, Sem 0.0477, dir -0.9608, norm 0.2962, swav 0.0000 LR: 9.499e-02 Score 98.429 Data time: 0.0767, Forward time: 0.7733, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.1840 [2020-10-18 17:44:08,817][root][INFO] - ===> Epoch[667](3332/5): Loss -0.6366, Sem 0.0505, dir -0.9608, norm 0.2737, swav 0.0000 LR: 9.499e-02 Score 98.353 Data time: 0.0695, Forward time: 0.7733, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.8873 [2020-10-18 17:44:11,264][root][INFO] - ===> Epoch[667](3333/5): Loss -0.6250, Sem 0.0499, dir -0.9606, norm 0.2858, swav 0.0000 LR: 9.499e-02 Score 98.323 Data time: 0.0707, Forward time: 0.7733, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.3572 [2020-10-18 17:44:13,654][root][INFO] - ===> Epoch[667](3334/5): Loss -0.6076, Sem 0.0526, dir -0.9586, norm 0.2984, swav 0.0000 LR: 9.498e-02 Score 98.262 Data time: 0.0627, Forward time: 0.7733, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.2818 [2020-10-18 17:44:16,336][root][INFO] - ===> Epoch[667](3335/5): Loss -0.6391, Sem 0.0487, dir -0.9622, norm 0.2744, swav 0.0000 LR: 9.498e-02 Score 98.421 Data time: 0.1838, Forward time: 0.7734, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.5829 [2020-10-18 17:44:18,544][root][INFO] - ===> Epoch[668](3336/5): Loss -0.6356, Sem 0.0454, dir -0.9613, norm 0.2802, swav 0.0000 LR: 9.498e-02 Score 98.498 Data time: 0.0887, Forward time: 0.7735, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.0913 [2020-10-18 17:44:20,487][root][INFO] - ===> Epoch[668](3337/5): Loss -0.6644, Sem 0.0457, dir -0.9636, norm 0.2535, swav 0.0000 LR: 9.498e-02 Score 98.446 Data time: 0.0639, Forward time: 0.7735, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.8236 [2020-10-18 17:44:22,339][root][INFO] - ===> Epoch[668](3338/5): Loss -0.6060, Sem 0.0536, dir -0.9575, norm 0.2979, swav 0.0000 LR: 9.498e-02 Score 98.243 Data time: 0.0675, Forward time: 0.7734, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.7493 [2020-10-18 17:44:24,663][root][INFO] - ===> Epoch[668](3339/5): Loss -0.6121, Sem 0.0545, dir -0.9622, norm 0.2955, swav 0.0000 LR: 9.498e-02 Score 98.205 Data time: 0.0643, Forward time: 0.7734, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.2204 [2020-10-18 17:44:27,405][root][INFO] - ===> Epoch[668](3340/5): Loss -0.6158, Sem 0.0522, dir -0.9603, norm 0.2923, swav 0.0000 LR: 9.498e-02 Score 98.261 Data time: 0.0531, Forward time: 0.7734, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.6576 [2020-10-18 17:44:29,556][root][INFO] - ===> Epoch[669](3341/5): Loss -0.6509, Sem 0.0446, dir -0.9632, norm 0.2677, swav 0.0000 LR: 9.497e-02 Score 98.495 Data time: 0.0592, Forward time: 0.7733, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.0715 [2020-10-18 17:44:31,442][root][INFO] - ===> Epoch[669](3342/5): Loss -0.6523, Sem 0.0492, dir -0.9636, norm 0.2620, swav 0.0000 LR: 9.497e-02 Score 98.331 Data time: 0.0683, Forward time: 0.7733, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 1.7843 [2020-10-18 17:44:33,631][root][INFO] - ===> Epoch[669](3343/5): Loss -0.6356, Sem 0.0438, dir -0.9621, norm 0.2827, swav 0.0000 LR: 9.497e-02 Score 98.539 Data time: 0.1094, Forward time: 0.7733, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.0889 [2020-10-18 17:44:36,331][root][INFO] - ===> Epoch[669](3344/5): Loss -0.6441, Sem 0.0452, dir -0.9638, norm 0.2746, swav 0.0000 LR: 9.497e-02 Score 98.515 Data time: 0.0821, Forward time: 0.7734, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.5758 [2020-10-18 17:44:38,846][root][INFO] - ===> Epoch[669](3345/5): Loss -0.6211, Sem 0.0585, dir -0.9564, norm 0.2767, swav 0.0000 LR: 9.497e-02 Score 98.121 Data time: 0.0533, Forward time: 0.7733, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.3794 [2020-10-18 17:44:41,273][root][INFO] - ===> Epoch[670](3346/5): Loss -0.6292, Sem 0.0559, dir -0.9585, norm 0.2734, swav 0.0000 LR: 9.497e-02 Score 98.126 Data time: 0.0540, Forward time: 0.7732, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.3222 [2020-10-18 17:44:43,694][root][INFO] - ===> Epoch[670](3347/5): Loss -0.6346, Sem 0.0478, dir -0.9586, norm 0.2763, swav 0.0000 LR: 9.497e-02 Score 98.449 Data time: 0.0471, Forward time: 0.7732, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.3582 [2020-10-18 17:44:45,728][root][INFO] - ===> Epoch[670](3348/5): Loss -0.6428, Sem 0.0470, dir -0.9601, norm 0.2702, swav 0.0000 LR: 9.496e-02 Score 98.451 Data time: 0.0622, Forward time: 0.7731, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.9066 [2020-10-18 17:44:48,047][root][INFO] - ===> Epoch[670](3349/5): Loss -0.6200, Sem 0.0467, dir -0.9626, norm 0.2960, swav 0.0000 LR: 9.496e-02 Score 98.486 Data time: 0.0610, Forward time: 0.7731, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.2150 [2020-10-18 17:44:50,670][root][INFO] - ===> Epoch[670](3350/5): Loss -0.6419, Sem 0.0489, dir -0.9632, norm 0.2724, swav 0.0000 LR: 9.496e-02 Score 98.426 Data time: 0.0628, Forward time: 0.7730, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.5202 [2020-10-18 17:44:52,454][root][INFO] - ===> Epoch[671](3351/5): Loss -0.6333, Sem 0.0513, dir -0.9590, norm 0.2744, swav 0.0000 LR: 9.496e-02 Score 98.303 Data time: 0.0769, Forward time: 0.7730, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 1.7093 [2020-10-18 17:44:55,160][root][INFO] - ===> Epoch[671](3352/5): Loss -0.6245, Sem 0.0527, dir -0.9614, norm 0.2842, swav 0.0000 LR: 9.496e-02 Score 98.267 Data time: 0.0771, Forward time: 0.7731, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.5959 [2020-10-18 17:44:57,281][root][INFO] - ===> Epoch[671](3353/5): Loss -0.6091, Sem 0.0506, dir -0.9571, norm 0.2974, swav 0.0000 LR: 9.496e-02 Score 98.346 Data time: 0.0589, Forward time: 0.7730, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0086 [2020-10-18 17:44:59,033][root][INFO] - ===> Epoch[671](3354/5): Loss -0.6589, Sem 0.0504, dir -0.9645, norm 0.2553, swav 0.0000 LR: 9.495e-02 Score 98.318 Data time: 0.0651, Forward time: 0.7730, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 1.6473 [2020-10-18 17:45:01,650][root][INFO] - ===> Epoch[671](3355/5): Loss -0.6335, Sem 0.0505, dir -0.9616, norm 0.2777, swav 0.0000 LR: 9.495e-02 Score 98.269 Data time: 0.1223, Forward time: 0.7730, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.4867 [2020-10-18 17:45:04,141][root][INFO] - ===> Epoch[672](3356/5): Loss -0.6471, Sem 0.0484, dir -0.9608, norm 0.2653, swav 0.0000 LR: 9.495e-02 Score 98.419 Data time: 0.0674, Forward time: 0.7730, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.3730 [2020-10-18 17:45:06,731][root][INFO] - ===> Epoch[672](3357/5): Loss -0.6450, Sem 0.0493, dir -0.9636, norm 0.2694, swav 0.0000 LR: 9.495e-02 Score 98.379 Data time: 0.1132, Forward time: 0.7731, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.4771 [2020-10-18 17:45:08,957][root][INFO] - ===> Epoch[672](3358/5): Loss -0.6440, Sem 0.0451, dir -0.9603, norm 0.2712, swav 0.0000 LR: 9.495e-02 Score 98.509 Data time: 0.0721, Forward time: 0.7731, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.1086 [2020-10-18 17:45:11,151][root][INFO] - ===> Epoch[672](3359/5): Loss -0.5857, Sem 0.0552, dir -0.9579, norm 0.3169, swav 0.0000 LR: 9.495e-02 Score 98.184 Data time: 0.0624, Forward time: 0.7731, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0749 [2020-10-18 17:45:13,418][root][INFO] - ===> Epoch[672](3360/5): Loss -0.6382, Sem 0.0522, dir -0.9627, norm 0.2724, swav 0.0000 LR: 9.495e-02 Score 98.303 Data time: 0.0580, Forward time: 0.7731, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.1615 [2020-10-18 17:45:15,603][root][INFO] - ===> Epoch[673](3361/5): Loss -0.6167, Sem 0.0581, dir -0.9580, norm 0.2832, swav 0.0000 LR: 9.494e-02 Score 98.096 Data time: 0.0565, Forward time: 0.7730, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0710 [2020-10-18 17:45:18,039][root][INFO] - ===> Epoch[673](3362/5): Loss -0.6580, Sem 0.0464, dir -0.9624, norm 0.2580, swav 0.0000 LR: 9.494e-02 Score 98.446 Data time: 0.0568, Forward time: 0.7730, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.3674 [2020-10-18 17:45:20,791][root][INFO] - ===> Epoch[673](3363/5): Loss -0.6204, Sem 0.0468, dir -0.9610, norm 0.2938, swav 0.0000 LR: 9.494e-02 Score 98.473 Data time: 0.0927, Forward time: 0.7730, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.6493 [2020-10-18 17:45:22,912][root][INFO] - ===> Epoch[673](3364/5): Loss -0.6306, Sem 0.0506, dir -0.9607, norm 0.2795, swav 0.0000 LR: 9.494e-02 Score 98.361 Data time: 0.0956, Forward time: 0.7731, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.9926 [2020-10-18 17:45:24,904][root][INFO] - ===> Epoch[673](3365/5): Loss -0.6496, Sem 0.0503, dir -0.9620, norm 0.2621, swav 0.0000 LR: 9.494e-02 Score 98.335 Data time: 0.0733, Forward time: 0.7731, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.8658 [2020-10-18 17:45:26,834][root][INFO] - ===> Epoch[674](3366/5): Loss -0.6303, Sem 0.0570, dir -0.9574, norm 0.2701, swav 0.0000 LR: 9.494e-02 Score 98.153 Data time: 0.0602, Forward time: 0.7730, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.8300 [2020-10-18 17:45:28,754][root][INFO] - ===> Epoch[674](3367/5): Loss -0.6487, Sem 0.0468, dir -0.9653, norm 0.2698, swav 0.0000 LR: 9.494e-02 Score 98.493 Data time: 0.0798, Forward time: 0.7730, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.8251 [2020-10-18 17:45:30,758][root][INFO] - ===> Epoch[674](3368/5): Loss -0.6554, Sem 0.0484, dir -0.9632, norm 0.2593, swav 0.0000 LR: 9.493e-02 Score 98.426 Data time: 0.0618, Forward time: 0.7730, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.8949 [2020-10-18 17:45:33,323][root][INFO] - ===> Epoch[674](3369/5): Loss -0.6354, Sem 0.0502, dir -0.9628, norm 0.2772, swav 0.0000 LR: 9.493e-02 Score 98.377 Data time: 0.1024, Forward time: 0.7730, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.4688 [2020-10-18 17:45:35,739][root][INFO] - ===> Epoch[674](3370/5): Loss -0.6123, Sem 0.0482, dir -0.9586, norm 0.2981, swav 0.0000 LR: 9.493e-02 Score 98.419 Data time: 0.0757, Forward time: 0.7730, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.3053 [2020-10-18 17:45:37,979][root][INFO] - ===> Epoch[675](3371/5): Loss -0.6214, Sem 0.0581, dir -0.9577, norm 0.2782, swav 0.0000 LR: 9.493e-02 Score 98.107 Data time: 0.0607, Forward time: 0.7730, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.1162 [2020-10-18 17:45:39,975][root][INFO] - ===> Epoch[675](3372/5): Loss -0.6462, Sem 0.0507, dir -0.9590, norm 0.2620, swav 0.0000 LR: 9.493e-02 Score 98.279 Data time: 0.0717, Forward time: 0.7729, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.8958 [2020-10-18 17:45:42,065][root][INFO] - ===> Epoch[675](3373/5): Loss -0.6438, Sem 0.0419, dir -0.9653, norm 0.2797, swav 0.0000 LR: 9.493e-02 Score 98.606 Data time: 0.1332, Forward time: 0.7729, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0001 [2020-10-18 17:45:44,573][root][INFO] - ===> Epoch[675](3374/5): Loss -0.6164, Sem 0.0548, dir -0.9607, norm 0.2896, swav 0.0000 LR: 9.492e-02 Score 98.180 Data time: 0.0833, Forward time: 0.7729, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.3957 [2020-10-18 17:45:47,459][root][INFO] - ===> Epoch[675](3375/5): Loss -0.6301, Sem 0.0524, dir -0.9607, norm 0.2782, swav 0.0000 LR: 9.492e-02 Score 98.275 Data time: 0.0841, Forward time: 0.7730, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.7664 [2020-10-18 17:45:49,716][root][INFO] - ===> Epoch[676](3376/5): Loss -0.6466, Sem 0.0499, dir -0.9626, norm 0.2661, swav 0.0000 LR: 9.492e-02 Score 98.362 Data time: 0.0899, Forward time: 0.7730, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.1286 [2020-10-18 17:45:51,776][root][INFO] - ===> Epoch[676](3377/5): Loss -0.6403, Sem 0.0490, dir -0.9652, norm 0.2759, swav 0.0000 LR: 9.492e-02 Score 98.400 Data time: 0.0715, Forward time: 0.7730, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.9435 [2020-10-18 17:45:53,766][root][INFO] - ===> Epoch[676](3378/5): Loss -0.6487, Sem 0.0467, dir -0.9603, norm 0.2649, swav 0.0000 LR: 9.492e-02 Score 98.458 Data time: 0.0686, Forward time: 0.7730, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.8792 [2020-10-18 17:45:56,411][root][INFO] - ===> Epoch[676](3379/5): Loss -0.6563, Sem 0.0491, dir -0.9643, norm 0.2589, swav 0.0000 LR: 9.492e-02 Score 98.339 Data time: 0.0763, Forward time: 0.7730, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.5440 [2020-10-18 17:45:58,432][root][INFO] - ===> Epoch[676](3380/5): Loss -0.5900, Sem 0.0572, dir -0.9529, norm 0.3058, swav 0.0000 LR: 9.492e-02 Score 98.173 Data time: 0.0619, Forward time: 0.7730, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.9094 [2020-10-18 17:46:00,740][root][INFO] - ===> Epoch[677](3381/5): Loss -0.6300, Sem 0.0486, dir -0.9619, norm 0.2832, swav 0.0000 LR: 9.491e-02 Score 98.503 Data time: 0.0982, Forward time: 0.7731, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.2055 [2020-10-18 17:46:02,674][root][INFO] - ===> Epoch[677](3382/5): Loss -0.6651, Sem 0.0484, dir -0.9637, norm 0.2502, swav 0.0000 LR: 9.491e-02 Score 98.432 Data time: 0.0570, Forward time: 0.7730, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.8297 [2020-10-18 17:46:04,917][root][INFO] - ===> Epoch[677](3383/5): Loss -0.6491, Sem 0.0497, dir -0.9611, norm 0.2623, swav 0.0000 LR: 9.491e-02 Score 98.360 Data time: 0.0628, Forward time: 0.7730, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.1602 [2020-10-18 17:46:06,873][root][INFO] - ===> Epoch[677](3384/5): Loss -0.6342, Sem 0.0514, dir -0.9590, norm 0.2735, swav 0.0000 LR: 9.491e-02 Score 98.281 Data time: 0.0823, Forward time: 0.7730, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.8813 [2020-10-18 17:46:08,995][root][INFO] - ===> Epoch[677](3385/5): Loss -0.6412, Sem 0.0494, dir -0.9630, norm 0.2725, swav 0.0000 LR: 9.491e-02 Score 98.398 Data time: 0.0526, Forward time: 0.7729, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0127 [2020-10-18 17:46:10,984][root][INFO] - ===> Epoch[678](3386/5): Loss -0.6573, Sem 0.0452, dir -0.9632, norm 0.2608, swav 0.0000 LR: 9.491e-02 Score 98.498 Data time: 0.0588, Forward time: 0.7729, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.9256 [2020-10-18 17:46:13,267][root][INFO] - ===> Epoch[678](3387/5): Loss -0.6597, Sem 0.0512, dir -0.9623, norm 0.2514, swav 0.0000 LR: 9.490e-02 Score 98.321 Data time: 0.0933, Forward time: 0.7730, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.1986 [2020-10-18 17:46:15,622][root][INFO] - ===> Epoch[678](3388/5): Loss -0.6218, Sem 0.0565, dir -0.9606, norm 0.2822, swav 0.0000 LR: 9.490e-02 Score 98.181 Data time: 0.1651, Forward time: 0.7731, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.2447 [2020-10-18 17:46:18,611][root][INFO] - ===> Epoch[678](3389/5): Loss -0.6377, Sem 0.0491, dir -0.9590, norm 0.2721, swav 0.0000 LR: 9.490e-02 Score 98.431 Data time: 0.0830, Forward time: 0.7731, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.8917 [2020-10-18 17:46:20,575][root][INFO] - ===> Epoch[678](3390/5): Loss -0.6583, Sem 0.0473, dir -0.9629, norm 0.2573, swav 0.0000 LR: 9.490e-02 Score 98.441 Data time: 0.0602, Forward time: 0.7731, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.8829 [2020-10-18 17:46:23,116][root][INFO] - ===> Epoch[679](3391/5): Loss -0.6180, Sem 0.0487, dir -0.9593, norm 0.2927, swav 0.0000 LR: 9.490e-02 Score 98.404 Data time: 0.2144, Forward time: 0.7731, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.4478 [2020-10-18 17:46:25,275][root][INFO] - ===> Epoch[679](3392/5): Loss -0.6550, Sem 0.0510, dir -0.9594, norm 0.2534, swav 0.0000 LR: 9.490e-02 Score 98.280 Data time: 0.0979, Forward time: 0.7731, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0432 [2020-10-18 17:46:27,368][root][INFO] - ===> Epoch[679](3393/5): Loss -0.6275, Sem 0.0543, dir -0.9603, norm 0.2785, swav 0.0000 LR: 9.490e-02 Score 98.334 Data time: 0.1071, Forward time: 0.7732, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.9777 [2020-10-18 17:46:29,342][root][INFO] - ===> Epoch[679](3394/5): Loss -0.6546, Sem 0.0493, dir -0.9617, norm 0.2577, swav 0.0000 LR: 9.489e-02 Score 98.373 Data time: 0.0804, Forward time: 0.7732, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.8712 [2020-10-18 17:46:31,677][root][INFO] - ===> Epoch[679](3395/5): Loss -0.6519, Sem 0.0535, dir -0.9630, norm 0.2576, swav 0.0000 LR: 9.489e-02 Score 98.309 Data time: 0.0491, Forward time: 0.7731, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.2441 [2020-10-18 17:46:33,589][root][INFO] - ===> Epoch[680](3396/5): Loss -0.6326, Sem 0.0545, dir -0.9592, norm 0.2721, swav 0.0000 LR: 9.489e-02 Score 98.224 Data time: 0.0816, Forward time: 0.7731, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.8192 [2020-10-18 17:46:35,979][root][INFO] - ===> Epoch[680](3397/5): Loss -0.6198, Sem 0.0453, dir -0.9610, norm 0.2958, swav 0.0000 LR: 9.489e-02 Score 98.522 Data time: 0.0851, Forward time: 0.7732, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.2930 [2020-10-18 17:46:37,886][root][INFO] - ===> Epoch[680](3398/5): Loss -0.6351, Sem 0.0562, dir -0.9602, norm 0.2689, swav 0.0000 LR: 9.489e-02 Score 98.169 Data time: 0.0783, Forward time: 0.7732, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 1.7913 [2020-10-18 17:46:39,861][root][INFO] - ===> Epoch[680](3399/5): Loss -0.6296, Sem 0.0519, dir -0.9605, norm 0.2790, swav 0.0000 LR: 9.489e-02 Score 98.304 Data time: 0.0526, Forward time: 0.7731, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 1.8424 [2020-10-18 17:46:42,048][root][INFO] - ===> Epoch[680](3400/5): Loss -0.6451, Sem 0.0554, dir -0.9614, norm 0.2610, swav 0.0000 LR: 9.489e-02 Score 98.198 Data time: 0.0563, Forward time: 0.7730, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.0977 [2020-10-18 17:46:43,112][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 17:46:43,283][root][INFO] - ===> Start testing [2020-10-18 17:47:19,487][root][INFO] - 68/68: Data time: 0.0019, Iter time: 0.0909 Loss 0.109 (AVG: 0.452) Score 97.106 (AVG: 90.035) mIOU 68.232 mAP 83.793 mAcc 74.760 IOU: 61.271 0.000 77.259 73.955 94.025 91.395 29.799 77.525 97.797 59.634 81.338 84.769 58.249 mAP: 83.106 8.210 92.929 89.968 98.930 98.329 58.595 93.912 99.819 82.480 94.790 94.986 93.257 mAcc: 79.607 0.000 88.611 81.770 95.236 94.818 33.318 87.392 99.219 63.418 90.312 95.666 62.515 [2020-10-18 17:47:19,489][root][INFO] - Finished test. Elapsed time: 36.2035 [2020-10-18 17:47:22,389][root][INFO] - [2020-10-18 17:47:22,389][root][INFO] - ################################################################ [2020-10-18 17:47:22,389][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 17:47:22,389][root][INFO] - ################################################################ [2020-10-18 17:47:22,389][root][INFO] - clutter : nan nan nan [2020-10-18 17:47:22,389][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 17:47:22,389][root][INFO] - board : 0.704 0.820 0.903 [2020-10-18 17:47:22,389][root][INFO] - bookcase : 0.238 0.383 0.535 [2020-10-18 17:47:22,389][root][INFO] - ceiling : 0.487 0.521 0.541 [2020-10-18 17:47:22,390][root][INFO] - chair : 0.761 0.879 0.887 [2020-10-18 17:47:22,390][root][INFO] - column : 0.169 0.253 0.368 [2020-10-18 17:47:22,390][root][INFO] - door : 0.654 0.852 0.918 [2020-10-18 17:47:22,390][root][INFO] - floor : 0.957 0.965 0.977 [2020-10-18 17:47:22,390][root][INFO] - sofa : 0.223 0.279 0.636 [2020-10-18 17:47:22,390][root][INFO] - table : 0.127 0.306 0.657 [2020-10-18 17:47:22,390][root][INFO] - wall : 0.474 0.676 0.782 [2020-10-18 17:47:22,390][root][INFO] - window : 0.514 0.763 0.763 [2020-10-18 17:47:22,390][root][INFO] - ---------------------------------------------------------------- [2020-10-18 17:47:22,390][root][INFO] - average : 0.442 0.558 0.664 [2020-10-18 17:47:22,390][root][INFO] - [2020-10-18 17:47:22,529][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 17:47:22,530][root][INFO] - Current best mIoU: 68.977 at iter 3200 [2020-10-18 17:47:24,420][root][INFO] - ===> Epoch[681](3401/5): Loss -0.6288, Sem 0.0459, dir -0.9584, norm 0.2837, swav 0.0000 LR: 9.488e-02 Score 98.494 Data time: 0.0720, Forward time: 0.7730, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 1.8857 [2020-10-18 17:47:27,407][root][INFO] - ===> Epoch[681](3402/5): Loss -0.6426, Sem 0.0470, dir -0.9653, norm 0.2757, swav 0.0000 LR: 9.488e-02 Score 98.490 Data time: 0.0811, Forward time: 0.7731, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.8907 [2020-10-18 17:47:30,010][root][INFO] - ===> Epoch[681](3403/5): Loss -0.6177, Sem 0.0541, dir -0.9575, norm 0.2857, swav 0.0000 LR: 9.488e-02 Score 98.197 Data time: 0.0662, Forward time: 0.7731, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.4866 [2020-10-18 17:47:31,859][root][INFO] - ===> Epoch[681](3404/5): Loss -0.6490, Sem 0.0474, dir -0.9603, norm 0.2639, swav 0.0000 LR: 9.488e-02 Score 98.434 Data time: 0.0576, Forward time: 0.7730, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.7527 [2020-10-18 17:47:34,013][root][INFO] - ===> Epoch[681](3405/5): Loss -0.6527, Sem 0.0443, dir -0.9638, norm 0.2668, swav 0.0000 LR: 9.488e-02 Score 98.543 Data time: 0.0621, Forward time: 0.7730, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0513 [2020-10-18 17:47:36,013][root][INFO] - ===> Epoch[682](3406/5): Loss -0.6438, Sem 0.0471, dir -0.9637, norm 0.2727, swav 0.0000 LR: 9.488e-02 Score 98.427 Data time: 0.0799, Forward time: 0.7730, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.9260 [2020-10-18 17:47:38,097][root][INFO] - ===> Epoch[682](3407/5): Loss -0.6348, Sem 0.0455, dir -0.9642, norm 0.2839, swav 0.0000 LR: 9.487e-02 Score 98.486 Data time: 0.0955, Forward time: 0.7730, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.9770 [2020-10-18 17:47:40,658][root][INFO] - ===> Epoch[682](3408/5): Loss -0.6474, Sem 0.0503, dir -0.9613, norm 0.2636, swav 0.0000 LR: 9.487e-02 Score 98.340 Data time: 0.0890, Forward time: 0.7731, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.4578 [2020-10-18 17:47:43,369][root][INFO] - ===> Epoch[682](3409/5): Loss -0.6270, Sem 0.0547, dir -0.9592, norm 0.2775, swav 0.0000 LR: 9.487e-02 Score 98.278 Data time: 0.0863, Forward time: 0.7731, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.5789 [2020-10-18 17:47:46,008][root][INFO] - ===> Epoch[682](3410/5): Loss -0.6661, Sem 0.0475, dir -0.9649, norm 0.2513, swav 0.0000 LR: 9.487e-02 Score 98.428 Data time: 0.0765, Forward time: 0.7731, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.5411 [2020-10-18 17:47:48,156][root][INFO] - ===> Epoch[683](3411/5): Loss -0.6394, Sem 0.0474, dir -0.9639, norm 0.2771, swav 0.0000 LR: 9.487e-02 Score 98.449 Data time: 0.0785, Forward time: 0.7732, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.0707 [2020-10-18 17:47:50,371][root][INFO] - ===> Epoch[683](3412/5): Loss -0.6511, Sem 0.0517, dir -0.9617, norm 0.2589, swav 0.0000 LR: 9.487e-02 Score 98.305 Data time: 0.1418, Forward time: 0.7732, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.1007 [2020-10-18 17:47:52,862][root][INFO] - ===> Epoch[683](3413/5): Loss -0.6404, Sem 0.0446, dir -0.9624, norm 0.2773, swav 0.0000 LR: 9.487e-02 Score 98.511 Data time: 0.1116, Forward time: 0.7733, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.3674 [2020-10-18 17:47:54,866][root][INFO] - ===> Epoch[683](3414/5): Loss -0.6366, Sem 0.0492, dir -0.9590, norm 0.2731, swav 0.0000 LR: 9.486e-02 Score 98.340 Data time: 0.0914, Forward time: 0.7733, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.8877 [2020-10-18 17:47:56,921][root][INFO] - ===> Epoch[683](3415/5): Loss -0.6618, Sem 0.0463, dir -0.9620, norm 0.2540, swav 0.0000 LR: 9.486e-02 Score 98.475 Data time: 0.0773, Forward time: 0.7733, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.9434 [2020-10-18 17:47:58,900][root][INFO] - ===> Epoch[684](3416/5): Loss -0.6549, Sem 0.0486, dir -0.9630, norm 0.2595, swav 0.0000 LR: 9.486e-02 Score 98.378 Data time: 0.1370, Forward time: 0.7733, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 1.9143 [2020-10-18 17:48:01,282][root][INFO] - ===> Epoch[684](3417/5): Loss -0.6062, Sem 0.0574, dir -0.9555, norm 0.2919, swav 0.0000 LR: 9.486e-02 Score 98.051 Data time: 0.0808, Forward time: 0.7733, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.2861 [2020-10-18 17:48:03,908][root][INFO] - ===> Epoch[684](3418/5): Loss -0.6222, Sem 0.0488, dir -0.9608, norm 0.2898, swav 0.0000 LR: 9.486e-02 Score 98.378 Data time: 0.1917, Forward time: 0.7734, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.5309 [2020-10-18 17:48:05,669][root][INFO] - ===> Epoch[684](3419/5): Loss -0.6397, Sem 0.0479, dir -0.9624, norm 0.2747, swav 0.0000 LR: 9.486e-02 Score 98.466 Data time: 0.0760, Forward time: 0.7734, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.6455 [2020-10-18 17:48:07,964][root][INFO] - ===> Epoch[684](3420/5): Loss -0.6663, Sem 0.0436, dir -0.9666, norm 0.2566, swav 0.0000 LR: 9.486e-02 Score 98.592 Data time: 0.0673, Forward time: 0.7734, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.2125 [2020-10-18 17:48:09,994][root][INFO] - ===> Epoch[685](3421/5): Loss -0.6432, Sem 0.0496, dir -0.9631, norm 0.2703, swav 0.0000 LR: 9.485e-02 Score 98.354 Data time: 0.0847, Forward time: 0.7735, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.9118 [2020-10-18 17:48:12,500][root][INFO] - ===> Epoch[685](3422/5): Loss -0.6107, Sem 0.0575, dir -0.9585, norm 0.2903, swav 0.0000 LR: 9.485e-02 Score 98.131 Data time: 0.0676, Forward time: 0.7734, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.3933 [2020-10-18 17:48:15,314][root][INFO] - ===> Epoch[685](3423/5): Loss -0.6136, Sem 0.0479, dir -0.9591, norm 0.2976, swav 0.0000 LR: 9.485e-02 Score 98.408 Data time: 0.0714, Forward time: 0.7734, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.7110 [2020-10-18 17:48:17,425][root][INFO] - ===> Epoch[685](3424/5): Loss -0.6443, Sem 0.0440, dir -0.9617, norm 0.2733, swav 0.0000 LR: 9.485e-02 Score 98.535 Data time: 0.0706, Forward time: 0.7734, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0324 [2020-10-18 17:48:19,656][root][INFO] - ===> Epoch[685](3425/5): Loss -0.6340, Sem 0.0444, dir -0.9650, norm 0.2866, swav 0.0000 LR: 9.485e-02 Score 98.546 Data time: 0.0826, Forward time: 0.7734, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.1388 [2020-10-18 17:48:21,926][root][INFO] - ===> Epoch[686](3426/5): Loss -0.6277, Sem 0.0525, dir -0.9608, norm 0.2807, swav 0.0000 LR: 9.485e-02 Score 98.317 Data time: 0.0673, Forward time: 0.7734, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.1686 [2020-10-18 17:48:24,092][root][INFO] - ===> Epoch[686](3427/5): Loss -0.6256, Sem 0.0470, dir -0.9594, norm 0.2868, swav 0.0000 LR: 9.484e-02 Score 98.459 Data time: 0.0907, Forward time: 0.7734, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0608 [2020-10-18 17:48:26,309][root][INFO] - ===> Epoch[686](3428/5): Loss -0.6542, Sem 0.0456, dir -0.9630, norm 0.2631, swav 0.0000 LR: 9.484e-02 Score 98.477 Data time: 0.0624, Forward time: 0.7734, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.1109 [2020-10-18 17:48:28,675][root][INFO] - ===> Epoch[686](3429/5): Loss -0.6248, Sem 0.0525, dir -0.9563, norm 0.2790, swav 0.0000 LR: 9.484e-02 Score 98.235 Data time: 0.0563, Forward time: 0.7734, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.2904 [2020-10-18 17:48:30,990][root][INFO] - ===> Epoch[686](3430/5): Loss -0.5983, Sem 0.0518, dir -0.9622, norm 0.3120, swav 0.0000 LR: 9.484e-02 Score 98.259 Data time: 0.0671, Forward time: 0.7733, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.2262 [2020-10-18 17:48:32,784][root][INFO] - ===> Epoch[687](3431/5): Loss -0.6394, Sem 0.0492, dir -0.9635, norm 0.2748, swav 0.0000 LR: 9.484e-02 Score 98.377 Data time: 0.0917, Forward time: 0.7733, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.6793 [2020-10-18 17:48:35,029][root][INFO] - ===> Epoch[687](3432/5): Loss -0.6262, Sem 0.0522, dir -0.9614, norm 0.2831, swav 0.0000 LR: 9.484e-02 Score 98.263 Data time: 0.0800, Forward time: 0.7733, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.1424 [2020-10-18 17:48:37,128][root][INFO] - ===> Epoch[687](3433/5): Loss -0.6190, Sem 0.0521, dir -0.9610, norm 0.2899, swav 0.0000 LR: 9.484e-02 Score 98.287 Data time: 0.0567, Forward time: 0.7733, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.9912 [2020-10-18 17:48:39,471][root][INFO] - ===> Epoch[687](3434/5): Loss -0.6422, Sem 0.0470, dir -0.9613, norm 0.2721, swav 0.0000 LR: 9.483e-02 Score 98.438 Data time: 0.0458, Forward time: 0.7732, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.2826 [2020-10-18 17:48:41,659][root][INFO] - ===> Epoch[687](3435/5): Loss -0.6124, Sem 0.0516, dir -0.9617, norm 0.2977, swav 0.0000 LR: 9.483e-02 Score 98.289 Data time: 0.0871, Forward time: 0.7733, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.1085 [2020-10-18 17:48:43,904][root][INFO] - ===> Epoch[688](3436/5): Loss -0.6527, Sem 0.0454, dir -0.9638, norm 0.2657, swav 0.0000 LR: 9.483e-02 Score 98.459 Data time: 0.0565, Forward time: 0.7732, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.1374 [2020-10-18 17:48:46,727][root][INFO] - ===> Epoch[688](3437/5): Loss -0.5948, Sem 0.0550, dir -0.9571, norm 0.3072, swav 0.0000 LR: 9.483e-02 Score 98.210 Data time: 0.0527, Forward time: 0.7732, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.7541 [2020-10-18 17:48:48,550][root][INFO] - ===> Epoch[688](3438/5): Loss -0.6513, Sem 0.0522, dir -0.9591, norm 0.2557, swav 0.0000 LR: 9.483e-02 Score 98.274 Data time: 0.0516, Forward time: 0.7731, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.7540 [2020-10-18 17:48:50,352][root][INFO] - ===> Epoch[688](3439/5): Loss -0.6580, Sem 0.0486, dir -0.9628, norm 0.2561, swav 0.0000 LR: 9.483e-02 Score 98.383 Data time: 0.0710, Forward time: 0.7731, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.7100 [2020-10-18 17:48:52,697][root][INFO] - ===> Epoch[688](3440/5): Loss -0.6232, Sem 0.0460, dir -0.9609, norm 0.2917, swav 0.0000 LR: 9.482e-02 Score 98.476 Data time: 0.0724, Forward time: 0.7731, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.2403 [2020-10-18 17:48:54,997][root][INFO] - ===> Epoch[689](3441/5): Loss -0.6296, Sem 0.0496, dir -0.9628, norm 0.2836, swav 0.0000 LR: 9.482e-02 Score 98.378 Data time: 0.0966, Forward time: 0.7731, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.2160 [2020-10-18 17:48:57,330][root][INFO] - ===> Epoch[689](3442/5): Loss -0.6537, Sem 0.0472, dir -0.9626, norm 0.2617, swav 0.0000 LR: 9.482e-02 Score 98.421 Data time: 0.0695, Forward time: 0.7731, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.2170 [2020-10-18 17:48:59,605][root][INFO] - ===> Epoch[689](3443/5): Loss -0.6807, Sem 0.0427, dir -0.9650, norm 0.2416, swav 0.0000 LR: 9.482e-02 Score 98.586 Data time: 0.0597, Forward time: 0.7731, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.1982 [2020-10-18 17:49:01,759][root][INFO] - ===> Epoch[689](3444/5): Loss -0.6138, Sem 0.0465, dir -0.9605, norm 0.3002, swav 0.0000 LR: 9.482e-02 Score 98.504 Data time: 0.0650, Forward time: 0.7731, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0868 [2020-10-18 17:49:04,017][root][INFO] - ===> Epoch[689](3445/5): Loss -0.6344, Sem 0.0484, dir -0.9601, norm 0.2773, swav 0.0000 LR: 9.482e-02 Score 98.389 Data time: 0.0501, Forward time: 0.7730, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.1428 [2020-10-18 17:49:05,980][root][INFO] - ===> Epoch[690](3446/5): Loss -0.6504, Sem 0.0439, dir -0.9654, norm 0.2710, swav 0.0000 LR: 9.482e-02 Score 98.555 Data time: 0.0547, Forward time: 0.7730, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.8984 [2020-10-18 17:49:08,071][root][INFO] - ===> Epoch[690](3447/5): Loss -0.6331, Sem 0.0525, dir -0.9610, norm 0.2754, swav 0.0000 LR: 9.481e-02 Score 98.303 Data time: 0.0482, Forward time: 0.7729, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.0121 [2020-10-18 17:49:10,724][root][INFO] - ===> Epoch[690](3448/5): Loss -0.6353, Sem 0.0464, dir -0.9621, norm 0.2804, swav 0.0000 LR: 9.481e-02 Score 98.464 Data time: 0.0761, Forward time: 0.7729, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.5758 [2020-10-18 17:49:12,645][root][INFO] - ===> Epoch[690](3449/5): Loss -0.6444, Sem 0.0472, dir -0.9619, norm 0.2703, swav 0.0000 LR: 9.481e-02 Score 98.452 Data time: 0.0728, Forward time: 0.7729, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.8161 [2020-10-18 17:49:14,970][root][INFO] - ===> Epoch[690](3450/5): Loss -0.6250, Sem 0.0496, dir -0.9584, norm 0.2839, swav 0.0000 LR: 9.481e-02 Score 98.348 Data time: 0.0537, Forward time: 0.7729, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.2242 [2020-10-18 17:49:17,217][root][INFO] - ===> Epoch[691](3451/5): Loss -0.6545, Sem 0.0451, dir -0.9610, norm 0.2614, swav 0.0000 LR: 9.481e-02 Score 98.533 Data time: 0.0867, Forward time: 0.7729, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.1533 [2020-10-18 17:49:19,505][root][INFO] - ===> Epoch[691](3452/5): Loss -0.6506, Sem 0.0498, dir -0.9623, norm 0.2619, swav 0.0000 LR: 9.481e-02 Score 98.337 Data time: 0.0590, Forward time: 0.7729, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.1750 [2020-10-18 17:49:21,703][root][INFO] - ===> Epoch[691](3453/5): Loss -0.6779, Sem 0.0448, dir -0.9621, norm 0.2394, swav 0.0000 LR: 9.481e-02 Score 98.522 Data time: 0.0738, Forward time: 0.7728, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.1054 [2020-10-18 17:49:23,846][root][INFO] - ===> Epoch[691](3454/5): Loss -0.6077, Sem 0.0535, dir -0.9626, norm 0.3013, swav 0.0000 LR: 9.480e-02 Score 98.275 Data time: 0.0815, Forward time: 0.7729, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.0338 [2020-10-18 17:49:25,891][root][INFO] - ===> Epoch[691](3455/5): Loss -0.6498, Sem 0.0513, dir -0.9620, norm 0.2609, swav 0.0000 LR: 9.480e-02 Score 98.336 Data time: 0.1122, Forward time: 0.7728, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.9464 [2020-10-18 17:49:28,080][root][INFO] - ===> Epoch[692](3456/5): Loss -0.6189, Sem 0.0488, dir -0.9585, norm 0.2908, swav 0.0000 LR: 9.480e-02 Score 98.402 Data time: 0.0977, Forward time: 0.7728, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.1222 [2020-10-18 17:49:30,046][root][INFO] - ===> Epoch[692](3457/5): Loss -0.5978, Sem 0.0574, dir -0.9567, norm 0.3015, swav 0.0000 LR: 9.480e-02 Score 98.114 Data time: 0.0624, Forward time: 0.7728, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.8543 [2020-10-18 17:49:32,072][root][INFO] - ===> Epoch[692](3458/5): Loss -0.6705, Sem 0.0447, dir -0.9643, norm 0.2491, swav 0.0000 LR: 9.480e-02 Score 98.510 Data time: 0.0581, Forward time: 0.7728, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.9505 [2020-10-18 17:49:34,056][root][INFO] - ===> Epoch[692](3459/5): Loss -0.6634, Sem 0.0487, dir -0.9632, norm 0.2511, swav 0.0000 LR: 9.480e-02 Score 98.374 Data time: 0.0696, Forward time: 0.7727, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.8938 [2020-10-18 17:49:36,657][root][INFO] - ===> Epoch[692](3460/5): Loss -0.6425, Sem 0.0462, dir -0.9625, norm 0.2738, swav 0.0000 LR: 9.479e-02 Score 98.497 Data time: 0.1221, Forward time: 0.7727, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.5023 [2020-10-18 17:49:38,813][root][INFO] - ===> Epoch[693](3461/5): Loss -0.6500, Sem 0.0446, dir -0.9637, norm 0.2691, swav 0.0000 LR: 9.479e-02 Score 98.542 Data time: 0.0816, Forward time: 0.7728, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.0509 [2020-10-18 17:49:41,319][root][INFO] - ===> Epoch[693](3462/5): Loss -0.6563, Sem 0.0430, dir -0.9615, norm 0.2622, swav 0.0000 LR: 9.479e-02 Score 98.596 Data time: 0.0635, Forward time: 0.7727, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.3958 [2020-10-18 17:49:43,932][root][INFO] - ===> Epoch[693](3463/5): Loss -0.6291, Sem 0.0481, dir -0.9611, norm 0.2839, swav 0.0000 LR: 9.479e-02 Score 98.435 Data time: 0.0749, Forward time: 0.7727, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.5441 [2020-10-18 17:49:46,292][root][INFO] - ===> Epoch[693](3464/5): Loss -0.6368, Sem 0.0516, dir -0.9612, norm 0.2728, swav 0.0000 LR: 9.479e-02 Score 98.293 Data time: 0.0787, Forward time: 0.7727, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.2563 [2020-10-18 17:49:48,417][root][INFO] - ===> Epoch[693](3465/5): Loss -0.6779, Sem 0.0413, dir -0.9665, norm 0.2473, swav 0.0000 LR: 9.479e-02 Score 98.653 Data time: 0.0525, Forward time: 0.7727, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.0148 [2020-10-18 17:49:51,007][root][INFO] - ===> Epoch[694](3466/5): Loss -0.6445, Sem 0.0485, dir -0.9612, norm 0.2682, swav 0.0000 LR: 9.479e-02 Score 98.423 Data time: 0.1254, Forward time: 0.7728, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.4949 [2020-10-18 17:49:52,908][root][INFO] - ===> Epoch[694](3467/5): Loss -0.6552, Sem 0.0482, dir -0.9643, norm 0.2609, swav 0.0000 LR: 9.478e-02 Score 98.374 Data time: 0.0695, Forward time: 0.7728, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.7667 [2020-10-18 17:49:54,858][root][INFO] - ===> Epoch[694](3468/5): Loss -0.6138, Sem 0.0478, dir -0.9622, norm 0.3006, swav 0.0000 LR: 9.478e-02 Score 98.431 Data time: 0.0687, Forward time: 0.7728, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.8441 [2020-10-18 17:49:57,422][root][INFO] - ===> Epoch[694](3469/5): Loss -0.6525, Sem 0.0493, dir -0.9645, norm 0.2628, swav 0.0000 LR: 9.478e-02 Score 98.416 Data time: 0.0648, Forward time: 0.7728, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.4626 [2020-10-18 17:49:59,969][root][INFO] - ===> Epoch[694](3470/5): Loss -0.6502, Sem 0.0432, dir -0.9644, norm 0.2711, swav 0.0000 LR: 9.478e-02 Score 98.586 Data time: 0.0740, Forward time: 0.7728, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.4310 [2020-10-18 17:50:02,231][root][INFO] - ===> Epoch[695](3471/5): Loss -0.6271, Sem 0.0494, dir -0.9613, norm 0.2849, swav 0.0000 LR: 9.478e-02 Score 98.389 Data time: 0.0753, Forward time: 0.7728, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.1665 [2020-10-18 17:50:04,482][root][INFO] - ===> Epoch[695](3472/5): Loss -0.6461, Sem 0.0490, dir -0.9603, norm 0.2652, swav 0.0000 LR: 9.478e-02 Score 98.363 Data time: 0.0643, Forward time: 0.7728, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.1436 [2020-10-18 17:50:07,194][root][INFO] - ===> Epoch[695](3473/5): Loss -0.6076, Sem 0.0555, dir -0.9575, norm 0.2944, swav 0.0000 LR: 9.478e-02 Score 98.156 Data time: 0.0639, Forward time: 0.7727, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 2.5987 [2020-10-18 17:50:09,307][root][INFO] - ===> Epoch[695](3474/5): Loss -0.6272, Sem 0.0466, dir -0.9632, norm 0.2895, swav 0.0000 LR: 9.477e-02 Score 98.431 Data time: 0.0671, Forward time: 0.7727, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 2.0090 [2020-10-18 17:50:11,236][root][INFO] - ===> Epoch[695](3475/5): Loss -0.6722, Sem 0.0457, dir -0.9643, norm 0.2465, swav 0.0000 LR: 9.477e-02 Score 98.469 Data time: 0.0570, Forward time: 0.7726, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 1.8294 [2020-10-18 17:50:13,067][root][INFO] - ===> Epoch[696](3476/5): Loss -0.6885, Sem 0.0402, dir -0.9669, norm 0.2382, swav 0.0000 LR: 9.477e-02 Score 98.650 Data time: 0.0604, Forward time: 0.7726, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 1.7475 [2020-10-18 17:50:15,633][root][INFO] - ===> Epoch[696](3477/5): Loss -0.6212, Sem 0.0485, dir -0.9578, norm 0.2882, swav 0.0000 LR: 9.477e-02 Score 98.408 Data time: 0.0871, Forward time: 0.7725, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 2.4672 [2020-10-18 17:50:18,130][root][INFO] - ===> Epoch[696](3478/5): Loss -0.6565, Sem 0.0438, dir -0.9669, norm 0.2666, swav 0.0000 LR: 9.477e-02 Score 98.564 Data time: 0.0823, Forward time: 0.7726, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 2.4167 [2020-10-18 17:50:20,367][root][INFO] - ===> Epoch[696](3479/5): Loss -0.6385, Sem 0.0508, dir -0.9610, norm 0.2718, swav 0.0000 LR: 9.477e-02 Score 98.319 Data time: 0.0768, Forward time: 0.7726, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 2.1185 [2020-10-18 17:50:22,564][root][INFO] - ===> Epoch[696](3480/5): Loss -0.6573, Sem 0.0470, dir -0.9633, norm 0.2590, swav 0.0000 LR: 9.476e-02 Score 98.441 Data time: 0.0647, Forward time: 0.7726, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 2.1049 [2020-10-18 17:50:24,689][root][INFO] - ===> Epoch[697](3481/5): Loss -0.6319, Sem 0.0479, dir -0.9584, norm 0.2786, swav 0.0000 LR: 9.476e-02 Score 98.434 Data time: 0.0770, Forward time: 0.7726, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 2.0235 [2020-10-18 17:50:27,001][root][INFO] - ===> Epoch[697](3482/5): Loss -0.6399, Sem 0.0451, dir -0.9649, norm 0.2800, swav 0.0000 LR: 9.476e-02 Score 98.544 Data time: 0.0882, Forward time: 0.7726, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 2.2008 [2020-10-18 17:50:29,203][root][INFO] - ===> Epoch[697](3483/5): Loss -0.6493, Sem 0.0462, dir -0.9645, norm 0.2690, swav 0.0000 LR: 9.476e-02 Score 98.460 Data time: 0.0827, Forward time: 0.7726, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 2.0901 [2020-10-18 17:50:31,490][root][INFO] - ===> Epoch[697](3484/5): Loss -0.6606, Sem 0.0467, dir -0.9636, norm 0.2563, swav 0.0000 LR: 9.476e-02 Score 98.456 Data time: 0.0905, Forward time: 0.7727, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 2.1847 [2020-10-18 17:50:33,615][root][INFO] - ===> Epoch[697](3485/5): Loss -0.6361, Sem 0.0442, dir -0.9652, norm 0.2849, swav 0.0000 LR: 9.476e-02 Score 98.531 Data time: 0.0877, Forward time: 0.7727, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.0274 [2020-10-18 17:50:36,145][root][INFO] - ===> Epoch[698](3486/5): Loss -0.6549, Sem 0.0429, dir -0.9636, norm 0.2658, swav 0.0000 LR: 9.476e-02 Score 98.591 Data time: 0.0618, Forward time: 0.7727, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 2.3943 [2020-10-18 17:50:37,936][root][INFO] - ===> Epoch[698](3487/5): Loss -0.6569, Sem 0.0453, dir -0.9610, norm 0.2588, swav 0.0000 LR: 9.475e-02 Score 98.501 Data time: 0.0707, Forward time: 0.7727, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 1.7046 [2020-10-18 17:50:39,982][root][INFO] - ===> Epoch[698](3488/5): Loss -0.6429, Sem 0.0547, dir -0.9628, norm 0.2653, swav 0.0000 LR: 9.475e-02 Score 98.187 Data time: 0.0738, Forward time: 0.7727, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 1.9486 [2020-10-18 17:50:42,628][root][INFO] - ===> Epoch[698](3489/5): Loss -0.6259, Sem 0.0544, dir -0.9573, norm 0.2770, swav 0.0000 LR: 9.475e-02 Score 98.245 Data time: 0.0777, Forward time: 0.7727, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.5249 [2020-10-18 17:50:44,785][root][INFO] - ===> Epoch[698](3490/5): Loss -0.6622, Sem 0.0470, dir -0.9666, norm 0.2573, swav 0.0000 LR: 9.475e-02 Score 98.479 Data time: 0.0872, Forward time: 0.7728, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.0524 [2020-10-18 17:50:46,705][root][INFO] - ===> Epoch[699](3491/5): Loss -0.6528, Sem 0.0465, dir -0.9604, norm 0.2610, swav 0.0000 LR: 9.475e-02 Score 98.432 Data time: 0.0598, Forward time: 0.7728, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 1.8072 [2020-10-18 17:50:49,080][root][INFO] - ===> Epoch[699](3492/5): Loss -0.6261, Sem 0.0478, dir -0.9634, norm 0.2894, swav 0.0000 LR: 9.475e-02 Score 98.458 Data time: 0.0817, Forward time: 0.7728, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.2753 [2020-10-18 17:50:50,713][root][INFO] - ===> Epoch[699](3493/5): Loss -0.6550, Sem 0.0503, dir -0.9641, norm 0.2588, swav 0.0000 LR: 9.475e-02 Score 98.340 Data time: 0.0613, Forward time: 0.7728, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.5027 [2020-10-18 17:50:53,200][root][INFO] - ===> Epoch[699](3494/5): Loss -0.6472, Sem 0.0527, dir -0.9600, norm 0.2601, swav 0.0000 LR: 9.474e-02 Score 98.205 Data time: 0.1627, Forward time: 0.7728, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.3871 [2020-10-18 17:50:55,653][root][INFO] - ===> Epoch[699](3495/5): Loss -0.6536, Sem 0.0407, dir -0.9652, norm 0.2710, swav 0.0000 LR: 9.474e-02 Score 98.653 Data time: 0.0767, Forward time: 0.7728, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.3471 [2020-10-18 17:50:57,620][root][INFO] - ===> Epoch[700](3496/5): Loss -0.6237, Sem 0.0493, dir -0.9604, norm 0.2875, swav 0.0000 LR: 9.474e-02 Score 98.396 Data time: 0.0605, Forward time: 0.7728, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.8467 [2020-10-18 17:50:59,580][root][INFO] - ===> Epoch[700](3497/5): Loss -0.6375, Sem 0.0503, dir -0.9630, norm 0.2752, swav 0.0000 LR: 9.474e-02 Score 98.339 Data time: 0.2293, Forward time: 0.7727, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.8732 [2020-10-18 17:51:01,698][root][INFO] - ===> Epoch[700](3498/5): Loss -0.6232, Sem 0.0453, dir -0.9624, norm 0.2939, swav 0.0000 LR: 9.474e-02 Score 98.511 Data time: 0.0844, Forward time: 0.7727, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.0228 [2020-10-18 17:51:03,657][root][INFO] - ===> Epoch[700](3499/5): Loss -0.6478, Sem 0.0477, dir -0.9630, norm 0.2675, swav 0.0000 LR: 9.474e-02 Score 98.441 Data time: 0.0534, Forward time: 0.7727, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.8482 [2020-10-18 17:51:05,724][root][INFO] - ===> Epoch[700](3500/5): Loss -0.5983, Sem 0.0568, dir -0.9597, norm 0.3045, swav 0.0000 LR: 9.473e-02 Score 98.149 Data time: 0.0878, Forward time: 0.7727, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.9741 [2020-10-18 17:51:07,274][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 17:51:09,059][root][INFO] - ===> Epoch[701](3501/5): Loss -0.6577, Sem 0.0478, dir -0.9628, norm 0.2574, swav 0.0000 LR: 9.473e-02 Score 98.393 Data time: 0.0811, Forward time: 0.7726, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.5744 [2020-10-18 17:51:11,119][root][INFO] - ===> Epoch[701](3502/5): Loss -0.6378, Sem 0.0480, dir -0.9630, norm 0.2772, swav 0.0000 LR: 9.473e-02 Score 98.386 Data time: 0.0901, Forward time: 0.7726, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.9281 [2020-10-18 17:51:13,675][root][INFO] - ===> Epoch[701](3503/5): Loss -0.6128, Sem 0.0563, dir -0.9597, norm 0.2906, swav 0.0000 LR: 9.473e-02 Score 98.218 Data time: 0.0699, Forward time: 0.7726, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.4497 [2020-10-18 17:51:15,618][root][INFO] - ===> Epoch[701](3504/5): Loss -0.6428, Sem 0.0488, dir -0.9622, norm 0.2706, swav 0.0000 LR: 9.473e-02 Score 98.394 Data time: 0.0830, Forward time: 0.7726, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.8340 [2020-10-18 17:51:17,714][root][INFO] - ===> Epoch[701](3505/5): Loss -0.6514, Sem 0.0476, dir -0.9630, norm 0.2641, swav 0.0000 LR: 9.473e-02 Score 98.468 Data time: 0.0949, Forward time: 0.7727, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.9943 [2020-10-18 17:51:19,732][root][INFO] - ===> Epoch[702](3506/5): Loss -0.6347, Sem 0.0491, dir -0.9618, norm 0.2781, swav 0.0000 LR: 9.473e-02 Score 98.444 Data time: 0.0753, Forward time: 0.7727, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.8920 [2020-10-18 17:51:21,781][root][INFO] - ===> Epoch[702](3507/5): Loss -0.6630, Sem 0.0450, dir -0.9627, norm 0.2546, swav 0.0000 LR: 9.472e-02 Score 98.506 Data time: 0.0479, Forward time: 0.7726, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.9299 [2020-10-18 17:51:24,193][root][INFO] - ===> Epoch[702](3508/5): Loss -0.6422, Sem 0.0457, dir -0.9660, norm 0.2781, swav 0.0000 LR: 9.472e-02 Score 98.480 Data time: 0.1951, Forward time: 0.7727, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.3306 [2020-10-18 17:51:26,351][root][INFO] - ===> Epoch[702](3509/5): Loss -0.6523, Sem 0.0450, dir -0.9636, norm 0.2662, swav 0.0000 LR: 9.472e-02 Score 98.485 Data time: 0.0872, Forward time: 0.7728, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0260 [2020-10-18 17:51:28,607][root][INFO] - ===> Epoch[702](3510/5): Loss -0.6262, Sem 0.0493, dir -0.9627, norm 0.2872, swav 0.0000 LR: 9.472e-02 Score 98.410 Data time: 0.0695, Forward time: 0.7727, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.1451 [2020-10-18 17:51:30,581][root][INFO] - ===> Epoch[703](3511/5): Loss -0.6807, Sem 0.0484, dir -0.9645, norm 0.2354, swav 0.0000 LR: 9.472e-02 Score 98.388 Data time: 0.0795, Forward time: 0.7728, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.8949 [2020-10-18 17:51:32,595][root][INFO] - ===> Epoch[703](3512/5): Loss -0.6433, Sem 0.0482, dir -0.9635, norm 0.2720, swav 0.0000 LR: 9.472e-02 Score 98.415 Data time: 0.0557, Forward time: 0.7727, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.9131 [2020-10-18 17:51:35,239][root][INFO] - ===> Epoch[703](3513/5): Loss -0.6448, Sem 0.0470, dir -0.9647, norm 0.2730, swav 0.0000 LR: 9.471e-02 Score 98.485 Data time: 0.0621, Forward time: 0.7727, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.5581 [2020-10-18 17:51:37,679][root][INFO] - ===> Epoch[703](3514/5): Loss -0.6454, Sem 0.0455, dir -0.9620, norm 0.2711, swav 0.0000 LR: 9.471e-02 Score 98.448 Data time: 0.0836, Forward time: 0.7727, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.3444 [2020-10-18 17:51:39,614][root][INFO] - ===> Epoch[703](3515/5): Loss -0.6476, Sem 0.0453, dir -0.9625, norm 0.2696, swav 0.0000 LR: 9.471e-02 Score 98.511 Data time: 0.0682, Forward time: 0.7727, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.8147 [2020-10-18 17:51:41,526][root][INFO] - ===> Epoch[704](3516/5): Loss -0.6651, Sem 0.0481, dir -0.9643, norm 0.2510, swav 0.0000 LR: 9.471e-02 Score 98.402 Data time: 0.0659, Forward time: 0.7727, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.8013 [2020-10-18 17:51:43,872][root][INFO] - ===> Epoch[704](3517/5): Loss -0.6399, Sem 0.0442, dir -0.9636, norm 0.2795, swav 0.0000 LR: 9.471e-02 Score 98.548 Data time: 0.0836, Forward time: 0.7727, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.2628 [2020-10-18 17:51:46,162][root][INFO] - ===> Epoch[704](3518/5): Loss -0.6217, Sem 0.0524, dir -0.9580, norm 0.2839, swav 0.0000 LR: 9.471e-02 Score 98.302 Data time: 0.0716, Forward time: 0.7727, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.1748 [2020-10-18 17:51:48,153][root][INFO] - ===> Epoch[704](3519/5): Loss -0.6589, Sem 0.0479, dir -0.9647, norm 0.2580, swav 0.0000 LR: 9.471e-02 Score 98.422 Data time: 0.0646, Forward time: 0.7726, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.8847 [2020-10-18 17:51:50,652][root][INFO] - ===> Epoch[704](3520/5): Loss -0.6369, Sem 0.0535, dir -0.9614, norm 0.2710, swav 0.0000 LR: 9.470e-02 Score 98.303 Data time: 0.0817, Forward time: 0.7726, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.4043 [2020-10-18 17:51:52,981][root][INFO] - ===> Epoch[705](3521/5): Loss -0.6506, Sem 0.0457, dir -0.9612, norm 0.2650, swav 0.0000 LR: 9.470e-02 Score 98.440 Data time: 0.1057, Forward time: 0.7726, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.2135 [2020-10-18 17:51:56,181][root][INFO] - ===> Epoch[705](3522/5): Loss -0.6333, Sem 0.0489, dir -0.9610, norm 0.2789, swav 0.0000 LR: 9.470e-02 Score 98.419 Data time: 0.0622, Forward time: 0.7726, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 3.0938 [2020-10-18 17:51:58,037][root][INFO] - ===> Epoch[705](3523/5): Loss -0.6778, Sem 0.0402, dir -0.9671, norm 0.2490, swav 0.0000 LR: 9.470e-02 Score 98.690 Data time: 0.0772, Forward time: 0.7726, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.7513 [2020-10-18 17:52:00,125][root][INFO] - ===> Epoch[705](3524/5): Loss -0.6569, Sem 0.0484, dir -0.9636, norm 0.2584, swav 0.0000 LR: 9.470e-02 Score 98.365 Data time: 0.0795, Forward time: 0.7726, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.9971 [2020-10-18 17:52:02,452][root][INFO] - ===> Epoch[705](3525/5): Loss -0.6776, Sem 0.0455, dir -0.9643, norm 0.2413, swav 0.0000 LR: 9.470e-02 Score 98.461 Data time: 0.0648, Forward time: 0.7726, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.2359 [2020-10-18 17:52:04,826][root][INFO] - ===> Epoch[706](3526/5): Loss -0.6486, Sem 0.0452, dir -0.9623, norm 0.2686, swav 0.0000 LR: 9.470e-02 Score 98.481 Data time: 0.0650, Forward time: 0.7726, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.2817 [2020-10-18 17:52:07,010][root][INFO] - ===> Epoch[706](3527/5): Loss -0.6340, Sem 0.0466, dir -0.9644, norm 0.2838, swav 0.0000 LR: 9.469e-02 Score 98.507 Data time: 0.0676, Forward time: 0.7725, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0856 [2020-10-18 17:52:09,097][root][INFO] - ===> Epoch[706](3528/5): Loss -0.6418, Sem 0.0459, dir -0.9648, norm 0.2771, swav 0.0000 LR: 9.469e-02 Score 98.541 Data time: 0.0577, Forward time: 0.7725, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.9889 [2020-10-18 17:52:11,316][root][INFO] - ===> Epoch[706](3529/5): Loss -0.6630, Sem 0.0412, dir -0.9635, norm 0.2593, swav 0.0000 LR: 9.469e-02 Score 98.640 Data time: 0.0586, Forward time: 0.7724, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.1327 [2020-10-18 17:52:13,435][root][INFO] - ===> Epoch[706](3530/5): Loss -0.6188, Sem 0.0546, dir -0.9616, norm 0.2881, swav 0.0000 LR: 9.469e-02 Score 98.324 Data time: 0.0624, Forward time: 0.7724, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.0228 [2020-10-18 17:52:15,482][root][INFO] - ===> Epoch[707](3531/5): Loss -0.6343, Sem 0.0502, dir -0.9627, norm 0.2783, swav 0.0000 LR: 9.469e-02 Score 98.337 Data time: 0.0730, Forward time: 0.7724, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.9245 [2020-10-18 17:52:18,381][root][INFO] - ===> Epoch[707](3532/5): Loss -0.6300, Sem 0.0487, dir -0.9616, norm 0.2829, swav 0.0000 LR: 9.469e-02 Score 98.335 Data time: 0.0837, Forward time: 0.7724, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.8118 [2020-10-18 17:52:20,824][root][INFO] - ===> Epoch[707](3533/5): Loss -0.6476, Sem 0.0454, dir -0.9645, norm 0.2715, swav 0.0000 LR: 9.468e-02 Score 98.513 Data time: 0.0869, Forward time: 0.7724, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.3254 [2020-10-18 17:52:22,957][root][INFO] - ===> Epoch[707](3534/5): Loss -0.6292, Sem 0.0474, dir -0.9617, norm 0.2851, swav 0.0000 LR: 9.468e-02 Score 98.453 Data time: 0.0679, Forward time: 0.7724, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.0343 [2020-10-18 17:52:25,071][root][INFO] - ===> Epoch[707](3535/5): Loss -0.6569, Sem 0.0442, dir -0.9624, norm 0.2613, swav 0.0000 LR: 9.468e-02 Score 98.514 Data time: 0.1153, Forward time: 0.7724, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.0147 [2020-10-18 17:52:27,012][root][INFO] - ===> Epoch[708](3536/5): Loss -0.6063, Sem 0.0478, dir -0.9595, norm 0.3055, swav 0.0000 LR: 9.468e-02 Score 98.430 Data time: 0.0790, Forward time: 0.7724, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.8207 [2020-10-18 17:52:28,920][root][INFO] - ===> Epoch[708](3537/5): Loss -0.6576, Sem 0.0446, dir -0.9654, norm 0.2632, swav 0.0000 LR: 9.468e-02 Score 98.539 Data time: 0.0809, Forward time: 0.7725, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.8114 [2020-10-18 17:52:30,930][root][INFO] - ===> Epoch[708](3538/5): Loss -0.6526, Sem 0.0457, dir -0.9661, norm 0.2677, swav 0.0000 LR: 9.468e-02 Score 98.462 Data time: 0.0805, Forward time: 0.7724, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.8961 [2020-10-18 17:52:33,223][root][INFO] - ===> Epoch[708](3539/5): Loss -0.6084, Sem 0.0527, dir -0.9563, norm 0.2952, swav 0.0000 LR: 9.468e-02 Score 98.246 Data time: 0.1079, Forward time: 0.7725, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.2001 [2020-10-18 17:52:36,005][root][INFO] - ===> Epoch[708](3540/5): Loss -0.6380, Sem 0.0476, dir -0.9618, norm 0.2763, swav 0.0000 LR: 9.467e-02 Score 98.428 Data time: 0.1111, Forward time: 0.7724, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.6739 [2020-10-18 17:52:38,434][root][INFO] - ===> Epoch[709](3541/5): Loss -0.6335, Sem 0.0446, dir -0.9615, norm 0.2834, swav 0.0000 LR: 9.467e-02 Score 98.491 Data time: 0.0999, Forward time: 0.7725, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.3321 [2020-10-18 17:52:40,285][root][INFO] - ===> Epoch[709](3542/5): Loss -0.6392, Sem 0.0509, dir -0.9610, norm 0.2710, swav 0.0000 LR: 9.467e-02 Score 98.347 Data time: 0.0809, Forward time: 0.7725, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.7286 [2020-10-18 17:52:42,112][root][INFO] - ===> Epoch[709](3543/5): Loss -0.6808, Sem 0.0462, dir -0.9663, norm 0.2393, swav 0.0000 LR: 9.467e-02 Score 98.500 Data time: 0.0847, Forward time: 0.7725, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.7255 [2020-10-18 17:52:44,879][root][INFO] - ===> Epoch[709](3544/5): Loss -0.6358, Sem 0.0460, dir -0.9628, norm 0.2809, swav 0.0000 LR: 9.467e-02 Score 98.491 Data time: 0.0803, Forward time: 0.7725, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.6699 [2020-10-18 17:52:47,396][root][INFO] - ===> Epoch[709](3545/5): Loss -0.6447, Sem 0.0449, dir -0.9643, norm 0.2747, swav 0.0000 LR: 9.467e-02 Score 98.515 Data time: 0.0718, Forward time: 0.7725, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.3998 [2020-10-18 17:52:49,439][root][INFO] - ===> Epoch[710](3546/5): Loss -0.6495, Sem 0.0503, dir -0.9637, norm 0.2638, swav 0.0000 LR: 9.467e-02 Score 98.377 Data time: 0.0723, Forward time: 0.7726, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.9802 [2020-10-18 17:52:51,823][root][INFO] - ===> Epoch[710](3547/5): Loss -0.6526, Sem 0.0489, dir -0.9609, norm 0.2595, swav 0.0000 LR: 9.466e-02 Score 98.379 Data time: 0.0988, Forward time: 0.7726, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.2754 [2020-10-18 17:52:54,716][root][INFO] - ===> Epoch[710](3548/5): Loss -0.6620, Sem 0.0455, dir -0.9639, norm 0.2564, swav 0.0000 LR: 9.466e-02 Score 98.504 Data time: 0.0546, Forward time: 0.7726, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.7861 [2020-10-18 17:52:56,881][root][INFO] - ===> Epoch[710](3549/5): Loss -0.6759, Sem 0.0477, dir -0.9647, norm 0.2411, swav 0.0000 LR: 9.466e-02 Score 98.371 Data time: 0.0627, Forward time: 0.7725, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.0952 [2020-10-18 17:52:59,239][root][INFO] - ===> Epoch[710](3550/5): Loss -0.6441, Sem 0.0497, dir -0.9606, norm 0.2667, swav 0.0000 LR: 9.466e-02 Score 98.369 Data time: 0.0566, Forward time: 0.7725, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.2558 [2020-10-18 17:53:01,254][root][INFO] - ===> Epoch[711](3551/5): Loss -0.6772, Sem 0.0458, dir -0.9653, norm 0.2423, swav 0.0000 LR: 9.466e-02 Score 98.487 Data time: 0.0742, Forward time: 0.7725, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.9092 [2020-10-18 17:53:03,112][root][INFO] - ===> Epoch[711](3552/5): Loss -0.6559, Sem 0.0493, dir -0.9603, norm 0.2551, swav 0.0000 LR: 9.466e-02 Score 98.306 Data time: 0.0654, Forward time: 0.7725, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.7603 [2020-10-18 17:53:05,619][root][INFO] - ===> Epoch[711](3553/5): Loss -0.6473, Sem 0.0440, dir -0.9651, norm 0.2739, swav 0.0000 LR: 9.465e-02 Score 98.537 Data time: 0.0477, Forward time: 0.7724, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.4158 [2020-10-18 17:53:07,959][root][INFO] - ===> Epoch[711](3554/5): Loss -0.6496, Sem 0.0465, dir -0.9637, norm 0.2676, swav 0.0000 LR: 9.465e-02 Score 98.456 Data time: 0.0614, Forward time: 0.7724, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.2275 [2020-10-18 17:53:09,945][root][INFO] - ===> Epoch[711](3555/5): Loss -0.6384, Sem 0.0493, dir -0.9621, norm 0.2743, swav 0.0000 LR: 9.465e-02 Score 98.380 Data time: 0.0886, Forward time: 0.7724, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 1.8778 [2020-10-18 17:53:12,086][root][INFO] - ===> Epoch[712](3556/5): Loss -0.6537, Sem 0.0462, dir -0.9621, norm 0.2621, swav 0.0000 LR: 9.465e-02 Score 98.459 Data time: 0.0897, Forward time: 0.7724, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.0320 [2020-10-18 17:53:14,442][root][INFO] - ===> Epoch[712](3557/5): Loss -0.6575, Sem 0.0483, dir -0.9618, norm 0.2560, swav 0.0000 LR: 9.465e-02 Score 98.432 Data time: 0.0636, Forward time: 0.7724, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.2399 [2020-10-18 17:53:17,064][root][INFO] - ===> Epoch[712](3558/5): Loss -0.6437, Sem 0.0492, dir -0.9643, norm 0.2714, swav 0.0000 LR: 9.465e-02 Score 98.384 Data time: 0.0503, Forward time: 0.7723, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.5173 [2020-10-18 17:53:19,347][root][INFO] - ===> Epoch[712](3559/5): Loss -0.6617, Sem 0.0450, dir -0.9641, norm 0.2574, swav 0.0000 LR: 9.465e-02 Score 98.530 Data time: 0.0531, Forward time: 0.7723, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.2075 [2020-10-18 17:53:22,260][root][INFO] - ===> Epoch[712](3560/5): Loss -0.6521, Sem 0.0456, dir -0.9621, norm 0.2643, swav 0.0000 LR: 9.464e-02 Score 98.470 Data time: 0.1183, Forward time: 0.7725, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 2.8047 [2020-10-18 17:53:24,376][root][INFO] - ===> Epoch[713](3561/5): Loss -0.6377, Sem 0.0542, dir -0.9597, norm 0.2678, swav 0.0000 LR: 9.464e-02 Score 98.175 Data time: 0.0863, Forward time: 0.7725, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.0005 [2020-10-18 17:53:26,391][root][INFO] - ===> Epoch[713](3562/5): Loss -0.6454, Sem 0.0425, dir -0.9656, norm 0.2777, swav 0.0000 LR: 9.464e-02 Score 98.591 Data time: 0.0796, Forward time: 0.7725, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 1.8898 [2020-10-18 17:53:28,615][root][INFO] - ===> Epoch[713](3563/5): Loss -0.6493, Sem 0.0520, dir -0.9611, norm 0.2599, swav 0.0000 LR: 9.464e-02 Score 98.321 Data time: 0.0642, Forward time: 0.7725, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.1040 [2020-10-18 17:53:30,339][root][INFO] - ===> Epoch[713](3564/5): Loss -0.6543, Sem 0.0461, dir -0.9628, norm 0.2623, swav 0.0000 LR: 9.464e-02 Score 98.456 Data time: 0.0550, Forward time: 0.7724, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 1.6154 [2020-10-18 17:53:32,260][root][INFO] - ===> Epoch[713](3565/5): Loss -0.6405, Sem 0.0476, dir -0.9646, norm 0.2765, swav 0.0000 LR: 9.464e-02 Score 98.443 Data time: 0.0712, Forward time: 0.7724, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.8135 [2020-10-18 17:53:34,431][root][INFO] - ===> Epoch[714](3566/5): Loss -0.6574, Sem 0.0465, dir -0.9626, norm 0.2587, swav 0.0000 LR: 9.463e-02 Score 98.490 Data time: 0.0609, Forward time: 0.7724, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.0560 [2020-10-18 17:53:37,047][root][INFO] - ===> Epoch[714](3567/5): Loss -0.6373, Sem 0.0482, dir -0.9631, norm 0.2775, swav 0.0000 LR: 9.463e-02 Score 98.419 Data time: 0.1914, Forward time: 0.7725, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.5027 [2020-10-18 17:53:38,821][root][INFO] - ===> Epoch[714](3568/5): Loss -0.6612, Sem 0.0499, dir -0.9633, norm 0.2522, swav 0.0000 LR: 9.463e-02 Score 98.335 Data time: 0.0758, Forward time: 0.7725, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.6203 [2020-10-18 17:53:41,126][root][INFO] - ===> Epoch[714](3569/5): Loss -0.6346, Sem 0.0508, dir -0.9568, norm 0.2714, swav 0.0000 LR: 9.463e-02 Score 98.316 Data time: 0.0760, Forward time: 0.7725, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.2273 [2020-10-18 17:53:43,102][root][INFO] - ===> Epoch[714](3570/5): Loss -0.6678, Sem 0.0428, dir -0.9632, norm 0.2525, swav 0.0000 LR: 9.463e-02 Score 98.588 Data time: 0.0825, Forward time: 0.7725, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.8583 [2020-10-18 17:53:45,398][root][INFO] - ===> Epoch[715](3571/5): Loss -0.6578, Sem 0.0507, dir -0.9646, norm 0.2561, swav 0.0000 LR: 9.463e-02 Score 98.331 Data time: 0.0871, Forward time: 0.7726, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.2095 [2020-10-18 17:53:47,770][root][INFO] - ===> Epoch[715](3572/5): Loss -0.6464, Sem 0.0420, dir -0.9628, norm 0.2743, swav 0.0000 LR: 9.463e-02 Score 98.630 Data time: 0.0895, Forward time: 0.7726, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.2492 [2020-10-18 17:53:49,739][root][INFO] - ===> Epoch[715](3573/5): Loss -0.6524, Sem 0.0494, dir -0.9621, norm 0.2603, swav 0.0000 LR: 9.462e-02 Score 98.335 Data time: 0.0748, Forward time: 0.7726, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.8653 [2020-10-18 17:53:51,604][root][INFO] - ===> Epoch[715](3574/5): Loss -0.6389, Sem 0.0483, dir -0.9620, norm 0.2748, swav 0.0000 LR: 9.462e-02 Score 98.414 Data time: 0.0786, Forward time: 0.7726, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.7712 [2020-10-18 17:53:53,911][root][INFO] - ===> Epoch[715](3575/5): Loss -0.6365, Sem 0.0496, dir -0.9624, norm 0.2763, swav 0.0000 LR: 9.462e-02 Score 98.378 Data time: 0.0856, Forward time: 0.7727, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.2134 [2020-10-18 17:53:56,406][root][INFO] - ===> Epoch[716](3576/5): Loss -0.6472, Sem 0.0464, dir -0.9666, norm 0.2729, swav 0.0000 LR: 9.462e-02 Score 98.481 Data time: 0.2041, Forward time: 0.7728, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.3809 [2020-10-18 17:53:58,913][root][INFO] - ===> Epoch[716](3577/5): Loss -0.6119, Sem 0.0504, dir -0.9581, norm 0.2959, swav 0.0000 LR: 9.462e-02 Score 98.350 Data time: 0.0737, Forward time: 0.7728, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.4259 [2020-10-18 17:54:01,028][root][INFO] - ===> Epoch[716](3578/5): Loss -0.6598, Sem 0.0483, dir -0.9620, norm 0.2539, swav 0.0000 LR: 9.462e-02 Score 98.392 Data time: 0.0631, Forward time: 0.7728, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.0241 [2020-10-18 17:54:03,055][root][INFO] - ===> Epoch[716](3579/5): Loss -0.6221, Sem 0.0497, dir -0.9584, norm 0.2866, swav 0.0000 LR: 9.462e-02 Score 98.333 Data time: 0.0745, Forward time: 0.7727, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.9214 [2020-10-18 17:54:05,391][root][INFO] - ===> Epoch[716](3580/5): Loss -0.6423, Sem 0.0495, dir -0.9632, norm 0.2714, swav 0.0000 LR: 9.461e-02 Score 98.358 Data time: 0.0708, Forward time: 0.7727, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.2099 [2020-10-18 17:54:08,302][root][INFO] - ===> Epoch[717](3581/5): Loss -0.6445, Sem 0.0462, dir -0.9625, norm 0.2719, swav 0.0000 LR: 9.461e-02 Score 98.455 Data time: 0.0809, Forward time: 0.7727, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.8013 [2020-10-18 17:54:10,296][root][INFO] - ===> Epoch[717](3582/5): Loss -0.6537, Sem 0.0490, dir -0.9646, norm 0.2618, swav 0.0000 LR: 9.461e-02 Score 98.361 Data time: 0.0758, Forward time: 0.7727, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.8772 [2020-10-18 17:54:12,963][root][INFO] - ===> Epoch[717](3583/5): Loss -0.6389, Sem 0.0435, dir -0.9639, norm 0.2815, swav 0.0000 LR: 9.461e-02 Score 98.572 Data time: 0.1139, Forward time: 0.7728, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.5693 [2020-10-18 17:54:15,687][root][INFO] - ===> Epoch[717](3584/5): Loss -0.6448, Sem 0.0507, dir -0.9610, norm 0.2656, swav 0.0000 LR: 9.461e-02 Score 98.318 Data time: 0.0581, Forward time: 0.7728, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.6113 [2020-10-18 17:54:17,961][root][INFO] - ===> Epoch[717](3585/5): Loss -0.6376, Sem 0.0524, dir -0.9633, norm 0.2733, swav 0.0000 LR: 9.461e-02 Score 98.250 Data time: 0.0460, Forward time: 0.7727, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.2064 [2020-10-18 17:54:19,745][root][INFO] - ===> Epoch[718](3586/5): Loss -0.6589, Sem 0.0453, dir -0.9646, norm 0.2603, swav 0.0000 LR: 9.460e-02 Score 98.499 Data time: 0.0482, Forward time: 0.7726, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.7343 [2020-10-18 17:54:22,203][root][INFO] - ===> Epoch[718](3587/5): Loss -0.6552, Sem 0.0473, dir -0.9623, norm 0.2598, swav 0.0000 LR: 9.460e-02 Score 98.452 Data time: 0.0838, Forward time: 0.7727, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.4298 [2020-10-18 17:54:24,225][root][INFO] - ===> Epoch[718](3588/5): Loss -0.6379, Sem 0.0464, dir -0.9602, norm 0.2759, swav 0.0000 LR: 9.460e-02 Score 98.456 Data time: 0.0687, Forward time: 0.7727, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.9237 [2020-10-18 17:54:27,018][root][INFO] - ===> Epoch[718](3589/5): Loss -0.6333, Sem 0.0440, dir -0.9577, norm 0.2803, swav 0.0000 LR: 9.460e-02 Score 98.545 Data time: 0.0603, Forward time: 0.7727, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.7181 [2020-10-18 17:54:29,345][root][INFO] - ===> Epoch[718](3590/5): Loss -0.6429, Sem 0.0497, dir -0.9624, norm 0.2699, swav 0.0000 LR: 9.460e-02 Score 98.406 Data time: 0.0641, Forward time: 0.7726, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.2260 [2020-10-18 17:54:31,314][root][INFO] - ===> Epoch[719](3591/5): Loss -0.6451, Sem 0.0530, dir -0.9649, norm 0.2668, swav 0.0000 LR: 9.460e-02 Score 98.371 Data time: 0.1324, Forward time: 0.7726, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 1.8968 [2020-10-18 17:54:33,963][root][INFO] - ===> Epoch[719](3592/5): Loss -0.6184, Sem 0.0499, dir -0.9608, norm 0.2925, swav 0.0000 LR: 9.460e-02 Score 98.365 Data time: 0.0954, Forward time: 0.7727, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.5257 [2020-10-18 17:54:36,471][root][INFO] - ===> Epoch[719](3593/5): Loss -0.6633, Sem 0.0471, dir -0.9653, norm 0.2548, swav 0.0000 LR: 9.459e-02 Score 98.416 Data time: 0.0837, Forward time: 0.7727, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.3846 [2020-10-18 17:54:38,871][root][INFO] - ===> Epoch[719](3594/5): Loss -0.6031, Sem 0.0487, dir -0.9605, norm 0.3087, swav 0.0000 LR: 9.459e-02 Score 98.470 Data time: 0.0724, Forward time: 0.7727, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.2868 [2020-10-18 17:54:40,918][root][INFO] - ===> Epoch[719](3595/5): Loss -0.6247, Sem 0.0523, dir -0.9609, norm 0.2838, swav 0.0000 LR: 9.459e-02 Score 98.299 Data time: 0.1170, Forward time: 0.7728, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 1.9510 [2020-10-18 17:54:43,228][root][INFO] - ===> Epoch[720](3596/5): Loss -0.6613, Sem 0.0440, dir -0.9623, norm 0.2570, swav 0.0000 LR: 9.459e-02 Score 98.556 Data time: 0.0633, Forward time: 0.7727, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.2039 [2020-10-18 17:54:45,448][root][INFO] - ===> Epoch[720](3597/5): Loss -0.6549, Sem 0.0402, dir -0.9643, norm 0.2693, swav 0.0000 LR: 9.459e-02 Score 98.670 Data time: 0.0843, Forward time: 0.7728, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.1464 [2020-10-18 17:54:47,784][root][INFO] - ===> Epoch[720](3598/5): Loss -0.6269, Sem 0.0515, dir -0.9607, norm 0.2823, swav 0.0000 LR: 9.459e-02 Score 98.302 Data time: 0.0802, Forward time: 0.7728, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.2200 [2020-10-18 17:54:49,613][root][INFO] - ===> Epoch[720](3599/5): Loss -0.6557, Sem 0.0526, dir -0.9599, norm 0.2516, swav 0.0000 LR: 9.459e-02 Score 98.235 Data time: 0.0599, Forward time: 0.7727, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 1.7375 [2020-10-18 17:54:51,825][root][INFO] - ===> Epoch[720](3600/5): Loss -0.6322, Sem 0.0467, dir -0.9640, norm 0.2851, swav 0.0000 LR: 9.458e-02 Score 98.435 Data time: 0.0627, Forward time: 0.7727, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.1272 [2020-10-18 17:54:52,813][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 17:54:52,981][root][INFO] - ===> Start testing [2020-10-18 17:55:29,060][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1090 Loss 0.022 (AVG: 0.456) Score 99.355 (AVG: 90.308) mIOU 68.699 mAP 83.480 mAcc 75.469 IOU: 60.081 0.000 82.198 73.899 95.436 90.210 32.681 75.793 98.651 59.494 81.009 85.790 57.845 mAP: 83.220 5.227 91.689 90.796 98.847 98.520 60.433 95.596 99.832 79.783 94.234 95.036 92.021 mAcc: 73.017 0.000 85.053 87.219 96.549 96.376 38.540 93.123 99.459 63.339 89.691 94.639 64.089 [2020-10-18 17:55:29,061][root][INFO] - Finished test. Elapsed time: 36.0779 [2020-10-18 17:55:32,607][root][INFO] - [2020-10-18 17:55:32,608][root][INFO] - ################################################################ [2020-10-18 17:55:32,608][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 17:55:32,608][root][INFO] - ################################################################ [2020-10-18 17:55:32,608][root][INFO] - clutter : nan nan nan [2020-10-18 17:55:32,608][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 17:55:32,608][root][INFO] - board : 0.755 0.857 0.881 [2020-10-18 17:55:32,608][root][INFO] - bookcase : 0.239 0.378 0.531 [2020-10-18 17:55:32,608][root][INFO] - ceiling : 0.580 0.598 0.676 [2020-10-18 17:55:32,608][root][INFO] - chair : 0.783 0.879 0.901 [2020-10-18 17:55:32,608][root][INFO] - column : 0.151 0.212 0.317 [2020-10-18 17:55:32,608][root][INFO] - door : 0.654 0.846 0.931 [2020-10-18 17:55:32,608][root][INFO] - floor : 0.937 0.948 0.967 [2020-10-18 17:55:32,608][root][INFO] - sofa : 0.289 0.455 0.636 [2020-10-18 17:55:32,608][root][INFO] - table : 0.147 0.311 0.589 [2020-10-18 17:55:32,608][root][INFO] - wall : 0.468 0.660 0.782 [2020-10-18 17:55:32,608][root][INFO] - window : 0.520 0.762 0.776 [2020-10-18 17:55:32,608][root][INFO] - ---------------------------------------------------------------- [2020-10-18 17:55:32,608][root][INFO] - average : 0.460 0.575 0.666 [2020-10-18 17:55:32,608][root][INFO] - [2020-10-18 17:55:32,767][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 17:55:32,769][root][INFO] - Current best mIoU: 68.977 at iter 3200 [2020-10-18 17:55:34,195][root][INFO] - ===> Epoch[721](3601/5): Loss -0.6372, Sem 0.0455, dir -0.9634, norm 0.2807, swav 0.0000 LR: 9.458e-02 Score 98.508 Data time: 0.0435, Forward time: 0.7726, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.4217 [2020-10-18 17:55:36,585][root][INFO] - ===> Epoch[721](3602/5): Loss -0.6299, Sem 0.0470, dir -0.9623, norm 0.2854, swav 0.0000 LR: 9.458e-02 Score 98.506 Data time: 0.0622, Forward time: 0.7726, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.2990 [2020-10-18 17:55:38,675][root][INFO] - ===> Epoch[721](3603/5): Loss -0.6365, Sem 0.0508, dir -0.9613, norm 0.2740, swav 0.0000 LR: 9.458e-02 Score 98.283 Data time: 0.0737, Forward time: 0.7726, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 1.9798 [2020-10-18 17:55:40,608][root][INFO] - ===> Epoch[721](3604/5): Loss -0.6104, Sem 0.0516, dir -0.9614, norm 0.2994, swav 0.0000 LR: 9.458e-02 Score 98.278 Data time: 0.0861, Forward time: 0.7726, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.8202 [2020-10-18 17:55:43,105][root][INFO] - ===> Epoch[721](3605/5): Loss -0.6238, Sem 0.0470, dir -0.9608, norm 0.2900, swav 0.0000 LR: 9.458e-02 Score 98.461 Data time: 0.0685, Forward time: 0.7726, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.3787 [2020-10-18 17:55:45,428][root][INFO] - ===> Epoch[722](3606/5): Loss -0.6518, Sem 0.0457, dir -0.9657, norm 0.2682, swav 0.0000 LR: 9.457e-02 Score 98.507 Data time: 0.0598, Forward time: 0.7725, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.1913 [2020-10-18 17:55:47,491][root][INFO] - ===> Epoch[722](3607/5): Loss -0.6283, Sem 0.0502, dir -0.9616, norm 0.2832, swav 0.0000 LR: 9.457e-02 Score 98.324 Data time: 0.0853, Forward time: 0.7726, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 1.9865 [2020-10-18 17:55:50,092][root][INFO] - ===> Epoch[722](3608/5): Loss -0.6236, Sem 0.0490, dir -0.9612, norm 0.2887, swav 0.0000 LR: 9.457e-02 Score 98.435 Data time: 0.0739, Forward time: 0.7726, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.4960 [2020-10-18 17:55:52,151][root][INFO] - ===> Epoch[722](3609/5): Loss -0.6322, Sem 0.0473, dir -0.9616, norm 0.2822, swav 0.0000 LR: 9.457e-02 Score 98.421 Data time: 0.0885, Forward time: 0.7726, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 1.9512 [2020-10-18 17:55:54,371][root][INFO] - ===> Epoch[722](3610/5): Loss -0.6194, Sem 0.0475, dir -0.9635, norm 0.2966, swav 0.0000 LR: 9.457e-02 Score 98.429 Data time: 0.0794, Forward time: 0.7726, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.0932 [2020-10-18 17:55:56,313][root][INFO] - ===> Epoch[723](3611/5): Loss -0.6361, Sem 0.0567, dir -0.9583, norm 0.2656, swav 0.0000 LR: 9.457e-02 Score 98.120 Data time: 0.0632, Forward time: 0.7726, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.7771 [2020-10-18 17:55:58,812][root][INFO] - ===> Epoch[723](3612/5): Loss -0.6075, Sem 0.0463, dir -0.9645, norm 0.3106, swav 0.0000 LR: 9.457e-02 Score 98.514 Data time: 0.0931, Forward time: 0.7726, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.3971 [2020-10-18 17:56:01,530][root][INFO] - ===> Epoch[723](3613/5): Loss -0.6307, Sem 0.0486, dir -0.9616, norm 0.2823, swav 0.0000 LR: 9.456e-02 Score 98.368 Data time: 0.0692, Forward time: 0.7726, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.5969 [2020-10-18 17:56:03,700][root][INFO] - ===> Epoch[723](3614/5): Loss -0.6374, Sem 0.0439, dir -0.9641, norm 0.2829, swav 0.0000 LR: 9.456e-02 Score 98.539 Data time: 0.0736, Forward time: 0.7726, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.0679 [2020-10-18 17:56:05,814][root][INFO] - ===> Epoch[723](3615/5): Loss -0.6515, Sem 0.0469, dir -0.9623, norm 0.2640, swav 0.0000 LR: 9.456e-02 Score 98.439 Data time: 0.0794, Forward time: 0.7726, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 1.9602 [2020-10-18 17:56:07,852][root][INFO] - ===> Epoch[724](3616/5): Loss -0.6612, Sem 0.0486, dir -0.9636, norm 0.2538, swav 0.0000 LR: 9.456e-02 Score 98.425 Data time: 0.0535, Forward time: 0.7726, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 1.9271 [2020-10-18 17:56:10,228][root][INFO] - ===> Epoch[724](3617/5): Loss -0.6138, Sem 0.0468, dir -0.9596, norm 0.2990, swav 0.0000 LR: 9.456e-02 Score 98.473 Data time: 0.0800, Forward time: 0.7726, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.2890 [2020-10-18 17:56:11,973][root][INFO] - ===> Epoch[724](3618/5): Loss -0.6721, Sem 0.0442, dir -0.9671, norm 0.2508, swav 0.0000 LR: 9.456e-02 Score 98.519 Data time: 0.0915, Forward time: 0.7726, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.6497 [2020-10-18 17:56:14,858][root][INFO] - ===> Epoch[724](3619/5): Loss -0.5996, Sem 0.0517, dir -0.9627, norm 0.3115, swav 0.0000 LR: 9.455e-02 Score 98.348 Data time: 0.0650, Forward time: 0.7726, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.7757 [2020-10-18 17:56:17,183][root][INFO] - ===> Epoch[724](3620/5): Loss -0.6485, Sem 0.0477, dir -0.9626, norm 0.2664, swav 0.0000 LR: 9.455e-02 Score 98.418 Data time: 0.0734, Forward time: 0.7726, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.2256 [2020-10-18 17:56:19,340][root][INFO] - ===> Epoch[725](3621/5): Loss -0.6499, Sem 0.0499, dir -0.9648, norm 0.2650, swav 0.0000 LR: 9.455e-02 Score 98.377 Data time: 0.0587, Forward time: 0.7725, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 2.0583 [2020-10-18 17:56:21,261][root][INFO] - ===> Epoch[725](3622/5): Loss -0.6514, Sem 0.0499, dir -0.9619, norm 0.2606, swav 0.0000 LR: 9.455e-02 Score 98.345 Data time: 0.0695, Forward time: 0.7725, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 1.8370 [2020-10-18 17:56:23,984][root][INFO] - ===> Epoch[725](3623/5): Loss -0.5763, Sem 0.0546, dir -0.9566, norm 0.3257, swav 0.0000 LR: 9.455e-02 Score 98.203 Data time: 0.0741, Forward time: 0.7725, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 2.6212 [2020-10-18 17:56:26,036][root][INFO] - ===> Epoch[725](3624/5): Loss -0.6722, Sem 0.0445, dir -0.9661, norm 0.2494, swav 0.0000 LR: 9.455e-02 Score 98.502 Data time: 0.0769, Forward time: 0.7725, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 1.9518 [2020-10-18 17:56:28,116][root][INFO] - ===> Epoch[725](3625/5): Loss -0.6331, Sem 0.0502, dir -0.9619, norm 0.2786, swav 0.0000 LR: 9.455e-02 Score 98.306 Data time: 0.1254, Forward time: 0.7725, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 1.9536 [2020-10-18 17:56:30,373][root][INFO] - ===> Epoch[726](3626/5): Loss -0.6487, Sem 0.0473, dir -0.9641, norm 0.2681, swav 0.0000 LR: 9.454e-02 Score 98.434 Data time: 0.0964, Forward time: 0.7726, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.1516 [2020-10-18 17:56:32,683][root][INFO] - ===> Epoch[726](3627/5): Loss -0.6514, Sem 0.0412, dir -0.9633, norm 0.2708, swav 0.0000 LR: 9.454e-02 Score 98.653 Data time: 0.0585, Forward time: 0.7726, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.1846 [2020-10-18 17:56:34,836][root][INFO] - ===> Epoch[726](3628/5): Loss -0.6545, Sem 0.0461, dir -0.9630, norm 0.2624, swav 0.0000 LR: 9.454e-02 Score 98.482 Data time: 0.0624, Forward time: 0.7725, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.0764 [2020-10-18 17:56:37,113][root][INFO] - ===> Epoch[726](3629/5): Loss -0.6639, Sem 0.0472, dir -0.9653, norm 0.2542, swav 0.0000 LR: 9.454e-02 Score 98.450 Data time: 0.0990, Forward time: 0.7726, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.1730 [2020-10-18 17:56:39,244][root][INFO] - ===> Epoch[726](3630/5): Loss -0.6421, Sem 0.0486, dir -0.9633, norm 0.2727, swav 0.0000 LR: 9.454e-02 Score 98.439 Data time: 0.0823, Forward time: 0.7726, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.0231 [2020-10-18 17:56:41,527][root][INFO] - ===> Epoch[727](3631/5): Loss -0.6454, Sem 0.0485, dir -0.9646, norm 0.2706, swav 0.0000 LR: 9.454e-02 Score 98.408 Data time: 0.0750, Forward time: 0.7727, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.1858 [2020-10-18 17:56:43,867][root][INFO] - ===> Epoch[727](3632/5): Loss -0.6551, Sem 0.0462, dir -0.9643, norm 0.2630, swav 0.0000 LR: 9.454e-02 Score 98.449 Data time: 0.0789, Forward time: 0.7727, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.2377 [2020-10-18 17:56:46,239][root][INFO] - ===> Epoch[727](3633/5): Loss -0.6442, Sem 0.0520, dir -0.9627, norm 0.2665, swav 0.0000 LR: 9.453e-02 Score 98.311 Data time: 0.0757, Forward time: 0.7727, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.2684 [2020-10-18 17:56:48,400][root][INFO] - ===> Epoch[727](3634/5): Loss -0.6660, Sem 0.0432, dir -0.9623, norm 0.2531, swav 0.0000 LR: 9.453e-02 Score 98.559 Data time: 0.1131, Forward time: 0.7727, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.0520 [2020-10-18 17:56:50,796][root][INFO] - ===> Epoch[727](3635/5): Loss -0.6423, Sem 0.0491, dir -0.9650, norm 0.2736, swav 0.0000 LR: 9.453e-02 Score 98.405 Data time: 0.0953, Forward time: 0.7728, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.2808 [2020-10-18 17:56:53,001][root][INFO] - ===> Epoch[728](3636/5): Loss -0.6586, Sem 0.0425, dir -0.9621, norm 0.2610, swav 0.0000 LR: 9.453e-02 Score 98.572 Data time: 0.1176, Forward time: 0.7728, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.0994 [2020-10-18 17:56:55,235][root][INFO] - ===> Epoch[728](3637/5): Loss -0.6528, Sem 0.0445, dir -0.9634, norm 0.2662, swav 0.0000 LR: 9.453e-02 Score 98.537 Data time: 0.0936, Forward time: 0.7729, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.1218 [2020-10-18 17:56:57,152][root][INFO] - ===> Epoch[728](3638/5): Loss -0.6706, Sem 0.0456, dir -0.9657, norm 0.2495, swav 0.0000 LR: 9.453e-02 Score 98.471 Data time: 0.0536, Forward time: 0.7729, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.8180 [2020-10-18 17:56:59,152][root][INFO] - ===> Epoch[728](3639/5): Loss -0.6572, Sem 0.0501, dir -0.9647, norm 0.2574, swav 0.0000 LR: 9.452e-02 Score 98.418 Data time: 0.0537, Forward time: 0.7728, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.9249 [2020-10-18 17:57:01,299][root][INFO] - ===> Epoch[728](3640/5): Loss -0.6393, Sem 0.0488, dir -0.9613, norm 0.2732, swav 0.0000 LR: 9.452e-02 Score 98.363 Data time: 0.0714, Forward time: 0.7728, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.0820 [2020-10-18 17:57:03,350][root][INFO] - ===> Epoch[729](3641/5): Loss -0.6451, Sem 0.0442, dir -0.9648, norm 0.2755, swav 0.0000 LR: 9.452e-02 Score 98.626 Data time: 0.0728, Forward time: 0.7728, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.9458 [2020-10-18 17:57:05,830][root][INFO] - ===> Epoch[729](3642/5): Loss -0.6382, Sem 0.0484, dir -0.9604, norm 0.2738, swav 0.0000 LR: 9.452e-02 Score 98.407 Data time: 0.0649, Forward time: 0.7727, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.3742 [2020-10-18 17:57:08,156][root][INFO] - ===> Epoch[729](3643/5): Loss -0.6128, Sem 0.0495, dir -0.9597, norm 0.2974, swav 0.0000 LR: 9.452e-02 Score 98.354 Data time: 0.0877, Forward time: 0.7728, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.2356 [2020-10-18 17:57:10,060][root][INFO] - ===> Epoch[729](3644/5): Loss -0.6594, Sem 0.0442, dir -0.9659, norm 0.2623, swav 0.0000 LR: 9.452e-02 Score 98.534 Data time: 0.0593, Forward time: 0.7727, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.7854 [2020-10-18 17:57:12,102][root][INFO] - ===> Epoch[729](3645/5): Loss -0.6567, Sem 0.0469, dir -0.9631, norm 0.2596, swav 0.0000 LR: 9.452e-02 Score 98.424 Data time: 0.0573, Forward time: 0.7727, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.9863 [2020-10-18 17:57:14,342][root][INFO] - ===> Epoch[730](3646/5): Loss -0.6480, Sem 0.0450, dir -0.9631, norm 0.2701, swav 0.0000 LR: 9.451e-02 Score 98.506 Data time: 0.0614, Forward time: 0.7727, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.1600 [2020-10-18 17:57:17,010][root][INFO] - ===> Epoch[730](3647/5): Loss -0.6337, Sem 0.0485, dir -0.9617, norm 0.2795, swav 0.0000 LR: 9.451e-02 Score 98.433 Data time: 0.2534, Forward time: 0.7728, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.5388 [2020-10-18 17:57:19,115][root][INFO] - ===> Epoch[730](3648/5): Loss -0.6443, Sem 0.0442, dir -0.9656, norm 0.2770, swav 0.0000 LR: 9.451e-02 Score 98.527 Data time: 0.0818, Forward time: 0.7728, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.9941 [2020-10-18 17:57:21,146][root][INFO] - ===> Epoch[730](3649/5): Loss -0.6669, Sem 0.0450, dir -0.9658, norm 0.2539, swav 0.0000 LR: 9.451e-02 Score 98.491 Data time: 0.0866, Forward time: 0.7729, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.9357 [2020-10-18 17:57:22,983][root][INFO] - ===> Epoch[730](3650/5): Loss -0.6550, Sem 0.0454, dir -0.9614, norm 0.2610, swav 0.0000 LR: 9.451e-02 Score 98.482 Data time: 0.0895, Forward time: 0.7728, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.7431 [2020-10-18 17:57:25,652][root][INFO] - ===> Epoch[731](3651/5): Loss -0.6452, Sem 0.0475, dir -0.9636, norm 0.2710, swav 0.0000 LR: 9.451e-02 Score 98.402 Data time: 0.0833, Forward time: 0.7729, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.5918 [2020-10-18 17:57:27,702][root][INFO] - ===> Epoch[731](3652/5): Loss -0.6602, Sem 0.0439, dir -0.9626, norm 0.2584, swav 0.0000 LR: 9.451e-02 Score 98.563 Data time: 0.0847, Forward time: 0.7729, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.9329 [2020-10-18 17:57:29,822][root][INFO] - ===> Epoch[731](3653/5): Loss -0.6336, Sem 0.0429, dir -0.9613, norm 0.2848, swav 0.0000 LR: 9.450e-02 Score 98.580 Data time: 0.0675, Forward time: 0.7729, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0157 [2020-10-18 17:57:31,808][root][INFO] - ===> Epoch[731](3654/5): Loss -0.6658, Sem 0.0458, dir -0.9649, norm 0.2534, swav 0.0000 LR: 9.450e-02 Score 98.465 Data time: 0.0799, Forward time: 0.7729, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.8922 [2020-10-18 17:57:33,656][root][INFO] - ===> Epoch[731](3655/5): Loss -0.6688, Sem 0.0402, dir -0.9676, norm 0.2586, swav 0.0000 LR: 9.450e-02 Score 98.689 Data time: 0.0514, Forward time: 0.7729, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.7278 [2020-10-18 17:57:35,648][root][INFO] - ===> Epoch[732](3656/5): Loss -0.6444, Sem 0.0486, dir -0.9591, norm 0.2662, swav 0.0000 LR: 9.450e-02 Score 98.431 Data time: 0.0957, Forward time: 0.7729, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.9182 [2020-10-18 17:57:38,021][root][INFO] - ===> Epoch[732](3657/5): Loss -0.6357, Sem 0.0433, dir -0.9645, norm 0.2854, swav 0.0000 LR: 9.450e-02 Score 98.550 Data time: 0.1020, Forward time: 0.7730, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.2596 [2020-10-18 17:57:40,528][root][INFO] - ===> Epoch[732](3658/5): Loss -0.6446, Sem 0.0478, dir -0.9616, norm 0.2692, swav 0.0000 LR: 9.450e-02 Score 98.403 Data time: 0.0476, Forward time: 0.7729, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.3635 [2020-10-18 17:57:43,327][root][INFO] - ===> Epoch[732](3659/5): Loss -0.6403, Sem 0.0425, dir -0.9673, norm 0.2845, swav 0.0000 LR: 9.449e-02 Score 98.615 Data time: 0.0655, Forward time: 0.7729, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.7071 [2020-10-18 17:57:45,319][root][INFO] - ===> Epoch[732](3660/5): Loss -0.6767, Sem 0.0444, dir -0.9664, norm 0.2453, swav 0.0000 LR: 9.449e-02 Score 98.551 Data time: 0.1015, Forward time: 0.7729, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.8997 [2020-10-18 17:57:47,929][root][INFO] - ===> Epoch[733](3661/5): Loss -0.6327, Sem 0.0510, dir -0.9608, norm 0.2771, swav 0.0000 LR: 9.449e-02 Score 98.372 Data time: 0.0884, Forward time: 0.7730, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.5058 [2020-10-18 17:57:49,963][root][INFO] - ===> Epoch[733](3662/5): Loss -0.6562, Sem 0.0430, dir -0.9623, norm 0.2631, swav 0.0000 LR: 9.449e-02 Score 98.573 Data time: 0.0533, Forward time: 0.7729, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.9035 [2020-10-18 17:57:52,110][root][INFO] - ===> Epoch[733](3663/5): Loss -0.6547, Sem 0.0462, dir -0.9640, norm 0.2630, swav 0.0000 LR: 9.449e-02 Score 98.432 Data time: 0.0749, Forward time: 0.7729, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0662 [2020-10-18 17:57:54,201][root][INFO] - ===> Epoch[733](3664/5): Loss -0.6647, Sem 0.0518, dir -0.9618, norm 0.2453, swav 0.0000 LR: 9.449e-02 Score 98.302 Data time: 0.0516, Forward time: 0.7729, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.9843 [2020-10-18 17:57:56,725][root][INFO] - ===> Epoch[733](3665/5): Loss -0.6491, Sem 0.0446, dir -0.9652, norm 0.2715, swav 0.0000 LR: 9.449e-02 Score 98.543 Data time: 0.0666, Forward time: 0.7729, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.4577 [2020-10-18 17:57:59,195][root][INFO] - ===> Epoch[734](3666/5): Loss -0.6679, Sem 0.0424, dir -0.9623, norm 0.2520, swav 0.0000 LR: 9.448e-02 Score 98.594 Data time: 0.1072, Forward time: 0.7730, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.3756 [2020-10-18 17:58:01,296][root][INFO] - ===> Epoch[734](3667/5): Loss -0.6505, Sem 0.0444, dir -0.9665, norm 0.2716, swav 0.0000 LR: 9.448e-02 Score 98.509 Data time: 0.0697, Forward time: 0.7730, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.9847 [2020-10-18 17:58:03,397][root][INFO] - ===> Epoch[734](3668/5): Loss -0.6695, Sem 0.0455, dir -0.9649, norm 0.2500, swav 0.0000 LR: 9.448e-02 Score 98.487 Data time: 0.0593, Forward time: 0.7729, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0078 [2020-10-18 17:58:05,793][root][INFO] - ===> Epoch[734](3669/5): Loss -0.6352, Sem 0.0504, dir -0.9637, norm 0.2780, swav 0.0000 LR: 9.448e-02 Score 98.326 Data time: 0.0818, Forward time: 0.7730, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.3215 [2020-10-18 17:58:07,968][root][INFO] - ===> Epoch[734](3670/5): Loss -0.6255, Sem 0.0531, dir -0.9586, norm 0.2800, swav 0.0000 LR: 9.448e-02 Score 98.308 Data time: 0.0621, Forward time: 0.7729, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.0630 [2020-10-18 17:58:09,859][root][INFO] - ===> Epoch[735](3671/5): Loss -0.6416, Sem 0.0492, dir -0.9628, norm 0.2720, swav 0.0000 LR: 9.448e-02 Score 98.356 Data time: 0.0946, Forward time: 0.7729, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.7973 [2020-10-18 17:58:12,204][root][INFO] - ===> Epoch[735](3672/5): Loss -0.6417, Sem 0.0478, dir -0.9638, norm 0.2743, swav 0.0000 LR: 9.447e-02 Score 98.379 Data time: 0.0985, Forward time: 0.7730, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.2289 [2020-10-18 17:58:14,136][root][INFO] - ===> Epoch[735](3673/5): Loss -0.6792, Sem 0.0431, dir -0.9650, norm 0.2427, swav 0.0000 LR: 9.447e-02 Score 98.552 Data time: 0.0647, Forward time: 0.7730, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.7990 [2020-10-18 17:58:16,730][root][INFO] - ===> Epoch[735](3674/5): Loss -0.6606, Sem 0.0391, dir -0.9647, norm 0.2649, swav 0.0000 LR: 9.447e-02 Score 98.700 Data time: 0.0765, Forward time: 0.7730, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.5085 [2020-10-18 17:58:19,062][root][INFO] - ===> Epoch[735](3675/5): Loss -0.6436, Sem 0.0488, dir -0.9641, norm 0.2717, swav 0.0000 LR: 9.447e-02 Score 98.380 Data time: 0.0559, Forward time: 0.7729, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.2208 [2020-10-18 17:58:20,962][root][INFO] - ===> Epoch[736](3676/5): Loss -0.6708, Sem 0.0444, dir -0.9656, norm 0.2504, swav 0.0000 LR: 9.447e-02 Score 98.512 Data time: 0.0633, Forward time: 0.7729, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.8127 [2020-10-18 17:58:23,214][root][INFO] - ===> Epoch[736](3677/5): Loss -0.6563, Sem 0.0483, dir -0.9605, norm 0.2560, swav 0.0000 LR: 9.447e-02 Score 98.379 Data time: 0.0856, Forward time: 0.7729, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.1518 [2020-10-18 17:58:25,379][root][INFO] - ===> Epoch[736](3678/5): Loss -0.6428, Sem 0.0446, dir -0.9651, norm 0.2778, swav 0.0000 LR: 9.447e-02 Score 98.562 Data time: 0.0628, Forward time: 0.7729, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0427 [2020-10-18 17:58:27,426][root][INFO] - ===> Epoch[736](3679/5): Loss -0.6683, Sem 0.0402, dir -0.9657, norm 0.2572, swav 0.0000 LR: 9.446e-02 Score 98.682 Data time: 0.0745, Forward time: 0.7729, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.9568 [2020-10-18 17:58:29,485][root][INFO] - ===> Epoch[736](3680/5): Loss -0.6790, Sem 0.0433, dir -0.9658, norm 0.2435, swav 0.0000 LR: 9.446e-02 Score 98.562 Data time: 0.0658, Forward time: 0.7729, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.9504 [2020-10-18 17:58:32,092][root][INFO] - ===> Epoch[737](3681/5): Loss -0.6345, Sem 0.0472, dir -0.9621, norm 0.2803, swav 0.0000 LR: 9.446e-02 Score 98.444 Data time: 0.0723, Forward time: 0.7729, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.5027 [2020-10-18 17:58:34,448][root][INFO] - ===> Epoch[737](3682/5): Loss -0.6604, Sem 0.0445, dir -0.9641, norm 0.2592, swav 0.0000 LR: 9.446e-02 Score 98.497 Data time: 0.0653, Forward time: 0.7729, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.2349 [2020-10-18 17:58:36,625][root][INFO] - ===> Epoch[737](3683/5): Loss -0.6716, Sem 0.0445, dir -0.9642, norm 0.2480, swav 0.0000 LR: 9.446e-02 Score 98.518 Data time: 0.0601, Forward time: 0.7728, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.0804 [2020-10-18 17:58:39,294][root][INFO] - ===> Epoch[737](3684/5): Loss -0.6723, Sem 0.0423, dir -0.9682, norm 0.2536, swav 0.0000 LR: 9.446e-02 Score 98.629 Data time: 0.0544, Forward time: 0.7727, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.5844 [2020-10-18 17:58:41,343][root][INFO] - ===> Epoch[737](3685/5): Loss -0.6679, Sem 0.0501, dir -0.9657, norm 0.2476, swav 0.0000 LR: 9.446e-02 Score 98.351 Data time: 0.0919, Forward time: 0.7728, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.9623 [2020-10-18 17:58:43,850][root][INFO] - ===> Epoch[738](3686/5): Loss -0.6381, Sem 0.0429, dir -0.9632, norm 0.2822, swav 0.0000 LR: 9.445e-02 Score 98.604 Data time: 0.0852, Forward time: 0.7728, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.4049 [2020-10-18 17:58:46,390][root][INFO] - ===> Epoch[738](3687/5): Loss -0.6252, Sem 0.0491, dir -0.9633, norm 0.2889, swav 0.0000 LR: 9.445e-02 Score 98.387 Data time: 0.1034, Forward time: 0.7729, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.4152 [2020-10-18 17:58:48,834][root][INFO] - ===> Epoch[738](3688/5): Loss -0.6543, Sem 0.0489, dir -0.9622, norm 0.2591, swav 0.0000 LR: 9.445e-02 Score 98.377 Data time: 0.1384, Forward time: 0.7730, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.2733 [2020-10-18 17:58:50,864][root][INFO] - ===> Epoch[738](3689/5): Loss -0.6351, Sem 0.0485, dir -0.9607, norm 0.2771, swav 0.0000 LR: 9.445e-02 Score 98.395 Data time: 0.0838, Forward time: 0.7730, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.8925 [2020-10-18 17:58:52,953][root][INFO] - ===> Epoch[738](3690/5): Loss -0.6642, Sem 0.0461, dir -0.9674, norm 0.2571, swav 0.0000 LR: 9.445e-02 Score 98.494 Data time: 0.0575, Forward time: 0.7730, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.9715 [2020-10-18 17:58:55,033][root][INFO] - ===> Epoch[739](3691/5): Loss -0.6164, Sem 0.0515, dir -0.9615, norm 0.2935, swav 0.0000 LR: 9.445e-02 Score 98.347 Data time: 0.0486, Forward time: 0.7729, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.9951 [2020-10-18 17:58:57,304][root][INFO] - ===> Epoch[739](3692/5): Loss -0.6469, Sem 0.0449, dir -0.9622, norm 0.2704, swav 0.0000 LR: 9.444e-02 Score 98.509 Data time: 0.0656, Forward time: 0.7729, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.2001 [2020-10-18 17:58:59,533][root][INFO] - ===> Epoch[739](3693/5): Loss -0.6502, Sem 0.0427, dir -0.9672, norm 0.2743, swav 0.0000 LR: 9.444e-02 Score 98.545 Data time: 0.0926, Forward time: 0.7729, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.1333 [2020-10-18 17:59:01,736][root][INFO] - ===> Epoch[739](3694/5): Loss -0.6499, Sem 0.0447, dir -0.9638, norm 0.2693, swav 0.0000 LR: 9.444e-02 Score 98.516 Data time: 0.0757, Forward time: 0.7730, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.0725 [2020-10-18 17:59:03,851][root][INFO] - ===> Epoch[739](3695/5): Loss -0.6297, Sem 0.0476, dir -0.9604, norm 0.2831, swav 0.0000 LR: 9.444e-02 Score 98.399 Data time: 0.0609, Forward time: 0.7729, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.0148 [2020-10-18 17:59:06,018][root][INFO] - ===> Epoch[740](3696/5): Loss -0.6188, Sem 0.0496, dir -0.9626, norm 0.2943, swav 0.0000 LR: 9.444e-02 Score 98.401 Data time: 0.0739, Forward time: 0.7729, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.0657 [2020-10-18 17:59:08,692][root][INFO] - ===> Epoch[740](3697/5): Loss -0.6709, Sem 0.0426, dir -0.9641, norm 0.2505, swav 0.0000 LR: 9.444e-02 Score 98.569 Data time: 0.0734, Forward time: 0.7729, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.5631 [2020-10-18 17:59:10,500][root][INFO] - ===> Epoch[740](3698/5): Loss -0.6725, Sem 0.0435, dir -0.9671, norm 0.2511, swav 0.0000 LR: 9.444e-02 Score 98.548 Data time: 0.0647, Forward time: 0.7729, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.6946 [2020-10-18 17:59:12,523][root][INFO] - ===> Epoch[740](3699/5): Loss -0.6721, Sem 0.0442, dir -0.9638, norm 0.2475, swav 0.0000 LR: 9.443e-02 Score 98.528 Data time: 0.0767, Forward time: 0.7729, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.9329 [2020-10-18 17:59:14,508][root][INFO] - ===> Epoch[740](3700/5): Loss -0.6477, Sem 0.0498, dir -0.9620, norm 0.2645, swav 0.0000 LR: 9.443e-02 Score 98.372 Data time: 0.0708, Forward time: 0.7729, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.8700 [2020-10-18 17:59:15,888][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 17:59:17,858][root][INFO] - ===> Epoch[741](3701/5): Loss -0.6310, Sem 0.0486, dir -0.9633, norm 0.2836, swav 0.0000 LR: 9.443e-02 Score 98.421 Data time: 0.0716, Forward time: 0.7729, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.7141 [2020-10-18 17:59:19,907][root][INFO] - ===> Epoch[741](3702/5): Loss -0.6502, Sem 0.0497, dir -0.9649, norm 0.2650, swav 0.0000 LR: 9.443e-02 Score 98.430 Data time: 0.0616, Forward time: 0.7728, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.9242 [2020-10-18 17:59:22,013][root][INFO] - ===> Epoch[741](3703/5): Loss -0.6661, Sem 0.0438, dir -0.9655, norm 0.2556, swav 0.0000 LR: 9.443e-02 Score 98.545 Data time: 0.0654, Forward time: 0.7728, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0058 [2020-10-18 17:59:24,271][root][INFO] - ===> Epoch[741](3704/5): Loss -0.6679, Sem 0.0447, dir -0.9657, norm 0.2531, swav 0.0000 LR: 9.443e-02 Score 98.503 Data time: 0.0871, Forward time: 0.7728, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.1745 [2020-10-18 17:59:26,800][root][INFO] - ===> Epoch[741](3705/5): Loss -0.6381, Sem 0.0511, dir -0.9601, norm 0.2709, swav 0.0000 LR: 9.443e-02 Score 98.356 Data time: 0.0795, Forward time: 0.7728, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.4172 [2020-10-18 17:59:29,342][root][INFO] - ===> Epoch[742](3706/5): Loss -0.6315, Sem 0.0511, dir -0.9623, norm 0.2798, swav 0.0000 LR: 9.442e-02 Score 98.303 Data time: 0.0621, Forward time: 0.7727, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.4438 [2020-10-18 17:59:31,504][root][INFO] - ===> Epoch[742](3707/5): Loss -0.6621, Sem 0.0497, dir -0.9624, norm 0.2506, swav 0.0000 LR: 9.442e-02 Score 98.366 Data time: 0.0795, Forward time: 0.7728, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.0761 [2020-10-18 17:59:33,704][root][INFO] - ===> Epoch[742](3708/5): Loss -0.6794, Sem 0.0401, dir -0.9675, norm 0.2480, swav 0.0000 LR: 9.442e-02 Score 98.675 Data time: 0.0586, Forward time: 0.7727, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.0937 [2020-10-18 17:59:35,608][root][INFO] - ===> Epoch[742](3709/5): Loss -0.6715, Sem 0.0469, dir -0.9685, norm 0.2500, swav 0.0000 LR: 9.442e-02 Score 98.462 Data time: 0.0777, Forward time: 0.7727, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.8222 [2020-10-18 17:59:37,277][root][INFO] - ===> Epoch[742](3710/5): Loss -0.6771, Sem 0.0469, dir -0.9628, norm 0.2389, swav 0.0000 LR: 9.442e-02 Score 98.430 Data time: 0.0603, Forward time: 0.7727, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.5553 [2020-10-18 17:59:39,429][root][INFO] - ===> Epoch[743](3711/5): Loss -0.6703, Sem 0.0412, dir -0.9643, norm 0.2528, swav 0.0000 LR: 9.442e-02 Score 98.650 Data time: 0.0678, Forward time: 0.7727, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.0661 [2020-10-18 17:59:41,921][root][INFO] - ===> Epoch[743](3712/5): Loss -0.6659, Sem 0.0434, dir -0.9655, norm 0.2563, swav 0.0000 LR: 9.441e-02 Score 98.570 Data time: 0.0705, Forward time: 0.7727, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.3835 [2020-10-18 17:59:43,991][root][INFO] - ===> Epoch[743](3713/5): Loss -0.6532, Sem 0.0490, dir -0.9634, norm 0.2612, swav 0.0000 LR: 9.441e-02 Score 98.414 Data time: 0.0701, Forward time: 0.7727, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.9485 [2020-10-18 17:59:46,194][root][INFO] - ===> Epoch[743](3714/5): Loss -0.6607, Sem 0.0422, dir -0.9646, norm 0.2617, swav 0.0000 LR: 9.441e-02 Score 98.604 Data time: 0.0730, Forward time: 0.7727, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.1101 [2020-10-18 17:59:49,003][root][INFO] - ===> Epoch[743](3715/5): Loss -0.6335, Sem 0.0461, dir -0.9624, norm 0.2828, swav 0.0000 LR: 9.441e-02 Score 98.432 Data time: 0.1044, Forward time: 0.7727, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.6940 [2020-10-18 17:59:51,174][root][INFO] - ===> Epoch[744](3716/5): Loss -0.6620, Sem 0.0444, dir -0.9655, norm 0.2590, swav 0.0000 LR: 9.441e-02 Score 98.566 Data time: 0.0908, Forward time: 0.7727, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0634 [2020-10-18 17:59:53,262][root][INFO] - ===> Epoch[744](3717/5): Loss -0.6387, Sem 0.0471, dir -0.9621, norm 0.2764, swav 0.0000 LR: 9.441e-02 Score 98.453 Data time: 0.0747, Forward time: 0.7727, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.9675 [2020-10-18 17:59:55,749][root][INFO] - ===> Epoch[744](3718/5): Loss -0.6608, Sem 0.0438, dir -0.9648, norm 0.2602, swav 0.0000 LR: 9.441e-02 Score 98.558 Data time: 0.0784, Forward time: 0.7727, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.4131 [2020-10-18 17:59:57,999][root][INFO] - ===> Epoch[744](3719/5): Loss -0.6750, Sem 0.0432, dir -0.9665, norm 0.2483, swav 0.0000 LR: 9.440e-02 Score 98.561 Data time: 0.0637, Forward time: 0.7727, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.1321 [2020-10-18 18:00:00,950][root][INFO] - ===> Epoch[744](3720/5): Loss -0.6522, Sem 0.0484, dir -0.9646, norm 0.2640, swav 0.0000 LR: 9.440e-02 Score 98.415 Data time: 0.1082, Forward time: 0.7727, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.8588 [2020-10-18 18:00:03,155][root][INFO] - ===> Epoch[745](3721/5): Loss -0.6612, Sem 0.0464, dir -0.9650, norm 0.2574, swav 0.0000 LR: 9.440e-02 Score 98.450 Data time: 0.0811, Forward time: 0.7727, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.1026 [2020-10-18 18:00:05,253][root][INFO] - ===> Epoch[745](3722/5): Loss -0.6504, Sem 0.0453, dir -0.9616, norm 0.2659, swav 0.0000 LR: 9.440e-02 Score 98.487 Data time: 0.0786, Forward time: 0.7727, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.0107 [2020-10-18 18:00:07,819][root][INFO] - ===> Epoch[745](3723/5): Loss -0.6569, Sem 0.0438, dir -0.9635, norm 0.2628, swav 0.0000 LR: 9.440e-02 Score 98.551 Data time: 0.0641, Forward time: 0.7727, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.4551 [2020-10-18 18:00:09,714][root][INFO] - ===> Epoch[745](3724/5): Loss -0.6359, Sem 0.0464, dir -0.9615, norm 0.2792, swav 0.0000 LR: 9.440e-02 Score 98.444 Data time: 0.0688, Forward time: 0.7727, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.8199 [2020-10-18 18:00:12,117][root][INFO] - ===> Epoch[745](3725/5): Loss -0.6505, Sem 0.0462, dir -0.9609, norm 0.2642, swav 0.0000 LR: 9.439e-02 Score 98.451 Data time: 0.0885, Forward time: 0.7727, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.2918 [2020-10-18 18:00:14,543][root][INFO] - ===> Epoch[746](3726/5): Loss -0.6745, Sem 0.0447, dir -0.9684, norm 0.2492, swav 0.0000 LR: 9.439e-02 Score 98.513 Data time: 0.1071, Forward time: 0.7728, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.3164 [2020-10-18 18:00:16,715][root][INFO] - ===> Epoch[746](3727/5): Loss -0.6770, Sem 0.0424, dir -0.9679, norm 0.2485, swav 0.0000 LR: 9.439e-02 Score 98.626 Data time: 0.1467, Forward time: 0.7728, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.0558 [2020-10-18 18:00:19,100][root][INFO] - ===> Epoch[746](3728/5): Loss -0.6757, Sem 0.0453, dir -0.9646, norm 0.2436, swav 0.0000 LR: 9.439e-02 Score 98.524 Data time: 0.1089, Forward time: 0.7729, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.3068 [2020-10-18 18:00:21,618][root][INFO] - ===> Epoch[746](3729/5): Loss -0.6357, Sem 0.0478, dir -0.9620, norm 0.2785, swav 0.0000 LR: 9.439e-02 Score 98.409 Data time: 0.1019, Forward time: 0.7729, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.4221 [2020-10-18 18:00:23,909][root][INFO] - ===> Epoch[746](3730/5): Loss -0.6234, Sem 0.0541, dir -0.9623, norm 0.2848, swav 0.0000 LR: 9.439e-02 Score 98.210 Data time: 0.0634, Forward time: 0.7729, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.2128 [2020-10-18 18:00:26,114][root][INFO] - ===> Epoch[747](3731/5): Loss -0.6607, Sem 0.0471, dir -0.9660, norm 0.2582, swav 0.0000 LR: 9.439e-02 Score 98.434 Data time: 0.0596, Forward time: 0.7729, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.1279 [2020-10-18 18:00:28,068][root][INFO] - ===> Epoch[747](3732/5): Loss -0.6490, Sem 0.0485, dir -0.9650, norm 0.2676, swav 0.0000 LR: 9.438e-02 Score 98.401 Data time: 0.0604, Forward time: 0.7728, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.8772 [2020-10-18 18:00:30,144][root][INFO] - ===> Epoch[747](3733/5): Loss -0.6384, Sem 0.0526, dir -0.9604, norm 0.2694, swav 0.0000 LR: 9.438e-02 Score 98.299 Data time: 0.0738, Forward time: 0.7728, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.0078 [2020-10-18 18:00:32,257][root][INFO] - ===> Epoch[747](3734/5): Loss -0.6395, Sem 0.0452, dir -0.9630, norm 0.2783, swav 0.0000 LR: 9.438e-02 Score 98.469 Data time: 0.0741, Forward time: 0.7728, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.9864 [2020-10-18 18:00:34,646][root][INFO] - ===> Epoch[747](3735/5): Loss -0.6682, Sem 0.0434, dir -0.9664, norm 0.2548, swav 0.0000 LR: 9.438e-02 Score 98.572 Data time: 0.0784, Forward time: 0.7728, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.2944 [2020-10-18 18:00:37,737][root][INFO] - ===> Epoch[748](3736/5): Loss -0.6362, Sem 0.0475, dir -0.9641, norm 0.2804, swav 0.0000 LR: 9.438e-02 Score 98.436 Data time: 0.0782, Forward time: 0.7728, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.9837 [2020-10-18 18:00:39,757][root][INFO] - ===> Epoch[748](3737/5): Loss -0.6559, Sem 0.0429, dir -0.9644, norm 0.2656, swav 0.0000 LR: 9.438e-02 Score 98.572 Data time: 0.0869, Forward time: 0.7728, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 1.9196 [2020-10-18 18:00:42,029][root][INFO] - ===> Epoch[748](3738/5): Loss -0.6320, Sem 0.0468, dir -0.9612, norm 0.2823, swav 0.0000 LR: 9.438e-02 Score 98.435 Data time: 0.0719, Forward time: 0.7728, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.1714 [2020-10-18 18:00:44,214][root][INFO] - ===> Epoch[748](3739/5): Loss -0.6269, Sem 0.0554, dir -0.9619, norm 0.2796, swav 0.0000 LR: 9.437e-02 Score 98.240 Data time: 0.0575, Forward time: 0.7728, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.0940 [2020-10-18 18:00:46,507][root][INFO] - ===> Epoch[748](3740/5): Loss -0.6599, Sem 0.0435, dir -0.9629, norm 0.2595, swav 0.0000 LR: 9.437e-02 Score 98.544 Data time: 0.0679, Forward time: 0.7727, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.2139 [2020-10-18 18:00:48,714][root][INFO] - ===> Epoch[749](3741/5): Loss -0.6653, Sem 0.0425, dir -0.9663, norm 0.2584, swav 0.0000 LR: 9.437e-02 Score 98.617 Data time: 0.0556, Forward time: 0.7727, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.0861 [2020-10-18 18:00:50,751][root][INFO] - ===> Epoch[749](3742/5): Loss -0.6671, Sem 0.0397, dir -0.9683, norm 0.2615, swav 0.0000 LR: 9.437e-02 Score 98.697 Data time: 0.0714, Forward time: 0.7727, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 1.9472 [2020-10-18 18:00:53,764][root][INFO] - ===> Epoch[749](3743/5): Loss -0.6231, Sem 0.0489, dir -0.9601, norm 0.2881, swav 0.0000 LR: 9.437e-02 Score 98.368 Data time: 0.0616, Forward time: 0.7726, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 2.8969 [2020-10-18 18:00:55,578][root][INFO] - ===> Epoch[749](3744/5): Loss -0.6579, Sem 0.0454, dir -0.9644, norm 0.2611, swav 0.0000 LR: 9.437e-02 Score 98.509 Data time: 0.0716, Forward time: 0.7726, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 1.6776 [2020-10-18 18:00:57,434][root][INFO] - ===> Epoch[749](3745/5): Loss -0.6489, Sem 0.0467, dir -0.9632, norm 0.2676, swav 0.0000 LR: 9.436e-02 Score 98.494 Data time: 0.0765, Forward time: 0.7726, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 1.7599 [2020-10-18 18:00:59,724][root][INFO] - ===> Epoch[750](3746/5): Loss -0.6287, Sem 0.0489, dir -0.9627, norm 0.2851, swav 0.0000 LR: 9.436e-02 Score 98.390 Data time: 0.0742, Forward time: 0.7726, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.1812 [2020-10-18 18:01:01,683][root][INFO] - ===> Epoch[750](3747/5): Loss -0.6506, Sem 0.0436, dir -0.9642, norm 0.2700, swav 0.0000 LR: 9.436e-02 Score 98.578 Data time: 0.0766, Forward time: 0.7726, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 1.8626 [2020-10-18 18:01:03,829][root][INFO] - ===> Epoch[750](3748/5): Loss -0.6364, Sem 0.0461, dir -0.9621, norm 0.2796, swav 0.0000 LR: 9.436e-02 Score 98.465 Data time: 0.0726, Forward time: 0.7726, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.0370 [2020-10-18 18:01:05,891][root][INFO] - ===> Epoch[750](3749/5): Loss -0.6524, Sem 0.0455, dir -0.9626, norm 0.2646, swav 0.0000 LR: 9.436e-02 Score 98.492 Data time: 0.0617, Forward time: 0.7726, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 1.9600 [2020-10-18 18:01:08,973][root][INFO] - ===> Epoch[750](3750/5): Loss -0.6724, Sem 0.0475, dir -0.9666, norm 0.2467, swav 0.0000 LR: 9.436e-02 Score 98.449 Data time: 0.0707, Forward time: 0.7726, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 3.0266 [2020-10-18 18:01:11,231][root][INFO] - ===> Epoch[751](3751/5): Loss -0.6688, Sem 0.0424, dir -0.9660, norm 0.2548, swav 0.0000 LR: 9.436e-02 Score 98.572 Data time: 0.0730, Forward time: 0.7726, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 2.1263 [2020-10-18 18:01:13,381][root][INFO] - ===> Epoch[751](3752/5): Loss -0.6674, Sem 0.0420, dir -0.9665, norm 0.2571, swav 0.0000 LR: 9.435e-02 Score 98.603 Data time: 0.0953, Forward time: 0.7726, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 2.0148 [2020-10-18 18:01:15,677][root][INFO] - ===> Epoch[751](3753/5): Loss -0.6645, Sem 0.0442, dir -0.9622, norm 0.2535, swav 0.0000 LR: 9.435e-02 Score 98.533 Data time: 0.1005, Forward time: 0.7726, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 2.2012 [2020-10-18 18:01:17,929][root][INFO] - ===> Epoch[751](3754/5): Loss -0.6535, Sem 0.0426, dir -0.9648, norm 0.2687, swav 0.0000 LR: 9.435e-02 Score 98.582 Data time: 0.0538, Forward time: 0.7725, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 2.1504 [2020-10-18 18:01:20,188][root][INFO] - ===> Epoch[751](3755/5): Loss -0.6487, Sem 0.0456, dir -0.9629, norm 0.2687, swav 0.0000 LR: 9.435e-02 Score 98.491 Data time: 0.0609, Forward time: 0.7725, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 2.1907 [2020-10-18 18:01:22,521][root][INFO] - ===> Epoch[752](3756/5): Loss -0.6294, Sem 0.0483, dir -0.9595, norm 0.2818, swav 0.0000 LR: 9.435e-02 Score 98.400 Data time: 0.0736, Forward time: 0.7725, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 2.2375 [2020-10-18 18:01:24,422][root][INFO] - ===> Epoch[752](3757/5): Loss -0.6692, Sem 0.0472, dir -0.9634, norm 0.2471, swav 0.0000 LR: 9.435e-02 Score 98.419 Data time: 0.0601, Forward time: 0.7724, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 1.7888 [2020-10-18 18:01:26,653][root][INFO] - ===> Epoch[752](3758/5): Loss -0.6167, Sem 0.0497, dir -0.9602, norm 0.2938, swav 0.0000 LR: 9.435e-02 Score 98.402 Data time: 0.0790, Forward time: 0.7725, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 2.1256 [2020-10-18 18:01:28,608][root][INFO] - ===> Epoch[752](3759/5): Loss -0.6577, Sem 0.0437, dir -0.9662, norm 0.2647, swav 0.0000 LR: 9.434e-02 Score 98.569 Data time: 0.0722, Forward time: 0.7724, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 1.8460 [2020-10-18 18:01:31,230][root][INFO] - ===> Epoch[752](3760/5): Loss -0.6501, Sem 0.0467, dir -0.9639, norm 0.2672, swav 0.0000 LR: 9.434e-02 Score 98.489 Data time: 0.0818, Forward time: 0.7725, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 2.5138 [2020-10-18 18:01:33,414][root][INFO] - ===> Epoch[753](3761/5): Loss -0.6791, Sem 0.0425, dir -0.9671, norm 0.2455, swav 0.0000 LR: 9.434e-02 Score 98.580 Data time: 0.0714, Forward time: 0.7724, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 2.0715 [2020-10-18 18:01:36,639][root][INFO] - ===> Epoch[753](3762/5): Loss -0.6450, Sem 0.0423, dir -0.9645, norm 0.2771, swav 0.0000 LR: 9.434e-02 Score 98.605 Data time: 0.0627, Forward time: 0.7724, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 3.1319 [2020-10-18 18:01:39,006][root][INFO] - ===> Epoch[753](3763/5): Loss -0.6299, Sem 0.0449, dir -0.9637, norm 0.2889, swav 0.0000 LR: 9.434e-02 Score 98.548 Data time: 0.0751, Forward time: 0.7724, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.2665 [2020-10-18 18:01:41,052][root][INFO] - ===> Epoch[753](3764/5): Loss -0.6788, Sem 0.0404, dir -0.9648, norm 0.2456, swav 0.0000 LR: 9.434e-02 Score 98.660 Data time: 0.0924, Forward time: 0.7724, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.9415 [2020-10-18 18:01:43,157][root][INFO] - ===> Epoch[753](3765/5): Loss -0.6566, Sem 0.0474, dir -0.9622, norm 0.2582, swav 0.0000 LR: 9.433e-02 Score 98.428 Data time: 0.0743, Forward time: 0.7724, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.9929 [2020-10-18 18:01:45,637][root][INFO] - ===> Epoch[754](3766/5): Loss -0.6333, Sem 0.0450, dir -0.9646, norm 0.2863, swav 0.0000 LR: 9.433e-02 Score 98.495 Data time: 0.0787, Forward time: 0.7724, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.3788 [2020-10-18 18:01:47,717][root][INFO] - ===> Epoch[754](3767/5): Loss -0.6381, Sem 0.0509, dir -0.9616, norm 0.2725, swav 0.0000 LR: 9.433e-02 Score 98.365 Data time: 0.0610, Forward time: 0.7724, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.9504 [2020-10-18 18:01:49,466][root][INFO] - ===> Epoch[754](3768/5): Loss -0.6711, Sem 0.0432, dir -0.9667, norm 0.2524, swav 0.0000 LR: 9.433e-02 Score 98.570 Data time: 0.0721, Forward time: 0.7724, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.6519 [2020-10-18 18:01:51,479][root][INFO] - ===> Epoch[754](3769/5): Loss -0.6650, Sem 0.0459, dir -0.9659, norm 0.2551, swav 0.0000 LR: 9.433e-02 Score 98.483 Data time: 0.0588, Forward time: 0.7724, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.9176 [2020-10-18 18:01:53,830][root][INFO] - ===> Epoch[754](3770/5): Loss -0.6347, Sem 0.0501, dir -0.9616, norm 0.2768, swav 0.0000 LR: 9.433e-02 Score 98.368 Data time: 0.1498, Forward time: 0.7724, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.2402 [2020-10-18 18:01:56,068][root][INFO] - ===> Epoch[755](3771/5): Loss -0.6406, Sem 0.0541, dir -0.9601, norm 0.2654, swav 0.0000 LR: 9.433e-02 Score 98.193 Data time: 0.0918, Forward time: 0.7725, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 2.0699 [2020-10-18 18:01:58,195][root][INFO] - ===> Epoch[755](3772/5): Loss -0.6478, Sem 0.0494, dir -0.9630, norm 0.2657, swav 0.0000 LR: 9.432e-02 Score 98.404 Data time: 0.0753, Forward time: 0.7725, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 2.0170 [2020-10-18 18:02:00,139][root][INFO] - ===> Epoch[755](3773/5): Loss -0.6406, Sem 0.0458, dir -0.9617, norm 0.2753, swav 0.0000 LR: 9.432e-02 Score 98.484 Data time: 0.0771, Forward time: 0.7725, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 1.8358 [2020-10-18 18:02:02,242][root][INFO] - ===> Epoch[755](3774/5): Loss -0.6450, Sem 0.0509, dir -0.9649, norm 0.2690, swav 0.0000 LR: 9.432e-02 Score 98.425 Data time: 0.0475, Forward time: 0.7724, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 1.9881 [2020-10-18 18:02:04,266][root][INFO] - ===> Epoch[755](3775/5): Loss -0.6747, Sem 0.0443, dir -0.9655, norm 0.2464, swav 0.0000 LR: 9.432e-02 Score 98.515 Data time: 0.1007, Forward time: 0.7725, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 1.9088 [2020-10-18 18:02:06,803][root][INFO] - ===> Epoch[756](3776/5): Loss -0.6528, Sem 0.0421, dir -0.9647, norm 0.2697, swav 0.0000 LR: 9.432e-02 Score 98.608 Data time: 0.0647, Forward time: 0.7724, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 2.4255 [2020-10-18 18:02:09,056][root][INFO] - ===> Epoch[756](3777/5): Loss -0.6535, Sem 0.0437, dir -0.9660, norm 0.2689, swav 0.0000 LR: 9.432e-02 Score 98.522 Data time: 0.0495, Forward time: 0.7724, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 2.1663 [2020-10-18 18:02:11,177][root][INFO] - ===> Epoch[756](3778/5): Loss -0.6532, Sem 0.0461, dir -0.9631, norm 0.2638, swav 0.0000 LR: 9.431e-02 Score 98.470 Data time: 0.0629, Forward time: 0.7723, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 2.0597 [2020-10-18 18:02:14,161][root][INFO] - ===> Epoch[756](3779/5): Loss -0.6319, Sem 0.0473, dir -0.9635, norm 0.2844, swav 0.0000 LR: 9.431e-02 Score 98.454 Data time: 0.0791, Forward time: 0.7724, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.9055 [2020-10-18 18:02:16,404][root][INFO] - ===> Epoch[756](3780/5): Loss -0.6444, Sem 0.0536, dir -0.9606, norm 0.2625, swav 0.0000 LR: 9.431e-02 Score 98.242 Data time: 0.0426, Forward time: 0.7723, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.1156 [2020-10-18 18:02:18,795][root][INFO] - ===> Epoch[757](3781/5): Loss -0.6404, Sem 0.0466, dir -0.9651, norm 0.2780, swav 0.0000 LR: 9.431e-02 Score 98.458 Data time: 0.0877, Forward time: 0.7723, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.3313 [2020-10-18 18:02:21,037][root][INFO] - ===> Epoch[757](3782/5): Loss -0.6685, Sem 0.0426, dir -0.9659, norm 0.2549, swav 0.0000 LR: 9.431e-02 Score 98.618 Data time: 0.0630, Forward time: 0.7723, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.1381 [2020-10-18 18:02:23,004][root][INFO] - ===> Epoch[757](3783/5): Loss -0.6507, Sem 0.0468, dir -0.9614, norm 0.2639, swav 0.0000 LR: 9.431e-02 Score 98.440 Data time: 0.0617, Forward time: 0.7723, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.8907 [2020-10-18 18:02:25,246][root][INFO] - ===> Epoch[757](3784/5): Loss -0.6581, Sem 0.0426, dir -0.9656, norm 0.2649, swav 0.0000 LR: 9.431e-02 Score 98.590 Data time: 0.0732, Forward time: 0.7723, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.1410 [2020-10-18 18:02:27,782][root][INFO] - ===> Epoch[757](3785/5): Loss -0.6690, Sem 0.0502, dir -0.9648, norm 0.2455, swav 0.0000 LR: 9.430e-02 Score 98.334 Data time: 0.0520, Forward time: 0.7722, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.4129 [2020-10-18 18:02:30,296][root][INFO] - ===> Epoch[758](3786/5): Loss -0.5921, Sem 0.0457, dir -0.9583, norm 0.3205, swav 0.0000 LR: 9.430e-02 Score 98.494 Data time: 0.0654, Forward time: 0.7722, Backward time: 1.1965, DDP time: 0.0030, Total iter time: 2.4445 [2020-10-18 18:02:32,552][root][INFO] - ===> Epoch[758](3787/5): Loss -0.6653, Sem 0.0438, dir -0.9641, norm 0.2551, swav 0.0000 LR: 9.430e-02 Score 98.573 Data time: 0.0802, Forward time: 0.7722, Backward time: 1.1965, DDP time: 0.0030, Total iter time: 2.1520 [2020-10-18 18:02:35,055][root][INFO] - ===> Epoch[758](3788/5): Loss -0.6516, Sem 0.0417, dir -0.9639, norm 0.2705, swav 0.0000 LR: 9.430e-02 Score 98.635 Data time: 0.1036, Forward time: 0.7722, Backward time: 1.1965, DDP time: 0.0030, Total iter time: 2.4059 [2020-10-18 18:02:37,019][root][INFO] - ===> Epoch[758](3789/5): Loss -0.6741, Sem 0.0433, dir -0.9643, norm 0.2469, swav 0.0000 LR: 9.430e-02 Score 98.564 Data time: 0.0853, Forward time: 0.7723, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 1.8309 [2020-10-18 18:02:39,172][root][INFO] - ===> Epoch[758](3790/5): Loss -0.6491, Sem 0.0457, dir -0.9647, norm 0.2699, swav 0.0000 LR: 9.430e-02 Score 98.490 Data time: 0.0731, Forward time: 0.7723, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.0487 [2020-10-18 18:02:41,439][root][INFO] - ===> Epoch[759](3791/5): Loss -0.6532, Sem 0.0477, dir -0.9642, norm 0.2633, swav 0.0000 LR: 9.430e-02 Score 98.374 Data time: 0.0706, Forward time: 0.7723, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.1633 [2020-10-18 18:02:43,710][root][INFO] - ===> Epoch[759](3792/5): Loss -0.6994, Sem 0.0417, dir -0.9684, norm 0.2273, swav 0.0000 LR: 9.429e-02 Score 98.596 Data time: 0.0834, Forward time: 0.7723, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.1721 [2020-10-18 18:02:46,284][root][INFO] - ===> Epoch[759](3793/5): Loss -0.6618, Sem 0.0438, dir -0.9667, norm 0.2611, swav 0.0000 LR: 9.429e-02 Score 98.575 Data time: 0.0552, Forward time: 0.7722, Backward time: 1.1965, DDP time: 0.0030, Total iter time: 2.4660 [2020-10-18 18:02:48,522][root][INFO] - ===> Epoch[759](3794/5): Loss -0.6431, Sem 0.0528, dir -0.9613, norm 0.2654, swav 0.0000 LR: 9.429e-02 Score 98.275 Data time: 0.0917, Forward time: 0.7723, Backward time: 1.1965, DDP time: 0.0030, Total iter time: 2.1291 [2020-10-18 18:02:50,607][root][INFO] - ===> Epoch[759](3795/5): Loss -0.6728, Sem 0.0468, dir -0.9656, norm 0.2460, swav 0.0000 LR: 9.429e-02 Score 98.391 Data time: 0.0515, Forward time: 0.7722, Backward time: 1.1965, DDP time: 0.0030, Total iter time: 1.9686 [2020-10-18 18:02:52,883][root][INFO] - ===> Epoch[760](3796/5): Loss -0.6199, Sem 0.0528, dir -0.9622, norm 0.2894, swav 0.0000 LR: 9.429e-02 Score 98.244 Data time: 0.0707, Forward time: 0.7722, Backward time: 1.1965, DDP time: 0.0030, Total iter time: 2.1919 [2020-10-18 18:02:55,177][root][INFO] - ===> Epoch[760](3797/5): Loss -0.6446, Sem 0.0476, dir -0.9624, norm 0.2701, swav 0.0000 LR: 9.429e-02 Score 98.431 Data time: 0.0874, Forward time: 0.7723, Backward time: 1.1965, DDP time: 0.0030, Total iter time: 2.1902 [2020-10-18 18:02:56,978][root][INFO] - ===> Epoch[760](3798/5): Loss -0.6620, Sem 0.0471, dir -0.9647, norm 0.2556, swav 0.0000 LR: 9.428e-02 Score 98.468 Data time: 0.0711, Forward time: 0.7722, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 1.6680 [2020-10-18 18:02:58,912][root][INFO] - ===> Epoch[760](3799/5): Loss -0.6661, Sem 0.0516, dir -0.9632, norm 0.2456, swav 0.0000 LR: 9.428e-02 Score 98.297 Data time: 0.0738, Forward time: 0.7723, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.8488 [2020-10-18 18:03:01,547][root][INFO] - ===> Epoch[760](3800/5): Loss -0.6093, Sem 0.0536, dir -0.9601, norm 0.2972, swav 0.0000 LR: 9.428e-02 Score 98.253 Data time: 0.0995, Forward time: 0.7724, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.5343 [2020-10-18 18:03:02,912][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 18:03:03,115][root][INFO] - ===> Start testing [2020-10-18 18:03:39,898][root][INFO] - 68/68: Data time: 0.0022, Iter time: 0.1105 Loss 0.370 (AVG: 0.468) Score 91.208 (AVG: 90.123) mIOU 69.164 mAP 84.087 mAcc 76.069 IOU: 60.813 0.000 74.709 73.285 94.322 91.914 37.446 78.256 97.949 67.202 79.939 85.406 57.889 mAP: 83.329 7.580 92.420 90.017 98.897 98.413 60.082 94.118 99.814 87.724 94.485 94.653 91.591 mAcc: 78.002 0.000 83.965 81.984 95.714 94.564 42.531 89.663 99.408 73.056 90.777 95.012 64.217 [2020-10-18 18:03:39,900][root][INFO] - Finished test. Elapsed time: 36.7824 [2020-10-18 18:03:42,817][root][INFO] - [2020-10-18 18:03:42,817][root][INFO] - ################################################################ [2020-10-18 18:03:42,818][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 18:03:42,818][root][INFO] - ################################################################ [2020-10-18 18:03:42,818][root][INFO] - clutter : nan nan nan [2020-10-18 18:03:42,818][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 18:03:42,818][root][INFO] - board : 0.697 0.796 0.848 [2020-10-18 18:03:42,818][root][INFO] - bookcase : 0.218 0.349 0.540 [2020-10-18 18:03:42,818][root][INFO] - ceiling : 0.451 0.486 0.571 [2020-10-18 18:03:42,818][root][INFO] - chair : 0.775 0.894 0.902 [2020-10-18 18:03:42,818][root][INFO] - column : 0.178 0.331 0.465 [2020-10-18 18:03:42,818][root][INFO] - door : 0.592 0.790 0.882 [2020-10-18 18:03:42,818][root][INFO] - floor : 0.964 0.970 0.984 [2020-10-18 18:03:42,818][root][INFO] - sofa : 0.362 0.636 0.798 [2020-10-18 18:03:42,818][root][INFO] - table : 0.150 0.318 0.637 [2020-10-18 18:03:42,818][root][INFO] - wall : 0.495 0.698 0.813 [2020-10-18 18:03:42,818][root][INFO] - window : 0.533 0.755 0.776 [2020-10-18 18:03:42,818][root][INFO] - ---------------------------------------------------------------- [2020-10-18 18:03:42,818][root][INFO] - average : 0.451 0.585 0.685 [2020-10-18 18:03:42,818][root][INFO] - [2020-10-18 18:03:42,966][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 18:03:44,059][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-10-18 18:03:44,254][root][INFO] - Current best mIoU: 69.164 at iter 3800 [2020-10-18 18:03:45,737][root][INFO] - ===> Epoch[761](3801/5): Loss -0.6560, Sem 0.0469, dir -0.9652, norm 0.2623, swav 0.0000 LR: 9.428e-02 Score 98.444 Data time: 0.0620, Forward time: 0.7723, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.4779 [2020-10-18 18:03:48,246][root][INFO] - ===> Epoch[761](3802/5): Loss -0.6422, Sem 0.0470, dir -0.9648, norm 0.2756, swav 0.0000 LR: 9.428e-02 Score 98.473 Data time: 0.0558, Forward time: 0.7723, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.4365 [2020-10-18 18:03:50,198][root][INFO] - ===> Epoch[761](3803/5): Loss -0.6603, Sem 0.0415, dir -0.9648, norm 0.2630, swav 0.0000 LR: 9.428e-02 Score 98.602 Data time: 0.0820, Forward time: 0.7724, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.8494 [2020-10-18 18:03:51,935][root][INFO] - ===> Epoch[761](3804/5): Loss -0.6616, Sem 0.0502, dir -0.9630, norm 0.2511, swav 0.0000 LR: 9.428e-02 Score 98.323 Data time: 0.1108, Forward time: 0.7723, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.6060 [2020-10-18 18:03:54,137][root][INFO] - ===> Epoch[761](3805/5): Loss -0.6213, Sem 0.0494, dir -0.9629, norm 0.2922, swav 0.0000 LR: 9.427e-02 Score 98.381 Data time: 0.0844, Forward time: 0.7724, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.1133 [2020-10-18 18:03:56,784][root][INFO] - ===> Epoch[762](3806/5): Loss -0.6593, Sem 0.0437, dir -0.9651, norm 0.2621, swav 0.0000 LR: 9.427e-02 Score 98.543 Data time: 0.1197, Forward time: 0.7724, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.5182 [2020-10-18 18:03:58,902][root][INFO] - ===> Epoch[762](3807/5): Loss -0.6425, Sem 0.0463, dir -0.9624, norm 0.2735, swav 0.0000 LR: 9.427e-02 Score 98.441 Data time: 0.0796, Forward time: 0.7724, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.0118 [2020-10-18 18:04:00,774][root][INFO] - ===> Epoch[762](3808/5): Loss -0.6605, Sem 0.0430, dir -0.9669, norm 0.2635, swav 0.0000 LR: 9.427e-02 Score 98.576 Data time: 0.0765, Forward time: 0.7724, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 1.7826 [2020-10-18 18:04:03,322][root][INFO] - ===> Epoch[762](3809/5): Loss -0.6388, Sem 0.0478, dir -0.9591, norm 0.2726, swav 0.0000 LR: 9.427e-02 Score 98.364 Data time: 0.0656, Forward time: 0.7724, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.4303 [2020-10-18 18:04:05,608][root][INFO] - ===> Epoch[762](3810/5): Loss -0.6520, Sem 0.0477, dir -0.9638, norm 0.2641, swav 0.0000 LR: 9.427e-02 Score 98.400 Data time: 0.0578, Forward time: 0.7724, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.0639 [2020-10-18 18:04:07,852][root][INFO] - ===> Epoch[763](3811/5): Loss -0.6466, Sem 0.0458, dir -0.9636, norm 0.2712, swav 0.0000 LR: 9.427e-02 Score 98.525 Data time: 0.0715, Forward time: 0.7723, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.1441 [2020-10-18 18:04:10,129][root][INFO] - ===> Epoch[763](3812/5): Loss -0.6700, Sem 0.0463, dir -0.9636, norm 0.2472, swav 0.0000 LR: 9.426e-02 Score 98.454 Data time: 0.0744, Forward time: 0.7723, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.1753 [2020-10-18 18:04:12,139][root][INFO] - ===> Epoch[763](3813/5): Loss -0.6754, Sem 0.0450, dir -0.9650, norm 0.2446, swav 0.0000 LR: 9.426e-02 Score 98.454 Data time: 0.0604, Forward time: 0.7723, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.8929 [2020-10-18 18:04:14,507][root][INFO] - ===> Epoch[763](3814/5): Loss -0.6640, Sem 0.0476, dir -0.9621, norm 0.2505, swav 0.0000 LR: 9.426e-02 Score 98.456 Data time: 0.0636, Forward time: 0.7723, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.2835 [2020-10-18 18:04:16,529][root][INFO] - ===> Epoch[763](3815/5): Loss -0.6585, Sem 0.0472, dir -0.9658, norm 0.2601, swav 0.0000 LR: 9.426e-02 Score 98.526 Data time: 0.0491, Forward time: 0.7722, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.9212 [2020-10-18 18:04:18,554][root][INFO] - ===> Epoch[764](3816/5): Loss -0.6614, Sem 0.0492, dir -0.9653, norm 0.2548, swav 0.0000 LR: 9.426e-02 Score 98.341 Data time: 0.0484, Forward time: 0.7722, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.9562 [2020-10-18 18:04:20,637][root][INFO] - ===> Epoch[764](3817/5): Loss -0.6371, Sem 0.0513, dir -0.9648, norm 0.2765, swav 0.0000 LR: 9.426e-02 Score 98.314 Data time: 0.0614, Forward time: 0.7721, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.9951 [2020-10-18 18:04:23,416][root][INFO] - ===> Epoch[764](3818/5): Loss -0.6308, Sem 0.0465, dir -0.9610, norm 0.2836, swav 0.0000 LR: 9.425e-02 Score 98.496 Data time: 0.0598, Forward time: 0.7721, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.6642 [2020-10-18 18:04:25,424][root][INFO] - ===> Epoch[764](3819/5): Loss -0.6623, Sem 0.0466, dir -0.9641, norm 0.2553, swav 0.0000 LR: 9.425e-02 Score 98.424 Data time: 0.0732, Forward time: 0.7721, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.9015 [2020-10-18 18:04:27,349][root][INFO] - ===> Epoch[764](3820/5): Loss -0.6415, Sem 0.0517, dir -0.9623, norm 0.2691, swav 0.0000 LR: 9.425e-02 Score 98.286 Data time: 0.0780, Forward time: 0.7721, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.8237 [2020-10-18 18:04:29,306][root][INFO] - ===> Epoch[765](3821/5): Loss -0.6513, Sem 0.0431, dir -0.9638, norm 0.2694, swav 0.0000 LR: 9.425e-02 Score 98.561 Data time: 0.1307, Forward time: 0.7721, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.8459 [2020-10-18 18:04:31,929][root][INFO] - ===> Epoch[765](3822/5): Loss -0.6566, Sem 0.0442, dir -0.9648, norm 0.2640, swav 0.0000 LR: 9.425e-02 Score 98.525 Data time: 0.0849, Forward time: 0.7721, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.5306 [2020-10-18 18:04:34,087][root][INFO] - ===> Epoch[765](3823/5): Loss -0.6466, Sem 0.0458, dir -0.9672, norm 0.2747, swav 0.0000 LR: 9.425e-02 Score 98.485 Data time: 0.0660, Forward time: 0.7721, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.0620 [2020-10-18 18:04:35,922][root][INFO] - ===> Epoch[765](3824/5): Loss -0.6300, Sem 0.0475, dir -0.9628, norm 0.2853, swav 0.0000 LR: 9.425e-02 Score 98.433 Data time: 0.0545, Forward time: 0.7721, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.7545 [2020-10-18 18:04:38,223][root][INFO] - ===> Epoch[765](3825/5): Loss -0.6405, Sem 0.0483, dir -0.9621, norm 0.2734, swav 0.0000 LR: 9.424e-02 Score 98.424 Data time: 0.0480, Forward time: 0.7720, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.2148 [2020-10-18 18:04:40,516][root][INFO] - ===> Epoch[766](3826/5): Loss -0.6404, Sem 0.0524, dir -0.9581, norm 0.2653, swav 0.0000 LR: 9.424e-02 Score 98.252 Data time: 0.0927, Forward time: 0.7721, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.2087 [2020-10-18 18:04:42,514][root][INFO] - ===> Epoch[766](3827/5): Loss -0.6781, Sem 0.0461, dir -0.9665, norm 0.2423, swav 0.0000 LR: 9.424e-02 Score 98.454 Data time: 0.0639, Forward time: 0.7720, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.8798 [2020-10-18 18:04:44,581][root][INFO] - ===> Epoch[766](3828/5): Loss -0.6393, Sem 0.0563, dir -0.9657, norm 0.2700, swav 0.0000 LR: 9.424e-02 Score 98.246 Data time: 0.0760, Forward time: 0.7720, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.9847 [2020-10-18 18:04:46,661][root][INFO] - ===> Epoch[766](3829/5): Loss -0.6476, Sem 0.0506, dir -0.9604, norm 0.2622, swav 0.0000 LR: 9.424e-02 Score 98.300 Data time: 0.0660, Forward time: 0.7720, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.9705 [2020-10-18 18:04:48,868][root][INFO] - ===> Epoch[766](3830/5): Loss -0.6476, Sem 0.0464, dir -0.9651, norm 0.2712, swav 0.0000 LR: 9.424e-02 Score 98.426 Data time: 0.0721, Forward time: 0.7720, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.1204 [2020-10-18 18:04:51,056][root][INFO] - ===> Epoch[767](3831/5): Loss -0.6582, Sem 0.0445, dir -0.9645, norm 0.2618, swav 0.0000 LR: 9.423e-02 Score 98.581 Data time: 0.0841, Forward time: 0.7720, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.0864 [2020-10-18 18:04:53,007][root][INFO] - ===> Epoch[767](3832/5): Loss -0.6305, Sem 0.0519, dir -0.9600, norm 0.2776, swav 0.0000 LR: 9.423e-02 Score 98.268 Data time: 0.0855, Forward time: 0.7721, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 1.8232 [2020-10-18 18:04:54,746][root][INFO] - ===> Epoch[767](3833/5): Loss -0.6592, Sem 0.0451, dir -0.9638, norm 0.2595, swav 0.0000 LR: 9.423e-02 Score 98.492 Data time: 0.0745, Forward time: 0.7721, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 1.6387 [2020-10-18 18:04:57,803][root][INFO] - ===> Epoch[767](3834/5): Loss -0.6455, Sem 0.0463, dir -0.9636, norm 0.2718, swav 0.0000 LR: 9.423e-02 Score 98.470 Data time: 0.1313, Forward time: 0.7721, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.9744 [2020-10-18 18:05:00,286][root][INFO] - ===> Epoch[767](3835/5): Loss -0.6518, Sem 0.0474, dir -0.9631, norm 0.2639, swav 0.0000 LR: 9.423e-02 Score 98.468 Data time: 0.0834, Forward time: 0.7721, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.3792 [2020-10-18 18:05:02,343][root][INFO] - ===> Epoch[768](3836/5): Loss -0.6227, Sem 0.0452, dir -0.9650, norm 0.2971, swav 0.0000 LR: 9.423e-02 Score 98.491 Data time: 0.0549, Forward time: 0.7721, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.9356 [2020-10-18 18:05:04,198][root][INFO] - ===> Epoch[768](3837/5): Loss -0.6460, Sem 0.0449, dir -0.9653, norm 0.2744, swav 0.0000 LR: 9.423e-02 Score 98.519 Data time: 0.0736, Forward time: 0.7721, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 1.7647 [2020-10-18 18:05:06,557][root][INFO] - ===> Epoch[768](3838/5): Loss -0.6543, Sem 0.0492, dir -0.9626, norm 0.2591, swav 0.0000 LR: 9.422e-02 Score 98.348 Data time: 0.0492, Forward time: 0.7720, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.2502 [2020-10-18 18:05:09,099][root][INFO] - ===> Epoch[768](3839/5): Loss -0.6472, Sem 0.0469, dir -0.9629, norm 0.2687, swav 0.0000 LR: 9.422e-02 Score 98.430 Data time: 0.0949, Forward time: 0.7721, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.4689 [2020-10-18 18:05:11,088][root][INFO] - ===> Epoch[768](3840/5): Loss -0.6589, Sem 0.0451, dir -0.9641, norm 0.2602, swav 0.0000 LR: 9.422e-02 Score 98.531 Data time: 0.0839, Forward time: 0.7721, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 1.8798 [2020-10-18 18:05:13,233][root][INFO] - ===> Epoch[769](3841/5): Loss -0.6645, Sem 0.0487, dir -0.9648, norm 0.2516, swav 0.0000 LR: 9.422e-02 Score 98.409 Data time: 0.0943, Forward time: 0.7722, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 2.0457 [2020-10-18 18:05:15,237][root][INFO] - ===> Epoch[769](3842/5): Loss -0.6497, Sem 0.0435, dir -0.9659, norm 0.2726, swav 0.0000 LR: 9.422e-02 Score 98.531 Data time: 0.0701, Forward time: 0.7722, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 1.8999 [2020-10-18 18:05:17,187][root][INFO] - ===> Epoch[769](3843/5): Loss -0.6693, Sem 0.0555, dir -0.9640, norm 0.2393, swav 0.0000 LR: 9.422e-02 Score 98.216 Data time: 0.0504, Forward time: 0.7721, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 1.8618 [2020-10-18 18:05:20,120][root][INFO] - ===> Epoch[769](3844/5): Loss -0.6321, Sem 0.0470, dir -0.9631, norm 0.2839, swav 0.0000 LR: 9.422e-02 Score 98.467 Data time: 0.0632, Forward time: 0.7721, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.8732 [2020-10-18 18:05:22,405][root][INFO] - ===> Epoch[769](3845/5): Loss -0.6573, Sem 0.0487, dir -0.9662, norm 0.2602, swav 0.0000 LR: 9.421e-02 Score 98.351 Data time: 0.0871, Forward time: 0.7721, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.1949 [2020-10-18 18:05:24,790][root][INFO] - ===> Epoch[770](3846/5): Loss -0.6318, Sem 0.0511, dir -0.9593, norm 0.2764, swav 0.0000 LR: 9.421e-02 Score 98.382 Data time: 0.0699, Forward time: 0.7721, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.2665 [2020-10-18 18:05:26,876][root][INFO] - ===> Epoch[770](3847/5): Loss -0.6689, Sem 0.0490, dir -0.9629, norm 0.2450, swav 0.0000 LR: 9.421e-02 Score 98.406 Data time: 0.0633, Forward time: 0.7720, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.9846 [2020-10-18 18:05:28,955][root][INFO] - ===> Epoch[770](3848/5): Loss -0.6712, Sem 0.0419, dir -0.9659, norm 0.2527, swav 0.0000 LR: 9.421e-02 Score 98.611 Data time: 0.0846, Forward time: 0.7721, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.9908 [2020-10-18 18:05:31,078][root][INFO] - ===> Epoch[770](3849/5): Loss -0.6801, Sem 0.0395, dir -0.9696, norm 0.2500, swav 0.0000 LR: 9.421e-02 Score 98.700 Data time: 0.0760, Forward time: 0.7721, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.0248 [2020-10-18 18:05:33,714][root][INFO] - ===> Epoch[770](3850/5): Loss -0.6702, Sem 0.0404, dir -0.9675, norm 0.2568, swav 0.0000 LR: 9.421e-02 Score 98.656 Data time: 0.0669, Forward time: 0.7721, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.5293 [2020-10-18 18:05:35,810][root][INFO] - ===> Epoch[771](3851/5): Loss -0.6633, Sem 0.0468, dir -0.9629, norm 0.2528, swav 0.0000 LR: 9.420e-02 Score 98.416 Data time: 0.0931, Forward time: 0.7721, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.9945 [2020-10-18 18:05:38,212][root][INFO] - ===> Epoch[771](3852/5): Loss -0.6156, Sem 0.0533, dir -0.9585, norm 0.2895, swav 0.0000 LR: 9.420e-02 Score 98.256 Data time: 0.0885, Forward time: 0.7721, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.2884 [2020-10-18 18:05:40,365][root][INFO] - ===> Epoch[771](3853/5): Loss -0.6587, Sem 0.0440, dir -0.9674, norm 0.2647, swav 0.0000 LR: 9.420e-02 Score 98.589 Data time: 0.0762, Forward time: 0.7721, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.0406 [2020-10-18 18:05:42,636][root][INFO] - ===> Epoch[771](3854/5): Loss -0.6564, Sem 0.0473, dir -0.9621, norm 0.2584, swav 0.0000 LR: 9.420e-02 Score 98.437 Data time: 0.0582, Forward time: 0.7721, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.1651 [2020-10-18 18:05:44,823][root][INFO] - ===> Epoch[771](3855/5): Loss -0.6490, Sem 0.0473, dir -0.9640, norm 0.2677, swav 0.0000 LR: 9.420e-02 Score 98.438 Data time: 0.0763, Forward time: 0.7721, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.0807 [2020-10-18 18:05:47,264][root][INFO] - ===> Epoch[772](3856/5): Loss -0.6404, Sem 0.0451, dir -0.9626, norm 0.2771, swav 0.0000 LR: 9.420e-02 Score 98.537 Data time: 0.0862, Forward time: 0.7722, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.3207 [2020-10-18 18:05:49,275][root][INFO] - ===> Epoch[772](3857/5): Loss -0.6278, Sem 0.0469, dir -0.9599, norm 0.2851, swav 0.0000 LR: 9.420e-02 Score 98.415 Data time: 0.0497, Forward time: 0.7721, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.8949 [2020-10-18 18:05:51,501][root][INFO] - ===> Epoch[772](3858/5): Loss -0.6648, Sem 0.0437, dir -0.9640, norm 0.2555, swav 0.0000 LR: 9.419e-02 Score 98.536 Data time: 0.0555, Forward time: 0.7721, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.1699 [2020-10-18 18:05:53,864][root][INFO] - ===> Epoch[772](3859/5): Loss -0.6734, Sem 0.0428, dir -0.9650, norm 0.2488, swav 0.0000 LR: 9.419e-02 Score 98.560 Data time: 0.0609, Forward time: 0.7721, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.3049 [2020-10-18 18:05:55,728][root][INFO] - ===> Epoch[772](3860/5): Loss -0.6692, Sem 0.0486, dir -0.9636, norm 0.2458, swav 0.0000 LR: 9.419e-02 Score 98.428 Data time: 0.0547, Forward time: 0.7720, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.7537 [2020-10-18 18:05:57,527][root][INFO] - ===> Epoch[773](3861/5): Loss -0.6403, Sem 0.0478, dir -0.9642, norm 0.2761, swav 0.0000 LR: 9.419e-02 Score 98.422 Data time: 0.0589, Forward time: 0.7720, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.7168 [2020-10-18 18:05:59,456][root][INFO] - ===> Epoch[773](3862/5): Loss -0.6510, Sem 0.0435, dir -0.9632, norm 0.2686, swav 0.0000 LR: 9.419e-02 Score 98.562 Data time: 0.0562, Forward time: 0.7719, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.8289 [2020-10-18 18:06:01,942][root][INFO] - ===> Epoch[773](3863/5): Loss -0.6871, Sem 0.0477, dir -0.9673, norm 0.2325, swav 0.0000 LR: 9.419e-02 Score 98.442 Data time: 0.0712, Forward time: 0.7719, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.3996 [2020-10-18 18:06:04,172][root][INFO] - ===> Epoch[773](3864/5): Loss -0.6814, Sem 0.0428, dir -0.9667, norm 0.2425, swav 0.0000 LR: 9.418e-02 Score 98.606 Data time: 0.1308, Forward time: 0.7719, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.1146 [2020-10-18 18:06:06,871][root][INFO] - ===> Epoch[773](3865/5): Loss -0.6209, Sem 0.0501, dir -0.9595, norm 0.2885, swav 0.0000 LR: 9.418e-02 Score 98.345 Data time: 0.1162, Forward time: 0.7720, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.5971 [2020-10-18 18:06:09,527][root][INFO] - ===> Epoch[774](3866/5): Loss -0.6274, Sem 0.0449, dir -0.9620, norm 0.2897, swav 0.0000 LR: 9.418e-02 Score 98.566 Data time: 0.0825, Forward time: 0.7721, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.5337 [2020-10-18 18:06:11,605][root][INFO] - ===> Epoch[774](3867/5): Loss -0.6529, Sem 0.0437, dir -0.9666, norm 0.2701, swav 0.0000 LR: 9.418e-02 Score 98.604 Data time: 0.0674, Forward time: 0.7721, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.9633 [2020-10-18 18:06:13,511][root][INFO] - ===> Epoch[774](3868/5): Loss -0.6744, Sem 0.0427, dir -0.9635, norm 0.2464, swav 0.0000 LR: 9.418e-02 Score 98.548 Data time: 0.1245, Forward time: 0.7720, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.8098 [2020-10-18 18:06:16,209][root][INFO] - ===> Epoch[774](3869/5): Loss -0.6493, Sem 0.0483, dir -0.9638, norm 0.2662, swav 0.0000 LR: 9.418e-02 Score 98.361 Data time: 0.0985, Forward time: 0.7721, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.6152 [2020-10-18 18:06:18,588][root][INFO] - ===> Epoch[774](3870/5): Loss -0.6731, Sem 0.0460, dir -0.9611, norm 0.2420, swav 0.0000 LR: 9.418e-02 Score 98.473 Data time: 0.0773, Forward time: 0.7721, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.2656 [2020-10-18 18:06:20,576][root][INFO] - ===> Epoch[775](3871/5): Loss -0.6505, Sem 0.0519, dir -0.9646, norm 0.2622, swav 0.0000 LR: 9.417e-02 Score 98.319 Data time: 0.0768, Forward time: 0.7721, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.8799 [2020-10-18 18:06:22,635][root][INFO] - ===> Epoch[775](3872/5): Loss -0.6759, Sem 0.0445, dir -0.9642, norm 0.2438, swav 0.0000 LR: 9.417e-02 Score 98.505 Data time: 0.0814, Forward time: 0.7721, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.9649 [2020-10-18 18:06:24,472][root][INFO] - ===> Epoch[775](3873/5): Loss -0.6464, Sem 0.0515, dir -0.9612, norm 0.2634, swav 0.0000 LR: 9.417e-02 Score 98.326 Data time: 0.0775, Forward time: 0.7721, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 1.7464 [2020-10-18 18:06:27,208][root][INFO] - ===> Epoch[775](3874/5): Loss -0.6424, Sem 0.0421, dir -0.9652, norm 0.2806, swav 0.0000 LR: 9.417e-02 Score 98.618 Data time: 0.0737, Forward time: 0.7721, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.6353 [2020-10-18 18:06:29,552][root][INFO] - ===> Epoch[775](3875/5): Loss -0.6714, Sem 0.0435, dir -0.9650, norm 0.2501, swav 0.0000 LR: 9.417e-02 Score 98.531 Data time: 0.1074, Forward time: 0.7721, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.2536 [2020-10-18 18:06:31,881][root][INFO] - ===> Epoch[776](3876/5): Loss -0.6490, Sem 0.0496, dir -0.9618, norm 0.2632, swav 0.0000 LR: 9.417e-02 Score 98.388 Data time: 0.0756, Forward time: 0.7722, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.2142 [2020-10-18 18:06:34,156][root][INFO] - ===> Epoch[776](3877/5): Loss -0.6587, Sem 0.0438, dir -0.9675, norm 0.2650, swav 0.0000 LR: 9.417e-02 Score 98.546 Data time: 0.0692, Forward time: 0.7722, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.1927 [2020-10-18 18:06:36,586][root][INFO] - ===> Epoch[776](3878/5): Loss -0.6394, Sem 0.0501, dir -0.9611, norm 0.2716, swav 0.0000 LR: 9.416e-02 Score 98.401 Data time: 0.0541, Forward time: 0.7721, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.3656 [2020-10-18 18:06:38,778][root][INFO] - ===> Epoch[776](3879/5): Loss -0.6427, Sem 0.0471, dir -0.9616, norm 0.2719, swav 0.0000 LR: 9.416e-02 Score 98.479 Data time: 0.0852, Forward time: 0.7721, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.0980 [2020-10-18 18:06:40,787][root][INFO] - ===> Epoch[776](3880/5): Loss -0.6456, Sem 0.0485, dir -0.9628, norm 0.2688, swav 0.0000 LR: 9.416e-02 Score 98.372 Data time: 0.0908, Forward time: 0.7722, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.9033 [2020-10-18 18:06:42,819][root][INFO] - ===> Epoch[777](3881/5): Loss -0.6567, Sem 0.0483, dir -0.9631, norm 0.2581, swav 0.0000 LR: 9.416e-02 Score 98.421 Data time: 0.0897, Forward time: 0.7722, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.9218 [2020-10-18 18:06:44,840][root][INFO] - ===> Epoch[777](3882/5): Loss -0.6972, Sem 0.0370, dir -0.9711, norm 0.2368, swav 0.0000 LR: 9.416e-02 Score 98.794 Data time: 0.0959, Forward time: 0.7722, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 1.9076 [2020-10-18 18:06:48,064][root][INFO] - ===> Epoch[777](3883/5): Loss -0.6252, Sem 0.0476, dir -0.9607, norm 0.2879, swav 0.0000 LR: 9.416e-02 Score 98.430 Data time: 0.3441, Forward time: 0.7724, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 3.1308 [2020-10-18 18:06:49,957][root][INFO] - ===> Epoch[777](3884/5): Loss -0.6730, Sem 0.0410, dir -0.9665, norm 0.2525, swav 0.0000 LR: 9.415e-02 Score 98.632 Data time: 0.0618, Forward time: 0.7723, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 1.7982 [2020-10-18 18:06:51,813][root][INFO] - ===> Epoch[777](3885/5): Loss -0.6535, Sem 0.0464, dir -0.9629, norm 0.2630, swav 0.0000 LR: 9.415e-02 Score 98.481 Data time: 0.0785, Forward time: 0.7723, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 1.7698 [2020-10-18 18:06:53,966][root][INFO] - ===> Epoch[778](3886/5): Loss -0.6366, Sem 0.0442, dir -0.9624, norm 0.2816, swav 0.0000 LR: 9.415e-02 Score 98.508 Data time: 0.0853, Forward time: 0.7724, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 2.0429 [2020-10-18 18:06:56,301][root][INFO] - ===> Epoch[778](3887/5): Loss -0.6644, Sem 0.0391, dir -0.9643, norm 0.2608, swav 0.0000 LR: 9.415e-02 Score 98.697 Data time: 0.1185, Forward time: 0.7723, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 2.2269 [2020-10-18 18:06:58,705][root][INFO] - ===> Epoch[778](3888/5): Loss -0.6649, Sem 0.0508, dir -0.9642, norm 0.2485, swav 0.0000 LR: 9.415e-02 Score 98.317 Data time: 0.1548, Forward time: 0.7724, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 2.2887 [2020-10-18 18:07:01,136][root][INFO] - ===> Epoch[778](3889/5): Loss -0.6749, Sem 0.0410, dir -0.9676, norm 0.2517, swav 0.0000 LR: 9.415e-02 Score 98.671 Data time: 0.1012, Forward time: 0.7725, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 2.3235 [2020-10-18 18:07:03,658][root][INFO] - ===> Epoch[778](3890/5): Loss -0.6565, Sem 0.0415, dir -0.9640, norm 0.2659, swav 0.0000 LR: 9.415e-02 Score 98.593 Data time: 0.0771, Forward time: 0.7725, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 2.4193 [2020-10-18 18:07:06,103][root][INFO] - ===> Epoch[779](3891/5): Loss -0.6691, Sem 0.0418, dir -0.9641, norm 0.2532, swav 0.0000 LR: 9.414e-02 Score 98.595 Data time: 0.0587, Forward time: 0.7725, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 2.3718 [2020-10-18 18:07:08,260][root][INFO] - ===> Epoch[779](3892/5): Loss -0.6178, Sem 0.0485, dir -0.9628, norm 0.2966, swav 0.0000 LR: 9.414e-02 Score 98.421 Data time: 0.0754, Forward time: 0.7725, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 2.0858 [2020-10-18 18:07:10,490][root][INFO] - ===> Epoch[779](3893/5): Loss -0.6491, Sem 0.0449, dir -0.9666, norm 0.2726, swav 0.0000 LR: 9.414e-02 Score 98.580 Data time: 0.0742, Forward time: 0.7725, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 2.1178 [2020-10-18 18:07:12,844][root][INFO] - ===> Epoch[779](3894/5): Loss -0.6421, Sem 0.0533, dir -0.9609, norm 0.2654, swav 0.0000 LR: 9.414e-02 Score 98.261 Data time: 0.0671, Forward time: 0.7725, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 2.2361 [2020-10-18 18:07:15,556][root][INFO] - ===> Epoch[779](3895/5): Loss -0.6612, Sem 0.0463, dir -0.9632, norm 0.2557, swav 0.0000 LR: 9.414e-02 Score 98.418 Data time: 0.0936, Forward time: 0.7725, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.6071 [2020-10-18 18:07:17,972][root][INFO] - ===> Epoch[780](3896/5): Loss -0.6635, Sem 0.0446, dir -0.9658, norm 0.2577, swav 0.0000 LR: 9.414e-02 Score 98.561 Data time: 0.0744, Forward time: 0.7725, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.2995 [2020-10-18 18:07:20,162][root][INFO] - ===> Epoch[780](3897/5): Loss -0.6885, Sem 0.0400, dir -0.9696, norm 0.2412, swav 0.0000 LR: 9.414e-02 Score 98.699 Data time: 0.0493, Forward time: 0.7724, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.0728 [2020-10-18 18:07:22,544][root][INFO] - ===> Epoch[780](3898/5): Loss -0.6711, Sem 0.0456, dir -0.9633, norm 0.2466, swav 0.0000 LR: 9.413e-02 Score 98.497 Data time: 0.0618, Forward time: 0.7724, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.3252 [2020-10-18 18:07:24,893][root][INFO] - ===> Epoch[780](3899/5): Loss -0.6745, Sem 0.0410, dir -0.9661, norm 0.2506, swav 0.0000 LR: 9.413e-02 Score 98.613 Data time: 0.0741, Forward time: 0.7724, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.2554 [2020-10-18 18:07:27,076][root][INFO] - ===> Epoch[780](3900/5): Loss -0.6422, Sem 0.0558, dir -0.9624, norm 0.2645, swav 0.0000 LR: 9.413e-02 Score 98.189 Data time: 0.0669, Forward time: 0.7724, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.0797 [2020-10-18 18:07:28,167][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 18:07:30,002][root][INFO] - ===> Epoch[781](3901/5): Loss -0.6670, Sem 0.0472, dir -0.9609, norm 0.2467, swav 0.0000 LR: 9.413e-02 Score 98.412 Data time: 0.0776, Forward time: 0.7724, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.6435 [2020-10-18 18:07:32,253][root][INFO] - ===> Epoch[781](3902/5): Loss -0.6577, Sem 0.0462, dir -0.9629, norm 0.2591, swav 0.0000 LR: 9.413e-02 Score 98.475 Data time: 0.0885, Forward time: 0.7724, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.1550 [2020-10-18 18:07:34,150][root][INFO] - ===> Epoch[781](3903/5): Loss -0.6439, Sem 0.0496, dir -0.9661, norm 0.2725, swav 0.0000 LR: 9.413e-02 Score 98.389 Data time: 0.0920, Forward time: 0.7724, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.7923 [2020-10-18 18:07:36,369][root][INFO] - ===> Epoch[781](3904/5): Loss -0.6513, Sem 0.0428, dir -0.9653, norm 0.2712, swav 0.0000 LR: 9.412e-02 Score 98.585 Data time: 0.0624, Forward time: 0.7724, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.1208 [2020-10-18 18:07:38,817][root][INFO] - ===> Epoch[781](3905/5): Loss -0.6489, Sem 0.0454, dir -0.9637, norm 0.2694, swav 0.0000 LR: 9.412e-02 Score 98.486 Data time: 0.0806, Forward time: 0.7725, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.3407 [2020-10-18 18:07:40,683][root][INFO] - ===> Epoch[782](3906/5): Loss -0.6506, Sem 0.0462, dir -0.9647, norm 0.2679, swav 0.0000 LR: 9.412e-02 Score 98.480 Data time: 0.0605, Forward time: 0.7724, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 1.7660 [2020-10-18 18:07:42,751][root][INFO] - ===> Epoch[782](3907/5): Loss -0.6659, Sem 0.0490, dir -0.9620, norm 0.2471, swav 0.0000 LR: 9.412e-02 Score 98.371 Data time: 0.0725, Forward time: 0.7724, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 1.9700 [2020-10-18 18:07:44,898][root][INFO] - ===> Epoch[782](3908/5): Loss -0.6397, Sem 0.0490, dir -0.9635, norm 0.2747, swav 0.0000 LR: 9.412e-02 Score 98.416 Data time: 0.0681, Forward time: 0.7724, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 2.0524 [2020-10-18 18:07:47,409][root][INFO] - ===> Epoch[782](3909/5): Loss -0.6432, Sem 0.0429, dir -0.9621, norm 0.2760, swav 0.0000 LR: 9.412e-02 Score 98.574 Data time: 0.0872, Forward time: 0.7724, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.4181 [2020-10-18 18:07:49,490][root][INFO] - ===> Epoch[782](3910/5): Loss -0.6453, Sem 0.0511, dir -0.9644, norm 0.2680, swav 0.0000 LR: 9.412e-02 Score 98.294 Data time: 0.0751, Forward time: 0.7724, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 1.9590 [2020-10-18 18:07:51,594][root][INFO] - ===> Epoch[783](3911/5): Loss -0.6425, Sem 0.0529, dir -0.9620, norm 0.2666, swav 0.0000 LR: 9.411e-02 Score 98.238 Data time: 0.0515, Forward time: 0.7724, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 1.9908 [2020-10-18 18:07:54,116][root][INFO] - ===> Epoch[783](3912/5): Loss -0.6347, Sem 0.0518, dir -0.9615, norm 0.2750, swav 0.0000 LR: 9.411e-02 Score 98.272 Data time: 0.0613, Forward time: 0.7723, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.4490 [2020-10-18 18:07:56,616][root][INFO] - ===> Epoch[783](3913/5): Loss -0.6506, Sem 0.0496, dir -0.9663, norm 0.2661, swav 0.0000 LR: 9.411e-02 Score 98.345 Data time: 0.0709, Forward time: 0.7723, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.4185 [2020-10-18 18:07:58,572][root][INFO] - ===> Epoch[783](3914/5): Loss -0.6434, Sem 0.0524, dir -0.9608, norm 0.2650, swav 0.0000 LR: 9.411e-02 Score 98.302 Data time: 0.0778, Forward time: 0.7723, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.8465 [2020-10-18 18:08:00,892][root][INFO] - ===> Epoch[783](3915/5): Loss -0.6482, Sem 0.0495, dir -0.9648, norm 0.2670, swav 0.0000 LR: 9.411e-02 Score 98.401 Data time: 0.0607, Forward time: 0.7723, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.2274 [2020-10-18 18:08:03,415][root][INFO] - ===> Epoch[784](3916/5): Loss -0.6531, Sem 0.0420, dir -0.9671, norm 0.2720, swav 0.0000 LR: 9.411e-02 Score 98.603 Data time: 0.0798, Forward time: 0.7723, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.4305 [2020-10-18 18:08:05,536][root][INFO] - ===> Epoch[784](3917/5): Loss -0.6377, Sem 0.0571, dir -0.9600, norm 0.2652, swav 0.0000 LR: 9.410e-02 Score 98.069 Data time: 0.0575, Forward time: 0.7723, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.0063 [2020-10-18 18:08:07,408][root][INFO] - ===> Epoch[784](3918/5): Loss -0.6449, Sem 0.0538, dir -0.9667, norm 0.2680, swav 0.0000 LR: 9.410e-02 Score 98.255 Data time: 0.0753, Forward time: 0.7723, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.8005 [2020-10-18 18:08:09,634][root][INFO] - ===> Epoch[784](3919/5): Loss -0.6443, Sem 0.0514, dir -0.9630, norm 0.2673, swav 0.0000 LR: 9.410e-02 Score 98.341 Data time: 0.0550, Forward time: 0.7722, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.1157 [2020-10-18 18:08:11,676][root][INFO] - ===> Epoch[784](3920/5): Loss -0.6244, Sem 0.0672, dir -0.9601, norm 0.2684, swav 0.0000 LR: 9.410e-02 Score 97.943 Data time: 0.0649, Forward time: 0.7722, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.9730 [2020-10-18 18:08:13,794][root][INFO] - ===> Epoch[785](3921/5): Loss -0.6610, Sem 0.0507, dir -0.9618, norm 0.2502, swav 0.0000 LR: 9.410e-02 Score 98.339 Data time: 0.0921, Forward time: 0.7722, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.0194 [2020-10-18 18:08:16,557][root][INFO] - ===> Epoch[785](3922/5): Loss -0.6458, Sem 0.0485, dir -0.9635, norm 0.2692, swav 0.0000 LR: 9.410e-02 Score 98.442 Data time: 0.0710, Forward time: 0.7722, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.6549 [2020-10-18 18:08:18,311][root][INFO] - ===> Epoch[785](3923/5): Loss -0.6565, Sem 0.0531, dir -0.9636, norm 0.2540, swav 0.0000 LR: 9.410e-02 Score 98.249 Data time: 0.0711, Forward time: 0.7722, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.6532 [2020-10-18 18:08:20,903][root][INFO] - ===> Epoch[785](3924/5): Loss -0.6416, Sem 0.0470, dir -0.9652, norm 0.2765, swav 0.0000 LR: 9.409e-02 Score 98.459 Data time: 0.0754, Forward time: 0.7722, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.4989 [2020-10-18 18:08:22,739][root][INFO] - ===> Epoch[785](3925/5): Loss -0.6387, Sem 0.0441, dir -0.9642, norm 0.2814, swav 0.0000 LR: 9.409e-02 Score 98.500 Data time: 0.0717, Forward time: 0.7722, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.7195 [2020-10-18 18:08:24,987][root][INFO] - ===> Epoch[786](3926/5): Loss -0.6402, Sem 0.0537, dir -0.9615, norm 0.2676, swav 0.0000 LR: 9.409e-02 Score 98.177 Data time: 0.0749, Forward time: 0.7722, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.1512 [2020-10-18 18:08:27,016][root][INFO] - ===> Epoch[786](3927/5): Loss -0.6456, Sem 0.0576, dir -0.9630, norm 0.2598, swav 0.0000 LR: 9.409e-02 Score 98.092 Data time: 0.0652, Forward time: 0.7722, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.9295 [2020-10-18 18:08:29,283][root][INFO] - ===> Epoch[786](3928/5): Loss -0.6448, Sem 0.0508, dir -0.9620, norm 0.2664, swav 0.0000 LR: 9.409e-02 Score 98.292 Data time: 0.0835, Forward time: 0.7722, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.1885 [2020-10-18 18:08:31,518][root][INFO] - ===> Epoch[786](3929/5): Loss -0.6293, Sem 0.0519, dir -0.9614, norm 0.2802, swav 0.0000 LR: 9.409e-02 Score 98.292 Data time: 0.0804, Forward time: 0.7723, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.1407 [2020-10-18 18:08:33,593][root][INFO] - ===> Epoch[786](3930/5): Loss -0.6407, Sem 0.0490, dir -0.9673, norm 0.2776, swav 0.0000 LR: 9.409e-02 Score 98.363 Data time: 0.0574, Forward time: 0.7722, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.9746 [2020-10-18 18:08:36,218][root][INFO] - ===> Epoch[787](3931/5): Loss -0.6392, Sem 0.0481, dir -0.9649, norm 0.2777, swav 0.0000 LR: 9.408e-02 Score 98.407 Data time: 0.0586, Forward time: 0.7722, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.5454 [2020-10-18 18:08:38,604][root][INFO] - ===> Epoch[787](3932/5): Loss -0.6396, Sem 0.0457, dir -0.9650, norm 0.2797, swav 0.0000 LR: 9.408e-02 Score 98.513 Data time: 0.0966, Forward time: 0.7723, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.2758 [2020-10-18 18:08:40,906][root][INFO] - ===> Epoch[787](3933/5): Loss -0.6481, Sem 0.0445, dir -0.9672, norm 0.2747, swav 0.0000 LR: 9.408e-02 Score 98.517 Data time: 0.0826, Forward time: 0.7723, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.1887 [2020-10-18 18:08:43,391][root][INFO] - ===> Epoch[787](3934/5): Loss -0.6514, Sem 0.0530, dir -0.9593, norm 0.2550, swav 0.0000 LR: 9.408e-02 Score 98.264 Data time: 0.0592, Forward time: 0.7723, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.3990 [2020-10-18 18:08:45,033][root][INFO] - ===> Epoch[787](3935/5): Loss -0.6657, Sem 0.0531, dir -0.9636, norm 0.2448, swav 0.0000 LR: 9.408e-02 Score 98.205 Data time: 0.0508, Forward time: 0.7722, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.5365 [2020-10-18 18:08:47,317][root][INFO] - ===> Epoch[788](3936/5): Loss -0.6526, Sem 0.0497, dir -0.9612, norm 0.2589, swav 0.0000 LR: 9.408e-02 Score 98.374 Data time: 0.0831, Forward time: 0.7723, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.2014 [2020-10-18 18:08:49,680][root][INFO] - ===> Epoch[788](3937/5): Loss -0.6561, Sem 0.0449, dir -0.9646, norm 0.2636, swav 0.0000 LR: 9.407e-02 Score 98.518 Data time: 0.0492, Forward time: 0.7722, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.2418 [2020-10-18 18:08:52,095][root][INFO] - ===> Epoch[788](3938/5): Loss -0.6394, Sem 0.0453, dir -0.9662, norm 0.2814, swav 0.0000 LR: 9.407e-02 Score 98.507 Data time: 0.1063, Forward time: 0.7723, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.3084 [2020-10-18 18:08:53,973][root][INFO] - ===> Epoch[788](3939/5): Loss -0.6695, Sem 0.0438, dir -0.9639, norm 0.2506, swav 0.0000 LR: 9.407e-02 Score 98.529 Data time: 0.0750, Forward time: 0.7723, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.7639 [2020-10-18 18:08:56,445][root][INFO] - ===> Epoch[788](3940/5): Loss -0.6538, Sem 0.0501, dir -0.9625, norm 0.2586, swav 0.0000 LR: 9.407e-02 Score 98.353 Data time: 0.0752, Forward time: 0.7723, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.3772 [2020-10-18 18:08:58,844][root][INFO] - ===> Epoch[789](3941/5): Loss -0.6687, Sem 0.0452, dir -0.9674, norm 0.2535, swav 0.0000 LR: 9.407e-02 Score 98.550 Data time: 0.0777, Forward time: 0.7723, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.3079 [2020-10-18 18:09:01,058][root][INFO] - ===> Epoch[789](3942/5): Loss -0.6508, Sem 0.0483, dir -0.9614, norm 0.2623, swav 0.0000 LR: 9.407e-02 Score 98.388 Data time: 0.0843, Forward time: 0.7723, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.1111 [2020-10-18 18:09:03,316][root][INFO] - ===> Epoch[789](3943/5): Loss -0.6355, Sem 0.0490, dir -0.9643, norm 0.2798, swav 0.0000 LR: 9.407e-02 Score 98.391 Data time: 0.0856, Forward time: 0.7724, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.1607 [2020-10-18 18:09:05,578][root][INFO] - ===> Epoch[789](3944/5): Loss -0.6308, Sem 0.0485, dir -0.9658, norm 0.2866, swav 0.0000 LR: 9.406e-02 Score 98.447 Data time: 0.0771, Forward time: 0.7724, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.1382 [2020-10-18 18:09:07,500][root][INFO] - ===> Epoch[789](3945/5): Loss -0.6704, Sem 0.0458, dir -0.9620, norm 0.2458, swav 0.0000 LR: 9.406e-02 Score 98.453 Data time: 0.0694, Forward time: 0.7724, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.8428 [2020-10-18 18:09:10,128][root][INFO] - ===> Epoch[790](3946/5): Loss -0.6349, Sem 0.0570, dir -0.9635, norm 0.2716, swav 0.0000 LR: 9.406e-02 Score 98.112 Data time: 0.0581, Forward time: 0.7723, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.5370 [2020-10-18 18:09:12,135][root][INFO] - ===> Epoch[790](3947/5): Loss -0.6689, Sem 0.0459, dir -0.9637, norm 0.2490, swav 0.0000 LR: 9.406e-02 Score 98.496 Data time: 0.0662, Forward time: 0.7723, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.9401 [2020-10-18 18:09:14,434][root][INFO] - ===> Epoch[790](3948/5): Loss -0.6233, Sem 0.0483, dir -0.9660, norm 0.2945, swav 0.0000 LR: 9.406e-02 Score 98.548 Data time: 0.0672, Forward time: 0.7723, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.2002 [2020-10-18 18:09:16,580][root][INFO] - ===> Epoch[790](3949/5): Loss -0.6417, Sem 0.0507, dir -0.9603, norm 0.2679, swav 0.0000 LR: 9.406e-02 Score 98.315 Data time: 0.0638, Forward time: 0.7723, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.0514 [2020-10-18 18:09:19,400][root][INFO] - ===> Epoch[790](3950/5): Loss -0.6435, Sem 0.0492, dir -0.9639, norm 0.2712, swav 0.0000 LR: 9.406e-02 Score 98.386 Data time: 0.0990, Forward time: 0.7723, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.7203 [2020-10-18 18:09:21,802][root][INFO] - ===> Epoch[791](3951/5): Loss -0.6581, Sem 0.0473, dir -0.9666, norm 0.2613, swav 0.0000 LR: 9.405e-02 Score 98.433 Data time: 0.0649, Forward time: 0.7723, Backward time: 1.1965, DDP time: 0.0030, Total iter time: 2.2843 [2020-10-18 18:09:23,737][root][INFO] - ===> Epoch[791](3952/5): Loss -0.6639, Sem 0.0441, dir -0.9633, norm 0.2553, swav 0.0000 LR: 9.405e-02 Score 98.532 Data time: 0.0994, Forward time: 0.7723, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 1.8261 [2020-10-18 18:09:25,960][root][INFO] - ===> Epoch[791](3953/5): Loss -0.6731, Sem 0.0452, dir -0.9667, norm 0.2484, swav 0.0000 LR: 9.405e-02 Score 98.549 Data time: 0.1314, Forward time: 0.7723, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.1166 [2020-10-18 18:09:28,670][root][INFO] - ===> Epoch[791](3954/5): Loss -0.6464, Sem 0.0504, dir -0.9629, norm 0.2661, swav 0.0000 LR: 9.405e-02 Score 98.353 Data time: 0.0911, Forward time: 0.7724, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.5680 [2020-10-18 18:09:30,850][root][INFO] - ===> Epoch[791](3955/5): Loss -0.6634, Sem 0.0391, dir -0.9668, norm 0.2643, swav 0.0000 LR: 9.405e-02 Score 98.710 Data time: 0.0672, Forward time: 0.7723, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.0570 [2020-10-18 18:09:33,034][root][INFO] - ===> Epoch[792](3956/5): Loss -0.6558, Sem 0.0501, dir -0.9644, norm 0.2585, swav 0.0000 LR: 9.405e-02 Score 98.297 Data time: 0.0482, Forward time: 0.7723, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.0900 [2020-10-18 18:09:35,737][root][INFO] - ===> Epoch[792](3957/5): Loss -0.6498, Sem 0.0479, dir -0.9636, norm 0.2659, swav 0.0000 LR: 9.404e-02 Score 98.419 Data time: 0.0893, Forward time: 0.7724, Backward time: 1.1965, DDP time: 0.0030, Total iter time: 2.6416 [2020-10-18 18:09:38,084][root][INFO] - ===> Epoch[792](3958/5): Loss -0.6348, Sem 0.0545, dir -0.9642, norm 0.2749, swav 0.0000 LR: 9.404e-02 Score 98.298 Data time: 0.1289, Forward time: 0.7724, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.2138 [2020-10-18 18:09:40,184][root][INFO] - ===> Epoch[792](3959/5): Loss -0.6435, Sem 0.0409, dir -0.9614, norm 0.2769, swav 0.0000 LR: 9.404e-02 Score 98.660 Data time: 0.0720, Forward time: 0.7724, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.0073 [2020-10-18 18:09:42,429][root][INFO] - ===> Epoch[792](3960/5): Loss -0.6610, Sem 0.0458, dir -0.9646, norm 0.2578, swav 0.0000 LR: 9.404e-02 Score 98.476 Data time: 0.0639, Forward time: 0.7724, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.1392 [2020-10-18 18:09:44,213][root][INFO] - ===> Epoch[793](3961/5): Loss -0.6605, Sem 0.0523, dir -0.9631, norm 0.2502, swav 0.0000 LR: 9.404e-02 Score 98.206 Data time: 0.0564, Forward time: 0.7724, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 1.6982 [2020-10-18 18:09:46,519][root][INFO] - ===> Epoch[793](3962/5): Loss -0.6540, Sem 0.0445, dir -0.9651, norm 0.2666, swav 0.0000 LR: 9.404e-02 Score 98.542 Data time: 0.0855, Forward time: 0.7724, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.2087 [2020-10-18 18:09:48,540][root][INFO] - ===> Epoch[793](3963/5): Loss -0.6471, Sem 0.0471, dir -0.9646, norm 0.2703, swav 0.0000 LR: 9.404e-02 Score 98.411 Data time: 0.0742, Forward time: 0.7725, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.8958 [2020-10-18 18:09:50,743][root][INFO] - ===> Epoch[793](3964/5): Loss -0.6523, Sem 0.0463, dir -0.9641, norm 0.2654, swav 0.0000 LR: 9.403e-02 Score 98.491 Data time: 0.0942, Forward time: 0.7725, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.0988 [2020-10-18 18:09:52,897][root][INFO] - ===> Epoch[793](3965/5): Loss -0.6671, Sem 0.0436, dir -0.9674, norm 0.2567, swav 0.0000 LR: 9.403e-02 Score 98.552 Data time: 0.0751, Forward time: 0.7725, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.0375 [2020-10-18 18:09:55,202][root][INFO] - ===> Epoch[794](3966/5): Loss -0.6866, Sem 0.0457, dir -0.9671, norm 0.2348, swav 0.0000 LR: 9.403e-02 Score 98.492 Data time: 0.0720, Forward time: 0.7725, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.1952 [2020-10-18 18:09:57,484][root][INFO] - ===> Epoch[794](3967/5): Loss -0.6519, Sem 0.0455, dir -0.9638, norm 0.2663, swav 0.0000 LR: 9.403e-02 Score 98.530 Data time: 0.0690, Forward time: 0.7725, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.1700 [2020-10-18 18:10:00,177][root][INFO] - ===> Epoch[794](3968/5): Loss -0.6461, Sem 0.0451, dir -0.9631, norm 0.2719, swav 0.0000 LR: 9.403e-02 Score 98.507 Data time: 0.0746, Forward time: 0.7725, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.5846 [2020-10-18 18:10:02,912][root][INFO] - ===> Epoch[794](3969/5): Loss -0.6490, Sem 0.0446, dir -0.9643, norm 0.2707, swav 0.0000 LR: 9.403e-02 Score 98.520 Data time: 0.0559, Forward time: 0.7724, Backward time: 1.1965, DDP time: 0.0030, Total iter time: 2.6254 [2020-10-18 18:10:04,950][root][INFO] - ===> Epoch[794](3970/5): Loss -0.6322, Sem 0.0472, dir -0.9648, norm 0.2853, swav 0.0000 LR: 9.402e-02 Score 98.465 Data time: 0.0760, Forward time: 0.7724, Backward time: 1.1965, DDP time: 0.0030, Total iter time: 1.9425 [2020-10-18 18:10:07,153][root][INFO] - ===> Epoch[795](3971/5): Loss -0.6620, Sem 0.0442, dir -0.9640, norm 0.2578, swav 0.0000 LR: 9.402e-02 Score 98.551 Data time: 0.0813, Forward time: 0.7724, Backward time: 1.1965, DDP time: 0.0030, Total iter time: 2.0900 [2020-10-18 18:10:09,053][root][INFO] - ===> Epoch[795](3972/5): Loss -0.6782, Sem 0.0444, dir -0.9648, norm 0.2422, swav 0.0000 LR: 9.402e-02 Score 98.501 Data time: 0.0750, Forward time: 0.7724, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 1.7710 [2020-10-18 18:10:11,447][root][INFO] - ===> Epoch[795](3973/5): Loss -0.6421, Sem 0.0430, dir -0.9614, norm 0.2762, swav 0.0000 LR: 9.402e-02 Score 98.600 Data time: 0.0480, Forward time: 0.7724, Backward time: 1.1965, DDP time: 0.0030, Total iter time: 2.2884 [2020-10-18 18:10:13,659][root][INFO] - ===> Epoch[795](3974/5): Loss -0.6680, Sem 0.0422, dir -0.9683, norm 0.2581, swav 0.0000 LR: 9.402e-02 Score 98.613 Data time: 0.1118, Forward time: 0.7724, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.0947 [2020-10-18 18:10:16,180][root][INFO] - ===> Epoch[795](3975/5): Loss -0.6459, Sem 0.0501, dir -0.9638, norm 0.2678, swav 0.0000 LR: 9.402e-02 Score 98.337 Data time: 0.0635, Forward time: 0.7724, Backward time: 1.1965, DDP time: 0.0030, Total iter time: 2.4199 [2020-10-18 18:10:18,459][root][INFO] - ===> Epoch[796](3976/5): Loss -0.6799, Sem 0.0417, dir -0.9656, norm 0.2439, swav 0.0000 LR: 9.402e-02 Score 98.596 Data time: 0.1056, Forward time: 0.7725, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.1686 [2020-10-18 18:10:20,564][root][INFO] - ===> Epoch[796](3977/5): Loss -0.6728, Sem 0.0433, dir -0.9658, norm 0.2496, swav 0.0000 LR: 9.401e-02 Score 98.557 Data time: 0.0864, Forward time: 0.7725, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 1.9925 [2020-10-18 18:10:22,687][root][INFO] - ===> Epoch[796](3978/5): Loss -0.6675, Sem 0.0443, dir -0.9623, norm 0.2505, swav 0.0000 LR: 9.401e-02 Score 98.532 Data time: 0.0608, Forward time: 0.7725, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.0244 [2020-10-18 18:10:24,722][root][INFO] - ===> Epoch[796](3979/5): Loss -0.6767, Sem 0.0461, dir -0.9644, norm 0.2416, swav 0.0000 LR: 9.401e-02 Score 98.480 Data time: 0.0506, Forward time: 0.7724, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 1.9448 [2020-10-18 18:10:26,704][root][INFO] - ===> Epoch[796](3980/5): Loss -0.6691, Sem 0.0441, dir -0.9659, norm 0.2527, swav 0.0000 LR: 9.401e-02 Score 98.544 Data time: 0.0836, Forward time: 0.7725, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.8843 [2020-10-18 18:10:29,097][root][INFO] - ===> Epoch[797](3981/5): Loss -0.6527, Sem 0.0445, dir -0.9653, norm 0.2682, swav 0.0000 LR: 9.401e-02 Score 98.534 Data time: 0.1024, Forward time: 0.7725, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.2782 [2020-10-18 18:10:31,089][root][INFO] - ===> Epoch[797](3982/5): Loss -0.6653, Sem 0.0463, dir -0.9632, norm 0.2516, swav 0.0000 LR: 9.401e-02 Score 98.465 Data time: 0.2004, Forward time: 0.7726, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.8670 [2020-10-18 18:10:33,845][root][INFO] - ===> Epoch[797](3983/5): Loss -0.6465, Sem 0.0465, dir -0.9633, norm 0.2703, swav 0.0000 LR: 9.401e-02 Score 98.474 Data time: 0.2230, Forward time: 0.7727, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.6676 [2020-10-18 18:10:35,980][root][INFO] - ===> Epoch[797](3984/5): Loss -0.6741, Sem 0.0444, dir -0.9630, norm 0.2445, swav 0.0000 LR: 9.400e-02 Score 98.504 Data time: 0.2955, Forward time: 0.7727, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.9894 [2020-10-18 18:10:38,275][root][INFO] - ===> Epoch[797](3985/5): Loss -0.6698, Sem 0.0465, dir -0.9662, norm 0.2499, swav 0.0000 LR: 9.400e-02 Score 98.460 Data time: 0.0909, Forward time: 0.7728, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.2033 [2020-10-18 18:10:40,824][root][INFO] - ===> Epoch[798](3986/5): Loss -0.6608, Sem 0.0438, dir -0.9681, norm 0.2636, swav 0.0000 LR: 9.400e-02 Score 98.574 Data time: 0.0641, Forward time: 0.7727, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.4371 [2020-10-18 18:10:42,791][root][INFO] - ===> Epoch[798](3987/5): Loss -0.6661, Sem 0.0444, dir -0.9627, norm 0.2521, swav 0.0000 LR: 9.400e-02 Score 98.500 Data time: 0.0720, Forward time: 0.7727, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.8549 [2020-10-18 18:10:45,373][root][INFO] - ===> Epoch[798](3988/5): Loss -0.6535, Sem 0.0422, dir -0.9647, norm 0.2690, swav 0.0000 LR: 9.400e-02 Score 98.586 Data time: 0.0708, Forward time: 0.7727, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.5162 [2020-10-18 18:10:47,427][root][INFO] - ===> Epoch[798](3989/5): Loss -0.6729, Sem 0.0412, dir -0.9647, norm 0.2506, swav 0.0000 LR: 9.400e-02 Score 98.641 Data time: 0.0611, Forward time: 0.7726, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.9356 [2020-10-18 18:10:49,814][root][INFO] - ===> Epoch[798](3990/5): Loss -0.6432, Sem 0.0529, dir -0.9620, norm 0.2659, swav 0.0000 LR: 9.399e-02 Score 98.307 Data time: 0.0702, Forward time: 0.7726, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.2920 [2020-10-18 18:10:51,728][root][INFO] - ===> Epoch[799](3991/5): Loss -0.6648, Sem 0.0487, dir -0.9635, norm 0.2500, swav 0.0000 LR: 9.399e-02 Score 98.380 Data time: 0.0841, Forward time: 0.7726, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.8215 [2020-10-18 18:10:54,065][root][INFO] - ===> Epoch[799](3992/5): Loss -0.6774, Sem 0.0433, dir -0.9669, norm 0.2462, swav 0.0000 LR: 9.399e-02 Score 98.534 Data time: 0.0627, Forward time: 0.7726, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.2497 [2020-10-18 18:10:56,172][root][INFO] - ===> Epoch[799](3993/5): Loss -0.6626, Sem 0.0432, dir -0.9633, norm 0.2574, swav 0.0000 LR: 9.399e-02 Score 98.550 Data time: 0.0538, Forward time: 0.7726, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.0218 [2020-10-18 18:10:58,720][root][INFO] - ===> Epoch[799](3994/5): Loss -0.6804, Sem 0.0429, dir -0.9678, norm 0.2445, swav 0.0000 LR: 9.399e-02 Score 98.566 Data time: 0.0916, Forward time: 0.7725, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.4773 [2020-10-18 18:11:00,780][root][INFO] - ===> Epoch[799](3995/5): Loss -0.6425, Sem 0.0454, dir -0.9644, norm 0.2765, swav 0.0000 LR: 9.399e-02 Score 98.557 Data time: 0.0826, Forward time: 0.7725, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.9663 [2020-10-18 18:11:02,964][root][INFO] - ===> Epoch[800](3996/5): Loss -0.6923, Sem 0.0428, dir -0.9661, norm 0.2311, swav 0.0000 LR: 9.399e-02 Score 98.554 Data time: 0.0691, Forward time: 0.7725, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.0684 [2020-10-18 18:11:04,904][root][INFO] - ===> Epoch[800](3997/5): Loss -0.6187, Sem 0.0444, dir -0.9674, norm 0.3043, swav 0.0000 LR: 9.398e-02 Score 98.558 Data time: 0.0644, Forward time: 0.7725, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.8536 [2020-10-18 18:11:06,818][root][INFO] - ===> Epoch[800](3998/5): Loss -0.6592, Sem 0.0481, dir -0.9633, norm 0.2560, swav 0.0000 LR: 9.398e-02 Score 98.410 Data time: 0.0465, Forward time: 0.7725, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.8220 [2020-10-18 18:11:09,296][root][INFO] - ===> Epoch[800](3999/5): Loss -0.5975, Sem 0.0529, dir -0.9633, norm 0.3130, swav 0.0000 LR: 9.398e-02 Score 98.295 Data time: 0.1049, Forward time: 0.7725, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.3781 [2020-10-18 18:11:11,651][root][INFO] - ===> Epoch[800](4000/5): Loss -0.6555, Sem 0.0467, dir -0.9648, norm 0.2626, swav 0.0000 LR: 9.398e-02 Score 98.466 Data time: 0.0924, Forward time: 0.7725, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.2504 [2020-10-18 18:11:13,451][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 18:11:13,642][root][INFO] - ===> Start testing [2020-10-18 18:11:50,746][root][INFO] - 68/68: Data time: 0.0020, Iter time: 0.1064 Loss 0.303 (AVG: 0.464) Score 93.416 (AVG: 90.537) mIOU 68.881 mAP 83.342 mAcc 75.002 IOU: 61.643 0.000 80.527 74.634 95.392 90.912 33.948 75.848 98.551 60.382 81.384 86.050 56.184 mAP: 83.457 4.463 93.935 90.472 98.766 97.762 58.183 94.403 99.814 81.300 94.067 95.210 91.612 mAcc: 77.024 0.000 89.437 85.981 96.730 92.950 37.469 87.829 99.238 64.009 89.988 96.032 58.345 [2020-10-18 18:11:50,794][root][INFO] - Finished test. Elapsed time: 37.1028 [2020-10-18 18:11:53,763][root][INFO] - [2020-10-18 18:11:53,763][root][INFO] - ################################################################ [2020-10-18 18:11:53,763][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 18:11:53,763][root][INFO] - ################################################################ [2020-10-18 18:11:53,763][root][INFO] - clutter : nan nan nan [2020-10-18 18:11:53,763][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 18:11:53,763][root][INFO] - board : 0.808 0.902 0.902 [2020-10-18 18:11:53,763][root][INFO] - bookcase : 0.250 0.385 0.551 [2020-10-18 18:11:53,763][root][INFO] - ceiling : 0.548 0.585 0.663 [2020-10-18 18:11:53,763][root][INFO] - chair : 0.752 0.862 0.881 [2020-10-18 18:11:53,763][root][INFO] - column : 0.170 0.301 0.366 [2020-10-18 18:11:53,763][root][INFO] - door : 0.558 0.791 0.903 [2020-10-18 18:11:53,764][root][INFO] - floor : 0.935 0.935 0.971 [2020-10-18 18:11:53,764][root][INFO] - sofa : 0.356 0.455 0.636 [2020-10-18 18:11:53,764][root][INFO] - table : 0.147 0.321 0.666 [2020-10-18 18:11:53,764][root][INFO] - wall : 0.473 0.715 0.795 [2020-10-18 18:11:53,764][root][INFO] - window : 0.453 0.711 0.767 [2020-10-18 18:11:53,764][root][INFO] - ---------------------------------------------------------------- [2020-10-18 18:11:53,764][root][INFO] - average : 0.454 0.580 0.675 [2020-10-18 18:11:53,764][root][INFO] - [2020-10-18 18:11:53,928][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 18:11:53,928][root][INFO] - Current best mIoU: 69.164 at iter 3800 [2020-10-18 18:11:55,391][root][INFO] - ===> Epoch[801](4001/5): Loss -0.6435, Sem 0.0420, dir -0.9663, norm 0.2808, swav 0.0000 LR: 9.398e-02 Score 98.601 Data time: 0.0444, Forward time: 0.7725, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.4577 [2020-10-18 18:11:57,833][root][INFO] - ===> Epoch[801](4002/5): Loss -0.5817, Sem 0.0518, dir -0.9640, norm 0.3304, swav 0.0000 LR: 9.398e-02 Score 98.337 Data time: 0.0441, Forward time: 0.7724, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.3481 [2020-10-18 18:12:00,904][root][INFO] - ===> Epoch[801](4003/5): Loss -0.6508, Sem 0.0485, dir -0.9645, norm 0.2651, swav 0.0000 LR: 9.398e-02 Score 98.416 Data time: 0.1391, Forward time: 0.7726, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.9914 [2020-10-18 18:12:02,608][root][INFO] - ===> Epoch[801](4004/5): Loss -0.6054, Sem 0.0464, dir -0.9626, norm 0.3107, swav 0.0000 LR: 9.397e-02 Score 98.481 Data time: 0.0572, Forward time: 0.7726, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.5666 [2020-10-18 18:12:04,641][root][INFO] - ===> Epoch[801](4005/5): Loss -0.6605, Sem 0.0471, dir -0.9634, norm 0.2558, swav 0.0000 LR: 9.397e-02 Score 98.431 Data time: 0.0686, Forward time: 0.7726, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.9324 [2020-10-18 18:12:07,242][root][INFO] - ===> Epoch[802](4006/5): Loss -0.6090, Sem 0.0524, dir -0.9607, norm 0.2993, swav 0.0000 LR: 9.397e-02 Score 98.260 Data time: 0.2689, Forward time: 0.7725, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.5031 [2020-10-18 18:12:09,701][root][INFO] - ===> Epoch[802](4007/5): Loss -0.6159, Sem 0.0457, dir -0.9648, norm 0.3032, swav 0.0000 LR: 9.397e-02 Score 98.478 Data time: 0.1034, Forward time: 0.7726, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.3638 [2020-10-18 18:12:12,218][root][INFO] - ===> Epoch[802](4008/5): Loss -0.6526, Sem 0.0453, dir -0.9666, norm 0.2687, swav 0.0000 LR: 9.397e-02 Score 98.488 Data time: 0.0552, Forward time: 0.7726, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.3884 [2020-10-18 18:12:14,252][root][INFO] - ===> Epoch[802](4009/5): Loss -0.6486, Sem 0.0435, dir -0.9665, norm 0.2745, swav 0.0000 LR: 9.397e-02 Score 98.525 Data time: 0.1716, Forward time: 0.7725, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.9262 [2020-10-18 18:12:16,658][root][INFO] - ===> Epoch[802](4010/5): Loss -0.6305, Sem 0.0456, dir -0.9646, norm 0.2885, swav 0.0000 LR: 9.396e-02 Score 98.493 Data time: 0.0968, Forward time: 0.7726, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.3001 [2020-10-18 18:12:19,064][root][INFO] - ===> Epoch[803](4011/5): Loss -0.6442, Sem 0.0474, dir -0.9635, norm 0.2719, swav 0.0000 LR: 9.396e-02 Score 98.452 Data time: 0.0579, Forward time: 0.7726, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.2813 [2020-10-18 18:12:20,970][root][INFO] - ===> Epoch[803](4012/5): Loss -0.6604, Sem 0.0424, dir -0.9661, norm 0.2633, swav 0.0000 LR: 9.396e-02 Score 98.605 Data time: 0.0462, Forward time: 0.7725, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.8319 [2020-10-18 18:12:23,228][root][INFO] - ===> Epoch[803](4013/5): Loss -0.6426, Sem 0.0454, dir -0.9640, norm 0.2760, swav 0.0000 LR: 9.396e-02 Score 98.494 Data time: 0.0632, Forward time: 0.7725, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.1860 [2020-10-18 18:12:25,873][root][INFO] - ===> Epoch[803](4014/5): Loss -0.6649, Sem 0.0412, dir -0.9665, norm 0.2604, swav 0.0000 LR: 9.396e-02 Score 98.650 Data time: 0.0487, Forward time: 0.7725, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.5539 [2020-10-18 18:12:28,248][root][INFO] - ===> Epoch[803](4015/5): Loss -0.6675, Sem 0.0475, dir -0.9656, norm 0.2506, swav 0.0000 LR: 9.396e-02 Score 98.392 Data time: 0.1014, Forward time: 0.7726, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.2816 [2020-10-18 18:12:30,182][root][INFO] - ===> Epoch[804](4016/5): Loss -0.6439, Sem 0.0530, dir -0.9611, norm 0.2643, swav 0.0000 LR: 9.396e-02 Score 98.289 Data time: 0.0532, Forward time: 0.7725, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 1.8138 [2020-10-18 18:12:32,375][root][INFO] - ===> Epoch[804](4017/5): Loss -0.6523, Sem 0.0431, dir -0.9655, norm 0.2701, swav 0.0000 LR: 9.395e-02 Score 98.608 Data time: 0.0685, Forward time: 0.7725, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.1253 [2020-10-18 18:12:34,509][root][INFO] - ===> Epoch[804](4018/5): Loss -0.6579, Sem 0.0440, dir -0.9663, norm 0.2644, swav 0.0000 LR: 9.395e-02 Score 98.545 Data time: 0.0540, Forward time: 0.7725, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.0420 [2020-10-18 18:12:36,608][root][INFO] - ===> Epoch[804](4019/5): Loss -0.6641, Sem 0.0443, dir -0.9646, norm 0.2562, swav 0.0000 LR: 9.395e-02 Score 98.551 Data time: 0.0732, Forward time: 0.7725, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.0028 [2020-10-18 18:12:38,936][root][INFO] - ===> Epoch[804](4020/5): Loss -0.6640, Sem 0.0446, dir -0.9646, norm 0.2560, swav 0.0000 LR: 9.395e-02 Score 98.517 Data time: 0.0775, Forward time: 0.7725, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.2195 [2020-10-18 18:12:41,175][root][INFO] - ===> Epoch[805](4021/5): Loss -0.6707, Sem 0.0468, dir -0.9668, norm 0.2493, swav 0.0000 LR: 9.395e-02 Score 98.442 Data time: 0.0796, Forward time: 0.7725, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.1291 [2020-10-18 18:12:43,716][root][INFO] - ===> Epoch[805](4022/5): Loss -0.6583, Sem 0.0467, dir -0.9658, norm 0.2608, swav 0.0000 LR: 9.395e-02 Score 98.455 Data time: 0.0590, Forward time: 0.7724, Backward time: 1.1965, DDP time: 0.0030, Total iter time: 2.4333 [2020-10-18 18:12:45,797][root][INFO] - ===> Epoch[805](4023/5): Loss -0.6656, Sem 0.0447, dir -0.9646, norm 0.2543, swav 0.0000 LR: 9.394e-02 Score 98.570 Data time: 0.0483, Forward time: 0.7724, Backward time: 1.1965, DDP time: 0.0030, Total iter time: 1.9598 [2020-10-18 18:12:47,818][root][INFO] - ===> Epoch[805](4024/5): Loss -0.6571, Sem 0.0464, dir -0.9631, norm 0.2596, swav 0.0000 LR: 9.394e-02 Score 98.467 Data time: 0.0661, Forward time: 0.7723, Backward time: 1.1965, DDP time: 0.0030, Total iter time: 1.9374 [2020-10-18 18:12:50,267][root][INFO] - ===> Epoch[805](4025/5): Loss -0.6879, Sem 0.0413, dir -0.9668, norm 0.2377, swav 0.0000 LR: 9.394e-02 Score 98.593 Data time: 0.0656, Forward time: 0.7723, Backward time: 1.1965, DDP time: 0.0030, Total iter time: 2.3557 [2020-10-18 18:12:52,239][root][INFO] - ===> Epoch[806](4026/5): Loss -0.6531, Sem 0.0488, dir -0.9631, norm 0.2612, swav 0.0000 LR: 9.394e-02 Score 98.420 Data time: 0.1015, Forward time: 0.7723, Backward time: 1.1965, DDP time: 0.0030, Total iter time: 1.8849 [2020-10-18 18:12:54,196][root][INFO] - ===> Epoch[806](4027/5): Loss -0.6839, Sem 0.0492, dir -0.9643, norm 0.2312, swav 0.0000 LR: 9.394e-02 Score 98.370 Data time: 0.0720, Forward time: 0.7724, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 1.8464 [2020-10-18 18:12:56,473][root][INFO] - ===> Epoch[806](4028/5): Loss -0.6557, Sem 0.0398, dir -0.9646, norm 0.2691, swav 0.0000 LR: 9.394e-02 Score 98.725 Data time: 0.0852, Forward time: 0.7724, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.1504 [2020-10-18 18:12:58,937][root][INFO] - ===> Epoch[806](4029/5): Loss -0.6884, Sem 0.0470, dir -0.9686, norm 0.2333, swav 0.0000 LR: 9.394e-02 Score 98.471 Data time: 0.0676, Forward time: 0.7724, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.3408 [2020-10-18 18:13:01,093][root][INFO] - ===> Epoch[806](4030/5): Loss -0.6725, Sem 0.0402, dir -0.9657, norm 0.2530, swav 0.0000 LR: 9.393e-02 Score 98.679 Data time: 0.0816, Forward time: 0.7724, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.0424 [2020-10-18 18:13:03,310][root][INFO] - ===> Epoch[807](4031/5): Loss -0.6419, Sem 0.0431, dir -0.9659, norm 0.2809, swav 0.0000 LR: 9.393e-02 Score 98.615 Data time: 0.0846, Forward time: 0.7724, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.1203 [2020-10-18 18:13:05,576][root][INFO] - ===> Epoch[807](4032/5): Loss -0.6697, Sem 0.0427, dir -0.9653, norm 0.2529, swav 0.0000 LR: 9.393e-02 Score 98.576 Data time: 0.1128, Forward time: 0.7724, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.1454 [2020-10-18 18:13:07,576][root][INFO] - ===> Epoch[807](4033/5): Loss -0.6914, Sem 0.0428, dir -0.9678, norm 0.2336, swav 0.0000 LR: 9.393e-02 Score 98.591 Data time: 0.0852, Forward time: 0.7724, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.8912 [2020-10-18 18:13:09,550][root][INFO] - ===> Epoch[807](4034/5): Loss -0.6507, Sem 0.0500, dir -0.9597, norm 0.2590, swav 0.0000 LR: 9.393e-02 Score 98.363 Data time: 0.0644, Forward time: 0.7724, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.8637 [2020-10-18 18:13:11,616][root][INFO] - ===> Epoch[807](4035/5): Loss -0.6909, Sem 0.0368, dir -0.9679, norm 0.2402, swav 0.0000 LR: 9.393e-02 Score 98.751 Data time: 0.0562, Forward time: 0.7723, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.9539 [2020-10-18 18:13:13,595][root][INFO] - ===> Epoch[808](4036/5): Loss -0.6459, Sem 0.0444, dir -0.9655, norm 0.2753, swav 0.0000 LR: 9.393e-02 Score 98.575 Data time: 0.0955, Forward time: 0.7724, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.9220 [2020-10-18 18:13:15,984][root][INFO] - ===> Epoch[808](4037/5): Loss -0.6461, Sem 0.0466, dir -0.9658, norm 0.2731, swav 0.0000 LR: 9.392e-02 Score 98.475 Data time: 0.0450, Forward time: 0.7723, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.2792 [2020-10-18 18:13:17,801][root][INFO] - ===> Epoch[808](4038/5): Loss -0.6663, Sem 0.0466, dir -0.9617, norm 0.2488, swav 0.0000 LR: 9.392e-02 Score 98.460 Data time: 0.0505, Forward time: 0.7723, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.7795 [2020-10-18 18:13:20,262][root][INFO] - ===> Epoch[808](4039/5): Loss -0.6657, Sem 0.0428, dir -0.9650, norm 0.2565, swav 0.0000 LR: 9.392e-02 Score 98.554 Data time: 0.0645, Forward time: 0.7722, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.3780 [2020-10-18 18:13:22,709][root][INFO] - ===> Epoch[808](4040/5): Loss -0.6596, Sem 0.0457, dir -0.9637, norm 0.2583, swav 0.0000 LR: 9.392e-02 Score 98.468 Data time: 0.0829, Forward time: 0.7722, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.3603 [2020-10-18 18:13:24,851][root][INFO] - ===> Epoch[809](4041/5): Loss -0.6485, Sem 0.0454, dir -0.9661, norm 0.2722, swav 0.0000 LR: 9.392e-02 Score 98.577 Data time: 0.0853, Forward time: 0.7723, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.0183 [2020-10-18 18:13:26,674][root][INFO] - ===> Epoch[809](4042/5): Loss -0.6238, Sem 0.0513, dir -0.9626, norm 0.2875, swav 0.0000 LR: 9.392e-02 Score 98.448 Data time: 0.0624, Forward time: 0.7723, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.6901 [2020-10-18 18:13:28,470][root][INFO] - ===> Epoch[809](4043/5): Loss -0.6880, Sem 0.0456, dir -0.9673, norm 0.2337, swav 0.0000 LR: 9.391e-02 Score 98.489 Data time: 0.0654, Forward time: 0.7722, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.7074 [2020-10-18 18:13:30,582][root][INFO] - ===> Epoch[809](4044/5): Loss -0.6580, Sem 0.0441, dir -0.9617, norm 0.2597, swav 0.0000 LR: 9.391e-02 Score 98.527 Data time: 0.1011, Forward time: 0.7722, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.9921 [2020-10-18 18:13:32,598][root][INFO] - ===> Epoch[809](4045/5): Loss -0.6470, Sem 0.0462, dir -0.9669, norm 0.2737, swav 0.0000 LR: 9.391e-02 Score 98.467 Data time: 0.0859, Forward time: 0.7722, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.9083 [2020-10-18 18:13:34,925][root][INFO] - ===> Epoch[810](4046/5): Loss -0.6553, Sem 0.0432, dir -0.9640, norm 0.2654, swav 0.0000 LR: 9.391e-02 Score 98.541 Data time: 0.0484, Forward time: 0.7722, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.2235 [2020-10-18 18:13:36,748][root][INFO] - ===> Epoch[810](4047/5): Loss -0.6566, Sem 0.0434, dir -0.9657, norm 0.2656, swav 0.0000 LR: 9.391e-02 Score 98.574 Data time: 0.0640, Forward time: 0.7722, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.7444 [2020-10-18 18:13:38,948][root][INFO] - ===> Epoch[810](4048/5): Loss -0.6613, Sem 0.0404, dir -0.9667, norm 0.2650, swav 0.0000 LR: 9.391e-02 Score 98.662 Data time: 0.0502, Forward time: 0.7721, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.0884 [2020-10-18 18:13:41,162][root][INFO] - ===> Epoch[810](4049/5): Loss -0.6713, Sem 0.0414, dir -0.9680, norm 0.2553, swav 0.0000 LR: 9.391e-02 Score 98.635 Data time: 0.0851, Forward time: 0.7722, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.1150 [2020-10-18 18:13:44,090][root][INFO] - ===> Epoch[810](4050/5): Loss -0.6503, Sem 0.0504, dir -0.9609, norm 0.2602, swav 0.0000 LR: 9.390e-02 Score 98.325 Data time: 0.1087, Forward time: 0.7722, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.8153 [2020-10-18 18:13:46,546][root][INFO] - ===> Epoch[811](4051/5): Loss -0.6613, Sem 0.0430, dir -0.9639, norm 0.2597, swav 0.0000 LR: 9.390e-02 Score 98.590 Data time: 0.0840, Forward time: 0.7722, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.3594 [2020-10-18 18:13:48,669][root][INFO] - ===> Epoch[811](4052/5): Loss -0.6449, Sem 0.0519, dir -0.9649, norm 0.2681, swav 0.0000 LR: 9.390e-02 Score 98.490 Data time: 0.0774, Forward time: 0.7722, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.9922 [2020-10-18 18:13:50,843][root][INFO] - ===> Epoch[811](4053/5): Loss -0.6473, Sem 0.0443, dir -0.9658, norm 0.2742, swav 0.0000 LR: 9.390e-02 Score 98.559 Data time: 0.0762, Forward time: 0.7722, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.0578 [2020-10-18 18:13:53,130][root][INFO] - ===> Epoch[811](4054/5): Loss -0.6749, Sem 0.0411, dir -0.9673, norm 0.2512, swav 0.0000 LR: 9.390e-02 Score 98.653 Data time: 0.0701, Forward time: 0.7722, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.1818 [2020-10-18 18:13:55,314][root][INFO] - ===> Epoch[811](4055/5): Loss -0.6740, Sem 0.0446, dir -0.9663, norm 0.2477, swav 0.0000 LR: 9.390e-02 Score 98.498 Data time: 0.0956, Forward time: 0.7723, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.0774 [2020-10-18 18:13:58,380][root][INFO] - ===> Epoch[812](4056/5): Loss -0.6396, Sem 0.0473, dir -0.9620, norm 0.2752, swav 0.0000 LR: 9.390e-02 Score 98.422 Data time: 0.0328, Forward time: 0.7722, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.9554 [2020-10-18 18:14:00,790][root][INFO] - ===> Epoch[812](4057/5): Loss -0.6437, Sem 0.0446, dir -0.9630, norm 0.2747, swav 0.0000 LR: 9.389e-02 Score 98.564 Data time: 0.0838, Forward time: 0.7723, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.3280 [2020-10-18 18:14:03,027][root][INFO] - ===> Epoch[812](4058/5): Loss -0.6845, Sem 0.0458, dir -0.9644, norm 0.2341, swav 0.0000 LR: 9.389e-02 Score 98.491 Data time: 0.0703, Forward time: 0.7722, Backward time: 1.1965, DDP time: 0.0030, Total iter time: 2.1221 [2020-10-18 18:14:05,415][root][INFO] - ===> Epoch[812](4059/5): Loss -0.6378, Sem 0.0453, dir -0.9646, norm 0.2815, swav 0.0000 LR: 9.389e-02 Score 98.514 Data time: 0.0896, Forward time: 0.7722, Backward time: 1.1965, DDP time: 0.0030, Total iter time: 2.3108 [2020-10-18 18:14:07,391][root][INFO] - ===> Epoch[812](4060/5): Loss -0.6561, Sem 0.0460, dir -0.9644, norm 0.2623, swav 0.0000 LR: 9.389e-02 Score 98.466 Data time: 0.0762, Forward time: 0.7723, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 1.8796 [2020-10-18 18:14:09,432][root][INFO] - ===> Epoch[813](4061/5): Loss -0.6700, Sem 0.0452, dir -0.9666, norm 0.2514, swav 0.0000 LR: 9.389e-02 Score 98.503 Data time: 0.0824, Forward time: 0.7722, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 1.9201 [2020-10-18 18:14:11,720][root][INFO] - ===> Epoch[813](4062/5): Loss -0.6508, Sem 0.0452, dir -0.9660, norm 0.2700, swav 0.0000 LR: 9.389e-02 Score 98.557 Data time: 0.0851, Forward time: 0.7723, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.2034 [2020-10-18 18:14:13,735][root][INFO] - ===> Epoch[813](4063/5): Loss -0.6606, Sem 0.0501, dir -0.9606, norm 0.2500, swav 0.0000 LR: 9.388e-02 Score 98.344 Data time: 0.2044, Forward time: 0.7723, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.9015 [2020-10-18 18:14:16,420][root][INFO] - ===> Epoch[813](4064/5): Loss -0.6968, Sem 0.0400, dir -0.9672, norm 0.2303, swav 0.0000 LR: 9.388e-02 Score 98.635 Data time: 0.2091, Forward time: 0.7724, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.5905 [2020-10-18 18:14:18,620][root][INFO] - ===> Epoch[813](4065/5): Loss -0.6572, Sem 0.0478, dir -0.9631, norm 0.2580, swav 0.0000 LR: 9.388e-02 Score 98.419 Data time: 0.2368, Forward time: 0.7724, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.1004 [2020-10-18 18:14:21,021][root][INFO] - ===> Epoch[814](4066/5): Loss -0.6704, Sem 0.0411, dir -0.9667, norm 0.2553, swav 0.0000 LR: 9.388e-02 Score 98.661 Data time: 0.0914, Forward time: 0.7725, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.3109 [2020-10-18 18:14:23,222][root][INFO] - ===> Epoch[814](4067/5): Loss -0.6958, Sem 0.0414, dir -0.9701, norm 0.2329, swav 0.0000 LR: 9.388e-02 Score 98.594 Data time: 0.0718, Forward time: 0.7725, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.0914 [2020-10-18 18:14:25,608][root][INFO] - ===> Epoch[814](4068/5): Loss -0.6442, Sem 0.0490, dir -0.9624, norm 0.2692, swav 0.0000 LR: 9.388e-02 Score 98.474 Data time: 0.0749, Forward time: 0.7725, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.2834 [2020-10-18 18:14:27,847][root][INFO] - ===> Epoch[814](4069/5): Loss -0.6521, Sem 0.0469, dir -0.9654, norm 0.2664, swav 0.0000 LR: 9.388e-02 Score 98.469 Data time: 0.0492, Forward time: 0.7725, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.1160 [2020-10-18 18:14:30,064][root][INFO] - ===> Epoch[814](4070/5): Loss -0.6847, Sem 0.0387, dir -0.9677, norm 0.2443, swav 0.0000 LR: 9.387e-02 Score 98.759 Data time: 0.0683, Forward time: 0.7724, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.1229 [2020-10-18 18:14:32,115][root][INFO] - ===> Epoch[815](4071/5): Loss -0.6574, Sem 0.0492, dir -0.9631, norm 0.2565, swav 0.0000 LR: 9.387e-02 Score 98.369 Data time: 0.0557, Forward time: 0.7724, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.9472 [2020-10-18 18:14:34,425][root][INFO] - ===> Epoch[815](4072/5): Loss -0.6622, Sem 0.0450, dir -0.9663, norm 0.2590, swav 0.0000 LR: 9.387e-02 Score 98.508 Data time: 0.0992, Forward time: 0.7725, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.2053 [2020-10-18 18:14:36,478][root][INFO] - ===> Epoch[815](4073/5): Loss -0.6564, Sem 0.0461, dir -0.9665, norm 0.2641, swav 0.0000 LR: 9.387e-02 Score 98.531 Data time: 0.0741, Forward time: 0.7725, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.9501 [2020-10-18 18:14:38,426][root][INFO] - ===> Epoch[815](4074/5): Loss -0.6697, Sem 0.0426, dir -0.9659, norm 0.2535, swav 0.0000 LR: 9.387e-02 Score 98.593 Data time: 0.0686, Forward time: 0.7725, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.8406 [2020-10-18 18:14:40,810][root][INFO] - ===> Epoch[815](4075/5): Loss -0.6763, Sem 0.0466, dir -0.9675, norm 0.2446, swav 0.0000 LR: 9.387e-02 Score 98.462 Data time: 0.0743, Forward time: 0.7725, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.3031 [2020-10-18 18:14:43,852][root][INFO] - ===> Epoch[816](4076/5): Loss -0.6595, Sem 0.0444, dir -0.9650, norm 0.2611, swav 0.0000 LR: 9.386e-02 Score 98.563 Data time: 0.0722, Forward time: 0.7725, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.9398 [2020-10-18 18:14:45,933][root][INFO] - ===> Epoch[816](4077/5): Loss -0.6669, Sem 0.0461, dir -0.9640, norm 0.2509, swav 0.0000 LR: 9.386e-02 Score 98.506 Data time: 0.0664, Forward time: 0.7725, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.9664 [2020-10-18 18:14:48,365][root][INFO] - ===> Epoch[816](4078/5): Loss -0.6173, Sem 0.0620, dir -0.9625, norm 0.2831, swav 0.0000 LR: 9.386e-02 Score 98.243 Data time: 0.0774, Forward time: 0.7725, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.3358 [2020-10-18 18:14:50,355][root][INFO] - ===> Epoch[816](4079/5): Loss -0.6698, Sem 0.0417, dir -0.9653, norm 0.2538, swav 0.0000 LR: 9.386e-02 Score 98.621 Data time: 0.0834, Forward time: 0.7725, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.8675 [2020-10-18 18:14:52,777][root][INFO] - ===> Epoch[816](4080/5): Loss -0.6766, Sem 0.0429, dir -0.9679, norm 0.2485, swav 0.0000 LR: 9.386e-02 Score 98.628 Data time: 0.0744, Forward time: 0.7725, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.3093 [2020-10-18 18:14:55,044][root][INFO] - ===> Epoch[817](4081/5): Loss -0.6211, Sem 0.0520, dir -0.9618, norm 0.2887, swav 0.0000 LR: 9.386e-02 Score 98.334 Data time: 0.0830, Forward time: 0.7725, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.1377 [2020-10-18 18:14:57,364][root][INFO] - ===> Epoch[817](4082/5): Loss -0.6704, Sem 0.0487, dir -0.9641, norm 0.2449, swav 0.0000 LR: 9.386e-02 Score 98.371 Data time: 0.0599, Forward time: 0.7725, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.2040 [2020-10-18 18:14:59,370][root][INFO] - ===> Epoch[817](4083/5): Loss -0.6692, Sem 0.0457, dir -0.9641, norm 0.2492, swav 0.0000 LR: 9.385e-02 Score 98.494 Data time: 0.0711, Forward time: 0.7725, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.9237 [2020-10-18 18:15:01,347][root][INFO] - ===> Epoch[817](4084/5): Loss -0.6395, Sem 0.0490, dir -0.9619, norm 0.2734, swav 0.0000 LR: 9.385e-02 Score 98.342 Data time: 0.0759, Forward time: 0.7725, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.8779 [2020-10-18 18:15:03,549][root][INFO] - ===> Epoch[817](4085/5): Loss -0.6625, Sem 0.0457, dir -0.9651, norm 0.2570, swav 0.0000 LR: 9.385e-02 Score 98.507 Data time: 0.0737, Forward time: 0.7725, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.0901 [2020-10-18 18:15:05,959][root][INFO] - ===> Epoch[818](4086/5): Loss -0.6483, Sem 0.0441, dir -0.9654, norm 0.2729, swav 0.0000 LR: 9.385e-02 Score 98.567 Data time: 0.0732, Forward time: 0.7724, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.2722 [2020-10-18 18:15:08,516][root][INFO] - ===> Epoch[818](4087/5): Loss -0.6621, Sem 0.0476, dir -0.9663, norm 0.2567, swav 0.0000 LR: 9.385e-02 Score 98.398 Data time: 0.0986, Forward time: 0.7724, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.4383 [2020-10-18 18:15:10,986][root][INFO] - ===> Epoch[818](4088/5): Loss -0.6610, Sem 0.0492, dir -0.9641, norm 0.2540, swav 0.0000 LR: 9.385e-02 Score 98.339 Data time: 0.0757, Forward time: 0.7724, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.3522 [2020-10-18 18:15:13,752][root][INFO] - ===> Epoch[818](4089/5): Loss -0.6702, Sem 0.0410, dir -0.9647, norm 0.2536, swav 0.0000 LR: 9.385e-02 Score 98.686 Data time: 0.0835, Forward time: 0.7725, Backward time: 1.1965, DDP time: 0.0030, Total iter time: 2.6596 [2020-10-18 18:15:15,912][root][INFO] - ===> Epoch[818](4090/5): Loss -0.6506, Sem 0.0530, dir -0.9617, norm 0.2581, swav 0.0000 LR: 9.384e-02 Score 98.281 Data time: 0.0967, Forward time: 0.7725, Backward time: 1.1965, DDP time: 0.0030, Total iter time: 2.0480 [2020-10-18 18:15:18,376][root][INFO] - ===> Epoch[819](4091/5): Loss -0.6754, Sem 0.0455, dir -0.9664, norm 0.2455, swav 0.0000 LR: 9.384e-02 Score 98.499 Data time: 0.0967, Forward time: 0.7726, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.3481 [2020-10-18 18:15:20,513][root][INFO] - ===> Epoch[819](4092/5): Loss -0.6325, Sem 0.0550, dir -0.9608, norm 0.2732, swav 0.0000 LR: 9.384e-02 Score 98.298 Data time: 0.0551, Forward time: 0.7725, Backward time: 1.1965, DDP time: 0.0030, Total iter time: 2.0143 [2020-10-18 18:15:22,591][root][INFO] - ===> Epoch[819](4093/5): Loss -0.6687, Sem 0.0440, dir -0.9664, norm 0.2537, swav 0.0000 LR: 9.384e-02 Score 98.514 Data time: 0.0734, Forward time: 0.7726, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 1.9944 [2020-10-18 18:15:25,262][root][INFO] - ===> Epoch[819](4094/5): Loss -0.6576, Sem 0.0450, dir -0.9659, norm 0.2632, swav 0.0000 LR: 9.384e-02 Score 98.539 Data time: 0.1357, Forward time: 0.7727, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 2.5690 [2020-10-18 18:15:27,153][root][INFO] - ===> Epoch[819](4095/5): Loss -0.6648, Sem 0.0484, dir -0.9638, norm 0.2506, swav 0.0000 LR: 9.384e-02 Score 98.396 Data time: 0.0654, Forward time: 0.7727, Backward time: 1.1964, DDP time: 0.0030, Total iter time: 1.7599 [2020-10-18 18:15:29,101][root][INFO] - ===> Epoch[820](4096/5): Loss -0.6385, Sem 0.0652, dir -0.9612, norm 0.2575, swav 0.0000 LR: 9.383e-02 Score 98.067 Data time: 0.0771, Forward time: 0.7727, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.8428 [2020-10-18 18:15:30,975][root][INFO] - ===> Epoch[820](4097/5): Loss -0.6618, Sem 0.0462, dir -0.9657, norm 0.2577, swav 0.0000 LR: 9.383e-02 Score 98.459 Data time: 0.0920, Forward time: 0.7727, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.7774 [2020-10-18 18:15:33,356][root][INFO] - ===> Epoch[820](4098/5): Loss -0.6251, Sem 0.0588, dir -0.9614, norm 0.2775, swav 0.0000 LR: 9.383e-02 Score 98.147 Data time: 0.0799, Forward time: 0.7727, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.2837 [2020-10-18 18:15:35,670][root][INFO] - ===> Epoch[820](4099/5): Loss -0.6614, Sem 0.0484, dir -0.9668, norm 0.2570, swav 0.0000 LR: 9.383e-02 Score 98.405 Data time: 0.0530, Forward time: 0.7726, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.1910 [2020-10-18 18:15:38,004][root][INFO] - ===> Epoch[820](4100/5): Loss -0.6732, Sem 0.0459, dir -0.9659, norm 0.2467, swav 0.0000 LR: 9.383e-02 Score 98.453 Data time: 0.0643, Forward time: 0.7726, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.2146 [2020-10-18 18:15:39,322][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 18:15:41,270][root][INFO] - ===> Epoch[821](4101/5): Loss -0.6455, Sem 0.0484, dir -0.9605, norm 0.2666, swav 0.0000 LR: 9.383e-02 Score 98.385 Data time: 0.0834, Forward time: 0.7726, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.7684 [2020-10-18 18:15:43,870][root][INFO] - ===> Epoch[821](4102/5): Loss -0.6293, Sem 0.0533, dir -0.9623, norm 0.2797, swav 0.0000 LR: 9.383e-02 Score 98.246 Data time: 0.0761, Forward time: 0.7726, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.4720 [2020-10-18 18:15:45,835][root][INFO] - ===> Epoch[821](4103/5): Loss -0.6782, Sem 0.0481, dir -0.9680, norm 0.2417, swav 0.0000 LR: 9.382e-02 Score 98.373 Data time: 0.0513, Forward time: 0.7726, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.8318 [2020-10-18 18:15:47,883][root][INFO] - ===> Epoch[821](4104/5): Loss -0.6619, Sem 0.0475, dir -0.9675, norm 0.2581, swav 0.0000 LR: 9.382e-02 Score 98.411 Data time: 0.0457, Forward time: 0.7725, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.9927 [2020-10-18 18:15:50,168][root][INFO] - ===> Epoch[821](4105/5): Loss -0.6620, Sem 0.0449, dir -0.9660, norm 0.2591, swav 0.0000 LR: 9.382e-02 Score 98.505 Data time: 0.0856, Forward time: 0.7726, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.1783 [2020-10-18 18:15:52,151][root][INFO] - ===> Epoch[822](4106/5): Loss -0.6687, Sem 0.0508, dir -0.9629, norm 0.2435, swav 0.0000 LR: 9.382e-02 Score 98.318 Data time: 0.0851, Forward time: 0.7725, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.8633 [2020-10-18 18:15:54,340][root][INFO] - ===> Epoch[822](4107/5): Loss -0.6393, Sem 0.0480, dir -0.9652, norm 0.2779, swav 0.0000 LR: 9.382e-02 Score 98.473 Data time: 0.0890, Forward time: 0.7726, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.1149 [2020-10-18 18:15:56,284][root][INFO] - ===> Epoch[822](4108/5): Loss -0.6454, Sem 0.0515, dir -0.9631, norm 0.2662, swav 0.0000 LR: 9.382e-02 Score 98.250 Data time: 0.0748, Forward time: 0.7726, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.8248 [2020-10-18 18:15:58,483][root][INFO] - ===> Epoch[822](4109/5): Loss -0.6694, Sem 0.0425, dir -0.9692, norm 0.2573, swav 0.0000 LR: 9.381e-02 Score 98.640 Data time: 0.0767, Forward time: 0.7726, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.1041 [2020-10-18 18:16:00,802][root][INFO] - ===> Epoch[822](4110/5): Loss -0.6525, Sem 0.0429, dir -0.9627, norm 0.2673, swav 0.0000 LR: 9.381e-02 Score 98.573 Data time: 0.0749, Forward time: 0.7726, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.2053 [2020-10-18 18:16:03,066][root][INFO] - ===> Epoch[823](4111/5): Loss -0.6583, Sem 0.0484, dir -0.9649, norm 0.2582, swav 0.0000 LR: 9.381e-02 Score 98.373 Data time: 0.0723, Forward time: 0.7726, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.1412 [2020-10-18 18:16:05,674][root][INFO] - ===> Epoch[823](4112/5): Loss -0.6622, Sem 0.0453, dir -0.9641, norm 0.2566, swav 0.0000 LR: 9.381e-02 Score 98.486 Data time: 0.0785, Forward time: 0.7726, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.5224 [2020-10-18 18:16:08,326][root][INFO] - ===> Epoch[823](4113/5): Loss -0.6619, Sem 0.0476, dir -0.9648, norm 0.2553, swav 0.0000 LR: 9.381e-02 Score 98.446 Data time: 0.1049, Forward time: 0.7726, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.5227 [2020-10-18 18:16:10,820][root][INFO] - ===> Epoch[823](4114/5): Loss -0.6550, Sem 0.0482, dir -0.9633, norm 0.2601, swav 0.0000 LR: 9.381e-02 Score 98.398 Data time: 0.1226, Forward time: 0.7727, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.3977 [2020-10-18 18:16:12,803][root][INFO] - ===> Epoch[823](4115/5): Loss -0.6726, Sem 0.0521, dir -0.9647, norm 0.2399, swav 0.0000 LR: 9.381e-02 Score 98.228 Data time: 0.0658, Forward time: 0.7726, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.8794 [2020-10-18 18:16:14,915][root][INFO] - ===> Epoch[824](4116/5): Loss -0.6516, Sem 0.0503, dir -0.9632, norm 0.2613, swav 0.0000 LR: 9.380e-02 Score 98.313 Data time: 0.0749, Forward time: 0.7727, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.0279 [2020-10-18 18:16:17,195][root][INFO] - ===> Epoch[824](4117/5): Loss -0.6590, Sem 0.0459, dir -0.9685, norm 0.2636, swav 0.0000 LR: 9.380e-02 Score 98.540 Data time: 0.0497, Forward time: 0.7726, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.1690 [2020-10-18 18:16:19,367][root][INFO] - ===> Epoch[824](4118/5): Loss -0.6776, Sem 0.0513, dir -0.9661, norm 0.2372, swav 0.0000 LR: 9.380e-02 Score 98.293 Data time: 0.0911, Forward time: 0.7727, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.0902 [2020-10-18 18:16:21,648][root][INFO] - ===> Epoch[824](4119/5): Loss -0.6728, Sem 0.0491, dir -0.9646, norm 0.2427, swav 0.0000 LR: 9.380e-02 Score 98.347 Data time: 0.0878, Forward time: 0.7726, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.1701 [2020-10-18 18:16:23,963][root][INFO] - ===> Epoch[824](4120/5): Loss -0.6444, Sem 0.0439, dir -0.9672, norm 0.2789, swav 0.0000 LR: 9.380e-02 Score 98.604 Data time: 0.0872, Forward time: 0.7727, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.2406 [2020-10-18 18:16:26,170][root][INFO] - ===> Epoch[825](4121/5): Loss -0.6541, Sem 0.0473, dir -0.9637, norm 0.2623, swav 0.0000 LR: 9.380e-02 Score 98.439 Data time: 0.0584, Forward time: 0.7726, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.0732 [2020-10-18 18:16:28,277][root][INFO] - ===> Epoch[825](4122/5): Loss -0.6889, Sem 0.0408, dir -0.9721, norm 0.2425, swav 0.0000 LR: 9.380e-02 Score 98.638 Data time: 0.0535, Forward time: 0.7726, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 2.0584 [2020-10-18 18:16:30,272][root][INFO] - ===> Epoch[825](4123/5): Loss -0.6580, Sem 0.0468, dir -0.9629, norm 0.2581, swav 0.0000 LR: 9.379e-02 Score 98.458 Data time: 0.0526, Forward time: 0.7726, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.9301 [2020-10-18 18:16:32,256][root][INFO] - ===> Epoch[825](4124/5): Loss -0.6710, Sem 0.0471, dir -0.9657, norm 0.2476, swav 0.0000 LR: 9.379e-02 Score 98.399 Data time: 0.0696, Forward time: 0.7726, Backward time: 1.1963, DDP time: 0.0030, Total iter time: 1.9192 [2020-10-18 18:16:34,578][root][INFO] - ===> Epoch[825](4125/5): Loss -0.6455, Sem 0.0507, dir -0.9621, norm 0.2659, swav 0.0000 LR: 9.379e-02 Score 98.369 Data time: 0.0808, Forward time: 0.7726, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 2.2075 [2020-10-18 18:16:36,525][root][INFO] - ===> Epoch[826](4126/5): Loss -0.6604, Sem 0.0442, dir -0.9628, norm 0.2582, swav 0.0000 LR: 9.379e-02 Score 98.531 Data time: 0.1068, Forward time: 0.7726, Backward time: 1.1962, DDP time: 0.0030, Total iter time: 1.8182 [2020-10-18 18:16:38,730][root][INFO] - ===> Epoch[826](4127/5): Loss -0.6687, Sem 0.0462, dir -0.9676, norm 0.2527, swav 0.0000 LR: 9.379e-02 Score 98.470 Data time: 0.0886, Forward time: 0.7727, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.1243 [2020-10-18 18:16:40,792][root][INFO] - ===> Epoch[826](4128/5): Loss -0.6705, Sem 0.0482, dir -0.9651, norm 0.2463, swav 0.0000 LR: 9.379e-02 Score 98.368 Data time: 0.2165, Forward time: 0.7727, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 1.9638 [2020-10-18 18:16:43,327][root][INFO] - ===> Epoch[826](4129/5): Loss -0.6479, Sem 0.0515, dir -0.9651, norm 0.2656, swav 0.0000 LR: 9.378e-02 Score 98.366 Data time: 0.1046, Forward time: 0.7728, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.4548 [2020-10-18 18:16:45,574][root][INFO] - ===> Epoch[826](4130/5): Loss -0.6735, Sem 0.0453, dir -0.9659, norm 0.2471, swav 0.0000 LR: 9.378e-02 Score 98.551 Data time: 0.0676, Forward time: 0.7728, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.1043 [2020-10-18 18:16:48,014][root][INFO] - ===> Epoch[827](4131/5): Loss -0.6730, Sem 0.0424, dir -0.9674, norm 0.2520, swav 0.0000 LR: 9.378e-02 Score 98.564 Data time: 0.0887, Forward time: 0.7728, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.3521 [2020-10-18 18:16:50,286][root][INFO] - ===> Epoch[827](4132/5): Loss -0.6564, Sem 0.0442, dir -0.9650, norm 0.2643, swav 0.0000 LR: 9.378e-02 Score 98.533 Data time: 0.0943, Forward time: 0.7728, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.1375 [2020-10-18 18:16:52,656][root][INFO] - ===> Epoch[827](4133/5): Loss -0.6691, Sem 0.0464, dir -0.9657, norm 0.2502, swav 0.0000 LR: 9.378e-02 Score 98.469 Data time: 0.0601, Forward time: 0.7728, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.2436 [2020-10-18 18:16:54,858][root][INFO] - ===> Epoch[827](4134/5): Loss -0.6705, Sem 0.0468, dir -0.9652, norm 0.2479, swav 0.0000 LR: 9.378e-02 Score 98.418 Data time: 0.0648, Forward time: 0.7728, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.1236 [2020-10-18 18:16:56,988][root][INFO] - ===> Epoch[827](4135/5): Loss -0.6747, Sem 0.0456, dir -0.9656, norm 0.2453, swav 0.0000 LR: 9.378e-02 Score 98.483 Data time: 0.0835, Forward time: 0.7728, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.0417 [2020-10-18 18:16:58,904][root][INFO] - ===> Epoch[828](4136/5): Loss -0.6787, Sem 0.0434, dir -0.9672, norm 0.2451, swav 0.0000 LR: 9.377e-02 Score 98.578 Data time: 0.0653, Forward time: 0.7728, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 1.7954 [2020-10-18 18:17:01,069][root][INFO] - ===> Epoch[828](4137/5): Loss -0.6811, Sem 0.0416, dir -0.9674, norm 0.2447, swav 0.0000 LR: 9.377e-02 Score 98.597 Data time: 0.1032, Forward time: 0.7727, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.0604 [2020-10-18 18:17:03,311][root][INFO] - ===> Epoch[828](4138/5): Loss -0.6493, Sem 0.0496, dir -0.9629, norm 0.2640, swav 0.0000 LR: 9.377e-02 Score 98.338 Data time: 0.0829, Forward time: 0.7727, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 2.1586 [2020-10-18 18:17:05,520][root][INFO] - ===> Epoch[828](4139/5): Loss -0.6787, Sem 0.0459, dir -0.9642, norm 0.2397, swav 0.0000 LR: 9.377e-02 Score 98.514 Data time: 0.0770, Forward time: 0.7727, Backward time: 1.1961, DDP time: 0.0030, Total iter time: 2.1065 [2020-10-18 18:17:07,852][root][INFO] - ===> Epoch[828](4140/5): Loss -0.6515, Sem 0.0476, dir -0.9652, norm 0.2661, swav 0.0000 LR: 9.377e-02 Score 98.389 Data time: 0.1000, Forward time: 0.7728, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 2.2640 [2020-10-18 18:17:09,927][root][INFO] - ===> Epoch[829](4141/5): Loss -0.6775, Sem 0.0491, dir -0.9669, norm 0.2403, swav 0.0000 LR: 9.377e-02 Score 98.362 Data time: 0.0918, Forward time: 0.7727, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 1.9638 [2020-10-18 18:17:12,081][root][INFO] - ===> Epoch[829](4142/5): Loss -0.6353, Sem 0.0448, dir -0.9625, norm 0.2823, swav 0.0000 LR: 9.377e-02 Score 98.502 Data time: 0.0963, Forward time: 0.7728, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 2.0794 [2020-10-18 18:17:14,642][root][INFO] - ===> Epoch[829](4143/5): Loss -0.6836, Sem 0.0437, dir -0.9646, norm 0.2372, swav 0.0000 LR: 9.376e-02 Score 98.524 Data time: 0.0918, Forward time: 0.7728, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 2.4351 [2020-10-18 18:17:16,779][root][INFO] - ===> Epoch[829](4144/5): Loss -0.6970, Sem 0.0398, dir -0.9693, norm 0.2325, swav 0.0000 LR: 9.376e-02 Score 98.683 Data time: 0.0808, Forward time: 0.7729, Backward time: 1.1960, DDP time: 0.0030, Total iter time: 2.0158 [2020-10-18 18:17:18,991][root][INFO] - ===> Epoch[829](4145/5): Loss -0.6508, Sem 0.0486, dir -0.9621, norm 0.2627, swav 0.0000 LR: 9.376e-02 Score 98.449 Data time: 0.0801, Forward time: 0.7729, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 2.0933 [2020-10-18 18:17:20,961][root][INFO] - ===> Epoch[830](4146/5): Loss -0.6853, Sem 0.0442, dir -0.9668, norm 0.2374, swav 0.0000 LR: 9.376e-02 Score 98.536 Data time: 0.0779, Forward time: 0.7729, Backward time: 1.1959, DDP time: 0.0030, Total iter time: 1.8762 [2020-10-18 18:17:22,724][root][INFO] - ===> Epoch[830](4147/5): Loss -0.6634, Sem 0.0489, dir -0.9643, norm 0.2520, swav 0.0000 LR: 9.376e-02 Score 98.387 Data time: 0.0655, Forward time: 0.7728, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 1.6588 [2020-10-18 18:17:24,991][root][INFO] - ===> Epoch[830](4148/5): Loss -0.6477, Sem 0.0510, dir -0.9624, norm 0.2637, swav 0.0000 LR: 9.376e-02 Score 98.337 Data time: 0.0973, Forward time: 0.7728, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 2.1697 [2020-10-18 18:17:27,087][root][INFO] - ===> Epoch[830](4149/5): Loss -0.6586, Sem 0.0507, dir -0.9636, norm 0.2544, swav 0.0000 LR: 9.375e-02 Score 98.392 Data time: 0.0704, Forward time: 0.7728, Backward time: 1.1958, DDP time: 0.0030, Total iter time: 1.9885 [2020-10-18 18:17:28,935][root][INFO] - ===> Epoch[830](4150/5): Loss -0.6688, Sem 0.0509, dir -0.9655, norm 0.2458, swav 0.0000 LR: 9.375e-02 Score 98.420 Data time: 0.0832, Forward time: 0.7728, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 1.7464 [2020-10-18 18:17:31,011][root][INFO] - ===> Epoch[831](4151/5): Loss -0.6726, Sem 0.0453, dir -0.9672, norm 0.2494, swav 0.0000 LR: 9.375e-02 Score 98.497 Data time: 0.0739, Forward time: 0.7728, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 1.9799 [2020-10-18 18:17:33,162][root][INFO] - ===> Epoch[831](4152/5): Loss -0.6739, Sem 0.0497, dir -0.9649, norm 0.2413, swav 0.0000 LR: 9.375e-02 Score 98.332 Data time: 0.0711, Forward time: 0.7728, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.0403 [2020-10-18 18:17:35,471][root][INFO] - ===> Epoch[831](4153/5): Loss -0.6498, Sem 0.0444, dir -0.9638, norm 0.2695, swav 0.0000 LR: 9.375e-02 Score 98.525 Data time: 0.0618, Forward time: 0.7728, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.2084 [2020-10-18 18:17:37,457][root][INFO] - ===> Epoch[831](4154/5): Loss -0.6287, Sem 0.0471, dir -0.9632, norm 0.2874, swav 0.0000 LR: 9.375e-02 Score 98.501 Data time: 0.0828, Forward time: 0.7728, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 1.8765 [2020-10-18 18:17:39,732][root][INFO] - ===> Epoch[831](4155/5): Loss -0.6713, Sem 0.0430, dir -0.9684, norm 0.2542, swav 0.0000 LR: 9.375e-02 Score 98.602 Data time: 0.0848, Forward time: 0.7729, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.1510 [2020-10-18 18:17:42,442][root][INFO] - ===> Epoch[832](4156/5): Loss -0.6676, Sem 0.0399, dir -0.9643, norm 0.2568, swav 0.0000 LR: 9.374e-02 Score 98.688 Data time: 0.0593, Forward time: 0.7728, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.5772 [2020-10-18 18:17:44,238][root][INFO] - ===> Epoch[832](4157/5): Loss -0.6823, Sem 0.0417, dir -0.9665, norm 0.2424, swav 0.0000 LR: 9.374e-02 Score 98.598 Data time: 0.0686, Forward time: 0.7728, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 1.7032 [2020-10-18 18:17:46,452][root][INFO] - ===> Epoch[832](4158/5): Loss -0.6339, Sem 0.0473, dir -0.9631, norm 0.2819, swav 0.0000 LR: 9.374e-02 Score 98.449 Data time: 0.0871, Forward time: 0.7728, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.1159 [2020-10-18 18:17:48,711][root][INFO] - ===> Epoch[832](4159/5): Loss -0.6445, Sem 0.0450, dir -0.9642, norm 0.2747, swav 0.0000 LR: 9.374e-02 Score 98.507 Data time: 0.0861, Forward time: 0.7729, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.1355 [2020-10-18 18:17:50,880][root][INFO] - ===> Epoch[832](4160/5): Loss -0.6597, Sem 0.0403, dir -0.9643, norm 0.2643, swav 0.0000 LR: 9.374e-02 Score 98.669 Data time: 0.0909, Forward time: 0.7729, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.0493 [2020-10-18 18:17:53,252][root][INFO] - ===> Epoch[833](4161/5): Loss -0.6656, Sem 0.0474, dir -0.9639, norm 0.2508, swav 0.0000 LR: 9.374e-02 Score 98.404 Data time: 0.0971, Forward time: 0.7729, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.2772 [2020-10-18 18:17:55,591][root][INFO] - ===> Epoch[833](4162/5): Loss -0.6460, Sem 0.0462, dir -0.9633, norm 0.2711, swav 0.0000 LR: 9.373e-02 Score 98.460 Data time: 0.1005, Forward time: 0.7730, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.2605 [2020-10-18 18:17:57,677][root][INFO] - ===> Epoch[833](4163/5): Loss -0.6392, Sem 0.0458, dir -0.9642, norm 0.2792, swav 0.0000 LR: 9.373e-02 Score 98.489 Data time: 0.0834, Forward time: 0.7730, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.9828 [2020-10-18 18:17:59,760][root][INFO] - ===> Epoch[833](4164/5): Loss -0.6594, Sem 0.0419, dir -0.9657, norm 0.2644, swav 0.0000 LR: 9.373e-02 Score 98.590 Data time: 0.0706, Forward time: 0.7730, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.0029 [2020-10-18 18:18:01,857][root][INFO] - ===> Epoch[833](4165/5): Loss -0.6576, Sem 0.0425, dir -0.9656, norm 0.2655, swav 0.0000 LR: 9.373e-02 Score 98.621 Data time: 0.0820, Forward time: 0.7730, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.9926 [2020-10-18 18:18:03,930][root][INFO] - ===> Epoch[834](4166/5): Loss -0.6318, Sem 0.0505, dir -0.9608, norm 0.2785, swav 0.0000 LR: 9.373e-02 Score 98.334 Data time: 0.0615, Forward time: 0.7730, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.9745 [2020-10-18 18:18:06,201][root][INFO] - ===> Epoch[834](4167/5): Loss -0.6730, Sem 0.0441, dir -0.9656, norm 0.2485, swav 0.0000 LR: 9.373e-02 Score 98.538 Data time: 0.0875, Forward time: 0.7730, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.1818 [2020-10-18 18:18:08,247][root][INFO] - ===> Epoch[834](4168/5): Loss -0.6836, Sem 0.0412, dir -0.9663, norm 0.2415, swav 0.0000 LR: 9.373e-02 Score 98.685 Data time: 0.0701, Forward time: 0.7730, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.9429 [2020-10-18 18:18:10,382][root][INFO] - ===> Epoch[834](4169/5): Loss -0.6275, Sem 0.0471, dir -0.9639, norm 0.2892, swav 0.0000 LR: 9.372e-02 Score 98.434 Data time: 0.0676, Forward time: 0.7730, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.0132 [2020-10-18 18:18:12,359][root][INFO] - ===> Epoch[834](4170/5): Loss -0.6752, Sem 0.0432, dir -0.9651, norm 0.2467, swav 0.0000 LR: 9.372e-02 Score 98.553 Data time: 0.1348, Forward time: 0.7730, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.8862 [2020-10-18 18:18:15,088][root][INFO] - ===> Epoch[835](4171/5): Loss -0.6599, Sem 0.0448, dir -0.9653, norm 0.2606, swav 0.0000 LR: 9.372e-02 Score 98.521 Data time: 0.0858, Forward time: 0.7731, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.6252 [2020-10-18 18:18:17,608][root][INFO] - ===> Epoch[835](4172/5): Loss -0.6813, Sem 0.0391, dir -0.9690, norm 0.2486, swav 0.0000 LR: 9.372e-02 Score 98.710 Data time: 0.0725, Forward time: 0.7731, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.4071 [2020-10-18 18:18:19,660][root][INFO] - ===> Epoch[835](4173/5): Loss -0.6844, Sem 0.0436, dir -0.9660, norm 0.2380, swav 0.0000 LR: 9.372e-02 Score 98.548 Data time: 0.0762, Forward time: 0.7731, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.9380 [2020-10-18 18:18:21,770][root][INFO] - ===> Epoch[835](4174/5): Loss -0.6819, Sem 0.0381, dir -0.9687, norm 0.2486, swav 0.0000 LR: 9.372e-02 Score 98.748 Data time: 0.1232, Forward time: 0.7731, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.0063 [2020-10-18 18:18:24,040][root][INFO] - ===> Epoch[835](4175/5): Loss -0.6760, Sem 0.0446, dir -0.9658, norm 0.2453, swav 0.0000 LR: 9.372e-02 Score 98.488 Data time: 0.0850, Forward time: 0.7732, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.1741 [2020-10-18 18:18:26,339][root][INFO] - ===> Epoch[836](4176/5): Loss -0.6268, Sem 0.0438, dir -0.9632, norm 0.2927, swav 0.0000 LR: 9.371e-02 Score 98.575 Data time: 0.0564, Forward time: 0.7731, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.1985 [2020-10-18 18:18:28,847][root][INFO] - ===> Epoch[836](4177/5): Loss -0.6716, Sem 0.0489, dir -0.9639, norm 0.2435, swav 0.0000 LR: 9.371e-02 Score 98.390 Data time: 0.0472, Forward time: 0.7731, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.4218 [2020-10-18 18:18:30,971][root][INFO] - ===> Epoch[836](4178/5): Loss -0.6582, Sem 0.0458, dir -0.9669, norm 0.2629, swav 0.0000 LR: 9.371e-02 Score 98.530 Data time: 0.0633, Forward time: 0.7731, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.0759 [2020-10-18 18:18:32,972][root][INFO] - ===> Epoch[836](4179/5): Loss -0.6989, Sem 0.0430, dir -0.9670, norm 0.2252, swav 0.0000 LR: 9.371e-02 Score 98.579 Data time: 0.0618, Forward time: 0.7730, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.9066 [2020-10-18 18:18:35,043][root][INFO] - ===> Epoch[836](4180/5): Loss -0.6771, Sem 0.0446, dir -0.9661, norm 0.2444, swav 0.0000 LR: 9.371e-02 Score 98.501 Data time: 0.3500, Forward time: 0.7730, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.9925 [2020-10-18 18:18:37,494][root][INFO] - ===> Epoch[837](4181/5): Loss -0.6726, Sem 0.0418, dir -0.9669, norm 0.2525, swav 0.0000 LR: 9.371e-02 Score 98.632 Data time: 0.0858, Forward time: 0.7731, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.3372 [2020-10-18 18:18:40,203][root][INFO] - ===> Epoch[837](4182/5): Loss -0.6589, Sem 0.0420, dir -0.9666, norm 0.2657, swav 0.0000 LR: 9.370e-02 Score 98.604 Data time: 0.1083, Forward time: 0.7731, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.5801 [2020-10-18 18:18:42,333][root][INFO] - ===> Epoch[837](4183/5): Loss -0.6685, Sem 0.0390, dir -0.9659, norm 0.2584, swav 0.0000 LR: 9.370e-02 Score 98.739 Data time: 0.0791, Forward time: 0.7731, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.0263 [2020-10-18 18:18:44,946][root][INFO] - ===> Epoch[837](4184/5): Loss -0.6546, Sem 0.0445, dir -0.9670, norm 0.2679, swav 0.0000 LR: 9.370e-02 Score 98.532 Data time: 0.0766, Forward time: 0.7731, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.5164 [2020-10-18 18:18:47,117][root][INFO] - ===> Epoch[837](4185/5): Loss -0.6957, Sem 0.0385, dir -0.9698, norm 0.2355, swav 0.0000 LR: 9.370e-02 Score 98.703 Data time: 0.0755, Forward time: 0.7731, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.0686 [2020-10-18 18:18:49,303][root][INFO] - ===> Epoch[838](4186/5): Loss -0.6605, Sem 0.0446, dir -0.9615, norm 0.2564, swav 0.0000 LR: 9.370e-02 Score 98.494 Data time: 0.0745, Forward time: 0.7731, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.1096 [2020-10-18 18:18:51,706][root][INFO] - ===> Epoch[838](4187/5): Loss -0.6701, Sem 0.0449, dir -0.9652, norm 0.2501, swav 0.0000 LR: 9.370e-02 Score 98.519 Data time: 0.0808, Forward time: 0.7731, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.3116 [2020-10-18 18:18:53,748][root][INFO] - ===> Epoch[838](4188/5): Loss -0.6806, Sem 0.0477, dir -0.9668, norm 0.2385, swav 0.0000 LR: 9.370e-02 Score 98.431 Data time: 0.0729, Forward time: 0.7731, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.9162 [2020-10-18 18:18:55,908][root][INFO] - ===> Epoch[838](4189/5): Loss -0.6649, Sem 0.0418, dir -0.9650, norm 0.2583, swav 0.0000 LR: 9.369e-02 Score 98.626 Data time: 0.0724, Forward time: 0.7731, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.0474 [2020-10-18 18:18:58,156][root][INFO] - ===> Epoch[838](4190/5): Loss -0.6857, Sem 0.0388, dir -0.9672, norm 0.2427, swav 0.0000 LR: 9.369e-02 Score 98.736 Data time: 0.2921, Forward time: 0.7731, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.1279 [2020-10-18 18:19:00,472][root][INFO] - ===> Epoch[839](4191/5): Loss -0.6387, Sem 0.0473, dir -0.9642, norm 0.2782, swav 0.0000 LR: 9.369e-02 Score 98.454 Data time: 0.1013, Forward time: 0.7731, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.2211 [2020-10-18 18:19:02,590][root][INFO] - ===> Epoch[839](4192/5): Loss -0.6980, Sem 0.0379, dir -0.9676, norm 0.2317, swav 0.0000 LR: 9.369e-02 Score 98.726 Data time: 0.0693, Forward time: 0.7731, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.9778 [2020-10-18 18:19:04,486][root][INFO] - ===> Epoch[839](4193/5): Loss -0.6916, Sem 0.0440, dir -0.9681, norm 0.2325, swav 0.0000 LR: 9.369e-02 Score 98.529 Data time: 0.1662, Forward time: 0.7731, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.7783 [2020-10-18 18:19:07,047][root][INFO] - ===> Epoch[839](4194/5): Loss -0.6695, Sem 0.0427, dir -0.9664, norm 0.2543, swav 0.0000 LR: 9.369e-02 Score 98.585 Data time: 0.1703, Forward time: 0.7732, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.4351 [2020-10-18 18:19:09,067][root][INFO] - ===> Epoch[839](4195/5): Loss -0.6692, Sem 0.0416, dir -0.9669, norm 0.2561, swav 0.0000 LR: 9.369e-02 Score 98.654 Data time: 0.0789, Forward time: 0.7733, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.9015 [2020-10-18 18:19:11,061][root][INFO] - ===> Epoch[840](4196/5): Loss -0.6736, Sem 0.0466, dir -0.9650, norm 0.2448, swav 0.0000 LR: 9.368e-02 Score 98.483 Data time: 0.0747, Forward time: 0.7733, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.8938 [2020-10-18 18:19:13,483][root][INFO] - ===> Epoch[840](4197/5): Loss -0.6250, Sem 0.0509, dir -0.9608, norm 0.2849, swav 0.0000 LR: 9.368e-02 Score 98.353 Data time: 0.0579, Forward time: 0.7732, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.3327 [2020-10-18 18:19:16,109][root][INFO] - ===> Epoch[840](4198/5): Loss -0.6953, Sem 0.0336, dir -0.9695, norm 0.2406, swav 0.0000 LR: 9.368e-02 Score 98.918 Data time: 0.0796, Forward time: 0.7733, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.5205 [2020-10-18 18:19:18,220][root][INFO] - ===> Epoch[840](4199/5): Loss -0.6929, Sem 0.0417, dir -0.9686, norm 0.2341, swav 0.0000 LR: 9.368e-02 Score 98.605 Data time: 0.0931, Forward time: 0.7733, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.9668 [2020-10-18 18:19:20,726][root][INFO] - ===> Epoch[840](4200/5): Loss -0.6845, Sem 0.0433, dir -0.9684, norm 0.2406, swav 0.0000 LR: 9.368e-02 Score 98.552 Data time: 0.0646, Forward time: 0.7733, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.3841 [2020-10-18 18:19:21,881][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 18:19:22,050][root][INFO] - ===> Start testing [2020-10-18 18:19:58,975][root][INFO] - 68/68: Data time: 0.0026, Iter time: 0.1554 Loss 1.181 (AVG: 0.490) Score 83.460 (AVG: 89.917) mIOU 67.650 mAP 83.296 mAcc 74.320 IOU: 60.730 0.000 79.189 73.013 94.575 91.777 22.781 75.855 98.625 61.094 80.033 85.120 56.652 mAP: 82.909 4.092 96.305 89.890 98.734 98.626 53.026 94.646 99.844 84.106 93.796 94.749 92.122 mAcc: 77.788 0.000 89.661 82.293 95.772 95.387 24.558 89.330 99.434 63.891 89.118 95.459 63.468 [2020-10-18 18:19:58,977][root][INFO] - Finished test. Elapsed time: 36.9249 [2020-10-18 18:20:01,831][root][INFO] - [2020-10-18 18:20:01,831][root][INFO] - ################################################################ [2020-10-18 18:20:01,831][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 18:20:01,831][root][INFO] - ################################################################ [2020-10-18 18:20:01,831][root][INFO] - clutter : nan nan nan [2020-10-18 18:20:01,831][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 18:20:01,831][root][INFO] - board : 0.775 0.865 0.924 [2020-10-18 18:20:01,831][root][INFO] - bookcase : 0.241 0.357 0.531 [2020-10-18 18:20:01,831][root][INFO] - ceiling : 0.588 0.614 0.664 [2020-10-18 18:20:01,831][root][INFO] - chair : 0.781 0.895 0.899 [2020-10-18 18:20:01,831][root][INFO] - column : 0.123 0.204 0.228 [2020-10-18 18:20:01,831][root][INFO] - door : 0.641 0.834 0.915 [2020-10-18 18:20:01,832][root][INFO] - floor : 0.795 0.817 0.853 [2020-10-18 18:20:01,832][root][INFO] - sofa : 0.281 0.438 0.636 [2020-10-18 18:20:01,832][root][INFO] - table : 0.149 0.305 0.612 [2020-10-18 18:20:01,832][root][INFO] - wall : 0.440 0.642 0.764 [2020-10-18 18:20:01,832][root][INFO] - window : 0.537 0.724 0.779 [2020-10-18 18:20:01,832][root][INFO] - ---------------------------------------------------------------- [2020-10-18 18:20:01,832][root][INFO] - average : 0.446 0.558 0.651 [2020-10-18 18:20:01,832][root][INFO] - [2020-10-18 18:20:01,986][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 18:20:01,987][root][INFO] - Current best mIoU: 69.164 at iter 3800 [2020-10-18 18:20:03,364][root][INFO] - ===> Epoch[841](4201/5): Loss -0.6686, Sem 0.0475, dir -0.9634, norm 0.2473, swav 0.0000 LR: 9.368e-02 Score 98.440 Data time: 0.0503, Forward time: 0.7732, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.3714 [2020-10-18 18:20:05,533][root][INFO] - ===> Epoch[841](4202/5): Loss -0.6859, Sem 0.0407, dir -0.9680, norm 0.2415, swav 0.0000 LR: 9.367e-02 Score 98.673 Data time: 0.0786, Forward time: 0.7732, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.1019 [2020-10-18 18:20:08,107][root][INFO] - ===> Epoch[841](4203/5): Loss -0.6725, Sem 0.0379, dir -0.9678, norm 0.2574, swav 0.0000 LR: 9.367e-02 Score 98.720 Data time: 0.0671, Forward time: 0.7732, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.4652 [2020-10-18 18:20:10,250][root][INFO] - ===> Epoch[841](4204/5): Loss -0.6573, Sem 0.0463, dir -0.9650, norm 0.2614, swav 0.0000 LR: 9.367e-02 Score 98.491 Data time: 0.0638, Forward time: 0.7732, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0486 [2020-10-18 18:20:12,385][root][INFO] - ===> Epoch[841](4205/5): Loss -0.6516, Sem 0.0402, dir -0.9683, norm 0.2765, swav 0.0000 LR: 9.367e-02 Score 98.736 Data time: 0.0599, Forward time: 0.7732, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0427 [2020-10-18 18:20:15,048][root][INFO] - ===> Epoch[842](4206/5): Loss -0.6732, Sem 0.0414, dir -0.9671, norm 0.2525, swav 0.0000 LR: 9.367e-02 Score 98.620 Data time: 0.0613, Forward time: 0.7731, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.5337 [2020-10-18 18:20:17,004][root][INFO] - ===> Epoch[842](4207/5): Loss -0.6512, Sem 0.0510, dir -0.9623, norm 0.2601, swav 0.0000 LR: 9.367e-02 Score 98.354 Data time: 0.0829, Forward time: 0.7731, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.8537 [2020-10-18 18:20:19,231][root][INFO] - ===> Epoch[842](4208/5): Loss -0.6649, Sem 0.0443, dir -0.9683, norm 0.2590, swav 0.0000 LR: 9.367e-02 Score 98.560 Data time: 0.0551, Forward time: 0.7731, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.1030 [2020-10-18 18:20:21,097][root][INFO] - ===> Epoch[842](4209/5): Loss -0.6691, Sem 0.0449, dir -0.9647, norm 0.2507, swav 0.0000 LR: 9.366e-02 Score 98.520 Data time: 0.0711, Forward time: 0.7731, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.7587 [2020-10-18 18:20:23,558][root][INFO] - ===> Epoch[842](4210/5): Loss -0.6649, Sem 0.0426, dir -0.9646, norm 0.2571, swav 0.0000 LR: 9.366e-02 Score 98.576 Data time: 0.3997, Forward time: 0.7731, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.3453 [2020-10-18 18:20:25,765][root][INFO] - ===> Epoch[843](4211/5): Loss -0.6636, Sem 0.0392, dir -0.9664, norm 0.2635, swav 0.0000 LR: 9.366e-02 Score 98.703 Data time: 0.1240, Forward time: 0.7731, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0727 [2020-10-18 18:20:28,258][root][INFO] - ===> Epoch[843](4212/5): Loss -0.6758, Sem 0.0446, dir -0.9656, norm 0.2452, swav 0.0000 LR: 9.366e-02 Score 98.495 Data time: 0.0761, Forward time: 0.7731, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.3722 [2020-10-18 18:20:30,304][root][INFO] - ===> Epoch[843](4213/5): Loss -0.6473, Sem 0.0471, dir -0.9614, norm 0.2669, swav 0.0000 LR: 9.366e-02 Score 98.422 Data time: 0.0752, Forward time: 0.7731, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.9390 [2020-10-18 18:20:32,174][root][INFO] - ===> Epoch[843](4214/5): Loss -0.6323, Sem 0.0502, dir -0.9584, norm 0.2759, swav 0.0000 LR: 9.366e-02 Score 98.306 Data time: 0.0763, Forward time: 0.7731, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.7654 [2020-10-18 18:20:34,657][root][INFO] - ===> Epoch[843](4215/5): Loss -0.6637, Sem 0.0405, dir -0.9647, norm 0.2606, swav 0.0000 LR: 9.365e-02 Score 98.687 Data time: 0.0620, Forward time: 0.7731, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.3711 [2020-10-18 18:20:36,940][root][INFO] - ===> Epoch[844](4216/5): Loss -0.6698, Sem 0.0384, dir -0.9675, norm 0.2594, swav 0.0000 LR: 9.365e-02 Score 98.747 Data time: 0.0780, Forward time: 0.7731, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.1957 [2020-10-18 18:20:39,226][root][INFO] - ===> Epoch[844](4217/5): Loss -0.6628, Sem 0.0402, dir -0.9639, norm 0.2609, swav 0.0000 LR: 9.365e-02 Score 98.675 Data time: 0.0858, Forward time: 0.7731, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.1712 [2020-10-18 18:20:42,577][root][INFO] - ===> Epoch[844](4218/5): Loss -0.6583, Sem 0.0424, dir -0.9663, norm 0.2656, swav 0.0000 LR: 9.365e-02 Score 98.606 Data time: 0.0892, Forward time: 0.7732, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 3.2331 [2020-10-18 18:20:44,581][root][INFO] - ===> Epoch[844](4219/5): Loss -0.6491, Sem 0.0468, dir -0.9635, norm 0.2676, swav 0.0000 LR: 9.365e-02 Score 98.431 Data time: 0.0433, Forward time: 0.7731, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.8823 [2020-10-18 18:20:46,430][root][INFO] - ===> Epoch[844](4220/5): Loss -0.6690, Sem 0.0454, dir -0.9667, norm 0.2523, swav 0.0000 LR: 9.365e-02 Score 98.490 Data time: 0.0400, Forward time: 0.7731, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.8034 [2020-10-18 18:20:48,766][root][INFO] - ===> Epoch[845](4221/5): Loss -0.6795, Sem 0.0450, dir -0.9662, norm 0.2417, swav 0.0000 LR: 9.365e-02 Score 98.501 Data time: 0.0902, Forward time: 0.7731, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.2636 [2020-10-18 18:20:51,046][root][INFO] - ===> Epoch[845](4222/5): Loss -0.6682, Sem 0.0452, dir -0.9642, norm 0.2508, swav 0.0000 LR: 9.364e-02 Score 98.515 Data time: 0.0723, Forward time: 0.7731, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.1542 [2020-10-18 18:20:53,157][root][INFO] - ===> Epoch[845](4223/5): Loss -0.6886, Sem 0.0380, dir -0.9673, norm 0.2408, swav 0.0000 LR: 9.364e-02 Score 98.746 Data time: 0.0736, Forward time: 0.7731, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.0060 [2020-10-18 18:20:55,863][root][INFO] - ===> Epoch[845](4224/5): Loss -0.6727, Sem 0.0452, dir -0.9667, norm 0.2488, swav 0.0000 LR: 9.364e-02 Score 98.508 Data time: 0.0567, Forward time: 0.7731, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.6065 [2020-10-18 18:20:58,008][root][INFO] - ===> Epoch[845](4225/5): Loss -0.6510, Sem 0.0464, dir -0.9652, norm 0.2679, swav 0.0000 LR: 9.364e-02 Score 98.473 Data time: 0.0723, Forward time: 0.7731, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.0516 [2020-10-18 18:21:00,156][root][INFO] - ===> Epoch[846](4226/5): Loss -0.6618, Sem 0.0449, dir -0.9648, norm 0.2581, swav 0.0000 LR: 9.364e-02 Score 98.558 Data time: 0.0657, Forward time: 0.7731, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.0486 [2020-10-18 18:21:02,135][root][INFO] - ===> Epoch[846](4227/5): Loss -0.6419, Sem 0.0414, dir -0.9632, norm 0.2799, swav 0.0000 LR: 9.364e-02 Score 98.653 Data time: 0.0671, Forward time: 0.7730, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.8958 [2020-10-18 18:21:04,073][root][INFO] - ===> Epoch[846](4228/5): Loss -0.6761, Sem 0.0436, dir -0.9657, norm 0.2461, swav 0.0000 LR: 9.364e-02 Score 98.581 Data time: 0.0781, Forward time: 0.7730, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.8328 [2020-10-18 18:21:06,461][root][INFO] - ===> Epoch[846](4229/5): Loss -0.6572, Sem 0.0459, dir -0.9662, norm 0.2631, swav 0.0000 LR: 9.363e-02 Score 98.446 Data time: 0.0748, Forward time: 0.7730, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.2844 [2020-10-18 18:21:08,416][root][INFO] - ===> Epoch[846](4230/5): Loss -0.6634, Sem 0.0382, dir -0.9692, norm 0.2676, swav 0.0000 LR: 9.363e-02 Score 98.727 Data time: 0.0822, Forward time: 0.7731, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.8252 [2020-10-18 18:21:10,284][root][INFO] - ===> Epoch[847](4231/5): Loss -0.6768, Sem 0.0454, dir -0.9658, norm 0.2435, swav 0.0000 LR: 9.363e-02 Score 98.460 Data time: 0.0706, Forward time: 0.7731, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.7665 [2020-10-18 18:21:12,604][root][INFO] - ===> Epoch[847](4232/5): Loss -0.6403, Sem 0.0485, dir -0.9623, norm 0.2735, swav 0.0000 LR: 9.363e-02 Score 98.401 Data time: 0.2306, Forward time: 0.7730, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.2225 [2020-10-18 18:21:14,747][root][INFO] - ===> Epoch[847](4233/5): Loss -0.6745, Sem 0.0423, dir -0.9675, norm 0.2507, swav 0.0000 LR: 9.363e-02 Score 98.589 Data time: 0.0852, Forward time: 0.7731, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0722 [2020-10-18 18:21:17,071][root][INFO] - ===> Epoch[847](4234/5): Loss -0.6305, Sem 0.0421, dir -0.9669, norm 0.2943, swav 0.0000 LR: 9.363e-02 Score 98.618 Data time: 0.0906, Forward time: 0.7731, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.2164 [2020-10-18 18:21:19,255][root][INFO] - ===> Epoch[847](4235/5): Loss -0.6676, Sem 0.0400, dir -0.9659, norm 0.2583, swav 0.0000 LR: 9.362e-02 Score 98.677 Data time: 0.0745, Forward time: 0.7731, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0911 [2020-10-18 18:21:21,589][root][INFO] - ===> Epoch[848](4236/5): Loss -0.6771, Sem 0.0396, dir -0.9674, norm 0.2507, swav 0.0000 LR: 9.362e-02 Score 98.656 Data time: 0.0864, Forward time: 0.7732, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.2628 [2020-10-18 18:21:24,269][root][INFO] - ===> Epoch[848](4237/5): Loss -0.6346, Sem 0.0434, dir -0.9635, norm 0.2855, swav 0.0000 LR: 9.362e-02 Score 98.590 Data time: 0.0687, Forward time: 0.7732, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.5999 [2020-10-18 18:21:26,231][root][INFO] - ===> Epoch[848](4238/5): Loss -0.6553, Sem 0.0421, dir -0.9670, norm 0.2696, swav 0.0000 LR: 9.362e-02 Score 98.566 Data time: 0.0761, Forward time: 0.7731, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.8733 [2020-10-18 18:21:28,777][root][INFO] - ===> Epoch[848](4239/5): Loss -0.6387, Sem 0.0418, dir -0.9659, norm 0.2853, swav 0.0000 LR: 9.362e-02 Score 98.593 Data time: 0.0710, Forward time: 0.7731, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.4487 [2020-10-18 18:21:31,170][root][INFO] - ===> Epoch[848](4240/5): Loss -0.6803, Sem 0.0424, dir -0.9659, norm 0.2432, swav 0.0000 LR: 9.362e-02 Score 98.585 Data time: 0.0457, Forward time: 0.7731, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.3111 [2020-10-18 18:21:32,964][root][INFO] - ===> Epoch[849](4241/5): Loss -0.6642, Sem 0.0386, dir -0.9662, norm 0.2634, swav 0.0000 LR: 9.362e-02 Score 98.701 Data time: 0.0685, Forward time: 0.7731, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.7305 [2020-10-18 18:21:35,546][root][INFO] - ===> Epoch[849](4242/5): Loss -0.6582, Sem 0.0412, dir -0.9653, norm 0.2660, swav 0.0000 LR: 9.361e-02 Score 98.630 Data time: 0.0773, Forward time: 0.7731, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.4672 [2020-10-18 18:21:37,955][root][INFO] - ===> Epoch[849](4243/5): Loss -0.6711, Sem 0.0480, dir -0.9672, norm 0.2482, swav 0.0000 LR: 9.361e-02 Score 98.355 Data time: 0.0710, Forward time: 0.7731, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.3037 [2020-10-18 18:21:39,919][root][INFO] - ===> Epoch[849](4244/5): Loss -0.6536, Sem 0.0444, dir -0.9632, norm 0.2652, swav 0.0000 LR: 9.361e-02 Score 98.528 Data time: 0.0701, Forward time: 0.7731, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.8623 [2020-10-18 18:21:42,170][root][INFO] - ===> Epoch[849](4245/5): Loss -0.6585, Sem 0.0443, dir -0.9648, norm 0.2620, swav 0.0000 LR: 9.361e-02 Score 98.544 Data time: 0.0627, Forward time: 0.7730, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.1437 [2020-10-18 18:21:44,330][root][INFO] - ===> Epoch[850](4246/5): Loss -0.6632, Sem 0.0382, dir -0.9651, norm 0.2637, swav 0.0000 LR: 9.361e-02 Score 98.763 Data time: 0.0609, Forward time: 0.7730, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.0844 [2020-10-18 18:21:46,469][root][INFO] - ===> Epoch[850](4247/5): Loss -0.6837, Sem 0.0414, dir -0.9692, norm 0.2441, swav 0.0000 LR: 9.361e-02 Score 98.656 Data time: 0.0762, Forward time: 0.7730, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.0697 [2020-10-18 18:21:48,872][root][INFO] - ===> Epoch[850](4248/5): Loss -0.6574, Sem 0.0432, dir -0.9640, norm 0.2634, swav 0.0000 LR: 9.360e-02 Score 98.564 Data time: 0.0758, Forward time: 0.7730, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.2938 [2020-10-18 18:21:50,873][root][INFO] - ===> Epoch[850](4249/5): Loss -0.6950, Sem 0.0388, dir -0.9697, norm 0.2359, swav 0.0000 LR: 9.360e-02 Score 98.709 Data time: 0.0530, Forward time: 0.7730, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.8768 [2020-10-18 18:21:53,445][root][INFO] - ===> Epoch[850](4250/5): Loss -0.6532, Sem 0.0480, dir -0.9617, norm 0.2605, swav 0.0000 LR: 9.360e-02 Score 98.419 Data time: 0.0573, Forward time: 0.7729, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.5001 [2020-10-18 18:21:55,368][root][INFO] - ===> Epoch[851](4251/5): Loss -0.6774, Sem 0.0434, dir -0.9692, norm 0.2485, swav 0.0000 LR: 9.360e-02 Score 98.541 Data time: 0.0707, Forward time: 0.7729, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.8371 [2020-10-18 18:21:57,867][root][INFO] - ===> Epoch[851](4252/5): Loss -0.6687, Sem 0.0403, dir -0.9659, norm 0.2568, swav 0.0000 LR: 9.360e-02 Score 98.659 Data time: 0.2601, Forward time: 0.7729, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.3982 [2020-10-18 18:22:00,278][root][INFO] - ===> Epoch[851](4253/5): Loss -0.6496, Sem 0.0498, dir -0.9629, norm 0.2635, swav 0.0000 LR: 9.360e-02 Score 98.381 Data time: 0.0947, Forward time: 0.7730, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.2884 [2020-10-18 18:22:02,218][root][INFO] - ===> Epoch[851](4254/5): Loss -0.6994, Sem 0.0404, dir -0.9700, norm 0.2302, swav 0.0000 LR: 9.360e-02 Score 98.656 Data time: 0.0769, Forward time: 0.7730, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.8370 [2020-10-18 18:22:04,338][root][INFO] - ===> Epoch[851](4255/5): Loss -0.6677, Sem 0.0428, dir -0.9660, norm 0.2555, swav 0.0000 LR: 9.359e-02 Score 98.585 Data time: 0.0759, Forward time: 0.7730, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.0407 [2020-10-18 18:22:06,593][root][INFO] - ===> Epoch[852](4256/5): Loss -0.6883, Sem 0.0415, dir -0.9674, norm 0.2376, swav 0.0000 LR: 9.359e-02 Score 98.603 Data time: 0.0648, Forward time: 0.7730, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.1562 [2020-10-18 18:22:08,790][root][INFO] - ===> Epoch[852](4257/5): Loss -0.6507, Sem 0.0439, dir -0.9640, norm 0.2695, swav 0.0000 LR: 9.359e-02 Score 98.592 Data time: 0.0924, Forward time: 0.7730, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.0943 [2020-10-18 18:22:10,726][root][INFO] - ===> Epoch[852](4258/5): Loss -0.6830, Sem 0.0405, dir -0.9685, norm 0.2451, swav 0.0000 LR: 9.359e-02 Score 98.679 Data time: 0.0587, Forward time: 0.7730, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.8242 [2020-10-18 18:22:13,177][root][INFO] - ===> Epoch[852](4259/5): Loss -0.6697, Sem 0.0458, dir -0.9656, norm 0.2502, swav 0.0000 LR: 9.359e-02 Score 98.481 Data time: 0.0787, Forward time: 0.7730, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.3632 [2020-10-18 18:22:15,533][root][INFO] - ===> Epoch[852](4260/5): Loss -0.6702, Sem 0.0463, dir -0.9660, norm 0.2495, swav 0.0000 LR: 9.359e-02 Score 98.480 Data time: 0.0623, Forward time: 0.7729, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.2583 [2020-10-18 18:22:17,642][root][INFO] - ===> Epoch[853](4261/5): Loss -0.6743, Sem 0.0444, dir -0.9648, norm 0.2461, swav 0.0000 LR: 9.359e-02 Score 98.513 Data time: 0.0751, Forward time: 0.7729, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.0273 [2020-10-18 18:22:20,076][root][INFO] - ===> Epoch[853](4262/5): Loss -0.6547, Sem 0.0433, dir -0.9655, norm 0.2675, swav 0.0000 LR: 9.358e-02 Score 98.550 Data time: 0.0955, Forward time: 0.7730, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.3389 [2020-10-18 18:22:22,218][root][INFO] - ===> Epoch[853](4263/5): Loss -0.6783, Sem 0.0388, dir -0.9680, norm 0.2510, swav 0.0000 LR: 9.358e-02 Score 98.717 Data time: 0.0774, Forward time: 0.7730, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.0113 [2020-10-18 18:22:24,944][root][INFO] - ===> Epoch[853](4264/5): Loss -0.6966, Sem 0.0378, dir -0.9707, norm 0.2363, swav 0.0000 LR: 9.358e-02 Score 98.770 Data time: 0.0730, Forward time: 0.7730, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.6300 [2020-10-18 18:22:27,012][root][INFO] - ===> Epoch[853](4265/5): Loss -0.6715, Sem 0.0468, dir -0.9618, norm 0.2435, swav 0.0000 LR: 9.358e-02 Score 98.411 Data time: 0.0922, Forward time: 0.7730, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.9729 [2020-10-18 18:22:29,106][root][INFO] - ===> Epoch[854](4266/5): Loss -0.6675, Sem 0.0438, dir -0.9646, norm 0.2533, swav 0.0000 LR: 9.358e-02 Score 98.545 Data time: 0.0800, Forward time: 0.7730, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.9841 [2020-10-18 18:22:31,208][root][INFO] - ===> Epoch[854](4267/5): Loss -0.6884, Sem 0.0388, dir -0.9690, norm 0.2417, swav 0.0000 LR: 9.358e-02 Score 98.712 Data time: 0.0817, Forward time: 0.7731, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.0171 [2020-10-18 18:22:33,732][root][INFO] - ===> Epoch[854](4268/5): Loss -0.6737, Sem 0.0429, dir -0.9667, norm 0.2502, swav 0.0000 LR: 9.357e-02 Score 98.633 Data time: 0.0655, Forward time: 0.7730, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.4092 [2020-10-18 18:22:36,135][root][INFO] - ===> Epoch[854](4269/5): Loss -0.6702, Sem 0.0430, dir -0.9694, norm 0.2562, swav 0.0000 LR: 9.357e-02 Score 98.590 Data time: 0.0678, Forward time: 0.7730, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.2849 [2020-10-18 18:22:38,302][root][INFO] - ===> Epoch[854](4270/5): Loss -0.6689, Sem 0.0425, dir -0.9637, norm 0.2523, swav 0.0000 LR: 9.357e-02 Score 98.591 Data time: 0.2442, Forward time: 0.7730, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.0672 [2020-10-18 18:22:40,627][root][INFO] - ===> Epoch[855](4271/5): Loss -0.6435, Sem 0.0445, dir -0.9629, norm 0.2749, swav 0.0000 LR: 9.357e-02 Score 98.566 Data time: 0.0881, Forward time: 0.7731, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.2175 [2020-10-18 18:22:42,731][root][INFO] - ===> Epoch[855](4272/5): Loss -0.6841, Sem 0.0403, dir -0.9687, norm 0.2443, swav 0.0000 LR: 9.357e-02 Score 98.642 Data time: 0.0755, Forward time: 0.7731, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.9823 [2020-10-18 18:22:45,314][root][INFO] - ===> Epoch[855](4273/5): Loss -0.6751, Sem 0.0412, dir -0.9670, norm 0.2507, swav 0.0000 LR: 9.357e-02 Score 98.642 Data time: 0.0626, Forward time: 0.7731, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.4831 [2020-10-18 18:22:47,084][root][INFO] - ===> Epoch[855](4274/5): Loss -0.6719, Sem 0.0423, dir -0.9683, norm 0.2541, swav 0.0000 LR: 9.357e-02 Score 98.592 Data time: 0.0637, Forward time: 0.7731, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.6858 [2020-10-18 18:22:49,884][root][INFO] - ===> Epoch[855](4275/5): Loss -0.6695, Sem 0.0415, dir -0.9698, norm 0.2588, swav 0.0000 LR: 9.356e-02 Score 98.631 Data time: 0.0620, Forward time: 0.7731, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.6974 [2020-10-18 18:22:52,375][root][INFO] - ===> Epoch[856](4276/5): Loss -0.6674, Sem 0.0427, dir -0.9651, norm 0.2549, swav 0.0000 LR: 9.356e-02 Score 98.609 Data time: 0.0842, Forward time: 0.7731, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.3838 [2020-10-18 18:22:54,539][root][INFO] - ===> Epoch[856](4277/5): Loss -0.6563, Sem 0.0430, dir -0.9630, norm 0.2637, swav 0.0000 LR: 9.356e-02 Score 98.579 Data time: 0.0417, Forward time: 0.7730, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.0427 [2020-10-18 18:22:56,500][root][INFO] - ===> Epoch[856](4278/5): Loss -0.6589, Sem 0.0444, dir -0.9648, norm 0.2615, swav 0.0000 LR: 9.356e-02 Score 98.516 Data time: 0.0639, Forward time: 0.7730, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 1.8711 [2020-10-18 18:22:58,848][root][INFO] - ===> Epoch[856](4279/5): Loss -0.6638, Sem 0.0364, dir -0.9661, norm 0.2659, swav 0.0000 LR: 9.356e-02 Score 98.790 Data time: 0.0621, Forward time: 0.7729, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.2514 [2020-10-18 18:23:00,722][root][INFO] - ===> Epoch[856](4280/5): Loss -0.6620, Sem 0.0416, dir -0.9693, norm 0.2658, swav 0.0000 LR: 9.356e-02 Score 98.630 Data time: 0.0751, Forward time: 0.7729, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 1.7712 [2020-10-18 18:23:02,702][root][INFO] - ===> Epoch[857](4281/5): Loss -0.6707, Sem 0.0443, dir -0.9676, norm 0.2526, swav 0.0000 LR: 9.356e-02 Score 98.522 Data time: 0.0517, Forward time: 0.7729, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 1.8413 [2020-10-18 18:23:04,519][root][INFO] - ===> Epoch[857](4282/5): Loss -0.6688, Sem 0.0428, dir -0.9664, norm 0.2547, swav 0.0000 LR: 9.355e-02 Score 98.593 Data time: 0.0672, Forward time: 0.7729, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.7223 [2020-10-18 18:23:06,569][root][INFO] - ===> Epoch[857](4283/5): Loss -0.6605, Sem 0.0416, dir -0.9660, norm 0.2639, swav 0.0000 LR: 9.355e-02 Score 98.606 Data time: 0.0495, Forward time: 0.7728, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.9428 [2020-10-18 18:23:08,857][root][INFO] - ===> Epoch[857](4284/5): Loss -0.6349, Sem 0.0462, dir -0.9658, norm 0.2846, swav 0.0000 LR: 9.355e-02 Score 98.558 Data time: 0.1923, Forward time: 0.7729, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.1928 [2020-10-18 18:23:10,840][root][INFO] - ===> Epoch[857](4285/5): Loss -0.6414, Sem 0.0386, dir -0.9673, norm 0.2874, swav 0.0000 LR: 9.355e-02 Score 98.695 Data time: 0.0717, Forward time: 0.7729, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.8565 [2020-10-18 18:23:12,808][root][INFO] - ===> Epoch[858](4286/5): Loss -0.6401, Sem 0.0548, dir -0.9623, norm 0.2674, swav 0.0000 LR: 9.355e-02 Score 98.186 Data time: 0.0808, Forward time: 0.7729, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.8616 [2020-10-18 18:23:15,366][root][INFO] - ===> Epoch[858](4287/5): Loss -0.6573, Sem 0.0381, dir -0.9688, norm 0.2734, swav 0.0000 LR: 9.355e-02 Score 98.739 Data time: 0.0486, Forward time: 0.7729, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.4596 [2020-10-18 18:23:17,265][root][INFO] - ===> Epoch[858](4288/5): Loss -0.6408, Sem 0.0447, dir -0.9645, norm 0.2789, swav 0.0000 LR: 9.354e-02 Score 98.620 Data time: 0.0773, Forward time: 0.7729, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.8303 [2020-10-18 18:23:20,052][root][INFO] - ===> Epoch[858](4289/5): Loss -0.6300, Sem 0.0457, dir -0.9647, norm 0.2890, swav 0.0000 LR: 9.354e-02 Score 98.478 Data time: 0.0871, Forward time: 0.7728, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.6643 [2020-10-18 18:23:22,171][root][INFO] - ===> Epoch[858](4290/5): Loss -0.6400, Sem 0.0427, dir -0.9619, norm 0.2793, swav 0.0000 LR: 9.354e-02 Score 98.581 Data time: 0.0758, Forward time: 0.7728, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.0390 [2020-10-18 18:23:24,386][root][INFO] - ===> Epoch[859](4291/5): Loss -0.6587, Sem 0.0398, dir -0.9658, norm 0.2673, swav 0.0000 LR: 9.354e-02 Score 98.700 Data time: 0.0812, Forward time: 0.7729, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.1023 [2020-10-18 18:23:27,775][root][INFO] - ===> Epoch[859](4292/5): Loss -0.6117, Sem 0.0468, dir -0.9614, norm 0.3030, swav 0.0000 LR: 9.354e-02 Score 98.454 Data time: 0.0787, Forward time: 0.7729, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 3.2829 [2020-10-18 18:23:29,974][root][INFO] - ===> Epoch[859](4293/5): Loss -0.6444, Sem 0.0471, dir -0.9640, norm 0.2725, swav 0.0000 LR: 9.354e-02 Score 98.436 Data time: 0.0804, Forward time: 0.7729, Backward time: 1.1957, DDP time: 0.0030, Total iter time: 2.0956 [2020-10-18 18:23:31,652][root][INFO] - ===> Epoch[859](4294/5): Loss -0.6591, Sem 0.0420, dir -0.9669, norm 0.2658, swav 0.0000 LR: 9.354e-02 Score 98.622 Data time: 0.0665, Forward time: 0.7728, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 1.5628 [2020-10-18 18:23:33,831][root][INFO] - ===> Epoch[859](4295/5): Loss -0.6363, Sem 0.0416, dir -0.9657, norm 0.2877, swav 0.0000 LR: 9.353e-02 Score 98.622 Data time: 0.0684, Forward time: 0.7728, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.0841 [2020-10-18 18:23:36,070][root][INFO] - ===> Epoch[860](4296/5): Loss -0.6306, Sem 0.0477, dir -0.9590, norm 0.2807, swav 0.0000 LR: 9.353e-02 Score 98.464 Data time: 0.0603, Forward time: 0.7728, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.1275 [2020-10-18 18:23:38,256][root][INFO] - ===> Epoch[860](4297/5): Loss -0.6308, Sem 0.0443, dir -0.9621, norm 0.2870, swav 0.0000 LR: 9.353e-02 Score 98.519 Data time: 0.0780, Forward time: 0.7728, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.0863 [2020-10-18 18:23:40,437][root][INFO] - ===> Epoch[860](4298/5): Loss -0.6316, Sem 0.0429, dir -0.9650, norm 0.2905, swav 0.0000 LR: 9.353e-02 Score 98.620 Data time: 0.0825, Forward time: 0.7728, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.0615 [2020-10-18 18:23:42,876][root][INFO] - ===> Epoch[860](4299/5): Loss -0.6589, Sem 0.0443, dir -0.9656, norm 0.2624, swav 0.0000 LR: 9.353e-02 Score 98.500 Data time: 0.0772, Forward time: 0.7728, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 2.3161 [2020-10-18 18:23:44,967][root][INFO] - ===> Epoch[860](4300/5): Loss -0.6402, Sem 0.0406, dir -0.9652, norm 0.2844, swav 0.0000 LR: 9.353e-02 Score 98.695 Data time: 0.0774, Forward time: 0.7728, Backward time: 1.1956, DDP time: 0.0030, Total iter time: 1.9784 [2020-10-18 18:23:46,297][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 18:23:48,076][root][INFO] - ===> Epoch[861](4301/5): Loss -0.6351, Sem 0.0421, dir -0.9646, norm 0.2874, swav 0.0000 LR: 9.352e-02 Score 98.613 Data time: 0.0602, Forward time: 0.7728, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 1.5924 [2020-10-18 18:23:50,287][root][INFO] - ===> Epoch[861](4302/5): Loss -0.6659, Sem 0.0440, dir -0.9626, norm 0.2527, swav 0.0000 LR: 9.352e-02 Score 98.531 Data time: 0.0701, Forward time: 0.7728, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.1066 [2020-10-18 18:23:52,435][root][INFO] - ===> Epoch[861](4303/5): Loss -0.5878, Sem 0.0498, dir -0.9575, norm 0.3200, swav 0.0000 LR: 9.352e-02 Score 98.343 Data time: 0.0935, Forward time: 0.7728, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.0287 [2020-10-18 18:23:54,334][root][INFO] - ===> Epoch[861](4304/5): Loss -0.6817, Sem 0.0447, dir -0.9654, norm 0.2390, swav 0.0000 LR: 9.352e-02 Score 98.489 Data time: 0.0809, Forward time: 0.7728, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.7783 [2020-10-18 18:23:57,016][root][INFO] - ===> Epoch[861](4305/5): Loss -0.6223, Sem 0.0421, dir -0.9623, norm 0.2980, swav 0.0000 LR: 9.352e-02 Score 98.616 Data time: 0.0740, Forward time: 0.7728, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.5422 [2020-10-18 18:23:59,160][root][INFO] - ===> Epoch[862](4306/5): Loss -0.6219, Sem 0.0489, dir -0.9611, norm 0.2903, swav 0.0000 LR: 9.352e-02 Score 98.413 Data time: 0.0936, Forward time: 0.7729, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.0179 [2020-10-18 18:24:01,488][root][INFO] - ===> Epoch[862](4307/5): Loss -0.6368, Sem 0.0440, dir -0.9614, norm 0.2805, swav 0.0000 LR: 9.352e-02 Score 98.585 Data time: 0.0832, Forward time: 0.7729, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.1780 [2020-10-18 18:24:03,703][root][INFO] - ===> Epoch[862](4308/5): Loss -0.6271, Sem 0.0477, dir -0.9602, norm 0.2853, swav 0.0000 LR: 9.351e-02 Score 98.420 Data time: 0.0863, Forward time: 0.7729, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.0886 [2020-10-18 18:24:05,776][root][INFO] - ===> Epoch[862](4309/5): Loss -0.6347, Sem 0.0461, dir -0.9643, norm 0.2835, swav 0.0000 LR: 9.351e-02 Score 98.492 Data time: 0.0422, Forward time: 0.7729, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.9624 [2020-10-18 18:24:07,966][root][INFO] - ===> Epoch[862](4310/5): Loss -0.6334, Sem 0.0427, dir -0.9608, norm 0.2847, swav 0.0000 LR: 9.351e-02 Score 98.585 Data time: 0.0949, Forward time: 0.7729, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.0883 [2020-10-18 18:24:10,174][root][INFO] - ===> Epoch[863](4311/5): Loss -0.6541, Sem 0.0416, dir -0.9665, norm 0.2709, swav 0.0000 LR: 9.351e-02 Score 98.610 Data time: 0.0670, Forward time: 0.7729, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.0837 [2020-10-18 18:24:12,221][root][INFO] - ===> Epoch[863](4312/5): Loss -0.6641, Sem 0.0445, dir -0.9654, norm 0.2568, swav 0.0000 LR: 9.351e-02 Score 98.498 Data time: 0.0911, Forward time: 0.7729, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.9513 [2020-10-18 18:24:15,157][root][INFO] - ===> Epoch[863](4313/5): Loss -0.6603, Sem 0.0411, dir -0.9651, norm 0.2637, swav 0.0000 LR: 9.351e-02 Score 98.651 Data time: 0.1271, Forward time: 0.7730, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.8274 [2020-10-18 18:24:17,374][root][INFO] - ===> Epoch[863](4314/5): Loss -0.6715, Sem 0.0449, dir -0.9659, norm 0.2496, swav 0.0000 LR: 9.351e-02 Score 98.502 Data time: 0.0833, Forward time: 0.7730, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.1232 [2020-10-18 18:24:19,159][root][INFO] - ===> Epoch[863](4315/5): Loss -0.6530, Sem 0.0484, dir -0.9629, norm 0.2615, swav 0.0000 LR: 9.350e-02 Score 98.387 Data time: 0.0776, Forward time: 0.7730, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.6955 [2020-10-18 18:24:21,568][root][INFO] - ===> Epoch[864](4316/5): Loss -0.6137, Sem 0.0565, dir -0.9612, norm 0.2911, swav 0.0000 LR: 9.350e-02 Score 98.201 Data time: 0.0902, Forward time: 0.7730, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.3207 [2020-10-18 18:24:23,858][root][INFO] - ===> Epoch[864](4317/5): Loss -0.6410, Sem 0.0421, dir -0.9632, norm 0.2801, swav 0.0000 LR: 9.350e-02 Score 98.596 Data time: 0.0761, Forward time: 0.7730, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.1983 [2020-10-18 18:24:25,965][root][INFO] - ===> Epoch[864](4318/5): Loss -0.6694, Sem 0.0448, dir -0.9660, norm 0.2517, swav 0.0000 LR: 9.350e-02 Score 98.503 Data time: 0.0888, Forward time: 0.7730, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.9816 [2020-10-18 18:24:27,738][root][INFO] - ===> Epoch[864](4319/5): Loss -0.6632, Sem 0.0469, dir -0.9636, norm 0.2535, swav 0.0000 LR: 9.350e-02 Score 98.480 Data time: 0.0679, Forward time: 0.7730, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.6753 [2020-10-18 18:24:30,213][root][INFO] - ===> Epoch[864](4320/5): Loss -0.6469, Sem 0.0433, dir -0.9654, norm 0.2751, swav 0.0000 LR: 9.350e-02 Score 98.574 Data time: 0.0799, Forward time: 0.7730, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.3775 [2020-10-18 18:24:32,386][root][INFO] - ===> Epoch[865](4321/5): Loss -0.6678, Sem 0.0363, dir -0.9668, norm 0.2626, swav 0.0000 LR: 9.349e-02 Score 98.780 Data time: 0.0561, Forward time: 0.7730, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0411 [2020-10-18 18:24:34,142][root][INFO] - ===> Epoch[865](4322/5): Loss -0.6734, Sem 0.0437, dir -0.9647, norm 0.2476, swav 0.0000 LR: 9.349e-02 Score 98.602 Data time: 0.2713, Forward time: 0.7729, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.6876 [2020-10-18 18:24:36,722][root][INFO] - ===> Epoch[865](4323/5): Loss -0.6696, Sem 0.0411, dir -0.9648, norm 0.2541, swav 0.0000 LR: 9.349e-02 Score 98.631 Data time: 0.1785, Forward time: 0.7730, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.5230 [2020-10-18 18:24:38,588][root][INFO] - ===> Epoch[865](4324/5): Loss -0.6675, Sem 0.0442, dir -0.9644, norm 0.2527, swav 0.0000 LR: 9.349e-02 Score 98.550 Data time: 0.0937, Forward time: 0.7730, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.7516 [2020-10-18 18:24:40,761][root][INFO] - ===> Epoch[865](4325/5): Loss -0.6497, Sem 0.0476, dir -0.9640, norm 0.2667, swav 0.0000 LR: 9.349e-02 Score 98.436 Data time: 0.0860, Forward time: 0.7730, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.0804 [2020-10-18 18:24:42,895][root][INFO] - ===> Epoch[866](4326/5): Loss -0.6834, Sem 0.0415, dir -0.9669, norm 0.2419, swav 0.0000 LR: 9.349e-02 Score 98.620 Data time: 0.1121, Forward time: 0.7731, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0318 [2020-10-18 18:24:45,357][root][INFO] - ===> Epoch[866](4327/5): Loss -0.6741, Sem 0.0406, dir -0.9672, norm 0.2525, swav 0.0000 LR: 9.349e-02 Score 98.622 Data time: 0.0579, Forward time: 0.7730, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.3547 [2020-10-18 18:24:47,802][root][INFO] - ===> Epoch[866](4328/5): Loss -0.6917, Sem 0.0377, dir -0.9673, norm 0.2379, swav 0.0000 LR: 9.348e-02 Score 98.748 Data time: 0.1317, Forward time: 0.7731, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.3534 [2020-10-18 18:24:49,940][root][INFO] - ===> Epoch[866](4329/5): Loss -0.6808, Sem 0.0424, dir -0.9683, norm 0.2451, swav 0.0000 LR: 9.348e-02 Score 98.609 Data time: 0.0759, Forward time: 0.7731, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0307 [2020-10-18 18:24:51,698][root][INFO] - ===> Epoch[866](4330/5): Loss -0.6741, Sem 0.0421, dir -0.9661, norm 0.2499, swav 0.0000 LR: 9.348e-02 Score 98.616 Data time: 0.0750, Forward time: 0.7731, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.6611 [2020-10-18 18:24:54,169][root][INFO] - ===> Epoch[867](4331/5): Loss -0.6647, Sem 0.0471, dir -0.9644, norm 0.2526, swav 0.0000 LR: 9.348e-02 Score 98.434 Data time: 0.0697, Forward time: 0.7731, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.3761 [2020-10-18 18:24:56,358][root][INFO] - ===> Epoch[867](4332/5): Loss -0.6803, Sem 0.0409, dir -0.9674, norm 0.2461, swav 0.0000 LR: 9.348e-02 Score 98.630 Data time: 0.0730, Forward time: 0.7731, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0940 [2020-10-18 18:24:58,964][root][INFO] - ===> Epoch[867](4333/5): Loss -0.6792, Sem 0.0398, dir -0.9691, norm 0.2501, swav 0.0000 LR: 9.348e-02 Score 98.696 Data time: 0.0775, Forward time: 0.7731, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.5041 [2020-10-18 18:25:01,217][root][INFO] - ===> Epoch[867](4334/5): Loss -0.6617, Sem 0.0432, dir -0.9655, norm 0.2606, swav 0.0000 LR: 9.347e-02 Score 98.604 Data time: 0.0530, Forward time: 0.7730, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.1395 [2020-10-18 18:25:03,396][root][INFO] - ===> Epoch[867](4335/5): Loss -0.6693, Sem 0.0437, dir -0.9641, norm 0.2510, swav 0.0000 LR: 9.347e-02 Score 98.526 Data time: 0.0942, Forward time: 0.7730, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.0922 [2020-10-18 18:25:05,494][root][INFO] - ===> Epoch[868](4336/5): Loss -0.6568, Sem 0.0446, dir -0.9643, norm 0.2628, swav 0.0000 LR: 9.347e-02 Score 98.503 Data time: 0.0666, Forward time: 0.7730, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.9953 [2020-10-18 18:25:07,535][root][INFO] - ===> Epoch[868](4337/5): Loss -0.6834, Sem 0.0392, dir -0.9672, norm 0.2446, swav 0.0000 LR: 9.347e-02 Score 98.659 Data time: 0.0846, Forward time: 0.7730, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.9416 [2020-10-18 18:25:09,611][root][INFO] - ===> Epoch[868](4338/5): Loss -0.6546, Sem 0.0422, dir -0.9705, norm 0.2737, swav 0.0000 LR: 9.347e-02 Score 98.599 Data time: 0.0820, Forward time: 0.7730, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.9441 [2020-10-18 18:25:11,679][root][INFO] - ===> Epoch[868](4339/5): Loss -0.6899, Sem 0.0407, dir -0.9669, norm 0.2363, swav 0.0000 LR: 9.347e-02 Score 98.631 Data time: 0.0661, Forward time: 0.7730, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.9732 [2020-10-18 18:25:13,674][root][INFO] - ===> Epoch[868](4340/5): Loss -0.6723, Sem 0.0434, dir -0.9643, norm 0.2486, swav 0.0000 LR: 9.347e-02 Score 98.539 Data time: 0.0634, Forward time: 0.7730, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.8921 [2020-10-18 18:25:16,085][root][INFO] - ===> Epoch[869](4341/5): Loss -0.6650, Sem 0.0464, dir -0.9660, norm 0.2546, swav 0.0000 LR: 9.346e-02 Score 98.458 Data time: 0.0480, Forward time: 0.7729, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.3078 [2020-10-18 18:25:18,721][root][INFO] - ===> Epoch[869](4342/5): Loss -0.6853, Sem 0.0382, dir -0.9689, norm 0.2453, swav 0.0000 LR: 9.346e-02 Score 98.722 Data time: 0.0450, Forward time: 0.7729, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.5792 [2020-10-18 18:25:20,876][root][INFO] - ===> Epoch[869](4343/5): Loss -0.6031, Sem 0.0523, dir -0.9618, norm 0.3065, swav 0.0000 LR: 9.346e-02 Score 98.341 Data time: 0.0547, Forward time: 0.7728, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0426 [2020-10-18 18:25:22,941][root][INFO] - ===> Epoch[869](4344/5): Loss -0.6768, Sem 0.0431, dir -0.9660, norm 0.2461, swav 0.0000 LR: 9.346e-02 Score 98.516 Data time: 0.0789, Forward time: 0.7728, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.9963 [2020-10-18 18:25:24,979][root][INFO] - ===> Epoch[869](4345/5): Loss -0.6801, Sem 0.0415, dir -0.9684, norm 0.2468, swav 0.0000 LR: 9.346e-02 Score 98.644 Data time: 0.1945, Forward time: 0.7728, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.9174 [2020-10-18 18:25:27,460][root][INFO] - ===> Epoch[870](4346/5): Loss -0.6669, Sem 0.0425, dir -0.9661, norm 0.2567, swav 0.0000 LR: 9.346e-02 Score 98.573 Data time: 0.1374, Forward time: 0.7729, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.3444 [2020-10-18 18:25:29,526][root][INFO] - ===> Epoch[870](4347/5): Loss -0.6839, Sem 0.0421, dir -0.9676, norm 0.2416, swav 0.0000 LR: 9.346e-02 Score 98.594 Data time: 0.0656, Forward time: 0.7729, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.9388 [2020-10-18 18:25:32,213][root][INFO] - ===> Epoch[870](4348/5): Loss -0.6665, Sem 0.0424, dir -0.9645, norm 0.2556, swav 0.0000 LR: 9.345e-02 Score 98.603 Data time: 0.0791, Forward time: 0.7729, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.5904 [2020-10-18 18:25:34,534][root][INFO] - ===> Epoch[870](4349/5): Loss -0.6864, Sem 0.0394, dir -0.9674, norm 0.2416, swav 0.0000 LR: 9.345e-02 Score 98.710 Data time: 0.0656, Forward time: 0.7729, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.2100 [2020-10-18 18:25:36,806][root][INFO] - ===> Epoch[870](4350/5): Loss -0.6552, Sem 0.0437, dir -0.9681, norm 0.2692, swav 0.0000 LR: 9.345e-02 Score 98.557 Data time: 0.0704, Forward time: 0.7729, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.1797 [2020-10-18 18:25:39,417][root][INFO] - ===> Epoch[871](4351/5): Loss -0.6448, Sem 0.0502, dir -0.9627, norm 0.2677, swav 0.0000 LR: 9.345e-02 Score 98.387 Data time: 0.0591, Forward time: 0.7728, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.5292 [2020-10-18 18:25:41,646][root][INFO] - ===> Epoch[871](4352/5): Loss -0.6549, Sem 0.0438, dir -0.9678, norm 0.2690, swav 0.0000 LR: 9.345e-02 Score 98.601 Data time: 0.0692, Forward time: 0.7728, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.1443 [2020-10-18 18:25:43,790][root][INFO] - ===> Epoch[871](4353/5): Loss -0.6629, Sem 0.0494, dir -0.9673, norm 0.2549, swav 0.0000 LR: 9.345e-02 Score 98.378 Data time: 0.0491, Forward time: 0.7727, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.0388 [2020-10-18 18:25:45,833][root][INFO] - ===> Epoch[871](4354/5): Loss -0.6475, Sem 0.0400, dir -0.9671, norm 0.2796, swav 0.0000 LR: 9.344e-02 Score 98.705 Data time: 0.0553, Forward time: 0.7727, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.9571 [2020-10-18 18:25:48,076][root][INFO] - ===> Epoch[871](4355/5): Loss -0.6426, Sem 0.0467, dir -0.9617, norm 0.2724, swav 0.0000 LR: 9.344e-02 Score 98.475 Data time: 0.0767, Forward time: 0.7727, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.1360 [2020-10-18 18:25:50,330][root][INFO] - ===> Epoch[872](4356/5): Loss -0.6748, Sem 0.0436, dir -0.9684, norm 0.2500, swav 0.0000 LR: 9.344e-02 Score 98.563 Data time: 0.0721, Forward time: 0.7727, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.1232 [2020-10-18 18:25:52,673][root][INFO] - ===> Epoch[872](4357/5): Loss -0.6516, Sem 0.0463, dir -0.9665, norm 0.2685, swav 0.0000 LR: 9.344e-02 Score 98.477 Data time: 0.0952, Forward time: 0.7727, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.2382 [2020-10-18 18:25:55,046][root][INFO] - ===> Epoch[872](4358/5): Loss -0.6440, Sem 0.0484, dir -0.9658, norm 0.2734, swav 0.0000 LR: 9.344e-02 Score 98.427 Data time: 0.0888, Forward time: 0.7727, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.2455 [2020-10-18 18:25:57,043][root][INFO] - ===> Epoch[872](4359/5): Loss -0.6770, Sem 0.0437, dir -0.9657, norm 0.2450, swav 0.0000 LR: 9.344e-02 Score 98.545 Data time: 0.0727, Forward time: 0.7727, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.8808 [2020-10-18 18:25:59,138][root][INFO] - ===> Epoch[872](4360/5): Loss -0.6567, Sem 0.0414, dir -0.9683, norm 0.2702, swav 0.0000 LR: 9.344e-02 Score 98.631 Data time: 0.0790, Forward time: 0.7728, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.9820 [2020-10-18 18:26:01,727][root][INFO] - ===> Epoch[873](4361/5): Loss -0.6812, Sem 0.0428, dir -0.9680, norm 0.2439, swav 0.0000 LR: 9.343e-02 Score 98.596 Data time: 0.0649, Forward time: 0.7727, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.4822 [2020-10-18 18:26:03,582][root][INFO] - ===> Epoch[873](4362/5): Loss -0.6344, Sem 0.0443, dir -0.9630, norm 0.2843, swav 0.0000 LR: 9.343e-02 Score 98.568 Data time: 0.0721, Forward time: 0.7727, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.7387 [2020-10-18 18:26:05,503][root][INFO] - ===> Epoch[873](4363/5): Loss -0.6651, Sem 0.0519, dir -0.9653, norm 0.2483, swav 0.0000 LR: 9.343e-02 Score 98.286 Data time: 0.0542, Forward time: 0.7727, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.8106 [2020-10-18 18:26:07,878][root][INFO] - ===> Epoch[873](4364/5): Loss -0.6683, Sem 0.0406, dir -0.9698, norm 0.2609, swav 0.0000 LR: 9.343e-02 Score 98.670 Data time: 0.0594, Forward time: 0.7726, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.2703 [2020-10-18 18:26:10,133][root][INFO] - ===> Epoch[873](4365/5): Loss -0.6656, Sem 0.0433, dir -0.9675, norm 0.2585, swav 0.0000 LR: 9.343e-02 Score 98.566 Data time: 0.0627, Forward time: 0.7726, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.1445 [2020-10-18 18:26:12,050][root][INFO] - ===> Epoch[874](4366/5): Loss -0.6883, Sem 0.0432, dir -0.9663, norm 0.2348, swav 0.0000 LR: 9.343e-02 Score 98.552 Data time: 0.0556, Forward time: 0.7726, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.7982 [2020-10-18 18:26:14,038][root][INFO] - ===> Epoch[874](4367/5): Loss -0.6740, Sem 0.0453, dir -0.9658, norm 0.2465, swav 0.0000 LR: 9.343e-02 Score 98.470 Data time: 0.0582, Forward time: 0.7725, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.8899 [2020-10-18 18:26:16,640][root][INFO] - ===> Epoch[874](4368/5): Loss -0.6637, Sem 0.0448, dir -0.9692, norm 0.2607, swav 0.0000 LR: 9.342e-02 Score 98.579 Data time: 0.0694, Forward time: 0.7725, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.4897 [2020-10-18 18:26:18,805][root][INFO] - ===> Epoch[874](4369/5): Loss -0.6598, Sem 0.0487, dir -0.9630, norm 0.2545, swav 0.0000 LR: 9.342e-02 Score 98.389 Data time: 0.0634, Forward time: 0.7725, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.0431 [2020-10-18 18:26:20,810][root][INFO] - ===> Epoch[874](4370/5): Loss -0.6690, Sem 0.0403, dir -0.9674, norm 0.2581, swav 0.0000 LR: 9.342e-02 Score 98.639 Data time: 0.0835, Forward time: 0.7725, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.9164 [2020-10-18 18:26:23,314][root][INFO] - ===> Epoch[875](4371/5): Loss -0.6766, Sem 0.0418, dir -0.9681, norm 0.2497, swav 0.0000 LR: 9.342e-02 Score 98.628 Data time: 0.0761, Forward time: 0.7725, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.4002 [2020-10-18 18:26:25,553][root][INFO] - ===> Epoch[875](4372/5): Loss -0.6149, Sem 0.0476, dir -0.9631, norm 0.3006, swav 0.0000 LR: 9.342e-02 Score 98.401 Data time: 0.0971, Forward time: 0.7725, Backward time: 1.1955, DDP time: 0.0030, Total iter time: 2.1395 [2020-10-18 18:26:27,435][root][INFO] - ===> Epoch[875](4373/5): Loss -0.6794, Sem 0.0443, dir -0.9630, norm 0.2393, swav 0.0000 LR: 9.342e-02 Score 98.525 Data time: 0.0783, Forward time: 0.7725, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.7738 [2020-10-18 18:26:29,874][root][INFO] - ===> Epoch[875](4374/5): Loss -0.6708, Sem 0.0431, dir -0.9663, norm 0.2524, swav 0.0000 LR: 9.341e-02 Score 98.558 Data time: 0.0845, Forward time: 0.7725, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.3355 [2020-10-18 18:26:31,864][root][INFO] - ===> Epoch[875](4375/5): Loss -0.6630, Sem 0.0429, dir -0.9675, norm 0.2616, swav 0.0000 LR: 9.341e-02 Score 98.604 Data time: 0.0874, Forward time: 0.7725, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.8890 [2020-10-18 18:26:34,413][root][INFO] - ===> Epoch[876](4376/5): Loss -0.6457, Sem 0.0494, dir -0.9657, norm 0.2706, swav 0.0000 LR: 9.341e-02 Score 98.411 Data time: 0.1006, Forward time: 0.7726, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.4385 [2020-10-18 18:26:36,284][root][INFO] - ===> Epoch[876](4377/5): Loss -0.7095, Sem 0.0403, dir -0.9704, norm 0.2206, swav 0.0000 LR: 9.341e-02 Score 98.680 Data time: 0.0799, Forward time: 0.7726, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.7450 [2020-10-18 18:26:38,766][root][INFO] - ===> Epoch[876](4378/5): Loss -0.6569, Sem 0.0432, dir -0.9618, norm 0.2617, swav 0.0000 LR: 9.341e-02 Score 98.562 Data time: 0.0777, Forward time: 0.7726, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.3875 [2020-10-18 18:26:40,867][root][INFO] - ===> Epoch[876](4379/5): Loss -0.6752, Sem 0.0431, dir -0.9661, norm 0.2478, swav 0.0000 LR: 9.341e-02 Score 98.582 Data time: 0.0655, Forward time: 0.7726, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.9813 [2020-10-18 18:26:43,563][root][INFO] - ===> Epoch[876](4380/5): Loss -0.6502, Sem 0.0473, dir -0.9660, norm 0.2685, swav 0.0000 LR: 9.341e-02 Score 98.455 Data time: 0.0775, Forward time: 0.7726, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.5864 [2020-10-18 18:26:45,448][root][INFO] - ===> Epoch[877](4381/5): Loss -0.6931, Sem 0.0456, dir -0.9693, norm 0.2306, swav 0.0000 LR: 9.340e-02 Score 98.567 Data time: 0.0552, Forward time: 0.7725, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.7631 [2020-10-18 18:26:47,430][root][INFO] - ===> Epoch[877](4382/5): Loss -0.6883, Sem 0.0379, dir -0.9692, norm 0.2430, swav 0.0000 LR: 9.340e-02 Score 98.731 Data time: 0.0800, Forward time: 0.7725, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.8769 [2020-10-18 18:26:49,506][root][INFO] - ===> Epoch[877](4383/5): Loss -0.6611, Sem 0.0436, dir -0.9636, norm 0.2589, swav 0.0000 LR: 9.340e-02 Score 98.561 Data time: 0.0818, Forward time: 0.7726, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.9685 [2020-10-18 18:26:51,664][root][INFO] - ===> Epoch[877](4384/5): Loss -0.6882, Sem 0.0442, dir -0.9673, norm 0.2349, swav 0.0000 LR: 9.340e-02 Score 98.464 Data time: 0.0776, Forward time: 0.7726, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.0225 [2020-10-18 18:26:54,526][root][INFO] - ===> Epoch[877](4385/5): Loss -0.6806, Sem 0.0421, dir -0.9688, norm 0.2461, swav 0.0000 LR: 9.340e-02 Score 98.633 Data time: 0.0521, Forward time: 0.7725, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 2.7632 [2020-10-18 18:26:56,496][root][INFO] - ===> Epoch[878](4386/5): Loss -0.6858, Sem 0.0447, dir -0.9687, norm 0.2382, swav 0.0000 LR: 9.340e-02 Score 98.534 Data time: 0.0869, Forward time: 0.7726, Backward time: 1.1954, DDP time: 0.0030, Total iter time: 1.8965 [2020-10-18 18:26:58,479][root][INFO] - ===> Epoch[878](4387/5): Loss -0.6875, Sem 0.0460, dir -0.9662, norm 0.2327, swav 0.0000 LR: 9.339e-02 Score 98.451 Data time: 0.0669, Forward time: 0.7726, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.8922 [2020-10-18 18:27:00,522][root][INFO] - ===> Epoch[878](4388/5): Loss -0.6421, Sem 0.0508, dir -0.9637, norm 0.2708, swav 0.0000 LR: 9.339e-02 Score 98.393 Data time: 0.0592, Forward time: 0.7725, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 1.9470 [2020-10-18 18:27:02,727][root][INFO] - ===> Epoch[878](4389/5): Loss -0.6728, Sem 0.0408, dir -0.9695, norm 0.2560, swav 0.0000 LR: 9.339e-02 Score 98.680 Data time: 0.0977, Forward time: 0.7725, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.1018 [2020-10-18 18:27:04,680][root][INFO] - ===> Epoch[878](4390/5): Loss -0.6999, Sem 0.0418, dir -0.9688, norm 0.2272, swav 0.0000 LR: 9.339e-02 Score 98.600 Data time: 0.0766, Forward time: 0.7725, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.8299 [2020-10-18 18:27:06,944][root][INFO] - ===> Epoch[879](4391/5): Loss -0.7088, Sem 0.0409, dir -0.9701, norm 0.2203, swav 0.0000 LR: 9.339e-02 Score 98.635 Data time: 0.2215, Forward time: 0.7725, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.1643 [2020-10-18 18:27:09,227][root][INFO] - ===> Epoch[879](4392/5): Loss -0.6600, Sem 0.0415, dir -0.9670, norm 0.2655, swav 0.0000 LR: 9.339e-02 Score 98.595 Data time: 0.0815, Forward time: 0.7726, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.1841 [2020-10-18 18:27:11,923][root][INFO] - ===> Epoch[879](4393/5): Loss -0.6754, Sem 0.0437, dir -0.9660, norm 0.2469, swav 0.0000 LR: 9.339e-02 Score 98.532 Data time: 0.0745, Forward time: 0.7725, Backward time: 1.1953, DDP time: 0.0030, Total iter time: 2.5772 [2020-10-18 18:27:13,809][root][INFO] - ===> Epoch[879](4394/5): Loss -0.6676, Sem 0.0454, dir -0.9668, norm 0.2538, swav 0.0000 LR: 9.338e-02 Score 98.484 Data time: 0.2178, Forward time: 0.7725, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.7902 [2020-10-18 18:27:16,278][root][INFO] - ===> Epoch[879](4395/5): Loss -0.6656, Sem 0.0422, dir -0.9673, norm 0.2595, swav 0.0000 LR: 9.338e-02 Score 98.620 Data time: 0.1082, Forward time: 0.7726, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.3980 [2020-10-18 18:27:18,433][root][INFO] - ===> Epoch[880](4396/5): Loss -0.6627, Sem 0.0423, dir -0.9628, norm 0.2578, swav 0.0000 LR: 9.338e-02 Score 98.581 Data time: 0.0667, Forward time: 0.7726, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.0288 [2020-10-18 18:27:20,339][root][INFO] - ===> Epoch[880](4397/5): Loss -0.6829, Sem 0.0451, dir -0.9674, norm 0.2394, swav 0.0000 LR: 9.338e-02 Score 98.503 Data time: 0.0511, Forward time: 0.7725, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 1.8246 [2020-10-18 18:27:22,593][root][INFO] - ===> Epoch[880](4398/5): Loss -0.6678, Sem 0.0431, dir -0.9653, norm 0.2545, swav 0.0000 LR: 9.338e-02 Score 98.572 Data time: 0.1151, Forward time: 0.7726, Backward time: 1.1952, DDP time: 0.0030, Total iter time: 2.1890 [2020-10-18 18:27:24,271][root][INFO] - ===> Epoch[880](4399/5): Loss -0.6839, Sem 0.0450, dir -0.9632, norm 0.2343, swav 0.0000 LR: 9.338e-02 Score 98.514 Data time: 0.0576, Forward time: 0.7726, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.5688 [2020-10-18 18:27:26,549][root][INFO] - ===> Epoch[880](4400/5): Loss -0.6463, Sem 0.0475, dir -0.9668, norm 0.2730, swav 0.0000 LR: 9.338e-02 Score 98.439 Data time: 0.1172, Forward time: 0.7726, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.2025 [2020-10-18 18:27:27,708][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 18:27:27,859][root][INFO] - ===> Start testing [2020-10-18 18:28:04,564][root][INFO] - 68/68: Data time: 0.0022, Iter time: 0.1165 Loss 1.214 (AVG: 0.470) Score 76.890 (AVG: 90.264) mIOU 68.713 mAP 84.275 mAcc 75.870 IOU: 60.888 0.000 79.485 73.631 95.320 89.960 29.926 78.495 98.482 65.871 79.648 85.528 56.037 mAP: 83.906 9.662 93.876 89.429 99.054 98.440 57.821 94.479 99.819 86.701 94.197 95.394 92.800 mAcc: 75.306 0.000 88.368 83.125 96.829 95.819 33.384 90.322 99.208 77.022 91.310 96.065 59.556 [2020-10-18 18:28:04,566][root][INFO] - Finished test. Elapsed time: 36.7045 [2020-10-18 18:28:07,521][root][INFO] - [2020-10-18 18:28:07,521][root][INFO] - ################################################################ [2020-10-18 18:28:07,521][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 18:28:07,521][root][INFO] - ################################################################ [2020-10-18 18:28:07,521][root][INFO] - clutter : nan nan nan [2020-10-18 18:28:07,521][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 18:28:07,521][root][INFO] - board : 0.772 0.843 0.899 [2020-10-18 18:28:07,521][root][INFO] - bookcase : 0.235 0.375 0.528 [2020-10-18 18:28:07,521][root][INFO] - ceiling : 0.656 0.680 0.774 [2020-10-18 18:28:07,521][root][INFO] - chair : 0.793 0.881 0.905 [2020-10-18 18:28:07,521][root][INFO] - column : 0.168 0.266 0.356 [2020-10-18 18:28:07,521][root][INFO] - door : 0.642 0.824 0.913 [2020-10-18 18:28:07,521][root][INFO] - floor : 0.796 0.839 0.875 [2020-10-18 18:28:07,521][root][INFO] - sofa : 0.385 0.717 0.784 [2020-10-18 18:28:07,521][root][INFO] - table : 0.165 0.355 0.629 [2020-10-18 18:28:07,521][root][INFO] - wall : 0.471 0.680 0.797 [2020-10-18 18:28:07,521][root][INFO] - window : 0.464 0.737 0.762 [2020-10-18 18:28:07,521][root][INFO] - ---------------------------------------------------------------- [2020-10-18 18:28:07,522][root][INFO] - average : 0.462 0.600 0.685 [2020-10-18 18:28:07,522][root][INFO] - [2020-10-18 18:28:07,674][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 18:28:07,675][root][INFO] - Current best mIoU: 69.164 at iter 3800 [2020-10-18 18:28:09,079][root][INFO] - ===> Epoch[881](4401/5): Loss -0.7013, Sem 0.0433, dir -0.9680, norm 0.2235, swav 0.0000 LR: 9.337e-02 Score 98.528 Data time: 0.0645, Forward time: 0.7726, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.3988 [2020-10-18 18:28:11,226][root][INFO] - ===> Epoch[881](4402/5): Loss -0.6733, Sem 0.0444, dir -0.9666, norm 0.2488, swav 0.0000 LR: 9.337e-02 Score 98.552 Data time: 0.0929, Forward time: 0.7726, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0591 [2020-10-18 18:28:13,394][root][INFO] - ===> Epoch[881](4403/5): Loss -0.6751, Sem 0.0384, dir -0.9669, norm 0.2534, swav 0.0000 LR: 9.337e-02 Score 98.748 Data time: 0.0565, Forward time: 0.7726, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0719 [2020-10-18 18:28:15,903][root][INFO] - ===> Epoch[881](4404/5): Loss -0.6638, Sem 0.0407, dir -0.9661, norm 0.2616, swav 0.0000 LR: 9.337e-02 Score 98.653 Data time: 0.1190, Forward time: 0.7726, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.4762 [2020-10-18 18:28:18,364][root][INFO] - ===> Epoch[881](4405/5): Loss -0.6945, Sem 0.0404, dir -0.9691, norm 0.2342, swav 0.0000 LR: 9.337e-02 Score 98.664 Data time: 0.0850, Forward time: 0.7726, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.3734 [2020-10-18 18:28:20,466][root][INFO] - ===> Epoch[882](4406/5): Loss -0.6812, Sem 0.0403, dir -0.9697, norm 0.2483, swav 0.0000 LR: 9.337e-02 Score 98.682 Data time: 0.0746, Forward time: 0.7726, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.9916 [2020-10-18 18:28:22,583][root][INFO] - ===> Epoch[882](4407/5): Loss -0.6670, Sem 0.0446, dir -0.9661, norm 0.2545, swav 0.0000 LR: 9.336e-02 Score 98.548 Data time: 0.0584, Forward time: 0.7726, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0381 [2020-10-18 18:28:25,056][root][INFO] - ===> Epoch[882](4408/5): Loss -0.6546, Sem 0.0468, dir -0.9655, norm 0.2641, swav 0.0000 LR: 9.336e-02 Score 98.448 Data time: 0.0984, Forward time: 0.7726, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.4102 [2020-10-18 18:28:27,035][root][INFO] - ===> Epoch[882](4409/5): Loss -0.6547, Sem 0.0420, dir -0.9667, norm 0.2700, swav 0.0000 LR: 9.336e-02 Score 98.594 Data time: 0.0965, Forward time: 0.7726, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.8643 [2020-10-18 18:28:29,271][root][INFO] - ===> Epoch[882](4410/5): Loss -0.6804, Sem 0.0407, dir -0.9682, norm 0.2472, swav 0.0000 LR: 9.336e-02 Score 98.645 Data time: 0.0590, Forward time: 0.7726, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.1348 [2020-10-18 18:28:31,321][root][INFO] - ===> Epoch[883](4411/5): Loss -0.7036, Sem 0.0368, dir -0.9692, norm 0.2288, swav 0.0000 LR: 9.336e-02 Score 98.794 Data time: 0.0494, Forward time: 0.7725, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.9468 [2020-10-18 18:28:33,361][root][INFO] - ===> Epoch[883](4412/5): Loss -0.6619, Sem 0.0452, dir -0.9636, norm 0.2565, swav 0.0000 LR: 9.336e-02 Score 98.527 Data time: 0.0861, Forward time: 0.7725, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.9523 [2020-10-18 18:28:35,297][root][INFO] - ===> Epoch[883](4413/5): Loss -0.6873, Sem 0.0389, dir -0.9684, norm 0.2422, swav 0.0000 LR: 9.336e-02 Score 98.704 Data time: 0.0785, Forward time: 0.7725, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.8336 [2020-10-18 18:28:37,465][root][INFO] - ===> Epoch[883](4414/5): Loss -0.6742, Sem 0.0448, dir -0.9658, norm 0.2468, swav 0.0000 LR: 9.335e-02 Score 98.537 Data time: 0.0557, Forward time: 0.7725, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0667 [2020-10-18 18:28:39,894][root][INFO] - ===> Epoch[883](4415/5): Loss -0.6694, Sem 0.0411, dir -0.9674, norm 0.2570, swav 0.0000 LR: 9.335e-02 Score 98.638 Data time: 0.0719, Forward time: 0.7725, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.3560 [2020-10-18 18:28:41,886][root][INFO] - ===> Epoch[884](4416/5): Loss -0.6798, Sem 0.0577, dir -0.9678, norm 0.2304, swav 0.0000 LR: 9.335e-02 Score 98.404 Data time: 0.0479, Forward time: 0.7724, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.8571 [2020-10-18 18:28:43,802][root][INFO] - ===> Epoch[884](4417/5): Loss -0.6915, Sem 0.0389, dir -0.9692, norm 0.2388, swav 0.0000 LR: 9.335e-02 Score 98.693 Data time: 0.0577, Forward time: 0.7724, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.8632 [2020-10-18 18:28:45,932][root][INFO] - ===> Epoch[884](4418/5): Loss -0.6621, Sem 0.0505, dir -0.9661, norm 0.2535, swav 0.0000 LR: 9.335e-02 Score 98.431 Data time: 0.0703, Forward time: 0.7724, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0331 [2020-10-18 18:28:48,829][root][INFO] - ===> Epoch[884](4419/5): Loss -0.6651, Sem 0.0421, dir -0.9668, norm 0.2597, swav 0.0000 LR: 9.335e-02 Score 98.580 Data time: 0.0632, Forward time: 0.7724, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.7883 [2020-10-18 18:28:50,803][root][INFO] - ===> Epoch[884](4420/5): Loss -0.7037, Sem 0.0455, dir -0.9691, norm 0.2199, swav 0.0000 LR: 9.335e-02 Score 98.468 Data time: 0.0478, Forward time: 0.7723, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.8849 [2020-10-18 18:28:52,800][root][INFO] - ===> Epoch[885](4421/5): Loss -0.6670, Sem 0.0417, dir -0.9693, norm 0.2606, swav 0.0000 LR: 9.334e-02 Score 98.601 Data time: 0.0678, Forward time: 0.7723, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 1.9067 [2020-10-18 18:28:55,236][root][INFO] - ===> Epoch[885](4422/5): Loss -0.6577, Sem 0.0443, dir -0.9628, norm 0.2608, swav 0.0000 LR: 9.334e-02 Score 98.503 Data time: 0.0979, Forward time: 0.7723, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.3177 [2020-10-18 18:28:57,508][root][INFO] - ===> Epoch[885](4423/5): Loss -0.6718, Sem 0.0457, dir -0.9665, norm 0.2490, swav 0.0000 LR: 9.334e-02 Score 98.474 Data time: 0.0903, Forward time: 0.7723, Backward time: 1.1951, DDP time: 0.0030, Total iter time: 2.1310 [2020-10-18 18:28:59,461][root][INFO] - ===> Epoch[885](4424/5): Loss -0.6698, Sem 0.0444, dir -0.9659, norm 0.2517, swav 0.0000 LR: 9.334e-02 Score 98.515 Data time: 0.0842, Forward time: 0.7724, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.8305 [2020-10-18 18:29:01,524][root][INFO] - ===> Epoch[885](4425/5): Loss -0.6857, Sem 0.0424, dir -0.9683, norm 0.2402, swav 0.0000 LR: 9.334e-02 Score 98.568 Data time: 0.0754, Forward time: 0.7724, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 1.9477 [2020-10-18 18:29:03,509][root][INFO] - ===> Epoch[886](4426/5): Loss -0.6666, Sem 0.0405, dir -0.9676, norm 0.2606, swav 0.0000 LR: 9.334e-02 Score 98.644 Data time: 0.0844, Forward time: 0.7724, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.9041 [2020-10-18 18:29:05,670][root][INFO] - ===> Epoch[886](4427/5): Loss -0.6666, Sem 0.0450, dir -0.9660, norm 0.2543, swav 0.0000 LR: 9.333e-02 Score 98.515 Data time: 0.0640, Forward time: 0.7724, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0213 [2020-10-18 18:29:07,926][root][INFO] - ===> Epoch[886](4428/5): Loss -0.6798, Sem 0.0453, dir -0.9671, norm 0.2420, swav 0.0000 LR: 9.333e-02 Score 98.520 Data time: 0.0823, Forward time: 0.7724, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.1686 [2020-10-18 18:29:10,086][root][INFO] - ===> Epoch[886](4429/5): Loss -0.6408, Sem 0.0502, dir -0.9631, norm 0.2721, swav 0.0000 LR: 9.333e-02 Score 98.395 Data time: 0.0609, Forward time: 0.7724, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0370 [2020-10-18 18:29:12,370][root][INFO] - ===> Epoch[886](4430/5): Loss -0.6546, Sem 0.0437, dir -0.9636, norm 0.2653, swav 0.0000 LR: 9.333e-02 Score 98.554 Data time: 0.0689, Forward time: 0.7724, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.1872 [2020-10-18 18:29:14,454][root][INFO] - ===> Epoch[887](4431/5): Loss -0.6772, Sem 0.0394, dir -0.9680, norm 0.2515, swav 0.0000 LR: 9.333e-02 Score 98.702 Data time: 0.0662, Forward time: 0.7723, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.9580 [2020-10-18 18:29:16,842][root][INFO] - ===> Epoch[887](4432/5): Loss -0.6733, Sem 0.0436, dir -0.9673, norm 0.2504, swav 0.0000 LR: 9.333e-02 Score 98.538 Data time: 0.1425, Forward time: 0.7723, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.2913 [2020-10-18 18:29:18,987][root][INFO] - ===> Epoch[887](4433/5): Loss -0.6788, Sem 0.0440, dir -0.9660, norm 0.2432, swav 0.0000 LR: 9.333e-02 Score 98.552 Data time: 0.0981, Forward time: 0.7723, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0413 [2020-10-18 18:29:21,129][root][INFO] - ===> Epoch[887](4434/5): Loss -0.6782, Sem 0.0401, dir -0.9674, norm 0.2490, swav 0.0000 LR: 9.332e-02 Score 98.651 Data time: 0.2518, Forward time: 0.7724, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.0321 [2020-10-18 18:29:23,792][root][INFO] - ===> Epoch[887](4435/5): Loss -0.6696, Sem 0.0440, dir -0.9661, norm 0.2526, swav 0.0000 LR: 9.332e-02 Score 98.546 Data time: 0.0863, Forward time: 0.7724, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.5429 [2020-10-18 18:29:25,546][root][INFO] - ===> Epoch[888](4436/5): Loss -0.6863, Sem 0.0433, dir -0.9663, norm 0.2367, swav 0.0000 LR: 9.332e-02 Score 98.521 Data time: 0.0685, Forward time: 0.7724, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 1.6310 [2020-10-18 18:29:28,274][root][INFO] - ===> Epoch[888](4437/5): Loss -0.6513, Sem 0.0399, dir -0.9651, norm 0.2739, swav 0.0000 LR: 9.332e-02 Score 98.698 Data time: 0.0752, Forward time: 0.7724, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.6430 [2020-10-18 18:29:30,526][root][INFO] - ===> Epoch[888](4438/5): Loss -0.6835, Sem 0.0363, dir -0.9696, norm 0.2498, swav 0.0000 LR: 9.332e-02 Score 98.814 Data time: 0.0477, Forward time: 0.7723, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.1330 [2020-10-18 18:29:33,060][root][INFO] - ===> Epoch[888](4439/5): Loss -0.6579, Sem 0.0473, dir -0.9659, norm 0.2607, swav 0.0000 LR: 9.332e-02 Score 98.493 Data time: 0.0601, Forward time: 0.7723, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.4486 [2020-10-18 18:29:35,224][root][INFO] - ===> Epoch[888](4440/5): Loss -0.6587, Sem 0.0457, dir -0.9629, norm 0.2585, swav 0.0000 LR: 9.331e-02 Score 98.482 Data time: 0.0774, Forward time: 0.7723, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0443 [2020-10-18 18:29:37,112][root][INFO] - ===> Epoch[889](4441/5): Loss -0.6833, Sem 0.0432, dir -0.9692, norm 0.2426, swav 0.0000 LR: 9.331e-02 Score 98.529 Data time: 0.0771, Forward time: 0.7723, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.7682 [2020-10-18 18:29:39,259][root][INFO] - ===> Epoch[889](4442/5): Loss -0.6832, Sem 0.0365, dir -0.9672, norm 0.2475, swav 0.0000 LR: 9.331e-02 Score 98.779 Data time: 0.0602, Forward time: 0.7723, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.0465 [2020-10-18 18:29:41,467][root][INFO] - ===> Epoch[889](4443/5): Loss -0.6765, Sem 0.0427, dir -0.9652, norm 0.2459, swav 0.0000 LR: 9.331e-02 Score 98.581 Data time: 0.0571, Forward time: 0.7722, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0914 [2020-10-18 18:29:43,961][root][INFO] - ===> Epoch[889](4444/5): Loss -0.6903, Sem 0.0441, dir -0.9685, norm 0.2341, swav 0.0000 LR: 9.331e-02 Score 98.554 Data time: 0.0700, Forward time: 0.7722, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.4271 [2020-10-18 18:29:46,085][root][INFO] - ===> Epoch[889](4445/5): Loss -0.6683, Sem 0.0468, dir -0.9652, norm 0.2500, swav 0.0000 LR: 9.331e-02 Score 98.475 Data time: 0.0921, Forward time: 0.7723, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0186 [2020-10-18 18:29:48,385][root][INFO] - ===> Epoch[890](4446/5): Loss -0.6591, Sem 0.0428, dir -0.9656, norm 0.2637, swav 0.0000 LR: 9.331e-02 Score 98.619 Data time: 0.0863, Forward time: 0.7723, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.1824 [2020-10-18 18:29:50,377][root][INFO] - ===> Epoch[890](4447/5): Loss -0.7012, Sem 0.0389, dir -0.9706, norm 0.2305, swav 0.0000 LR: 9.330e-02 Score 98.690 Data time: 0.1074, Forward time: 0.7723, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.8743 [2020-10-18 18:29:52,448][root][INFO] - ===> Epoch[890](4448/5): Loss -0.6726, Sem 0.0466, dir -0.9653, norm 0.2460, swav 0.0000 LR: 9.330e-02 Score 98.441 Data time: 0.0699, Forward time: 0.7723, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.9595 [2020-10-18 18:29:54,896][root][INFO] - ===> Epoch[890](4449/5): Loss -0.6575, Sem 0.0393, dir -0.9659, norm 0.2691, swav 0.0000 LR: 9.330e-02 Score 98.693 Data time: 0.0783, Forward time: 0.7723, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.3284 [2020-10-18 18:29:57,324][root][INFO] - ===> Epoch[890](4450/5): Loss -0.6599, Sem 0.0440, dir -0.9648, norm 0.2610, swav 0.0000 LR: 9.330e-02 Score 98.528 Data time: 0.0815, Forward time: 0.7723, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.2977 [2020-10-18 18:29:59,443][root][INFO] - ===> Epoch[891](4451/5): Loss -0.7003, Sem 0.0432, dir -0.9673, norm 0.2238, swav 0.0000 LR: 9.330e-02 Score 98.546 Data time: 0.0706, Forward time: 0.7723, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0057 [2020-10-18 18:30:02,528][root][INFO] - ===> Epoch[891](4452/5): Loss -0.6641, Sem 0.0440, dir -0.9683, norm 0.2602, swav 0.0000 LR: 9.330e-02 Score 98.625 Data time: 0.1564, Forward time: 0.7724, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 3.0298 [2020-10-18 18:30:04,668][root][INFO] - ===> Epoch[891](4453/5): Loss -0.6733, Sem 0.0496, dir -0.9650, norm 0.2422, swav 0.0000 LR: 9.330e-02 Score 98.362 Data time: 0.0674, Forward time: 0.7724, Backward time: 1.1950, DDP time: 0.0030, Total iter time: 2.0120 [2020-10-18 18:30:06,556][root][INFO] - ===> Epoch[891](4454/5): Loss -0.6877, Sem 0.0429, dir -0.9685, norm 0.2379, swav 0.0000 LR: 9.329e-02 Score 98.618 Data time: 0.0731, Forward time: 0.7724, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 1.7829 [2020-10-18 18:30:08,803][root][INFO] - ===> Epoch[891](4455/5): Loss -0.6709, Sem 0.0503, dir -0.9664, norm 0.2453, swav 0.0000 LR: 9.329e-02 Score 98.394 Data time: 0.0948, Forward time: 0.7724, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.1477 [2020-10-18 18:30:10,606][root][INFO] - ===> Epoch[892](4456/5): Loss -0.6889, Sem 0.0394, dir -0.9683, norm 0.2401, swav 0.0000 LR: 9.329e-02 Score 98.706 Data time: 0.0663, Forward time: 0.7724, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 1.7043 [2020-10-18 18:30:12,646][root][INFO] - ===> Epoch[892](4457/5): Loss -0.6920, Sem 0.0437, dir -0.9688, norm 0.2331, swav 0.0000 LR: 9.329e-02 Score 98.578 Data time: 0.0771, Forward time: 0.7724, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 1.9457 [2020-10-18 18:30:14,899][root][INFO] - ===> Epoch[892](4458/5): Loss -0.6676, Sem 0.0490, dir -0.9652, norm 0.2485, swav 0.0000 LR: 9.329e-02 Score 98.366 Data time: 0.1419, Forward time: 0.7724, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.1323 [2020-10-18 18:30:17,460][root][INFO] - ===> Epoch[892](4459/5): Loss -0.6718, Sem 0.0433, dir -0.9654, norm 0.2503, swav 0.0000 LR: 9.329e-02 Score 98.568 Data time: 0.0969, Forward time: 0.7725, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.4421 [2020-10-18 18:30:19,814][root][INFO] - ===> Epoch[892](4460/5): Loss -0.6577, Sem 0.0440, dir -0.9663, norm 0.2645, swav 0.0000 LR: 9.328e-02 Score 98.567 Data time: 0.0635, Forward time: 0.7724, Backward time: 1.1949, DDP time: 0.0030, Total iter time: 2.2038 [2020-10-18 18:30:21,698][root][INFO] - ===> Epoch[893](4461/5): Loss -0.7095, Sem 0.0373, dir -0.9703, norm 0.2236, swav 0.0000 LR: 9.328e-02 Score 98.761 Data time: 0.0738, Forward time: 0.7724, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 1.7759 [2020-10-18 18:30:24,231][root][INFO] - ===> Epoch[893](4462/5): Loss -0.6451, Sem 0.0498, dir -0.9637, norm 0.2688, swav 0.0000 LR: 9.328e-02 Score 98.437 Data time: 0.1989, Forward time: 0.7725, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.4299 [2020-10-18 18:30:26,724][root][INFO] - ===> Epoch[893](4463/5): Loss -0.6815, Sem 0.0441, dir -0.9682, norm 0.2426, swav 0.0000 LR: 9.328e-02 Score 98.529 Data time: 0.1100, Forward time: 0.7725, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.3670 [2020-10-18 18:30:28,747][root][INFO] - ===> Epoch[893](4464/5): Loss -0.6616, Sem 0.0481, dir -0.9632, norm 0.2535, swav 0.0000 LR: 9.328e-02 Score 98.417 Data time: 0.0749, Forward time: 0.7725, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.9127 [2020-10-18 18:30:31,133][root][INFO] - ===> Epoch[893](4465/5): Loss -0.6528, Sem 0.0443, dir -0.9659, norm 0.2688, swav 0.0000 LR: 9.328e-02 Score 98.546 Data time: 0.0893, Forward time: 0.7726, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.2739 [2020-10-18 18:30:33,276][root][INFO] - ===> Epoch[894](4466/5): Loss -0.6848, Sem 0.0386, dir -0.9682, norm 0.2449, swav 0.0000 LR: 9.328e-02 Score 98.734 Data time: 0.0676, Forward time: 0.7725, Backward time: 1.1948, DDP time: 0.0030, Total iter time: 2.0379 [2020-10-18 18:30:35,359][root][INFO] - ===> Epoch[894](4467/5): Loss -0.6704, Sem 0.0428, dir -0.9673, norm 0.2541, swav 0.0000 LR: 9.327e-02 Score 98.587 Data time: 0.0757, Forward time: 0.7725, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.0017 [2020-10-18 18:30:37,352][root][INFO] - ===> Epoch[894](4468/5): Loss -0.6830, Sem 0.0472, dir -0.9666, norm 0.2364, swav 0.0000 LR: 9.327e-02 Score 98.463 Data time: 0.0777, Forward time: 0.7726, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.8780 [2020-10-18 18:30:39,313][root][INFO] - ===> Epoch[894](4469/5): Loss -0.7116, Sem 0.0409, dir -0.9686, norm 0.2161, swav 0.0000 LR: 9.327e-02 Score 98.646 Data time: 0.0506, Forward time: 0.7725, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.8480 [2020-10-18 18:30:41,490][root][INFO] - ===> Epoch[894](4470/5): Loss -0.6660, Sem 0.0378, dir -0.9640, norm 0.2602, swav 0.0000 LR: 9.327e-02 Score 98.767 Data time: 0.3341, Forward time: 0.7725, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.1021 [2020-10-18 18:30:43,839][root][INFO] - ===> Epoch[895](4471/5): Loss -0.6814, Sem 0.0423, dir -0.9699, norm 0.2462, swav 0.0000 LR: 9.327e-02 Score 98.620 Data time: 0.0755, Forward time: 0.7725, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.2463 [2020-10-18 18:30:46,487][root][INFO] - ===> Epoch[895](4472/5): Loss -0.6561, Sem 0.0452, dir -0.9645, norm 0.2631, swav 0.0000 LR: 9.327e-02 Score 98.534 Data time: 0.0833, Forward time: 0.7725, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.5279 [2020-10-18 18:30:48,401][root][INFO] - ===> Epoch[895](4473/5): Loss -0.6879, Sem 0.0361, dir -0.9670, norm 0.2430, swav 0.0000 LR: 9.326e-02 Score 98.806 Data time: 0.0668, Forward time: 0.7725, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.8032 [2020-10-18 18:30:50,615][root][INFO] - ===> Epoch[895](4474/5): Loss -0.6739, Sem 0.0414, dir -0.9691, norm 0.2538, swav 0.0000 LR: 9.326e-02 Score 98.621 Data time: 0.0784, Forward time: 0.7725, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.1028 [2020-10-18 18:30:53,130][root][INFO] - ===> Epoch[895](4475/5): Loss -0.6633, Sem 0.0478, dir -0.9650, norm 0.2539, swav 0.0000 LR: 9.326e-02 Score 98.487 Data time: 0.0679, Forward time: 0.7725, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.4112 [2020-10-18 18:30:55,154][root][INFO] - ===> Epoch[896](4476/5): Loss -0.6886, Sem 0.0442, dir -0.9700, norm 0.2372, swav 0.0000 LR: 9.326e-02 Score 98.520 Data time: 0.0797, Forward time: 0.7725, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.9201 [2020-10-18 18:30:57,253][root][INFO] - ===> Epoch[896](4477/5): Loss -0.7091, Sem 0.0424, dir -0.9683, norm 0.2168, swav 0.0000 LR: 9.326e-02 Score 98.588 Data time: 0.0619, Forward time: 0.7725, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.9870 [2020-10-18 18:30:59,685][root][INFO] - ===> Epoch[896](4478/5): Loss -0.6749, Sem 0.0394, dir -0.9707, norm 0.2563, swav 0.0000 LR: 9.326e-02 Score 98.716 Data time: 0.0983, Forward time: 0.7725, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.3298 [2020-10-18 18:31:02,007][root][INFO] - ===> Epoch[896](4479/5): Loss -0.6943, Sem 0.0428, dir -0.9653, norm 0.2283, swav 0.0000 LR: 9.326e-02 Score 98.576 Data time: 0.0607, Forward time: 0.7725, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.1900 [2020-10-18 18:31:04,306][root][INFO] - ===> Epoch[896](4480/5): Loss -0.6794, Sem 0.0401, dir -0.9670, norm 0.2475, swav 0.0000 LR: 9.325e-02 Score 98.680 Data time: 0.0958, Forward time: 0.7725, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.2052 [2020-10-18 18:31:06,218][root][INFO] - ===> Epoch[897](4481/5): Loss -0.6564, Sem 0.0458, dir -0.9683, norm 0.2661, swav 0.0000 LR: 9.325e-02 Score 98.530 Data time: 0.0733, Forward time: 0.7725, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.7867 [2020-10-18 18:31:08,920][root][INFO] - ===> Epoch[897](4482/5): Loss -0.6626, Sem 0.0485, dir -0.9664, norm 0.2552, swav 0.0000 LR: 9.325e-02 Score 98.452 Data time: 0.0828, Forward time: 0.7726, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.5946 [2020-10-18 18:31:10,737][root][INFO] - ===> Epoch[897](4483/5): Loss -0.6971, Sem 0.0468, dir -0.9670, norm 0.2230, swav 0.0000 LR: 9.325e-02 Score 98.444 Data time: 0.0829, Forward time: 0.7726, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 1.6992 [2020-10-18 18:31:13,584][root][INFO] - ===> Epoch[897](4484/5): Loss -0.6801, Sem 0.0400, dir -0.9691, norm 0.2490, swav 0.0000 LR: 9.325e-02 Score 98.691 Data time: 0.0714, Forward time: 0.7726, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 2.7259 [2020-10-18 18:31:15,671][root][INFO] - ===> Epoch[897](4485/5): Loss -0.6826, Sem 0.0437, dir -0.9665, norm 0.2402, swav 0.0000 LR: 9.325e-02 Score 98.528 Data time: 0.0598, Forward time: 0.7725, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.9799 [2020-10-18 18:31:17,737][root][INFO] - ===> Epoch[898](4486/5): Loss -0.7078, Sem 0.0394, dir -0.9686, norm 0.2213, swav 0.0000 LR: 9.325e-02 Score 98.683 Data time: 0.0688, Forward time: 0.7725, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.9669 [2020-10-18 18:31:19,692][root][INFO] - ===> Epoch[898](4487/5): Loss -0.6745, Sem 0.0466, dir -0.9661, norm 0.2451, swav 0.0000 LR: 9.324e-02 Score 98.468 Data time: 0.0704, Forward time: 0.7725, Backward time: 1.1947, DDP time: 0.0030, Total iter time: 1.8327 [2020-10-18 18:31:21,822][root][INFO] - ===> Epoch[898](4488/5): Loss -0.6902, Sem 0.0390, dir -0.9680, norm 0.2388, swav 0.0000 LR: 9.324e-02 Score 98.712 Data time: 0.2521, Forward time: 0.7725, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.0115 [2020-10-18 18:31:23,908][root][INFO] - ===> Epoch[898](4489/5): Loss -0.6448, Sem 0.0365, dir -0.9689, norm 0.2876, swav 0.0000 LR: 9.324e-02 Score 98.769 Data time: 0.0903, Forward time: 0.7725, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 1.9852 [2020-10-18 18:31:26,259][root][INFO] - ===> Epoch[898](4490/5): Loss -0.6655, Sem 0.0404, dir -0.9662, norm 0.2604, swav 0.0000 LR: 9.324e-02 Score 98.668 Data time: 0.0720, Forward time: 0.7725, Backward time: 1.1946, DDP time: 0.0030, Total iter time: 2.2081 [2020-10-18 18:31:28,232][root][INFO] - ===> Epoch[899](4491/5): Loss -0.6809, Sem 0.0413, dir -0.9649, norm 0.2427, swav 0.0000 LR: 9.324e-02 Score 98.611 Data time: 0.0700, Forward time: 0.7725, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 1.8743 [2020-10-18 18:31:30,270][root][INFO] - ===> Epoch[899](4492/5): Loss -0.6742, Sem 0.0370, dir -0.9690, norm 0.2578, swav 0.0000 LR: 9.324e-02 Score 98.784 Data time: 0.0651, Forward time: 0.7725, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 1.9276 [2020-10-18 18:31:32,510][root][INFO] - ===> Epoch[899](4493/5): Loss -0.6783, Sem 0.0429, dir -0.9673, norm 0.2461, swav 0.0000 LR: 9.323e-02 Score 98.565 Data time: 0.0776, Forward time: 0.7724, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.1371 [2020-10-18 18:31:34,638][root][INFO] - ===> Epoch[899](4494/5): Loss -0.6895, Sem 0.0394, dir -0.9677, norm 0.2388, swav 0.0000 LR: 9.323e-02 Score 98.667 Data time: 0.0838, Forward time: 0.7725, Backward time: 1.1945, DDP time: 0.0030, Total iter time: 2.0176 [2020-10-18 18:31:36,501][root][INFO] - ===> Epoch[899](4495/5): Loss -0.6953, Sem 0.0393, dir -0.9691, norm 0.2345, swav 0.0000 LR: 9.323e-02 Score 98.703 Data time: 0.0772, Forward time: 0.7725, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 1.7398 [2020-10-18 18:31:38,582][root][INFO] - ===> Epoch[900](4496/5): Loss -0.6898, Sem 0.0417, dir -0.9684, norm 0.2369, swav 0.0000 LR: 9.323e-02 Score 98.608 Data time: 0.0855, Forward time: 0.7725, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 1.9875 [2020-10-18 18:31:40,852][root][INFO] - ===> Epoch[900](4497/5): Loss -0.6537, Sem 0.0435, dir -0.9638, norm 0.2666, swav 0.0000 LR: 9.323e-02 Score 98.563 Data time: 0.0784, Forward time: 0.7725, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.1528 [2020-10-18 18:31:42,889][root][INFO] - ===> Epoch[900](4498/5): Loss -0.6856, Sem 0.0403, dir -0.9693, norm 0.2433, swav 0.0000 LR: 9.323e-02 Score 98.661 Data time: 0.0834, Forward time: 0.7725, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 1.9154 [2020-10-18 18:31:45,071][root][INFO] - ===> Epoch[900](4499/5): Loss -0.6578, Sem 0.0461, dir -0.9647, norm 0.2608, swav 0.0000 LR: 9.323e-02 Score 98.471 Data time: 0.0725, Forward time: 0.7725, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.0648 [2020-10-18 18:31:47,556][root][INFO] - ===> Epoch[900](4500/5): Loss -0.6881, Sem 0.0408, dir -0.9689, norm 0.2399, swav 0.0000 LR: 9.322e-02 Score 98.661 Data time: 0.1010, Forward time: 0.7725, Backward time: 1.1944, DDP time: 0.0030, Total iter time: 2.3619 [2020-10-18 18:31:49,112][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 18:31:50,868][root][INFO] - ===> Epoch[901](4501/5): Loss -0.6840, Sem 0.0471, dir -0.9667, norm 0.2356, swav 0.0000 LR: 9.322e-02 Score 98.429 Data time: 0.0737, Forward time: 0.7725, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 1.5747 [2020-10-18 18:31:52,920][root][INFO] - ===> Epoch[901](4502/5): Loss -0.6898, Sem 0.0365, dir -0.9696, norm 0.2434, swav 0.0000 LR: 9.322e-02 Score 98.814 Data time: 0.0707, Forward time: 0.7724, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.9781 [2020-10-18 18:31:54,990][root][INFO] - ===> Epoch[901](4503/5): Loss -0.6886, Sem 0.0410, dir -0.9647, norm 0.2351, swav 0.0000 LR: 9.322e-02 Score 98.671 Data time: 0.0697, Forward time: 0.7725, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.9510 [2020-10-18 18:31:57,148][root][INFO] - ===> Epoch[901](4504/5): Loss -0.6682, Sem 0.0389, dir -0.9675, norm 0.2604, swav 0.0000 LR: 9.322e-02 Score 98.699 Data time: 0.1007, Forward time: 0.7725, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.0462 [2020-10-18 18:31:59,523][root][INFO] - ===> Epoch[901](4505/5): Loss -0.6823, Sem 0.0455, dir -0.9693, norm 0.2415, swav 0.0000 LR: 9.322e-02 Score 98.504 Data time: 0.0852, Forward time: 0.7725, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.2604 [2020-10-18 18:32:01,676][root][INFO] - ===> Epoch[902](4506/5): Loss -0.6911, Sem 0.0444, dir -0.9670, norm 0.2316, swav 0.0000 LR: 9.322e-02 Score 98.539 Data time: 0.0777, Forward time: 0.7725, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.0420 [2020-10-18 18:32:03,865][root][INFO] - ===> Epoch[902](4507/5): Loss -0.6844, Sem 0.0445, dir -0.9690, norm 0.2401, swav 0.0000 LR: 9.321e-02 Score 98.534 Data time: 0.0694, Forward time: 0.7725, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.0890 [2020-10-18 18:32:06,507][root][INFO] - ===> Epoch[902](4508/5): Loss -0.7043, Sem 0.0381, dir -0.9686, norm 0.2263, swav 0.0000 LR: 9.321e-02 Score 98.708 Data time: 0.0723, Forward time: 0.7725, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.5284 [2020-10-18 18:32:09,097][root][INFO] - ===> Epoch[902](4509/5): Loss -0.6808, Sem 0.0471, dir -0.9650, norm 0.2371, swav 0.0000 LR: 9.321e-02 Score 98.449 Data time: 0.0975, Forward time: 0.7725, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 2.4921 [2020-10-18 18:32:11,072][root][INFO] - ===> Epoch[902](4510/5): Loss -0.6879, Sem 0.0411, dir -0.9679, norm 0.2390, swav 0.0000 LR: 9.321e-02 Score 98.632 Data time: 0.0620, Forward time: 0.7725, Backward time: 1.1943, DDP time: 0.0030, Total iter time: 1.8680 [2020-10-18 18:32:13,101][root][INFO] - ===> Epoch[903](4511/5): Loss -0.6776, Sem 0.0476, dir -0.9681, norm 0.2430, swav 0.0000 LR: 9.321e-02 Score 98.474 Data time: 0.0654, Forward time: 0.7725, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.9439 [2020-10-18 18:32:15,323][root][INFO] - ===> Epoch[903](4512/5): Loss -0.6951, Sem 0.0394, dir -0.9685, norm 0.2340, swav 0.0000 LR: 9.321e-02 Score 98.691 Data time: 0.0883, Forward time: 0.7725, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.1291 [2020-10-18 18:32:17,470][root][INFO] - ===> Epoch[903](4513/5): Loss -0.6807, Sem 0.0441, dir -0.9651, norm 0.2404, swav 0.0000 LR: 9.320e-02 Score 98.565 Data time: 0.1067, Forward time: 0.7726, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.0377 [2020-10-18 18:32:19,701][root][INFO] - ===> Epoch[903](4514/5): Loss -0.6875, Sem 0.0418, dir -0.9698, norm 0.2405, swav 0.0000 LR: 9.320e-02 Score 98.614 Data time: 0.0873, Forward time: 0.7726, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.1409 [2020-10-18 18:32:21,759][root][INFO] - ===> Epoch[903](4515/5): Loss -0.6694, Sem 0.0476, dir -0.9641, norm 0.2470, swav 0.0000 LR: 9.320e-02 Score 98.432 Data time: 0.0668, Forward time: 0.7726, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.9924 [2020-10-18 18:32:24,166][root][INFO] - ===> Epoch[904](4516/5): Loss -0.6596, Sem 0.0416, dir -0.9658, norm 0.2646, swav 0.0000 LR: 9.320e-02 Score 98.621 Data time: 0.0769, Forward time: 0.7726, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.3388 [2020-10-18 18:32:26,440][root][INFO] - ===> Epoch[904](4517/5): Loss -0.6990, Sem 0.0388, dir -0.9703, norm 0.2324, swav 0.0000 LR: 9.320e-02 Score 98.709 Data time: 0.0629, Forward time: 0.7726, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.1792 [2020-10-18 18:32:28,272][root][INFO] - ===> Epoch[904](4518/5): Loss -0.6937, Sem 0.0368, dir -0.9678, norm 0.2373, swav 0.0000 LR: 9.320e-02 Score 98.795 Data time: 0.0822, Forward time: 0.7726, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.7335 [2020-10-18 18:32:30,441][root][INFO] - ===> Epoch[904](4519/5): Loss -0.6561, Sem 0.0489, dir -0.9644, norm 0.2594, swav 0.0000 LR: 9.320e-02 Score 98.415 Data time: 0.1611, Forward time: 0.7726, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.0706 [2020-10-18 18:32:32,697][root][INFO] - ===> Epoch[904](4520/5): Loss -0.6633, Sem 0.0514, dir -0.9660, norm 0.2514, swav 0.0000 LR: 9.319e-02 Score 98.308 Data time: 0.0728, Forward time: 0.7726, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.1298 [2020-10-18 18:32:35,157][root][INFO] - ===> Epoch[905](4521/5): Loss -0.6795, Sem 0.0420, dir -0.9686, norm 0.2472, swav 0.0000 LR: 9.319e-02 Score 98.590 Data time: 0.1933, Forward time: 0.7727, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.3588 [2020-10-18 18:32:37,632][root][INFO] - ===> Epoch[905](4522/5): Loss -0.6560, Sem 0.0426, dir -0.9702, norm 0.2716, swav 0.0000 LR: 9.319e-02 Score 98.625 Data time: 0.0942, Forward time: 0.7727, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.3373 [2020-10-18 18:32:39,681][root][INFO] - ===> Epoch[905](4523/5): Loss -0.6692, Sem 0.0424, dir -0.9693, norm 0.2578, swav 0.0000 LR: 9.319e-02 Score 98.617 Data time: 0.0602, Forward time: 0.7727, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.9325 [2020-10-18 18:32:42,222][root][INFO] - ===> Epoch[905](4524/5): Loss -0.6846, Sem 0.0448, dir -0.9672, norm 0.2378, swav 0.0000 LR: 9.319e-02 Score 98.516 Data time: 0.0480, Forward time: 0.7726, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.4523 [2020-10-18 18:32:44,358][root][INFO] - ===> Epoch[905](4525/5): Loss -0.6757, Sem 0.0507, dir -0.9674, norm 0.2409, swav 0.0000 LR: 9.319e-02 Score 98.353 Data time: 0.0588, Forward time: 0.7726, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.0787 [2020-10-18 18:32:46,500][root][INFO] - ===> Epoch[906](4526/5): Loss -0.6708, Sem 0.0442, dir -0.9660, norm 0.2509, swav 0.0000 LR: 9.318e-02 Score 98.538 Data time: 0.0729, Forward time: 0.7726, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.0668 [2020-10-18 18:32:48,641][root][INFO] - ===> Epoch[906](4527/5): Loss -0.6627, Sem 0.0383, dir -0.9718, norm 0.2707, swav 0.0000 LR: 9.318e-02 Score 98.746 Data time: 0.0584, Forward time: 0.7726, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.0386 [2020-10-18 18:32:51,449][root][INFO] - ===> Epoch[906](4528/5): Loss -0.6672, Sem 0.0520, dir -0.9666, norm 0.2473, swav 0.0000 LR: 9.318e-02 Score 98.361 Data time: 0.1057, Forward time: 0.7726, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.7173 [2020-10-18 18:32:53,408][root][INFO] - ===> Epoch[906](4529/5): Loss -0.6476, Sem 0.0556, dir -0.9671, norm 0.2639, swav 0.0000 LR: 9.318e-02 Score 98.345 Data time: 0.0814, Forward time: 0.7727, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.8438 [2020-10-18 18:32:55,398][root][INFO] - ===> Epoch[906](4530/5): Loss -0.6685, Sem 0.0459, dir -0.9638, norm 0.2495, swav 0.0000 LR: 9.318e-02 Score 98.472 Data time: 0.0781, Forward time: 0.7726, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.9075 [2020-10-18 18:32:57,521][root][INFO] - ===> Epoch[907](4531/5): Loss -0.6653, Sem 0.0450, dir -0.9684, norm 0.2581, swav 0.0000 LR: 9.318e-02 Score 98.537 Data time: 0.0797, Forward time: 0.7727, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.0564 [2020-10-18 18:32:59,590][root][INFO] - ===> Epoch[907](4532/5): Loss -0.6658, Sem 0.0451, dir -0.9665, norm 0.2556, swav 0.0000 LR: 9.318e-02 Score 98.527 Data time: 0.0626, Forward time: 0.7726, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.9329 [2020-10-18 18:33:01,833][root][INFO] - ===> Epoch[907](4533/5): Loss -0.6580, Sem 0.0586, dir -0.9655, norm 0.2489, swav 0.0000 LR: 9.317e-02 Score 98.064 Data time: 0.0517, Forward time: 0.7726, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.1575 [2020-10-18 18:33:03,889][root][INFO] - ===> Epoch[907](4534/5): Loss -0.6245, Sem 0.0479, dir -0.9594, norm 0.2870, swav 0.0000 LR: 9.317e-02 Score 98.431 Data time: 0.0820, Forward time: 0.7726, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.9642 [2020-10-18 18:33:06,153][root][INFO] - ===> Epoch[907](4535/5): Loss -0.6647, Sem 0.0499, dir -0.9685, norm 0.2539, swav 0.0000 LR: 9.317e-02 Score 98.385 Data time: 0.0621, Forward time: 0.7726, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.1549 [2020-10-18 18:33:08,143][root][INFO] - ===> Epoch[908](4536/5): Loss -0.6615, Sem 0.0492, dir -0.9648, norm 0.2541, swav 0.0000 LR: 9.317e-02 Score 98.370 Data time: 0.0645, Forward time: 0.7726, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.9018 [2020-10-18 18:33:10,692][root][INFO] - ===> Epoch[908](4537/5): Loss -0.6575, Sem 0.0486, dir -0.9662, norm 0.2601, swav 0.0000 LR: 9.317e-02 Score 98.432 Data time: 0.0796, Forward time: 0.7726, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.4596 [2020-10-18 18:33:13,197][root][INFO] - ===> Epoch[908](4538/5): Loss -0.6619, Sem 0.0497, dir -0.9656, norm 0.2540, swav 0.0000 LR: 9.317e-02 Score 98.398 Data time: 0.0686, Forward time: 0.7726, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.3936 [2020-10-18 18:33:14,983][root][INFO] - ===> Epoch[908](4539/5): Loss -0.6751, Sem 0.0455, dir -0.9660, norm 0.2454, swav 0.0000 LR: 9.317e-02 Score 98.500 Data time: 0.0480, Forward time: 0.7725, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 1.6845 [2020-10-18 18:33:17,112][root][INFO] - ===> Epoch[908](4540/5): Loss -0.6933, Sem 0.0440, dir -0.9687, norm 0.2314, swav 0.0000 LR: 9.316e-02 Score 98.538 Data time: 0.0661, Forward time: 0.7725, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.0364 [2020-10-18 18:33:19,186][root][INFO] - ===> Epoch[909](4541/5): Loss -0.6745, Sem 0.0544, dir -0.9657, norm 0.2368, swav 0.0000 LR: 9.316e-02 Score 98.213 Data time: 0.0763, Forward time: 0.7725, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.9598 [2020-10-18 18:33:21,337][root][INFO] - ===> Epoch[909](4542/5): Loss -0.6534, Sem 0.0513, dir -0.9631, norm 0.2584, swav 0.0000 LR: 9.316e-02 Score 98.341 Data time: 0.0753, Forward time: 0.7725, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.0321 [2020-10-18 18:33:23,626][root][INFO] - ===> Epoch[909](4543/5): Loss -0.6909, Sem 0.0420, dir -0.9673, norm 0.2345, swav 0.0000 LR: 9.316e-02 Score 98.575 Data time: 0.0707, Forward time: 0.7725, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.1770 [2020-10-18 18:33:25,997][root][INFO] - ===> Epoch[909](4544/5): Loss -0.6789, Sem 0.0438, dir -0.9679, norm 0.2452, swav 0.0000 LR: 9.316e-02 Score 98.534 Data time: 0.0710, Forward time: 0.7725, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.2552 [2020-10-18 18:33:28,143][root][INFO] - ===> Epoch[909](4545/5): Loss -0.6868, Sem 0.0464, dir -0.9672, norm 0.2339, swav 0.0000 LR: 9.316e-02 Score 98.485 Data time: 0.0622, Forward time: 0.7724, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.0466 [2020-10-18 18:33:30,235][root][INFO] - ===> Epoch[910](4546/5): Loss -0.6839, Sem 0.0439, dir -0.9710, norm 0.2431, swav 0.0000 LR: 9.315e-02 Score 98.559 Data time: 0.1689, Forward time: 0.7724, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.9958 [2020-10-18 18:33:32,563][root][INFO] - ===> Epoch[910](4547/5): Loss -0.6945, Sem 0.0416, dir -0.9677, norm 0.2316, swav 0.0000 LR: 9.315e-02 Score 98.608 Data time: 0.1022, Forward time: 0.7725, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.2102 [2020-10-18 18:33:34,411][root][INFO] - ===> Epoch[910](4548/5): Loss -0.6842, Sem 0.0505, dir -0.9667, norm 0.2320, swav 0.0000 LR: 9.315e-02 Score 98.315 Data time: 0.0627, Forward time: 0.7725, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.7323 [2020-10-18 18:33:36,627][root][INFO] - ===> Epoch[910](4549/5): Loss -0.6640, Sem 0.0415, dir -0.9671, norm 0.2616, swav 0.0000 LR: 9.315e-02 Score 98.641 Data time: 0.0764, Forward time: 0.7725, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.1235 [2020-10-18 18:33:38,916][root][INFO] - ===> Epoch[910](4550/5): Loss -0.6709, Sem 0.0415, dir -0.9683, norm 0.2559, swav 0.0000 LR: 9.315e-02 Score 98.633 Data time: 0.0729, Forward time: 0.7725, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.1681 [2020-10-18 18:33:40,795][root][INFO] - ===> Epoch[911](4551/5): Loss -0.7039, Sem 0.0419, dir -0.9702, norm 0.2245, swav 0.0000 LR: 9.315e-02 Score 98.589 Data time: 0.0692, Forward time: 0.7725, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.7606 [2020-10-18 18:33:43,273][root][INFO] - ===> Epoch[911](4552/5): Loss -0.6817, Sem 0.0393, dir -0.9669, norm 0.2458, swav 0.0000 LR: 9.315e-02 Score 98.692 Data time: 0.0990, Forward time: 0.7726, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.3680 [2020-10-18 18:33:45,352][root][INFO] - ===> Epoch[911](4553/5): Loss -0.6946, Sem 0.0424, dir -0.9676, norm 0.2306, swav 0.0000 LR: 9.314e-02 Score 98.621 Data time: 0.0722, Forward time: 0.7726, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.9392 [2020-10-18 18:33:47,578][root][INFO] - ===> Epoch[911](4554/5): Loss -0.6581, Sem 0.0471, dir -0.9669, norm 0.2617, swav 0.0000 LR: 9.314e-02 Score 98.450 Data time: 0.0768, Forward time: 0.7726, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.1206 [2020-10-18 18:33:49,688][root][INFO] - ===> Epoch[911](4555/5): Loss -0.6883, Sem 0.0404, dir -0.9676, norm 0.2389, swav 0.0000 LR: 9.314e-02 Score 98.660 Data time: 0.0522, Forward time: 0.7725, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.0046 [2020-10-18 18:33:52,688][root][INFO] - ===> Epoch[912](4556/5): Loss -0.6771, Sem 0.0392, dir -0.9676, norm 0.2512, swav 0.0000 LR: 9.314e-02 Score 98.706 Data time: 0.0538, Forward time: 0.7725, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 2.9250 [2020-10-18 18:33:55,194][root][INFO] - ===> Epoch[912](4557/5): Loss -0.6792, Sem 0.0439, dir -0.9669, norm 0.2438, swav 0.0000 LR: 9.314e-02 Score 98.556 Data time: 0.0722, Forward time: 0.7725, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.4081 [2020-10-18 18:33:56,891][root][INFO] - ===> Epoch[912](4558/5): Loss -0.6935, Sem 0.0457, dir -0.9672, norm 0.2280, swav 0.0000 LR: 9.314e-02 Score 98.451 Data time: 0.0540, Forward time: 0.7724, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.5924 [2020-10-18 18:33:58,940][root][INFO] - ===> Epoch[912](4559/5): Loss -0.7009, Sem 0.0418, dir -0.9699, norm 0.2272, swav 0.0000 LR: 9.313e-02 Score 98.606 Data time: 0.0793, Forward time: 0.7724, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.9674 [2020-10-18 18:34:00,897][root][INFO] - ===> Epoch[912](4560/5): Loss -0.6570, Sem 0.0472, dir -0.9673, norm 0.2631, swav 0.0000 LR: 9.313e-02 Score 98.514 Data time: 0.0500, Forward time: 0.7724, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.8445 [2020-10-18 18:34:03,426][root][INFO] - ===> Epoch[913](4561/5): Loss -0.6566, Sem 0.0528, dir -0.9652, norm 0.2557, swav 0.0000 LR: 9.313e-02 Score 98.405 Data time: 0.0691, Forward time: 0.7724, Backward time: 1.1942, DDP time: 0.0030, Total iter time: 2.4497 [2020-10-18 18:34:05,170][root][INFO] - ===> Epoch[913](4562/5): Loss -0.6886, Sem 0.0446, dir -0.9658, norm 0.2326, swav 0.0000 LR: 9.313e-02 Score 98.503 Data time: 0.0758, Forward time: 0.7724, Backward time: 1.1941, DDP time: 0.0030, Total iter time: 1.6448 [2020-10-18 18:34:07,030][root][INFO] - ===> Epoch[913](4563/5): Loss -0.6821, Sem 0.0428, dir -0.9665, norm 0.2416, swav 0.0000 LR: 9.313e-02 Score 98.631 Data time: 0.0774, Forward time: 0.7724, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.7550 [2020-10-18 18:34:08,962][root][INFO] - ===> Epoch[913](4564/5): Loss -0.6935, Sem 0.0369, dir -0.9719, norm 0.2415, swav 0.0000 LR: 9.313e-02 Score 98.798 Data time: 0.0655, Forward time: 0.7724, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.8195 [2020-10-18 18:34:11,227][root][INFO] - ===> Epoch[913](4565/5): Loss -0.6764, Sem 0.0456, dir -0.9651, norm 0.2431, swav 0.0000 LR: 9.313e-02 Score 98.480 Data time: 0.0622, Forward time: 0.7723, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.1455 [2020-10-18 18:34:13,203][root][INFO] - ===> Epoch[914](4566/5): Loss -0.6744, Sem 0.0472, dir -0.9647, norm 0.2431, swav 0.0000 LR: 9.312e-02 Score 98.484 Data time: 0.0624, Forward time: 0.7723, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 1.8804 [2020-10-18 18:34:15,282][root][INFO] - ===> Epoch[914](4567/5): Loss -0.6634, Sem 0.0412, dir -0.9653, norm 0.2607, swav 0.0000 LR: 9.312e-02 Score 98.653 Data time: 0.0707, Forward time: 0.7723, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.9906 [2020-10-18 18:34:17,463][root][INFO] - ===> Epoch[914](4568/5): Loss -0.6547, Sem 0.0442, dir -0.9667, norm 0.2678, swav 0.0000 LR: 9.312e-02 Score 98.562 Data time: 0.0633, Forward time: 0.7722, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.0729 [2020-10-18 18:34:19,468][root][INFO] - ===> Epoch[914](4569/5): Loss -0.6942, Sem 0.0407, dir -0.9685, norm 0.2335, swav 0.0000 LR: 9.312e-02 Score 98.656 Data time: 0.0817, Forward time: 0.7722, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.9104 [2020-10-18 18:34:21,416][root][INFO] - ===> Epoch[914](4570/5): Loss -0.7042, Sem 0.0414, dir -0.9711, norm 0.2255, swav 0.0000 LR: 9.312e-02 Score 98.614 Data time: 0.0841, Forward time: 0.7723, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 1.8268 [2020-10-18 18:34:23,636][root][INFO] - ===> Epoch[915](4571/5): Loss -0.6298, Sem 0.0509, dir -0.9621, norm 0.2814, swav 0.0000 LR: 9.312e-02 Score 98.355 Data time: 0.0700, Forward time: 0.7723, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.1066 [2020-10-18 18:34:25,973][root][INFO] - ===> Epoch[915](4572/5): Loss -0.6676, Sem 0.0358, dir -0.9676, norm 0.2641, swav 0.0000 LR: 9.312e-02 Score 98.829 Data time: 0.0627, Forward time: 0.7722, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.2317 [2020-10-18 18:34:28,076][root][INFO] - ===> Epoch[915](4573/5): Loss -0.6581, Sem 0.0447, dir -0.9660, norm 0.2633, swav 0.0000 LR: 9.311e-02 Score 98.512 Data time: 0.0692, Forward time: 0.7722, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.0011 [2020-10-18 18:34:30,166][root][INFO] - ===> Epoch[915](4574/5): Loss -0.6941, Sem 0.0411, dir -0.9678, norm 0.2326, swav 0.0000 LR: 9.311e-02 Score 98.643 Data time: 0.0732, Forward time: 0.7722, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.9853 [2020-10-18 18:34:32,259][root][INFO] - ===> Epoch[915](4575/5): Loss -0.6829, Sem 0.0426, dir -0.9661, norm 0.2406, swav 0.0000 LR: 9.311e-02 Score 98.577 Data time: 0.0876, Forward time: 0.7722, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 1.9785 [2020-10-18 18:34:34,536][root][INFO] - ===> Epoch[916](4576/5): Loss -0.6823, Sem 0.0392, dir -0.9696, norm 0.2481, swav 0.0000 LR: 9.311e-02 Score 98.689 Data time: 0.0723, Forward time: 0.7722, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.1653 [2020-10-18 18:34:36,714][root][INFO] - ===> Epoch[916](4577/5): Loss -0.6646, Sem 0.0412, dir -0.9682, norm 0.2624, swav 0.0000 LR: 9.311e-02 Score 98.649 Data time: 0.0677, Forward time: 0.7722, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.0745 [2020-10-18 18:34:38,740][root][INFO] - ===> Epoch[916](4578/5): Loss -0.6750, Sem 0.0448, dir -0.9662, norm 0.2464, swav 0.0000 LR: 9.311e-02 Score 98.541 Data time: 0.1138, Forward time: 0.7722, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 1.9246 [2020-10-18 18:34:40,809][root][INFO] - ===> Epoch[916](4579/5): Loss -0.6728, Sem 0.0423, dir -0.9656, norm 0.2505, swav 0.0000 LR: 9.310e-02 Score 98.610 Data time: 0.0622, Forward time: 0.7722, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 1.9631 [2020-10-18 18:34:43,073][root][INFO] - ===> Epoch[916](4580/5): Loss -0.6835, Sem 0.0426, dir -0.9686, norm 0.2425, swav 0.0000 LR: 9.310e-02 Score 98.581 Data time: 0.0806, Forward time: 0.7722, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.1423 [2020-10-18 18:34:45,436][root][INFO] - ===> Epoch[917](4581/5): Loss -0.6989, Sem 0.0386, dir -0.9685, norm 0.2311, swav 0.0000 LR: 9.310e-02 Score 98.701 Data time: 0.0643, Forward time: 0.7722, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.2302 [2020-10-18 18:34:47,542][root][INFO] - ===> Epoch[917](4582/5): Loss -0.6302, Sem 0.0497, dir -0.9652, norm 0.2853, swav 0.0000 LR: 9.310e-02 Score 98.559 Data time: 0.1144, Forward time: 0.7722, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.0263 [2020-10-18 18:34:49,748][root][INFO] - ===> Epoch[917](4583/5): Loss -0.6862, Sem 0.0398, dir -0.9669, norm 0.2409, swav 0.0000 LR: 9.310e-02 Score 98.674 Data time: 0.0683, Forward time: 0.7722, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.1062 [2020-10-18 18:34:52,042][root][INFO] - ===> Epoch[917](4584/5): Loss -0.6936, Sem 0.0404, dir -0.9680, norm 0.2341, swav 0.0000 LR: 9.310e-02 Score 98.661 Data time: 0.0677, Forward time: 0.7722, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.2079 [2020-10-18 18:34:54,192][root][INFO] - ===> Epoch[917](4585/5): Loss -0.7056, Sem 0.0380, dir -0.9704, norm 0.2268, swav 0.0000 LR: 9.310e-02 Score 98.726 Data time: 0.0638, Forward time: 0.7722, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.0407 [2020-10-18 18:34:56,187][root][INFO] - ===> Epoch[918](4586/5): Loss -0.6834, Sem 0.0450, dir -0.9680, norm 0.2396, swav 0.0000 LR: 9.309e-02 Score 98.526 Data time: 0.1148, Forward time: 0.7721, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 1.9105 [2020-10-18 18:34:58,378][root][INFO] - ===> Epoch[918](4587/5): Loss -0.7031, Sem 0.0386, dir -0.9697, norm 0.2281, swav 0.0000 LR: 9.309e-02 Score 98.739 Data time: 0.0916, Forward time: 0.7722, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.1195 [2020-10-18 18:35:00,590][root][INFO] - ===> Epoch[918](4588/5): Loss -0.6575, Sem 0.0427, dir -0.9657, norm 0.2655, swav 0.0000 LR: 9.309e-02 Score 98.574 Data time: 0.0587, Forward time: 0.7722, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.0880 [2020-10-18 18:35:02,830][root][INFO] - ===> Epoch[918](4589/5): Loss -0.7055, Sem 0.0419, dir -0.9692, norm 0.2219, swav 0.0000 LR: 9.309e-02 Score 98.604 Data time: 0.0602, Forward time: 0.7721, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.1449 [2020-10-18 18:35:05,532][root][INFO] - ===> Epoch[918](4590/5): Loss -0.6825, Sem 0.0440, dir -0.9661, norm 0.2397, swav 0.0000 LR: 9.309e-02 Score 98.532 Data time: 0.0784, Forward time: 0.7721, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.6018 [2020-10-18 18:35:07,623][root][INFO] - ===> Epoch[919](4591/5): Loss -0.6729, Sem 0.0480, dir -0.9651, norm 0.2442, swav 0.0000 LR: 9.309e-02 Score 98.425 Data time: 0.0619, Forward time: 0.7721, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.9803 [2020-10-18 18:35:09,737][root][INFO] - ===> Epoch[919](4592/5): Loss -0.7109, Sem 0.0366, dir -0.9724, norm 0.2250, swav 0.0000 LR: 9.308e-02 Score 98.808 Data time: 0.0697, Forward time: 0.7721, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.0172 [2020-10-18 18:35:12,329][root][INFO] - ===> Epoch[919](4593/5): Loss -0.6819, Sem 0.0403, dir -0.9711, norm 0.2490, swav 0.0000 LR: 9.308e-02 Score 98.672 Data time: 0.0798, Forward time: 0.7721, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.4759 [2020-10-18 18:35:14,763][root][INFO] - ===> Epoch[919](4594/5): Loss -0.6961, Sem 0.0415, dir -0.9696, norm 0.2320, swav 0.0000 LR: 9.308e-02 Score 98.613 Data time: 0.0850, Forward time: 0.7721, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.3177 [2020-10-18 18:35:16,847][root][INFO] - ===> Epoch[919](4595/5): Loss -0.6729, Sem 0.0457, dir -0.9655, norm 0.2469, swav 0.0000 LR: 9.308e-02 Score 98.504 Data time: 0.0811, Forward time: 0.7721, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.9760 [2020-10-18 18:35:19,532][root][INFO] - ===> Epoch[920](4596/5): Loss -0.6623, Sem 0.0411, dir -0.9702, norm 0.2668, swav 0.0000 LR: 9.308e-02 Score 98.702 Data time: 0.0796, Forward time: 0.7721, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.5779 [2020-10-18 18:35:21,909][root][INFO] - ===> Epoch[920](4597/5): Loss -0.7032, Sem 0.0398, dir -0.9701, norm 0.2271, swav 0.0000 LR: 9.308e-02 Score 98.699 Data time: 0.0896, Forward time: 0.7722, Backward time: 1.1940, DDP time: 0.0030, Total iter time: 2.2685 [2020-10-18 18:35:23,942][root][INFO] - ===> Epoch[920](4598/5): Loss -0.6749, Sem 0.0448, dir -0.9663, norm 0.2466, swav 0.0000 LR: 9.308e-02 Score 98.539 Data time: 0.0905, Forward time: 0.7722, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.9250 [2020-10-18 18:35:26,281][root][INFO] - ===> Epoch[920](4599/5): Loss -0.6888, Sem 0.0424, dir -0.9661, norm 0.2349, swav 0.0000 LR: 9.307e-02 Score 98.586 Data time: 0.0823, Forward time: 0.7722, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 2.2273 [2020-10-18 18:35:28,309][root][INFO] - ===> Epoch[920](4600/5): Loss -0.6760, Sem 0.0431, dir -0.9676, norm 0.2486, swav 0.0000 LR: 9.307e-02 Score 98.558 Data time: 0.0675, Forward time: 0.7722, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.9164 [2020-10-18 18:35:29,739][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 18:35:29,927][root][INFO] - ===> Start testing [2020-10-18 18:36:07,955][root][INFO] - 68/68: Data time: 0.3725, Iter time: 0.2831 Loss 0.495 (AVG: 0.486) Score 89.506 (AVG: 90.002) mIOU 68.855 mAP 83.495 mAcc 76.026 IOU: 60.663 0.000 74.612 70.936 94.390 91.582 33.750 79.388 97.483 65.617 81.179 85.575 59.938 mAP: 82.116 9.140 93.327 88.958 99.022 98.573 57.786 94.949 99.764 80.476 94.346 95.322 91.656 mAcc: 78.540 0.000 88.519 78.327 95.834 96.094 40.217 89.569 99.224 69.929 90.983 95.609 65.494 [2020-10-18 18:36:07,956][root][INFO] - Finished test. Elapsed time: 38.0267 [2020-10-18 18:36:10,876][root][INFO] - [2020-10-18 18:36:10,876][root][INFO] - ################################################################ [2020-10-18 18:36:10,876][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 18:36:10,876][root][INFO] - ################################################################ [2020-10-18 18:36:10,876][root][INFO] - clutter : nan nan nan [2020-10-18 18:36:10,876][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 18:36:10,876][root][INFO] - board : 0.741 0.851 0.877 [2020-10-18 18:36:10,876][root][INFO] - bookcase : 0.203 0.328 0.503 [2020-10-18 18:36:10,876][root][INFO] - ceiling : 0.512 0.542 0.628 [2020-10-18 18:36:10,876][root][INFO] - chair : 0.798 0.900 0.906 [2020-10-18 18:36:10,876][root][INFO] - column : 0.185 0.303 0.440 [2020-10-18 18:36:10,876][root][INFO] - door : 0.599 0.785 0.928 [2020-10-18 18:36:10,876][root][INFO] - floor : 0.907 0.907 0.934 [2020-10-18 18:36:10,877][root][INFO] - sofa : 0.388 0.636 0.636 [2020-10-18 18:36:10,877][root][INFO] - table : 0.159 0.372 0.708 [2020-10-18 18:36:10,877][root][INFO] - wall : 0.422 0.608 0.736 [2020-10-18 18:36:10,877][root][INFO] - window : 0.514 0.784 0.785 [2020-10-18 18:36:10,877][root][INFO] - ---------------------------------------------------------------- [2020-10-18 18:36:10,877][root][INFO] - average : 0.452 0.585 0.673 [2020-10-18 18:36:10,877][root][INFO] - [2020-10-18 18:36:11,042][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 18:36:11,043][root][INFO] - Current best mIoU: 69.164 at iter 3800 [2020-10-18 18:36:12,966][root][INFO] - ===> Epoch[921](4601/5): Loss -0.6528, Sem 0.0402, dir -0.9677, norm 0.2747, swav 0.0000 LR: 9.307e-02 Score 98.642 Data time: 0.0695, Forward time: 0.7722, Backward time: 1.1939, DDP time: 0.0030, Total iter time: 1.9173 [2020-10-18 18:36:14,954][root][INFO] - ===> Epoch[921](4602/5): Loss -0.6958, Sem 0.0396, dir -0.9690, norm 0.2336, swav 0.0000 LR: 9.307e-02 Score 98.665 Data time: 0.0637, Forward time: 0.7722, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 1.8479 [2020-10-18 18:36:16,753][root][INFO] - ===> Epoch[921](4603/5): Loss -0.6754, Sem 0.0402, dir -0.9679, norm 0.2523, swav 0.0000 LR: 9.307e-02 Score 98.665 Data time: 0.0788, Forward time: 0.7722, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 1.7020 [2020-10-18 18:36:18,761][root][INFO] - ===> Epoch[921](4604/5): Loss -0.6801, Sem 0.0427, dir -0.9699, norm 0.2472, swav 0.0000 LR: 9.307e-02 Score 98.588 Data time: 0.1391, Forward time: 0.7722, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 1.8981 [2020-10-18 18:36:21,650][root][INFO] - ===> Epoch[921](4605/5): Loss -0.6457, Sem 0.0474, dir -0.9650, norm 0.2719, swav 0.0000 LR: 9.307e-02 Score 98.442 Data time: 0.0786, Forward time: 0.7722, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.7793 [2020-10-18 18:36:23,768][root][INFO] - ===> Epoch[922](4606/5): Loss -0.6679, Sem 0.0412, dir -0.9669, norm 0.2578, swav 0.0000 LR: 9.306e-02 Score 98.662 Data time: 0.0584, Forward time: 0.7722, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 1.9897 [2020-10-18 18:36:25,928][root][INFO] - ===> Epoch[922](4607/5): Loss -0.6466, Sem 0.0388, dir -0.9678, norm 0.2824, swav 0.0000 LR: 9.306e-02 Score 98.734 Data time: 0.0656, Forward time: 0.7722, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 2.0832 [2020-10-18 18:36:28,013][root][INFO] - ===> Epoch[922](4608/5): Loss -0.6974, Sem 0.0370, dir -0.9712, norm 0.2367, swav 0.0000 LR: 9.306e-02 Score 98.766 Data time: 0.0733, Forward time: 0.7722, Backward time: 1.1938, DDP time: 0.0030, Total iter time: 1.9804 [2020-10-18 18:36:30,047][root][INFO] - ===> Epoch[922](4609/5): Loss -0.6535, Sem 0.0477, dir -0.9658, norm 0.2645, swav 0.0000 LR: 9.306e-02 Score 98.443 Data time: 0.0739, Forward time: 0.7722, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 1.9303 [2020-10-18 18:36:32,279][root][INFO] - ===> Epoch[922](4610/5): Loss -0.6744, Sem 0.0469, dir -0.9663, norm 0.2451, swav 0.0000 LR: 9.306e-02 Score 98.499 Data time: 0.1478, Forward time: 0.7722, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.1311 [2020-10-18 18:36:34,188][root][INFO] - ===> Epoch[923](4611/5): Loss -0.6738, Sem 0.0442, dir -0.9681, norm 0.2501, swav 0.0000 LR: 9.306e-02 Score 98.556 Data time: 0.0811, Forward time: 0.7722, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 1.8056 [2020-10-18 18:36:35,897][root][INFO] - ===> Epoch[923](4612/5): Loss -0.6786, Sem 0.0410, dir -0.9639, norm 0.2443, swav 0.0000 LR: 9.305e-02 Score 98.643 Data time: 0.0851, Forward time: 0.7722, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 1.6086 [2020-10-18 18:36:38,118][root][INFO] - ===> Epoch[923](4613/5): Loss -0.6321, Sem 0.0477, dir -0.9660, norm 0.2862, swav 0.0000 LR: 9.305e-02 Score 98.455 Data time: 0.0947, Forward time: 0.7722, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.1175 [2020-10-18 18:36:40,139][root][INFO] - ===> Epoch[923](4614/5): Loss -0.6952, Sem 0.0375, dir -0.9697, norm 0.2370, swav 0.0000 LR: 9.305e-02 Score 98.769 Data time: 0.0551, Forward time: 0.7722, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 1.8890 [2020-10-18 18:36:42,358][root][INFO] - ===> Epoch[923](4615/5): Loss -0.6731, Sem 0.0408, dir -0.9687, norm 0.2549, swav 0.0000 LR: 9.305e-02 Score 98.633 Data time: 0.0796, Forward time: 0.7722, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.1563 [2020-10-18 18:36:44,445][root][INFO] - ===> Epoch[924](4616/5): Loss -0.6766, Sem 0.0401, dir -0.9695, norm 0.2528, swav 0.0000 LR: 9.305e-02 Score 98.696 Data time: 0.0913, Forward time: 0.7722, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 1.9819 [2020-10-18 18:36:46,598][root][INFO] - ===> Epoch[924](4617/5): Loss -0.6318, Sem 0.0439, dir -0.9615, norm 0.2858, swav 0.0000 LR: 9.305e-02 Score 98.527 Data time: 0.0903, Forward time: 0.7722, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.0607 [2020-10-18 18:36:48,734][root][INFO] - ===> Epoch[924](4618/5): Loss -0.6736, Sem 0.0430, dir -0.9678, norm 0.2511, swav 0.0000 LR: 9.305e-02 Score 98.575 Data time: 0.1825, Forward time: 0.7722, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 2.0207 [2020-10-18 18:36:51,104][root][INFO] - ===> Epoch[924](4619/5): Loss -0.6540, Sem 0.0405, dir -0.9662, norm 0.2717, swav 0.0000 LR: 9.304e-02 Score 98.680 Data time: 0.0890, Forward time: 0.7723, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 2.2624 [2020-10-18 18:36:53,412][root][INFO] - ===> Epoch[924](4620/5): Loss -0.6610, Sem 0.0511, dir -0.9683, norm 0.2561, swav 0.0000 LR: 9.304e-02 Score 98.469 Data time: 0.0723, Forward time: 0.7723, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 2.1829 [2020-10-18 18:36:55,666][root][INFO] - ===> Epoch[925](4621/5): Loss -0.6728, Sem 0.0415, dir -0.9665, norm 0.2522, swav 0.0000 LR: 9.304e-02 Score 98.589 Data time: 0.0531, Forward time: 0.7722, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 2.1767 [2020-10-18 18:36:57,957][root][INFO] - ===> Epoch[925](4622/5): Loss -0.6642, Sem 0.0455, dir -0.9677, norm 0.2580, swav 0.0000 LR: 9.304e-02 Score 98.485 Data time: 0.0647, Forward time: 0.7722, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.2269 [2020-10-18 18:37:00,557][root][INFO] - ===> Epoch[925](4623/5): Loss -0.6746, Sem 0.0395, dir -0.9672, norm 0.2531, swav 0.0000 LR: 9.304e-02 Score 98.716 Data time: 0.0883, Forward time: 0.7722, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.5009 [2020-10-18 18:37:02,957][root][INFO] - ===> Epoch[925](4624/5): Loss -0.6710, Sem 0.0410, dir -0.9689, norm 0.2568, swav 0.0000 LR: 9.304e-02 Score 98.639 Data time: 0.0965, Forward time: 0.7723, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.2838 [2020-10-18 18:37:05,079][root][INFO] - ===> Epoch[925](4625/5): Loss -0.6499, Sem 0.0428, dir -0.9652, norm 0.2725, swav 0.0000 LR: 9.304e-02 Score 98.579 Data time: 0.0957, Forward time: 0.7723, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.0142 [2020-10-18 18:37:06,910][root][INFO] - ===> Epoch[926](4626/5): Loss -0.6721, Sem 0.0409, dir -0.9693, norm 0.2563, swav 0.0000 LR: 9.303e-02 Score 98.633 Data time: 0.0679, Forward time: 0.7723, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 1.7231 [2020-10-18 18:37:09,086][root][INFO] - ===> Epoch[926](4627/5): Loss -0.6672, Sem 0.0474, dir -0.9633, norm 0.2487, swav 0.0000 LR: 9.303e-02 Score 98.449 Data time: 0.0769, Forward time: 0.7723, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 2.0838 [2020-10-18 18:37:11,654][root][INFO] - ===> Epoch[926](4628/5): Loss -0.6495, Sem 0.0468, dir -0.9654, norm 0.2691, swav 0.0000 LR: 9.303e-02 Score 98.450 Data time: 0.1327, Forward time: 0.7722, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.4330 [2020-10-18 18:37:14,018][root][INFO] - ===> Epoch[926](4629/5): Loss -0.6736, Sem 0.0408, dir -0.9691, norm 0.2546, swav 0.0000 LR: 9.303e-02 Score 98.665 Data time: 0.0899, Forward time: 0.7723, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.2637 [2020-10-18 18:37:16,159][root][INFO] - ===> Epoch[926](4630/5): Loss -0.6616, Sem 0.0429, dir -0.9677, norm 0.2633, swav 0.0000 LR: 9.303e-02 Score 98.590 Data time: 0.0896, Forward time: 0.7723, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.0175 [2020-10-18 18:37:18,224][root][INFO] - ===> Epoch[927](4631/5): Loss -0.6784, Sem 0.0440, dir -0.9668, norm 0.2444, swav 0.0000 LR: 9.303e-02 Score 98.506 Data time: 0.0890, Forward time: 0.7723, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 1.9400 [2020-10-18 18:37:20,230][root][INFO] - ===> Epoch[927](4632/5): Loss -0.6586, Sem 0.0447, dir -0.9678, norm 0.2645, swav 0.0000 LR: 9.302e-02 Score 98.563 Data time: 0.0757, Forward time: 0.7723, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 1.9090 [2020-10-18 18:37:22,280][root][INFO] - ===> Epoch[927](4633/5): Loss -0.6621, Sem 0.0476, dir -0.9643, norm 0.2545, swav 0.0000 LR: 9.302e-02 Score 98.416 Data time: 0.0632, Forward time: 0.7723, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 1.9582 [2020-10-18 18:37:23,976][root][INFO] - ===> Epoch[927](4634/5): Loss -0.6927, Sem 0.0469, dir -0.9654, norm 0.2258, swav 0.0000 LR: 9.302e-02 Score 98.451 Data time: 0.0690, Forward time: 0.7723, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 1.6094 [2020-10-18 18:37:26,314][root][INFO] - ===> Epoch[927](4635/5): Loss -0.6662, Sem 0.0425, dir -0.9686, norm 0.2599, swav 0.0000 LR: 9.302e-02 Score 98.609 Data time: 0.0729, Forward time: 0.7723, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 2.2347 [2020-10-18 18:37:28,547][root][INFO] - ===> Epoch[928](4636/5): Loss -0.6887, Sem 0.0380, dir -0.9689, norm 0.2422, swav 0.0000 LR: 9.302e-02 Score 98.763 Data time: 0.0867, Forward time: 0.7723, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 2.1039 [2020-10-18 18:37:32,672][root][INFO] - ===> Epoch[928](4637/5): Loss -0.7018, Sem 0.0378, dir -0.9706, norm 0.2310, swav 0.0000 LR: 9.302e-02 Score 98.748 Data time: 0.0836, Forward time: 0.7723, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 3.9927 [2020-10-18 18:37:35,368][root][INFO] - ===> Epoch[928](4638/5): Loss -0.6735, Sem 0.0442, dir -0.9656, norm 0.2479, swav 0.0000 LR: 9.302e-02 Score 98.530 Data time: 0.1198, Forward time: 0.7724, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.5950 [2020-10-18 18:37:37,501][root][INFO] - ===> Epoch[928](4639/5): Loss -0.6648, Sem 0.0411, dir -0.9686, norm 0.2627, swav 0.0000 LR: 9.301e-02 Score 98.669 Data time: 0.0805, Forward time: 0.7724, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.0100 [2020-10-18 18:37:39,568][root][INFO] - ===> Epoch[928](4640/5): Loss -0.6322, Sem 0.0507, dir -0.9653, norm 0.2825, swav 0.0000 LR: 9.301e-02 Score 98.440 Data time: 0.0710, Forward time: 0.7724, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 1.9571 [2020-10-18 18:37:41,689][root][INFO] - ===> Epoch[929](4641/5): Loss -0.6943, Sem 0.0391, dir -0.9709, norm 0.2374, swav 0.0000 LR: 9.301e-02 Score 98.696 Data time: 0.0726, Forward time: 0.7724, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.0227 [2020-10-18 18:37:43,900][root][INFO] - ===> Epoch[929](4642/5): Loss -0.6673, Sem 0.0408, dir -0.9685, norm 0.2603, swav 0.0000 LR: 9.301e-02 Score 98.641 Data time: 0.0556, Forward time: 0.7724, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.0931 [2020-10-18 18:37:46,116][root][INFO] - ===> Epoch[929](4643/5): Loss -0.6983, Sem 0.0422, dir -0.9699, norm 0.2295, swav 0.0000 LR: 9.301e-02 Score 98.611 Data time: 0.0730, Forward time: 0.7724, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.1400 [2020-10-18 18:37:48,775][root][INFO] - ===> Epoch[929](4644/5): Loss -0.6622, Sem 0.0438, dir -0.9647, norm 0.2587, swav 0.0000 LR: 9.301e-02 Score 98.562 Data time: 0.1026, Forward time: 0.7723, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.5534 [2020-10-18 18:37:51,081][root][INFO] - ===> Epoch[929](4645/5): Loss -0.6521, Sem 0.0458, dir -0.9652, norm 0.2673, swav 0.0000 LR: 9.300e-02 Score 98.494 Data time: 0.0846, Forward time: 0.7724, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.2083 [2020-10-18 18:37:53,068][root][INFO] - ===> Epoch[930](4646/5): Loss -0.6465, Sem 0.0498, dir -0.9642, norm 0.2679, swav 0.0000 LR: 9.300e-02 Score 98.337 Data time: 0.1108, Forward time: 0.7724, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 1.8814 [2020-10-18 18:37:55,032][root][INFO] - ===> Epoch[930](4647/5): Loss -0.6955, Sem 0.0386, dir -0.9678, norm 0.2338, swav 0.0000 LR: 9.300e-02 Score 98.683 Data time: 0.0651, Forward time: 0.7724, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 1.8611 [2020-10-18 18:37:57,331][root][INFO] - ===> Epoch[930](4648/5): Loss -0.6873, Sem 0.0347, dir -0.9692, norm 0.2471, swav 0.0000 LR: 9.300e-02 Score 98.889 Data time: 0.0647, Forward time: 0.7723, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.2211 [2020-10-18 18:37:59,531][root][INFO] - ===> Epoch[930](4649/5): Loss -0.6829, Sem 0.0409, dir -0.9675, norm 0.2438, swav 0.0000 LR: 9.300e-02 Score 98.654 Data time: 0.0976, Forward time: 0.7723, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.1004 [2020-10-18 18:38:01,924][root][INFO] - ===> Epoch[930](4650/5): Loss -0.6617, Sem 0.0440, dir -0.9659, norm 0.2602, swav 0.0000 LR: 9.300e-02 Score 98.558 Data time: 0.1249, Forward time: 0.7723, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.3036 [2020-10-18 18:38:03,932][root][INFO] - ===> Epoch[931](4651/5): Loss -0.6916, Sem 0.0384, dir -0.9724, norm 0.2424, swav 0.0000 LR: 9.300e-02 Score 98.719 Data time: 0.0701, Forward time: 0.7723, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 1.8771 [2020-10-18 18:38:06,268][root][INFO] - ===> Epoch[931](4652/5): Loss -0.6393, Sem 0.0419, dir -0.9629, norm 0.2817, swav 0.0000 LR: 9.299e-02 Score 98.660 Data time: 0.0803, Forward time: 0.7723, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.2419 [2020-10-18 18:38:08,269][root][INFO] - ===> Epoch[931](4653/5): Loss -0.6902, Sem 0.0444, dir -0.9693, norm 0.2347, swav 0.0000 LR: 9.299e-02 Score 98.497 Data time: 0.0692, Forward time: 0.7723, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 1.8807 [2020-10-18 18:38:10,313][root][INFO] - ===> Epoch[931](4654/5): Loss -0.6773, Sem 0.0453, dir -0.9665, norm 0.2439, swav 0.0000 LR: 9.299e-02 Score 98.467 Data time: 0.0686, Forward time: 0.7723, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 1.9354 [2020-10-18 18:38:12,458][root][INFO] - ===> Epoch[931](4655/5): Loss -0.7050, Sem 0.0390, dir -0.9687, norm 0.2247, swav 0.0000 LR: 9.299e-02 Score 98.698 Data time: 0.1067, Forward time: 0.7723, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.0524 [2020-10-18 18:38:14,512][root][INFO] - ===> Epoch[932](4656/5): Loss -0.6486, Sem 0.0471, dir -0.9622, norm 0.2666, swav 0.0000 LR: 9.299e-02 Score 98.456 Data time: 0.0594, Forward time: 0.7723, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 1.9442 [2020-10-18 18:38:16,468][root][INFO] - ===> Epoch[932](4657/5): Loss -0.6520, Sem 0.0390, dir -0.9656, norm 0.2747, swav 0.0000 LR: 9.299e-02 Score 98.719 Data time: 0.0790, Forward time: 0.7723, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 1.8511 [2020-10-18 18:38:18,321][root][INFO] - ===> Epoch[932](4658/5): Loss -0.6893, Sem 0.0423, dir -0.9683, norm 0.2367, swav 0.0000 LR: 9.299e-02 Score 98.607 Data time: 0.0609, Forward time: 0.7722, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 1.7399 [2020-10-18 18:38:20,742][root][INFO] - ===> Epoch[932](4659/5): Loss -0.6861, Sem 0.0400, dir -0.9684, norm 0.2424, swav 0.0000 LR: 9.298e-02 Score 98.670 Data time: 0.0806, Forward time: 0.7722, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.3423 [2020-10-18 18:38:22,860][root][INFO] - ===> Epoch[932](4660/5): Loss -0.6815, Sem 0.0380, dir -0.9666, norm 0.2471, swav 0.0000 LR: 9.298e-02 Score 98.725 Data time: 0.0616, Forward time: 0.7722, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.0072 [2020-10-18 18:38:25,404][root][INFO] - ===> Epoch[933](4661/5): Loss -0.6854, Sem 0.0422, dir -0.9690, norm 0.2415, swav 0.0000 LR: 9.298e-02 Score 98.594 Data time: 0.0517, Forward time: 0.7722, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.4492 [2020-10-18 18:38:27,872][root][INFO] - ===> Epoch[933](4662/5): Loss -0.6866, Sem 0.0396, dir -0.9688, norm 0.2426, swav 0.0000 LR: 9.298e-02 Score 98.698 Data time: 0.0670, Forward time: 0.7721, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 2.3803 [2020-10-18 18:38:29,780][root][INFO] - ===> Epoch[933](4663/5): Loss -0.6645, Sem 0.0449, dir -0.9650, norm 0.2556, swav 0.0000 LR: 9.298e-02 Score 98.537 Data time: 0.0617, Forward time: 0.7721, Backward time: 1.1937, DDP time: 0.0030, Total iter time: 1.8130 [2020-10-18 18:38:31,618][root][INFO] - ===> Epoch[933](4664/5): Loss -0.6876, Sem 0.0396, dir -0.9674, norm 0.2402, swav 0.0000 LR: 9.298e-02 Score 98.672 Data time: 0.0881, Forward time: 0.7721, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 1.7555 [2020-10-18 18:38:33,592][root][INFO] - ===> Epoch[933](4665/5): Loss -0.6716, Sem 0.0377, dir -0.9716, norm 0.2622, swav 0.0000 LR: 9.297e-02 Score 98.780 Data time: 0.0804, Forward time: 0.7721, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 1.8802 [2020-10-18 18:38:35,729][root][INFO] - ===> Epoch[934](4666/5): Loss -0.6765, Sem 0.0438, dir -0.9660, norm 0.2456, swav 0.0000 LR: 9.297e-02 Score 98.539 Data time: 0.0587, Forward time: 0.7721, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.0084 [2020-10-18 18:38:37,850][root][INFO] - ===> Epoch[934](4667/5): Loss -0.6692, Sem 0.0461, dir -0.9655, norm 0.2502, swav 0.0000 LR: 9.297e-02 Score 98.454 Data time: 0.0485, Forward time: 0.7720, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.0432 [2020-10-18 18:38:40,130][root][INFO] - ===> Epoch[934](4668/5): Loss -0.6625, Sem 0.0369, dir -0.9653, norm 0.2659, swav 0.0000 LR: 9.297e-02 Score 98.814 Data time: 0.0511, Forward time: 0.7720, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.2192 [2020-10-18 18:38:42,020][root][INFO] - ===> Epoch[934](4669/5): Loss -0.6828, Sem 0.0432, dir -0.9663, norm 0.2403, swav 0.0000 LR: 9.297e-02 Score 98.555 Data time: 0.0780, Forward time: 0.7720, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 1.7941 [2020-10-18 18:38:44,288][root][INFO] - ===> Epoch[934](4670/5): Loss -0.6862, Sem 0.0397, dir -0.9687, norm 0.2429, swav 0.0000 LR: 9.297e-02 Score 98.672 Data time: 0.0735, Forward time: 0.7720, Backward time: 1.1936, DDP time: 0.0030, Total iter time: 2.1706 [2020-10-18 18:38:46,312][root][INFO] - ===> Epoch[935](4671/5): Loss -0.6890, Sem 0.0390, dir -0.9693, norm 0.2414, swav 0.0000 LR: 9.297e-02 Score 98.672 Data time: 0.0806, Forward time: 0.7720, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 1.9144 [2020-10-18 18:38:48,574][root][INFO] - ===> Epoch[935](4672/5): Loss -0.6941, Sem 0.0392, dir -0.9692, norm 0.2359, swav 0.0000 LR: 9.296e-02 Score 98.690 Data time: 0.0800, Forward time: 0.7721, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 2.1466 [2020-10-18 18:38:50,639][root][INFO] - ===> Epoch[935](4673/5): Loss -0.6773, Sem 0.0444, dir -0.9695, norm 0.2478, swav 0.0000 LR: 9.296e-02 Score 98.561 Data time: 0.0785, Forward time: 0.7721, Backward time: 1.1935, DDP time: 0.0030, Total iter time: 1.9424 [2020-10-18 18:38:52,956][root][INFO] - ===> Epoch[935](4674/5): Loss -0.6769, Sem 0.0410, dir -0.9664, norm 0.2485, swav 0.0000 LR: 9.296e-02 Score 98.638 Data time: 0.0899, Forward time: 0.7721, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 2.2071 [2020-10-18 18:38:54,908][root][INFO] - ===> Epoch[935](4675/5): Loss -0.6877, Sem 0.0409, dir -0.9679, norm 0.2393, swav 0.0000 LR: 9.296e-02 Score 98.670 Data time: 0.0704, Forward time: 0.7721, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 1.8265 [2020-10-18 18:38:57,063][root][INFO] - ===> Epoch[936](4676/5): Loss -0.6865, Sem 0.0397, dir -0.9661, norm 0.2399, swav 0.0000 LR: 9.296e-02 Score 98.693 Data time: 0.0672, Forward time: 0.7721, Backward time: 1.1934, DDP time: 0.0030, Total iter time: 2.0524 [2020-10-18 18:38:59,124][root][INFO] - ===> Epoch[936](4677/5): Loss -0.6997, Sem 0.0388, dir -0.9705, norm 0.2321, swav 0.0000 LR: 9.296e-02 Score 98.690 Data time: 0.1095, Forward time: 0.7721, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 1.9466 [2020-10-18 18:39:01,318][root][INFO] - ===> Epoch[936](4678/5): Loss -0.6868, Sem 0.0387, dir -0.9702, norm 0.2446, swav 0.0000 LR: 9.295e-02 Score 98.778 Data time: 0.0843, Forward time: 0.7721, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 2.0652 [2020-10-18 18:39:03,354][root][INFO] - ===> Epoch[936](4679/5): Loss -0.6589, Sem 0.0437, dir -0.9660, norm 0.2634, swav 0.0000 LR: 9.295e-02 Score 98.541 Data time: 0.0696, Forward time: 0.7721, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 1.9201 [2020-10-18 18:39:05,592][root][INFO] - ===> Epoch[936](4680/5): Loss -0.6573, Sem 0.0423, dir -0.9672, norm 0.2676, swav 0.0000 LR: 9.295e-02 Score 98.628 Data time: 0.0520, Forward time: 0.7721, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 2.1447 [2020-10-18 18:39:07,453][root][INFO] - ===> Epoch[937](4681/5): Loss -0.6866, Sem 0.0389, dir -0.9706, norm 0.2451, swav 0.0000 LR: 9.295e-02 Score 98.750 Data time: 0.0591, Forward time: 0.7720, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 1.7661 [2020-10-18 18:39:09,477][root][INFO] - ===> Epoch[937](4682/5): Loss -0.6614, Sem 0.0448, dir -0.9663, norm 0.2600, swav 0.0000 LR: 9.295e-02 Score 98.515 Data time: 0.0726, Forward time: 0.7720, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 1.9408 [2020-10-18 18:39:11,853][root][INFO] - ===> Epoch[937](4683/5): Loss -0.7075, Sem 0.0368, dir -0.9702, norm 0.2259, swav 0.0000 LR: 9.295e-02 Score 98.790 Data time: 0.1569, Forward time: 0.7720, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 2.2577 [2020-10-18 18:39:14,031][root][INFO] - ===> Epoch[937](4684/5): Loss -0.6695, Sem 0.0442, dir -0.9656, norm 0.2519, swav 0.0000 LR: 9.295e-02 Score 98.554 Data time: 0.0851, Forward time: 0.7720, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 2.0885 [2020-10-18 18:39:16,148][root][INFO] - ===> Epoch[937](4685/5): Loss -0.6699, Sem 0.0421, dir -0.9669, norm 0.2549, swav 0.0000 LR: 9.294e-02 Score 98.596 Data time: 0.0856, Forward time: 0.7720, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 2.0045 [2020-10-18 18:39:17,892][root][INFO] - ===> Epoch[938](4686/5): Loss -0.7133, Sem 0.0365, dir -0.9721, norm 0.2223, swav 0.0000 LR: 9.294e-02 Score 98.779 Data time: 0.0574, Forward time: 0.7720, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 1.6239 [2020-10-18 18:39:20,201][root][INFO] - ===> Epoch[938](4687/5): Loss -0.6809, Sem 0.0431, dir -0.9684, norm 0.2444, swav 0.0000 LR: 9.294e-02 Score 98.629 Data time: 0.2456, Forward time: 0.7719, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 2.2311 [2020-10-18 18:39:22,432][root][INFO] - ===> Epoch[938](4688/5): Loss -0.6739, Sem 0.0440, dir -0.9653, norm 0.2473, swav 0.0000 LR: 9.294e-02 Score 98.558 Data time: 0.1964, Forward time: 0.7720, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 2.1403 [2020-10-18 18:39:24,449][root][INFO] - ===> Epoch[938](4689/5): Loss -0.6354, Sem 0.0470, dir -0.9622, norm 0.2798, swav 0.0000 LR: 9.294e-02 Score 98.447 Data time: 0.0672, Forward time: 0.7720, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 1.8839 [2020-10-18 18:39:26,438][root][INFO] - ===> Epoch[938](4690/5): Loss -0.6821, Sem 0.0435, dir -0.9682, norm 0.2426, swav 0.0000 LR: 9.294e-02 Score 98.543 Data time: 0.0875, Forward time: 0.7720, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 1.8845 [2020-10-18 18:39:28,728][root][INFO] - ===> Epoch[939](4691/5): Loss -0.6864, Sem 0.0399, dir -0.9694, norm 0.2431, swav 0.0000 LR: 9.294e-02 Score 98.665 Data time: 0.0545, Forward time: 0.7720, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 2.1827 [2020-10-18 18:39:31,559][root][INFO] - ===> Epoch[939](4692/5): Loss -0.6983, Sem 0.0399, dir -0.9696, norm 0.2314, swav 0.0000 LR: 9.293e-02 Score 98.698 Data time: 0.0813, Forward time: 0.7720, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 2.7477 [2020-10-18 18:39:34,336][root][INFO] - ===> Epoch[939](4693/5): Loss -0.6687, Sem 0.0395, dir -0.9661, norm 0.2579, swav 0.0000 LR: 9.293e-02 Score 98.690 Data time: 0.0902, Forward time: 0.7720, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 2.6549 [2020-10-18 18:39:36,571][root][INFO] - ===> Epoch[939](4694/5): Loss -0.6441, Sem 0.0439, dir -0.9639, norm 0.2760, swav 0.0000 LR: 9.293e-02 Score 98.620 Data time: 0.0578, Forward time: 0.7720, Backward time: 1.1933, DDP time: 0.0030, Total iter time: 2.1145 [2020-10-18 18:39:38,590][root][INFO] - ===> Epoch[939](4695/5): Loss -0.7109, Sem 0.0412, dir -0.9707, norm 0.2185, swav 0.0000 LR: 9.293e-02 Score 98.664 Data time: 0.0731, Forward time: 0.7720, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 1.9286 [2020-10-18 18:39:40,854][root][INFO] - ===> Epoch[940](4696/5): Loss -0.6869, Sem 0.0394, dir -0.9672, norm 0.2408, swav 0.0000 LR: 9.293e-02 Score 98.710 Data time: 0.0794, Forward time: 0.7720, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 2.1484 [2020-10-18 18:39:42,851][root][INFO] - ===> Epoch[940](4697/5): Loss -0.6647, Sem 0.0446, dir -0.9679, norm 0.2586, swav 0.0000 LR: 9.293e-02 Score 98.555 Data time: 0.2777, Forward time: 0.7720, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 1.8789 [2020-10-18 18:39:45,141][root][INFO] - ===> Epoch[940](4698/5): Loss -0.6776, Sem 0.0400, dir -0.9661, norm 0.2484, swav 0.0000 LR: 9.292e-02 Score 98.666 Data time: 0.0866, Forward time: 0.7720, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 2.2112 [2020-10-18 18:39:47,343][root][INFO] - ===> Epoch[940](4699/5): Loss -0.6546, Sem 0.0420, dir -0.9659, norm 0.2694, swav 0.0000 LR: 9.292e-02 Score 98.615 Data time: 0.0702, Forward time: 0.7720, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 2.0873 [2020-10-18 18:39:49,893][root][INFO] - ===> Epoch[940](4700/5): Loss -0.6559, Sem 0.0443, dir -0.9675, norm 0.2672, swav 0.0000 LR: 9.292e-02 Score 98.548 Data time: 0.0762, Forward time: 0.7720, Backward time: 1.1932, DDP time: 0.0030, Total iter time: 2.4625 [2020-10-18 18:39:50,983][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 18:39:52,537][root][INFO] - ===> Epoch[941](4701/5): Loss -0.6967, Sem 0.0402, dir -0.9677, norm 0.2308, swav 0.0000 LR: 9.292e-02 Score 98.675 Data time: 0.0440, Forward time: 0.7719, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 1.3863 [2020-10-18 18:39:54,548][root][INFO] - ===> Epoch[941](4702/5): Loss -0.7052, Sem 0.0384, dir -0.9710, norm 0.2273, swav 0.0000 LR: 9.292e-02 Score 98.779 Data time: 0.2891, Forward time: 0.7719, Backward time: 1.1931, DDP time: 0.0030, Total iter time: 1.9227 [2020-10-18 18:39:56,512][root][INFO] - ===> Epoch[941](4703/5): Loss -0.6865, Sem 0.0417, dir -0.9680, norm 0.2397, swav 0.0000 LR: 9.292e-02 Score 98.612 Data time: 0.1221, Forward time: 0.7719, Backward time: 1.1930, DDP time: 0.0030, Total iter time: 1.8670 [2020-10-18 18:39:58,352][root][INFO] - ===> Epoch[941](4704/5): Loss -0.6966, Sem 0.0396, dir -0.9682, norm 0.2320, swav 0.0000 LR: 9.292e-02 Score 98.695 Data time: 0.1556, Forward time: 0.7719, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 1.7302 [2020-10-18 18:40:00,493][root][INFO] - ===> Epoch[941](4705/5): Loss -0.6828, Sem 0.0406, dir -0.9681, norm 0.2447, swav 0.0000 LR: 9.291e-02 Score 98.669 Data time: 0.0737, Forward time: 0.7719, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.0519 [2020-10-18 18:40:03,087][root][INFO] - ===> Epoch[942](4706/5): Loss -0.6776, Sem 0.0386, dir -0.9651, norm 0.2489, swav 0.0000 LR: 9.291e-02 Score 98.710 Data time: 0.1184, Forward time: 0.7720, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.4685 [2020-10-18 18:40:05,455][root][INFO] - ===> Epoch[942](4707/5): Loss -0.6896, Sem 0.0362, dir -0.9689, norm 0.2431, swav 0.0000 LR: 9.291e-02 Score 98.818 Data time: 0.0841, Forward time: 0.7721, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.2384 [2020-10-18 18:40:07,641][root][INFO] - ===> Epoch[942](4708/5): Loss -0.6881, Sem 0.0405, dir -0.9698, norm 0.2411, swav 0.0000 LR: 9.291e-02 Score 98.660 Data time: 0.0544, Forward time: 0.7720, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.0817 [2020-10-18 18:40:09,826][root][INFO] - ===> Epoch[942](4709/5): Loss -0.7026, Sem 0.0436, dir -0.9683, norm 0.2221, swav 0.0000 LR: 9.291e-02 Score 98.580 Data time: 0.0797, Forward time: 0.7720, Backward time: 1.1929, DDP time: 0.0030, Total iter time: 2.0954 [2020-10-18 18:40:11,817][root][INFO] - ===> Epoch[942](4710/5): Loss -0.7022, Sem 0.0383, dir -0.9685, norm 0.2280, swav 0.0000 LR: 9.291e-02 Score 98.726 Data time: 0.0715, Forward time: 0.7720, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 1.8970 [2020-10-18 18:40:13,787][root][INFO] - ===> Epoch[943](4711/5): Loss -0.6870, Sem 0.0404, dir -0.9690, norm 0.2416, swav 0.0000 LR: 9.291e-02 Score 98.665 Data time: 0.1032, Forward time: 0.7720, Backward time: 1.1928, DDP time: 0.0030, Total iter time: 1.8634 [2020-10-18 18:40:15,827][root][INFO] - ===> Epoch[943](4712/5): Loss -0.6872, Sem 0.0408, dir -0.9660, norm 0.2380, swav 0.0000 LR: 9.290e-02 Score 98.622 Data time: 0.1006, Forward time: 0.7721, Backward time: 1.1927, DDP time: 0.0030, Total iter time: 1.9252 [2020-10-18 18:40:17,884][root][INFO] - ===> Epoch[943](4713/5): Loss -0.6797, Sem 0.0402, dir -0.9703, norm 0.2505, swav 0.0000 LR: 9.290e-02 Score 98.666 Data time: 0.0738, Forward time: 0.7721, Backward time: 1.1927, DDP time: 0.0030, Total iter time: 1.9443 [2020-10-18 18:40:20,120][root][INFO] - ===> Epoch[943](4714/5): Loss -0.6700, Sem 0.0410, dir -0.9654, norm 0.2543, swav 0.0000 LR: 9.290e-02 Score 98.675 Data time: 0.1197, Forward time: 0.7721, Backward time: 1.1926, DDP time: 0.0030, Total iter time: 2.1356 [2020-10-18 18:40:22,076][root][INFO] - ===> Epoch[943](4715/5): Loss -0.7008, Sem 0.0422, dir -0.9680, norm 0.2250, swav 0.0000 LR: 9.290e-02 Score 98.666 Data time: 0.0662, Forward time: 0.7721, Backward time: 1.1926, DDP time: 0.0030, Total iter time: 1.8533 [2020-10-18 18:40:23,990][root][INFO] - ===> Epoch[944](4716/5): Loss -0.6768, Sem 0.0428, dir -0.9659, norm 0.2463, swav 0.0000 LR: 9.290e-02 Score 98.574 Data time: 0.0624, Forward time: 0.7721, Backward time: 1.1926, DDP time: 0.0030, Total iter time: 1.8168 [2020-10-18 18:40:26,353][root][INFO] - ===> Epoch[944](4717/5): Loss -0.7033, Sem 0.0389, dir -0.9694, norm 0.2273, swav 0.0000 LR: 9.290e-02 Score 98.671 Data time: 0.1098, Forward time: 0.7721, Backward time: 1.1926, DDP time: 0.0030, Total iter time: 2.2868 [2020-10-18 18:40:28,828][root][INFO] - ===> Epoch[944](4718/5): Loss -0.6603, Sem 0.0437, dir -0.9673, norm 0.2634, swav 0.0000 LR: 9.289e-02 Score 98.563 Data time: 0.0809, Forward time: 0.7721, Backward time: 1.1926, DDP time: 0.0030, Total iter time: 2.3538 [2020-10-18 18:40:30,495][root][INFO] - ===> Epoch[944](4719/5): Loss -0.6925, Sem 0.0406, dir -0.9666, norm 0.2335, swav 0.0000 LR: 9.289e-02 Score 98.652 Data time: 0.0685, Forward time: 0.7720, Backward time: 1.1926, DDP time: 0.0030, Total iter time: 1.5473 [2020-10-18 18:40:32,427][root][INFO] - ===> Epoch[944](4720/5): Loss -0.6941, Sem 0.0359, dir -0.9717, norm 0.2417, swav 0.0000 LR: 9.289e-02 Score 98.817 Data time: 0.1152, Forward time: 0.7721, Backward time: 1.1925, DDP time: 0.0030, Total iter time: 1.8388 [2020-10-18 18:40:34,699][root][INFO] - ===> Epoch[945](4721/5): Loss -0.6841, Sem 0.0440, dir -0.9678, norm 0.2397, swav 0.0000 LR: 9.289e-02 Score 98.551 Data time: 0.0791, Forward time: 0.7721, Backward time: 1.1925, DDP time: 0.0030, Total iter time: 2.1720 [2020-10-18 18:40:36,800][root][INFO] - ===> Epoch[945](4722/5): Loss -0.6781, Sem 0.0431, dir -0.9669, norm 0.2457, swav 0.0000 LR: 9.289e-02 Score 98.553 Data time: 0.0531, Forward time: 0.7721, Backward time: 1.1925, DDP time: 0.0030, Total iter time: 2.0227 [2020-10-18 18:40:38,931][root][INFO] - ===> Epoch[945](4723/5): Loss -0.6956, Sem 0.0376, dir -0.9698, norm 0.2366, swav 0.0000 LR: 9.289e-02 Score 98.767 Data time: 0.0924, Forward time: 0.7721, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 2.0257 [2020-10-18 18:40:40,679][root][INFO] - ===> Epoch[945](4724/5): Loss -0.7076, Sem 0.0425, dir -0.9655, norm 0.2153, swav 0.0000 LR: 9.289e-02 Score 98.574 Data time: 0.0683, Forward time: 0.7721, Backward time: 1.1924, DDP time: 0.0030, Total iter time: 1.6404 [2020-10-18 18:40:42,770][root][INFO] - ===> Epoch[945](4725/5): Loss -0.6735, Sem 0.0369, dir -0.9696, norm 0.2593, swav 0.0000 LR: 9.288e-02 Score 98.758 Data time: 0.1875, Forward time: 0.7721, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 2.0210 [2020-10-18 18:40:45,307][root][INFO] - ===> Epoch[946](4726/5): Loss -0.6673, Sem 0.0439, dir -0.9666, norm 0.2554, swav 0.0000 LR: 9.288e-02 Score 98.577 Data time: 0.0790, Forward time: 0.7721, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 2.4310 [2020-10-18 18:40:47,439][root][INFO] - ===> Epoch[946](4727/5): Loss -0.6845, Sem 0.0405, dir -0.9706, norm 0.2456, swav 0.0000 LR: 9.288e-02 Score 98.667 Data time: 0.0586, Forward time: 0.7721, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 2.0395 [2020-10-18 18:40:49,804][root][INFO] - ===> Epoch[946](4728/5): Loss -0.6799, Sem 0.0382, dir -0.9685, norm 0.2503, swav 0.0000 LR: 9.288e-02 Score 98.773 Data time: 0.1696, Forward time: 0.7722, Backward time: 1.1923, DDP time: 0.0030, Total iter time: 2.2753 [2020-10-18 18:40:51,829][root][INFO] - ===> Epoch[946](4729/5): Loss -0.7009, Sem 0.0409, dir -0.9677, norm 0.2260, swav 0.0000 LR: 9.288e-02 Score 98.623 Data time: 0.1200, Forward time: 0.7722, Backward time: 1.1922, DDP time: 0.0030, Total iter time: 1.9138 [2020-10-18 18:40:54,181][root][INFO] - ===> Epoch[946](4730/5): Loss -0.6713, Sem 0.0429, dir -0.9683, norm 0.2541, swav 0.0000 LR: 9.288e-02 Score 98.627 Data time: 0.0990, Forward time: 0.7723, Backward time: 1.1922, DDP time: 0.0030, Total iter time: 2.2521 [2020-10-18 18:40:56,380][root][INFO] - ===> Epoch[947](4731/5): Loss -0.6869, Sem 0.0384, dir -0.9690, norm 0.2438, swav 0.0000 LR: 9.287e-02 Score 98.739 Data time: 0.0651, Forward time: 0.7722, Backward time: 1.1922, DDP time: 0.0030, Total iter time: 2.0786 [2020-10-18 18:40:58,501][root][INFO] - ===> Epoch[947](4732/5): Loss -0.7012, Sem 0.0404, dir -0.9685, norm 0.2269, swav 0.0000 LR: 9.287e-02 Score 98.647 Data time: 0.0623, Forward time: 0.7722, Backward time: 1.1922, DDP time: 0.0030, Total iter time: 2.0300 [2020-10-18 18:41:00,699][root][INFO] - ===> Epoch[947](4733/5): Loss -0.6911, Sem 0.0358, dir -0.9693, norm 0.2424, swav 0.0000 LR: 9.287e-02 Score 98.830 Data time: 0.1157, Forward time: 0.7722, Backward time: 1.1922, DDP time: 0.0030, Total iter time: 2.0935 [2020-10-18 18:41:02,642][root][INFO] - ===> Epoch[947](4734/5): Loss -0.6855, Sem 0.0416, dir -0.9693, norm 0.2422, swav 0.0000 LR: 9.287e-02 Score 98.627 Data time: 0.0805, Forward time: 0.7722, Backward time: 1.1922, DDP time: 0.0030, Total iter time: 1.8320 [2020-10-18 18:41:04,562][root][INFO] - ===> Epoch[947](4735/5): Loss -0.6755, Sem 0.0410, dir -0.9670, norm 0.2505, swav 0.0000 LR: 9.287e-02 Score 98.661 Data time: 0.1089, Forward time: 0.7722, Backward time: 1.1921, DDP time: 0.0030, Total iter time: 1.8127 [2020-10-18 18:41:06,661][root][INFO] - ===> Epoch[948](4736/5): Loss -0.6738, Sem 0.0463, dir -0.9630, norm 0.2429, swav 0.0000 LR: 9.287e-02 Score 98.497 Data time: 0.0419, Forward time: 0.7722, Backward time: 1.1921, DDP time: 0.0030, Total iter time: 1.9820 [2020-10-18 18:41:08,748][root][INFO] - ===> Epoch[948](4737/5): Loss -0.6902, Sem 0.0433, dir -0.9674, norm 0.2340, swav 0.0000 LR: 9.287e-02 Score 98.596 Data time: 0.1922, Forward time: 0.7722, Backward time: 1.1921, DDP time: 0.0030, Total iter time: 2.0230 [2020-10-18 18:41:11,017][root][INFO] - ===> Epoch[948](4738/5): Loss -0.6546, Sem 0.0420, dir -0.9646, norm 0.2679, swav 0.0000 LR: 9.286e-02 Score 98.626 Data time: 0.0756, Forward time: 0.7722, Backward time: 1.1921, DDP time: 0.0030, Total iter time: 2.1554 [2020-10-18 18:41:12,915][root][INFO] - ===> Epoch[948](4739/5): Loss -0.6987, Sem 0.0407, dir -0.9682, norm 0.2288, swav 0.0000 LR: 9.286e-02 Score 98.648 Data time: 0.0539, Forward time: 0.7722, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 1.7919 [2020-10-18 18:41:14,984][root][INFO] - ===> Epoch[948](4740/5): Loss -0.6870, Sem 0.0356, dir -0.9691, norm 0.2465, swav 0.0000 LR: 9.286e-02 Score 98.794 Data time: 0.0555, Forward time: 0.7721, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 1.9870 [2020-10-18 18:41:17,248][root][INFO] - ===> Epoch[949](4741/5): Loss -0.6765, Sem 0.0435, dir -0.9659, norm 0.2459, swav 0.0000 LR: 9.286e-02 Score 98.576 Data time: 0.0947, Forward time: 0.7722, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 2.1380 [2020-10-18 18:41:19,585][root][INFO] - ===> Epoch[949](4742/5): Loss -0.6638, Sem 0.0410, dir -0.9701, norm 0.2653, swav 0.0000 LR: 9.286e-02 Score 98.660 Data time: 0.0508, Forward time: 0.7721, Backward time: 1.1921, DDP time: 0.0030, Total iter time: 2.2086 [2020-10-18 18:41:21,914][root][INFO] - ===> Epoch[949](4743/5): Loss -0.6739, Sem 0.0362, dir -0.9672, norm 0.2571, swav 0.0000 LR: 9.286e-02 Score 98.789 Data time: 0.0769, Forward time: 0.7721, Backward time: 1.1921, DDP time: 0.0030, Total iter time: 2.2272 [2020-10-18 18:41:23,848][root][INFO] - ===> Epoch[949](4744/5): Loss -0.6886, Sem 0.0361, dir -0.9690, norm 0.2443, swav 0.0000 LR: 9.286e-02 Score 98.790 Data time: 0.0764, Forward time: 0.7721, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 1.8175 [2020-10-18 18:41:25,587][root][INFO] - ===> Epoch[949](4745/5): Loss -0.7052, Sem 0.0394, dir -0.9694, norm 0.2248, swav 0.0000 LR: 9.285e-02 Score 98.677 Data time: 0.0616, Forward time: 0.7721, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 1.6328 [2020-10-18 18:41:27,946][root][INFO] - ===> Epoch[950](4746/5): Loss -0.6546, Sem 0.0381, dir -0.9680, norm 0.2754, swav 0.0000 LR: 9.285e-02 Score 98.777 Data time: 0.0778, Forward time: 0.7721, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 2.2641 [2020-10-18 18:41:30,136][root][INFO] - ===> Epoch[950](4747/5): Loss -0.6978, Sem 0.0373, dir -0.9702, norm 0.2351, swav 0.0000 LR: 9.285e-02 Score 98.762 Data time: 0.0505, Forward time: 0.7721, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 2.0569 [2020-10-18 18:41:31,969][root][INFO] - ===> Epoch[950](4748/5): Loss -0.7038, Sem 0.0380, dir -0.9694, norm 0.2276, swav 0.0000 LR: 9.285e-02 Score 98.701 Data time: 0.0769, Forward time: 0.7721, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 1.7254 [2020-10-18 18:41:34,116][root][INFO] - ===> Epoch[950](4749/5): Loss -0.6802, Sem 0.0443, dir -0.9691, norm 0.2446, swav 0.0000 LR: 9.285e-02 Score 98.533 Data time: 0.0852, Forward time: 0.7721, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.0414 [2020-10-18 18:41:36,709][root][INFO] - ===> Epoch[950](4750/5): Loss -0.6550, Sem 0.0417, dir -0.9657, norm 0.2690, swav 0.0000 LR: 9.285e-02 Score 98.646 Data time: 0.0784, Forward time: 0.7721, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 2.4861 [2020-10-18 18:41:39,163][root][INFO] - ===> Epoch[951](4751/5): Loss -0.6657, Sem 0.0404, dir -0.9667, norm 0.2605, swav 0.0000 LR: 9.284e-02 Score 98.660 Data time: 0.0834, Forward time: 0.7721, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 2.3173 [2020-10-18 18:41:40,990][root][INFO] - ===> Epoch[951](4752/5): Loss -0.6880, Sem 0.0425, dir -0.9683, norm 0.2379, swav 0.0000 LR: 9.284e-02 Score 98.612 Data time: 0.0549, Forward time: 0.7720, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 1.6989 [2020-10-18 18:41:42,908][root][INFO] - ===> Epoch[951](4753/5): Loss -0.6731, Sem 0.0367, dir -0.9690, norm 0.2592, swav 0.0000 LR: 9.284e-02 Score 98.764 Data time: 0.0807, Forward time: 0.7720, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 1.8070 [2020-10-18 18:41:44,994][root][INFO] - ===> Epoch[951](4754/5): Loss -0.6596, Sem 0.0421, dir -0.9678, norm 0.2661, swav 0.0000 LR: 9.284e-02 Score 98.612 Data time: 0.1762, Forward time: 0.7720, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 1.9749 [2020-10-18 18:41:47,019][root][INFO] - ===> Epoch[951](4755/5): Loss -0.6622, Sem 0.0363, dir -0.9698, norm 0.2713, swav 0.0000 LR: 9.284e-02 Score 98.836 Data time: 0.1049, Forward time: 0.7720, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 1.9088 [2020-10-18 18:41:49,136][root][INFO] - ===> Epoch[952](4756/5): Loss -0.6633, Sem 0.0397, dir -0.9697, norm 0.2666, swav 0.0000 LR: 9.284e-02 Score 98.685 Data time: 0.0678, Forward time: 0.7720, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 1.9828 [2020-10-18 18:41:51,022][root][INFO] - ===> Epoch[952](4757/5): Loss -0.6910, Sem 0.0424, dir -0.9664, norm 0.2330, swav 0.0000 LR: 9.284e-02 Score 98.561 Data time: 0.0616, Forward time: 0.7720, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 1.7830 [2020-10-18 18:41:53,532][root][INFO] - ===> Epoch[952](4758/5): Loss -0.6158, Sem 0.0480, dir -0.9659, norm 0.3022, swav 0.0000 LR: 9.283e-02 Score 98.487 Data time: 0.1043, Forward time: 0.7721, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.4198 [2020-10-18 18:41:55,316][root][INFO] - ===> Epoch[952](4759/5): Loss -0.6696, Sem 0.0396, dir -0.9689, norm 0.2597, swav 0.0000 LR: 9.283e-02 Score 98.694 Data time: 0.0746, Forward time: 0.7721, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 1.6557 [2020-10-18 18:41:57,377][root][INFO] - ===> Epoch[952](4760/5): Loss -0.6659, Sem 0.0419, dir -0.9653, norm 0.2576, swav 0.0000 LR: 9.283e-02 Score 98.608 Data time: 0.0483, Forward time: 0.7720, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 1.9639 [2020-10-18 18:41:59,764][root][INFO] - ===> Epoch[953](4761/5): Loss -0.6626, Sem 0.0404, dir -0.9700, norm 0.2670, swav 0.0000 LR: 9.283e-02 Score 98.700 Data time: 0.0615, Forward time: 0.7720, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.3302 [2020-10-18 18:42:02,034][root][INFO] - ===> Epoch[953](4762/5): Loss -0.6392, Sem 0.0445, dir -0.9648, norm 0.2810, swav 0.0000 LR: 9.283e-02 Score 98.549 Data time: 0.0861, Forward time: 0.7720, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.1819 [2020-10-18 18:42:04,330][root][INFO] - ===> Epoch[953](4763/5): Loss -0.6874, Sem 0.0389, dir -0.9688, norm 0.2425, swav 0.0000 LR: 9.283e-02 Score 98.734 Data time: 0.0659, Forward time: 0.7720, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.1889 [2020-10-18 18:42:06,690][root][INFO] - ===> Epoch[953](4764/5): Loss -0.6668, Sem 0.0437, dir -0.9649, norm 0.2544, swav 0.0000 LR: 9.282e-02 Score 98.510 Data time: 0.0741, Forward time: 0.7720, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.2479 [2020-10-18 18:42:08,928][root][INFO] - ===> Epoch[953](4765/5): Loss -0.6576, Sem 0.0393, dir -0.9655, norm 0.2687, swav 0.0000 LR: 9.282e-02 Score 98.691 Data time: 0.1177, Forward time: 0.7719, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.1321 [2020-10-18 18:42:11,351][root][INFO] - ===> Epoch[954](4766/5): Loss -0.6684, Sem 0.0371, dir -0.9671, norm 0.2616, swav 0.0000 LR: 9.282e-02 Score 98.760 Data time: 0.0978, Forward time: 0.7720, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.3256 [2020-10-18 18:42:13,238][root][INFO] - ===> Epoch[954](4767/5): Loss -0.6728, Sem 0.0405, dir -0.9680, norm 0.2547, swav 0.0000 LR: 9.282e-02 Score 98.655 Data time: 0.0617, Forward time: 0.7720, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 1.7839 [2020-10-18 18:42:15,411][root][INFO] - ===> Epoch[954](4768/5): Loss -0.6735, Sem 0.0360, dir -0.9697, norm 0.2601, swav 0.0000 LR: 9.282e-02 Score 98.794 Data time: 0.0795, Forward time: 0.7720, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.0800 [2020-10-18 18:42:17,543][root][INFO] - ===> Epoch[954](4769/5): Loss -0.6607, Sem 0.0463, dir -0.9649, norm 0.2580, swav 0.0000 LR: 9.282e-02 Score 98.529 Data time: 0.0792, Forward time: 0.7720, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.0372 [2020-10-18 18:42:19,462][root][INFO] - ===> Epoch[954](4770/5): Loss -0.6805, Sem 0.0397, dir -0.9675, norm 0.2473, swav 0.0000 LR: 9.282e-02 Score 98.705 Data time: 0.0719, Forward time: 0.7721, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.7970 [2020-10-18 18:42:21,678][root][INFO] - ===> Epoch[955](4771/5): Loss -0.6758, Sem 0.0461, dir -0.9680, norm 0.2461, swav 0.0000 LR: 9.281e-02 Score 98.495 Data time: 0.1033, Forward time: 0.7721, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.1328 [2020-10-18 18:42:23,928][root][INFO] - ===> Epoch[955](4772/5): Loss -0.6704, Sem 0.0404, dir -0.9688, norm 0.2580, swav 0.0000 LR: 9.281e-02 Score 98.642 Data time: 0.0873, Forward time: 0.7721, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.1574 [2020-10-18 18:42:25,810][root][INFO] - ===> Epoch[955](4773/5): Loss -0.6633, Sem 0.0448, dir -0.9655, norm 0.2573, swav 0.0000 LR: 9.281e-02 Score 98.556 Data time: 0.0705, Forward time: 0.7721, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.7766 [2020-10-18 18:42:28,335][root][INFO] - ===> Epoch[955](4774/5): Loss -0.6870, Sem 0.0392, dir -0.9692, norm 0.2430, swav 0.0000 LR: 9.281e-02 Score 98.670 Data time: 0.0526, Forward time: 0.7721, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.4285 [2020-10-18 18:42:30,548][root][INFO] - ===> Epoch[955](4775/5): Loss -0.6708, Sem 0.0441, dir -0.9656, norm 0.2507, swav 0.0000 LR: 9.281e-02 Score 98.518 Data time: 0.0543, Forward time: 0.7721, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.1423 [2020-10-18 18:42:32,754][root][INFO] - ===> Epoch[956](4776/5): Loss -0.6619, Sem 0.0364, dir -0.9704, norm 0.2721, swav 0.0000 LR: 9.281e-02 Score 98.839 Data time: 0.0627, Forward time: 0.7720, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.1175 [2020-10-18 18:42:35,253][root][INFO] - ===> Epoch[956](4777/5): Loss -0.6778, Sem 0.0405, dir -0.9667, norm 0.2484, swav 0.0000 LR: 9.281e-02 Score 98.655 Data time: 0.1058, Forward time: 0.7721, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.3995 [2020-10-18 18:42:37,173][root][INFO] - ===> Epoch[956](4778/5): Loss -0.6774, Sem 0.0411, dir -0.9672, norm 0.2487, swav 0.0000 LR: 9.280e-02 Score 98.626 Data time: 0.0727, Forward time: 0.7721, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.8010 [2020-10-18 18:42:39,329][root][INFO] - ===> Epoch[956](4779/5): Loss -0.6562, Sem 0.0392, dir -0.9662, norm 0.2708, swav 0.0000 LR: 9.280e-02 Score 98.654 Data time: 0.0585, Forward time: 0.7721, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.0516 [2020-10-18 18:42:41,276][root][INFO] - ===> Epoch[956](4780/5): Loss -0.6728, Sem 0.0447, dir -0.9681, norm 0.2505, swav 0.0000 LR: 9.280e-02 Score 98.464 Data time: 0.1240, Forward time: 0.7721, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.8476 [2020-10-18 18:42:43,536][root][INFO] - ===> Epoch[957](4781/5): Loss -0.6683, Sem 0.0416, dir -0.9699, norm 0.2600, swav 0.0000 LR: 9.280e-02 Score 98.660 Data time: 0.1095, Forward time: 0.7721, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.1464 [2020-10-18 18:42:45,382][root][INFO] - ===> Epoch[957](4782/5): Loss -0.6876, Sem 0.0386, dir -0.9699, norm 0.2437, swav 0.0000 LR: 9.280e-02 Score 98.787 Data time: 0.0647, Forward time: 0.7721, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.7347 [2020-10-18 18:42:47,610][root][INFO] - ===> Epoch[957](4783/5): Loss -0.6656, Sem 0.0406, dir -0.9655, norm 0.2593, swav 0.0000 LR: 9.280e-02 Score 98.680 Data time: 0.0688, Forward time: 0.7721, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.1552 [2020-10-18 18:42:49,786][root][INFO] - ===> Epoch[957](4784/5): Loss -0.6596, Sem 0.0474, dir -0.9646, norm 0.2576, swav 0.0000 LR: 9.279e-02 Score 98.455 Data time: 0.0583, Forward time: 0.7720, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.0640 [2020-10-18 18:42:52,001][root][INFO] - ===> Epoch[957](4785/5): Loss -0.6623, Sem 0.0411, dir -0.9681, norm 0.2646, swav 0.0000 LR: 9.279e-02 Score 98.652 Data time: 0.0745, Forward time: 0.7720, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.1287 [2020-10-18 18:42:53,902][root][INFO] - ===> Epoch[958](4786/5): Loss -0.6394, Sem 0.0425, dir -0.9669, norm 0.2850, swav 0.0000 LR: 9.279e-02 Score 98.593 Data time: 0.0701, Forward time: 0.7720, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.7903 [2020-10-18 18:42:56,308][root][INFO] - ===> Epoch[958](4787/5): Loss -0.6878, Sem 0.0392, dir -0.9696, norm 0.2426, swav 0.0000 LR: 9.279e-02 Score 98.737 Data time: 0.0662, Forward time: 0.7720, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.3146 [2020-10-18 18:42:58,360][root][INFO] - ===> Epoch[958](4788/5): Loss -0.6691, Sem 0.0493, dir -0.9644, norm 0.2461, swav 0.0000 LR: 9.279e-02 Score 98.387 Data time: 0.0753, Forward time: 0.7720, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.9448 [2020-10-18 18:43:00,380][root][INFO] - ===> Epoch[958](4789/5): Loss -0.6967, Sem 0.0422, dir -0.9711, norm 0.2322, swav 0.0000 LR: 9.279e-02 Score 98.649 Data time: 0.0851, Forward time: 0.7720, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.9070 [2020-10-18 18:43:02,609][root][INFO] - ===> Epoch[958](4790/5): Loss -0.6546, Sem 0.0396, dir -0.9656, norm 0.2713, swav 0.0000 LR: 9.279e-02 Score 98.712 Data time: 0.0797, Forward time: 0.7720, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.1354 [2020-10-18 18:43:04,518][root][INFO] - ===> Epoch[959](4791/5): Loss -0.6642, Sem 0.0424, dir -0.9666, norm 0.2600, swav 0.0000 LR: 9.278e-02 Score 98.605 Data time: 0.0671, Forward time: 0.7720, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 1.8017 [2020-10-18 18:43:06,628][root][INFO] - ===> Epoch[959](4792/5): Loss -0.6550, Sem 0.0454, dir -0.9662, norm 0.2658, swav 0.0000 LR: 9.278e-02 Score 98.501 Data time: 0.0695, Forward time: 0.7720, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 2.0099 [2020-10-18 18:43:08,905][root][INFO] - ===> Epoch[959](4793/5): Loss -0.6802, Sem 0.0457, dir -0.9676, norm 0.2417, swav 0.0000 LR: 9.278e-02 Score 98.505 Data time: 0.0896, Forward time: 0.7720, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 2.1527 [2020-10-18 18:43:11,141][root][INFO] - ===> Epoch[959](4794/5): Loss -0.6607, Sem 0.0406, dir -0.9666, norm 0.2653, swav 0.0000 LR: 9.278e-02 Score 98.661 Data time: 0.2760, Forward time: 0.7720, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.1292 [2020-10-18 18:43:13,778][root][INFO] - ===> Epoch[959](4795/5): Loss -0.6568, Sem 0.0402, dir -0.9692, norm 0.2722, swav 0.0000 LR: 9.278e-02 Score 98.696 Data time: 0.1107, Forward time: 0.7721, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.5391 [2020-10-18 18:43:15,766][root][INFO] - ===> Epoch[960](4796/5): Loss -0.6601, Sem 0.0409, dir -0.9653, norm 0.2642, swav 0.0000 LR: 9.278e-02 Score 98.671 Data time: 0.0521, Forward time: 0.7720, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 1.8163 [2020-10-18 18:43:17,701][root][INFO] - ===> Epoch[960](4797/5): Loss -0.6637, Sem 0.0408, dir -0.9676, norm 0.2631, swav 0.0000 LR: 9.277e-02 Score 98.631 Data time: 0.0450, Forward time: 0.7720, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 1.8312 [2020-10-18 18:43:20,071][root][INFO] - ===> Epoch[960](4798/5): Loss -0.6771, Sem 0.0379, dir -0.9685, norm 0.2535, swav 0.0000 LR: 9.277e-02 Score 98.719 Data time: 0.0568, Forward time: 0.7720, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 2.3092 [2020-10-18 18:43:22,477][root][INFO] - ===> Epoch[960](4799/5): Loss -0.6496, Sem 0.0414, dir -0.9690, norm 0.2780, swav 0.0000 LR: 9.277e-02 Score 98.622 Data time: 0.0602, Forward time: 0.7719, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 2.2962 [2020-10-18 18:43:24,843][root][INFO] - ===> Epoch[960](4800/5): Loss -0.6754, Sem 0.0428, dir -0.9692, norm 0.2511, swav 0.0000 LR: 9.277e-02 Score 98.599 Data time: 0.0661, Forward time: 0.7719, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.2697 [2020-10-18 18:43:26,136][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 18:43:26,301][root][INFO] - ===> Start testing [2020-10-18 18:44:03,838][root][INFO] - 68/68: Data time: 0.0020, Iter time: 0.1019 Loss 0.122 (AVG: 0.485) Score 96.201 (AVG: 89.449) mIOU 67.872 mAP 83.823 mAcc 75.409 IOU: 58.972 0.000 80.739 71.886 92.964 91.983 29.265 74.726 97.145 61.835 77.781 85.152 59.884 mAP: 82.396 7.357 95.693 89.419 98.952 98.555 60.704 94.939 99.816 80.652 93.435 95.202 92.582 mAcc: 76.150 0.000 90.455 81.939 94.847 95.906 35.981 90.980 99.177 67.630 88.272 94.208 64.774 [2020-10-18 18:44:03,842][root][INFO] - Finished test. Elapsed time: 37.5356 [2020-10-18 18:44:06,747][root][INFO] - [2020-10-18 18:44:06,747][root][INFO] - ################################################################ [2020-10-18 18:44:06,747][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 18:44:06,747][root][INFO] - ################################################################ [2020-10-18 18:44:06,748][root][INFO] - clutter : nan nan nan [2020-10-18 18:44:06,748][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 18:44:06,748][root][INFO] - board : 0.798 0.938 0.938 [2020-10-18 18:44:06,748][root][INFO] - bookcase : 0.272 0.427 0.538 [2020-10-18 18:44:06,748][root][INFO] - ceiling : 0.585 0.659 0.697 [2020-10-18 18:44:06,748][root][INFO] - chair : 0.788 0.879 0.892 [2020-10-18 18:44:06,748][root][INFO] - column : 0.173 0.266 0.366 [2020-10-18 18:44:06,748][root][INFO] - door : 0.620 0.810 0.913 [2020-10-18 18:44:06,748][root][INFO] - floor : 0.882 0.941 0.971 [2020-10-18 18:44:06,748][root][INFO] - sofa : 0.362 0.636 0.636 [2020-10-18 18:44:06,748][root][INFO] - table : 0.185 0.396 0.687 [2020-10-18 18:44:06,748][root][INFO] - wall : 0.479 0.684 0.783 [2020-10-18 18:44:06,748][root][INFO] - window : 0.549 0.762 0.777 [2020-10-18 18:44:06,748][root][INFO] - ---------------------------------------------------------------- [2020-10-18 18:44:06,748][root][INFO] - average : 0.474 0.616 0.683 [2020-10-18 18:44:06,748][root][INFO] - [2020-10-18 18:44:06,970][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 18:44:06,970][root][INFO] - Current best mIoU: 69.164 at iter 3800 [2020-10-18 18:44:08,852][root][INFO] - ===> Epoch[961](4801/5): Loss -0.6440, Sem 0.0484, dir -0.9624, norm 0.2700, swav 0.0000 LR: 9.277e-02 Score 98.409 Data time: 0.0608, Forward time: 0.7719, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 1.8760 [2020-10-18 18:44:11,009][root][INFO] - ===> Epoch[961](4802/5): Loss -0.6675, Sem 0.0377, dir -0.9708, norm 0.2656, swav 0.0000 LR: 9.277e-02 Score 98.757 Data time: 0.0768, Forward time: 0.7719, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 2.0284 [2020-10-18 18:44:13,300][root][INFO] - ===> Epoch[961](4803/5): Loss -0.6599, Sem 0.0423, dir -0.9657, norm 0.2635, swav 0.0000 LR: 9.277e-02 Score 98.629 Data time: 0.0621, Forward time: 0.7719, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.1953 [2020-10-18 18:44:15,766][root][INFO] - ===> Epoch[961](4804/5): Loss -0.6604, Sem 0.0418, dir -0.9657, norm 0.2635, swav 0.0000 LR: 9.276e-02 Score 98.650 Data time: 0.0721, Forward time: 0.7719, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.3553 [2020-10-18 18:44:17,804][root][INFO] - ===> Epoch[961](4805/5): Loss -0.6616, Sem 0.0414, dir -0.9685, norm 0.2655, swav 0.0000 LR: 9.276e-02 Score 98.630 Data time: 0.0824, Forward time: 0.7719, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.9365 [2020-10-18 18:44:19,840][root][INFO] - ===> Epoch[962](4806/5): Loss -0.6864, Sem 0.0360, dir -0.9696, norm 0.2472, swav 0.0000 LR: 9.276e-02 Score 98.808 Data time: 0.0572, Forward time: 0.7719, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 1.9243 [2020-10-18 18:44:22,150][root][INFO] - ===> Epoch[962](4807/5): Loss -0.6513, Sem 0.0448, dir -0.9656, norm 0.2695, swav 0.0000 LR: 9.276e-02 Score 98.528 Data time: 0.0824, Forward time: 0.7719, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 2.1968 [2020-10-18 18:44:24,368][root][INFO] - ===> Epoch[962](4808/5): Loss -0.6774, Sem 0.0396, dir -0.9696, norm 0.2527, swav 0.0000 LR: 9.276e-02 Score 98.662 Data time: 0.0888, Forward time: 0.7719, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 2.0903 [2020-10-18 18:44:26,711][root][INFO] - ===> Epoch[962](4809/5): Loss -0.6682, Sem 0.0465, dir -0.9669, norm 0.2522, swav 0.0000 LR: 9.276e-02 Score 98.441 Data time: 0.0661, Forward time: 0.7719, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 2.2386 [2020-10-18 18:44:28,700][root][INFO] - ===> Epoch[962](4810/5): Loss -0.6701, Sem 0.0401, dir -0.9673, norm 0.2571, swav 0.0000 LR: 9.276e-02 Score 98.669 Data time: 0.0763, Forward time: 0.7719, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 1.8920 [2020-10-18 18:44:30,743][root][INFO] - ===> Epoch[963](4811/5): Loss -0.6749, Sem 0.0475, dir -0.9681, norm 0.2456, swav 0.0000 LR: 9.275e-02 Score 98.401 Data time: 0.0648, Forward time: 0.7719, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 1.9071 [2020-10-18 18:44:32,991][root][INFO] - ===> Epoch[963](4812/5): Loss -0.6629, Sem 0.0433, dir -0.9683, norm 0.2621, swav 0.0000 LR: 9.275e-02 Score 98.607 Data time: 0.0823, Forward time: 0.7719, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 2.1591 [2020-10-18 18:44:35,387][root][INFO] - ===> Epoch[963](4813/5): Loss -0.6845, Sem 0.0423, dir -0.9675, norm 0.2407, swav 0.0000 LR: 9.275e-02 Score 98.567 Data time: 0.0729, Forward time: 0.7719, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 2.2882 [2020-10-18 18:44:37,700][root][INFO] - ===> Epoch[963](4814/5): Loss -0.6835, Sem 0.0418, dir -0.9686, norm 0.2433, swav 0.0000 LR: 9.275e-02 Score 98.651 Data time: 0.1600, Forward time: 0.7719, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 2.2091 [2020-10-18 18:44:40,068][root][INFO] - ===> Epoch[963](4815/5): Loss -0.6544, Sem 0.0419, dir -0.9647, norm 0.2684, swav 0.0000 LR: 9.275e-02 Score 98.647 Data time: 0.1227, Forward time: 0.7719, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 2.2577 [2020-10-18 18:44:42,265][root][INFO] - ===> Epoch[964](4816/5): Loss -0.6941, Sem 0.0375, dir -0.9685, norm 0.2370, swav 0.0000 LR: 9.275e-02 Score 98.741 Data time: 0.0930, Forward time: 0.7720, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.0815 [2020-10-18 18:44:44,415][root][INFO] - ===> Epoch[964](4817/5): Loss -0.6709, Sem 0.0439, dir -0.9702, norm 0.2553, swav 0.0000 LR: 9.274e-02 Score 98.582 Data time: 0.0548, Forward time: 0.7720, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 2.0385 [2020-10-18 18:44:46,841][root][INFO] - ===> Epoch[964](4818/5): Loss -0.6717, Sem 0.0434, dir -0.9666, norm 0.2515, swav 0.0000 LR: 9.274e-02 Score 98.566 Data time: 0.0693, Forward time: 0.7720, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 2.3604 [2020-10-18 18:44:48,895][root][INFO] - ===> Epoch[964](4819/5): Loss -0.6704, Sem 0.0466, dir -0.9684, norm 0.2514, swav 0.0000 LR: 9.274e-02 Score 98.424 Data time: 0.0676, Forward time: 0.7719, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 1.9539 [2020-10-18 18:44:50,874][root][INFO] - ===> Epoch[964](4820/5): Loss -0.6583, Sem 0.0440, dir -0.9662, norm 0.2639, swav 0.0000 LR: 9.274e-02 Score 98.551 Data time: 0.0762, Forward time: 0.7719, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 1.8766 [2020-10-18 18:44:53,134][root][INFO] - ===> Epoch[965](4821/5): Loss -0.6965, Sem 0.0391, dir -0.9701, norm 0.2345, swav 0.0000 LR: 9.274e-02 Score 98.735 Data time: 0.0680, Forward time: 0.7719, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 2.1432 [2020-10-18 18:44:55,557][root][INFO] - ===> Epoch[965](4822/5): Loss -0.6821, Sem 0.0440, dir -0.9666, norm 0.2405, swav 0.0000 LR: 9.274e-02 Score 98.575 Data time: 0.0768, Forward time: 0.7719, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 2.3201 [2020-10-18 18:44:57,561][root][INFO] - ===> Epoch[965](4823/5): Loss -0.6877, Sem 0.0404, dir -0.9675, norm 0.2395, swav 0.0000 LR: 9.274e-02 Score 98.637 Data time: 0.0598, Forward time: 0.7719, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 1.9081 [2020-10-18 18:45:00,055][root][INFO] - ===> Epoch[965](4824/5): Loss -0.6728, Sem 0.0392, dir -0.9674, norm 0.2553, swav 0.0000 LR: 9.273e-02 Score 98.680 Data time: 0.0729, Forward time: 0.7719, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.4194 [2020-10-18 18:45:01,976][root][INFO] - ===> Epoch[965](4825/5): Loss -0.7002, Sem 0.0434, dir -0.9705, norm 0.2269, swav 0.0000 LR: 9.273e-02 Score 98.528 Data time: 0.0616, Forward time: 0.7719, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 1.8088 [2020-10-18 18:45:04,177][root][INFO] - ===> Epoch[966](4826/5): Loss -0.7054, Sem 0.0410, dir -0.9686, norm 0.2222, swav 0.0000 LR: 9.273e-02 Score 98.626 Data time: 0.0427, Forward time: 0.7718, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.1218 [2020-10-18 18:45:06,149][root][INFO] - ===> Epoch[966](4827/5): Loss -0.6655, Sem 0.0426, dir -0.9697, norm 0.2617, swav 0.0000 LR: 9.273e-02 Score 98.610 Data time: 0.0519, Forward time: 0.7717, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.9354 [2020-10-18 18:45:08,133][root][INFO] - ===> Epoch[966](4828/5): Loss -0.7053, Sem 0.0409, dir -0.9697, norm 0.2235, swav 0.0000 LR: 9.273e-02 Score 98.645 Data time: 0.0566, Forward time: 0.7717, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.8852 [2020-10-18 18:45:10,216][root][INFO] - ===> Epoch[966](4829/5): Loss -0.6700, Sem 0.0454, dir -0.9649, norm 0.2495, swav 0.0000 LR: 9.273e-02 Score 98.487 Data time: 0.0993, Forward time: 0.7717, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 2.0002 [2020-10-18 18:45:12,770][root][INFO] - ===> Epoch[966](4830/5): Loss -0.6673, Sem 0.0434, dir -0.9682, norm 0.2575, swav 0.0000 LR: 9.273e-02 Score 98.589 Data time: 0.1022, Forward time: 0.7718, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 2.4503 [2020-10-18 18:45:14,680][root][INFO] - ===> Epoch[967](4831/5): Loss -0.6849, Sem 0.0431, dir -0.9682, norm 0.2403, swav 0.0000 LR: 9.272e-02 Score 98.572 Data time: 0.0747, Forward time: 0.7718, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 1.8085 [2020-10-18 18:45:16,992][root][INFO] - ===> Epoch[967](4832/5): Loss -0.6732, Sem 0.0414, dir -0.9673, norm 0.2527, swav 0.0000 LR: 9.272e-02 Score 98.661 Data time: 0.0914, Forward time: 0.7719, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.2338 [2020-10-18 18:45:19,143][root][INFO] - ===> Epoch[967](4833/5): Loss -0.6948, Sem 0.0372, dir -0.9702, norm 0.2383, swav 0.0000 LR: 9.272e-02 Score 98.800 Data time: 0.0653, Forward time: 0.7718, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.0282 [2020-10-18 18:45:20,918][root][INFO] - ===> Epoch[967](4834/5): Loss -0.7224, Sem 0.0354, dir -0.9728, norm 0.2150, swav 0.0000 LR: 9.272e-02 Score 98.812 Data time: 0.0661, Forward time: 0.7718, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 1.7041 [2020-10-18 18:45:23,974][root][INFO] - ===> Epoch[967](4835/5): Loss -0.6763, Sem 0.0435, dir -0.9653, norm 0.2455, swav 0.0000 LR: 9.272e-02 Score 98.553 Data time: 0.2602, Forward time: 0.7720, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.9498 [2020-10-18 18:45:26,161][root][INFO] - ===> Epoch[968](4836/5): Loss -0.6905, Sem 0.0394, dir -0.9682, norm 0.2383, swav 0.0000 LR: 9.272e-02 Score 98.697 Data time: 0.0797, Forward time: 0.7720, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.0570 [2020-10-18 18:45:28,128][root][INFO] - ===> Epoch[968](4837/5): Loss -0.6828, Sem 0.0428, dir -0.9675, norm 0.2420, swav 0.0000 LR: 9.271e-02 Score 98.579 Data time: 0.0962, Forward time: 0.7720, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 1.8619 [2020-10-18 18:45:30,396][root][INFO] - ===> Epoch[968](4838/5): Loss -0.6928, Sem 0.0367, dir -0.9697, norm 0.2402, swav 0.0000 LR: 9.271e-02 Score 98.774 Data time: 0.0696, Forward time: 0.7720, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.1719 [2020-10-18 18:45:32,680][root][INFO] - ===> Epoch[968](4839/5): Loss -0.7110, Sem 0.0405, dir -0.9706, norm 0.2191, swav 0.0000 LR: 9.271e-02 Score 98.647 Data time: 0.0802, Forward time: 0.7720, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.1787 [2020-10-18 18:45:34,616][root][INFO] - ===> Epoch[968](4840/5): Loss -0.7044, Sem 0.0377, dir -0.9691, norm 0.2270, swav 0.0000 LR: 9.271e-02 Score 98.728 Data time: 0.1069, Forward time: 0.7720, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 1.8327 [2020-10-18 18:45:36,718][root][INFO] - ===> Epoch[969](4841/5): Loss -0.6788, Sem 0.0426, dir -0.9687, norm 0.2474, swav 0.0000 LR: 9.271e-02 Score 98.607 Data time: 0.0511, Forward time: 0.7720, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.0067 [2020-10-18 18:45:38,791][root][INFO] - ===> Epoch[969](4842/5): Loss -0.7014, Sem 0.0393, dir -0.9695, norm 0.2288, swav 0.0000 LR: 9.271e-02 Score 98.702 Data time: 0.0730, Forward time: 0.7720, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 1.9835 [2020-10-18 18:45:40,917][root][INFO] - ===> Epoch[969](4843/5): Loss -0.6874, Sem 0.0396, dir -0.9680, norm 0.2410, swav 0.0000 LR: 9.271e-02 Score 98.682 Data time: 0.0763, Forward time: 0.7720, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 2.0102 [2020-10-18 18:45:42,693][root][INFO] - ===> Epoch[969](4844/5): Loss -0.6721, Sem 0.0461, dir -0.9657, norm 0.2474, swav 0.0000 LR: 9.270e-02 Score 98.460 Data time: 0.0483, Forward time: 0.7719, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 1.6714 [2020-10-18 18:45:44,902][root][INFO] - ===> Epoch[969](4845/5): Loss -0.7077, Sem 0.0379, dir -0.9731, norm 0.2274, swav 0.0000 LR: 9.270e-02 Score 98.753 Data time: 0.1527, Forward time: 0.7719, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 2.1164 [2020-10-18 18:45:47,033][root][INFO] - ===> Epoch[970](4846/5): Loss -0.6914, Sem 0.0418, dir -0.9668, norm 0.2336, swav 0.0000 LR: 9.270e-02 Score 98.625 Data time: 0.0766, Forward time: 0.7719, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 2.0258 [2020-10-18 18:45:49,807][root][INFO] - ===> Epoch[970](4847/5): Loss -0.7072, Sem 0.0373, dir -0.9693, norm 0.2248, swav 0.0000 LR: 9.270e-02 Score 98.743 Data time: 0.0584, Forward time: 0.7719, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.6669 [2020-10-18 18:45:52,102][root][INFO] - ===> Epoch[970](4848/5): Loss -0.6754, Sem 0.0427, dir -0.9708, norm 0.2527, swav 0.0000 LR: 9.270e-02 Score 98.577 Data time: 0.0568, Forward time: 0.7719, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.1971 [2020-10-18 18:45:54,203][root][INFO] - ===> Epoch[970](4849/5): Loss -0.6738, Sem 0.0482, dir -0.9686, norm 0.2465, swav 0.0000 LR: 9.270e-02 Score 98.495 Data time: 0.0948, Forward time: 0.7719, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.0250 [2020-10-18 18:45:56,142][root][INFO] - ===> Epoch[970](4850/5): Loss -0.7040, Sem 0.0390, dir -0.9690, norm 0.2261, swav 0.0000 LR: 9.269e-02 Score 98.700 Data time: 0.1374, Forward time: 0.7719, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 1.8199 [2020-10-18 18:45:58,892][root][INFO] - ===> Epoch[971](4851/5): Loss -0.6778, Sem 0.0378, dir -0.9700, norm 0.2544, swav 0.0000 LR: 9.269e-02 Score 98.750 Data time: 0.0913, Forward time: 0.7719, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.6580 [2020-10-18 18:46:01,117][root][INFO] - ===> Epoch[971](4852/5): Loss -0.6919, Sem 0.0385, dir -0.9667, norm 0.2362, swav 0.0000 LR: 9.269e-02 Score 98.705 Data time: 0.0741, Forward time: 0.7719, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.0999 [2020-10-18 18:46:02,989][root][INFO] - ===> Epoch[971](4853/5): Loss -0.7149, Sem 0.0401, dir -0.9708, norm 0.2158, swav 0.0000 LR: 9.269e-02 Score 98.684 Data time: 0.0675, Forward time: 0.7719, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 1.7868 [2020-10-18 18:46:05,347][root][INFO] - ===> Epoch[971](4854/5): Loss -0.6823, Sem 0.0406, dir -0.9699, norm 0.2469, swav 0.0000 LR: 9.269e-02 Score 98.671 Data time: 0.0667, Forward time: 0.7719, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.2746 [2020-10-18 18:46:07,287][root][INFO] - ===> Epoch[971](4855/5): Loss -0.6991, Sem 0.0408, dir -0.9709, norm 0.2311, swav 0.0000 LR: 9.269e-02 Score 98.663 Data time: 0.0925, Forward time: 0.7719, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 1.8511 [2020-10-18 18:46:09,554][root][INFO] - ===> Epoch[972](4856/5): Loss -0.6865, Sem 0.0392, dir -0.9708, norm 0.2452, swav 0.0000 LR: 9.269e-02 Score 98.757 Data time: 0.0764, Forward time: 0.7719, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 2.1400 [2020-10-18 18:46:11,669][root][INFO] - ===> Epoch[972](4857/5): Loss -0.6805, Sem 0.0423, dir -0.9661, norm 0.2433, swav 0.0000 LR: 9.268e-02 Score 98.575 Data time: 0.0694, Forward time: 0.7719, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 1.9975 [2020-10-18 18:46:13,764][root][INFO] - ===> Epoch[972](4858/5): Loss -0.6914, Sem 0.0360, dir -0.9714, norm 0.2440, swav 0.0000 LR: 9.268e-02 Score 98.842 Data time: 0.0736, Forward time: 0.7719, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 2.0064 [2020-10-18 18:46:15,652][root][INFO] - ===> Epoch[972](4859/5): Loss -0.6884, Sem 0.0401, dir -0.9673, norm 0.2387, swav 0.0000 LR: 9.268e-02 Score 98.662 Data time: 0.0625, Forward time: 0.7718, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 1.7708 [2020-10-18 18:46:17,669][root][INFO] - ===> Epoch[972](4860/5): Loss -0.6865, Sem 0.0384, dir -0.9676, norm 0.2428, swav 0.0000 LR: 9.268e-02 Score 98.737 Data time: 0.1189, Forward time: 0.7719, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 1.9164 [2020-10-18 18:46:19,731][root][INFO] - ===> Epoch[973](4861/5): Loss -0.6767, Sem 0.0431, dir -0.9695, norm 0.2497, swav 0.0000 LR: 9.268e-02 Score 98.605 Data time: 0.0904, Forward time: 0.7719, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 1.9501 [2020-10-18 18:46:22,310][root][INFO] - ===> Epoch[973](4862/5): Loss -0.6746, Sem 0.0426, dir -0.9694, norm 0.2522, swav 0.0000 LR: 9.268e-02 Score 98.626 Data time: 0.0943, Forward time: 0.7719, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 2.4872 [2020-10-18 18:46:24,174][root][INFO] - ===> Epoch[973](4863/5): Loss -0.6856, Sem 0.0398, dir -0.9700, norm 0.2446, swav 0.0000 LR: 9.268e-02 Score 98.672 Data time: 0.0583, Forward time: 0.7719, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 1.7385 [2020-10-18 18:46:26,330][root][INFO] - ===> Epoch[973](4864/5): Loss -0.6820, Sem 0.0453, dir -0.9652, norm 0.2380, swav 0.0000 LR: 9.267e-02 Score 98.554 Data time: 0.0825, Forward time: 0.7719, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.0800 [2020-10-18 18:46:28,547][root][INFO] - ===> Epoch[973](4865/5): Loss -0.7030, Sem 0.0401, dir -0.9684, norm 0.2254, swav 0.0000 LR: 9.267e-02 Score 98.665 Data time: 0.0611, Forward time: 0.7719, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 2.1279 [2020-10-18 18:46:30,986][root][INFO] - ===> Epoch[974](4866/5): Loss -0.6705, Sem 0.0416, dir -0.9708, norm 0.2586, swav 0.0000 LR: 9.267e-02 Score 98.657 Data time: 0.0711, Forward time: 0.7719, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 2.3599 [2020-10-18 18:46:33,391][root][INFO] - ===> Epoch[974](4867/5): Loss -0.7178, Sem 0.0342, dir -0.9736, norm 0.2215, swav 0.0000 LR: 9.267e-02 Score 98.859 Data time: 0.0788, Forward time: 0.7719, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 2.3053 [2020-10-18 18:46:35,685][root][INFO] - ===> Epoch[974](4868/5): Loss -0.6879, Sem 0.0387, dir -0.9693, norm 0.2427, swav 0.0000 LR: 9.267e-02 Score 98.726 Data time: 0.0985, Forward time: 0.7720, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 2.1858 [2020-10-18 18:46:37,943][root][INFO] - ===> Epoch[974](4869/5): Loss -0.6890, Sem 0.0439, dir -0.9689, norm 0.2359, swav 0.0000 LR: 9.267e-02 Score 98.521 Data time: 0.0874, Forward time: 0.7719, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 2.1510 [2020-10-18 18:46:40,065][root][INFO] - ===> Epoch[974](4870/5): Loss -0.6894, Sem 0.0408, dir -0.9689, norm 0.2387, swav 0.0000 LR: 9.266e-02 Score 98.658 Data time: 0.0959, Forward time: 0.7720, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 2.0451 [2020-10-18 18:46:42,566][root][INFO] - ===> Epoch[975](4871/5): Loss -0.6507, Sem 0.0396, dir -0.9663, norm 0.2760, swav 0.0000 LR: 9.266e-02 Score 98.704 Data time: 0.1059, Forward time: 0.7720, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 2.3529 [2020-10-18 18:46:44,651][root][INFO] - ===> Epoch[975](4872/5): Loss -0.6611, Sem 0.0415, dir -0.9688, norm 0.2663, swav 0.0000 LR: 9.266e-02 Score 98.634 Data time: 0.0782, Forward time: 0.7720, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 1.9610 [2020-10-18 18:46:47,034][root][INFO] - ===> Epoch[975](4873/5): Loss -0.6692, Sem 0.0399, dir -0.9676, norm 0.2585, swav 0.0000 LR: 9.266e-02 Score 98.715 Data time: 0.0876, Forward time: 0.7721, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.2851 [2020-10-18 18:46:48,970][root][INFO] - ===> Epoch[975](4874/5): Loss -0.6944, Sem 0.0434, dir -0.9690, norm 0.2312, swav 0.0000 LR: 9.266e-02 Score 98.527 Data time: 0.0634, Forward time: 0.7720, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 1.8338 [2020-10-18 18:46:50,934][root][INFO] - ===> Epoch[975](4875/5): Loss -0.6904, Sem 0.0414, dir -0.9687, norm 0.2369, swav 0.0000 LR: 9.266e-02 Score 98.607 Data time: 0.0608, Forward time: 0.7720, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 1.8670 [2020-10-18 18:46:52,914][root][INFO] - ===> Epoch[976](4876/5): Loss -0.6998, Sem 0.0380, dir -0.9703, norm 0.2325, swav 0.0000 LR: 9.266e-02 Score 98.735 Data time: 0.0558, Forward time: 0.7720, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 1.8976 [2020-10-18 18:46:55,177][root][INFO] - ===> Epoch[976](4877/5): Loss -0.6772, Sem 0.0413, dir -0.9694, norm 0.2508, swav 0.0000 LR: 9.265e-02 Score 98.615 Data time: 0.0986, Forward time: 0.7720, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.1484 [2020-10-18 18:46:57,409][root][INFO] - ===> Epoch[976](4878/5): Loss -0.6801, Sem 0.0386, dir -0.9668, norm 0.2481, swav 0.0000 LR: 9.265e-02 Score 98.753 Data time: 0.0617, Forward time: 0.7719, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.1220 [2020-10-18 18:46:59,515][root][INFO] - ===> Epoch[976](4879/5): Loss -0.6909, Sem 0.0449, dir -0.9694, norm 0.2335, swav 0.0000 LR: 9.265e-02 Score 98.497 Data time: 0.0839, Forward time: 0.7720, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.0130 [2020-10-18 18:47:01,606][root][INFO] - ===> Epoch[976](4880/5): Loss -0.6915, Sem 0.0378, dir -0.9699, norm 0.2406, swav 0.0000 LR: 9.265e-02 Score 98.747 Data time: 0.0919, Forward time: 0.7720, Backward time: 1.1908, DDP time: 0.0030, Total iter time: 1.9766 [2020-10-18 18:47:04,085][root][INFO] - ===> Epoch[977](4881/5): Loss -0.6693, Sem 0.0412, dir -0.9670, norm 0.2565, swav 0.0000 LR: 9.265e-02 Score 98.627 Data time: 0.0727, Forward time: 0.7720, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.3632 [2020-10-18 18:47:06,673][root][INFO] - ===> Epoch[977](4882/5): Loss -0.6773, Sem 0.0387, dir -0.9685, norm 0.2525, swav 0.0000 LR: 9.265e-02 Score 98.721 Data time: 0.0715, Forward time: 0.7720, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.4796 [2020-10-18 18:47:09,283][root][INFO] - ===> Epoch[977](4883/5): Loss -0.6921, Sem 0.0386, dir -0.9711, norm 0.2404, swav 0.0000 LR: 9.264e-02 Score 98.715 Data time: 0.0560, Forward time: 0.7719, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 2.5224 [2020-10-18 18:47:11,560][root][INFO] - ===> Epoch[977](4884/5): Loss -0.6802, Sem 0.0421, dir -0.9650, norm 0.2428, swav 0.0000 LR: 9.264e-02 Score 98.600 Data time: 0.0979, Forward time: 0.7720, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 2.1525 [2020-10-18 18:47:13,331][root][INFO] - ===> Epoch[977](4885/5): Loss -0.6840, Sem 0.0409, dir -0.9696, norm 0.2447, swav 0.0000 LR: 9.264e-02 Score 98.648 Data time: 0.1063, Forward time: 0.7720, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 1.6530 [2020-10-18 18:47:15,555][root][INFO] - ===> Epoch[978](4886/5): Loss -0.6878, Sem 0.0408, dir -0.9687, norm 0.2400, swav 0.0000 LR: 9.264e-02 Score 98.688 Data time: 0.0878, Forward time: 0.7720, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.1305 [2020-10-18 18:47:17,949][root][INFO] - ===> Epoch[978](4887/5): Loss -0.6750, Sem 0.0437, dir -0.9678, norm 0.2490, swav 0.0000 LR: 9.264e-02 Score 98.562 Data time: 0.1096, Forward time: 0.7721, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.2985 [2020-10-18 18:47:20,199][root][INFO] - ===> Epoch[978](4888/5): Loss -0.7059, Sem 0.0376, dir -0.9678, norm 0.2243, swav 0.0000 LR: 9.264e-02 Score 98.710 Data time: 0.0746, Forward time: 0.7721, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.1466 [2020-10-18 18:47:22,586][root][INFO] - ===> Epoch[978](4889/5): Loss -0.6875, Sem 0.0389, dir -0.9669, norm 0.2406, swav 0.0000 LR: 9.264e-02 Score 98.715 Data time: 0.0634, Forward time: 0.7721, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.3162 [2020-10-18 18:47:24,749][root][INFO] - ===> Epoch[978](4890/5): Loss -0.6950, Sem 0.0429, dir -0.9699, norm 0.2320, swav 0.0000 LR: 9.263e-02 Score 98.617 Data time: 0.0724, Forward time: 0.7721, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.0690 [2020-10-18 18:47:27,145][root][INFO] - ===> Epoch[979](4891/5): Loss -0.6799, Sem 0.0425, dir -0.9657, norm 0.2434, swav 0.0000 LR: 9.263e-02 Score 98.551 Data time: 0.0754, Forward time: 0.7721, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.2873 [2020-10-18 18:47:29,152][root][INFO] - ===> Epoch[979](4892/5): Loss -0.6602, Sem 0.0409, dir -0.9678, norm 0.2667, swav 0.0000 LR: 9.263e-02 Score 98.631 Data time: 0.0669, Forward time: 0.7721, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 1.9109 [2020-10-18 18:47:31,337][root][INFO] - ===> Epoch[979](4893/5): Loss -0.6900, Sem 0.0384, dir -0.9694, norm 0.2409, swav 0.0000 LR: 9.263e-02 Score 98.775 Data time: 0.0691, Forward time: 0.7720, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.0767 [2020-10-18 18:47:33,578][root][INFO] - ===> Epoch[979](4894/5): Loss -0.7017, Sem 0.0371, dir -0.9702, norm 0.2315, swav 0.0000 LR: 9.263e-02 Score 98.745 Data time: 0.0815, Forward time: 0.7721, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.1513 [2020-10-18 18:47:36,305][root][INFO] - ===> Epoch[979](4895/5): Loss -0.6500, Sem 0.0413, dir -0.9682, norm 0.2769, swav 0.0000 LR: 9.263e-02 Score 98.660 Data time: 0.0800, Forward time: 0.7721, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 2.6304 [2020-10-18 18:47:38,059][root][INFO] - ===> Epoch[980](4896/5): Loss -0.7040, Sem 0.0416, dir -0.9671, norm 0.2215, swav 0.0000 LR: 9.263e-02 Score 98.573 Data time: 0.0667, Forward time: 0.7721, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 1.6286 [2020-10-18 18:47:40,240][root][INFO] - ===> Epoch[980](4897/5): Loss -0.6630, Sem 0.0455, dir -0.9651, norm 0.2566, swav 0.0000 LR: 9.262e-02 Score 98.487 Data time: 0.0854, Forward time: 0.7721, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.0900 [2020-10-18 18:47:42,342][root][INFO] - ===> Epoch[980](4898/5): Loss -0.7061, Sem 0.0405, dir -0.9708, norm 0.2242, swav 0.0000 LR: 9.262e-02 Score 98.638 Data time: 0.0703, Forward time: 0.7721, Backward time: 1.1908, DDP time: 0.0030, Total iter time: 1.9888 [2020-10-18 18:47:44,646][root][INFO] - ===> Epoch[980](4899/5): Loss -0.6796, Sem 0.0427, dir -0.9669, norm 0.2446, swav 0.0000 LR: 9.262e-02 Score 98.571 Data time: 0.0481, Forward time: 0.7721, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.2235 [2020-10-18 18:47:46,907][root][INFO] - ===> Epoch[980](4900/5): Loss -0.6747, Sem 0.0388, dir -0.9694, norm 0.2559, swav 0.0000 LR: 9.262e-02 Score 98.733 Data time: 0.0745, Forward time: 0.7721, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.1943 [2020-10-18 18:47:47,988][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 18:47:49,863][root][INFO] - ===> Epoch[981](4901/5): Loss -0.6941, Sem 0.0357, dir -0.9694, norm 0.2395, swav 0.0000 LR: 9.262e-02 Score 98.803 Data time: 0.0800, Forward time: 0.7720, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 1.6867 [2020-10-18 18:47:51,900][root][INFO] - ===> Epoch[981](4902/5): Loss -0.7017, Sem 0.0402, dir -0.9699, norm 0.2280, swav 0.0000 LR: 9.262e-02 Score 98.643 Data time: 0.0877, Forward time: 0.7720, Backward time: 1.1908, DDP time: 0.0030, Total iter time: 1.9471 [2020-10-18 18:47:54,597][root][INFO] - ===> Epoch[981](4903/5): Loss -0.6879, Sem 0.0347, dir -0.9704, norm 0.2478, swav 0.0000 LR: 9.261e-02 Score 98.851 Data time: 0.2014, Forward time: 0.7721, Backward time: 1.1908, DDP time: 0.0030, Total iter time: 2.5969 [2020-10-18 18:47:57,009][root][INFO] - ===> Epoch[981](4904/5): Loss -0.7054, Sem 0.0385, dir -0.9711, norm 0.2273, swav 0.0000 LR: 9.261e-02 Score 98.723 Data time: 0.0925, Forward time: 0.7721, Backward time: 1.1908, DDP time: 0.0030, Total iter time: 2.2777 [2020-10-18 18:47:59,541][root][INFO] - ===> Epoch[981](4905/5): Loss -0.6955, Sem 0.0409, dir -0.9675, norm 0.2311, swav 0.0000 LR: 9.261e-02 Score 98.636 Data time: 0.0562, Forward time: 0.7721, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.4313 [2020-10-18 18:48:01,947][root][INFO] - ===> Epoch[982](4906/5): Loss -0.6792, Sem 0.0433, dir -0.9658, norm 0.2434, swav 0.0000 LR: 9.261e-02 Score 98.550 Data time: 0.0722, Forward time: 0.7721, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 2.3336 [2020-10-18 18:48:03,956][root][INFO] - ===> Epoch[982](4907/5): Loss -0.6953, Sem 0.0348, dir -0.9738, norm 0.2438, swav 0.0000 LR: 9.261e-02 Score 98.840 Data time: 0.0756, Forward time: 0.7721, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 1.9132 [2020-10-18 18:48:06,131][root][INFO] - ===> Epoch[982](4908/5): Loss -0.6758, Sem 0.0398, dir -0.9683, norm 0.2528, swav 0.0000 LR: 9.261e-02 Score 98.683 Data time: 0.0825, Forward time: 0.7721, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.0791 [2020-10-18 18:48:08,284][root][INFO] - ===> Epoch[982](4909/5): Loss -0.6884, Sem 0.0402, dir -0.9685, norm 0.2399, swav 0.0000 LR: 9.261e-02 Score 98.655 Data time: 0.0889, Forward time: 0.7721, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.0526 [2020-10-18 18:48:10,803][root][INFO] - ===> Epoch[982](4910/5): Loss -0.6952, Sem 0.0402, dir -0.9691, norm 0.2338, swav 0.0000 LR: 9.260e-02 Score 98.656 Data time: 0.0788, Forward time: 0.7721, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.4056 [2020-10-18 18:48:12,974][root][INFO] - ===> Epoch[983](4911/5): Loss -0.6897, Sem 0.0413, dir -0.9684, norm 0.2375, swav 0.0000 LR: 9.260e-02 Score 98.646 Data time: 0.0702, Forward time: 0.7721, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.0825 [2020-10-18 18:48:14,975][root][INFO] - ===> Epoch[983](4912/5): Loss -0.6947, Sem 0.0389, dir -0.9699, norm 0.2364, swav 0.0000 LR: 9.260e-02 Score 98.705 Data time: 0.0693, Forward time: 0.7721, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 1.9057 [2020-10-18 18:48:17,055][root][INFO] - ===> Epoch[983](4913/5): Loss -0.6933, Sem 0.0359, dir -0.9697, norm 0.2406, swav 0.0000 LR: 9.260e-02 Score 98.829 Data time: 0.0784, Forward time: 0.7721, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 1.9976 [2020-10-18 18:48:19,234][root][INFO] - ===> Epoch[983](4914/5): Loss -0.6547, Sem 0.0461, dir -0.9660, norm 0.2651, swav 0.0000 LR: 9.260e-02 Score 98.507 Data time: 0.0652, Forward time: 0.7721, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.0657 [2020-10-18 18:48:22,546][root][INFO] - ===> Epoch[983](4915/5): Loss -0.6996, Sem 0.0401, dir -0.9679, norm 0.2282, swav 0.0000 LR: 9.260e-02 Score 98.698 Data time: 0.0708, Forward time: 0.7721, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 3.2164 [2020-10-18 18:48:24,653][root][INFO] - ===> Epoch[984](4916/5): Loss -0.6827, Sem 0.0387, dir -0.9677, norm 0.2464, swav 0.0000 LR: 9.259e-02 Score 98.710 Data time: 0.0713, Forward time: 0.7721, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 1.9965 [2020-10-18 18:48:26,509][root][INFO] - ===> Epoch[984](4917/5): Loss -0.7105, Sem 0.0363, dir -0.9724, norm 0.2256, swav 0.0000 LR: 9.259e-02 Score 98.785 Data time: 0.0965, Forward time: 0.7721, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 1.7444 [2020-10-18 18:48:28,441][root][INFO] - ===> Epoch[984](4918/5): Loss -0.6938, Sem 0.0380, dir -0.9695, norm 0.2377, swav 0.0000 LR: 9.259e-02 Score 98.755 Data time: 0.0541, Forward time: 0.7721, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 1.8067 [2020-10-18 18:48:30,805][root][INFO] - ===> Epoch[984](4919/5): Loss -0.6753, Sem 0.0414, dir -0.9673, norm 0.2506, swav 0.0000 LR: 9.259e-02 Score 98.632 Data time: 0.1894, Forward time: 0.7721, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.2716 [2020-10-18 18:48:33,714][root][INFO] - ===> Epoch[984](4920/5): Loss -0.6913, Sem 0.0401, dir -0.9695, norm 0.2381, swav 0.0000 LR: 9.259e-02 Score 98.694 Data time: 0.0727, Forward time: 0.7721, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 2.7862 [2020-10-18 18:48:35,785][root][INFO] - ===> Epoch[985](4921/5): Loss -0.6786, Sem 0.0456, dir -0.9689, norm 0.2448, swav 0.0000 LR: 9.259e-02 Score 98.538 Data time: 0.0702, Forward time: 0.7721, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 1.9844 [2020-10-18 18:48:38,062][root][INFO] - ===> Epoch[985](4922/5): Loss -0.6891, Sem 0.0397, dir -0.9684, norm 0.2396, swav 0.0000 LR: 9.259e-02 Score 98.702 Data time: 0.0660, Forward time: 0.7721, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 2.1587 [2020-10-18 18:48:40,386][root][INFO] - ===> Epoch[985](4923/5): Loss -0.7015, Sem 0.0366, dir -0.9688, norm 0.2307, swav 0.0000 LR: 9.258e-02 Score 98.759 Data time: 0.0548, Forward time: 0.7720, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 2.2255 [2020-10-18 18:48:42,460][root][INFO] - ===> Epoch[985](4924/5): Loss -0.6977, Sem 0.0424, dir -0.9706, norm 0.2305, swav 0.0000 LR: 9.258e-02 Score 98.626 Data time: 0.0886, Forward time: 0.7720, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 2.0200 [2020-10-18 18:48:45,059][root][INFO] - ===> Epoch[985](4925/5): Loss -0.6904, Sem 0.0404, dir -0.9689, norm 0.2382, swav 0.0000 LR: 9.258e-02 Score 98.638 Data time: 0.1088, Forward time: 0.7721, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 2.5073 [2020-10-18 18:48:47,158][root][INFO] - ===> Epoch[986](4926/5): Loss -0.6722, Sem 0.0431, dir -0.9664, norm 0.2511, swav 0.0000 LR: 9.258e-02 Score 98.587 Data time: 0.0647, Forward time: 0.7721, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 1.9723 [2020-10-18 18:48:49,425][root][INFO] - ===> Epoch[986](4927/5): Loss -0.7146, Sem 0.0389, dir -0.9729, norm 0.2194, swav 0.0000 LR: 9.258e-02 Score 98.697 Data time: 0.0672, Forward time: 0.7721, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 2.1667 [2020-10-18 18:48:51,537][root][INFO] - ===> Epoch[986](4928/5): Loss -0.7055, Sem 0.0417, dir -0.9706, norm 0.2234, swav 0.0000 LR: 9.258e-02 Score 98.594 Data time: 0.0748, Forward time: 0.7721, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 2.0226 [2020-10-18 18:48:53,578][root][INFO] - ===> Epoch[986](4929/5): Loss -0.6978, Sem 0.0445, dir -0.9698, norm 0.2275, swav 0.0000 LR: 9.258e-02 Score 98.592 Data time: 0.0676, Forward time: 0.7721, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 1.9294 [2020-10-18 18:48:55,971][root][INFO] - ===> Epoch[986](4930/5): Loss -0.6581, Sem 0.0441, dir -0.9674, norm 0.2652, swav 0.0000 LR: 9.257e-02 Score 98.576 Data time: 0.0771, Forward time: 0.7721, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 2.3019 [2020-10-18 18:48:58,440][root][INFO] - ===> Epoch[987](4931/5): Loss -0.7032, Sem 0.0411, dir -0.9665, norm 0.2223, swav 0.0000 LR: 9.257e-02 Score 98.628 Data time: 0.0665, Forward time: 0.7721, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.3545 [2020-10-18 18:49:00,608][root][INFO] - ===> Epoch[987](4932/5): Loss -0.6918, Sem 0.0407, dir -0.9679, norm 0.2354, swav 0.0000 LR: 9.257e-02 Score 98.661 Data time: 0.0586, Forward time: 0.7720, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.0759 [2020-10-18 18:49:02,842][root][INFO] - ===> Epoch[987](4933/5): Loss -0.7092, Sem 0.0406, dir -0.9712, norm 0.2213, swav 0.0000 LR: 9.257e-02 Score 98.663 Data time: 0.0948, Forward time: 0.7720, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.1716 [2020-10-18 18:49:05,730][root][INFO] - ===> Epoch[987](4934/5): Loss -0.6936, Sem 0.0387, dir -0.9698, norm 0.2375, swav 0.0000 LR: 9.257e-02 Score 98.718 Data time: 0.0921, Forward time: 0.7721, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.7874 [2020-10-18 18:49:07,892][root][INFO] - ===> Epoch[987](4935/5): Loss -0.6944, Sem 0.0410, dir -0.9707, norm 0.2354, swav 0.0000 LR: 9.257e-02 Score 98.650 Data time: 0.1059, Forward time: 0.7721, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.0412 [2020-10-18 18:49:10,307][root][INFO] - ===> Epoch[988](4936/5): Loss -0.7030, Sem 0.0383, dir -0.9704, norm 0.2291, swav 0.0000 LR: 9.256e-02 Score 98.749 Data time: 0.1270, Forward time: 0.7721, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.3249 [2020-10-18 18:49:12,426][root][INFO] - ===> Epoch[988](4937/5): Loss -0.6982, Sem 0.0430, dir -0.9671, norm 0.2259, swav 0.0000 LR: 9.256e-02 Score 98.560 Data time: 0.0786, Forward time: 0.7721, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.0250 [2020-10-18 18:49:14,552][root][INFO] - ===> Epoch[988](4938/5): Loss -0.7154, Sem 0.0417, dir -0.9711, norm 0.2140, swav 0.0000 LR: 9.256e-02 Score 98.625 Data time: 0.0592, Forward time: 0.7721, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.0346 [2020-10-18 18:49:16,793][root][INFO] - ===> Epoch[988](4939/5): Loss -0.7053, Sem 0.0408, dir -0.9704, norm 0.2243, swav 0.0000 LR: 9.256e-02 Score 98.666 Data time: 0.0583, Forward time: 0.7721, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.1436 [2020-10-18 18:49:18,806][root][INFO] - ===> Epoch[988](4940/5): Loss -0.6965, Sem 0.0397, dir -0.9694, norm 0.2332, swav 0.0000 LR: 9.256e-02 Score 98.692 Data time: 0.0833, Forward time: 0.7721, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 1.9165 [2020-10-18 18:49:20,594][root][INFO] - ===> Epoch[989](4941/5): Loss -0.7125, Sem 0.0395, dir -0.9703, norm 0.2183, swav 0.0000 LR: 9.256e-02 Score 98.696 Data time: 0.0552, Forward time: 0.7720, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 1.6494 [2020-10-18 18:49:23,169][root][INFO] - ===> Epoch[989](4942/5): Loss -0.6693, Sem 0.0482, dir -0.9671, norm 0.2496, swav 0.0000 LR: 9.256e-02 Score 98.426 Data time: 0.0599, Forward time: 0.7720, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.5124 [2020-10-18 18:49:25,558][root][INFO] - ===> Epoch[989](4943/5): Loss -0.6954, Sem 0.0392, dir -0.9698, norm 0.2352, swav 0.0000 LR: 9.255e-02 Score 98.658 Data time: 0.0580, Forward time: 0.7720, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.2841 [2020-10-18 18:49:27,649][root][INFO] - ===> Epoch[989](4944/5): Loss -0.7010, Sem 0.0400, dir -0.9690, norm 0.2280, swav 0.0000 LR: 9.255e-02 Score 98.676 Data time: 0.0487, Forward time: 0.7719, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.0148 [2020-10-18 18:49:29,679][root][INFO] - ===> Epoch[989](4945/5): Loss -0.6967, Sem 0.0396, dir -0.9686, norm 0.2323, swav 0.0000 LR: 9.255e-02 Score 98.687 Data time: 0.0500, Forward time: 0.7719, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 1.9756 [2020-10-18 18:49:31,506][root][INFO] - ===> Epoch[990](4946/5): Loss -0.6902, Sem 0.0471, dir -0.9673, norm 0.2300, swav 0.0000 LR: 9.255e-02 Score 98.438 Data time: 0.0617, Forward time: 0.7719, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 1.7753 [2020-10-18 18:49:33,553][root][INFO] - ===> Epoch[990](4947/5): Loss -0.6832, Sem 0.0436, dir -0.9688, norm 0.2420, swav 0.0000 LR: 9.255e-02 Score 98.645 Data time: 0.0408, Forward time: 0.7718, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 1.9351 [2020-10-18 18:49:35,756][root][INFO] - ===> Epoch[990](4948/5): Loss -0.6998, Sem 0.0385, dir -0.9692, norm 0.2308, swav 0.0000 LR: 9.255e-02 Score 98.716 Data time: 0.0666, Forward time: 0.7718, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 2.1102 [2020-10-18 18:49:38,188][root][INFO] - ===> Epoch[990](4949/5): Loss -0.6839, Sem 0.0477, dir -0.9664, norm 0.2348, swav 0.0000 LR: 9.255e-02 Score 98.400 Data time: 0.0717, Forward time: 0.7718, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 2.3204 [2020-10-18 18:49:40,637][root][INFO] - ===> Epoch[990](4950/5): Loss -0.6894, Sem 0.0365, dir -0.9691, norm 0.2431, swav 0.0000 LR: 9.254e-02 Score 98.771 Data time: 0.0681, Forward time: 0.7717, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.3544 [2020-10-18 18:49:43,007][root][INFO] - ===> Epoch[991](4951/5): Loss -0.6860, Sem 0.0392, dir -0.9691, norm 0.2438, swav 0.0000 LR: 9.254e-02 Score 98.713 Data time: 0.0579, Forward time: 0.7717, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.2498 [2020-10-18 18:49:44,979][root][INFO] - ===> Epoch[991](4952/5): Loss -0.6758, Sem 0.0438, dir -0.9649, norm 0.2453, swav 0.0000 LR: 9.254e-02 Score 98.541 Data time: 0.0679, Forward time: 0.7717, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.8777 [2020-10-18 18:49:47,192][root][INFO] - ===> Epoch[991](4953/5): Loss -0.6978, Sem 0.0413, dir -0.9703, norm 0.2311, swav 0.0000 LR: 9.254e-02 Score 98.599 Data time: 0.0919, Forward time: 0.7717, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.1090 [2020-10-18 18:49:49,194][root][INFO] - ===> Epoch[991](4954/5): Loss -0.7070, Sem 0.0385, dir -0.9686, norm 0.2231, swav 0.0000 LR: 9.254e-02 Score 98.690 Data time: 0.0760, Forward time: 0.7717, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 1.8919 [2020-10-18 18:49:51,862][root][INFO] - ===> Epoch[991](4955/5): Loss -0.6918, Sem 0.0415, dir -0.9697, norm 0.2365, swav 0.0000 LR: 9.254e-02 Score 98.646 Data time: 0.0741, Forward time: 0.7717, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.5431 [2020-10-18 18:49:54,246][root][INFO] - ===> Epoch[992](4956/5): Loss -0.6732, Sem 0.0428, dir -0.9682, norm 0.2522, swav 0.0000 LR: 9.253e-02 Score 98.600 Data time: 0.0632, Forward time: 0.7717, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.2854 [2020-10-18 18:49:56,334][root][INFO] - ===> Epoch[992](4957/5): Loss -0.7037, Sem 0.0386, dir -0.9723, norm 0.2300, swav 0.0000 LR: 9.253e-02 Score 98.738 Data time: 0.0867, Forward time: 0.7717, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.9746 [2020-10-18 18:49:58,450][root][INFO] - ===> Epoch[992](4958/5): Loss -0.6664, Sem 0.0400, dir -0.9703, norm 0.2639, swav 0.0000 LR: 9.253e-02 Score 98.685 Data time: 0.0581, Forward time: 0.7717, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.0013 [2020-10-18 18:50:00,457][root][INFO] - ===> Epoch[992](4959/5): Loss -0.6986, Sem 0.0372, dir -0.9704, norm 0.2346, swav 0.0000 LR: 9.253e-02 Score 98.772 Data time: 0.2255, Forward time: 0.7717, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.9287 [2020-10-18 18:50:02,973][root][INFO] - ===> Epoch[992](4960/5): Loss -0.6637, Sem 0.0445, dir -0.9682, norm 0.2600, swav 0.0000 LR: 9.253e-02 Score 98.523 Data time: 0.1013, Forward time: 0.7717, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.4069 [2020-10-18 18:50:05,618][root][INFO] - ===> Epoch[993](4961/5): Loss -0.6842, Sem 0.0401, dir -0.9687, norm 0.2445, swav 0.0000 LR: 9.253e-02 Score 98.689 Data time: 0.0517, Forward time: 0.7717, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.5284 [2020-10-18 18:50:07,590][root][INFO] - ===> Epoch[993](4962/5): Loss -0.6805, Sem 0.0399, dir -0.9664, norm 0.2460, swav 0.0000 LR: 9.253e-02 Score 98.672 Data time: 0.0613, Forward time: 0.7716, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.8884 [2020-10-18 18:50:09,647][root][INFO] - ===> Epoch[993](4963/5): Loss -0.6836, Sem 0.0428, dir -0.9687, norm 0.2422, swav 0.0000 LR: 9.252e-02 Score 98.584 Data time: 0.0723, Forward time: 0.7716, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.9655 [2020-10-18 18:50:12,252][root][INFO] - ===> Epoch[993](4964/5): Loss -0.6923, Sem 0.0400, dir -0.9693, norm 0.2370, swav 0.0000 LR: 9.252e-02 Score 98.696 Data time: 0.0647, Forward time: 0.7716, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.4893 [2020-10-18 18:50:14,401][root][INFO] - ===> Epoch[993](4965/5): Loss -0.6637, Sem 0.0468, dir -0.9669, norm 0.2564, swav 0.0000 LR: 9.252e-02 Score 98.508 Data time: 0.0825, Forward time: 0.7716, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.0542 [2020-10-18 18:50:16,331][root][INFO] - ===> Epoch[994](4966/5): Loss -0.6657, Sem 0.0440, dir -0.9691, norm 0.2594, swav 0.0000 LR: 9.252e-02 Score 98.556 Data time: 0.0411, Forward time: 0.7716, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.8078 [2020-10-18 18:50:18,651][root][INFO] - ===> Epoch[994](4967/5): Loss -0.6881, Sem 0.0406, dir -0.9702, norm 0.2415, swav 0.0000 LR: 9.252e-02 Score 98.622 Data time: 0.0932, Forward time: 0.7716, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.2304 [2020-10-18 18:50:20,758][root][INFO] - ===> Epoch[994](4968/5): Loss -0.6958, Sem 0.0399, dir -0.9709, norm 0.2352, swav 0.0000 LR: 9.252e-02 Score 98.685 Data time: 0.0934, Forward time: 0.7717, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.9738 [2020-10-18 18:50:23,243][root][INFO] - ===> Epoch[994](4969/5): Loss -0.6750, Sem 0.0503, dir -0.9643, norm 0.2390, swav 0.0000 LR: 9.251e-02 Score 98.343 Data time: 0.0453, Forward time: 0.7716, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.3813 [2020-10-18 18:50:25,470][root][INFO] - ===> Epoch[994](4970/5): Loss -0.7201, Sem 0.0385, dir -0.9703, norm 0.2118, swav 0.0000 LR: 9.251e-02 Score 98.719 Data time: 0.0603, Forward time: 0.7716, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.1758 [2020-10-18 18:50:27,409][root][INFO] - ===> Epoch[995](4971/5): Loss -0.6978, Sem 0.0403, dir -0.9702, norm 0.2322, swav 0.0000 LR: 9.251e-02 Score 98.671 Data time: 0.0812, Forward time: 0.7716, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.8398 [2020-10-18 18:50:29,397][root][INFO] - ===> Epoch[995](4972/5): Loss -0.7107, Sem 0.0330, dir -0.9707, norm 0.2270, swav 0.0000 LR: 9.251e-02 Score 98.935 Data time: 0.0703, Forward time: 0.7716, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.8778 [2020-10-18 18:50:31,964][root][INFO] - ===> Epoch[995](4973/5): Loss -0.6873, Sem 0.0445, dir -0.9685, norm 0.2367, swav 0.0000 LR: 9.251e-02 Score 98.502 Data time: 0.0728, Forward time: 0.7716, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.4626 [2020-10-18 18:50:34,454][root][INFO] - ===> Epoch[995](4974/5): Loss -0.6846, Sem 0.0437, dir -0.9698, norm 0.2416, swav 0.0000 LR: 9.251e-02 Score 98.540 Data time: 0.0828, Forward time: 0.7716, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.4021 [2020-10-18 18:50:36,454][root][INFO] - ===> Epoch[995](4975/5): Loss -0.6756, Sem 0.0453, dir -0.9666, norm 0.2457, swav 0.0000 LR: 9.251e-02 Score 98.515 Data time: 0.0783, Forward time: 0.7716, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.8785 [2020-10-18 18:50:38,572][root][INFO] - ===> Epoch[996](4976/5): Loss -0.6982, Sem 0.0397, dir -0.9682, norm 0.2303, swav 0.0000 LR: 9.250e-02 Score 98.685 Data time: 0.0800, Forward time: 0.7716, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.0087 [2020-10-18 18:50:40,705][root][INFO] - ===> Epoch[996](4977/5): Loss -0.6955, Sem 0.0430, dir -0.9693, norm 0.2308, swav 0.0000 LR: 9.250e-02 Score 98.558 Data time: 0.0649, Forward time: 0.7716, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.9975 [2020-10-18 18:50:43,194][root][INFO] - ===> Epoch[996](4978/5): Loss -0.7108, Sem 0.0364, dir -0.9701, norm 0.2230, swav 0.0000 LR: 9.250e-02 Score 98.787 Data time: 0.0567, Forward time: 0.7716, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.3764 [2020-10-18 18:50:45,217][root][INFO] - ===> Epoch[996](4979/5): Loss -0.6766, Sem 0.0437, dir -0.9692, norm 0.2489, swav 0.0000 LR: 9.250e-02 Score 98.543 Data time: 0.0748, Forward time: 0.7716, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.9234 [2020-10-18 18:50:47,432][root][INFO] - ===> Epoch[996](4980/5): Loss -0.7154, Sem 0.0361, dir -0.9700, norm 0.2184, swav 0.0000 LR: 9.250e-02 Score 98.782 Data time: 0.0647, Forward time: 0.7715, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.0989 [2020-10-18 18:50:50,017][root][INFO] - ===> Epoch[997](4981/5): Loss -0.6750, Sem 0.0428, dir -0.9685, norm 0.2507, swav 0.0000 LR: 9.250e-02 Score 98.601 Data time: 0.0822, Forward time: 0.7716, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.4832 [2020-10-18 18:50:52,596][root][INFO] - ===> Epoch[997](4982/5): Loss -0.7154, Sem 0.0345, dir -0.9719, norm 0.2220, swav 0.0000 LR: 9.250e-02 Score 98.904 Data time: 0.0579, Forward time: 0.7715, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.4484 [2020-10-18 18:50:54,843][root][INFO] - ===> Epoch[997](4983/5): Loss -0.7095, Sem 0.0399, dir -0.9694, norm 0.2200, swav 0.0000 LR: 9.249e-02 Score 98.644 Data time: 0.0790, Forward time: 0.7715, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.1585 [2020-10-18 18:50:56,724][root][INFO] - ===> Epoch[997](4984/5): Loss -0.6955, Sem 0.0383, dir -0.9691, norm 0.2354, swav 0.0000 LR: 9.249e-02 Score 98.727 Data time: 0.1037, Forward time: 0.7715, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 1.7797 [2020-10-18 18:50:58,895][root][INFO] - ===> Epoch[997](4985/5): Loss -0.7038, Sem 0.0399, dir -0.9674, norm 0.2237, swav 0.0000 LR: 9.249e-02 Score 98.680 Data time: 0.0819, Forward time: 0.7715, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.0717 [2020-10-18 18:51:00,805][root][INFO] - ===> Epoch[998](4986/5): Loss -0.7027, Sem 0.0406, dir -0.9701, norm 0.2268, swav 0.0000 LR: 9.249e-02 Score 98.653 Data time: 0.0727, Forward time: 0.7715, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.7986 [2020-10-18 18:51:03,210][root][INFO] - ===> Epoch[998](4987/5): Loss -0.6770, Sem 0.0402, dir -0.9716, norm 0.2544, swav 0.0000 LR: 9.249e-02 Score 98.739 Data time: 0.0890, Forward time: 0.7716, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.3214 [2020-10-18 18:51:05,180][root][INFO] - ===> Epoch[998](4988/5): Loss -0.7180, Sem 0.0378, dir -0.9705, norm 0.2147, swav 0.0000 LR: 9.249e-02 Score 98.725 Data time: 0.0757, Forward time: 0.7716, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.8446 [2020-10-18 18:51:07,513][root][INFO] - ===> Epoch[998](4989/5): Loss -0.7018, Sem 0.0402, dir -0.9672, norm 0.2252, swav 0.0000 LR: 9.248e-02 Score 98.666 Data time: 0.0681, Forward time: 0.7715, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.2765 [2020-10-18 18:51:09,905][root][INFO] - ===> Epoch[998](4990/5): Loss -0.6663, Sem 0.0438, dir -0.9703, norm 0.2603, swav 0.0000 LR: 9.248e-02 Score 98.566 Data time: 0.0700, Forward time: 0.7715, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.2857 [2020-10-18 18:51:11,844][root][INFO] - ===> Epoch[999](4991/5): Loss -0.7067, Sem 0.0372, dir -0.9711, norm 0.2272, swav 0.0000 LR: 9.248e-02 Score 98.742 Data time: 0.0669, Forward time: 0.7715, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 1.8092 [2020-10-18 18:51:13,676][root][INFO] - ===> Epoch[999](4992/5): Loss -0.7002, Sem 0.0381, dir -0.9704, norm 0.2320, swav 0.0000 LR: 9.248e-02 Score 98.716 Data time: 0.0684, Forward time: 0.7715, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.7059 [2020-10-18 18:51:16,198][root][INFO] - ===> Epoch[999](4993/5): Loss -0.6869, Sem 0.0368, dir -0.9689, norm 0.2451, swav 0.0000 LR: 9.248e-02 Score 98.810 Data time: 0.0548, Forward time: 0.7715, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.4195 [2020-10-18 18:51:18,168][root][INFO] - ===> Epoch[999](4994/5): Loss -0.7091, Sem 0.0354, dir -0.9726, norm 0.2281, swav 0.0000 LR: 9.248e-02 Score 98.826 Data time: 0.0711, Forward time: 0.7714, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 1.8690 [2020-10-18 18:51:20,382][root][INFO] - ===> Epoch[999](4995/5): Loss -0.6992, Sem 0.0394, dir -0.9698, norm 0.2312, swav 0.0000 LR: 9.248e-02 Score 98.656 Data time: 0.0745, Forward time: 0.7714, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.0918 [2020-10-18 18:51:22,772][root][INFO] - ===> Epoch[1000](4996/5): Loss -0.6893, Sem 0.0405, dir -0.9691, norm 0.2393, swav 0.0000 LR: 9.247e-02 Score 98.666 Data time: 0.0859, Forward time: 0.7715, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.2765 [2020-10-18 18:51:24,845][root][INFO] - ===> Epoch[1000](4997/5): Loss -0.6843, Sem 0.0430, dir -0.9657, norm 0.2384, swav 0.0000 LR: 9.247e-02 Score 98.572 Data time: 0.0967, Forward time: 0.7715, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.9475 [2020-10-18 18:51:26,850][root][INFO] - ===> Epoch[1000](4998/5): Loss -0.6923, Sem 0.0400, dir -0.9673, norm 0.2350, swav 0.0000 LR: 9.247e-02 Score 98.683 Data time: 0.0499, Forward time: 0.7714, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.8870 [2020-10-18 18:51:29,000][root][INFO] - ===> Epoch[1000](4999/5): Loss -0.6838, Sem 0.0375, dir -0.9711, norm 0.2498, swav 0.0000 LR: 9.247e-02 Score 98.739 Data time: 0.0821, Forward time: 0.7714, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.0783 [2020-10-18 18:51:31,777][root][INFO] - ===> Epoch[1000](5000/5): Loss -0.6937, Sem 0.0385, dir -0.9702, norm 0.2380, swav 0.0000 LR: 9.247e-02 Score 98.701 Data time: 0.0589, Forward time: 0.7714, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.6718 [2020-10-18 18:51:32,958][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 18:51:33,118][root][INFO] - ===> Start testing [2020-10-18 18:52:10,232][root][INFO] - 68/68: Data time: 0.6677, Iter time: 0.3245 Loss 0.673 (AVG: 0.461) Score 84.705 (AVG: 90.217) mIOU 68.374 mAP 84.414 mAcc 75.319 IOU: 60.429 0.000 79.357 74.763 93.963 91.628 30.927 74.475 98.600 61.541 80.948 85.836 56.398 mAP: 82.862 12.258 94.385 90.388 98.965 98.506 61.988 95.071 99.818 81.105 94.386 95.434 92.214 mAcc: 76.106 0.000 88.260 85.724 95.932 94.170 34.099 88.718 99.406 68.419 90.792 95.115 62.399 [2020-10-18 18:52:10,234][root][INFO] - Finished test. Elapsed time: 37.1133 [2020-10-18 18:52:13,107][root][INFO] - [2020-10-18 18:52:13,107][root][INFO] - ################################################################ [2020-10-18 18:52:13,107][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 18:52:13,107][root][INFO] - ################################################################ [2020-10-18 18:52:13,107][root][INFO] - clutter : nan nan nan [2020-10-18 18:52:13,107][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 18:52:13,107][root][INFO] - board : 0.778 0.849 0.878 [2020-10-18 18:52:13,107][root][INFO] - bookcase : 0.269 0.409 0.561 [2020-10-18 18:52:13,107][root][INFO] - ceiling : 0.596 0.618 0.659 [2020-10-18 18:52:13,107][root][INFO] - chair : 0.793 0.889 0.898 [2020-10-18 18:52:13,108][root][INFO] - column : 0.172 0.262 0.329 [2020-10-18 18:52:13,108][root][INFO] - door : 0.573 0.742 0.878 [2020-10-18 18:52:13,108][root][INFO] - floor : 0.901 0.918 0.988 [2020-10-18 18:52:13,108][root][INFO] - sofa : 0.384 0.636 0.636 [2020-10-18 18:52:13,108][root][INFO] - table : 0.172 0.400 0.685 [2020-10-18 18:52:13,108][root][INFO] - wall : 0.490 0.722 0.802 [2020-10-18 18:52:13,108][root][INFO] - window : 0.502 0.738 0.774 [2020-10-18 18:52:13,108][root][INFO] - ---------------------------------------------------------------- [2020-10-18 18:52:13,108][root][INFO] - average : 0.469 0.599 0.674 [2020-10-18 18:52:13,108][root][INFO] - [2020-10-18 18:52:13,276][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 18:52:13,277][root][INFO] - Current best mIoU: 69.164 at iter 3800 [2020-10-18 18:52:14,561][root][INFO] - ===> Epoch[1001](5001/5): Loss -0.7066, Sem 0.0386, dir -0.9707, norm 0.2255, swav 0.0000 LR: 9.247e-02 Score 98.691 Data time: 0.0394, Forward time: 0.7713, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.2786 [2020-10-18 18:52:16,818][root][INFO] - ===> Epoch[1001](5002/5): Loss -0.6916, Sem 0.0387, dir -0.9700, norm 0.2397, swav 0.0000 LR: 9.246e-02 Score 98.704 Data time: 0.0916, Forward time: 0.7713, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.1920 [2020-10-18 18:52:18,784][root][INFO] - ===> Epoch[1001](5003/5): Loss -0.6987, Sem 0.0408, dir -0.9689, norm 0.2295, swav 0.0000 LR: 9.246e-02 Score 98.638 Data time: 0.0710, Forward time: 0.7713, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.8585 [2020-10-18 18:52:21,085][root][INFO] - ===> Epoch[1001](5004/5): Loss -0.6617, Sem 0.0405, dir -0.9658, norm 0.2636, swav 0.0000 LR: 9.246e-02 Score 98.698 Data time: 0.0755, Forward time: 0.7712, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.2027 [2020-10-18 18:52:23,259][root][INFO] - ===> Epoch[1001](5005/5): Loss -0.6926, Sem 0.0395, dir -0.9679, norm 0.2358, swav 0.0000 LR: 9.246e-02 Score 98.666 Data time: 0.0654, Forward time: 0.7712, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.0531 [2020-10-18 18:52:25,356][root][INFO] - ===> Epoch[1002](5006/5): Loss -0.7019, Sem 0.0388, dir -0.9672, norm 0.2265, swav 0.0000 LR: 9.246e-02 Score 98.665 Data time: 0.2805, Forward time: 0.7712, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.9940 [2020-10-18 18:52:27,478][root][INFO] - ===> Epoch[1002](5007/5): Loss -0.6680, Sem 0.0377, dir -0.9692, norm 0.2635, swav 0.0000 LR: 9.246e-02 Score 98.752 Data time: 0.0767, Forward time: 0.7712, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.0192 [2020-10-18 18:52:29,367][root][INFO] - ===> Epoch[1002](5008/5): Loss -0.6906, Sem 0.0370, dir -0.9704, norm 0.2429, swav 0.0000 LR: 9.246e-02 Score 98.775 Data time: 0.0827, Forward time: 0.7713, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.7508 [2020-10-18 18:52:31,558][root][INFO] - ===> Epoch[1002](5009/5): Loss -0.6902, Sem 0.0381, dir -0.9691, norm 0.2407, swav 0.0000 LR: 9.245e-02 Score 98.709 Data time: 0.0526, Forward time: 0.7712, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.0767 [2020-10-18 18:52:33,728][root][INFO] - ===> Epoch[1002](5010/5): Loss -0.6666, Sem 0.0410, dir -0.9693, norm 0.2617, swav 0.0000 LR: 9.245e-02 Score 98.641 Data time: 0.0911, Forward time: 0.7713, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.0576 [2020-10-18 18:52:35,535][root][INFO] - ===> Epoch[1003](5011/5): Loss -0.6853, Sem 0.0368, dir -0.9707, norm 0.2486, swav 0.0000 LR: 9.245e-02 Score 98.776 Data time: 0.0686, Forward time: 0.7713, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 1.6901 [2020-10-18 18:52:37,700][root][INFO] - ===> Epoch[1003](5012/5): Loss -0.6863, Sem 0.0368, dir -0.9692, norm 0.2461, swav 0.0000 LR: 9.245e-02 Score 98.821 Data time: 0.0712, Forward time: 0.7713, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 2.0633 [2020-10-18 18:52:39,694][root][INFO] - ===> Epoch[1003](5013/5): Loss -0.6927, Sem 0.0339, dir -0.9692, norm 0.2426, swav 0.0000 LR: 9.245e-02 Score 98.878 Data time: 0.0402, Forward time: 0.7712, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 1.8810 [2020-10-18 18:52:42,207][root][INFO] - ===> Epoch[1003](5014/5): Loss -0.6837, Sem 0.0421, dir -0.9677, norm 0.2420, swav 0.0000 LR: 9.245e-02 Score 98.587 Data time: 0.0608, Forward time: 0.7711, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.4304 [2020-10-18 18:52:44,977][root][INFO] - ===> Epoch[1003](5015/5): Loss -0.6549, Sem 0.0377, dir -0.9661, norm 0.2735, swav 0.0000 LR: 9.245e-02 Score 98.758 Data time: 0.0627, Forward time: 0.7711, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.6913 [2020-10-18 18:52:47,517][root][INFO] - ===> Epoch[1004](5016/5): Loss -0.7067, Sem 0.0388, dir -0.9707, norm 0.2251, swav 0.0000 LR: 9.244e-02 Score 98.728 Data time: 0.0808, Forward time: 0.7711, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.4458 [2020-10-18 18:52:49,641][root][INFO] - ===> Epoch[1004](5017/5): Loss -0.6793, Sem 0.0410, dir -0.9675, norm 0.2472, swav 0.0000 LR: 9.244e-02 Score 98.695 Data time: 0.0668, Forward time: 0.7711, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.0227 [2020-10-18 18:52:52,172][root][INFO] - ===> Epoch[1004](5018/5): Loss -0.6836, Sem 0.0393, dir -0.9677, norm 0.2448, swav 0.0000 LR: 9.244e-02 Score 98.664 Data time: 0.0700, Forward time: 0.7711, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.4353 [2020-10-18 18:52:54,352][root][INFO] - ===> Epoch[1004](5019/5): Loss -0.6697, Sem 0.0385, dir -0.9699, norm 0.2617, swav 0.0000 LR: 9.244e-02 Score 98.726 Data time: 0.0701, Forward time: 0.7711, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.0688 [2020-10-18 18:52:56,717][root][INFO] - ===> Epoch[1004](5020/5): Loss -0.7053, Sem 0.0372, dir -0.9703, norm 0.2278, swav 0.0000 LR: 9.244e-02 Score 98.740 Data time: 0.1039, Forward time: 0.7712, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.2853 [2020-10-18 18:52:58,697][root][INFO] - ===> Epoch[1005](5021/5): Loss -0.6819, Sem 0.0366, dir -0.9690, norm 0.2504, swav 0.0000 LR: 9.244e-02 Score 98.787 Data time: 0.0768, Forward time: 0.7712, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 1.8703 [2020-10-18 18:53:00,971][root][INFO] - ===> Epoch[1005](5022/5): Loss -0.6857, Sem 0.0388, dir -0.9677, norm 0.2432, swav 0.0000 LR: 9.243e-02 Score 98.713 Data time: 0.0692, Forward time: 0.7712, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.1898 [2020-10-18 18:53:03,814][root][INFO] - ===> Epoch[1005](5023/5): Loss -0.6593, Sem 0.0408, dir -0.9671, norm 0.2670, swav 0.0000 LR: 9.243e-02 Score 98.627 Data time: 0.0671, Forward time: 0.7711, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.7526 [2020-10-18 18:53:06,026][root][INFO] - ===> Epoch[1005](5024/5): Loss -0.6634, Sem 0.0395, dir -0.9681, norm 0.2652, swav 0.0000 LR: 9.243e-02 Score 98.663 Data time: 0.0783, Forward time: 0.7711, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.1152 [2020-10-18 18:53:08,298][root][INFO] - ===> Epoch[1005](5025/5): Loss -0.6964, Sem 0.0355, dir -0.9707, norm 0.2388, swav 0.0000 LR: 9.243e-02 Score 98.806 Data time: 0.0660, Forward time: 0.7711, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.1782 [2020-10-18 18:53:10,372][root][INFO] - ===> Epoch[1006](5026/5): Loss -0.6631, Sem 0.0390, dir -0.9709, norm 0.2688, swav 0.0000 LR: 9.243e-02 Score 98.730 Data time: 0.0612, Forward time: 0.7711, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 1.9723 [2020-10-18 18:53:12,267][root][INFO] - ===> Epoch[1006](5027/5): Loss -0.6926, Sem 0.0429, dir -0.9695, norm 0.2341, swav 0.0000 LR: 9.243e-02 Score 98.597 Data time: 0.0672, Forward time: 0.7711, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 1.8199 [2020-10-18 18:53:14,328][root][INFO] - ===> Epoch[1006](5028/5): Loss -0.6831, Sem 0.0389, dir -0.9694, norm 0.2474, swav 0.0000 LR: 9.243e-02 Score 98.730 Data time: 0.1195, Forward time: 0.7710, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 1.9468 [2020-10-18 18:53:16,357][root][INFO] - ===> Epoch[1006](5029/5): Loss -0.6616, Sem 0.0421, dir -0.9673, norm 0.2637, swav 0.0000 LR: 9.242e-02 Score 98.583 Data time: 0.0828, Forward time: 0.7711, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 1.9748 [2020-10-18 18:53:18,621][root][INFO] - ===> Epoch[1006](5030/5): Loss -0.6764, Sem 0.0415, dir -0.9688, norm 0.2509, swav 0.0000 LR: 9.242e-02 Score 98.682 Data time: 0.0598, Forward time: 0.7710, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.1467 [2020-10-18 18:53:20,272][root][INFO] - ===> Epoch[1007](5031/5): Loss -0.7092, Sem 0.0391, dir -0.9691, norm 0.2208, swav 0.0000 LR: 9.242e-02 Score 98.679 Data time: 0.0704, Forward time: 0.7710, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 1.5808 [2020-10-18 18:53:22,538][root][INFO] - ===> Epoch[1007](5032/5): Loss -0.6921, Sem 0.0392, dir -0.9699, norm 0.2386, swav 0.0000 LR: 9.242e-02 Score 98.701 Data time: 0.0791, Forward time: 0.7711, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.1734 [2020-10-18 18:53:24,754][root][INFO] - ===> Epoch[1007](5033/5): Loss -0.6536, Sem 0.0405, dir -0.9676, norm 0.2735, swav 0.0000 LR: 9.242e-02 Score 98.655 Data time: 0.0685, Forward time: 0.7711, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.1121 [2020-10-18 18:53:27,195][root][INFO] - ===> Epoch[1007](5034/5): Loss -0.6925, Sem 0.0382, dir -0.9700, norm 0.2393, swav 0.0000 LR: 9.242e-02 Score 98.736 Data time: 0.0677, Forward time: 0.7710, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.3331 [2020-10-18 18:53:29,114][root][INFO] - ===> Epoch[1007](5035/5): Loss -0.6968, Sem 0.0425, dir -0.9680, norm 0.2286, swav 0.0000 LR: 9.241e-02 Score 98.572 Data time: 0.0601, Forward time: 0.7710, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 1.8283 [2020-10-18 18:53:31,655][root][INFO] - ===> Epoch[1008](5036/5): Loss -0.6934, Sem 0.0409, dir -0.9673, norm 0.2330, swav 0.0000 LR: 9.241e-02 Score 98.640 Data time: 0.0611, Forward time: 0.7710, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.4590 [2020-10-18 18:53:34,160][root][INFO] - ===> Epoch[1008](5037/5): Loss -0.7027, Sem 0.0346, dir -0.9725, norm 0.2352, swav 0.0000 LR: 9.241e-02 Score 98.859 Data time: 0.0586, Forward time: 0.7710, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.4168 [2020-10-18 18:53:36,236][root][INFO] - ===> Epoch[1008](5038/5): Loss -0.6820, Sem 0.0411, dir -0.9705, norm 0.2474, swav 0.0000 LR: 9.241e-02 Score 98.646 Data time: 0.0674, Forward time: 0.7710, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.0007 [2020-10-18 18:53:38,750][root][INFO] - ===> Epoch[1008](5039/5): Loss -0.6846, Sem 0.0416, dir -0.9658, norm 0.2396, swav 0.0000 LR: 9.241e-02 Score 98.611 Data time: 0.1627, Forward time: 0.7710, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.4041 [2020-10-18 18:53:40,927][root][INFO] - ===> Epoch[1008](5040/5): Loss -0.6922, Sem 0.0417, dir -0.9708, norm 0.2369, swav 0.0000 LR: 9.241e-02 Score 98.685 Data time: 0.0918, Forward time: 0.7710, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.0639 [2020-10-18 18:53:43,420][root][INFO] - ===> Epoch[1009](5041/5): Loss -0.6961, Sem 0.0375, dir -0.9707, norm 0.2371, swav 0.0000 LR: 9.241e-02 Score 98.777 Data time: 0.0760, Forward time: 0.7710, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.3837 [2020-10-18 18:53:45,794][root][INFO] - ===> Epoch[1009](5042/5): Loss -0.6741, Sem 0.0420, dir -0.9679, norm 0.2518, swav 0.0000 LR: 9.240e-02 Score 98.604 Data time: 0.0729, Forward time: 0.7710, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.2642 [2020-10-18 18:53:48,385][root][INFO] - ===> Epoch[1009](5043/5): Loss -0.7006, Sem 0.0387, dir -0.9687, norm 0.2294, swav 0.0000 LR: 9.240e-02 Score 98.699 Data time: 0.0813, Forward time: 0.7710, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 2.4823 [2020-10-18 18:53:50,515][root][INFO] - ===> Epoch[1009](5044/5): Loss -0.7136, Sem 0.0367, dir -0.9712, norm 0.2209, swav 0.0000 LR: 9.240e-02 Score 98.751 Data time: 0.0950, Forward time: 0.7711, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.0328 [2020-10-18 18:53:53,140][root][INFO] - ===> Epoch[1009](5045/5): Loss -0.7010, Sem 0.0350, dir -0.9699, norm 0.2338, swav 0.0000 LR: 9.240e-02 Score 98.842 Data time: 0.0696, Forward time: 0.7710, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 2.5068 [2020-10-18 18:53:55,128][root][INFO] - ===> Epoch[1010](5046/5): Loss -0.7030, Sem 0.0424, dir -0.9716, norm 0.2262, swav 0.0000 LR: 9.240e-02 Score 98.588 Data time: 0.0756, Forward time: 0.7710, Backward time: 1.1920, DDP time: 0.0030, Total iter time: 1.9085 [2020-10-18 18:53:57,207][root][INFO] - ===> Epoch[1010](5047/5): Loss -0.6775, Sem 0.0401, dir -0.9682, norm 0.2506, swav 0.0000 LR: 9.240e-02 Score 98.698 Data time: 0.1035, Forward time: 0.7711, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 1.9681 [2020-10-18 18:53:59,544][root][INFO] - ===> Epoch[1010](5048/5): Loss -0.6849, Sem 0.0432, dir -0.9689, norm 0.2408, swav 0.0000 LR: 9.240e-02 Score 98.549 Data time: 0.3130, Forward time: 0.7711, Backward time: 1.1919, DDP time: 0.0030, Total iter time: 2.2415 [2020-10-18 18:54:01,940][root][INFO] - ===> Epoch[1010](5049/5): Loss -0.6714, Sem 0.0416, dir -0.9672, norm 0.2543, swav 0.0000 LR: 9.239e-02 Score 98.615 Data time: 0.1032, Forward time: 0.7712, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.2773 [2020-10-18 18:54:04,135][root][INFO] - ===> Epoch[1010](5050/5): Loss -0.7021, Sem 0.0399, dir -0.9695, norm 0.2275, swav 0.0000 LR: 9.239e-02 Score 98.636 Data time: 0.0628, Forward time: 0.7712, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.0876 [2020-10-18 18:54:06,025][root][INFO] - ===> Epoch[1011](5051/5): Loss -0.7078, Sem 0.0363, dir -0.9701, norm 0.2260, swav 0.0000 LR: 9.239e-02 Score 98.808 Data time: 0.0773, Forward time: 0.7712, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 1.7823 [2020-10-18 18:54:08,268][root][INFO] - ===> Epoch[1011](5052/5): Loss -0.7067, Sem 0.0364, dir -0.9709, norm 0.2279, swav 0.0000 LR: 9.239e-02 Score 98.779 Data time: 0.0630, Forward time: 0.7712, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.1472 [2020-10-18 18:54:10,404][root][INFO] - ===> Epoch[1011](5053/5): Loss -0.6986, Sem 0.0369, dir -0.9711, norm 0.2356, swav 0.0000 LR: 9.239e-02 Score 98.803 Data time: 0.0902, Forward time: 0.7712, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.0374 [2020-10-18 18:54:12,702][root][INFO] - ===> Epoch[1011](5054/5): Loss -0.6891, Sem 0.0369, dir -0.9689, norm 0.2429, swav 0.0000 LR: 9.239e-02 Score 98.790 Data time: 0.0723, Forward time: 0.7712, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.1746 [2020-10-18 18:54:14,604][root][INFO] - ===> Epoch[1011](5055/5): Loss -0.6907, Sem 0.0453, dir -0.9680, norm 0.2321, swav 0.0000 LR: 9.238e-02 Score 98.521 Data time: 0.0700, Forward time: 0.7712, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 1.8265 [2020-10-18 18:54:17,114][root][INFO] - ===> Epoch[1012](5056/5): Loss -0.6877, Sem 0.0403, dir -0.9697, norm 0.2416, swav 0.0000 LR: 9.238e-02 Score 98.690 Data time: 0.0598, Forward time: 0.7712, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.4117 [2020-10-18 18:54:19,303][root][INFO] - ===> Epoch[1012](5057/5): Loss -0.7046, Sem 0.0365, dir -0.9693, norm 0.2282, swav 0.0000 LR: 9.238e-02 Score 98.756 Data time: 0.0736, Forward time: 0.7711, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.1087 [2020-10-18 18:54:21,416][root][INFO] - ===> Epoch[1012](5058/5): Loss -0.6796, Sem 0.0403, dir -0.9663, norm 0.2464, swav 0.0000 LR: 9.238e-02 Score 98.669 Data time: 0.0861, Forward time: 0.7712, Backward time: 1.1918, DDP time: 0.0030, Total iter time: 2.0181 [2020-10-18 18:54:23,429][root][INFO] - ===> Epoch[1012](5059/5): Loss -0.6849, Sem 0.0407, dir -0.9683, norm 0.2426, swav 0.0000 LR: 9.238e-02 Score 98.650 Data time: 0.0879, Forward time: 0.7712, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 1.9084 [2020-10-18 18:54:25,710][root][INFO] - ===> Epoch[1012](5060/5): Loss -0.7160, Sem 0.0332, dir -0.9721, norm 0.2229, swav 0.0000 LR: 9.238e-02 Score 98.902 Data time: 0.0782, Forward time: 0.7712, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.1814 [2020-10-18 18:54:27,717][root][INFO] - ===> Epoch[1013](5061/5): Loss -0.6841, Sem 0.0464, dir -0.9693, norm 0.2388, swav 0.0000 LR: 9.238e-02 Score 98.488 Data time: 0.0682, Forward time: 0.7712, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 1.9104 [2020-10-18 18:54:29,960][root][INFO] - ===> Epoch[1013](5062/5): Loss -0.6941, Sem 0.0418, dir -0.9664, norm 0.2305, swav 0.0000 LR: 9.237e-02 Score 98.622 Data time: 0.0728, Forward time: 0.7712, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.1446 [2020-10-18 18:54:32,046][root][INFO] - ===> Epoch[1013](5063/5): Loss -0.7049, Sem 0.0433, dir -0.9702, norm 0.2220, swav 0.0000 LR: 9.237e-02 Score 98.551 Data time: 0.0515, Forward time: 0.7711, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 1.9814 [2020-10-18 18:54:34,245][root][INFO] - ===> Epoch[1013](5064/5): Loss -0.6743, Sem 0.0405, dir -0.9673, norm 0.2525, swav 0.0000 LR: 9.237e-02 Score 98.678 Data time: 0.0646, Forward time: 0.7711, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.1304 [2020-10-18 18:54:36,693][root][INFO] - ===> Epoch[1013](5065/5): Loss -0.7049, Sem 0.0365, dir -0.9718, norm 0.2305, swav 0.0000 LR: 9.237e-02 Score 98.780 Data time: 0.0854, Forward time: 0.7711, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.3602 [2020-10-18 18:54:38,694][root][INFO] - ===> Epoch[1014](5066/5): Loss -0.7084, Sem 0.0426, dir -0.9684, norm 0.2175, swav 0.0000 LR: 9.237e-02 Score 98.564 Data time: 0.0548, Forward time: 0.7711, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 1.8664 [2020-10-18 18:54:40,740][root][INFO] - ===> Epoch[1014](5067/5): Loss -0.7083, Sem 0.0393, dir -0.9702, norm 0.2226, swav 0.0000 LR: 9.237e-02 Score 98.691 Data time: 0.0717, Forward time: 0.7711, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 1.9781 [2020-10-18 18:54:42,734][root][INFO] - ===> Epoch[1014](5068/5): Loss -0.7058, Sem 0.0383, dir -0.9671, norm 0.2230, swav 0.0000 LR: 9.236e-02 Score 98.688 Data time: 0.0767, Forward time: 0.7711, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 1.8695 [2020-10-18 18:54:45,093][root][INFO] - ===> Epoch[1014](5069/5): Loss -0.6687, Sem 0.0502, dir -0.9676, norm 0.2488, swav 0.0000 LR: 9.236e-02 Score 98.323 Data time: 0.1680, Forward time: 0.7711, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.2620 [2020-10-18 18:54:47,320][root][INFO] - ===> Epoch[1014](5070/5): Loss -0.7070, Sem 0.0337, dir -0.9717, norm 0.2310, swav 0.0000 LR: 9.236e-02 Score 98.884 Data time: 0.0960, Forward time: 0.7711, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.1175 [2020-10-18 18:54:49,237][root][INFO] - ===> Epoch[1015](5071/5): Loss -0.6967, Sem 0.0389, dir -0.9682, norm 0.2326, swav 0.0000 LR: 9.236e-02 Score 98.715 Data time: 0.0595, Forward time: 0.7711, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.8100 [2020-10-18 18:54:51,261][root][INFO] - ===> Epoch[1015](5072/5): Loss -0.6826, Sem 0.0437, dir -0.9699, norm 0.2436, swav 0.0000 LR: 9.236e-02 Score 98.569 Data time: 0.0728, Forward time: 0.7711, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.9264 [2020-10-18 18:54:53,475][root][INFO] - ===> Epoch[1015](5073/5): Loss -0.6779, Sem 0.0393, dir -0.9697, norm 0.2526, swav 0.0000 LR: 9.236e-02 Score 98.734 Data time: 0.0789, Forward time: 0.7711, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.1498 [2020-10-18 18:54:55,778][root][INFO] - ===> Epoch[1015](5074/5): Loss -0.7050, Sem 0.0390, dir -0.9727, norm 0.2286, swav 0.0000 LR: 9.236e-02 Score 98.760 Data time: 0.0680, Forward time: 0.7710, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.1977 [2020-10-18 18:54:57,945][root][INFO] - ===> Epoch[1015](5075/5): Loss -0.6935, Sem 0.0435, dir -0.9660, norm 0.2289, swav 0.0000 LR: 9.235e-02 Score 98.478 Data time: 0.0726, Forward time: 0.7710, Backward time: 1.1917, DDP time: 0.0030, Total iter time: 2.0722 [2020-10-18 18:54:59,890][root][INFO] - ===> Epoch[1016](5076/5): Loss -0.7112, Sem 0.0385, dir -0.9694, norm 0.2197, swav 0.0000 LR: 9.235e-02 Score 98.721 Data time: 0.0969, Forward time: 0.7710, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.8356 [2020-10-18 18:55:02,182][root][INFO] - ===> Epoch[1016](5077/5): Loss -0.6933, Sem 0.0379, dir -0.9703, norm 0.2392, swav 0.0000 LR: 9.235e-02 Score 98.736 Data time: 0.1000, Forward time: 0.7711, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.1913 [2020-10-18 18:55:04,093][root][INFO] - ===> Epoch[1016](5078/5): Loss -0.6830, Sem 0.0435, dir -0.9684, norm 0.2419, swav 0.0000 LR: 9.235e-02 Score 98.575 Data time: 0.0656, Forward time: 0.7711, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.8141 [2020-10-18 18:55:05,962][root][INFO] - ===> Epoch[1016](5079/5): Loss -0.7004, Sem 0.0393, dir -0.9731, norm 0.2334, swav 0.0000 LR: 9.235e-02 Score 98.678 Data time: 0.0735, Forward time: 0.7710, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.7714 [2020-10-18 18:55:07,971][root][INFO] - ===> Epoch[1016](5080/5): Loss -0.6883, Sem 0.0424, dir -0.9684, norm 0.2377, swav 0.0000 LR: 9.235e-02 Score 98.620 Data time: 0.0546, Forward time: 0.7710, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.9193 [2020-10-18 18:55:10,370][root][INFO] - ===> Epoch[1017](5081/5): Loss -0.7084, Sem 0.0397, dir -0.9722, norm 0.2241, swav 0.0000 LR: 9.235e-02 Score 98.716 Data time: 0.0521, Forward time: 0.7710, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.3283 [2020-10-18 18:55:12,469][root][INFO] - ===> Epoch[1017](5082/5): Loss -0.6857, Sem 0.0389, dir -0.9694, norm 0.2448, swav 0.0000 LR: 9.234e-02 Score 98.727 Data time: 0.0827, Forward time: 0.7710, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.9996 [2020-10-18 18:55:15,031][root][INFO] - ===> Epoch[1017](5083/5): Loss -0.6845, Sem 0.0378, dir -0.9718, norm 0.2495, swav 0.0000 LR: 9.234e-02 Score 98.754 Data time: 0.0860, Forward time: 0.7711, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.4371 [2020-10-18 18:55:17,225][root][INFO] - ===> Epoch[1017](5084/5): Loss -0.6811, Sem 0.0387, dir -0.9687, norm 0.2490, swav 0.0000 LR: 9.234e-02 Score 98.727 Data time: 0.0778, Forward time: 0.7711, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.0716 [2020-10-18 18:55:19,475][root][INFO] - ===> Epoch[1017](5085/5): Loss -0.7198, Sem 0.0361, dir -0.9724, norm 0.2165, swav 0.0000 LR: 9.234e-02 Score 98.785 Data time: 0.0747, Forward time: 0.7711, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.1402 [2020-10-18 18:55:21,749][root][INFO] - ===> Epoch[1018](5086/5): Loss -0.6988, Sem 0.0391, dir -0.9710, norm 0.2331, swav 0.0000 LR: 9.234e-02 Score 98.685 Data time: 0.0580, Forward time: 0.7710, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.1632 [2020-10-18 18:55:23,489][root][INFO] - ===> Epoch[1018](5087/5): Loss -0.7116, Sem 0.0395, dir -0.9715, norm 0.2204, swav 0.0000 LR: 9.234e-02 Score 98.700 Data time: 0.0743, Forward time: 0.7710, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.6571 [2020-10-18 18:55:26,025][root][INFO] - ===> Epoch[1018](5088/5): Loss -0.6584, Sem 0.0434, dir -0.9672, norm 0.2654, swav 0.0000 LR: 9.233e-02 Score 98.616 Data time: 0.0913, Forward time: 0.7710, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.4261 [2020-10-18 18:55:28,432][root][INFO] - ===> Epoch[1018](5089/5): Loss -0.6791, Sem 0.0421, dir -0.9698, norm 0.2486, swav 0.0000 LR: 9.233e-02 Score 98.604 Data time: 0.0711, Forward time: 0.7710, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.2983 [2020-10-18 18:55:30,700][root][INFO] - ===> Epoch[1018](5090/5): Loss -0.7022, Sem 0.0431, dir -0.9714, norm 0.2261, swav 0.0000 LR: 9.233e-02 Score 98.568 Data time: 0.0667, Forward time: 0.7710, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.1462 [2020-10-18 18:55:32,546][root][INFO] - ===> Epoch[1019](5091/5): Loss -0.7026, Sem 0.0379, dir -0.9696, norm 0.2291, swav 0.0000 LR: 9.233e-02 Score 98.739 Data time: 0.0650, Forward time: 0.7710, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.7381 [2020-10-18 18:55:34,975][root][INFO] - ===> Epoch[1019](5092/5): Loss -0.6980, Sem 0.0410, dir -0.9671, norm 0.2281, swav 0.0000 LR: 9.233e-02 Score 98.628 Data time: 0.0703, Forward time: 0.7710, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.3249 [2020-10-18 18:55:37,086][root][INFO] - ===> Epoch[1019](5093/5): Loss -0.7239, Sem 0.0360, dir -0.9721, norm 0.2122, swav 0.0000 LR: 9.233e-02 Score 98.805 Data time: 0.0734, Forward time: 0.7710, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.0057 [2020-10-18 18:55:39,011][root][INFO] - ===> Epoch[1019](5094/5): Loss -0.6871, Sem 0.0442, dir -0.9680, norm 0.2367, swav 0.0000 LR: 9.233e-02 Score 98.535 Data time: 0.0842, Forward time: 0.7710, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.8163 [2020-10-18 18:55:41,187][root][INFO] - ===> Epoch[1019](5095/5): Loss -0.6913, Sem 0.0388, dir -0.9700, norm 0.2400, swav 0.0000 LR: 9.232e-02 Score 98.721 Data time: 0.0867, Forward time: 0.7710, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 2.0449 [2020-10-18 18:55:43,781][root][INFO] - ===> Epoch[1020](5096/5): Loss -0.6775, Sem 0.0374, dir -0.9692, norm 0.2544, swav 0.0000 LR: 9.232e-02 Score 98.807 Data time: 0.0759, Forward time: 0.7710, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.4604 [2020-10-18 18:55:46,005][root][INFO] - ===> Epoch[1020](5097/5): Loss -0.6788, Sem 0.0382, dir -0.9697, norm 0.2527, swav 0.0000 LR: 9.232e-02 Score 98.770 Data time: 0.0560, Forward time: 0.7710, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.0905 [2020-10-18 18:55:48,503][root][INFO] - ===> Epoch[1020](5098/5): Loss -0.6824, Sem 0.0421, dir -0.9679, norm 0.2434, swav 0.0000 LR: 9.232e-02 Score 98.636 Data time: 0.0634, Forward time: 0.7710, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 2.4115 [2020-10-18 18:55:50,582][root][INFO] - ===> Epoch[1020](5099/5): Loss -0.7253, Sem 0.0375, dir -0.9714, norm 0.2086, swav 0.0000 LR: 9.232e-02 Score 98.737 Data time: 0.0932, Forward time: 0.7710, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.9828 [2020-10-18 18:55:52,672][root][INFO] - ===> Epoch[1020](5100/5): Loss -0.6650, Sem 0.0426, dir -0.9653, norm 0.2577, swav 0.0000 LR: 9.232e-02 Score 98.592 Data time: 0.0581, Forward time: 0.7710, Backward time: 1.1916, DDP time: 0.0030, Total iter time: 1.9747 [2020-10-18 18:55:54,039][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 18:55:56,109][root][INFO] - ===> Epoch[1021](5101/5): Loss -0.6865, Sem 0.0381, dir -0.9706, norm 0.2459, swav 0.0000 LR: 9.232e-02 Score 98.746 Data time: 0.0784, Forward time: 0.7710, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.7113 [2020-10-18 18:55:58,434][root][INFO] - ===> Epoch[1021](5102/5): Loss -0.6834, Sem 0.0410, dir -0.9649, norm 0.2405, swav 0.0000 LR: 9.231e-02 Score 98.625 Data time: 0.0761, Forward time: 0.7710, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 2.2172 [2020-10-18 18:56:00,462][root][INFO] - ===> Epoch[1021](5103/5): Loss -0.6775, Sem 0.0399, dir -0.9668, norm 0.2494, swav 0.0000 LR: 9.231e-02 Score 98.662 Data time: 0.0671, Forward time: 0.7709, Backward time: 1.1915, DDP time: 0.0030, Total iter time: 1.9155 [2020-10-18 18:56:02,469][root][INFO] - ===> Epoch[1021](5104/5): Loss -0.7111, Sem 0.0398, dir -0.9695, norm 0.2186, swav 0.0000 LR: 9.231e-02 Score 98.625 Data time: 0.0725, Forward time: 0.7709, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 1.9062 [2020-10-18 18:56:04,433][root][INFO] - ===> Epoch[1021](5105/5): Loss -0.6748, Sem 0.0382, dir -0.9690, norm 0.2559, swav 0.0000 LR: 9.231e-02 Score 98.745 Data time: 0.0808, Forward time: 0.7709, Backward time: 1.1914, DDP time: 0.0030, Total iter time: 1.8529 [2020-10-18 18:56:06,127][root][INFO] - ===> Epoch[1022](5106/5): Loss -0.7139, Sem 0.0380, dir -0.9694, norm 0.2176, swav 0.0000 LR: 9.231e-02 Score 98.733 Data time: 0.0688, Forward time: 0.7709, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 1.5793 [2020-10-18 18:56:08,579][root][INFO] - ===> Epoch[1022](5107/5): Loss -0.6762, Sem 0.0410, dir -0.9680, norm 0.2508, swav 0.0000 LR: 9.231e-02 Score 98.616 Data time: 0.0751, Forward time: 0.7709, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.3237 [2020-10-18 18:56:10,810][root][INFO] - ===> Epoch[1022](5108/5): Loss -0.6512, Sem 0.0371, dir -0.9653, norm 0.2770, swav 0.0000 LR: 9.230e-02 Score 98.756 Data time: 0.1177, Forward time: 0.7710, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.0840 [2020-10-18 18:56:12,837][root][INFO] - ===> Epoch[1022](5109/5): Loss -0.6913, Sem 0.0356, dir -0.9730, norm 0.2461, swav 0.0000 LR: 9.230e-02 Score 98.815 Data time: 0.0509, Forward time: 0.7709, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 1.8982 [2020-10-18 18:56:14,952][root][INFO] - ===> Epoch[1022](5110/5): Loss -0.6855, Sem 0.0389, dir -0.9686, norm 0.2441, swav 0.0000 LR: 9.230e-02 Score 98.681 Data time: 0.0711, Forward time: 0.7709, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.0244 [2020-10-18 18:56:17,037][root][INFO] - ===> Epoch[1023](5111/5): Loss -0.6616, Sem 0.0396, dir -0.9710, norm 0.2697, swav 0.0000 LR: 9.230e-02 Score 98.694 Data time: 0.0979, Forward time: 0.7709, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 1.9787 [2020-10-18 18:56:18,867][root][INFO] - ===> Epoch[1023](5112/5): Loss -0.6964, Sem 0.0404, dir -0.9707, norm 0.2338, swav 0.0000 LR: 9.230e-02 Score 98.667 Data time: 0.0688, Forward time: 0.7709, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 1.7394 [2020-10-18 18:56:21,901][root][INFO] - ===> Epoch[1023](5113/5): Loss -0.6640, Sem 0.0384, dir -0.9668, norm 0.2644, swav 0.0000 LR: 9.230e-02 Score 98.703 Data time: 0.0925, Forward time: 0.7709, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.9267 [2020-10-18 18:56:23,846][root][INFO] - ===> Epoch[1023](5114/5): Loss -0.7201, Sem 0.0345, dir -0.9731, norm 0.2185, swav 0.0000 LR: 9.230e-02 Score 98.867 Data time: 0.0854, Forward time: 0.7710, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 1.8178 [2020-10-18 18:56:26,455][root][INFO] - ===> Epoch[1023](5115/5): Loss -0.6559, Sem 0.0381, dir -0.9668, norm 0.2728, swav 0.0000 LR: 9.229e-02 Score 98.751 Data time: 0.0951, Forward time: 0.7710, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.4922 [2020-10-18 18:56:28,925][root][INFO] - ===> Epoch[1024](5116/5): Loss -0.6770, Sem 0.0424, dir -0.9694, norm 0.2500, swav 0.0000 LR: 9.229e-02 Score 98.595 Data time: 0.0627, Forward time: 0.7710, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.3528 [2020-10-18 18:56:31,024][root][INFO] - ===> Epoch[1024](5117/5): Loss -0.6886, Sem 0.0393, dir -0.9672, norm 0.2392, swav 0.0000 LR: 9.229e-02 Score 98.690 Data time: 0.0563, Forward time: 0.7709, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 1.9963 [2020-10-18 18:56:32,768][root][INFO] - ===> Epoch[1024](5118/5): Loss -0.6893, Sem 0.0395, dir -0.9688, norm 0.2400, swav 0.0000 LR: 9.229e-02 Score 98.673 Data time: 0.0544, Forward time: 0.7709, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 1.6668 [2020-10-18 18:56:35,128][root][INFO] - ===> Epoch[1024](5119/5): Loss -0.6530, Sem 0.0368, dir -0.9660, norm 0.2762, swav 0.0000 LR: 9.229e-02 Score 98.793 Data time: 0.0940, Forward time: 0.7710, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.2642 [2020-10-18 18:56:37,248][root][INFO] - ===> Epoch[1024](5120/5): Loss -0.6933, Sem 0.0391, dir -0.9691, norm 0.2367, swav 0.0000 LR: 9.229e-02 Score 98.674 Data time: 0.0591, Forward time: 0.7710, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.0041 [2020-10-18 18:56:39,657][root][INFO] - ===> Epoch[1025](5121/5): Loss -0.6852, Sem 0.0393, dir -0.9704, norm 0.2460, swav 0.0000 LR: 9.228e-02 Score 98.706 Data time: 0.0935, Forward time: 0.7710, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.3286 [2020-10-18 18:56:41,499][root][INFO] - ===> Epoch[1025](5122/5): Loss -0.7172, Sem 0.0355, dir -0.9739, norm 0.2212, swav 0.0000 LR: 9.228e-02 Score 98.822 Data time: 0.0618, Forward time: 0.7710, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 1.7569 [2020-10-18 18:56:43,475][root][INFO] - ===> Epoch[1025](5123/5): Loss -0.6921, Sem 0.0375, dir -0.9702, norm 0.2406, swav 0.0000 LR: 9.228e-02 Score 98.777 Data time: 0.0722, Forward time: 0.7710, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 1.9035 [2020-10-18 18:56:45,973][root][INFO] - ===> Epoch[1025](5124/5): Loss -0.6824, Sem 0.0373, dir -0.9690, norm 0.2493, swav 0.0000 LR: 9.228e-02 Score 98.746 Data time: 0.0452, Forward time: 0.7710, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.3771 [2020-10-18 18:56:48,234][root][INFO] - ===> Epoch[1025](5125/5): Loss -0.6872, Sem 0.0359, dir -0.9682, norm 0.2451, swav 0.0000 LR: 9.228e-02 Score 98.790 Data time: 0.0816, Forward time: 0.7710, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.2016 [2020-10-18 18:56:50,694][root][INFO] - ===> Epoch[1026](5126/5): Loss -0.6930, Sem 0.0399, dir -0.9688, norm 0.2359, swav 0.0000 LR: 9.228e-02 Score 98.670 Data time: 0.0530, Forward time: 0.7710, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.3394 [2020-10-18 18:56:52,759][root][INFO] - ===> Epoch[1026](5127/5): Loss -0.7094, Sem 0.0333, dir -0.9691, norm 0.2264, swav 0.0000 LR: 9.228e-02 Score 98.857 Data time: 0.0898, Forward time: 0.7710, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 1.9938 [2020-10-18 18:56:54,759][root][INFO] - ===> Epoch[1026](5128/5): Loss -0.6879, Sem 0.0415, dir -0.9681, norm 0.2386, swav 0.0000 LR: 9.227e-02 Score 98.638 Data time: 0.0784, Forward time: 0.7710, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 1.9255 [2020-10-18 18:56:57,199][root][INFO] - ===> Epoch[1026](5129/5): Loss -0.7058, Sem 0.0371, dir -0.9702, norm 0.2274, swav 0.0000 LR: 9.227e-02 Score 98.758 Data time: 0.0711, Forward time: 0.7710, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.3628 [2020-10-18 18:56:59,642][root][INFO] - ===> Epoch[1026](5130/5): Loss -0.6776, Sem 0.0366, dir -0.9696, norm 0.2554, swav 0.0000 LR: 9.227e-02 Score 98.787 Data time: 0.0798, Forward time: 0.7710, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.3518 [2020-10-18 18:57:02,100][root][INFO] - ===> Epoch[1027](5131/5): Loss -0.7044, Sem 0.0361, dir -0.9709, norm 0.2304, swav 0.0000 LR: 9.227e-02 Score 98.792 Data time: 0.0906, Forward time: 0.7711, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.3622 [2020-10-18 18:57:04,099][root][INFO] - ===> Epoch[1027](5132/5): Loss -0.6825, Sem 0.0398, dir -0.9701, norm 0.2478, swav 0.0000 LR: 9.227e-02 Score 98.724 Data time: 0.0726, Forward time: 0.7711, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 1.8832 [2020-10-18 18:57:06,220][root][INFO] - ===> Epoch[1027](5133/5): Loss -0.6933, Sem 0.0398, dir -0.9681, norm 0.2350, swav 0.0000 LR: 9.227e-02 Score 98.689 Data time: 0.0916, Forward time: 0.7711, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.0408 [2020-10-18 18:57:08,286][root][INFO] - ===> Epoch[1027](5134/5): Loss -0.6899, Sem 0.0403, dir -0.9685, norm 0.2382, swav 0.0000 LR: 9.227e-02 Score 98.691 Data time: 0.0728, Forward time: 0.7711, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 1.9674 [2020-10-18 18:57:10,640][root][INFO] - ===> Epoch[1027](5135/5): Loss -0.6746, Sem 0.0392, dir -0.9703, norm 0.2565, swav 0.0000 LR: 9.226e-02 Score 98.687 Data time: 0.0761, Forward time: 0.7711, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.2747 [2020-10-18 18:57:12,630][root][INFO] - ===> Epoch[1028](5136/5): Loss -0.7017, Sem 0.0392, dir -0.9707, norm 0.2299, swav 0.0000 LR: 9.226e-02 Score 98.695 Data time: 0.0841, Forward time: 0.7711, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 1.8921 [2020-10-18 18:57:14,869][root][INFO] - ===> Epoch[1028](5137/5): Loss -0.6823, Sem 0.0390, dir -0.9700, norm 0.2487, swav 0.0000 LR: 9.226e-02 Score 98.751 Data time: 0.0619, Forward time: 0.7711, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.1245 [2020-10-18 18:57:17,038][root][INFO] - ===> Epoch[1028](5138/5): Loss -0.6985, Sem 0.0365, dir -0.9693, norm 0.2343, swav 0.0000 LR: 9.226e-02 Score 98.777 Data time: 0.0726, Forward time: 0.7711, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.0838 [2020-10-18 18:57:19,118][root][INFO] - ===> Epoch[1028](5139/5): Loss -0.6804, Sem 0.0431, dir -0.9666, norm 0.2430, swav 0.0000 LR: 9.226e-02 Score 98.544 Data time: 0.0776, Forward time: 0.7711, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 1.9808 [2020-10-18 18:57:21,356][root][INFO] - ===> Epoch[1028](5140/5): Loss -0.6920, Sem 0.0412, dir -0.9684, norm 0.2352, swav 0.0000 LR: 9.226e-02 Score 98.643 Data time: 0.0756, Forward time: 0.7711, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.1371 [2020-10-18 18:57:23,591][root][INFO] - ===> Epoch[1029](5141/5): Loss -0.7045, Sem 0.0392, dir -0.9697, norm 0.2260, swav 0.0000 LR: 9.225e-02 Score 98.706 Data time: 0.0663, Forward time: 0.7711, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.1242 [2020-10-18 18:57:25,908][root][INFO] - ===> Epoch[1029](5142/5): Loss -0.6878, Sem 0.0388, dir -0.9715, norm 0.2448, swav 0.0000 LR: 9.225e-02 Score 98.750 Data time: 0.0776, Forward time: 0.7711, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.2089 [2020-10-18 18:57:27,976][root][INFO] - ===> Epoch[1029](5143/5): Loss -0.6956, Sem 0.0416, dir -0.9691, norm 0.2320, swav 0.0000 LR: 9.225e-02 Score 98.669 Data time: 0.1092, Forward time: 0.7711, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 1.9563 [2020-10-18 18:57:30,223][root][INFO] - ===> Epoch[1029](5144/5): Loss -0.6886, Sem 0.0402, dir -0.9697, norm 0.2408, swav 0.0000 LR: 9.225e-02 Score 98.701 Data time: 0.0787, Forward time: 0.7711, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 2.1345 [2020-10-18 18:57:32,370][root][INFO] - ===> Epoch[1029](5145/5): Loss -0.7003, Sem 0.0394, dir -0.9690, norm 0.2293, swav 0.0000 LR: 9.225e-02 Score 98.682 Data time: 0.0746, Forward time: 0.7711, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 2.0511 [2020-10-18 18:57:34,765][root][INFO] - ===> Epoch[1030](5146/5): Loss -0.7056, Sem 0.0374, dir -0.9704, norm 0.2275, swav 0.0000 LR: 9.225e-02 Score 98.742 Data time: 0.0635, Forward time: 0.7711, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.3043 [2020-10-18 18:57:36,798][root][INFO] - ===> Epoch[1030](5147/5): Loss -0.7018, Sem 0.0359, dir -0.9715, norm 0.2337, swav 0.0000 LR: 9.225e-02 Score 98.779 Data time: 0.0534, Forward time: 0.7710, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 1.9445 [2020-10-18 18:57:39,152][root][INFO] - ===> Epoch[1030](5148/5): Loss -0.7004, Sem 0.0385, dir -0.9697, norm 0.2308, swav 0.0000 LR: 9.224e-02 Score 98.749 Data time: 0.0720, Forward time: 0.7710, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.2757 [2020-10-18 18:57:41,126][root][INFO] - ===> Epoch[1030](5149/5): Loss -0.6846, Sem 0.0461, dir -0.9658, norm 0.2350, swav 0.0000 LR: 9.224e-02 Score 98.464 Data time: 0.0700, Forward time: 0.7710, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 1.8663 [2020-10-18 18:57:43,386][root][INFO] - ===> Epoch[1030](5150/5): Loss -0.7055, Sem 0.0375, dir -0.9712, norm 0.2281, swav 0.0000 LR: 9.224e-02 Score 98.745 Data time: 0.1649, Forward time: 0.7710, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.1546 [2020-10-18 18:57:45,627][root][INFO] - ===> Epoch[1031](5151/5): Loss -0.6923, Sem 0.0367, dir -0.9683, norm 0.2394, swav 0.0000 LR: 9.224e-02 Score 98.811 Data time: 0.0926, Forward time: 0.7710, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.1440 [2020-10-18 18:57:47,561][root][INFO] - ===> Epoch[1031](5152/5): Loss -0.7046, Sem 0.0367, dir -0.9687, norm 0.2274, swav 0.0000 LR: 9.224e-02 Score 98.777 Data time: 0.0850, Forward time: 0.7711, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 1.8176 [2020-10-18 18:57:49,491][root][INFO] - ===> Epoch[1031](5153/5): Loss -0.7005, Sem 0.0381, dir -0.9711, norm 0.2325, swav 0.0000 LR: 9.224e-02 Score 98.740 Data time: 0.0705, Forward time: 0.7710, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 1.8244 [2020-10-18 18:57:51,437][root][INFO] - ===> Epoch[1031](5154/5): Loss -0.7078, Sem 0.0408, dir -0.9721, norm 0.2235, swav 0.0000 LR: 9.223e-02 Score 98.648 Data time: 0.0732, Forward time: 0.7711, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 1.8514 [2020-10-18 18:57:54,997][root][INFO] - ===> Epoch[1031](5155/5): Loss -0.6844, Sem 0.0400, dir -0.9677, norm 0.2433, swav 0.0000 LR: 9.223e-02 Score 98.660 Data time: 0.0768, Forward time: 0.7711, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 3.4613 [2020-10-18 18:57:57,001][root][INFO] - ===> Epoch[1032](5156/5): Loss -0.7077, Sem 0.0392, dir -0.9701, norm 0.2231, swav 0.0000 LR: 9.223e-02 Score 98.726 Data time: 0.0583, Forward time: 0.7710, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 1.8924 [2020-10-18 18:57:59,465][root][INFO] - ===> Epoch[1032](5157/5): Loss -0.7007, Sem 0.0394, dir -0.9697, norm 0.2296, swav 0.0000 LR: 9.223e-02 Score 98.681 Data time: 0.0866, Forward time: 0.7711, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.3941 [2020-10-18 18:58:01,490][root][INFO] - ===> Epoch[1032](5158/5): Loss -0.7080, Sem 0.0403, dir -0.9700, norm 0.2217, swav 0.0000 LR: 9.223e-02 Score 98.659 Data time: 0.0735, Forward time: 0.7710, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 1.9041 [2020-10-18 18:58:03,916][root][INFO] - ===> Epoch[1032](5159/5): Loss -0.6604, Sem 0.0434, dir -0.9668, norm 0.2630, swav 0.0000 LR: 9.223e-02 Score 98.608 Data time: 0.0929, Forward time: 0.7711, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.3339 [2020-10-18 18:58:06,095][root][INFO] - ===> Epoch[1032](5160/5): Loss -0.7190, Sem 0.0374, dir -0.9698, norm 0.2134, swav 0.0000 LR: 9.223e-02 Score 98.735 Data time: 0.0607, Forward time: 0.7711, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.0689 [2020-10-18 18:58:08,559][root][INFO] - ===> Epoch[1033](5161/5): Loss -0.6905, Sem 0.0375, dir -0.9710, norm 0.2430, swav 0.0000 LR: 9.222e-02 Score 98.759 Data time: 0.0837, Forward time: 0.7711, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.3960 [2020-10-18 18:58:10,784][root][INFO] - ===> Epoch[1033](5162/5): Loss -0.6937, Sem 0.0413, dir -0.9687, norm 0.2337, swav 0.0000 LR: 9.222e-02 Score 98.624 Data time: 0.0837, Forward time: 0.7711, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.1135 [2020-10-18 18:58:13,218][root][INFO] - ===> Epoch[1033](5163/5): Loss -0.6923, Sem 0.0364, dir -0.9709, norm 0.2422, swav 0.0000 LR: 9.222e-02 Score 98.818 Data time: 0.0696, Forward time: 0.7711, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.3495 [2020-10-18 18:58:15,578][root][INFO] - ===> Epoch[1033](5164/5): Loss -0.6798, Sem 0.0428, dir -0.9694, norm 0.2468, swav 0.0000 LR: 9.222e-02 Score 98.617 Data time: 0.0804, Forward time: 0.7711, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.2769 [2020-10-18 18:58:17,614][root][INFO] - ===> Epoch[1033](5165/5): Loss -0.6934, Sem 0.0368, dir -0.9704, norm 0.2401, swav 0.0000 LR: 9.222e-02 Score 98.761 Data time: 0.0609, Forward time: 0.7711, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 1.9137 [2020-10-18 18:58:19,643][root][INFO] - ===> Epoch[1034](5166/5): Loss -0.6887, Sem 0.0389, dir -0.9688, norm 0.2412, swav 0.0000 LR: 9.222e-02 Score 98.722 Data time: 0.0685, Forward time: 0.7711, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 1.9452 [2020-10-18 18:58:21,776][root][INFO] - ===> Epoch[1034](5167/5): Loss -0.7220, Sem 0.0326, dir -0.9726, norm 0.2181, swav 0.0000 LR: 9.222e-02 Score 98.899 Data time: 0.0569, Forward time: 0.7710, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.0251 [2020-10-18 18:58:23,854][root][INFO] - ===> Epoch[1034](5168/5): Loss -0.6983, Sem 0.0417, dir -0.9714, norm 0.2314, swav 0.0000 LR: 9.221e-02 Score 98.606 Data time: 0.0771, Forward time: 0.7710, Backward time: 1.1913, DDP time: 0.0030, Total iter time: 2.0099 [2020-10-18 18:58:25,891][root][INFO] - ===> Epoch[1034](5169/5): Loss -0.7053, Sem 0.0427, dir -0.9680, norm 0.2201, swav 0.0000 LR: 9.221e-02 Score 98.589 Data time: 0.1284, Forward time: 0.7710, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 1.9464 [2020-10-18 18:58:28,103][root][INFO] - ===> Epoch[1034](5170/5): Loss -0.6877, Sem 0.0380, dir -0.9690, norm 0.2433, swav 0.0000 LR: 9.221e-02 Score 98.725 Data time: 0.1748, Forward time: 0.7711, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.1111 [2020-10-18 18:58:30,591][root][INFO] - ===> Epoch[1035](5171/5): Loss -0.7034, Sem 0.0418, dir -0.9703, norm 0.2251, swav 0.0000 LR: 9.221e-02 Score 98.653 Data time: 0.0765, Forward time: 0.7711, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.3661 [2020-10-18 18:58:33,084][root][INFO] - ===> Epoch[1035](5172/5): Loss -0.7158, Sem 0.0332, dir -0.9737, norm 0.2247, swav 0.0000 LR: 9.221e-02 Score 98.891 Data time: 0.0763, Forward time: 0.7711, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.3984 [2020-10-18 18:58:35,258][root][INFO] - ===> Epoch[1035](5173/5): Loss -0.6772, Sem 0.0452, dir -0.9680, norm 0.2456, swav 0.0000 LR: 9.221e-02 Score 98.488 Data time: 0.1238, Forward time: 0.7712, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.0800 [2020-10-18 18:58:37,407][root][INFO] - ===> Epoch[1035](5174/5): Loss -0.6998, Sem 0.0423, dir -0.9701, norm 0.2280, swav 0.0000 LR: 9.220e-02 Score 98.589 Data time: 0.0597, Forward time: 0.7712, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.0501 [2020-10-18 18:58:39,533][root][INFO] - ===> Epoch[1035](5175/5): Loss -0.6970, Sem 0.0417, dir -0.9699, norm 0.2312, swav 0.0000 LR: 9.220e-02 Score 98.607 Data time: 0.0845, Forward time: 0.7711, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.0415 [2020-10-18 18:58:41,795][root][INFO] - ===> Epoch[1036](5176/5): Loss -0.6921, Sem 0.0414, dir -0.9696, norm 0.2361, swav 0.0000 LR: 9.220e-02 Score 98.603 Data time: 0.0977, Forward time: 0.7712, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.1521 [2020-10-18 18:58:43,734][root][INFO] - ===> Epoch[1036](5177/5): Loss -0.7059, Sem 0.0358, dir -0.9702, norm 0.2285, swav 0.0000 LR: 9.220e-02 Score 98.819 Data time: 0.0742, Forward time: 0.7712, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 1.8166 [2020-10-18 18:58:45,931][root][INFO] - ===> Epoch[1036](5178/5): Loss -0.6826, Sem 0.0449, dir -0.9689, norm 0.2414, swav 0.0000 LR: 9.220e-02 Score 98.537 Data time: 0.0734, Forward time: 0.7712, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 2.1423 [2020-10-18 18:58:48,137][root][INFO] - ===> Epoch[1036](5179/5): Loss -0.6963, Sem 0.0390, dir -0.9712, norm 0.2360, swav 0.0000 LR: 9.220e-02 Score 98.685 Data time: 0.0627, Forward time: 0.7712, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 2.1114 [2020-10-18 18:58:50,092][root][INFO] - ===> Epoch[1036](5180/5): Loss -0.6845, Sem 0.0432, dir -0.9680, norm 0.2403, swav 0.0000 LR: 9.220e-02 Score 98.584 Data time: 0.0658, Forward time: 0.7712, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 1.8877 [2020-10-18 18:58:52,103][root][INFO] - ===> Epoch[1037](5181/5): Loss -0.6947, Sem 0.0356, dir -0.9706, norm 0.2404, swav 0.0000 LR: 9.219e-02 Score 98.800 Data time: 0.0868, Forward time: 0.7712, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 1.8930 [2020-10-18 18:58:54,382][root][INFO] - ===> Epoch[1037](5182/5): Loss -0.7025, Sem 0.0380, dir -0.9699, norm 0.2294, swav 0.0000 LR: 9.219e-02 Score 98.711 Data time: 0.0600, Forward time: 0.7712, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 2.1727 [2020-10-18 18:58:56,892][root][INFO] - ===> Epoch[1037](5183/5): Loss -0.6694, Sem 0.0431, dir -0.9686, norm 0.2560, swav 0.0000 LR: 9.219e-02 Score 98.562 Data time: 0.0655, Forward time: 0.7712, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 2.4214 [2020-10-18 18:58:59,025][root][INFO] - ===> Epoch[1037](5184/5): Loss -0.7047, Sem 0.0384, dir -0.9706, norm 0.2274, swav 0.0000 LR: 9.219e-02 Score 98.724 Data time: 0.0684, Forward time: 0.7712, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 2.0409 [2020-10-18 18:59:00,998][root][INFO] - ===> Epoch[1037](5185/5): Loss -0.6932, Sem 0.0405, dir -0.9680, norm 0.2343, swav 0.0000 LR: 9.219e-02 Score 98.658 Data time: 0.0682, Forward time: 0.7711, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 1.8688 [2020-10-18 18:59:03,243][root][INFO] - ===> Epoch[1038](5186/5): Loss -0.6778, Sem 0.0441, dir -0.9683, norm 0.2464, swav 0.0000 LR: 9.219e-02 Score 98.580 Data time: 0.0666, Forward time: 0.7711, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 2.1605 [2020-10-18 18:59:05,463][root][INFO] - ===> Epoch[1038](5187/5): Loss -0.7019, Sem 0.0395, dir -0.9705, norm 0.2291, swav 0.0000 LR: 9.218e-02 Score 98.699 Data time: 0.0570, Forward time: 0.7711, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.1200 [2020-10-18 18:59:07,665][root][INFO] - ===> Epoch[1038](5188/5): Loss -0.7025, Sem 0.0405, dir -0.9703, norm 0.2272, swav 0.0000 LR: 9.218e-02 Score 98.688 Data time: 0.0734, Forward time: 0.7711, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.1186 [2020-10-18 18:59:09,990][root][INFO] - ===> Epoch[1038](5189/5): Loss -0.6889, Sem 0.0451, dir -0.9698, norm 0.2358, swav 0.0000 LR: 9.218e-02 Score 98.523 Data time: 0.0816, Forward time: 0.7711, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.1948 [2020-10-18 18:59:12,093][root][INFO] - ===> Epoch[1038](5190/5): Loss -0.6903, Sem 0.0373, dir -0.9710, norm 0.2434, swav 0.0000 LR: 9.218e-02 Score 98.755 Data time: 0.0612, Forward time: 0.7711, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 1.9738 [2020-10-18 18:59:14,241][root][INFO] - ===> Epoch[1039](5191/5): Loss -0.6826, Sem 0.0360, dir -0.9696, norm 0.2510, swav 0.0000 LR: 9.218e-02 Score 98.800 Data time: 0.0895, Forward time: 0.7711, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 2.0483 [2020-10-18 18:59:16,509][root][INFO] - ===> Epoch[1039](5192/5): Loss -0.7095, Sem 0.0360, dir -0.9726, norm 0.2272, swav 0.0000 LR: 9.218e-02 Score 98.810 Data time: 0.0748, Forward time: 0.7711, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 2.1583 [2020-10-18 18:59:18,689][root][INFO] - ===> Epoch[1039](5193/5): Loss -0.6748, Sem 0.0453, dir -0.9661, norm 0.2459, swav 0.0000 LR: 9.218e-02 Score 98.444 Data time: 0.0710, Forward time: 0.7711, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 2.0736 [2020-10-18 18:59:20,717][root][INFO] - ===> Epoch[1039](5194/5): Loss -0.7156, Sem 0.0366, dir -0.9724, norm 0.2202, swav 0.0000 LR: 9.217e-02 Score 98.774 Data time: 0.0662, Forward time: 0.7711, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 1.9386 [2020-10-18 18:59:23,431][root][INFO] - ===> Epoch[1039](5195/5): Loss -0.6905, Sem 0.0389, dir -0.9697, norm 0.2403, swav 0.0000 LR: 9.217e-02 Score 98.707 Data time: 0.0989, Forward time: 0.7711, Backward time: 1.1912, DDP time: 0.0030, Total iter time: 2.6173 [2020-10-18 18:59:25,386][root][INFO] - ===> Epoch[1040](5196/5): Loss -0.6972, Sem 0.0466, dir -0.9712, norm 0.2275, swav 0.0000 LR: 9.217e-02 Score 98.574 Data time: 0.0795, Forward time: 0.7711, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 1.8414 [2020-10-18 18:59:27,572][root][INFO] - ===> Epoch[1040](5197/5): Loss -0.6820, Sem 0.0418, dir -0.9688, norm 0.2450, swav 0.0000 LR: 9.217e-02 Score 98.650 Data time: 0.0800, Forward time: 0.7711, Backward time: 1.1911, DDP time: 0.0030, Total iter time: 2.0628 [2020-10-18 18:59:29,510][root][INFO] - ===> Epoch[1040](5198/5): Loss -0.6940, Sem 0.0518, dir -0.9699, norm 0.2241, swav 0.0000 LR: 9.217e-02 Score 98.368 Data time: 0.0683, Forward time: 0.7711, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 1.7864 [2020-10-18 18:59:31,579][root][INFO] - ===> Epoch[1040](5199/5): Loss -0.7085, Sem 0.0414, dir -0.9701, norm 0.2203, swav 0.0000 LR: 9.217e-02 Score 98.572 Data time: 0.0581, Forward time: 0.7711, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 1.9697 [2020-10-18 18:59:33,665][root][INFO] - ===> Epoch[1040](5200/5): Loss -0.7075, Sem 0.0404, dir -0.9720, norm 0.2242, swav 0.0000 LR: 9.217e-02 Score 98.679 Data time: 0.1185, Forward time: 0.7711, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 1.9825 [2020-10-18 18:59:34,933][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 18:59:35,118][root][INFO] - ===> Start testing [2020-10-18 19:00:12,977][root][INFO] - 68/68: Data time: 0.9268, Iter time: 0.4257 Loss 0.225 (AVG: 0.477) Score 94.948 (AVG: 89.816) mIOU 68.143 mAP 83.783 mAcc 74.896 IOU: 60.433 0.000 81.872 73.737 93.690 91.470 31.190 71.949 96.271 61.814 79.652 85.904 57.881 mAP: 82.404 18.710 90.003 89.803 98.647 98.503 58.531 93.215 99.714 80.493 93.404 95.392 90.354 mAcc: 76.972 0.000 83.304 83.803 95.787 96.042 37.084 88.533 97.327 66.486 88.821 95.404 64.085 [2020-10-18 19:00:12,984][root][INFO] - Finished test. Elapsed time: 37.8576 [2020-10-18 19:00:16,027][root][INFO] - [2020-10-18 19:00:16,027][root][INFO] - ################################################################ [2020-10-18 19:00:16,027][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 19:00:16,027][root][INFO] - ################################################################ [2020-10-18 19:00:16,027][root][INFO] - clutter : nan nan nan [2020-10-18 19:00:16,027][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 19:00:16,027][root][INFO] - board : 0.729 0.798 0.857 [2020-10-18 19:00:16,027][root][INFO] - bookcase : 0.205 0.318 0.493 [2020-10-18 19:00:16,027][root][INFO] - ceiling : 0.569 0.594 0.636 [2020-10-18 19:00:16,027][root][INFO] - chair : 0.792 0.894 0.910 [2020-10-18 19:00:16,027][root][INFO] - column : 0.175 0.273 0.321 [2020-10-18 19:00:16,028][root][INFO] - door : 0.556 0.733 0.854 [2020-10-18 19:00:16,028][root][INFO] - floor : 0.934 0.951 0.992 [2020-10-18 19:00:16,028][root][INFO] - sofa : 0.369 0.497 0.717 [2020-10-18 19:00:16,028][root][INFO] - table : 0.142 0.333 0.632 [2020-10-18 19:00:16,028][root][INFO] - wall : 0.474 0.683 0.788 [2020-10-18 19:00:16,028][root][INFO] - window : 0.517 0.764 0.780 [2020-10-18 19:00:16,028][root][INFO] - ---------------------------------------------------------------- [2020-10-18 19:00:16,028][root][INFO] - average : 0.455 0.570 0.665 [2020-10-18 19:00:16,028][root][INFO] - [2020-10-18 19:00:16,221][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 19:00:16,222][root][INFO] - Current best mIoU: 69.164 at iter 3800 [2020-10-18 19:00:17,972][root][INFO] - ===> Epoch[1041](5201/5): Loss -0.6771, Sem 0.0454, dir -0.9682, norm 0.2457, swav 0.0000 LR: 9.216e-02 Score 98.502 Data time: 0.0866, Forward time: 0.7711, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 1.7450 [2020-10-18 19:00:20,037][root][INFO] - ===> Epoch[1041](5202/5): Loss -0.7011, Sem 0.0398, dir -0.9697, norm 0.2287, swav 0.0000 LR: 9.216e-02 Score 98.689 Data time: 0.0901, Forward time: 0.7711, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 1.9671 [2020-10-18 19:00:22,751][root][INFO] - ===> Epoch[1041](5203/5): Loss -0.6878, Sem 0.0439, dir -0.9699, norm 0.2382, swav 0.0000 LR: 9.216e-02 Score 98.580 Data time: 0.1016, Forward time: 0.7711, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 2.5986 [2020-10-18 19:00:24,783][root][INFO] - ===> Epoch[1041](5204/5): Loss -0.6709, Sem 0.0422, dir -0.9667, norm 0.2537, swav 0.0000 LR: 9.216e-02 Score 98.602 Data time: 0.0655, Forward time: 0.7711, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 1.9156 [2020-10-18 19:00:26,828][root][INFO] - ===> Epoch[1041](5205/5): Loss -0.6838, Sem 0.0467, dir -0.9694, norm 0.2389, swav 0.0000 LR: 9.216e-02 Score 98.523 Data time: 0.0799, Forward time: 0.7711, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 1.9357 [2020-10-18 19:00:28,878][root][INFO] - ===> Epoch[1042](5206/5): Loss -0.6855, Sem 0.0377, dir -0.9691, norm 0.2459, swav 0.0000 LR: 9.216e-02 Score 98.749 Data time: 0.0733, Forward time: 0.7711, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 1.9467 [2020-10-18 19:00:31,016][root][INFO] - ===> Epoch[1042](5207/5): Loss -0.6523, Sem 0.0545, dir -0.9645, norm 0.2578, swav 0.0000 LR: 9.215e-02 Score 98.219 Data time: 0.0821, Forward time: 0.7711, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.0378 [2020-10-18 19:00:33,124][root][INFO] - ===> Epoch[1042](5208/5): Loss -0.7001, Sem 0.0373, dir -0.9725, norm 0.2350, swav 0.0000 LR: 9.215e-02 Score 98.785 Data time: 0.0666, Forward time: 0.7711, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.0058 [2020-10-18 19:00:34,919][root][INFO] - ===> Epoch[1042](5209/5): Loss -0.6796, Sem 0.0400, dir -0.9672, norm 0.2476, swav 0.0000 LR: 9.215e-02 Score 98.675 Data time: 0.0528, Forward time: 0.7710, Backward time: 1.1908, DDP time: 0.0030, Total iter time: 1.6964 [2020-10-18 19:00:37,244][root][INFO] - ===> Epoch[1042](5210/5): Loss -0.6995, Sem 0.0397, dir -0.9702, norm 0.2310, swav 0.0000 LR: 9.215e-02 Score 98.670 Data time: 0.0604, Forward time: 0.7710, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.2188 [2020-10-18 19:00:39,951][root][INFO] - ===> Epoch[1043](5211/5): Loss -0.6865, Sem 0.0400, dir -0.9702, norm 0.2438, swav 0.0000 LR: 9.215e-02 Score 98.661 Data time: 0.1614, Forward time: 0.7711, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.5906 [2020-10-18 19:00:42,093][root][INFO] - ===> Epoch[1043](5212/5): Loss -0.6885, Sem 0.0435, dir -0.9687, norm 0.2368, swav 0.0000 LR: 9.215e-02 Score 98.536 Data time: 0.0725, Forward time: 0.7711, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.0305 [2020-10-18 19:00:44,238][root][INFO] - ===> Epoch[1043](5213/5): Loss -0.6474, Sem 0.0482, dir -0.9653, norm 0.2697, swav 0.0000 LR: 9.215e-02 Score 98.450 Data time: 0.0902, Forward time: 0.7711, Backward time: 1.1908, DDP time: 0.0030, Total iter time: 2.0385 [2020-10-18 19:00:47,217][root][INFO] - ===> Epoch[1043](5214/5): Loss -0.6851, Sem 0.0438, dir -0.9692, norm 0.2403, swav 0.0000 LR: 9.214e-02 Score 98.588 Data time: 0.0963, Forward time: 0.7712, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.8864 [2020-10-18 19:00:49,110][root][INFO] - ===> Epoch[1043](5215/5): Loss -0.6873, Sem 0.0405, dir -0.9703, norm 0.2425, swav 0.0000 LR: 9.214e-02 Score 98.652 Data time: 0.0778, Forward time: 0.7712, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 1.7948 [2020-10-18 19:00:51,442][root][INFO] - ===> Epoch[1044](5216/5): Loss -0.6923, Sem 0.0423, dir -0.9702, norm 0.2355, swav 0.0000 LR: 9.214e-02 Score 98.558 Data time: 0.0847, Forward time: 0.7712, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.2467 [2020-10-18 19:00:53,805][root][INFO] - ===> Epoch[1044](5217/5): Loss -0.6868, Sem 0.0433, dir -0.9684, norm 0.2383, swav 0.0000 LR: 9.214e-02 Score 98.551 Data time: 0.0979, Forward time: 0.7712, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.2604 [2020-10-18 19:00:55,972][root][INFO] - ===> Epoch[1044](5218/5): Loss -0.6836, Sem 0.0403, dir -0.9714, norm 0.2474, swav 0.0000 LR: 9.214e-02 Score 98.656 Data time: 0.0753, Forward time: 0.7712, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.0722 [2020-10-18 19:00:58,278][root][INFO] - ===> Epoch[1044](5219/5): Loss -0.6965, Sem 0.0418, dir -0.9691, norm 0.2309, swav 0.0000 LR: 9.214e-02 Score 98.615 Data time: 0.0503, Forward time: 0.7711, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 2.1969 [2020-10-18 19:01:00,723][root][INFO] - ===> Epoch[1044](5220/5): Loss -0.6786, Sem 0.0394, dir -0.9684, norm 0.2505, swav 0.0000 LR: 9.213e-02 Score 98.724 Data time: 0.0602, Forward time: 0.7711, Backward time: 1.1910, DDP time: 0.0030, Total iter time: 2.3704 [2020-10-18 19:01:02,599][root][INFO] - ===> Epoch[1045](5221/5): Loss -0.6896, Sem 0.0408, dir -0.9703, norm 0.2398, swav 0.0000 LR: 9.213e-02 Score 98.615 Data time: 0.3451, Forward time: 0.7711, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 1.7852 [2020-10-18 19:01:05,093][root][INFO] - ===> Epoch[1045](5222/5): Loss -0.6801, Sem 0.0427, dir -0.9679, norm 0.2450, swav 0.0000 LR: 9.213e-02 Score 98.556 Data time: 0.1597, Forward time: 0.7711, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.4058 [2020-10-18 19:01:06,970][root][INFO] - ===> Epoch[1045](5223/5): Loss -0.6677, Sem 0.0448, dir -0.9683, norm 0.2558, swav 0.0000 LR: 9.213e-02 Score 98.511 Data time: 0.0706, Forward time: 0.7711, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 1.7507 [2020-10-18 19:01:09,367][root][INFO] - ===> Epoch[1045](5224/5): Loss -0.6732, Sem 0.0396, dir -0.9712, norm 0.2584, swav 0.0000 LR: 9.213e-02 Score 98.721 Data time: 0.0959, Forward time: 0.7712, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 2.3078 [2020-10-18 19:01:11,271][root][INFO] - ===> Epoch[1045](5225/5): Loss -0.6779, Sem 0.0450, dir -0.9672, norm 0.2443, swav 0.0000 LR: 9.213e-02 Score 98.519 Data time: 0.0670, Forward time: 0.7711, Backward time: 1.1909, DDP time: 0.0030, Total iter time: 1.8086 [2020-10-18 19:01:13,433][root][INFO] - ===> Epoch[1046](5226/5): Loss -0.6889, Sem 0.0394, dir -0.9684, norm 0.2402, swav 0.0000 LR: 9.213e-02 Score 98.689 Data time: 0.0895, Forward time: 0.7712, Backward time: 1.1908, DDP time: 0.0030, Total iter time: 2.0772 [2020-10-18 19:01:15,673][root][INFO] - ===> Epoch[1046](5227/5): Loss -0.7048, Sem 0.0384, dir -0.9699, norm 0.2266, swav 0.0000 LR: 9.212e-02 Score 98.688 Data time: 0.0868, Forward time: 0.7712, Backward time: 1.1908, DDP time: 0.0030, Total iter time: 2.1358 [2020-10-18 19:01:17,730][root][INFO] - ===> Epoch[1046](5228/5): Loss -0.6476, Sem 0.0486, dir -0.9687, norm 0.2725, swav 0.0000 LR: 9.212e-02 Score 98.460 Data time: 0.0554, Forward time: 0.7712, Backward time: 1.1908, DDP time: 0.0030, Total iter time: 1.9492 [2020-10-18 19:01:19,657][root][INFO] - ===> Epoch[1046](5229/5): Loss -0.6746, Sem 0.0403, dir -0.9681, norm 0.2532, swav 0.0000 LR: 9.212e-02 Score 98.674 Data time: 0.0402, Forward time: 0.7711, Backward time: 1.1908, DDP time: 0.0030, Total iter time: 1.8137 [2020-10-18 19:01:22,031][root][INFO] - ===> Epoch[1046](5230/5): Loss -0.6892, Sem 0.0407, dir -0.9709, norm 0.2410, swav 0.0000 LR: 9.212e-02 Score 98.651 Data time: 0.0896, Forward time: 0.7711, Backward time: 1.1908, DDP time: 0.0030, Total iter time: 2.2964 [2020-10-18 19:01:25,280][root][INFO] - ===> Epoch[1047](5231/5): Loss -0.6870, Sem 0.0396, dir -0.9714, norm 0.2447, swav 0.0000 LR: 9.212e-02 Score 98.723 Data time: 0.2249, Forward time: 0.7713, Backward time: 1.1908, DDP time: 0.0030, Total iter time: 3.1320 [2020-10-18 19:01:27,556][root][INFO] - ===> Epoch[1047](5232/5): Loss -0.6821, Sem 0.0428, dir -0.9678, norm 0.2429, swav 0.0000 LR: 9.212e-02 Score 98.600 Data time: 0.2099, Forward time: 0.7713, Backward time: 1.1908, DDP time: 0.0030, Total iter time: 2.1601 [2020-10-18 19:01:30,090][root][INFO] - ===> Epoch[1047](5233/5): Loss -0.7010, Sem 0.0380, dir -0.9699, norm 0.2309, swav 0.0000 LR: 9.212e-02 Score 98.705 Data time: 0.0761, Forward time: 0.7713, Backward time: 1.1908, DDP time: 0.0030, Total iter time: 2.4354 [2020-10-18 19:01:32,048][root][INFO] - ===> Epoch[1047](5234/5): Loss -0.6910, Sem 0.0381, dir -0.9718, norm 0.2426, swav 0.0000 LR: 9.211e-02 Score 98.754 Data time: 0.0792, Forward time: 0.7713, Backward time: 1.1908, DDP time: 0.0030, Total iter time: 1.8582 [2020-10-18 19:01:33,986][root][INFO] - ===> Epoch[1047](5235/5): Loss -0.6954, Sem 0.0370, dir -0.9676, norm 0.2352, swav 0.0000 LR: 9.211e-02 Score 98.771 Data time: 0.0783, Forward time: 0.7714, Backward time: 1.1907, DDP time: 0.0030, Total iter time: 1.8335 [2020-10-18 19:01:36,013][root][INFO] - ===> Epoch[1048](5236/5): Loss -0.6877, Sem 0.0382, dir -0.9690, norm 0.2431, swav 0.0000 LR: 9.211e-02 Score 98.740 Data time: 0.1484, Forward time: 0.7713, Backward time: 1.1907, DDP time: 0.0030, Total iter time: 1.9050 [2020-10-18 19:01:38,262][root][INFO] - ===> Epoch[1048](5237/5): Loss -0.6949, Sem 0.0378, dir -0.9707, norm 0.2380, swav 0.0000 LR: 9.211e-02 Score 98.757 Data time: 0.0885, Forward time: 0.7714, Backward time: 1.1907, DDP time: 0.0030, Total iter time: 2.1362 [2020-10-18 19:01:40,489][root][INFO] - ===> Epoch[1048](5238/5): Loss -0.7067, Sem 0.0396, dir -0.9706, norm 0.2244, swav 0.0000 LR: 9.211e-02 Score 98.721 Data time: 0.0792, Forward time: 0.7714, Backward time: 1.1907, DDP time: 0.0030, Total iter time: 2.1054 [2020-10-18 19:01:42,503][root][INFO] - ===> Epoch[1048](5239/5): Loss -0.6911, Sem 0.0426, dir -0.9678, norm 0.2341, swav 0.0000 LR: 9.211e-02 Score 98.571 Data time: 0.0763, Forward time: 0.7714, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 1.9031 [2020-10-18 19:01:44,422][root][INFO] - ===> Epoch[1048](5240/5): Loss -0.7137, Sem 0.0383, dir -0.9716, norm 0.2196, swav 0.0000 LR: 9.210e-02 Score 98.730 Data time: 0.0841, Forward time: 0.7714, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 1.8195 [2020-10-18 19:01:46,822][root][INFO] - ===> Epoch[1049](5241/5): Loss -0.7096, Sem 0.0403, dir -0.9721, norm 0.2222, swav 0.0000 LR: 9.210e-02 Score 98.650 Data time: 0.0610, Forward time: 0.7713, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.2897 [2020-10-18 19:01:49,238][root][INFO] - ===> Epoch[1049](5242/5): Loss -0.6700, Sem 0.0439, dir -0.9654, norm 0.2515, swav 0.0000 LR: 9.210e-02 Score 98.541 Data time: 0.0659, Forward time: 0.7713, Backward time: 1.1907, DDP time: 0.0030, Total iter time: 2.3265 [2020-10-18 19:01:51,608][root][INFO] - ===> Epoch[1049](5243/5): Loss -0.6949, Sem 0.0396, dir -0.9688, norm 0.2343, swav 0.0000 LR: 9.210e-02 Score 98.694 Data time: 0.0721, Forward time: 0.7713, Backward time: 1.1907, DDP time: 0.0030, Total iter time: 2.2847 [2020-10-18 19:01:53,484][root][INFO] - ===> Epoch[1049](5244/5): Loss -0.6865, Sem 0.0440, dir -0.9675, norm 0.2371, swav 0.0000 LR: 9.210e-02 Score 98.563 Data time: 0.0703, Forward time: 0.7713, Backward time: 1.1907, DDP time: 0.0030, Total iter time: 1.7559 [2020-10-18 19:01:55,724][root][INFO] - ===> Epoch[1049](5245/5): Loss -0.7095, Sem 0.0415, dir -0.9712, norm 0.2202, swav 0.0000 LR: 9.210e-02 Score 98.624 Data time: 0.1098, Forward time: 0.7714, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.1295 [2020-10-18 19:01:58,049][root][INFO] - ===> Epoch[1050](5246/5): Loss -0.7037, Sem 0.0358, dir -0.9708, norm 0.2313, swav 0.0000 LR: 9.210e-02 Score 98.828 Data time: 0.1037, Forward time: 0.7714, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.2200 [2020-10-18 19:02:00,396][root][INFO] - ===> Epoch[1050](5247/5): Loss -0.7008, Sem 0.0412, dir -0.9694, norm 0.2273, swav 0.0000 LR: 9.209e-02 Score 98.599 Data time: 0.0555, Forward time: 0.7714, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.2159 [2020-10-18 19:02:02,327][root][INFO] - ===> Epoch[1050](5248/5): Loss -0.7326, Sem 0.0341, dir -0.9742, norm 0.2075, swav 0.0000 LR: 9.209e-02 Score 98.868 Data time: 0.0613, Forward time: 0.7714, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 1.8330 [2020-10-18 19:02:04,271][root][INFO] - ===> Epoch[1050](5249/5): Loss -0.6995, Sem 0.0442, dir -0.9672, norm 0.2235, swav 0.0000 LR: 9.209e-02 Score 98.507 Data time: 0.0667, Forward time: 0.7713, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 1.8517 [2020-10-18 19:02:06,534][root][INFO] - ===> Epoch[1050](5250/5): Loss -0.6876, Sem 0.0359, dir -0.9692, norm 0.2458, swav 0.0000 LR: 9.209e-02 Score 98.787 Data time: 0.0569, Forward time: 0.7713, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.1365 [2020-10-18 19:02:09,064][root][INFO] - ===> Epoch[1051](5251/5): Loss -0.6782, Sem 0.0449, dir -0.9663, norm 0.2433, swav 0.0000 LR: 9.209e-02 Score 98.516 Data time: 0.0972, Forward time: 0.7714, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.4098 [2020-10-18 19:02:11,052][root][INFO] - ===> Epoch[1051](5252/5): Loss -0.7012, Sem 0.0392, dir -0.9718, norm 0.2314, swav 0.0000 LR: 9.209e-02 Score 98.723 Data time: 0.0732, Forward time: 0.7714, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 1.8514 [2020-10-18 19:02:13,517][root][INFO] - ===> Epoch[1051](5253/5): Loss -0.6738, Sem 0.0419, dir -0.9697, norm 0.2540, swav 0.0000 LR: 9.208e-02 Score 98.642 Data time: 0.0779, Forward time: 0.7714, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.3584 [2020-10-18 19:02:16,005][root][INFO] - ===> Epoch[1051](5254/5): Loss -0.6834, Sem 0.0406, dir -0.9693, norm 0.2452, swav 0.0000 LR: 9.208e-02 Score 98.651 Data time: 0.0829, Forward time: 0.7714, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.4039 [2020-10-18 19:02:18,103][root][INFO] - ===> Epoch[1051](5255/5): Loss -0.7043, Sem 0.0394, dir -0.9712, norm 0.2275, swav 0.0000 LR: 9.208e-02 Score 98.705 Data time: 0.0879, Forward time: 0.7714, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 1.9578 [2020-10-18 19:02:20,048][root][INFO] - ===> Epoch[1052](5256/5): Loss -0.6889, Sem 0.0370, dir -0.9703, norm 0.2444, swav 0.0000 LR: 9.208e-02 Score 98.810 Data time: 0.0833, Forward time: 0.7715, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 1.8348 [2020-10-18 19:02:22,500][root][INFO] - ===> Epoch[1052](5257/5): Loss -0.6820, Sem 0.0420, dir -0.9666, norm 0.2427, swav 0.0000 LR: 9.208e-02 Score 98.579 Data time: 0.0780, Forward time: 0.7714, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.3608 [2020-10-18 19:02:24,562][root][INFO] - ===> Epoch[1052](5258/5): Loss -0.7061, Sem 0.0386, dir -0.9716, norm 0.2269, swav 0.0000 LR: 9.208e-02 Score 98.688 Data time: 0.0803, Forward time: 0.7715, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 1.9547 [2020-10-18 19:02:26,549][root][INFO] - ===> Epoch[1052](5259/5): Loss -0.6968, Sem 0.0413, dir -0.9689, norm 0.2308, swav 0.0000 LR: 9.208e-02 Score 98.627 Data time: 0.0826, Forward time: 0.7715, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 1.8759 [2020-10-18 19:02:28,788][root][INFO] - ===> Epoch[1052](5260/5): Loss -0.6796, Sem 0.0441, dir -0.9692, norm 0.2455, swav 0.0000 LR: 9.207e-02 Score 98.556 Data time: 0.0792, Forward time: 0.7715, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.1378 [2020-10-18 19:02:30,577][root][INFO] - ===> Epoch[1053](5261/5): Loss -0.6793, Sem 0.0392, dir -0.9689, norm 0.2503, swav 0.0000 LR: 9.207e-02 Score 98.702 Data time: 0.0727, Forward time: 0.7715, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 1.6767 [2020-10-18 19:02:32,676][root][INFO] - ===> Epoch[1053](5262/5): Loss -0.6893, Sem 0.0389, dir -0.9682, norm 0.2400, swav 0.0000 LR: 9.207e-02 Score 98.693 Data time: 0.0788, Forward time: 0.7714, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.0121 [2020-10-18 19:02:35,175][root][INFO] - ===> Epoch[1053](5263/5): Loss -0.6746, Sem 0.0367, dir -0.9687, norm 0.2574, swav 0.0000 LR: 9.207e-02 Score 98.797 Data time: 0.0760, Forward time: 0.7714, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.4043 [2020-10-18 19:02:37,538][root][INFO] - ===> Epoch[1053](5264/5): Loss -0.6886, Sem 0.0379, dir -0.9704, norm 0.2438, swav 0.0000 LR: 9.207e-02 Score 98.738 Data time: 0.0714, Forward time: 0.7714, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.2548 [2020-10-18 19:02:39,599][root][INFO] - ===> Epoch[1053](5265/5): Loss -0.6842, Sem 0.0419, dir -0.9682, norm 0.2421, swav 0.0000 LR: 9.207e-02 Score 98.582 Data time: 0.0667, Forward time: 0.7714, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 1.9599 [2020-10-18 19:02:41,780][root][INFO] - ===> Epoch[1054](5266/5): Loss -0.6892, Sem 0.0394, dir -0.9676, norm 0.2390, swav 0.0000 LR: 9.207e-02 Score 98.689 Data time: 0.1048, Forward time: 0.7714, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.0747 [2020-10-18 19:02:44,286][root][INFO] - ===> Epoch[1054](5267/5): Loss -0.6625, Sem 0.0378, dir -0.9718, norm 0.2716, swav 0.0000 LR: 9.206e-02 Score 98.744 Data time: 0.0974, Forward time: 0.7715, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.3998 [2020-10-18 19:02:46,397][root][INFO] - ===> Epoch[1054](5268/5): Loss -0.6938, Sem 0.0367, dir -0.9696, norm 0.2391, swav 0.0000 LR: 9.206e-02 Score 98.750 Data time: 0.1078, Forward time: 0.7715, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 1.9761 [2020-10-18 19:02:48,270][root][INFO] - ===> Epoch[1054](5269/5): Loss -0.6524, Sem 0.0445, dir -0.9699, norm 0.2730, swav 0.0000 LR: 9.206e-02 Score 98.563 Data time: 0.0607, Forward time: 0.7715, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 1.7672 [2020-10-18 19:02:50,324][root][INFO] - ===> Epoch[1054](5270/5): Loss -0.7041, Sem 0.0408, dir -0.9698, norm 0.2250, swav 0.0000 LR: 9.206e-02 Score 98.640 Data time: 0.0709, Forward time: 0.7715, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 1.9648 [2020-10-18 19:02:52,665][root][INFO] - ===> Epoch[1055](5271/5): Loss -0.6164, Sem 0.0402, dir -0.9688, norm 0.3122, swav 0.0000 LR: 9.206e-02 Score 98.680 Data time: 0.1257, Forward time: 0.7714, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.2557 [2020-10-18 19:02:55,126][root][INFO] - ===> Epoch[1055](5272/5): Loss -0.6778, Sem 0.0399, dir -0.9696, norm 0.2518, swav 0.0000 LR: 9.206e-02 Score 98.679 Data time: 0.0931, Forward time: 0.7715, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.3548 [2020-10-18 19:02:57,452][root][INFO] - ===> Epoch[1055](5273/5): Loss -0.6775, Sem 0.0451, dir -0.9676, norm 0.2450, swav 0.0000 LR: 9.205e-02 Score 98.515 Data time: 0.0540, Forward time: 0.7715, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.2043 [2020-10-18 19:02:59,643][root][INFO] - ===> Epoch[1055](5274/5): Loss -0.6756, Sem 0.0443, dir -0.9715, norm 0.2515, swav 0.0000 LR: 9.205e-02 Score 98.627 Data time: 0.0901, Forward time: 0.7715, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.1316 [2020-10-18 19:03:01,813][root][INFO] - ===> Epoch[1055](5275/5): Loss -0.6644, Sem 0.0423, dir -0.9686, norm 0.2618, swav 0.0000 LR: 9.205e-02 Score 98.592 Data time: 0.0847, Forward time: 0.7715, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.0901 [2020-10-18 19:03:04,117][root][INFO] - ===> Epoch[1056](5276/5): Loss -0.6692, Sem 0.0353, dir -0.9711, norm 0.2665, swav 0.0000 LR: 9.205e-02 Score 98.842 Data time: 0.0826, Forward time: 0.7716, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.2216 [2020-10-18 19:03:06,303][root][INFO] - ===> Epoch[1056](5277/5): Loss -0.6870, Sem 0.0453, dir -0.9668, norm 0.2346, swav 0.0000 LR: 9.205e-02 Score 98.515 Data time: 0.0579, Forward time: 0.7716, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.0961 [2020-10-18 19:03:08,490][root][INFO] - ===> Epoch[1056](5278/5): Loss -0.6536, Sem 0.0430, dir -0.9702, norm 0.2737, swav 0.0000 LR: 9.205e-02 Score 98.651 Data time: 0.0919, Forward time: 0.7716, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.1109 [2020-10-18 19:03:10,619][root][INFO] - ===> Epoch[1056](5279/5): Loss -0.6952, Sem 0.0362, dir -0.9708, norm 0.2395, swav 0.0000 LR: 9.205e-02 Score 98.831 Data time: 0.0709, Forward time: 0.7716, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.0186 [2020-10-18 19:03:12,716][root][INFO] - ===> Epoch[1056](5280/5): Loss -0.6894, Sem 0.0377, dir -0.9703, norm 0.2432, swav 0.0000 LR: 9.204e-02 Score 98.742 Data time: 0.0831, Forward time: 0.7716, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.0269 [2020-10-18 19:03:14,496][root][INFO] - ===> Epoch[1057](5281/5): Loss -0.6958, Sem 0.0381, dir -0.9695, norm 0.2356, swav 0.0000 LR: 9.204e-02 Score 98.717 Data time: 0.0507, Forward time: 0.7716, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 1.6740 [2020-10-18 19:03:16,704][root][INFO] - ===> Epoch[1057](5282/5): Loss -0.6736, Sem 0.0431, dir -0.9656, norm 0.2489, swav 0.0000 LR: 9.204e-02 Score 98.585 Data time: 0.0648, Forward time: 0.7716, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.1555 [2020-10-18 19:03:18,819][root][INFO] - ===> Epoch[1057](5283/5): Loss -0.6977, Sem 0.0351, dir -0.9717, norm 0.2389, swav 0.0000 LR: 9.204e-02 Score 98.853 Data time: 0.0791, Forward time: 0.7716, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.0481 [2020-10-18 19:03:21,089][root][INFO] - ===> Epoch[1057](5284/5): Loss -0.6818, Sem 0.0368, dir -0.9686, norm 0.2500, swav 0.0000 LR: 9.204e-02 Score 98.779 Data time: 0.0958, Forward time: 0.7716, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.1728 [2020-10-18 19:03:23,413][root][INFO] - ===> Epoch[1057](5285/5): Loss -0.6918, Sem 0.0440, dir -0.9705, norm 0.2347, swav 0.0000 LR: 9.204e-02 Score 98.560 Data time: 0.0614, Forward time: 0.7716, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.2044 [2020-10-18 19:03:25,262][root][INFO] - ===> Epoch[1058](5286/5): Loss -0.6933, Sem 0.0425, dir -0.9689, norm 0.2331, swav 0.0000 LR: 9.204e-02 Score 98.605 Data time: 0.0642, Forward time: 0.7716, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.7837 [2020-10-18 19:03:27,032][root][INFO] - ===> Epoch[1058](5287/5): Loss -0.6975, Sem 0.0385, dir -0.9699, norm 0.2339, swav 0.0000 LR: 9.203e-02 Score 98.714 Data time: 0.0749, Forward time: 0.7716, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.6684 [2020-10-18 19:03:29,321][root][INFO] - ===> Epoch[1058](5288/5): Loss -0.6876, Sem 0.0388, dir -0.9679, norm 0.2415, swav 0.0000 LR: 9.203e-02 Score 98.726 Data time: 0.0825, Forward time: 0.7716, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.1892 [2020-10-18 19:03:31,198][root][INFO] - ===> Epoch[1058](5289/5): Loss -0.7227, Sem 0.0358, dir -0.9733, norm 0.2149, swav 0.0000 LR: 9.203e-02 Score 98.783 Data time: 0.0715, Forward time: 0.7716, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 1.7632 [2020-10-18 19:03:33,296][root][INFO] - ===> Epoch[1058](5290/5): Loss -0.6850, Sem 0.0416, dir -0.9687, norm 0.2420, swav 0.0000 LR: 9.203e-02 Score 98.653 Data time: 0.0627, Forward time: 0.7716, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 1.9738 [2020-10-18 19:03:35,897][root][INFO] - ===> Epoch[1059](5291/5): Loss -0.6981, Sem 0.0376, dir -0.9685, norm 0.2329, swav 0.0000 LR: 9.203e-02 Score 98.735 Data time: 0.0643, Forward time: 0.7716, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.5086 [2020-10-18 19:03:38,566][root][INFO] - ===> Epoch[1059](5292/5): Loss -0.6663, Sem 0.0407, dir -0.9667, norm 0.2597, swav 0.0000 LR: 9.203e-02 Score 98.664 Data time: 0.2103, Forward time: 0.7716, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.5468 [2020-10-18 19:03:40,931][root][INFO] - ===> Epoch[1059](5293/5): Loss -0.7105, Sem 0.0349, dir -0.9751, norm 0.2298, swav 0.0000 LR: 9.202e-02 Score 98.854 Data time: 0.1018, Forward time: 0.7717, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.2580 [2020-10-18 19:03:43,342][root][INFO] - ===> Epoch[1059](5294/5): Loss -0.7030, Sem 0.0362, dir -0.9699, norm 0.2308, swav 0.0000 LR: 9.202e-02 Score 98.810 Data time: 0.1199, Forward time: 0.7717, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.2946 [2020-10-18 19:03:45,394][root][INFO] - ===> Epoch[1059](5295/5): Loss -0.7009, Sem 0.0403, dir -0.9699, norm 0.2287, swav 0.0000 LR: 9.202e-02 Score 98.640 Data time: 0.0915, Forward time: 0.7717, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 1.9467 [2020-10-18 19:03:47,704][root][INFO] - ===> Epoch[1060](5296/5): Loss -0.6784, Sem 0.0369, dir -0.9686, norm 0.2534, swav 0.0000 LR: 9.202e-02 Score 98.751 Data time: 0.0915, Forward time: 0.7717, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.2081 [2020-10-18 19:03:49,943][root][INFO] - ===> Epoch[1060](5297/5): Loss -0.6804, Sem 0.0400, dir -0.9694, norm 0.2490, swav 0.0000 LR: 9.202e-02 Score 98.706 Data time: 0.0804, Forward time: 0.7718, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.1609 [2020-10-18 19:03:52,017][root][INFO] - ===> Epoch[1060](5298/5): Loss -0.6967, Sem 0.0436, dir -0.9683, norm 0.2279, swav 0.0000 LR: 9.202e-02 Score 98.560 Data time: 0.0900, Forward time: 0.7718, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 1.9657 [2020-10-18 19:03:54,343][root][INFO] - ===> Epoch[1060](5299/5): Loss -0.6921, Sem 0.0372, dir -0.9696, norm 0.2404, swav 0.0000 LR: 9.202e-02 Score 98.759 Data time: 0.0792, Forward time: 0.7718, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.2295 [2020-10-18 19:03:56,132][root][INFO] - ===> Epoch[1060](5300/5): Loss -0.7039, Sem 0.0378, dir -0.9704, norm 0.2287, swav 0.0000 LR: 9.201e-02 Score 98.760 Data time: 0.1876, Forward time: 0.7718, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 1.6804 [2020-10-18 19:03:57,635][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 19:03:59,898][root][INFO] - ===> Epoch[1061](5301/5): Loss -0.6741, Sem 0.0402, dir -0.9696, norm 0.2552, swav 0.0000 LR: 9.201e-02 Score 98.675 Data time: 0.1002, Forward time: 0.7718, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 2.0769 [2020-10-18 19:04:02,324][root][INFO] - ===> Epoch[1061](5302/5): Loss -0.7218, Sem 0.0393, dir -0.9707, norm 0.2096, swav 0.0000 LR: 9.201e-02 Score 98.665 Data time: 0.0699, Forward time: 0.7718, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 2.3002 [2020-10-18 19:04:04,247][root][INFO] - ===> Epoch[1061](5303/5): Loss -0.6985, Sem 0.0377, dir -0.9679, norm 0.2317, swav 0.0000 LR: 9.201e-02 Score 98.751 Data time: 0.0662, Forward time: 0.7718, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 1.8141 [2020-10-18 19:04:06,299][root][INFO] - ===> Epoch[1061](5304/5): Loss -0.7036, Sem 0.0360, dir -0.9720, norm 0.2324, swav 0.0000 LR: 9.201e-02 Score 98.805 Data time: 0.0740, Forward time: 0.7718, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 1.9703 [2020-10-18 19:04:09,441][root][INFO] - ===> Epoch[1061](5305/5): Loss -0.6889, Sem 0.0394, dir -0.9702, norm 0.2419, swav 0.0000 LR: 9.201e-02 Score 98.707 Data time: 0.0785, Forward time: 0.7718, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 3.0303 [2020-10-18 19:04:11,658][root][INFO] - ===> Epoch[1062](5306/5): Loss -0.7120, Sem 0.0365, dir -0.9710, norm 0.2225, swav 0.0000 LR: 9.200e-02 Score 98.788 Data time: 0.0533, Forward time: 0.7717, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.0902 [2020-10-18 19:04:13,948][root][INFO] - ===> Epoch[1062](5307/5): Loss -0.7072, Sem 0.0365, dir -0.9700, norm 0.2263, swav 0.0000 LR: 9.200e-02 Score 98.782 Data time: 0.0878, Forward time: 0.7718, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.2066 [2020-10-18 19:04:16,183][root][INFO] - ===> Epoch[1062](5308/5): Loss -0.6832, Sem 0.0455, dir -0.9682, norm 0.2395, swav 0.0000 LR: 9.200e-02 Score 98.508 Data time: 0.0652, Forward time: 0.7718, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.1290 [2020-10-18 19:04:18,543][root][INFO] - ===> Epoch[1062](5309/5): Loss -0.7158, Sem 0.0365, dir -0.9712, norm 0.2189, swav 0.0000 LR: 9.200e-02 Score 98.756 Data time: 0.0645, Forward time: 0.7717, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.2752 [2020-10-18 19:04:20,617][root][INFO] - ===> Epoch[1062](5310/5): Loss -0.6901, Sem 0.0367, dir -0.9676, norm 0.2408, swav 0.0000 LR: 9.200e-02 Score 98.756 Data time: 0.0852, Forward time: 0.7718, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 1.9808 [2020-10-18 19:04:22,697][root][INFO] - ===> Epoch[1063](5311/5): Loss -0.7162, Sem 0.0364, dir -0.9719, norm 0.2192, swav 0.0000 LR: 9.200e-02 Score 98.784 Data time: 0.0822, Forward time: 0.7718, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 1.9624 [2020-10-18 19:04:24,752][root][INFO] - ===> Epoch[1063](5312/5): Loss -0.6934, Sem 0.0408, dir -0.9694, norm 0.2352, swav 0.0000 LR: 9.200e-02 Score 98.661 Data time: 0.0756, Forward time: 0.7718, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 1.9729 [2020-10-18 19:04:26,697][root][INFO] - ===> Epoch[1063](5313/5): Loss -0.7269, Sem 0.0334, dir -0.9739, norm 0.2136, swav 0.0000 LR: 9.199e-02 Score 98.899 Data time: 0.0821, Forward time: 0.7718, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 1.8400 [2020-10-18 19:04:28,487][root][INFO] - ===> Epoch[1063](5314/5): Loss -0.7037, Sem 0.0366, dir -0.9694, norm 0.2291, swav 0.0000 LR: 9.199e-02 Score 98.786 Data time: 0.0594, Forward time: 0.7718, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 1.6897 [2020-10-18 19:04:30,867][root][INFO] - ===> Epoch[1063](5315/5): Loss -0.7097, Sem 0.0372, dir -0.9712, norm 0.2243, swav 0.0000 LR: 9.199e-02 Score 98.762 Data time: 0.0561, Forward time: 0.7717, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 2.3031 [2020-10-18 19:04:33,636][root][INFO] - ===> Epoch[1064](5316/5): Loss -0.6967, Sem 0.0407, dir -0.9700, norm 0.2327, swav 0.0000 LR: 9.199e-02 Score 98.644 Data time: 0.0551, Forward time: 0.7717, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.6807 [2020-10-18 19:04:36,290][root][INFO] - ===> Epoch[1064](5317/5): Loss -0.6771, Sem 0.0420, dir -0.9694, norm 0.2503, swav 0.0000 LR: 9.199e-02 Score 98.617 Data time: 0.0591, Forward time: 0.7717, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.5789 [2020-10-18 19:04:38,372][root][INFO] - ===> Epoch[1064](5318/5): Loss -0.7080, Sem 0.0397, dir -0.9709, norm 0.2233, swav 0.0000 LR: 9.199e-02 Score 98.679 Data time: 0.0657, Forward time: 0.7717, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.9884 [2020-10-18 19:04:40,262][root][INFO] - ===> Epoch[1064](5319/5): Loss -0.6881, Sem 0.0410, dir -0.9692, norm 0.2401, swav 0.0000 LR: 9.199e-02 Score 98.632 Data time: 0.0681, Forward time: 0.7717, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.7843 [2020-10-18 19:04:42,241][root][INFO] - ===> Epoch[1064](5320/5): Loss -0.6952, Sem 0.0396, dir -0.9689, norm 0.2341, swav 0.0000 LR: 9.198e-02 Score 98.693 Data time: 0.0791, Forward time: 0.7717, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 1.8724 [2020-10-18 19:04:44,596][root][INFO] - ===> Epoch[1065](5321/5): Loss -0.7221, Sem 0.0346, dir -0.9733, norm 0.2166, swav 0.0000 LR: 9.198e-02 Score 98.853 Data time: 0.0599, Forward time: 0.7717, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.2245 [2020-10-18 19:04:46,601][root][INFO] - ===> Epoch[1065](5322/5): Loss -0.6783, Sem 0.0410, dir -0.9692, norm 0.2499, swav 0.0000 LR: 9.198e-02 Score 98.647 Data time: 0.0895, Forward time: 0.7717, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 1.8958 [2020-10-18 19:04:49,173][root][INFO] - ===> Epoch[1065](5323/5): Loss -0.6871, Sem 0.0373, dir -0.9701, norm 0.2456, swav 0.0000 LR: 9.198e-02 Score 98.824 Data time: 0.1387, Forward time: 0.7717, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.4520 [2020-10-18 19:04:51,606][root][INFO] - ===> Epoch[1065](5324/5): Loss -0.7099, Sem 0.0393, dir -0.9706, norm 0.2214, swav 0.0000 LR: 9.198e-02 Score 98.732 Data time: 0.0892, Forward time: 0.7717, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.3142 [2020-10-18 19:04:53,636][root][INFO] - ===> Epoch[1065](5325/5): Loss -0.7052, Sem 0.0428, dir -0.9700, norm 0.2220, swav 0.0000 LR: 9.198e-02 Score 98.559 Data time: 0.0831, Forward time: 0.7717, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 1.9206 [2020-10-18 19:04:56,566][root][INFO] - ===> Epoch[1066](5326/5): Loss -0.7061, Sem 0.0380, dir -0.9711, norm 0.2270, swav 0.0000 LR: 9.197e-02 Score 98.730 Data time: 0.0686, Forward time: 0.7717, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.8236 [2020-10-18 19:04:58,534][root][INFO] - ===> Epoch[1066](5327/5): Loss -0.7174, Sem 0.0368, dir -0.9728, norm 0.2186, swav 0.0000 LR: 9.197e-02 Score 98.791 Data time: 0.0768, Forward time: 0.7717, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.8537 [2020-10-18 19:05:01,205][root][INFO] - ===> Epoch[1066](5328/5): Loss -0.7048, Sem 0.0363, dir -0.9711, norm 0.2299, swav 0.0000 LR: 9.197e-02 Score 98.823 Data time: 0.0687, Forward time: 0.7717, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.5472 [2020-10-18 19:05:03,512][root][INFO] - ===> Epoch[1066](5329/5): Loss -0.6946, Sem 0.0370, dir -0.9697, norm 0.2380, swav 0.0000 LR: 9.197e-02 Score 98.766 Data time: 0.0600, Forward time: 0.7717, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.2088 [2020-10-18 19:05:05,313][root][INFO] - ===> Epoch[1066](5330/5): Loss -0.7258, Sem 0.0378, dir -0.9707, norm 0.2071, swav 0.0000 LR: 9.197e-02 Score 98.720 Data time: 0.0903, Forward time: 0.7716, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 1.6889 [2020-10-18 19:05:07,526][root][INFO] - ===> Epoch[1067](5331/5): Loss -0.7075, Sem 0.0400, dir -0.9678, norm 0.2203, swav 0.0000 LR: 9.197e-02 Score 98.687 Data time: 0.0794, Forward time: 0.7717, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.1196 [2020-10-18 19:05:09,945][root][INFO] - ===> Epoch[1067](5332/5): Loss -0.6998, Sem 0.0378, dir -0.9703, norm 0.2327, swav 0.0000 LR: 9.197e-02 Score 98.746 Data time: 0.3367, Forward time: 0.7717, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.2965 [2020-10-18 19:05:12,725][root][INFO] - ===> Epoch[1067](5333/5): Loss -0.6987, Sem 0.0428, dir -0.9700, norm 0.2285, swav 0.0000 LR: 9.196e-02 Score 98.576 Data time: 0.1591, Forward time: 0.7718, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.6608 [2020-10-18 19:05:14,826][root][INFO] - ===> Epoch[1067](5334/5): Loss -0.7060, Sem 0.0384, dir -0.9706, norm 0.2263, swav 0.0000 LR: 9.196e-02 Score 98.717 Data time: 0.0814, Forward time: 0.7718, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.9831 [2020-10-18 19:05:16,863][root][INFO] - ===> Epoch[1067](5335/5): Loss -0.7078, Sem 0.0351, dir -0.9719, norm 0.2291, swav 0.0000 LR: 9.196e-02 Score 98.845 Data time: 0.0615, Forward time: 0.7718, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.9546 [2020-10-18 19:05:18,999][root][INFO] - ===> Epoch[1068](5336/5): Loss -0.7134, Sem 0.0388, dir -0.9706, norm 0.2184, swav 0.0000 LR: 9.196e-02 Score 98.697 Data time: 0.0419, Forward time: 0.7718, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.0664 [2020-10-18 19:05:21,204][root][INFO] - ===> Epoch[1068](5337/5): Loss -0.6981, Sem 0.0415, dir -0.9688, norm 0.2292, swav 0.0000 LR: 9.196e-02 Score 98.605 Data time: 0.0563, Forward time: 0.7717, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.1536 [2020-10-18 19:05:23,517][root][INFO] - ===> Epoch[1068](5338/5): Loss -0.6940, Sem 0.0348, dir -0.9707, norm 0.2419, swav 0.0000 LR: 9.196e-02 Score 98.866 Data time: 0.0663, Forward time: 0.7717, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.1926 [2020-10-18 19:05:25,773][root][INFO] - ===> Epoch[1068](5339/5): Loss -0.7062, Sem 0.0351, dir -0.9719, norm 0.2306, swav 0.0000 LR: 9.195e-02 Score 98.843 Data time: 0.0964, Forward time: 0.7718, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.1483 [2020-10-18 19:05:27,618][root][INFO] - ===> Epoch[1068](5340/5): Loss -0.7107, Sem 0.0415, dir -0.9718, norm 0.2195, swav 0.0000 LR: 9.195e-02 Score 98.616 Data time: 0.0681, Forward time: 0.7718, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 1.7226 [2020-10-18 19:05:30,267][root][INFO] - ===> Epoch[1069](5341/5): Loss -0.6756, Sem 0.0501, dir -0.9687, norm 0.2430, swav 0.0000 LR: 9.195e-02 Score 98.424 Data time: 0.0439, Forward time: 0.7718, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.5692 [2020-10-18 19:05:32,661][root][INFO] - ===> Epoch[1069](5342/5): Loss -0.7071, Sem 0.0359, dir -0.9716, norm 0.2286, swav 0.0000 LR: 9.195e-02 Score 98.800 Data time: 0.1679, Forward time: 0.7718, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.3378 [2020-10-18 19:05:34,897][root][INFO] - ===> Epoch[1069](5343/5): Loss -0.7129, Sem 0.0354, dir -0.9713, norm 0.2230, swav 0.0000 LR: 9.195e-02 Score 98.815 Data time: 0.0828, Forward time: 0.7718, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.1399 [2020-10-18 19:05:37,049][root][INFO] - ===> Epoch[1069](5344/5): Loss -0.7078, Sem 0.0412, dir -0.9706, norm 0.2216, swav 0.0000 LR: 9.195e-02 Score 98.654 Data time: 0.0443, Forward time: 0.7718, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.0190 [2020-10-18 19:05:38,993][root][INFO] - ===> Epoch[1069](5345/5): Loss -0.7151, Sem 0.0367, dir -0.9729, norm 0.2211, swav 0.0000 LR: 9.195e-02 Score 98.782 Data time: 0.0558, Forward time: 0.7717, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.8737 [2020-10-18 19:05:41,140][root][INFO] - ===> Epoch[1070](5346/5): Loss -0.6895, Sem 0.0411, dir -0.9713, norm 0.2407, swav 0.0000 LR: 9.194e-02 Score 98.650 Data time: 0.0607, Forward time: 0.7717, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.0595 [2020-10-18 19:05:43,200][root][INFO] - ===> Epoch[1070](5347/5): Loss -0.6913, Sem 0.0417, dir -0.9672, norm 0.2342, swav 0.0000 LR: 9.194e-02 Score 98.597 Data time: 0.0627, Forward time: 0.7717, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.9718 [2020-10-18 19:05:45,429][root][INFO] - ===> Epoch[1070](5348/5): Loss -0.7021, Sem 0.0393, dir -0.9698, norm 0.2284, swav 0.0000 LR: 9.194e-02 Score 98.664 Data time: 0.0676, Forward time: 0.7717, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.1107 [2020-10-18 19:05:47,958][root][INFO] - ===> Epoch[1070](5349/5): Loss -0.6795, Sem 0.0380, dir -0.9706, norm 0.2531, swav 0.0000 LR: 9.194e-02 Score 98.746 Data time: 0.0923, Forward time: 0.7717, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.4089 [2020-10-18 19:05:50,446][root][INFO] - ===> Epoch[1070](5350/5): Loss -0.7007, Sem 0.0407, dir -0.9690, norm 0.2276, swav 0.0000 LR: 9.194e-02 Score 98.626 Data time: 0.0699, Forward time: 0.7717, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.3405 [2020-10-18 19:05:52,628][root][INFO] - ===> Epoch[1071](5351/5): Loss -0.7091, Sem 0.0327, dir -0.9730, norm 0.2311, swav 0.0000 LR: 9.194e-02 Score 98.919 Data time: 0.0793, Forward time: 0.7717, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.0964 [2020-10-18 19:05:55,286][root][INFO] - ===> Epoch[1071](5352/5): Loss -0.7127, Sem 0.0371, dir -0.9736, norm 0.2238, swav 0.0000 LR: 9.194e-02 Score 98.780 Data time: 0.0860, Forward time: 0.7717, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.5256 [2020-10-18 19:05:57,394][root][INFO] - ===> Epoch[1071](5353/5): Loss -0.7016, Sem 0.0408, dir -0.9710, norm 0.2285, swav 0.0000 LR: 9.193e-02 Score 98.646 Data time: 0.0819, Forward time: 0.7717, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.0099 [2020-10-18 19:05:59,530][root][INFO] - ===> Epoch[1071](5354/5): Loss -0.7088, Sem 0.0347, dir -0.9709, norm 0.2274, swav 0.0000 LR: 9.193e-02 Score 98.838 Data time: 0.0700, Forward time: 0.7717, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.0214 [2020-10-18 19:06:02,003][root][INFO] - ===> Epoch[1071](5355/5): Loss -0.6870, Sem 0.0412, dir -0.9688, norm 0.2406, swav 0.0000 LR: 9.193e-02 Score 98.680 Data time: 0.0809, Forward time: 0.7717, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.3778 [2020-10-18 19:06:04,054][root][INFO] - ===> Epoch[1072](5356/5): Loss -0.6840, Sem 0.0398, dir -0.9701, norm 0.2463, swav 0.0000 LR: 9.193e-02 Score 98.706 Data time: 0.0712, Forward time: 0.7717, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 1.9111 [2020-10-18 19:06:06,293][root][INFO] - ===> Epoch[1072](5357/5): Loss -0.6820, Sem 0.0396, dir -0.9696, norm 0.2481, swav 0.0000 LR: 9.193e-02 Score 98.766 Data time: 0.0969, Forward time: 0.7717, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.1538 [2020-10-18 19:06:08,361][root][INFO] - ===> Epoch[1072](5358/5): Loss -0.7189, Sem 0.0388, dir -0.9716, norm 0.2139, swav 0.0000 LR: 9.193e-02 Score 98.707 Data time: 0.0882, Forward time: 0.7717, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 1.9426 [2020-10-18 19:06:10,223][root][INFO] - ===> Epoch[1072](5359/5): Loss -0.7045, Sem 0.0358, dir -0.9703, norm 0.2300, swav 0.0000 LR: 9.192e-02 Score 98.819 Data time: 0.0778, Forward time: 0.7717, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 1.7682 [2020-10-18 19:06:12,653][root][INFO] - ===> Epoch[1072](5360/5): Loss -0.6769, Sem 0.0444, dir -0.9678, norm 0.2466, swav 0.0000 LR: 9.192e-02 Score 98.594 Data time: 0.0903, Forward time: 0.7718, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.3137 [2020-10-18 19:06:14,905][root][INFO] - ===> Epoch[1073](5361/5): Loss -0.6951, Sem 0.0373, dir -0.9690, norm 0.2365, swav 0.0000 LR: 9.192e-02 Score 98.796 Data time: 0.0716, Forward time: 0.7718, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.1038 [2020-10-18 19:06:17,000][root][INFO] - ===> Epoch[1073](5362/5): Loss -0.6964, Sem 0.0407, dir -0.9699, norm 0.2327, swav 0.0000 LR: 9.192e-02 Score 98.700 Data time: 0.0765, Forward time: 0.7718, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.9700 [2020-10-18 19:06:19,017][root][INFO] - ===> Epoch[1073](5363/5): Loss -0.7002, Sem 0.0386, dir -0.9719, norm 0.2331, swav 0.0000 LR: 9.192e-02 Score 98.712 Data time: 0.0667, Forward time: 0.7717, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.9049 [2020-10-18 19:06:21,375][root][INFO] - ===> Epoch[1073](5364/5): Loss -0.6890, Sem 0.0381, dir -0.9685, norm 0.2414, swav 0.0000 LR: 9.192e-02 Score 98.733 Data time: 0.0605, Forward time: 0.7717, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.2567 [2020-10-18 19:06:23,802][root][INFO] - ===> Epoch[1073](5365/5): Loss -0.6888, Sem 0.0400, dir -0.9717, norm 0.2429, swav 0.0000 LR: 9.192e-02 Score 98.706 Data time: 0.0895, Forward time: 0.7718, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.3196 [2020-10-18 19:06:26,090][root][INFO] - ===> Epoch[1074](5366/5): Loss -0.6953, Sem 0.0381, dir -0.9689, norm 0.2354, swav 0.0000 LR: 9.191e-02 Score 98.739 Data time: 0.0676, Forward time: 0.7718, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.1662 [2020-10-18 19:06:28,378][root][INFO] - ===> Epoch[1074](5367/5): Loss -0.7041, Sem 0.0397, dir -0.9705, norm 0.2267, swav 0.0000 LR: 9.191e-02 Score 98.695 Data time: 0.0831, Forward time: 0.7718, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.1881 [2020-10-18 19:06:30,406][root][INFO] - ===> Epoch[1074](5368/5): Loss -0.7101, Sem 0.0353, dir -0.9711, norm 0.2257, swav 0.0000 LR: 9.191e-02 Score 98.836 Data time: 0.0836, Forward time: 0.7718, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.9154 [2020-10-18 19:06:32,325][root][INFO] - ===> Epoch[1074](5369/5): Loss -0.6583, Sem 0.0428, dir -0.9675, norm 0.2664, swav 0.0000 LR: 9.191e-02 Score 98.569 Data time: 0.0667, Forward time: 0.7718, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.8121 [2020-10-18 19:06:34,487][root][INFO] - ===> Epoch[1074](5370/5): Loss -0.7058, Sem 0.0392, dir -0.9708, norm 0.2257, swav 0.0000 LR: 9.191e-02 Score 98.699 Data time: 0.0746, Forward time: 0.7718, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.0627 [2020-10-18 19:06:36,720][root][INFO] - ===> Epoch[1075](5371/5): Loss -0.7038, Sem 0.0373, dir -0.9707, norm 0.2296, swav 0.0000 LR: 9.191e-02 Score 98.760 Data time: 0.1215, Forward time: 0.7718, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.1372 [2020-10-18 19:06:39,325][root][INFO] - ===> Epoch[1075](5372/5): Loss -0.6855, Sem 0.0355, dir -0.9701, norm 0.2491, swav 0.0000 LR: 9.190e-02 Score 98.827 Data time: 0.0869, Forward time: 0.7718, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.5083 [2020-10-18 19:06:41,443][root][INFO] - ===> Epoch[1075](5373/5): Loss -0.6911, Sem 0.0394, dir -0.9699, norm 0.2394, swav 0.0000 LR: 9.190e-02 Score 98.687 Data time: 0.0641, Forward time: 0.7718, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.9891 [2020-10-18 19:06:43,367][root][INFO] - ===> Epoch[1075](5374/5): Loss -0.7272, Sem 0.0319, dir -0.9718, norm 0.2127, swav 0.0000 LR: 9.190e-02 Score 98.920 Data time: 0.0500, Forward time: 0.7718, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.8202 [2020-10-18 19:06:45,640][root][INFO] - ===> Epoch[1075](5375/5): Loss -0.7037, Sem 0.0386, dir -0.9704, norm 0.2281, swav 0.0000 LR: 9.190e-02 Score 98.707 Data time: 0.0564, Forward time: 0.7717, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.2088 [2020-10-18 19:06:48,032][root][INFO] - ===> Epoch[1076](5376/5): Loss -0.6956, Sem 0.0376, dir -0.9716, norm 0.2385, swav 0.0000 LR: 9.190e-02 Score 98.742 Data time: 0.0664, Forward time: 0.7717, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.2906 [2020-10-18 19:06:50,416][root][INFO] - ===> Epoch[1076](5377/5): Loss -0.7160, Sem 0.0346, dir -0.9718, norm 0.2212, swav 0.0000 LR: 9.190e-02 Score 98.846 Data time: 0.0510, Forward time: 0.7717, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.2770 [2020-10-18 19:06:53,058][root][INFO] - ===> Epoch[1076](5378/5): Loss -0.7012, Sem 0.0404, dir -0.9703, norm 0.2286, swav 0.0000 LR: 9.190e-02 Score 98.627 Data time: 0.1147, Forward time: 0.7718, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.5440 [2020-10-18 19:06:55,154][root][INFO] - ===> Epoch[1076](5379/5): Loss -0.7019, Sem 0.0428, dir -0.9691, norm 0.2243, swav 0.0000 LR: 9.189e-02 Score 98.580 Data time: 0.0755, Forward time: 0.7718, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 1.9931 [2020-10-18 19:06:57,267][root][INFO] - ===> Epoch[1076](5380/5): Loss -0.6889, Sem 0.0334, dir -0.9721, norm 0.2497, swav 0.0000 LR: 9.189e-02 Score 98.903 Data time: 0.0832, Forward time: 0.7718, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.0086 [2020-10-18 19:06:59,494][root][INFO] - ===> Epoch[1077](5381/5): Loss -0.6862, Sem 0.0390, dir -0.9709, norm 0.2457, swav 0.0000 LR: 9.189e-02 Score 98.673 Data time: 0.0940, Forward time: 0.7718, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.1279 [2020-10-18 19:07:01,626][root][INFO] - ===> Epoch[1077](5382/5): Loss -0.6717, Sem 0.0398, dir -0.9669, norm 0.2554, swav 0.0000 LR: 9.189e-02 Score 98.704 Data time: 0.0638, Forward time: 0.7718, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.0041 [2020-10-18 19:07:04,052][root][INFO] - ===> Epoch[1077](5383/5): Loss -0.6763, Sem 0.0365, dir -0.9708, norm 0.2581, swav 0.0000 LR: 9.189e-02 Score 98.802 Data time: 0.0857, Forward time: 0.7718, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.3600 [2020-10-18 19:07:06,076][root][INFO] - ===> Epoch[1077](5384/5): Loss -0.7025, Sem 0.0401, dir -0.9697, norm 0.2272, swav 0.0000 LR: 9.189e-02 Score 98.659 Data time: 0.0710, Forward time: 0.7718, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.9118 [2020-10-18 19:07:08,346][root][INFO] - ===> Epoch[1077](5385/5): Loss -0.6933, Sem 0.0345, dir -0.9720, norm 0.2441, swav 0.0000 LR: 9.189e-02 Score 98.863 Data time: 0.0563, Forward time: 0.7718, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.1908 [2020-10-18 19:07:10,360][root][INFO] - ===> Epoch[1078](5386/5): Loss -0.7139, Sem 0.0402, dir -0.9703, norm 0.2162, swav 0.0000 LR: 9.188e-02 Score 98.641 Data time: 0.0630, Forward time: 0.7718, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.9357 [2020-10-18 19:07:12,463][root][INFO] - ===> Epoch[1078](5387/5): Loss -0.7166, Sem 0.0329, dir -0.9705, norm 0.2210, swav 0.0000 LR: 9.188e-02 Score 98.883 Data time: 0.0791, Forward time: 0.7718, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.0165 [2020-10-18 19:07:15,437][root][INFO] - ===> Epoch[1078](5388/5): Loss -0.6641, Sem 0.0392, dir -0.9664, norm 0.2631, swav 0.0000 LR: 9.188e-02 Score 98.756 Data time: 0.0576, Forward time: 0.7718, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.8679 [2020-10-18 19:07:17,429][root][INFO] - ===> Epoch[1078](5389/5): Loss -0.7217, Sem 0.0377, dir -0.9723, norm 0.2129, swav 0.0000 LR: 9.188e-02 Score 98.734 Data time: 0.0579, Forward time: 0.7717, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 1.8788 [2020-10-18 19:07:19,764][root][INFO] - ===> Epoch[1078](5390/5): Loss -0.7040, Sem 0.0348, dir -0.9693, norm 0.2304, swav 0.0000 LR: 9.188e-02 Score 98.882 Data time: 0.0690, Forward time: 0.7717, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.2478 [2020-10-18 19:07:22,004][root][INFO] - ===> Epoch[1079](5391/5): Loss -0.7140, Sem 0.0426, dir -0.9720, norm 0.2155, swav 0.0000 LR: 9.188e-02 Score 98.647 Data time: 0.0753, Forward time: 0.7717, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.1242 [2020-10-18 19:07:24,621][root][INFO] - ===> Epoch[1079](5392/5): Loss -0.6695, Sem 0.0370, dir -0.9686, norm 0.2621, swav 0.0000 LR: 9.187e-02 Score 98.800 Data time: 0.0885, Forward time: 0.7718, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.4973 [2020-10-18 19:07:26,502][root][INFO] - ===> Epoch[1079](5393/5): Loss -0.6968, Sem 0.0417, dir -0.9685, norm 0.2301, swav 0.0000 LR: 9.187e-02 Score 98.609 Data time: 0.0821, Forward time: 0.7718, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 1.7772 [2020-10-18 19:07:28,651][root][INFO] - ===> Epoch[1079](5394/5): Loss -0.7033, Sem 0.0365, dir -0.9692, norm 0.2294, swav 0.0000 LR: 9.187e-02 Score 98.779 Data time: 0.0751, Forward time: 0.7718, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.0477 [2020-10-18 19:07:30,909][root][INFO] - ===> Epoch[1079](5395/5): Loss -0.7019, Sem 0.0388, dir -0.9707, norm 0.2300, swav 0.0000 LR: 9.187e-02 Score 98.700 Data time: 0.0616, Forward time: 0.7718, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.1808 [2020-10-18 19:07:33,428][root][INFO] - ===> Epoch[1080](5396/5): Loss -0.7101, Sem 0.0392, dir -0.9721, norm 0.2229, swav 0.0000 LR: 9.187e-02 Score 98.710 Data time: 0.0818, Forward time: 0.7718, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.4253 [2020-10-18 19:07:35,599][root][INFO] - ===> Epoch[1080](5397/5): Loss -0.6883, Sem 0.0394, dir -0.9706, norm 0.2429, swav 0.0000 LR: 9.187e-02 Score 98.739 Data time: 0.0717, Forward time: 0.7718, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.0630 [2020-10-18 19:07:37,590][root][INFO] - ===> Epoch[1080](5398/5): Loss -0.7208, Sem 0.0392, dir -0.9707, norm 0.2108, swav 0.0000 LR: 9.187e-02 Score 98.702 Data time: 0.0621, Forward time: 0.7718, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 1.8802 [2020-10-18 19:07:39,926][root][INFO] - ===> Epoch[1080](5399/5): Loss -0.6916, Sem 0.0403, dir -0.9682, norm 0.2363, swav 0.0000 LR: 9.186e-02 Score 98.704 Data time: 0.0603, Forward time: 0.7717, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.2579 [2020-10-18 19:07:43,062][root][INFO] - ===> Epoch[1080](5400/5): Loss -0.7094, Sem 0.0368, dir -0.9712, norm 0.2251, swav 0.0000 LR: 9.186e-02 Score 98.771 Data time: 0.0591, Forward time: 0.7717, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 3.0612 [2020-10-18 19:07:45,697][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 19:07:45,884][root][INFO] - ===> Start testing [2020-10-18 19:08:23,123][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1233 Loss 0.258 (AVG: 0.493) Score 94.822 (AVG: 89.938) mIOU 68.197 mAP 83.472 mAcc 75.153 IOU: 61.795 0.000 82.981 73.639 93.549 91.690 28.455 74.897 97.696 61.703 78.027 85.618 56.509 mAP: 81.995 3.738 95.458 88.538 98.996 98.302 60.213 95.251 99.810 81.855 94.794 95.238 90.942 mAcc: 79.181 0.000 89.642 81.486 95.375 95.328 32.518 91.639 99.260 66.762 90.302 95.207 60.286 [2020-10-18 19:08:23,126][root][INFO] - Finished test. Elapsed time: 37.2389 [2020-10-18 19:08:26,051][root][INFO] - [2020-10-18 19:08:26,052][root][INFO] - ################################################################ [2020-10-18 19:08:26,052][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 19:08:26,052][root][INFO] - ################################################################ [2020-10-18 19:08:26,052][root][INFO] - clutter : nan nan nan [2020-10-18 19:08:26,052][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 19:08:26,052][root][INFO] - board : 0.769 0.861 0.916 [2020-10-18 19:08:26,052][root][INFO] - bookcase : 0.221 0.367 0.538 [2020-10-18 19:08:26,052][root][INFO] - ceiling : 0.592 0.670 0.757 [2020-10-18 19:08:26,052][root][INFO] - chair : 0.758 0.866 0.877 [2020-10-18 19:08:26,052][root][INFO] - column : 0.151 0.224 0.330 [2020-10-18 19:08:26,052][root][INFO] - door : 0.585 0.753 0.869 [2020-10-18 19:08:26,052][root][INFO] - floor : 0.836 0.836 0.881 [2020-10-18 19:08:26,052][root][INFO] - sofa : 0.339 0.455 0.727 [2020-10-18 19:08:26,052][root][INFO] - table : 0.175 0.372 0.658 [2020-10-18 19:08:26,052][root][INFO] - wall : 0.480 0.699 0.786 [2020-10-18 19:08:26,052][root][INFO] - window : 0.475 0.747 0.782 [2020-10-18 19:08:26,052][root][INFO] - ---------------------------------------------------------------- [2020-10-18 19:08:26,052][root][INFO] - average : 0.448 0.571 0.677 [2020-10-18 19:08:26,052][root][INFO] - [2020-10-18 19:08:26,196][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 19:08:26,198][root][INFO] - Current best mIoU: 69.164 at iter 3800 [2020-10-18 19:08:27,628][root][INFO] - ===> Epoch[1081](5401/5): Loss -0.7013, Sem 0.0331, dir -0.9727, norm 0.2383, swav 0.0000 LR: 9.186e-02 Score 98.888 Data time: 0.0479, Forward time: 0.7716, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 1.4251 [2020-10-18 19:08:29,729][root][INFO] - ===> Epoch[1081](5402/5): Loss -0.6775, Sem 0.0478, dir -0.9668, norm 0.2414, swav 0.0000 LR: 9.186e-02 Score 98.453 Data time: 0.0430, Forward time: 0.7716, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.0520 [2020-10-18 19:08:31,558][root][INFO] - ===> Epoch[1081](5403/5): Loss -0.7017, Sem 0.0412, dir -0.9673, norm 0.2244, swav 0.0000 LR: 9.186e-02 Score 98.616 Data time: 0.0665, Forward time: 0.7716, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 1.7434 [2020-10-18 19:08:33,843][root][INFO] - ===> Epoch[1081](5404/5): Loss -0.7039, Sem 0.0355, dir -0.9737, norm 0.2343, swav 0.0000 LR: 9.186e-02 Score 98.832 Data time: 0.0711, Forward time: 0.7716, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.1945 [2020-10-18 19:08:36,527][root][INFO] - ===> Epoch[1081](5405/5): Loss -0.7091, Sem 0.0395, dir -0.9724, norm 0.2238, swav 0.0000 LR: 9.185e-02 Score 98.707 Data time: 0.0555, Forward time: 0.7715, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.5741 [2020-10-18 19:08:38,511][root][INFO] - ===> Epoch[1082](5406/5): Loss -0.6962, Sem 0.0411, dir -0.9703, norm 0.2331, swav 0.0000 LR: 9.185e-02 Score 98.656 Data time: 0.0589, Forward time: 0.7715, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 1.8991 [2020-10-18 19:08:40,856][root][INFO] - ===> Epoch[1082](5407/5): Loss -0.7013, Sem 0.0378, dir -0.9692, norm 0.2301, swav 0.0000 LR: 9.185e-02 Score 98.760 Data time: 0.2360, Forward time: 0.7715, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.2637 [2020-10-18 19:08:43,020][root][INFO] - ===> Epoch[1082](5408/5): Loss -0.7072, Sem 0.0429, dir -0.9717, norm 0.2216, swav 0.0000 LR: 9.185e-02 Score 98.625 Data time: 0.0912, Forward time: 0.7715, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 1.9399 [2020-10-18 19:08:45,214][root][INFO] - ===> Epoch[1082](5409/5): Loss -0.7166, Sem 0.0362, dir -0.9682, norm 0.2154, swav 0.0000 LR: 9.185e-02 Score 98.771 Data time: 0.0801, Forward time: 0.7715, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.0805 [2020-10-18 19:08:47,485][root][INFO] - ===> Epoch[1082](5410/5): Loss -0.7020, Sem 0.0388, dir -0.9711, norm 0.2303, swav 0.0000 LR: 9.185e-02 Score 98.725 Data time: 0.0585, Forward time: 0.7715, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.1673 [2020-10-18 19:08:49,550][root][INFO] - ===> Epoch[1083](5411/5): Loss -0.7085, Sem 0.0384, dir -0.9717, norm 0.2247, swav 0.0000 LR: 9.185e-02 Score 98.775 Data time: 0.0740, Forward time: 0.7715, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 1.9757 [2020-10-18 19:08:52,167][root][INFO] - ===> Epoch[1083](5412/5): Loss -0.6834, Sem 0.0422, dir -0.9696, norm 0.2440, swav 0.0000 LR: 9.184e-02 Score 98.595 Data time: 0.0715, Forward time: 0.7715, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.5165 [2020-10-18 19:08:54,331][root][INFO] - ===> Epoch[1083](5413/5): Loss -0.7038, Sem 0.0362, dir -0.9717, norm 0.2318, swav 0.0000 LR: 9.184e-02 Score 98.820 Data time: 0.0668, Forward time: 0.7715, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.0578 [2020-10-18 19:08:56,422][root][INFO] - ===> Epoch[1083](5414/5): Loss -0.7142, Sem 0.0390, dir -0.9714, norm 0.2181, swav 0.0000 LR: 9.184e-02 Score 98.744 Data time: 0.0736, Forward time: 0.7715, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 1.9968 [2020-10-18 19:08:58,532][root][INFO] - ===> Epoch[1083](5415/5): Loss -0.7049, Sem 0.0432, dir -0.9693, norm 0.2213, swav 0.0000 LR: 9.184e-02 Score 98.584 Data time: 0.0556, Forward time: 0.7714, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 1.9956 [2020-10-18 19:09:00,549][root][INFO] - ===> Epoch[1084](5416/5): Loss -0.7015, Sem 0.0416, dir -0.9701, norm 0.2269, swav 0.0000 LR: 9.184e-02 Score 98.648 Data time: 0.0636, Forward time: 0.7714, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 1.9219 [2020-10-18 19:09:02,699][root][INFO] - ===> Epoch[1084](5417/5): Loss -0.7004, Sem 0.0390, dir -0.9697, norm 0.2302, swav 0.0000 LR: 9.184e-02 Score 98.734 Data time: 0.0806, Forward time: 0.7714, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.0520 [2020-10-18 19:09:05,020][root][INFO] - ===> Epoch[1084](5418/5): Loss -0.7199, Sem 0.0384, dir -0.9717, norm 0.2134, swav 0.0000 LR: 9.184e-02 Score 98.707 Data time: 0.0704, Forward time: 0.7714, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.2001 [2020-10-18 19:09:07,283][root][INFO] - ===> Epoch[1084](5419/5): Loss -0.7016, Sem 0.0384, dir -0.9699, norm 0.2299, swav 0.0000 LR: 9.183e-02 Score 98.733 Data time: 0.0676, Forward time: 0.7714, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.1671 [2020-10-18 19:09:09,208][root][INFO] - ===> Epoch[1084](5420/5): Loss -0.6890, Sem 0.0411, dir -0.9691, norm 0.2391, swav 0.0000 LR: 9.183e-02 Score 98.641 Data time: 0.0930, Forward time: 0.7714, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 1.8316 [2020-10-18 19:09:11,428][root][INFO] - ===> Epoch[1085](5421/5): Loss -0.6733, Sem 0.0379, dir -0.9662, norm 0.2551, swav 0.0000 LR: 9.183e-02 Score 98.748 Data time: 0.1110, Forward time: 0.7714, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.1123 [2020-10-18 19:09:13,658][root][INFO] - ===> Epoch[1085](5422/5): Loss -0.6982, Sem 0.0396, dir -0.9705, norm 0.2327, swav 0.0000 LR: 9.183e-02 Score 98.692 Data time: 0.0663, Forward time: 0.7714, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.1094 [2020-10-18 19:09:15,590][root][INFO] - ===> Epoch[1085](5423/5): Loss -0.7057, Sem 0.0406, dir -0.9699, norm 0.2236, swav 0.0000 LR: 9.183e-02 Score 98.664 Data time: 0.0795, Forward time: 0.7714, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 1.8384 [2020-10-18 19:09:17,967][root][INFO] - ===> Epoch[1085](5424/5): Loss -0.6870, Sem 0.0359, dir -0.9693, norm 0.2464, swav 0.0000 LR: 9.183e-02 Score 98.828 Data time: 0.0956, Forward time: 0.7714, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.2700 [2020-10-18 19:09:20,306][root][INFO] - ===> Epoch[1085](5425/5): Loss -0.7142, Sem 0.0383, dir -0.9725, norm 0.2201, swav 0.0000 LR: 9.182e-02 Score 98.730 Data time: 0.0765, Forward time: 0.7714, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.1978 [2020-10-18 19:09:22,535][root][INFO] - ===> Epoch[1086](5426/5): Loss -0.6931, Sem 0.0398, dir -0.9690, norm 0.2361, swav 0.0000 LR: 9.182e-02 Score 98.675 Data time: 0.0971, Forward time: 0.7714, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.1231 [2020-10-18 19:09:24,492][root][INFO] - ===> Epoch[1086](5427/5): Loss -0.7161, Sem 0.0362, dir -0.9724, norm 0.2201, swav 0.0000 LR: 9.182e-02 Score 98.775 Data time: 0.0615, Forward time: 0.7714, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 1.8649 [2020-10-18 19:09:26,603][root][INFO] - ===> Epoch[1086](5428/5): Loss -0.6688, Sem 0.0420, dir -0.9691, norm 0.2582, swav 0.0000 LR: 9.182e-02 Score 98.637 Data time: 0.0458, Forward time: 0.7714, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.0750 [2020-10-18 19:09:28,974][root][INFO] - ===> Epoch[1086](5429/5): Loss -0.7074, Sem 0.0395, dir -0.9721, norm 0.2252, swav 0.0000 LR: 9.182e-02 Score 98.712 Data time: 0.0607, Forward time: 0.7714, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.3159 [2020-10-18 19:09:30,936][root][INFO] - ===> Epoch[1086](5430/5): Loss -0.6998, Sem 0.0345, dir -0.9715, norm 0.2371, swav 0.0000 LR: 9.182e-02 Score 98.883 Data time: 0.0664, Forward time: 0.7714, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 1.8546 [2020-10-18 19:09:33,250][root][INFO] - ===> Epoch[1087](5431/5): Loss -0.7116, Sem 0.0339, dir -0.9717, norm 0.2262, swav 0.0000 LR: 9.182e-02 Score 98.881 Data time: 0.0824, Forward time: 0.7714, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.2033 [2020-10-18 19:09:35,665][root][INFO] - ===> Epoch[1087](5432/5): Loss -0.6768, Sem 0.0379, dir -0.9694, norm 0.2546, swav 0.0000 LR: 9.181e-02 Score 98.728 Data time: 0.0751, Forward time: 0.7713, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.3052 [2020-10-18 19:09:37,816][root][INFO] - ===> Epoch[1087](5433/5): Loss -0.6709, Sem 0.0380, dir -0.9725, norm 0.2636, swav 0.0000 LR: 9.181e-02 Score 98.785 Data time: 0.0778, Forward time: 0.7714, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.0348 [2020-10-18 19:09:39,980][root][INFO] - ===> Epoch[1087](5434/5): Loss -0.6910, Sem 0.0414, dir -0.9688, norm 0.2364, swav 0.0000 LR: 9.181e-02 Score 98.621 Data time: 0.0642, Forward time: 0.7713, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.0578 [2020-10-18 19:09:42,186][root][INFO] - ===> Epoch[1087](5435/5): Loss -0.6726, Sem 0.0375, dir -0.9698, norm 0.2597, swav 0.0000 LR: 9.181e-02 Score 98.764 Data time: 0.0720, Forward time: 0.7713, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.1284 [2020-10-18 19:09:44,100][root][INFO] - ===> Epoch[1088](5436/5): Loss -0.7073, Sem 0.0381, dir -0.9714, norm 0.2260, swav 0.0000 LR: 9.181e-02 Score 98.771 Data time: 0.0634, Forward time: 0.7713, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 1.8083 [2020-10-18 19:09:46,383][root][INFO] - ===> Epoch[1088](5437/5): Loss -0.7066, Sem 0.0362, dir -0.9724, norm 0.2297, swav 0.0000 LR: 9.181e-02 Score 98.773 Data time: 0.0720, Forward time: 0.7713, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.1981 [2020-10-18 19:09:48,537][root][INFO] - ===> Epoch[1088](5438/5): Loss -0.7041, Sem 0.0368, dir -0.9709, norm 0.2300, swav 0.0000 LR: 9.180e-02 Score 98.752 Data time: 0.2074, Forward time: 0.7713, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.0395 [2020-10-18 19:09:50,644][root][INFO] - ===> Epoch[1088](5439/5): Loss -0.7216, Sem 0.0350, dir -0.9724, norm 0.2158, swav 0.0000 LR: 9.180e-02 Score 98.838 Data time: 0.0898, Forward time: 0.7714, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 1.9938 [2020-10-18 19:09:53,020][root][INFO] - ===> Epoch[1088](5440/5): Loss -0.7007, Sem 0.0387, dir -0.9692, norm 0.2298, swav 0.0000 LR: 9.180e-02 Score 98.680 Data time: 0.0451, Forward time: 0.7713, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.2635 [2020-10-18 19:09:55,274][root][INFO] - ===> Epoch[1089](5441/5): Loss -0.7044, Sem 0.0365, dir -0.9728, norm 0.2320, swav 0.0000 LR: 9.180e-02 Score 98.796 Data time: 0.0930, Forward time: 0.7714, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.1493 [2020-10-18 19:09:57,473][root][INFO] - ===> Epoch[1089](5442/5): Loss -0.6969, Sem 0.0354, dir -0.9707, norm 0.2384, swav 0.0000 LR: 9.180e-02 Score 98.803 Data time: 0.0742, Forward time: 0.7714, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.0990 [2020-10-18 19:09:59,587][root][INFO] - ===> Epoch[1089](5443/5): Loss -0.7072, Sem 0.0344, dir -0.9722, norm 0.2307, swav 0.0000 LR: 9.180e-02 Score 98.845 Data time: 0.0599, Forward time: 0.7713, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.0276 [2020-10-18 19:10:02,044][root][INFO] - ===> Epoch[1089](5444/5): Loss -0.7015, Sem 0.0343, dir -0.9702, norm 0.2344, swav 0.0000 LR: 9.180e-02 Score 98.849 Data time: 0.0681, Forward time: 0.7713, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.3732 [2020-10-18 19:10:04,073][root][INFO] - ===> Epoch[1089](5445/5): Loss -0.7134, Sem 0.0367, dir -0.9711, norm 0.2210, swav 0.0000 LR: 9.179e-02 Score 98.752 Data time: 0.0824, Forward time: 0.7714, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 1.9188 [2020-10-18 19:10:06,121][root][INFO] - ===> Epoch[1090](5446/5): Loss -0.7049, Sem 0.0362, dir -0.9697, norm 0.2287, swav 0.0000 LR: 9.179e-02 Score 98.783 Data time: 0.0678, Forward time: 0.7714, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 1.9358 [2020-10-18 19:10:08,287][root][INFO] - ===> Epoch[1090](5447/5): Loss -0.6957, Sem 0.0367, dir -0.9713, norm 0.2388, swav 0.0000 LR: 9.179e-02 Score 98.792 Data time: 0.0943, Forward time: 0.7714, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.0470 [2020-10-18 19:10:10,662][root][INFO] - ===> Epoch[1090](5448/5): Loss -0.6886, Sem 0.0383, dir -0.9691, norm 0.2423, swav 0.0000 LR: 9.179e-02 Score 98.760 Data time: 0.0716, Forward time: 0.7714, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.2716 [2020-10-18 19:10:12,826][root][INFO] - ===> Epoch[1090](5449/5): Loss -0.7068, Sem 0.0359, dir -0.9724, norm 0.2297, swav 0.0000 LR: 9.179e-02 Score 98.809 Data time: 0.0712, Forward time: 0.7714, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.0936 [2020-10-18 19:10:14,979][root][INFO] - ===> Epoch[1090](5450/5): Loss -0.7095, Sem 0.0354, dir -0.9718, norm 0.2269, swav 0.0000 LR: 9.179e-02 Score 98.800 Data time: 0.0561, Forward time: 0.7714, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.0505 [2020-10-18 19:10:17,790][root][INFO] - ===> Epoch[1091](5451/5): Loss -0.6947, Sem 0.0420, dir -0.9696, norm 0.2329, swav 0.0000 LR: 9.179e-02 Score 98.663 Data time: 0.0861, Forward time: 0.7714, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.7111 [2020-10-18 19:10:19,673][root][INFO] - ===> Epoch[1091](5452/5): Loss -0.6892, Sem 0.0375, dir -0.9706, norm 0.2439, swav 0.0000 LR: 9.178e-02 Score 98.781 Data time: 0.0381, Forward time: 0.7713, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 1.7705 [2020-10-18 19:10:21,684][root][INFO] - ===> Epoch[1091](5453/5): Loss -0.6914, Sem 0.0361, dir -0.9712, norm 0.2437, swav 0.0000 LR: 9.178e-02 Score 98.817 Data time: 0.0692, Forward time: 0.7713, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 1.9247 [2020-10-18 19:10:24,171][root][INFO] - ===> Epoch[1091](5454/5): Loss -0.6949, Sem 0.0393, dir -0.9710, norm 0.2368, swav 0.0000 LR: 9.178e-02 Score 98.708 Data time: 0.0777, Forward time: 0.7713, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.3845 [2020-10-18 19:10:26,391][root][INFO] - ===> Epoch[1091](5455/5): Loss -0.6868, Sem 0.0399, dir -0.9695, norm 0.2428, swav 0.0000 LR: 9.178e-02 Score 98.663 Data time: 0.0813, Forward time: 0.7713, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.0935 [2020-10-18 19:10:28,900][root][INFO] - ===> Epoch[1092](5456/5): Loss -0.6933, Sem 0.0405, dir -0.9703, norm 0.2366, swav 0.0000 LR: 9.178e-02 Score 98.647 Data time: 0.0629, Forward time: 0.7713, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.4054 [2020-10-18 19:10:31,157][root][INFO] - ===> Epoch[1092](5457/5): Loss -0.7118, Sem 0.0340, dir -0.9728, norm 0.2270, swav 0.0000 LR: 9.178e-02 Score 98.887 Data time: 0.0750, Forward time: 0.7713, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.1399 [2020-10-18 19:10:33,251][root][INFO] - ===> Epoch[1092](5458/5): Loss -0.7061, Sem 0.0398, dir -0.9711, norm 0.2252, swav 0.0000 LR: 9.177e-02 Score 98.670 Data time: 0.0660, Forward time: 0.7713, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 1.9869 [2020-10-18 19:10:35,498][root][INFO] - ===> Epoch[1092](5459/5): Loss -0.6989, Sem 0.0360, dir -0.9696, norm 0.2348, swav 0.0000 LR: 9.177e-02 Score 98.804 Data time: 0.0587, Forward time: 0.7713, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 2.1530 [2020-10-18 19:10:37,463][root][INFO] - ===> Epoch[1092](5460/5): Loss -0.6935, Sem 0.0389, dir -0.9695, norm 0.2371, swav 0.0000 LR: 9.177e-02 Score 98.736 Data time: 0.0700, Forward time: 0.7712, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 1.8723 [2020-10-18 19:10:39,443][root][INFO] - ===> Epoch[1093](5461/5): Loss -0.6903, Sem 0.0393, dir -0.9676, norm 0.2381, swav 0.0000 LR: 9.177e-02 Score 98.675 Data time: 0.0815, Forward time: 0.7712, Backward time: 1.1906, DDP time: 0.0030, Total iter time: 1.8716 [2020-10-18 19:10:41,324][root][INFO] - ===> Epoch[1093](5462/5): Loss -0.7125, Sem 0.0360, dir -0.9739, norm 0.2254, swav 0.0000 LR: 9.177e-02 Score 98.844 Data time: 0.0815, Forward time: 0.7713, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 1.7587 [2020-10-18 19:10:43,239][root][INFO] - ===> Epoch[1093](5463/5): Loss -0.6983, Sem 0.0358, dir -0.9691, norm 0.2350, swav 0.0000 LR: 9.177e-02 Score 98.824 Data time: 0.0681, Forward time: 0.7713, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 1.7984 [2020-10-18 19:10:45,485][root][INFO] - ===> Epoch[1093](5464/5): Loss -0.6758, Sem 0.0394, dir -0.9707, norm 0.2555, swav 0.0000 LR: 9.177e-02 Score 98.747 Data time: 0.0751, Forward time: 0.7713, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.1077 [2020-10-18 19:10:47,540][root][INFO] - ===> Epoch[1093](5465/5): Loss -0.6800, Sem 0.0383, dir -0.9673, norm 0.2490, swav 0.0000 LR: 9.176e-02 Score 98.732 Data time: 0.2627, Forward time: 0.7712, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 1.9377 [2020-10-18 19:10:49,956][root][INFO] - ===> Epoch[1094](5466/5): Loss -0.6966, Sem 0.0342, dir -0.9716, norm 0.2408, swav 0.0000 LR: 9.176e-02 Score 98.859 Data time: 0.1101, Forward time: 0.7713, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.3319 [2020-10-18 19:10:52,299][root][INFO] - ===> Epoch[1094](5467/5): Loss -0.7218, Sem 0.0371, dir -0.9717, norm 0.2128, swav 0.0000 LR: 9.176e-02 Score 98.764 Data time: 0.0734, Forward time: 0.7713, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.2315 [2020-10-18 19:10:54,254][root][INFO] - ===> Epoch[1094](5468/5): Loss -0.7046, Sem 0.0364, dir -0.9712, norm 0.2302, swav 0.0000 LR: 9.176e-02 Score 98.770 Data time: 0.0578, Forward time: 0.7713, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 1.8598 [2020-10-18 19:10:56,438][root][INFO] - ===> Epoch[1094](5469/5): Loss -0.6596, Sem 0.0421, dir -0.9687, norm 0.2670, swav 0.0000 LR: 9.176e-02 Score 98.633 Data time: 0.0635, Forward time: 0.7712, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.0973 [2020-10-18 19:10:59,135][root][INFO] - ===> Epoch[1094](5470/5): Loss -0.6903, Sem 0.0399, dir -0.9678, norm 0.2377, swav 0.0000 LR: 9.176e-02 Score 98.683 Data time: 0.0994, Forward time: 0.7712, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.5885 [2020-10-18 19:11:01,400][root][INFO] - ===> Epoch[1095](5471/5): Loss -0.6693, Sem 0.0382, dir -0.9716, norm 0.2640, swav 0.0000 LR: 9.175e-02 Score 98.758 Data time: 0.0913, Forward time: 0.7713, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.1605 [2020-10-18 19:11:03,452][root][INFO] - ===> Epoch[1095](5472/5): Loss -0.6998, Sem 0.0423, dir -0.9690, norm 0.2268, swav 0.0000 LR: 9.175e-02 Score 98.590 Data time: 0.0614, Forward time: 0.7713, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 1.9430 [2020-10-18 19:11:05,520][root][INFO] - ===> Epoch[1095](5473/5): Loss -0.7164, Sem 0.0362, dir -0.9727, norm 0.2201, swav 0.0000 LR: 9.175e-02 Score 98.796 Data time: 0.0516, Forward time: 0.7712, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 1.9867 [2020-10-18 19:11:07,767][root][INFO] - ===> Epoch[1095](5474/5): Loss -0.6971, Sem 0.0388, dir -0.9709, norm 0.2349, swav 0.0000 LR: 9.175e-02 Score 98.746 Data time: 0.0473, Forward time: 0.7712, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.1662 [2020-10-18 19:11:09,827][root][INFO] - ===> Epoch[1095](5475/5): Loss -0.6907, Sem 0.0357, dir -0.9708, norm 0.2445, swav 0.0000 LR: 9.175e-02 Score 98.833 Data time: 0.0839, Forward time: 0.7712, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.0053 [2020-10-18 19:11:11,784][root][INFO] - ===> Epoch[1096](5476/5): Loss -0.7229, Sem 0.0360, dir -0.9726, norm 0.2137, swav 0.0000 LR: 9.175e-02 Score 98.802 Data time: 0.0608, Forward time: 0.7711, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 1.8526 [2020-10-18 19:11:13,991][root][INFO] - ===> Epoch[1096](5477/5): Loss -0.6797, Sem 0.0371, dir -0.9690, norm 0.2522, swav 0.0000 LR: 9.175e-02 Score 98.734 Data time: 0.0769, Forward time: 0.7711, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.1231 [2020-10-18 19:11:16,161][root][INFO] - ===> Epoch[1096](5478/5): Loss -0.7008, Sem 0.0397, dir -0.9726, norm 0.2321, swav 0.0000 LR: 9.174e-02 Score 98.723 Data time: 0.0670, Forward time: 0.7711, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.0584 [2020-10-18 19:11:18,310][root][INFO] - ===> Epoch[1096](5479/5): Loss -0.6693, Sem 0.0425, dir -0.9673, norm 0.2555, swav 0.0000 LR: 9.174e-02 Score 98.589 Data time: 0.0730, Forward time: 0.7711, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.0466 [2020-10-18 19:11:20,659][root][INFO] - ===> Epoch[1096](5480/5): Loss -0.7022, Sem 0.0397, dir -0.9697, norm 0.2278, swav 0.0000 LR: 9.174e-02 Score 98.702 Data time: 0.0700, Forward time: 0.7711, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.2387 [2020-10-18 19:11:22,500][root][INFO] - ===> Epoch[1097](5481/5): Loss -0.7009, Sem 0.0382, dir -0.9714, norm 0.2322, swav 0.0000 LR: 9.174e-02 Score 98.746 Data time: 0.0583, Forward time: 0.7711, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 1.7399 [2020-10-18 19:11:24,707][root][INFO] - ===> Epoch[1097](5482/5): Loss -0.6916, Sem 0.0381, dir -0.9715, norm 0.2418, swav 0.0000 LR: 9.174e-02 Score 98.793 Data time: 0.0673, Forward time: 0.7711, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.1126 [2020-10-18 19:11:26,993][root][INFO] - ===> Epoch[1097](5483/5): Loss -0.7148, Sem 0.0392, dir -0.9692, norm 0.2152, swav 0.0000 LR: 9.174e-02 Score 98.688 Data time: 0.0822, Forward time: 0.7711, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.1895 [2020-10-18 19:11:29,051][root][INFO] - ===> Epoch[1097](5484/5): Loss -0.7085, Sem 0.0369, dir -0.9723, norm 0.2268, swav 0.0000 LR: 9.174e-02 Score 98.778 Data time: 0.0844, Forward time: 0.7711, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 1.9574 [2020-10-18 19:11:31,193][root][INFO] - ===> Epoch[1097](5485/5): Loss -0.7029, Sem 0.0395, dir -0.9710, norm 0.2285, swav 0.0000 LR: 9.173e-02 Score 98.696 Data time: 0.0997, Forward time: 0.7711, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.0293 [2020-10-18 19:11:33,551][root][INFO] - ===> Epoch[1098](5486/5): Loss -0.6959, Sem 0.0362, dir -0.9714, norm 0.2394, swav 0.0000 LR: 9.173e-02 Score 98.818 Data time: 0.0794, Forward time: 0.7711, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.2473 [2020-10-18 19:11:35,603][root][INFO] - ===> Epoch[1098](5487/5): Loss -0.7171, Sem 0.0384, dir -0.9729, norm 0.2175, swav 0.0000 LR: 9.173e-02 Score 98.725 Data time: 0.0604, Forward time: 0.7711, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 1.9356 [2020-10-18 19:11:37,657][root][INFO] - ===> Epoch[1098](5488/5): Loss -0.7046, Sem 0.0393, dir -0.9708, norm 0.2270, swav 0.0000 LR: 9.173e-02 Score 98.677 Data time: 0.0911, Forward time: 0.7711, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 1.9519 [2020-10-18 19:11:40,465][root][INFO] - ===> Epoch[1098](5489/5): Loss -0.7143, Sem 0.0368, dir -0.9723, norm 0.2212, swav 0.0000 LR: 9.173e-02 Score 98.786 Data time: 0.1044, Forward time: 0.7711, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.6947 [2020-10-18 19:11:42,625][root][INFO] - ===> Epoch[1098](5490/5): Loss -0.6905, Sem 0.0362, dir -0.9704, norm 0.2437, swav 0.0000 LR: 9.173e-02 Score 98.825 Data time: 0.0965, Forward time: 0.7711, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.0481 [2020-10-18 19:11:45,095][root][INFO] - ===> Epoch[1099](5491/5): Loss -0.7128, Sem 0.0348, dir -0.9717, norm 0.2241, swav 0.0000 LR: 9.172e-02 Score 98.822 Data time: 0.0754, Forward time: 0.7712, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.1879 [2020-10-18 19:11:47,809][root][INFO] - ===> Epoch[1099](5492/5): Loss -0.6990, Sem 0.0371, dir -0.9698, norm 0.2337, swav 0.0000 LR: 9.172e-02 Score 98.791 Data time: 0.1048, Forward time: 0.7712, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.6307 [2020-10-18 19:11:49,934][root][INFO] - ===> Epoch[1099](5493/5): Loss -0.7358, Sem 0.0357, dir -0.9721, norm 0.2007, swav 0.0000 LR: 9.172e-02 Score 98.777 Data time: 0.0733, Forward time: 0.7712, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.0104 [2020-10-18 19:11:52,040][root][INFO] - ===> Epoch[1099](5494/5): Loss -0.7187, Sem 0.0348, dir -0.9729, norm 0.2193, swav 0.0000 LR: 9.172e-02 Score 98.825 Data time: 0.0645, Forward time: 0.7712, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.0255 [2020-10-18 19:11:54,155][root][INFO] - ===> Epoch[1099](5495/5): Loss -0.6903, Sem 0.0406, dir -0.9686, norm 0.2377, swav 0.0000 LR: 9.172e-02 Score 98.647 Data time: 0.0587, Forward time: 0.7712, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.0250 [2020-10-18 19:11:56,599][root][INFO] - ===> Epoch[1100](5496/5): Loss -0.7123, Sem 0.0359, dir -0.9710, norm 0.2228, swav 0.0000 LR: 9.172e-02 Score 98.814 Data time: 0.0577, Forward time: 0.7712, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.3340 [2020-10-18 19:11:58,924][root][INFO] - ===> Epoch[1100](5497/5): Loss -0.6963, Sem 0.0378, dir -0.9716, norm 0.2375, swav 0.0000 LR: 9.172e-02 Score 98.753 Data time: 0.0683, Forward time: 0.7712, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.2324 [2020-10-18 19:12:01,024][root][INFO] - ===> Epoch[1100](5498/5): Loss -0.7229, Sem 0.0363, dir -0.9714, norm 0.2122, swav 0.0000 LR: 9.171e-02 Score 98.757 Data time: 0.0594, Forward time: 0.7711, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 1.9864 [2020-10-18 19:12:03,105][root][INFO] - ===> Epoch[1100](5499/5): Loss -0.7046, Sem 0.0376, dir -0.9695, norm 0.2273, swav 0.0000 LR: 9.171e-02 Score 98.754 Data time: 0.2496, Forward time: 0.7712, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 1.9954 [2020-10-18 19:12:05,114][root][INFO] - ===> Epoch[1100](5500/5): Loss -0.7091, Sem 0.0375, dir -0.9685, norm 0.2219, swav 0.0000 LR: 9.171e-02 Score 98.763 Data time: 0.0864, Forward time: 0.7712, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 1.8994 [2020-10-18 19:12:06,223][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 19:12:08,024][root][INFO] - ===> Epoch[1101](5501/5): Loss -0.6986, Sem 0.0415, dir -0.9684, norm 0.2284, swav 0.0000 LR: 9.171e-02 Score 98.647 Data time: 0.1008, Forward time: 0.7712, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 1.6221 [2020-10-18 19:12:10,046][root][INFO] - ===> Epoch[1101](5502/5): Loss -0.7252, Sem 0.0318, dir -0.9732, norm 0.2162, swav 0.0000 LR: 9.171e-02 Score 98.938 Data time: 0.0712, Forward time: 0.7712, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 1.9353 [2020-10-18 19:12:11,961][root][INFO] - ===> Epoch[1101](5503/5): Loss -0.7115, Sem 0.0357, dir -0.9732, norm 0.2260, swav 0.0000 LR: 9.171e-02 Score 98.828 Data time: 0.0570, Forward time: 0.7711, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 1.8150 [2020-10-18 19:12:13,674][root][INFO] - ===> Epoch[1101](5504/5): Loss -0.7228, Sem 0.0358, dir -0.9723, norm 0.2137, swav 0.0000 LR: 9.170e-02 Score 98.799 Data time: 0.0602, Forward time: 0.7711, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.6364 [2020-10-18 19:12:15,775][root][INFO] - ===> Epoch[1101](5505/5): Loss -0.6843, Sem 0.0432, dir -0.9699, norm 0.2425, swav 0.0000 LR: 9.170e-02 Score 98.575 Data time: 0.0626, Forward time: 0.7711, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.0085 [2020-10-18 19:12:18,118][root][INFO] - ===> Epoch[1102](5506/5): Loss -0.7254, Sem 0.0333, dir -0.9716, norm 0.2128, swav 0.0000 LR: 9.170e-02 Score 98.892 Data time: 0.0655, Forward time: 0.7711, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.2222 [2020-10-18 19:12:20,071][root][INFO] - ===> Epoch[1102](5507/5): Loss -0.7004, Sem 0.0404, dir -0.9690, norm 0.2282, swav 0.0000 LR: 9.170e-02 Score 98.646 Data time: 0.0664, Forward time: 0.7711, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.8451 [2020-10-18 19:12:21,927][root][INFO] - ===> Epoch[1102](5508/5): Loss -0.7077, Sem 0.0388, dir -0.9689, norm 0.2224, swav 0.0000 LR: 9.170e-02 Score 98.701 Data time: 0.0729, Forward time: 0.7711, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 1.7604 [2020-10-18 19:12:24,221][root][INFO] - ===> Epoch[1102](5509/5): Loss -0.7269, Sem 0.0374, dir -0.9740, norm 0.2096, swav 0.0000 LR: 9.170e-02 Score 98.790 Data time: 0.0782, Forward time: 0.7711, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.1958 [2020-10-18 19:12:26,024][root][INFO] - ===> Epoch[1102](5510/5): Loss -0.7020, Sem 0.0399, dir -0.9708, norm 0.2289, swav 0.0000 LR: 9.170e-02 Score 98.709 Data time: 0.0786, Forward time: 0.7711, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 1.7143 [2020-10-18 19:12:28,511][root][INFO] - ===> Epoch[1103](5511/5): Loss -0.7082, Sem 0.0379, dir -0.9714, norm 0.2253, swav 0.0000 LR: 9.169e-02 Score 98.721 Data time: 0.0718, Forward time: 0.7711, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.3924 [2020-10-18 19:12:31,278][root][INFO] - ===> Epoch[1103](5512/5): Loss -0.6905, Sem 0.0389, dir -0.9702, norm 0.2408, swav 0.0000 LR: 9.169e-02 Score 98.737 Data time: 0.0560, Forward time: 0.7711, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.6805 [2020-10-18 19:12:33,736][root][INFO] - ===> Epoch[1103](5513/5): Loss -0.6910, Sem 0.0418, dir -0.9700, norm 0.2373, swav 0.0000 LR: 9.169e-02 Score 98.631 Data time: 0.0789, Forward time: 0.7711, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.3695 [2020-10-18 19:12:35,799][root][INFO] - ===> Epoch[1103](5514/5): Loss -0.7233, Sem 0.0342, dir -0.9731, norm 0.2155, swav 0.0000 LR: 9.169e-02 Score 98.840 Data time: 0.0773, Forward time: 0.7711, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 1.9480 [2020-10-18 19:12:37,807][root][INFO] - ===> Epoch[1103](5515/5): Loss -0.7075, Sem 0.0365, dir -0.9732, norm 0.2292, swav 0.0000 LR: 9.169e-02 Score 98.775 Data time: 0.0761, Forward time: 0.7711, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.9045 [2020-10-18 19:12:39,890][root][INFO] - ===> Epoch[1104](5516/5): Loss -0.6714, Sem 0.0406, dir -0.9708, norm 0.2588, swav 0.0000 LR: 9.169e-02 Score 98.654 Data time: 0.0911, Forward time: 0.7711, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.9772 [2020-10-18 19:12:41,858][root][INFO] - ===> Epoch[1104](5517/5): Loss -0.7010, Sem 0.0414, dir -0.9708, norm 0.2285, swav 0.0000 LR: 9.169e-02 Score 98.647 Data time: 0.0784, Forward time: 0.7711, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 1.8232 [2020-10-18 19:12:44,020][root][INFO] - ===> Epoch[1104](5518/5): Loss -0.6923, Sem 0.0402, dir -0.9706, norm 0.2380, swav 0.0000 LR: 9.168e-02 Score 98.698 Data time: 0.0680, Forward time: 0.7711, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.0711 [2020-10-18 19:12:46,505][root][INFO] - ===> Epoch[1104](5519/5): Loss -0.6727, Sem 0.0383, dir -0.9676, norm 0.2566, swav 0.0000 LR: 9.168e-02 Score 98.755 Data time: 0.0541, Forward time: 0.7711, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.3949 [2020-10-18 19:12:48,946][root][INFO] - ===> Epoch[1104](5520/5): Loss -0.7131, Sem 0.0385, dir -0.9736, norm 0.2220, swav 0.0000 LR: 9.168e-02 Score 98.706 Data time: 0.0641, Forward time: 0.7711, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.3704 [2020-10-18 19:12:50,964][root][INFO] - ===> Epoch[1105](5521/5): Loss -0.7380, Sem 0.0347, dir -0.9738, norm 0.2011, swav 0.0000 LR: 9.168e-02 Score 98.849 Data time: 0.0664, Forward time: 0.7710, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.9195 [2020-10-18 19:12:53,235][root][INFO] - ===> Epoch[1105](5522/5): Loss -0.6760, Sem 0.0369, dir -0.9704, norm 0.2575, swav 0.0000 LR: 9.168e-02 Score 98.790 Data time: 0.0632, Forward time: 0.7710, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.1855 [2020-10-18 19:12:55,926][root][INFO] - ===> Epoch[1105](5523/5): Loss -0.6949, Sem 0.0387, dir -0.9703, norm 0.2367, swav 0.0000 LR: 9.168e-02 Score 98.715 Data time: 0.0775, Forward time: 0.7710, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.5962 [2020-10-18 19:12:57,765][root][INFO] - ===> Epoch[1105](5524/5): Loss -0.6999, Sem 0.0402, dir -0.9702, norm 0.2301, swav 0.0000 LR: 9.167e-02 Score 98.663 Data time: 0.1096, Forward time: 0.7710, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 1.7370 [2020-10-18 19:12:59,963][root][INFO] - ===> Epoch[1105](5525/5): Loss -0.7078, Sem 0.0364, dir -0.9722, norm 0.2279, swav 0.0000 LR: 9.167e-02 Score 98.777 Data time: 0.0576, Forward time: 0.7710, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.0880 [2020-10-18 19:13:02,221][root][INFO] - ===> Epoch[1106](5526/5): Loss -0.6798, Sem 0.0427, dir -0.9685, norm 0.2460, swav 0.0000 LR: 9.167e-02 Score 98.569 Data time: 0.0681, Forward time: 0.7710, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.1620 [2020-10-18 19:13:04,453][root][INFO] - ===> Epoch[1106](5527/5): Loss -0.6957, Sem 0.0358, dir -0.9709, norm 0.2394, swav 0.0000 LR: 9.167e-02 Score 98.823 Data time: 0.0856, Forward time: 0.7710, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.1314 [2020-10-18 19:13:06,456][root][INFO] - ===> Epoch[1106](5528/5): Loss -0.7064, Sem 0.0368, dir -0.9717, norm 0.2284, swav 0.0000 LR: 9.167e-02 Score 98.776 Data time: 0.0896, Forward time: 0.7710, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.8880 [2020-10-18 19:13:08,572][root][INFO] - ===> Epoch[1106](5529/5): Loss -0.7122, Sem 0.0373, dir -0.9724, norm 0.2229, swav 0.0000 LR: 9.167e-02 Score 98.769 Data time: 0.0690, Forward time: 0.7710, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.0090 [2020-10-18 19:13:10,505][root][INFO] - ===> Epoch[1106](5530/5): Loss -0.7052, Sem 0.0410, dir -0.9682, norm 0.2220, swav 0.0000 LR: 9.167e-02 Score 98.643 Data time: 0.2403, Forward time: 0.7710, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 1.8462 [2020-10-18 19:13:12,722][root][INFO] - ===> Epoch[1107](5531/5): Loss -0.6909, Sem 0.0396, dir -0.9688, norm 0.2382, swav 0.0000 LR: 9.166e-02 Score 98.680 Data time: 0.1826, Forward time: 0.7711, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.1077 [2020-10-18 19:13:15,060][root][INFO] - ===> Epoch[1107](5532/5): Loss -0.6955, Sem 0.0400, dir -0.9691, norm 0.2336, swav 0.0000 LR: 9.166e-02 Score 98.663 Data time: 0.0794, Forward time: 0.7711, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.2121 [2020-10-18 19:13:17,302][root][INFO] - ===> Epoch[1107](5533/5): Loss -0.7205, Sem 0.0341, dir -0.9754, norm 0.2208, swav 0.0000 LR: 9.166e-02 Score 98.881 Data time: 0.0862, Forward time: 0.7711, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.1237 [2020-10-18 19:13:19,246][root][INFO] - ===> Epoch[1107](5534/5): Loss -0.6969, Sem 0.0377, dir -0.9693, norm 0.2347, swav 0.0000 LR: 9.166e-02 Score 98.745 Data time: 0.0831, Forward time: 0.7711, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 1.8360 [2020-10-18 19:13:21,288][root][INFO] - ===> Epoch[1107](5535/5): Loss -0.6918, Sem 0.0381, dir -0.9704, norm 0.2405, swav 0.0000 LR: 9.166e-02 Score 98.751 Data time: 0.0709, Forward time: 0.7711, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 1.9283 [2020-10-18 19:13:23,734][root][INFO] - ===> Epoch[1108](5536/5): Loss -0.6900, Sem 0.0436, dir -0.9683, norm 0.2347, swav 0.0000 LR: 9.166e-02 Score 98.569 Data time: 0.0672, Forward time: 0.7711, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.3413 [2020-10-18 19:13:25,889][root][INFO] - ===> Epoch[1108](5537/5): Loss -0.6969, Sem 0.0366, dir -0.9710, norm 0.2375, swav 0.0000 LR: 9.165e-02 Score 98.794 Data time: 0.0769, Forward time: 0.7711, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 2.0483 [2020-10-18 19:13:28,842][root][INFO] - ===> Epoch[1108](5538/5): Loss -0.7179, Sem 0.0333, dir -0.9731, norm 0.2219, swav 0.0000 LR: 9.165e-02 Score 98.905 Data time: 0.0850, Forward time: 0.7711, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.8398 [2020-10-18 19:13:31,014][root][INFO] - ===> Epoch[1108](5539/5): Loss -0.7141, Sem 0.0363, dir -0.9734, norm 0.2229, swav 0.0000 LR: 9.165e-02 Score 98.784 Data time: 0.0723, Forward time: 0.7711, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.0343 [2020-10-18 19:13:33,271][root][INFO] - ===> Epoch[1108](5540/5): Loss -0.6708, Sem 0.0444, dir -0.9677, norm 0.2525, swav 0.0000 LR: 9.165e-02 Score 98.599 Data time: 0.0494, Forward time: 0.7711, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.1492 [2020-10-18 19:13:34,992][root][INFO] - ===> Epoch[1109](5541/5): Loss -0.7294, Sem 0.0351, dir -0.9739, norm 0.2093, swav 0.0000 LR: 9.165e-02 Score 98.805 Data time: 0.0691, Forward time: 0.7710, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 1.6416 [2020-10-18 19:13:37,131][root][INFO] - ===> Epoch[1109](5542/5): Loss -0.6782, Sem 0.0411, dir -0.9699, norm 0.2506, swav 0.0000 LR: 9.165e-02 Score 98.680 Data time: 0.1122, Forward time: 0.7711, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.0413 [2020-10-18 19:13:39,585][root][INFO] - ===> Epoch[1109](5543/5): Loss -0.7070, Sem 0.0327, dir -0.9723, norm 0.2326, swav 0.0000 LR: 9.165e-02 Score 98.915 Data time: 0.0975, Forward time: 0.7711, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.3271 [2020-10-18 19:13:41,858][root][INFO] - ===> Epoch[1109](5544/5): Loss -0.7104, Sem 0.0349, dir -0.9725, norm 0.2271, swav 0.0000 LR: 9.164e-02 Score 98.837 Data time: 0.0648, Forward time: 0.7711, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.1629 [2020-10-18 19:13:43,978][root][INFO] - ===> Epoch[1109](5545/5): Loss -0.6852, Sem 0.0382, dir -0.9700, norm 0.2467, swav 0.0000 LR: 9.164e-02 Score 98.759 Data time: 0.0918, Forward time: 0.7711, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.0384 [2020-10-18 19:13:46,188][root][INFO] - ===> Epoch[1110](5546/5): Loss -0.6999, Sem 0.0393, dir -0.9676, norm 0.2284, swav 0.0000 LR: 9.164e-02 Score 98.703 Data time: 0.0861, Forward time: 0.7711, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 2.0958 [2020-10-18 19:13:48,205][root][INFO] - ===> Epoch[1110](5547/5): Loss -0.6841, Sem 0.0355, dir -0.9727, norm 0.2532, swav 0.0000 LR: 9.164e-02 Score 98.860 Data time: 0.0703, Forward time: 0.7711, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 1.9176 [2020-10-18 19:13:50,292][root][INFO] - ===> Epoch[1110](5548/5): Loss -0.6823, Sem 0.0406, dir -0.9695, norm 0.2466, swav 0.0000 LR: 9.164e-02 Score 98.606 Data time: 0.0609, Forward time: 0.7711, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 1.9763 [2020-10-18 19:13:52,974][root][INFO] - ===> Epoch[1110](5549/5): Loss -0.6909, Sem 0.0402, dir -0.9685, norm 0.2374, swav 0.0000 LR: 9.164e-02 Score 98.667 Data time: 0.0653, Forward time: 0.7711, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.5930 [2020-10-18 19:13:55,811][root][INFO] - ===> Epoch[1110](5550/5): Loss -0.6544, Sem 0.0410, dir -0.9702, norm 0.2749, swav 0.0000 LR: 9.164e-02 Score 98.662 Data time: 0.0700, Forward time: 0.7711, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.7473 [2020-10-18 19:13:57,627][root][INFO] - ===> Epoch[1111](5551/5): Loss -0.6881, Sem 0.0373, dir -0.9701, norm 0.2447, swav 0.0000 LR: 9.163e-02 Score 98.740 Data time: 0.0640, Forward time: 0.7710, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.6965 [2020-10-18 19:13:59,540][root][INFO] - ===> Epoch[1111](5552/5): Loss -0.6739, Sem 0.0381, dir -0.9701, norm 0.2581, swav 0.0000 LR: 9.163e-02 Score 98.770 Data time: 0.0571, Forward time: 0.7710, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 1.8086 [2020-10-18 19:14:01,530][root][INFO] - ===> Epoch[1111](5553/5): Loss -0.6983, Sem 0.0371, dir -0.9717, norm 0.2362, swav 0.0000 LR: 9.163e-02 Score 98.777 Data time: 0.2272, Forward time: 0.7710, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 1.8777 [2020-10-18 19:14:03,928][root][INFO] - ===> Epoch[1111](5554/5): Loss -0.6853, Sem 0.0377, dir -0.9685, norm 0.2455, swav 0.0000 LR: 9.163e-02 Score 98.738 Data time: 0.0891, Forward time: 0.7711, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.2806 [2020-10-18 19:14:05,951][root][INFO] - ===> Epoch[1111](5555/5): Loss -0.6920, Sem 0.0399, dir -0.9711, norm 0.2392, swav 0.0000 LR: 9.163e-02 Score 98.653 Data time: 0.0973, Forward time: 0.7711, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 1.9146 [2020-10-18 19:14:08,721][root][INFO] - ===> Epoch[1112](5556/5): Loss -0.6785, Sem 0.0423, dir -0.9672, norm 0.2463, swav 0.0000 LR: 9.163e-02 Score 98.615 Data time: 0.0837, Forward time: 0.7711, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.6561 [2020-10-18 19:14:11,146][root][INFO] - ===> Epoch[1112](5557/5): Loss -0.7004, Sem 0.0321, dir -0.9720, norm 0.2394, swav 0.0000 LR: 9.162e-02 Score 98.920 Data time: 0.0760, Forward time: 0.7711, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.3123 [2020-10-18 19:14:13,219][root][INFO] - ===> Epoch[1112](5558/5): Loss -0.6626, Sem 0.0403, dir -0.9659, norm 0.2629, swav 0.0000 LR: 9.162e-02 Score 98.645 Data time: 0.0634, Forward time: 0.7711, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 1.9675 [2020-10-18 19:14:15,823][root][INFO] - ===> Epoch[1112](5559/5): Loss -0.6740, Sem 0.0386, dir -0.9690, norm 0.2563, swav 0.0000 LR: 9.162e-02 Score 98.701 Data time: 0.0588, Forward time: 0.7711, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.5013 [2020-10-18 19:14:18,492][root][INFO] - ===> Epoch[1112](5560/5): Loss -0.6642, Sem 0.0418, dir -0.9686, norm 0.2627, swav 0.0000 LR: 9.162e-02 Score 98.658 Data time: 0.0672, Forward time: 0.7711, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.5688 [2020-10-18 19:14:20,849][root][INFO] - ===> Epoch[1113](5561/5): Loss -0.6988, Sem 0.0361, dir -0.9725, norm 0.2377, swav 0.0000 LR: 9.162e-02 Score 98.822 Data time: 0.0576, Forward time: 0.7710, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.2469 [2020-10-18 19:14:23,336][root][INFO] - ===> Epoch[1113](5562/5): Loss -0.6747, Sem 0.0360, dir -0.9719, norm 0.2612, swav 0.0000 LR: 9.162e-02 Score 98.814 Data time: 0.0637, Forward time: 0.7710, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.3985 [2020-10-18 19:14:25,485][root][INFO] - ===> Epoch[1113](5563/5): Loss -0.6611, Sem 0.0394, dir -0.9682, norm 0.2676, swav 0.0000 LR: 9.162e-02 Score 98.737 Data time: 0.0598, Forward time: 0.7710, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.0434 [2020-10-18 19:14:27,623][root][INFO] - ===> Epoch[1113](5564/5): Loss -0.6668, Sem 0.0388, dir -0.9694, norm 0.2638, swav 0.0000 LR: 9.161e-02 Score 98.714 Data time: 0.0560, Forward time: 0.7709, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.0334 [2020-10-18 19:14:29,746][root][INFO] - ===> Epoch[1113](5565/5): Loss -0.6683, Sem 0.0371, dir -0.9701, norm 0.2647, swav 0.0000 LR: 9.161e-02 Score 98.780 Data time: 0.0788, Forward time: 0.7709, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.0329 [2020-10-18 19:14:32,201][root][INFO] - ===> Epoch[1114](5566/5): Loss -0.6888, Sem 0.0353, dir -0.9690, norm 0.2449, swav 0.0000 LR: 9.161e-02 Score 98.788 Data time: 0.0776, Forward time: 0.7709, Backward time: 1.1905, DDP time: 0.0030, Total iter time: 2.3774 [2020-10-18 19:14:34,002][root][INFO] - ===> Epoch[1114](5567/5): Loss -0.6724, Sem 0.0413, dir -0.9679, norm 0.2543, swav 0.0000 LR: 9.161e-02 Score 98.619 Data time: 0.0630, Forward time: 0.7709, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 1.6861 [2020-10-18 19:14:36,138][root][INFO] - ===> Epoch[1114](5568/5): Loss -0.6884, Sem 0.0388, dir -0.9707, norm 0.2435, swav 0.0000 LR: 9.161e-02 Score 98.682 Data time: 0.0631, Forward time: 0.7709, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.0556 [2020-10-18 19:14:38,199][root][INFO] - ===> Epoch[1114](5569/5): Loss -0.6697, Sem 0.0391, dir -0.9677, norm 0.2589, swav 0.0000 LR: 9.161e-02 Score 98.747 Data time: 0.0775, Forward time: 0.7709, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 1.9567 [2020-10-18 19:14:40,504][root][INFO] - ===> Epoch[1114](5570/5): Loss -0.6951, Sem 0.0396, dir -0.9694, norm 0.2347, swav 0.0000 LR: 9.160e-02 Score 98.717 Data time: 0.0620, Forward time: 0.7709, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.2035 [2020-10-18 19:14:42,731][root][INFO] - ===> Epoch[1115](5571/5): Loss -0.6905, Sem 0.0362, dir -0.9713, norm 0.2446, swav 0.0000 LR: 9.160e-02 Score 98.777 Data time: 0.0861, Forward time: 0.7709, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.1146 [2020-10-18 19:14:45,046][root][INFO] - ===> Epoch[1115](5572/5): Loss -0.6948, Sem 0.0368, dir -0.9717, norm 0.2400, swav 0.0000 LR: 9.160e-02 Score 98.736 Data time: 0.1596, Forward time: 0.7710, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.2103 [2020-10-18 19:14:47,410][root][INFO] - ===> Epoch[1115](5573/5): Loss -0.6817, Sem 0.0375, dir -0.9705, norm 0.2513, swav 0.0000 LR: 9.160e-02 Score 98.788 Data time: 0.0957, Forward time: 0.7710, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.2508 [2020-10-18 19:14:49,675][root][INFO] - ===> Epoch[1115](5574/5): Loss -0.7018, Sem 0.0389, dir -0.9708, norm 0.2300, swav 0.0000 LR: 9.160e-02 Score 98.684 Data time: 0.0891, Forward time: 0.7710, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.1417 [2020-10-18 19:14:52,018][root][INFO] - ===> Epoch[1115](5575/5): Loss -0.6746, Sem 0.0387, dir -0.9715, norm 0.2583, swav 0.0000 LR: 9.160e-02 Score 98.691 Data time: 0.0721, Forward time: 0.7710, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.2345 [2020-10-18 19:14:53,941][root][INFO] - ===> Epoch[1116](5576/5): Loss -0.7029, Sem 0.0419, dir -0.9676, norm 0.2228, swav 0.0000 LR: 9.160e-02 Score 98.650 Data time: 0.0602, Forward time: 0.7710, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 1.8202 [2020-10-18 19:14:55,943][root][INFO] - ===> Epoch[1116](5577/5): Loss -0.6920, Sem 0.0371, dir -0.9712, norm 0.2422, swav 0.0000 LR: 9.159e-02 Score 98.759 Data time: 0.1126, Forward time: 0.7710, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 1.9126 [2020-10-18 19:14:58,130][root][INFO] - ===> Epoch[1116](5578/5): Loss -0.6975, Sem 0.0356, dir -0.9708, norm 0.2377, swav 0.0000 LR: 9.159e-02 Score 98.830 Data time: 0.0868, Forward time: 0.7710, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.0806 [2020-10-18 19:15:00,467][root][INFO] - ===> Epoch[1116](5579/5): Loss -0.6944, Sem 0.0405, dir -0.9704, norm 0.2355, swav 0.0000 LR: 9.159e-02 Score 98.650 Data time: 0.0701, Forward time: 0.7710, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.2191 [2020-10-18 19:15:03,158][root][INFO] - ===> Epoch[1116](5580/5): Loss -0.7017, Sem 0.0375, dir -0.9708, norm 0.2316, swav 0.0000 LR: 9.159e-02 Score 98.740 Data time: 0.0734, Forward time: 0.7710, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.5866 [2020-10-18 19:15:05,113][root][INFO] - ===> Epoch[1117](5581/5): Loss -0.7021, Sem 0.0413, dir -0.9693, norm 0.2259, swav 0.0000 LR: 9.159e-02 Score 98.650 Data time: 0.0523, Forward time: 0.7710, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 1.8292 [2020-10-18 19:15:07,355][root][INFO] - ===> Epoch[1117](5582/5): Loss -0.7106, Sem 0.0398, dir -0.9690, norm 0.2186, swav 0.0000 LR: 9.159e-02 Score 98.689 Data time: 0.0723, Forward time: 0.7710, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.1616 [2020-10-18 19:15:09,464][root][INFO] - ===> Epoch[1117](5583/5): Loss -0.6877, Sem 0.0410, dir -0.9690, norm 0.2403, swav 0.0000 LR: 9.159e-02 Score 98.686 Data time: 0.0835, Forward time: 0.7710, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 1.9992 [2020-10-18 19:15:11,371][root][INFO] - ===> Epoch[1117](5584/5): Loss -0.6818, Sem 0.0419, dir -0.9683, norm 0.2446, swav 0.0000 LR: 9.158e-02 Score 98.596 Data time: 0.1540, Forward time: 0.7710, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 1.7907 [2020-10-18 19:15:13,718][root][INFO] - ===> Epoch[1117](5585/5): Loss -0.6991, Sem 0.0340, dir -0.9720, norm 0.2389, swav 0.0000 LR: 9.158e-02 Score 98.878 Data time: 0.0941, Forward time: 0.7710, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.2142 [2020-10-18 19:15:15,685][root][INFO] - ===> Epoch[1118](5586/5): Loss -0.6971, Sem 0.0332, dir -0.9732, norm 0.2429, swav 0.0000 LR: 9.158e-02 Score 98.905 Data time: 0.0792, Forward time: 0.7710, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.8262 [2020-10-18 19:15:17,732][root][INFO] - ===> Epoch[1118](5587/5): Loss -0.7190, Sem 0.0362, dir -0.9706, norm 0.2153, swav 0.0000 LR: 9.158e-02 Score 98.783 Data time: 0.0662, Forward time: 0.7710, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.9516 [2020-10-18 19:15:20,218][root][INFO] - ===> Epoch[1118](5588/5): Loss -0.6813, Sem 0.0379, dir -0.9704, norm 0.2512, swav 0.0000 LR: 9.158e-02 Score 98.734 Data time: 0.0530, Forward time: 0.7710, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.3731 [2020-10-18 19:15:23,160][root][INFO] - ===> Epoch[1118](5589/5): Loss -0.7016, Sem 0.0366, dir -0.9699, norm 0.2317, swav 0.0000 LR: 9.158e-02 Score 98.748 Data time: 0.1490, Forward time: 0.7710, Backward time: 1.1904, DDP time: 0.0030, Total iter time: 2.8392 [2020-10-18 19:15:25,552][root][INFO] - ===> Epoch[1118](5590/5): Loss -0.6830, Sem 0.0363, dir -0.9710, norm 0.2517, swav 0.0000 LR: 9.157e-02 Score 98.783 Data time: 0.1060, Forward time: 0.7710, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 2.2906 [2020-10-18 19:15:27,514][root][INFO] - ===> Epoch[1119](5591/5): Loss -0.6966, Sem 0.0393, dir -0.9686, norm 0.2327, swav 0.0000 LR: 9.157e-02 Score 98.695 Data time: 0.0866, Forward time: 0.7710, Backward time: 1.1903, DDP time: 0.0030, Total iter time: 1.8262 [2020-10-18 19:15:29,743][root][INFO] - ===> Epoch[1119](5592/5): Loss -0.6855, Sem 0.0375, dir -0.9689, norm 0.2459, swav 0.0000 LR: 9.157e-02 Score 98.769 Data time: 0.0921, Forward time: 0.7711, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.1255 [2020-10-18 19:15:31,725][root][INFO] - ===> Epoch[1119](5593/5): Loss -0.7213, Sem 0.0375, dir -0.9730, norm 0.2143, swav 0.0000 LR: 9.157e-02 Score 98.721 Data time: 0.0706, Forward time: 0.7711, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.8382 [2020-10-18 19:15:33,816][root][INFO] - ===> Epoch[1119](5594/5): Loss -0.6864, Sem 0.0364, dir -0.9702, norm 0.2473, swav 0.0000 LR: 9.157e-02 Score 98.784 Data time: 0.0787, Forward time: 0.7710, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.9787 [2020-10-18 19:15:36,193][root][INFO] - ===> Epoch[1119](5595/5): Loss -0.7139, Sem 0.0327, dir -0.9726, norm 0.2261, swav 0.0000 LR: 9.157e-02 Score 98.925 Data time: 0.1000, Forward time: 0.7711, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.2785 [2020-10-18 19:15:38,526][root][INFO] - ===> Epoch[1120](5596/5): Loss -0.7009, Sem 0.0349, dir -0.9721, norm 0.2362, swav 0.0000 LR: 9.157e-02 Score 98.834 Data time: 0.0599, Forward time: 0.7711, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.2080 [2020-10-18 19:15:40,654][root][INFO] - ===> Epoch[1120](5597/5): Loss -0.7199, Sem 0.0374, dir -0.9719, norm 0.2146, swav 0.0000 LR: 9.156e-02 Score 98.771 Data time: 0.0678, Forward time: 0.7711, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.0417 [2020-10-18 19:15:42,624][root][INFO] - ===> Epoch[1120](5598/5): Loss -0.7140, Sem 0.0372, dir -0.9715, norm 0.2202, swav 0.0000 LR: 9.156e-02 Score 98.775 Data time: 0.0701, Forward time: 0.7710, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 1.8514 [2020-10-18 19:15:44,893][root][INFO] - ===> Epoch[1120](5599/5): Loss -0.7107, Sem 0.0365, dir -0.9691, norm 0.2219, swav 0.0000 LR: 9.156e-02 Score 98.778 Data time: 0.0666, Forward time: 0.7710, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.1642 [2020-10-18 19:15:47,102][root][INFO] - ===> Epoch[1120](5600/5): Loss -0.6912, Sem 0.0398, dir -0.9688, norm 0.2378, swav 0.0000 LR: 9.156e-02 Score 98.712 Data time: 0.0963, Forward time: 0.7710, Backward time: 1.1902, DDP time: 0.0030, Total iter time: 2.1080 [2020-10-18 19:15:49,054][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 19:15:49,241][root][INFO] - ===> Start testing [2020-10-18 19:16:27,337][root][INFO] - 68/68: Data time: 0.8358, Iter time: 0.2736 Loss 0.081 (AVG: 0.484) Score 97.342 (AVG: 90.332) mIOU 68.786 mAP 83.893 mAcc 75.855 IOU: 61.249 0.000 75.326 73.224 95.036 92.052 34.081 76.088 98.442 64.449 80.754 85.745 57.770 mAP: 83.634 4.615 91.950 89.733 98.980 98.616 60.947 94.846 99.782 85.792 94.680 95.179 91.860 mAcc: 76.729 0.000 87.288 81.911 96.893 96.684 38.112 90.150 99.356 71.488 89.956 95.846 61.707 [2020-10-18 19:16:27,339][root][INFO] - Finished test. Elapsed time: 38.0962 [2020-10-18 19:16:30,243][root][INFO] - [2020-10-18 19:16:30,243][root][INFO] - ################################################################ [2020-10-18 19:16:30,243][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 19:16:30,243][root][INFO] - ################################################################ [2020-10-18 19:16:30,243][root][INFO] - clutter : nan nan nan [2020-10-18 19:16:30,243][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 19:16:30,243][root][INFO] - board : 0.761 0.821 0.852 [2020-10-18 19:16:30,243][root][INFO] - bookcase : 0.220 0.358 0.503 [2020-10-18 19:16:30,243][root][INFO] - ceiling : 0.516 0.566 0.638 [2020-10-18 19:16:30,243][root][INFO] - chair : 0.786 0.885 0.905 [2020-10-18 19:16:30,243][root][INFO] - column : 0.170 0.283 0.401 [2020-10-18 19:16:30,243][root][INFO] - door : 0.662 0.831 0.919 [2020-10-18 19:16:30,243][root][INFO] - floor : 0.946 0.953 0.997 [2020-10-18 19:16:30,243][root][INFO] - sofa : 0.353 0.484 0.689 [2020-10-18 19:16:30,244][root][INFO] - table : 0.152 0.318 0.631 [2020-10-18 19:16:30,244][root][INFO] - wall : 0.472 0.679 0.777 [2020-10-18 19:16:30,244][root][INFO] - window : 0.517 0.767 0.785 [2020-10-18 19:16:30,244][root][INFO] - ---------------------------------------------------------------- [2020-10-18 19:16:30,244][root][INFO] - average : 0.463 0.579 0.675 [2020-10-18 19:16:30,244][root][INFO] - [2020-10-18 19:16:30,418][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 19:16:30,419][root][INFO] - Current best mIoU: 69.164 at iter 3800 [2020-10-18 19:16:31,952][root][INFO] - ===> Epoch[1121](5601/5): Loss -0.7173, Sem 0.0399, dir -0.9708, norm 0.2135, swav 0.0000 LR: 9.156e-02 Score 98.664 Data time: 0.0567, Forward time: 0.7710, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 1.5276 [2020-10-18 19:16:34,792][root][INFO] - ===> Epoch[1121](5602/5): Loss -0.6963, Sem 0.0356, dir -0.9717, norm 0.2399, swav 0.0000 LR: 9.156e-02 Score 98.873 Data time: 0.2606, Forward time: 0.7711, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.7342 [2020-10-18 19:16:36,831][root][INFO] - ===> Epoch[1121](5603/5): Loss -0.7167, Sem 0.0399, dir -0.9716, norm 0.2149, swav 0.0000 LR: 9.155e-02 Score 98.687 Data time: 0.0889, Forward time: 0.7711, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 1.9110 [2020-10-18 19:16:39,048][root][INFO] - ===> Epoch[1121](5604/5): Loss -0.7120, Sem 0.0342, dir -0.9734, norm 0.2273, swav 0.0000 LR: 9.155e-02 Score 98.867 Data time: 0.0681, Forward time: 0.7711, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.1164 [2020-10-18 19:16:41,126][root][INFO] - ===> Epoch[1121](5605/5): Loss -0.7027, Sem 0.0357, dir -0.9724, norm 0.2340, swav 0.0000 LR: 9.155e-02 Score 98.795 Data time: 0.0798, Forward time: 0.7711, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 1.9833 [2020-10-18 19:16:43,656][root][INFO] - ===> Epoch[1122](5606/5): Loss -0.7053, Sem 0.0377, dir -0.9721, norm 0.2291, swav 0.0000 LR: 9.155e-02 Score 98.748 Data time: 0.1685, Forward time: 0.7711, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.4144 [2020-10-18 19:16:46,594][root][INFO] - ===> Epoch[1122](5607/5): Loss -0.6909, Sem 0.0410, dir -0.9696, norm 0.2377, swav 0.0000 LR: 9.155e-02 Score 98.664 Data time: 0.2759, Forward time: 0.7712, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.8308 [2020-10-18 19:16:48,694][root][INFO] - ===> Epoch[1122](5608/5): Loss -0.7211, Sem 0.0379, dir -0.9711, norm 0.2122, swav 0.0000 LR: 9.155e-02 Score 98.728 Data time: 0.0891, Forward time: 0.7712, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 1.9764 [2020-10-18 19:16:51,009][root][INFO] - ===> Epoch[1122](5609/5): Loss -0.7024, Sem 0.0366, dir -0.9730, norm 0.2340, swav 0.0000 LR: 9.155e-02 Score 98.791 Data time: 0.0743, Forward time: 0.7712, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.2160 [2020-10-18 19:16:53,421][root][INFO] - ===> Epoch[1122](5610/5): Loss -0.6858, Sem 0.0478, dir -0.9681, norm 0.2345, swav 0.0000 LR: 9.154e-02 Score 98.529 Data time: 0.0954, Forward time: 0.7712, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.3120 [2020-10-18 19:16:55,511][root][INFO] - ===> Epoch[1123](5611/5): Loss -0.7061, Sem 0.0324, dir -0.9744, norm 0.2359, swav 0.0000 LR: 9.154e-02 Score 98.936 Data time: 0.0749, Forward time: 0.7712, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 1.9976 [2020-10-18 19:16:57,852][root][INFO] - ===> Epoch[1123](5612/5): Loss -0.7130, Sem 0.0349, dir -0.9708, norm 0.2229, swav 0.0000 LR: 9.154e-02 Score 98.863 Data time: 0.0821, Forward time: 0.7712, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.2186 [2020-10-18 19:16:59,619][root][INFO] - ===> Epoch[1123](5613/5): Loss -0.7158, Sem 0.0393, dir -0.9698, norm 0.2147, swav 0.0000 LR: 9.154e-02 Score 98.680 Data time: 0.0740, Forward time: 0.7712, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 1.6580 [2020-10-18 19:17:01,772][root][INFO] - ===> Epoch[1123](5614/5): Loss -0.6997, Sem 0.0358, dir -0.9712, norm 0.2357, swav 0.0000 LR: 9.154e-02 Score 98.805 Data time: 0.1844, Forward time: 0.7712, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 2.0540 [2020-10-18 19:17:03,865][root][INFO] - ===> Epoch[1123](5615/5): Loss -0.6839, Sem 0.0371, dir -0.9720, norm 0.2510, swav 0.0000 LR: 9.154e-02 Score 98.810 Data time: 0.2098, Forward time: 0.7712, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 2.0120 [2020-10-18 19:17:05,920][root][INFO] - ===> Epoch[1124](5616/5): Loss -0.7011, Sem 0.0391, dir -0.9704, norm 0.2302, swav 0.0000 LR: 9.154e-02 Score 98.694 Data time: 0.0726, Forward time: 0.7712, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 1.9378 [2020-10-18 19:17:07,886][root][INFO] - ===> Epoch[1124](5617/5): Loss -0.7034, Sem 0.0433, dir -0.9687, norm 0.2220, swav 0.0000 LR: 9.153e-02 Score 98.548 Data time: 0.0794, Forward time: 0.7712, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 1.8597 [2020-10-18 19:17:10,073][root][INFO] - ===> Epoch[1124](5618/5): Loss -0.7040, Sem 0.0361, dir -0.9699, norm 0.2298, swav 0.0000 LR: 9.153e-02 Score 98.788 Data time: 0.0489, Forward time: 0.7712, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.0696 [2020-10-18 19:17:12,294][root][INFO] - ===> Epoch[1124](5619/5): Loss -0.7042, Sem 0.0347, dir -0.9723, norm 0.2333, swav 0.0000 LR: 9.153e-02 Score 98.854 Data time: 0.0522, Forward time: 0.7712, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.1425 [2020-10-18 19:17:14,214][root][INFO] - ===> Epoch[1124](5620/5): Loss -0.6698, Sem 0.0418, dir -0.9667, norm 0.2551, swav 0.0000 LR: 9.153e-02 Score 98.636 Data time: 0.0773, Forward time: 0.7712, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 1.8237 [2020-10-18 19:17:16,474][root][INFO] - ===> Epoch[1125](5621/5): Loss -0.6938, Sem 0.0394, dir -0.9703, norm 0.2372, swav 0.0000 LR: 9.153e-02 Score 98.709 Data time: 0.0576, Forward time: 0.7711, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.1523 [2020-10-18 19:17:18,499][root][INFO] - ===> Epoch[1125](5622/5): Loss -0.6996, Sem 0.0352, dir -0.9708, norm 0.2360, swav 0.0000 LR: 9.153e-02 Score 98.821 Data time: 0.3853, Forward time: 0.7711, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 1.9618 [2020-10-18 19:17:20,845][root][INFO] - ===> Epoch[1125](5623/5): Loss -0.6868, Sem 0.0432, dir -0.9699, norm 0.2399, swav 0.0000 LR: 9.152e-02 Score 98.627 Data time: 0.1100, Forward time: 0.7711, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.2349 [2020-10-18 19:17:23,142][root][INFO] - ===> Epoch[1125](5624/5): Loss -0.7141, Sem 0.0370, dir -0.9732, norm 0.2221, swav 0.0000 LR: 9.152e-02 Score 98.778 Data time: 0.0791, Forward time: 0.7711, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.1575 [2020-10-18 19:17:25,440][root][INFO] - ===> Epoch[1125](5625/5): Loss -0.6702, Sem 0.0584, dir -0.9692, norm 0.2406, swav 0.0000 LR: 9.152e-02 Score 98.268 Data time: 0.0792, Forward time: 0.7711, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.2089 [2020-10-18 19:17:27,793][root][INFO] - ===> Epoch[1126](5626/5): Loss -0.6768, Sem 0.0468, dir -0.9685, norm 0.2449, swav 0.0000 LR: 9.152e-02 Score 98.460 Data time: 0.0841, Forward time: 0.7711, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.2602 [2020-10-18 19:17:30,222][root][INFO] - ===> Epoch[1126](5627/5): Loss -0.6904, Sem 0.0456, dir -0.9683, norm 0.2323, swav 0.0000 LR: 9.152e-02 Score 98.489 Data time: 0.0933, Forward time: 0.7712, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.3174 [2020-10-18 19:17:32,274][root][INFO] - ===> Epoch[1126](5628/5): Loss -0.6895, Sem 0.0446, dir -0.9709, norm 0.2368, swav 0.0000 LR: 9.152e-02 Score 98.683 Data time: 0.0849, Forward time: 0.7712, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 1.9236 [2020-10-18 19:17:34,645][root][INFO] - ===> Epoch[1126](5629/5): Loss -0.6748, Sem 0.0476, dir -0.9685, norm 0.2460, swav 0.0000 LR: 9.152e-02 Score 98.430 Data time: 0.0783, Forward time: 0.7712, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.2699 [2020-10-18 19:17:36,946][root][INFO] - ===> Epoch[1126](5630/5): Loss -0.6480, Sem 0.0601, dir -0.9702, norm 0.2621, swav 0.0000 LR: 9.151e-02 Score 98.291 Data time: 0.0627, Forward time: 0.7712, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.1859 [2020-10-18 19:17:39,141][root][INFO] - ===> Epoch[1127](5631/5): Loss -0.6553, Sem 0.0582, dir -0.9667, norm 0.2532, swav 0.0000 LR: 9.151e-02 Score 98.109 Data time: 0.0864, Forward time: 0.7712, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.0979 [2020-10-18 19:17:41,338][root][INFO] - ===> Epoch[1127](5632/5): Loss -0.6681, Sem 0.0534, dir -0.9689, norm 0.2475, swav 0.0000 LR: 9.151e-02 Score 98.307 Data time: 0.0686, Forward time: 0.7712, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.0948 [2020-10-18 19:17:43,000][root][INFO] - ===> Epoch[1127](5633/5): Loss -0.6674, Sem 0.0585, dir -0.9672, norm 0.2412, swav 0.0000 LR: 9.151e-02 Score 98.007 Data time: 0.0707, Forward time: 0.7712, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 1.5724 [2020-10-18 19:17:45,351][root][INFO] - ===> Epoch[1127](5634/5): Loss -0.6806, Sem 0.0443, dir -0.9724, norm 0.2475, swav 0.0000 LR: 9.151e-02 Score 98.600 Data time: 0.0621, Forward time: 0.7711, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.2523 [2020-10-18 19:17:47,213][root][INFO] - ===> Epoch[1127](5635/5): Loss -0.6682, Sem 0.0514, dir -0.9691, norm 0.2495, swav 0.0000 LR: 9.151e-02 Score 98.288 Data time: 0.0794, Forward time: 0.7712, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 1.7688 [2020-10-18 19:17:49,236][root][INFO] - ===> Epoch[1128](5636/5): Loss -0.6595, Sem 0.0479, dir -0.9675, norm 0.2601, swav 0.0000 LR: 9.150e-02 Score 98.414 Data time: 0.0625, Forward time: 0.7711, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 1.8931 [2020-10-18 19:17:51,709][root][INFO] - ===> Epoch[1128](5637/5): Loss -0.6733, Sem 0.0496, dir -0.9649, norm 0.2419, swav 0.0000 LR: 9.150e-02 Score 98.358 Data time: 0.0739, Forward time: 0.7711, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 2.4053 [2020-10-18 19:17:53,900][root][INFO] - ===> Epoch[1128](5638/5): Loss -0.6729, Sem 0.0491, dir -0.9682, norm 0.2463, swav 0.0000 LR: 9.150e-02 Score 98.325 Data time: 0.0929, Forward time: 0.7712, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 2.0813 [2020-10-18 19:17:55,960][root][INFO] - ===> Epoch[1128](5639/5): Loss -0.6823, Sem 0.0505, dir -0.9683, norm 0.2355, swav 0.0000 LR: 9.150e-02 Score 98.401 Data time: 0.0637, Forward time: 0.7711, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 1.9496 [2020-10-18 19:17:58,198][root][INFO] - ===> Epoch[1128](5640/5): Loss -0.6671, Sem 0.0491, dir -0.9690, norm 0.2527, swav 0.0000 LR: 9.150e-02 Score 98.380 Data time: 0.0763, Forward time: 0.7711, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 2.1736 [2020-10-18 19:18:00,326][root][INFO] - ===> Epoch[1129](5641/5): Loss -0.6564, Sem 0.0451, dir -0.9688, norm 0.2672, swav 0.0000 LR: 9.150e-02 Score 98.534 Data time: 0.0778, Forward time: 0.7712, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 2.0225 [2020-10-18 19:18:02,386][root][INFO] - ===> Epoch[1129](5642/5): Loss -0.6925, Sem 0.0468, dir -0.9680, norm 0.2288, swav 0.0000 LR: 9.150e-02 Score 98.483 Data time: 0.3445, Forward time: 0.7711, Backward time: 1.1897, DDP time: 0.0030, Total iter time: 1.9628 [2020-10-18 19:18:04,639][root][INFO] - ===> Epoch[1129](5643/5): Loss -0.6566, Sem 0.0499, dir -0.9668, norm 0.2603, swav 0.0000 LR: 9.149e-02 Score 98.380 Data time: 0.0757, Forward time: 0.7712, Backward time: 1.1897, DDP time: 0.0030, Total iter time: 2.1797 [2020-10-18 19:18:06,469][root][INFO] - ===> Epoch[1129](5644/5): Loss -0.6958, Sem 0.0474, dir -0.9696, norm 0.2264, swav 0.0000 LR: 9.149e-02 Score 98.407 Data time: 0.0775, Forward time: 0.7712, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 1.7200 [2020-10-18 19:18:08,525][root][INFO] - ===> Epoch[1129](5645/5): Loss -0.6645, Sem 0.0463, dir -0.9658, norm 0.2550, swav 0.0000 LR: 9.149e-02 Score 98.489 Data time: 0.0737, Forward time: 0.7712, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 1.9605 [2020-10-18 19:18:11,029][root][INFO] - ===> Epoch[1130](5646/5): Loss -0.6566, Sem 0.0518, dir -0.9668, norm 0.2584, swav 0.0000 LR: 9.149e-02 Score 98.347 Data time: 0.0683, Forward time: 0.7712, Backward time: 1.1897, DDP time: 0.0030, Total iter time: 2.4084 [2020-10-18 19:18:13,179][root][INFO] - ===> Epoch[1130](5647/5): Loss -0.6891, Sem 0.0383, dir -0.9666, norm 0.2392, swav 0.0000 LR: 9.149e-02 Score 98.730 Data time: 0.0693, Forward time: 0.7712, Backward time: 1.1897, DDP time: 0.0030, Total iter time: 2.0463 [2020-10-18 19:18:15,302][root][INFO] - ===> Epoch[1130](5648/5): Loss -0.6893, Sem 0.0418, dir -0.9688, norm 0.2378, swav 0.0000 LR: 9.149e-02 Score 98.609 Data time: 0.1167, Forward time: 0.7712, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 2.0375 [2020-10-18 19:18:17,337][root][INFO] - ===> Epoch[1130](5649/5): Loss -0.6637, Sem 0.0458, dir -0.9652, norm 0.2556, swav 0.0000 LR: 9.149e-02 Score 98.496 Data time: 0.0855, Forward time: 0.7712, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 1.9164 [2020-10-18 19:18:20,156][root][INFO] - ===> Epoch[1130](5650/5): Loss -0.6939, Sem 0.0433, dir -0.9694, norm 0.2323, swav 0.0000 LR: 9.148e-02 Score 98.520 Data time: 0.1346, Forward time: 0.7713, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 2.7151 [2020-10-18 19:18:22,188][root][INFO] - ===> Epoch[1131](5651/5): Loss -0.6817, Sem 0.0444, dir -0.9654, norm 0.2393, swav 0.0000 LR: 9.148e-02 Score 98.485 Data time: 0.0849, Forward time: 0.7712, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 1.9223 [2020-10-18 19:18:24,390][root][INFO] - ===> Epoch[1131](5652/5): Loss -0.6858, Sem 0.0437, dir -0.9681, norm 0.2387, swav 0.0000 LR: 9.148e-02 Score 98.578 Data time: 0.0734, Forward time: 0.7712, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 2.1050 [2020-10-18 19:18:26,685][root][INFO] - ===> Epoch[1131](5653/5): Loss -0.7064, Sem 0.0449, dir -0.9721, norm 0.2208, swav 0.0000 LR: 9.148e-02 Score 98.561 Data time: 0.0773, Forward time: 0.7713, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 2.1727 [2020-10-18 19:18:28,659][root][INFO] - ===> Epoch[1131](5654/5): Loss -0.6772, Sem 0.0420, dir -0.9650, norm 0.2458, swav 0.0000 LR: 9.148e-02 Score 98.593 Data time: 0.0880, Forward time: 0.7713, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 1.8630 [2020-10-18 19:18:30,918][root][INFO] - ===> Epoch[1131](5655/5): Loss -0.6769, Sem 0.0427, dir -0.9700, norm 0.2504, swav 0.0000 LR: 9.148e-02 Score 98.617 Data time: 0.0812, Forward time: 0.7713, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 2.1644 [2020-10-18 19:18:32,993][root][INFO] - ===> Epoch[1132](5656/5): Loss -0.7014, Sem 0.0413, dir -0.9696, norm 0.2269, swav 0.0000 LR: 9.147e-02 Score 98.605 Data time: 0.0658, Forward time: 0.7713, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 1.9759 [2020-10-18 19:18:34,944][root][INFO] - ===> Epoch[1132](5657/5): Loss -0.6682, Sem 0.0451, dir -0.9632, norm 0.2500, swav 0.0000 LR: 9.147e-02 Score 98.505 Data time: 0.0837, Forward time: 0.7713, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 1.8500 [2020-10-18 19:18:36,939][root][INFO] - ===> Epoch[1132](5658/5): Loss -0.6837, Sem 0.0451, dir -0.9699, norm 0.2411, swav 0.0000 LR: 9.147e-02 Score 98.532 Data time: 0.0828, Forward time: 0.7713, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 1.8807 [2020-10-18 19:18:39,053][root][INFO] - ===> Epoch[1132](5659/5): Loss -0.7053, Sem 0.0392, dir -0.9702, norm 0.2257, swav 0.0000 LR: 9.147e-02 Score 98.677 Data time: 0.0487, Forward time: 0.7713, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 2.0094 [2020-10-18 19:18:41,486][root][INFO] - ===> Epoch[1132](5660/5): Loss -0.7002, Sem 0.0360, dir -0.9717, norm 0.2355, swav 0.0000 LR: 9.147e-02 Score 98.829 Data time: 0.0580, Forward time: 0.7712, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 2.3255 [2020-10-18 19:18:43,771][root][INFO] - ===> Epoch[1133](5661/5): Loss -0.6887, Sem 0.0426, dir -0.9681, norm 0.2368, swav 0.0000 LR: 9.147e-02 Score 98.576 Data time: 0.0675, Forward time: 0.7712, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 2.1948 [2020-10-18 19:18:46,209][root][INFO] - ===> Epoch[1133](5662/5): Loss -0.6925, Sem 0.0416, dir -0.9699, norm 0.2358, swav 0.0000 LR: 9.147e-02 Score 98.643 Data time: 0.0806, Forward time: 0.7712, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 2.3400 [2020-10-18 19:18:48,155][root][INFO] - ===> Epoch[1133](5663/5): Loss -0.6434, Sem 0.0484, dir -0.9640, norm 0.2722, swav 0.0000 LR: 9.146e-02 Score 98.416 Data time: 0.0782, Forward time: 0.7712, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 1.8312 [2020-10-18 19:18:50,324][root][INFO] - ===> Epoch[1133](5664/5): Loss -0.6897, Sem 0.0430, dir -0.9703, norm 0.2376, swav 0.0000 LR: 9.146e-02 Score 98.618 Data time: 0.0846, Forward time: 0.7712, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 2.0818 [2020-10-18 19:18:52,454][root][INFO] - ===> Epoch[1133](5665/5): Loss -0.7063, Sem 0.0410, dir -0.9735, norm 0.2262, swav 0.0000 LR: 9.146e-02 Score 98.649 Data time: 0.0876, Forward time: 0.7712, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 2.0050 [2020-10-18 19:18:55,146][root][INFO] - ===> Epoch[1134](5666/5): Loss -0.6752, Sem 0.0443, dir -0.9657, norm 0.2462, swav 0.0000 LR: 9.146e-02 Score 98.515 Data time: 0.1049, Forward time: 0.7713, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 2.6057 [2020-10-18 19:18:57,261][root][INFO] - ===> Epoch[1134](5667/5): Loss -0.6778, Sem 0.0461, dir -0.9678, norm 0.2438, swav 0.0000 LR: 9.146e-02 Score 98.518 Data time: 0.0599, Forward time: 0.7712, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 1.9988 [2020-10-18 19:18:59,478][root][INFO] - ===> Epoch[1134](5668/5): Loss -0.6806, Sem 0.0451, dir -0.9669, norm 0.2412, swav 0.0000 LR: 9.146e-02 Score 98.526 Data time: 0.0591, Forward time: 0.7712, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 2.1091 [2020-10-18 19:19:01,989][root][INFO] - ===> Epoch[1134](5669/5): Loss -0.7040, Sem 0.0357, dir -0.9729, norm 0.2332, swav 0.0000 LR: 9.146e-02 Score 98.828 Data time: 0.0589, Forward time: 0.7712, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 2.4304 [2020-10-18 19:19:04,318][root][INFO] - ===> Epoch[1134](5670/5): Loss -0.7071, Sem 0.0442, dir -0.9707, norm 0.2194, swav 0.0000 LR: 9.145e-02 Score 98.504 Data time: 0.0559, Forward time: 0.7711, Backward time: 1.1897, DDP time: 0.0030, Total iter time: 2.2406 [2020-10-18 19:19:06,569][root][INFO] - ===> Epoch[1135](5671/5): Loss -0.6683, Sem 0.0515, dir -0.9643, norm 0.2446, swav 0.0000 LR: 9.145e-02 Score 98.376 Data time: 0.0872, Forward time: 0.7712, Backward time: 1.1897, DDP time: 0.0030, Total iter time: 2.1819 [2020-10-18 19:19:08,515][root][INFO] - ===> Epoch[1135](5672/5): Loss -0.6869, Sem 0.0451, dir -0.9678, norm 0.2359, swav 0.0000 LR: 9.145e-02 Score 98.552 Data time: 0.1041, Forward time: 0.7711, Backward time: 1.1897, DDP time: 0.0030, Total iter time: 1.8371 [2020-10-18 19:19:10,501][root][INFO] - ===> Epoch[1135](5673/5): Loss -0.6853, Sem 0.0462, dir -0.9685, norm 0.2370, swav 0.0000 LR: 9.145e-02 Score 98.488 Data time: 0.0876, Forward time: 0.7712, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 1.8994 [2020-10-18 19:19:12,926][root][INFO] - ===> Epoch[1135](5674/5): Loss -0.7062, Sem 0.0438, dir -0.9705, norm 0.2205, swav 0.0000 LR: 9.145e-02 Score 98.594 Data time: 0.0635, Forward time: 0.7712, Backward time: 1.1897, DDP time: 0.0030, Total iter time: 2.3211 [2020-10-18 19:19:15,285][root][INFO] - ===> Epoch[1135](5675/5): Loss -0.7104, Sem 0.0383, dir -0.9707, norm 0.2221, swav 0.0000 LR: 9.145e-02 Score 98.735 Data time: 0.0658, Forward time: 0.7711, Backward time: 1.1897, DDP time: 0.0030, Total iter time: 2.2703 [2020-10-18 19:19:17,902][root][INFO] - ===> Epoch[1136](5676/5): Loss -0.7054, Sem 0.0418, dir -0.9685, norm 0.2213, swav 0.0000 LR: 9.144e-02 Score 98.588 Data time: 0.1154, Forward time: 0.7712, Backward time: 1.1897, DDP time: 0.0030, Total iter time: 2.5138 [2020-10-18 19:19:20,166][root][INFO] - ===> Epoch[1136](5677/5): Loss -0.6908, Sem 0.0446, dir -0.9709, norm 0.2355, swav 0.0000 LR: 9.144e-02 Score 98.534 Data time: 0.0616, Forward time: 0.7712, Backward time: 1.1897, DDP time: 0.0030, Total iter time: 2.1540 [2020-10-18 19:19:22,113][root][INFO] - ===> Epoch[1136](5678/5): Loss -0.7114, Sem 0.0426, dir -0.9704, norm 0.2164, swav 0.0000 LR: 9.144e-02 Score 98.604 Data time: 0.1340, Forward time: 0.7712, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 1.8421 [2020-10-18 19:19:24,257][root][INFO] - ===> Epoch[1136](5679/5): Loss -0.6781, Sem 0.0450, dir -0.9668, norm 0.2437, swav 0.0000 LR: 9.144e-02 Score 98.520 Data time: 0.1553, Forward time: 0.7712, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 2.0503 [2020-10-18 19:19:26,506][root][INFO] - ===> Epoch[1136](5680/5): Loss -0.7052, Sem 0.0412, dir -0.9714, norm 0.2250, swav 0.0000 LR: 9.144e-02 Score 98.609 Data time: 0.0920, Forward time: 0.7713, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 2.1079 [2020-10-18 19:19:28,726][root][INFO] - ===> Epoch[1137](5681/5): Loss -0.6801, Sem 0.0432, dir -0.9679, norm 0.2447, swav 0.0000 LR: 9.144e-02 Score 98.571 Data time: 0.1564, Forward time: 0.7713, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 2.1085 [2020-10-18 19:19:31,023][root][INFO] - ===> Epoch[1137](5682/5): Loss -0.6786, Sem 0.0508, dir -0.9655, norm 0.2361, swav 0.0000 LR: 9.144e-02 Score 98.354 Data time: 0.0920, Forward time: 0.7713, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 2.2006 [2020-10-18 19:19:33,898][root][INFO] - ===> Epoch[1137](5683/5): Loss -0.7071, Sem 0.0424, dir -0.9711, norm 0.2216, swav 0.0000 LR: 9.143e-02 Score 98.602 Data time: 0.1581, Forward time: 0.7714, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 2.7937 [2020-10-18 19:19:36,182][root][INFO] - ===> Epoch[1137](5684/5): Loss -0.7141, Sem 0.0400, dir -0.9700, norm 0.2160, swav 0.0000 LR: 9.143e-02 Score 98.699 Data time: 0.0759, Forward time: 0.7714, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 2.1795 [2020-10-18 19:19:38,352][root][INFO] - ===> Epoch[1137](5685/5): Loss -0.6799, Sem 0.0467, dir -0.9690, norm 0.2423, swav 0.0000 LR: 9.143e-02 Score 98.424 Data time: 0.0685, Forward time: 0.7714, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 2.0709 [2020-10-18 19:19:40,619][root][INFO] - ===> Epoch[1138](5686/5): Loss -0.6982, Sem 0.0387, dir -0.9707, norm 0.2339, swav 0.0000 LR: 9.143e-02 Score 98.707 Data time: 0.2205, Forward time: 0.7714, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 2.1543 [2020-10-18 19:19:42,858][root][INFO] - ===> Epoch[1138](5687/5): Loss -0.6960, Sem 0.0479, dir -0.9696, norm 0.2257, swav 0.0000 LR: 9.143e-02 Score 98.461 Data time: 0.0977, Forward time: 0.7715, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 2.1127 [2020-10-18 19:19:45,005][root][INFO] - ===> Epoch[1138](5688/5): Loss -0.6782, Sem 0.0444, dir -0.9676, norm 0.2449, swav 0.0000 LR: 9.143e-02 Score 98.516 Data time: 0.0635, Forward time: 0.7715, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 2.0575 [2020-10-18 19:19:46,990][root][INFO] - ===> Epoch[1138](5689/5): Loss -0.7044, Sem 0.0380, dir -0.9714, norm 0.2291, swav 0.0000 LR: 9.142e-02 Score 98.751 Data time: 0.0803, Forward time: 0.7715, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 1.8914 [2020-10-18 19:19:49,559][root][INFO] - ===> Epoch[1138](5690/5): Loss -0.7116, Sem 0.0393, dir -0.9709, norm 0.2200, swav 0.0000 LR: 9.142e-02 Score 98.703 Data time: 0.0638, Forward time: 0.7715, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 2.4682 [2020-10-18 19:19:51,856][root][INFO] - ===> Epoch[1139](5691/5): Loss -0.6675, Sem 0.0411, dir -0.9692, norm 0.2606, swav 0.0000 LR: 9.142e-02 Score 98.645 Data time: 0.0868, Forward time: 0.7715, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 2.2139 [2020-10-18 19:19:54,183][root][INFO] - ===> Epoch[1139](5692/5): Loss -0.7250, Sem 0.0395, dir -0.9717, norm 0.2071, swav 0.0000 LR: 9.142e-02 Score 98.679 Data time: 0.0411, Forward time: 0.7715, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 2.2101 [2020-10-18 19:19:56,415][root][INFO] - ===> Epoch[1139](5693/5): Loss -0.6901, Sem 0.0427, dir -0.9661, norm 0.2333, swav 0.0000 LR: 9.142e-02 Score 98.567 Data time: 0.0871, Forward time: 0.7715, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 2.1830 [2020-10-18 19:19:58,371][root][INFO] - ===> Epoch[1139](5694/5): Loss -0.7047, Sem 0.0420, dir -0.9692, norm 0.2226, swav 0.0000 LR: 9.142e-02 Score 98.599 Data time: 0.0846, Forward time: 0.7715, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 1.8554 [2020-10-18 19:20:00,569][root][INFO] - ===> Epoch[1139](5695/5): Loss -0.7009, Sem 0.0428, dir -0.9680, norm 0.2243, swav 0.0000 LR: 9.142e-02 Score 98.603 Data time: 0.0751, Forward time: 0.7715, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 2.1156 [2020-10-18 19:20:03,085][root][INFO] - ===> Epoch[1140](5696/5): Loss -0.7085, Sem 0.0415, dir -0.9716, norm 0.2215, swav 0.0000 LR: 9.141e-02 Score 98.657 Data time: 0.0736, Forward time: 0.7715, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 2.4243 [2020-10-18 19:20:05,003][root][INFO] - ===> Epoch[1140](5697/5): Loss -0.6831, Sem 0.0554, dir -0.9691, norm 0.2306, swav 0.0000 LR: 9.141e-02 Score 98.381 Data time: 0.0720, Forward time: 0.7716, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 1.8425 [2020-10-18 19:20:07,104][root][INFO] - ===> Epoch[1140](5698/5): Loss -0.7150, Sem 0.0465, dir -0.9727, norm 0.2112, swav 0.0000 LR: 9.141e-02 Score 98.571 Data time: 0.0824, Forward time: 0.7716, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 1.9899 [2020-10-18 19:20:09,345][root][INFO] - ===> Epoch[1140](5699/5): Loss -0.6836, Sem 0.0466, dir -0.9689, norm 0.2388, swav 0.0000 LR: 9.141e-02 Score 98.505 Data time: 0.0704, Forward time: 0.7716, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.1496 [2020-10-18 19:20:11,369][root][INFO] - ===> Epoch[1140](5700/5): Loss -0.6923, Sem 0.0467, dir -0.9717, norm 0.2327, swav 0.0000 LR: 9.141e-02 Score 98.561 Data time: 0.0584, Forward time: 0.7715, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 1.9118 [2020-10-18 19:20:12,362][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 19:20:14,363][root][INFO] - ===> Epoch[1141](5701/5): Loss -0.6715, Sem 0.0459, dir -0.9663, norm 0.2489, swav 0.0000 LR: 9.141e-02 Score 98.465 Data time: 0.0853, Forward time: 0.7715, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 1.7888 [2020-10-18 19:20:16,421][root][INFO] - ===> Epoch[1141](5702/5): Loss -0.7177, Sem 0.0405, dir -0.9735, norm 0.2154, swav 0.0000 LR: 9.141e-02 Score 98.660 Data time: 0.0577, Forward time: 0.7715, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 1.9356 [2020-10-18 19:20:18,451][root][INFO] - ===> Epoch[1141](5703/5): Loss -0.7016, Sem 0.0416, dir -0.9714, norm 0.2282, swav 0.0000 LR: 9.140e-02 Score 98.662 Data time: 0.0634, Forward time: 0.7715, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 1.9689 [2020-10-18 19:20:20,857][root][INFO] - ===> Epoch[1141](5704/5): Loss -0.6911, Sem 0.0436, dir -0.9684, norm 0.2337, swav 0.0000 LR: 9.140e-02 Score 98.556 Data time: 0.0595, Forward time: 0.7715, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.3159 [2020-10-18 19:20:22,971][root][INFO] - ===> Epoch[1141](5705/5): Loss -0.6863, Sem 0.0431, dir -0.9701, norm 0.2407, swav 0.0000 LR: 9.140e-02 Score 98.590 Data time: 0.0758, Forward time: 0.7715, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.0099 [2020-10-18 19:20:24,806][root][INFO] - ===> Epoch[1142](5706/5): Loss -0.7077, Sem 0.0445, dir -0.9706, norm 0.2184, swav 0.0000 LR: 9.140e-02 Score 98.543 Data time: 0.0692, Forward time: 0.7714, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 1.7312 [2020-10-18 19:20:27,083][root][INFO] - ===> Epoch[1142](5707/5): Loss -0.6633, Sem 0.0461, dir -0.9685, norm 0.2591, swav 0.0000 LR: 9.140e-02 Score 98.544 Data time: 0.1312, Forward time: 0.7714, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.1752 [2020-10-18 19:20:29,067][root][INFO] - ===> Epoch[1142](5708/5): Loss -0.7014, Sem 0.0421, dir -0.9688, norm 0.2254, swav 0.0000 LR: 9.140e-02 Score 98.596 Data time: 0.0863, Forward time: 0.7714, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 1.8779 [2020-10-18 19:20:31,235][root][INFO] - ===> Epoch[1142](5709/5): Loss -0.6605, Sem 0.0431, dir -0.9673, norm 0.2638, swav 0.0000 LR: 9.139e-02 Score 98.557 Data time: 0.0710, Forward time: 0.7714, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.0472 [2020-10-18 19:20:33,077][root][INFO] - ===> Epoch[1142](5710/5): Loss -0.7060, Sem 0.0471, dir -0.9696, norm 0.2165, swav 0.0000 LR: 9.139e-02 Score 98.530 Data time: 0.0719, Forward time: 0.7714, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 1.7202 [2020-10-18 19:20:35,428][root][INFO] - ===> Epoch[1143](5711/5): Loss -0.6728, Sem 0.0435, dir -0.9703, norm 0.2541, swav 0.0000 LR: 9.139e-02 Score 98.541 Data time: 0.1450, Forward time: 0.7715, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.2714 [2020-10-18 19:20:37,575][root][INFO] - ===> Epoch[1143](5712/5): Loss -0.6981, Sem 0.0446, dir -0.9695, norm 0.2268, swav 0.0000 LR: 9.139e-02 Score 98.532 Data time: 0.0779, Forward time: 0.7715, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.0192 [2020-10-18 19:20:39,755][root][INFO] - ===> Epoch[1143](5713/5): Loss -0.6881, Sem 0.0399, dir -0.9698, norm 0.2418, swav 0.0000 LR: 9.139e-02 Score 98.656 Data time: 0.1013, Forward time: 0.7715, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.0965 [2020-10-18 19:20:41,619][root][INFO] - ===> Epoch[1143](5714/5): Loss -0.6678, Sem 0.0553, dir -0.9643, norm 0.2411, swav 0.0000 LR: 9.139e-02 Score 98.311 Data time: 0.0576, Forward time: 0.7715, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.7548 [2020-10-18 19:20:44,193][root][INFO] - ===> Epoch[1143](5715/5): Loss -0.6945, Sem 0.0376, dir -0.9696, norm 0.2374, swav 0.0000 LR: 9.139e-02 Score 98.767 Data time: 0.0968, Forward time: 0.7715, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.4754 [2020-10-18 19:20:46,237][root][INFO] - ===> Epoch[1144](5716/5): Loss -0.7021, Sem 0.0421, dir -0.9715, norm 0.2274, swav 0.0000 LR: 9.138e-02 Score 98.608 Data time: 0.0952, Forward time: 0.7715, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.9237 [2020-10-18 19:20:48,371][root][INFO] - ===> Epoch[1144](5717/5): Loss -0.6558, Sem 0.0456, dir -0.9667, norm 0.2653, swav 0.0000 LR: 9.138e-02 Score 98.524 Data time: 0.0648, Forward time: 0.7715, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.0456 [2020-10-18 19:20:50,868][root][INFO] - ===> Epoch[1144](5718/5): Loss -0.6738, Sem 0.0440, dir -0.9688, norm 0.2511, swav 0.0000 LR: 9.138e-02 Score 98.509 Data time: 0.0628, Forward time: 0.7715, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.4064 [2020-10-18 19:20:52,915][root][INFO] - ===> Epoch[1144](5719/5): Loss -0.6761, Sem 0.0406, dir -0.9697, norm 0.2530, swav 0.0000 LR: 9.138e-02 Score 98.694 Data time: 0.0806, Forward time: 0.7715, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.9694 [2020-10-18 19:20:54,941][root][INFO] - ===> Epoch[1144](5720/5): Loss -0.7030, Sem 0.0385, dir -0.9724, norm 0.2308, swav 0.0000 LR: 9.138e-02 Score 98.716 Data time: 0.0848, Forward time: 0.7715, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.9166 [2020-10-18 19:20:57,024][root][INFO] - ===> Epoch[1145](5721/5): Loss -0.6851, Sem 0.0366, dir -0.9708, norm 0.2491, swav 0.0000 LR: 9.138e-02 Score 98.782 Data time: 0.0664, Forward time: 0.7715, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.9820 [2020-10-18 19:20:59,412][root][INFO] - ===> Epoch[1145](5722/5): Loss -0.6703, Sem 0.0435, dir -0.9697, norm 0.2559, swav 0.0000 LR: 9.137e-02 Score 98.599 Data time: 0.0680, Forward time: 0.7715, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.2722 [2020-10-18 19:21:01,518][root][INFO] - ===> Epoch[1145](5723/5): Loss -0.6848, Sem 0.0393, dir -0.9678, norm 0.2437, swav 0.0000 LR: 9.137e-02 Score 98.682 Data time: 0.0687, Forward time: 0.7715, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.0145 [2020-10-18 19:21:03,567][root][INFO] - ===> Epoch[1145](5724/5): Loss -0.6824, Sem 0.0428, dir -0.9699, norm 0.2447, swav 0.0000 LR: 9.137e-02 Score 98.565 Data time: 0.0461, Forward time: 0.7714, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.9055 [2020-10-18 19:21:05,798][root][INFO] - ===> Epoch[1145](5725/5): Loss -0.6986, Sem 0.0374, dir -0.9724, norm 0.2364, swav 0.0000 LR: 9.137e-02 Score 98.755 Data time: 0.0456, Forward time: 0.7714, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.1519 [2020-10-18 19:21:08,310][root][INFO] - ===> Epoch[1146](5726/5): Loss -0.6806, Sem 0.0376, dir -0.9711, norm 0.2528, swav 0.0000 LR: 9.137e-02 Score 98.786 Data time: 0.0683, Forward time: 0.7714, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.4563 [2020-10-18 19:21:10,463][root][INFO] - ===> Epoch[1146](5727/5): Loss -0.6703, Sem 0.0469, dir -0.9698, norm 0.2526, swav 0.0000 LR: 9.137e-02 Score 98.503 Data time: 0.0797, Forward time: 0.7714, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.0378 [2020-10-18 19:21:12,473][root][INFO] - ===> Epoch[1146](5728/5): Loss -0.7114, Sem 0.0398, dir -0.9703, norm 0.2192, swav 0.0000 LR: 9.137e-02 Score 98.650 Data time: 0.0594, Forward time: 0.7714, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 1.9056 [2020-10-18 19:21:14,771][root][INFO] - ===> Epoch[1146](5729/5): Loss -0.6838, Sem 0.0370, dir -0.9709, norm 0.2501, swav 0.0000 LR: 9.136e-02 Score 98.800 Data time: 0.0791, Forward time: 0.7714, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.2136 [2020-10-18 19:21:16,799][root][INFO] - ===> Epoch[1146](5730/5): Loss -0.6916, Sem 0.0363, dir -0.9713, norm 0.2433, swav 0.0000 LR: 9.136e-02 Score 98.830 Data time: 0.0652, Forward time: 0.7714, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.9261 [2020-10-18 19:21:19,159][root][INFO] - ===> Epoch[1147](5731/5): Loss -0.6675, Sem 0.0439, dir -0.9705, norm 0.2591, swav 0.0000 LR: 9.136e-02 Score 98.559 Data time: 0.0812, Forward time: 0.7714, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.2644 [2020-10-18 19:21:21,270][root][INFO] - ===> Epoch[1147](5732/5): Loss -0.6880, Sem 0.0397, dir -0.9685, norm 0.2408, swav 0.0000 LR: 9.136e-02 Score 98.712 Data time: 0.0754, Forward time: 0.7714, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.0022 [2020-10-18 19:21:23,360][root][INFO] - ===> Epoch[1147](5733/5): Loss -0.7022, Sem 0.0403, dir -0.9691, norm 0.2266, swav 0.0000 LR: 9.136e-02 Score 98.636 Data time: 0.2071, Forward time: 0.7714, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.9970 [2020-10-18 19:21:25,481][root][INFO] - ===> Epoch[1147](5734/5): Loss -0.6290, Sem 0.0446, dir -0.9649, norm 0.2912, swav 0.0000 LR: 9.136e-02 Score 98.566 Data time: 0.0861, Forward time: 0.7714, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.0094 [2020-10-18 19:21:27,485][root][INFO] - ===> Epoch[1147](5735/5): Loss -0.7127, Sem 0.0360, dir -0.9712, norm 0.2224, swav 0.0000 LR: 9.136e-02 Score 98.807 Data time: 0.0577, Forward time: 0.7714, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.8935 [2020-10-18 19:21:29,506][root][INFO] - ===> Epoch[1148](5736/5): Loss -0.6868, Sem 0.0372, dir -0.9709, norm 0.2469, swav 0.0000 LR: 9.135e-02 Score 98.744 Data time: 0.0603, Forward time: 0.7713, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.9206 [2020-10-18 19:21:32,147][root][INFO] - ===> Epoch[1148](5737/5): Loss -0.7029, Sem 0.0417, dir -0.9714, norm 0.2267, swav 0.0000 LR: 9.135e-02 Score 98.644 Data time: 0.1306, Forward time: 0.7713, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.5965 [2020-10-18 19:21:34,242][root][INFO] - ===> Epoch[1148](5738/5): Loss -0.6544, Sem 0.0481, dir -0.9634, norm 0.2608, swav 0.0000 LR: 9.135e-02 Score 98.416 Data time: 0.0865, Forward time: 0.7714, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.9957 [2020-10-18 19:21:36,536][root][INFO] - ===> Epoch[1148](5739/5): Loss -0.6796, Sem 0.0430, dir -0.9697, norm 0.2470, swav 0.0000 LR: 9.135e-02 Score 98.591 Data time: 0.1090, Forward time: 0.7713, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.1779 [2020-10-18 19:21:38,592][root][INFO] - ===> Epoch[1148](5740/5): Loss -0.6876, Sem 0.0380, dir -0.9696, norm 0.2440, swav 0.0000 LR: 9.135e-02 Score 98.772 Data time: 0.0873, Forward time: 0.7714, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.9677 [2020-10-18 19:21:40,679][root][INFO] - ===> Epoch[1149](5741/5): Loss -0.7006, Sem 0.0377, dir -0.9702, norm 0.2319, swav 0.0000 LR: 9.135e-02 Score 98.734 Data time: 0.0810, Forward time: 0.7714, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.9787 [2020-10-18 19:21:43,076][root][INFO] - ===> Epoch[1149](5742/5): Loss -0.6719, Sem 0.0422, dir -0.9681, norm 0.2539, swav 0.0000 LR: 9.134e-02 Score 98.578 Data time: 0.0841, Forward time: 0.7714, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.3039 [2020-10-18 19:21:45,489][root][INFO] - ===> Epoch[1149](5743/5): Loss -0.6841, Sem 0.0390, dir -0.9700, norm 0.2469, swav 0.0000 LR: 9.134e-02 Score 98.713 Data time: 0.0831, Forward time: 0.7714, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.3065 [2020-10-18 19:21:47,779][root][INFO] - ===> Epoch[1149](5744/5): Loss -0.7213, Sem 0.0367, dir -0.9715, norm 0.2135, swav 0.0000 LR: 9.134e-02 Score 98.786 Data time: 0.0657, Forward time: 0.7714, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.1574 [2020-10-18 19:21:49,787][root][INFO] - ===> Epoch[1149](5745/5): Loss -0.7156, Sem 0.0331, dir -0.9723, norm 0.2236, swav 0.0000 LR: 9.134e-02 Score 98.894 Data time: 0.0685, Forward time: 0.7714, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.9101 [2020-10-18 19:21:51,866][root][INFO] - ===> Epoch[1150](5746/5): Loss -0.6877, Sem 0.0403, dir -0.9670, norm 0.2391, swav 0.0000 LR: 9.134e-02 Score 98.649 Data time: 0.0619, Forward time: 0.7713, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.9741 [2020-10-18 19:21:53,923][root][INFO] - ===> Epoch[1150](5747/5): Loss -0.6816, Sem 0.0434, dir -0.9692, norm 0.2441, swav 0.0000 LR: 9.134e-02 Score 98.548 Data time: 0.0723, Forward time: 0.7713, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.9813 [2020-10-18 19:21:56,228][root][INFO] - ===> Epoch[1150](5748/5): Loss -0.7193, Sem 0.0393, dir -0.9698, norm 0.2112, swav 0.0000 LR: 9.134e-02 Score 98.716 Data time: 0.0849, Forward time: 0.7714, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.1883 [2020-10-18 19:21:58,338][root][INFO] - ===> Epoch[1150](5749/5): Loss -0.6703, Sem 0.0383, dir -0.9703, norm 0.2616, swav 0.0000 LR: 9.133e-02 Score 98.715 Data time: 0.0906, Forward time: 0.7714, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.9932 [2020-10-18 19:22:00,857][root][INFO] - ===> Epoch[1150](5750/5): Loss -0.7076, Sem 0.0358, dir -0.9735, norm 0.2301, swav 0.0000 LR: 9.133e-02 Score 98.862 Data time: 0.0740, Forward time: 0.7714, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.3995 [2020-10-18 19:22:03,218][root][INFO] - ===> Epoch[1151](5751/5): Loss -0.6974, Sem 0.0361, dir -0.9722, norm 0.2388, swav 0.0000 LR: 9.133e-02 Score 98.801 Data time: 0.0633, Forward time: 0.7714, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.2762 [2020-10-18 19:22:05,167][root][INFO] - ===> Epoch[1151](5752/5): Loss -0.7108, Sem 0.0396, dir -0.9718, norm 0.2215, swav 0.0000 LR: 9.133e-02 Score 98.730 Data time: 0.0835, Forward time: 0.7714, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.8826 [2020-10-18 19:22:07,351][root][INFO] - ===> Epoch[1151](5753/5): Loss -0.7038, Sem 0.0358, dir -0.9695, norm 0.2299, swav 0.0000 LR: 9.133e-02 Score 98.818 Data time: 0.0981, Forward time: 0.7714, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.0747 [2020-10-18 19:22:09,877][root][INFO] - ===> Epoch[1151](5754/5): Loss -0.6743, Sem 0.0377, dir -0.9714, norm 0.2594, swav 0.0000 LR: 9.133e-02 Score 98.769 Data time: 0.0668, Forward time: 0.7714, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.4120 [2020-10-18 19:22:11,987][root][INFO] - ===> Epoch[1151](5755/5): Loss -0.7113, Sem 0.0374, dir -0.9716, norm 0.2229, swav 0.0000 LR: 9.132e-02 Score 98.735 Data time: 0.0630, Forward time: 0.7714, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.0016 [2020-10-18 19:22:14,176][root][INFO] - ===> Epoch[1152](5756/5): Loss -0.6935, Sem 0.0392, dir -0.9710, norm 0.2383, swav 0.0000 LR: 9.132e-02 Score 98.728 Data time: 0.0581, Forward time: 0.7713, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.0804 [2020-10-18 19:22:17,196][root][INFO] - ===> Epoch[1152](5757/5): Loss -0.6904, Sem 0.0448, dir -0.9700, norm 0.2349, swav 0.0000 LR: 9.132e-02 Score 98.509 Data time: 0.0609, Forward time: 0.7713, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.9370 [2020-10-18 19:22:19,552][root][INFO] - ===> Epoch[1152](5758/5): Loss -0.7061, Sem 0.0379, dir -0.9706, norm 0.2266, swav 0.0000 LR: 9.132e-02 Score 98.746 Data time: 0.0676, Forward time: 0.7713, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.2472 [2020-10-18 19:22:21,774][root][INFO] - ===> Epoch[1152](5759/5): Loss -0.7128, Sem 0.0380, dir -0.9706, norm 0.2197, swav 0.0000 LR: 9.132e-02 Score 98.702 Data time: 0.0595, Forward time: 0.7712, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.0956 [2020-10-18 19:22:23,807][root][INFO] - ===> Epoch[1152](5760/5): Loss -0.7076, Sem 0.0399, dir -0.9718, norm 0.2243, swav 0.0000 LR: 9.132e-02 Score 98.650 Data time: 0.0693, Forward time: 0.7712, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 1.9527 [2020-10-18 19:22:26,102][root][INFO] - ===> Epoch[1153](5761/5): Loss -0.6937, Sem 0.0355, dir -0.9726, norm 0.2434, swav 0.0000 LR: 9.132e-02 Score 98.820 Data time: 0.0731, Forward time: 0.7712, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.1951 [2020-10-18 19:22:28,265][root][INFO] - ===> Epoch[1153](5762/5): Loss -0.7100, Sem 0.0381, dir -0.9712, norm 0.2231, swav 0.0000 LR: 9.131e-02 Score 98.725 Data time: 0.0659, Forward time: 0.7712, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.0411 [2020-10-18 19:22:30,568][root][INFO] - ===> Epoch[1153](5763/5): Loss -0.6734, Sem 0.0390, dir -0.9689, norm 0.2565, swav 0.0000 LR: 9.131e-02 Score 98.707 Data time: 0.0927, Forward time: 0.7712, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.2134 [2020-10-18 19:22:32,905][root][INFO] - ===> Epoch[1153](5764/5): Loss -0.7035, Sem 0.0412, dir -0.9684, norm 0.2236, swav 0.0000 LR: 9.131e-02 Score 98.589 Data time: 0.0850, Forward time: 0.7712, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.2258 [2020-10-18 19:22:35,255][root][INFO] - ===> Epoch[1153](5765/5): Loss -0.6891, Sem 0.0371, dir -0.9715, norm 0.2454, swav 0.0000 LR: 9.131e-02 Score 98.795 Data time: 0.0936, Forward time: 0.7713, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.2593 [2020-10-18 19:22:37,190][root][INFO] - ===> Epoch[1154](5766/5): Loss -0.7006, Sem 0.0347, dir -0.9703, norm 0.2349, swav 0.0000 LR: 9.131e-02 Score 98.828 Data time: 0.0842, Forward time: 0.7713, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 1.8068 [2020-10-18 19:22:39,153][root][INFO] - ===> Epoch[1154](5767/5): Loss -0.6906, Sem 0.0369, dir -0.9712, norm 0.2437, swav 0.0000 LR: 9.131e-02 Score 98.798 Data time: 0.0673, Forward time: 0.7713, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 1.8586 [2020-10-18 19:22:41,708][root][INFO] - ===> Epoch[1154](5768/5): Loss -0.6774, Sem 0.0338, dir -0.9716, norm 0.2604, swav 0.0000 LR: 9.131e-02 Score 98.907 Data time: 0.0608, Forward time: 0.7713, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.4524 [2020-10-18 19:22:43,856][root][INFO] - ===> Epoch[1154](5769/5): Loss -0.7114, Sem 0.0363, dir -0.9710, norm 0.2233, swav 0.0000 LR: 9.130e-02 Score 98.784 Data time: 0.0624, Forward time: 0.7712, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.0470 [2020-10-18 19:22:45,857][root][INFO] - ===> Epoch[1154](5770/5): Loss -0.7064, Sem 0.0340, dir -0.9707, norm 0.2303, swav 0.0000 LR: 9.130e-02 Score 98.835 Data time: 0.0660, Forward time: 0.7712, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 1.8932 [2020-10-18 19:22:47,939][root][INFO] - ===> Epoch[1155](5771/5): Loss -0.6973, Sem 0.0383, dir -0.9692, norm 0.2336, swav 0.0000 LR: 9.130e-02 Score 98.729 Data time: 0.0521, Forward time: 0.7712, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 1.9947 [2020-10-18 19:22:50,697][root][INFO] - ===> Epoch[1155](5772/5): Loss -0.6815, Sem 0.0470, dir -0.9686, norm 0.2402, swav 0.0000 LR: 9.130e-02 Score 98.539 Data time: 0.0346, Forward time: 0.7711, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 2.6704 [2020-10-18 19:22:53,356][root][INFO] - ===> Epoch[1155](5773/5): Loss -0.6879, Sem 0.0356, dir -0.9702, norm 0.2467, swav 0.0000 LR: 9.130e-02 Score 98.865 Data time: 0.0741, Forward time: 0.7711, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 2.5817 [2020-10-18 19:22:55,304][root][INFO] - ===> Epoch[1155](5774/5): Loss -0.6886, Sem 0.0345, dir -0.9715, norm 0.2484, swav 0.0000 LR: 9.130e-02 Score 98.879 Data time: 0.0775, Forward time: 0.7711, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 1.8587 [2020-10-18 19:22:57,380][root][INFO] - ===> Epoch[1155](5775/5): Loss -0.7100, Sem 0.0401, dir -0.9692, norm 0.2192, swav 0.0000 LR: 9.129e-02 Score 98.627 Data time: 0.0629, Forward time: 0.7711, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 1.9648 [2020-10-18 19:22:59,517][root][INFO] - ===> Epoch[1156](5776/5): Loss -0.7179, Sem 0.0401, dir -0.9709, norm 0.2129, swav 0.0000 LR: 9.129e-02 Score 98.679 Data time: 0.0708, Forward time: 0.7711, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 2.0342 [2020-10-18 19:23:01,991][root][INFO] - ===> Epoch[1156](5777/5): Loss -0.6897, Sem 0.0365, dir -0.9705, norm 0.2443, swav 0.0000 LR: 9.129e-02 Score 98.827 Data time: 0.0501, Forward time: 0.7711, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 2.3690 [2020-10-18 19:23:04,753][root][INFO] - ===> Epoch[1156](5778/5): Loss -0.7097, Sem 0.0355, dir -0.9724, norm 0.2273, swav 0.0000 LR: 9.129e-02 Score 98.835 Data time: 0.0974, Forward time: 0.7711, Backward time: 1.1897, DDP time: 0.0030, Total iter time: 2.6802 [2020-10-18 19:23:06,729][root][INFO] - ===> Epoch[1156](5779/5): Loss -0.7213, Sem 0.0373, dir -0.9705, norm 0.2119, swav 0.0000 LR: 9.129e-02 Score 98.757 Data time: 0.0840, Forward time: 0.7711, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 1.8570 [2020-10-18 19:23:09,003][root][INFO] - ===> Epoch[1156](5780/5): Loss -0.7025, Sem 0.0384, dir -0.9716, norm 0.2306, swav 0.0000 LR: 9.129e-02 Score 98.743 Data time: 0.0688, Forward time: 0.7711, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 2.1922 [2020-10-18 19:23:11,278][root][INFO] - ===> Epoch[1157](5781/5): Loss -0.7258, Sem 0.0355, dir -0.9711, norm 0.2098, swav 0.0000 LR: 9.129e-02 Score 98.804 Data time: 0.0527, Forward time: 0.7711, Backward time: 1.1897, DDP time: 0.0030, Total iter time: 2.1638 [2020-10-18 19:23:13,403][root][INFO] - ===> Epoch[1157](5782/5): Loss -0.7150, Sem 0.0413, dir -0.9723, norm 0.2160, swav 0.0000 LR: 9.128e-02 Score 98.670 Data time: 0.0492, Forward time: 0.7710, Backward time: 1.1897, DDP time: 0.0030, Total iter time: 2.0530 [2020-10-18 19:23:15,919][root][INFO] - ===> Epoch[1157](5783/5): Loss -0.6932, Sem 0.0387, dir -0.9712, norm 0.2394, swav 0.0000 LR: 9.128e-02 Score 98.743 Data time: 0.0584, Forward time: 0.7710, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 2.4577 [2020-10-18 19:23:18,465][root][INFO] - ===> Epoch[1157](5784/5): Loss -0.7127, Sem 0.0359, dir -0.9715, norm 0.2228, swav 0.0000 LR: 9.128e-02 Score 98.774 Data time: 0.0642, Forward time: 0.7710, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 2.4462 [2020-10-18 19:23:20,723][root][INFO] - ===> Epoch[1157](5785/5): Loss -0.7065, Sem 0.0392, dir -0.9718, norm 0.2261, swav 0.0000 LR: 9.128e-02 Score 98.703 Data time: 0.0864, Forward time: 0.7710, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 2.1544 [2020-10-18 19:23:22,933][root][INFO] - ===> Epoch[1158](5786/5): Loss -0.7097, Sem 0.0397, dir -0.9727, norm 0.2233, swav 0.0000 LR: 9.128e-02 Score 98.696 Data time: 0.0761, Forward time: 0.7710, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 2.1056 [2020-10-18 19:23:25,555][root][INFO] - ===> Epoch[1158](5787/5): Loss -0.7096, Sem 0.0359, dir -0.9713, norm 0.2258, swav 0.0000 LR: 9.128e-02 Score 98.809 Data time: 0.0838, Forward time: 0.7711, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.5348 [2020-10-18 19:23:27,569][root][INFO] - ===> Epoch[1158](5788/5): Loss -0.7035, Sem 0.0374, dir -0.9698, norm 0.2289, swav 0.0000 LR: 9.127e-02 Score 98.784 Data time: 0.0682, Forward time: 0.7710, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 1.8994 [2020-10-18 19:23:29,660][root][INFO] - ===> Epoch[1158](5789/5): Loss -0.7306, Sem 0.0388, dir -0.9731, norm 0.2037, swav 0.0000 LR: 9.127e-02 Score 98.735 Data time: 0.0494, Forward time: 0.7710, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.0132 [2020-10-18 19:23:31,600][root][INFO] - ===> Epoch[1158](5790/5): Loss -0.7267, Sem 0.0390, dir -0.9728, norm 0.2071, swav 0.0000 LR: 9.127e-02 Score 98.737 Data time: 0.1131, Forward time: 0.7710, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 1.9140 [2020-10-18 19:23:33,673][root][INFO] - ===> Epoch[1159](5791/5): Loss -0.7091, Sem 0.0406, dir -0.9690, norm 0.2193, swav 0.0000 LR: 9.127e-02 Score 98.663 Data time: 0.1022, Forward time: 0.7710, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 1.9662 [2020-10-18 19:23:36,410][root][INFO] - ===> Epoch[1159](5792/5): Loss -0.6878, Sem 0.0399, dir -0.9686, norm 0.2409, swav 0.0000 LR: 9.127e-02 Score 98.708 Data time: 0.0551, Forward time: 0.7710, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.6403 [2020-10-18 19:23:38,516][root][INFO] - ===> Epoch[1159](5793/5): Loss -0.7073, Sem 0.0372, dir -0.9718, norm 0.2273, swav 0.0000 LR: 9.127e-02 Score 98.762 Data time: 0.0761, Forward time: 0.7710, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.0412 [2020-10-18 19:23:40,748][root][INFO] - ===> Epoch[1159](5794/5): Loss -0.7029, Sem 0.0364, dir -0.9721, norm 0.2328, swav 0.0000 LR: 9.127e-02 Score 98.793 Data time: 0.0907, Forward time: 0.7710, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.1267 [2020-10-18 19:23:43,401][root][INFO] - ===> Epoch[1159](5795/5): Loss -0.7130, Sem 0.0373, dir -0.9716, norm 0.2213, swav 0.0000 LR: 9.126e-02 Score 98.786 Data time: 0.0798, Forward time: 0.7710, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.5487 [2020-10-18 19:23:45,268][root][INFO] - ===> Epoch[1160](5796/5): Loss -0.7058, Sem 0.0338, dir -0.9726, norm 0.2331, swav 0.0000 LR: 9.126e-02 Score 98.886 Data time: 0.0697, Forward time: 0.7710, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 1.7717 [2020-10-18 19:23:47,497][root][INFO] - ===> Epoch[1160](5797/5): Loss -0.6894, Sem 0.0378, dir -0.9691, norm 0.2419, swav 0.0000 LR: 9.126e-02 Score 98.772 Data time: 0.0605, Forward time: 0.7710, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.1376 [2020-10-18 19:23:49,600][root][INFO] - ===> Epoch[1160](5798/5): Loss -0.7000, Sem 0.0388, dir -0.9694, norm 0.2306, swav 0.0000 LR: 9.126e-02 Score 98.719 Data time: 0.0569, Forward time: 0.7709, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.0154 [2020-10-18 19:23:51,386][root][INFO] - ===> Epoch[1160](5799/5): Loss -0.6993, Sem 0.0342, dir -0.9713, norm 0.2377, swav 0.0000 LR: 9.126e-02 Score 98.873 Data time: 0.0705, Forward time: 0.7710, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 1.7163 [2020-10-18 19:23:53,516][root][INFO] - ===> Epoch[1160](5800/5): Loss -0.7203, Sem 0.0341, dir -0.9721, norm 0.2177, swav 0.0000 LR: 9.126e-02 Score 98.862 Data time: 0.0924, Forward time: 0.7710, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 2.0150 [2020-10-18 19:23:54,744][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 19:23:54,936][root][INFO] - ===> Start testing [2020-10-18 19:24:32,614][root][INFO] - 68/68: Data time: 0.0025, Iter time: 0.1372 Loss 0.459 (AVG: 0.482) Score 91.511 (AVG: 90.114) mIOU 68.045 mAP 83.240 mAcc 74.664 IOU: 60.888 0.000 77.588 73.665 94.625 91.606 26.009 72.500 98.012 64.352 81.561 85.698 58.078 mAP: 82.214 7.865 93.739 89.141 98.919 98.610 53.929 93.943 99.823 81.968 94.164 95.155 92.656 mAcc: 77.759 0.000 84.292 84.360 96.138 96.917 27.689 89.518 99.114 69.939 88.040 95.482 61.385 [2020-10-18 19:24:32,616][root][INFO] - Finished test. Elapsed time: 37.6771 [2020-10-18 19:24:35,564][root][INFO] - [2020-10-18 19:24:35,564][root][INFO] - ################################################################ [2020-10-18 19:24:35,564][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 19:24:35,564][root][INFO] - ################################################################ [2020-10-18 19:24:35,564][root][INFO] - clutter : nan nan nan [2020-10-18 19:24:35,564][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 19:24:35,564][root][INFO] - board : 0.742 0.805 0.898 [2020-10-18 19:24:35,564][root][INFO] - bookcase : 0.243 0.363 0.536 [2020-10-18 19:24:35,564][root][INFO] - ceiling : 0.595 0.634 0.749 [2020-10-18 19:24:35,564][root][INFO] - chair : 0.807 0.894 0.914 [2020-10-18 19:24:35,564][root][INFO] - column : 0.122 0.207 0.333 [2020-10-18 19:24:35,564][root][INFO] - door : 0.719 0.909 0.944 [2020-10-18 19:24:35,564][root][INFO] - floor : 0.957 0.974 0.990 [2020-10-18 19:24:35,564][root][INFO] - sofa : 0.373 0.531 0.636 [2020-10-18 19:24:35,564][root][INFO] - table : 0.150 0.327 0.671 [2020-10-18 19:24:35,564][root][INFO] - wall : 0.457 0.683 0.780 [2020-10-18 19:24:35,564][root][INFO] - window : 0.522 0.750 0.785 [2020-10-18 19:24:35,565][root][INFO] - ---------------------------------------------------------------- [2020-10-18 19:24:35,565][root][INFO] - average : 0.474 0.590 0.686 [2020-10-18 19:24:35,565][root][INFO] - [2020-10-18 19:24:35,716][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 19:24:35,717][root][INFO] - Current best mIoU: 69.164 at iter 3800 [2020-10-18 19:24:37,061][root][INFO] - ===> Epoch[1161](5801/5): Loss -0.6872, Sem 0.0403, dir -0.9709, norm 0.2434, swav 0.0000 LR: 9.126e-02 Score 98.732 Data time: 0.0451, Forward time: 0.7709, Backward time: 1.1897, DDP time: 0.0030, Total iter time: 1.3397 [2020-10-18 19:24:39,435][root][INFO] - ===> Epoch[1161](5802/5): Loss -0.6755, Sem 0.0455, dir -0.9699, norm 0.2489, swav 0.0000 LR: 9.125e-02 Score 98.575 Data time: 0.0761, Forward time: 0.7709, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 2.2975 [2020-10-18 19:24:41,609][root][INFO] - ===> Epoch[1161](5803/5): Loss -0.7070, Sem 0.0361, dir -0.9707, norm 0.2276, swav 0.0000 LR: 9.125e-02 Score 98.793 Data time: 0.0599, Forward time: 0.7709, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 2.0991 [2020-10-18 19:24:43,627][root][INFO] - ===> Epoch[1161](5804/5): Loss -0.6863, Sem 0.0338, dir -0.9729, norm 0.2528, swav 0.0000 LR: 9.125e-02 Score 98.896 Data time: 0.0649, Forward time: 0.7709, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 1.9369 [2020-10-18 19:24:45,774][root][INFO] - ===> Epoch[1161](5805/5): Loss -0.7119, Sem 0.0391, dir -0.9698, norm 0.2188, swav 0.0000 LR: 9.125e-02 Score 98.711 Data time: 0.1051, Forward time: 0.7709, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 2.0577 [2020-10-18 19:24:48,185][root][INFO] - ===> Epoch[1162](5806/5): Loss -0.7081, Sem 0.0346, dir -0.9717, norm 0.2290, swav 0.0000 LR: 9.125e-02 Score 98.850 Data time: 0.1070, Forward time: 0.7710, Backward time: 1.1897, DDP time: 0.0030, Total iter time: 2.3286 [2020-10-18 19:24:50,405][root][INFO] - ===> Epoch[1162](5807/5): Loss -0.7219, Sem 0.0390, dir -0.9723, norm 0.2115, swav 0.0000 LR: 9.125e-02 Score 98.705 Data time: 0.0541, Forward time: 0.7709, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 2.1060 [2020-10-18 19:24:52,597][root][INFO] - ===> Epoch[1162](5808/5): Loss -0.6709, Sem 0.0438, dir -0.9681, norm 0.2535, swav 0.0000 LR: 9.124e-02 Score 98.546 Data time: 0.0611, Forward time: 0.7709, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 2.1047 [2020-10-18 19:24:54,792][root][INFO] - ===> Epoch[1162](5809/5): Loss -0.7048, Sem 0.0342, dir -0.9734, norm 0.2344, swav 0.0000 LR: 9.124e-02 Score 98.868 Data time: 0.0828, Forward time: 0.7709, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 2.1157 [2020-10-18 19:24:57,145][root][INFO] - ===> Epoch[1162](5810/5): Loss -0.6990, Sem 0.0329, dir -0.9742, norm 0.2423, swav 0.0000 LR: 9.124e-02 Score 98.899 Data time: 0.0636, Forward time: 0.7709, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 2.2379 [2020-10-18 19:24:59,571][root][INFO] - ===> Epoch[1163](5811/5): Loss -0.6978, Sem 0.0410, dir -0.9665, norm 0.2277, swav 0.0000 LR: 9.124e-02 Score 98.644 Data time: 0.0513, Forward time: 0.7709, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.3276 [2020-10-18 19:25:01,991][root][INFO] - ===> Epoch[1163](5812/5): Loss -0.6915, Sem 0.0346, dir -0.9724, norm 0.2462, swav 0.0000 LR: 9.124e-02 Score 98.842 Data time: 0.0664, Forward time: 0.7709, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.3468 [2020-10-18 19:25:04,054][root][INFO] - ===> Epoch[1163](5813/5): Loss -0.6960, Sem 0.0435, dir -0.9694, norm 0.2299, swav 0.0000 LR: 9.124e-02 Score 98.581 Data time: 0.0680, Forward time: 0.7708, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 1.9627 [2020-10-18 19:25:06,033][root][INFO] - ===> Epoch[1163](5814/5): Loss -0.6900, Sem 0.0394, dir -0.9711, norm 0.2417, swav 0.0000 LR: 9.124e-02 Score 98.665 Data time: 0.0536, Forward time: 0.7708, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 1.8759 [2020-10-18 19:25:08,318][root][INFO] - ===> Epoch[1163](5815/5): Loss -0.7028, Sem 0.0350, dir -0.9699, norm 0.2322, swav 0.0000 LR: 9.123e-02 Score 98.848 Data time: 0.0547, Forward time: 0.7708, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.1848 [2020-10-18 19:25:10,513][root][INFO] - ===> Epoch[1164](5816/5): Loss -0.6621, Sem 0.0401, dir -0.9676, norm 0.2653, swav 0.0000 LR: 9.123e-02 Score 98.665 Data time: 0.0569, Forward time: 0.7707, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 2.1182 [2020-10-18 19:25:13,108][root][INFO] - ===> Epoch[1164](5817/5): Loss -0.6856, Sem 0.0370, dir -0.9712, norm 0.2486, swav 0.0000 LR: 9.123e-02 Score 98.789 Data time: 0.0697, Forward time: 0.7707, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 2.4877 [2020-10-18 19:25:15,384][root][INFO] - ===> Epoch[1164](5818/5): Loss -0.6951, Sem 0.0359, dir -0.9701, norm 0.2391, swav 0.0000 LR: 9.123e-02 Score 98.788 Data time: 0.0469, Forward time: 0.7707, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.1592 [2020-10-18 19:25:17,317][root][INFO] - ===> Epoch[1164](5819/5): Loss -0.7203, Sem 0.0380, dir -0.9703, norm 0.2120, swav 0.0000 LR: 9.123e-02 Score 98.697 Data time: 0.0739, Forward time: 0.7707, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 1.8749 [2020-10-18 19:25:19,580][root][INFO] - ===> Epoch[1164](5820/5): Loss -0.6661, Sem 0.0419, dir -0.9661, norm 0.2581, swav 0.0000 LR: 9.123e-02 Score 98.628 Data time: 0.0602, Forward time: 0.7707, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.1596 [2020-10-18 19:25:21,747][root][INFO] - ===> Epoch[1165](5821/5): Loss -0.6887, Sem 0.0449, dir -0.9714, norm 0.2378, swav 0.0000 LR: 9.122e-02 Score 98.646 Data time: 0.0861, Forward time: 0.7707, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 2.0596 [2020-10-18 19:25:23,859][root][INFO] - ===> Epoch[1165](5822/5): Loss -0.7034, Sem 0.0416, dir -0.9691, norm 0.2241, swav 0.0000 LR: 9.122e-02 Score 98.609 Data time: 0.0665, Forward time: 0.7707, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 2.0129 [2020-10-18 19:25:26,093][root][INFO] - ===> Epoch[1165](5823/5): Loss -0.6646, Sem 0.0403, dir -0.9695, norm 0.2645, swav 0.0000 LR: 9.122e-02 Score 98.675 Data time: 0.1985, Forward time: 0.7707, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 2.1359 [2020-10-18 19:25:28,298][root][INFO] - ===> Epoch[1165](5824/5): Loss -0.6968, Sem 0.0365, dir -0.9710, norm 0.2378, swav 0.0000 LR: 9.122e-02 Score 98.771 Data time: 0.0925, Forward time: 0.7707, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 2.0990 [2020-10-18 19:25:30,275][root][INFO] - ===> Epoch[1165](5825/5): Loss -0.6988, Sem 0.0347, dir -0.9713, norm 0.2378, swav 0.0000 LR: 9.122e-02 Score 98.843 Data time: 0.1163, Forward time: 0.7707, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 1.8611 [2020-10-18 19:25:32,738][root][INFO] - ===> Epoch[1166](5826/5): Loss -0.6696, Sem 0.0453, dir -0.9689, norm 0.2540, swav 0.0000 LR: 9.122e-02 Score 98.605 Data time: 0.0934, Forward time: 0.7707, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 2.3663 [2020-10-18 19:25:34,749][root][INFO] - ===> Epoch[1166](5827/5): Loss -0.7021, Sem 0.0376, dir -0.9700, norm 0.2302, swav 0.0000 LR: 9.122e-02 Score 98.785 Data time: 0.0941, Forward time: 0.7707, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 1.9155 [2020-10-18 19:25:37,061][root][INFO] - ===> Epoch[1166](5828/5): Loss -0.7010, Sem 0.0391, dir -0.9701, norm 0.2300, swav 0.0000 LR: 9.121e-02 Score 98.683 Data time: 0.0978, Forward time: 0.7707, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.2023 [2020-10-18 19:25:39,342][root][INFO] - ===> Epoch[1166](5829/5): Loss -0.6851, Sem 0.0397, dir -0.9720, norm 0.2471, swav 0.0000 LR: 9.121e-02 Score 98.712 Data time: 0.0467, Forward time: 0.7707, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 2.1733 [2020-10-18 19:25:41,777][root][INFO] - ===> Epoch[1166](5830/5): Loss -0.6708, Sem 0.0393, dir -0.9680, norm 0.2580, swav 0.0000 LR: 9.121e-02 Score 98.712 Data time: 0.0605, Forward time: 0.7707, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 2.3857 [2020-10-18 19:25:43,895][root][INFO] - ===> Epoch[1167](5831/5): Loss -0.6981, Sem 0.0370, dir -0.9722, norm 0.2371, swav 0.0000 LR: 9.121e-02 Score 98.776 Data time: 0.0797, Forward time: 0.7707, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 2.0322 [2020-10-18 19:25:46,104][root][INFO] - ===> Epoch[1167](5832/5): Loss -0.6900, Sem 0.0397, dir -0.9694, norm 0.2396, swav 0.0000 LR: 9.121e-02 Score 98.705 Data time: 0.0833, Forward time: 0.7707, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 2.0975 [2020-10-18 19:25:48,257][root][INFO] - ===> Epoch[1167](5833/5): Loss -0.7203, Sem 0.0427, dir -0.9742, norm 0.2112, swav 0.0000 LR: 9.121e-02 Score 98.686 Data time: 0.0866, Forward time: 0.7707, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 2.0628 [2020-10-18 19:25:50,918][root][INFO] - ===> Epoch[1167](5834/5): Loss -0.6738, Sem 0.0466, dir -0.9678, norm 0.2474, swav 0.0000 LR: 9.121e-02 Score 98.638 Data time: 0.0710, Forward time: 0.7707, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 2.5593 [2020-10-18 19:25:53,163][root][INFO] - ===> Epoch[1167](5835/5): Loss -0.6711, Sem 0.0430, dir -0.9692, norm 0.2551, swav 0.0000 LR: 9.120e-02 Score 98.616 Data time: 0.0759, Forward time: 0.7708, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 2.1684 [2020-10-18 19:25:55,264][root][INFO] - ===> Epoch[1168](5836/5): Loss -0.7157, Sem 0.0404, dir -0.9709, norm 0.2148, swav 0.0000 LR: 9.120e-02 Score 98.642 Data time: 0.0584, Forward time: 0.7707, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 2.0067 [2020-10-18 19:25:57,157][root][INFO] - ===> Epoch[1168](5837/5): Loss -0.6719, Sem 0.0524, dir -0.9677, norm 0.2434, swav 0.0000 LR: 9.120e-02 Score 98.504 Data time: 0.0648, Forward time: 0.7707, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 1.8255 [2020-10-18 19:25:59,126][root][INFO] - ===> Epoch[1168](5838/5): Loss -0.7063, Sem 0.0426, dir -0.9718, norm 0.2229, swav 0.0000 LR: 9.120e-02 Score 98.624 Data time: 0.0608, Forward time: 0.7707, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 1.8565 [2020-10-18 19:26:01,152][root][INFO] - ===> Epoch[1168](5839/5): Loss -0.6935, Sem 0.0455, dir -0.9685, norm 0.2295, swav 0.0000 LR: 9.120e-02 Score 98.471 Data time: 0.0326, Forward time: 0.7706, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 1.9288 [2020-10-18 19:26:03,391][root][INFO] - ===> Epoch[1168](5840/5): Loss -0.6383, Sem 0.0699, dir -0.9655, norm 0.2572, swav 0.0000 LR: 9.120e-02 Score 98.051 Data time: 0.0512, Forward time: 0.7706, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 2.1996 [2020-10-18 19:26:05,459][root][INFO] - ===> Epoch[1169](5841/5): Loss -0.7033, Sem 0.0386, dir -0.9722, norm 0.2303, swav 0.0000 LR: 9.119e-02 Score 98.745 Data time: 0.0607, Forward time: 0.7706, Backward time: 1.1901, DDP time: 0.0030, Total iter time: 1.9777 [2020-10-18 19:26:07,498][root][INFO] - ===> Epoch[1169](5842/5): Loss -0.6766, Sem 0.0489, dir -0.9695, norm 0.2440, swav 0.0000 LR: 9.119e-02 Score 98.408 Data time: 0.0879, Forward time: 0.7706, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 1.9496 [2020-10-18 19:26:09,653][root][INFO] - ===> Epoch[1169](5843/5): Loss -0.6973, Sem 0.0429, dir -0.9710, norm 0.2307, swav 0.0000 LR: 9.119e-02 Score 98.569 Data time: 0.1924, Forward time: 0.7706, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 2.0460 [2020-10-18 19:26:11,813][root][INFO] - ===> Epoch[1169](5844/5): Loss -0.6943, Sem 0.0522, dir -0.9711, norm 0.2246, swav 0.0000 LR: 9.119e-02 Score 98.256 Data time: 0.0757, Forward time: 0.7706, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 2.0922 [2020-10-18 19:26:13,848][root][INFO] - ===> Epoch[1169](5845/5): Loss -0.6834, Sem 0.0505, dir -0.9672, norm 0.2334, swav 0.0000 LR: 9.119e-02 Score 98.322 Data time: 0.0656, Forward time: 0.7706, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 1.9313 [2020-10-18 19:26:15,847][root][INFO] - ===> Epoch[1170](5846/5): Loss -0.6973, Sem 0.0419, dir -0.9704, norm 0.2311, swav 0.0000 LR: 9.119e-02 Score 98.603 Data time: 0.0807, Forward time: 0.7706, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 1.8892 [2020-10-18 19:26:17,780][root][INFO] - ===> Epoch[1170](5847/5): Loss -0.7006, Sem 0.0398, dir -0.9724, norm 0.2321, swav 0.0000 LR: 9.119e-02 Score 98.726 Data time: 0.0595, Forward time: 0.7706, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 1.8139 [2020-10-18 19:26:19,636][root][INFO] - ===> Epoch[1170](5848/5): Loss -0.7109, Sem 0.0471, dir -0.9712, norm 0.2132, swav 0.0000 LR: 9.118e-02 Score 98.373 Data time: 0.0790, Forward time: 0.7706, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 1.7715 [2020-10-18 19:26:21,528][root][INFO] - ===> Epoch[1170](5849/5): Loss -0.6912, Sem 0.0406, dir -0.9700, norm 0.2382, swav 0.0000 LR: 9.118e-02 Score 98.688 Data time: 0.1050, Forward time: 0.7706, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 1.7923 [2020-10-18 19:26:24,966][root][INFO] - ===> Epoch[1170](5850/5): Loss -0.6880, Sem 0.0470, dir -0.9684, norm 0.2335, swav 0.0000 LR: 9.118e-02 Score 98.485 Data time: 0.1094, Forward time: 0.7706, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 3.3344 [2020-10-18 19:26:27,165][root][INFO] - ===> Epoch[1171](5851/5): Loss -0.6973, Sem 0.0466, dir -0.9698, norm 0.2259, swav 0.0000 LR: 9.118e-02 Score 98.491 Data time: 0.0612, Forward time: 0.7706, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.0655 [2020-10-18 19:26:29,399][root][INFO] - ===> Epoch[1171](5852/5): Loss -0.7060, Sem 0.0403, dir -0.9713, norm 0.2250, swav 0.0000 LR: 9.118e-02 Score 98.673 Data time: 0.0836, Forward time: 0.7706, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.1416 [2020-10-18 19:26:32,058][root][INFO] - ===> Epoch[1171](5853/5): Loss -0.6778, Sem 0.0455, dir -0.9689, norm 0.2456, swav 0.0000 LR: 9.118e-02 Score 98.471 Data time: 0.1094, Forward time: 0.7707, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.5593 [2020-10-18 19:26:34,308][root][INFO] - ===> Epoch[1171](5854/5): Loss -0.6879, Sem 0.0494, dir -0.9676, norm 0.2303, swav 0.0000 LR: 9.117e-02 Score 98.419 Data time: 0.0778, Forward time: 0.7707, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.1228 [2020-10-18 19:26:36,412][root][INFO] - ===> Epoch[1171](5855/5): Loss -0.7024, Sem 0.0441, dir -0.9726, norm 0.2261, swav 0.0000 LR: 9.117e-02 Score 98.554 Data time: 0.0745, Forward time: 0.7707, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 1.9891 [2020-10-18 19:26:38,589][root][INFO] - ===> Epoch[1172](5856/5): Loss -0.7110, Sem 0.0392, dir -0.9715, norm 0.2212, swav 0.0000 LR: 9.117e-02 Score 98.674 Data time: 0.0765, Forward time: 0.7707, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.0853 [2020-10-18 19:26:40,403][root][INFO] - ===> Epoch[1172](5857/5): Loss -0.6727, Sem 0.0480, dir -0.9687, norm 0.2480, swav 0.0000 LR: 9.117e-02 Score 98.442 Data time: 0.0603, Forward time: 0.7707, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 1.7067 [2020-10-18 19:26:43,346][root][INFO] - ===> Epoch[1172](5858/5): Loss -0.7029, Sem 0.0480, dir -0.9701, norm 0.2193, swav 0.0000 LR: 9.117e-02 Score 98.526 Data time: 0.0805, Forward time: 0.7707, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 2.8487 [2020-10-18 19:26:45,703][root][INFO] - ===> Epoch[1172](5859/5): Loss -0.6767, Sem 0.0434, dir -0.9669, norm 0.2469, swav 0.0000 LR: 9.117e-02 Score 98.591 Data time: 0.0732, Forward time: 0.7707, Backward time: 1.1900, DDP time: 0.0030, Total iter time: 2.1206 [2020-10-18 19:26:47,691][root][INFO] - ===> Epoch[1172](5860/5): Loss -0.7043, Sem 0.0414, dir -0.9711, norm 0.2254, swav 0.0000 LR: 9.117e-02 Score 98.655 Data time: 0.1009, Forward time: 0.7707, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 1.8621 [2020-10-18 19:26:49,707][root][INFO] - ===> Epoch[1173](5861/5): Loss -0.6848, Sem 0.0455, dir -0.9700, norm 0.2397, swav 0.0000 LR: 9.116e-02 Score 98.558 Data time: 0.1341, Forward time: 0.7707, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 1.8987 [2020-10-18 19:26:52,150][root][INFO] - ===> Epoch[1173](5862/5): Loss -0.7019, Sem 0.0387, dir -0.9705, norm 0.2299, swav 0.0000 LR: 9.116e-02 Score 98.709 Data time: 0.1159, Forward time: 0.7707, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.3330 [2020-10-18 19:26:54,204][root][INFO] - ===> Epoch[1173](5863/5): Loss -0.7050, Sem 0.0418, dir -0.9708, norm 0.2240, swav 0.0000 LR: 9.116e-02 Score 98.607 Data time: 0.0572, Forward time: 0.7707, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 1.9273 [2020-10-18 19:26:56,716][root][INFO] - ===> Epoch[1173](5864/5): Loss -0.6694, Sem 0.0421, dir -0.9698, norm 0.2583, swav 0.0000 LR: 9.116e-02 Score 98.637 Data time: 0.1103, Forward time: 0.7708, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 2.4154 [2020-10-18 19:26:59,577][root][INFO] - ===> Epoch[1173](5865/5): Loss -0.6996, Sem 0.0404, dir -0.9712, norm 0.2312, swav 0.0000 LR: 9.116e-02 Score 98.669 Data time: 0.0831, Forward time: 0.7708, Backward time: 1.1899, DDP time: 0.0030, Total iter time: 2.7034 [2020-10-18 19:27:01,223][root][INFO] - ===> Epoch[1174](5866/5): Loss -0.7182, Sem 0.0425, dir -0.9693, norm 0.2086, swav 0.0000 LR: 9.116e-02 Score 98.583 Data time: 0.0672, Forward time: 0.7708, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 1.5372 [2020-10-18 19:27:03,009][root][INFO] - ===> Epoch[1174](5867/5): Loss -0.6969, Sem 0.0381, dir -0.9727, norm 0.2377, swav 0.0000 LR: 9.115e-02 Score 98.771 Data time: 0.0587, Forward time: 0.7708, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 1.6903 [2020-10-18 19:27:05,290][root][INFO] - ===> Epoch[1174](5868/5): Loss -0.7016, Sem 0.0421, dir -0.9680, norm 0.2244, swav 0.0000 LR: 9.115e-02 Score 98.589 Data time: 0.2189, Forward time: 0.7708, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 2.1882 [2020-10-18 19:27:07,650][root][INFO] - ===> Epoch[1174](5869/5): Loss -0.6798, Sem 0.0425, dir -0.9694, norm 0.2470, swav 0.0000 LR: 9.115e-02 Score 98.607 Data time: 0.2605, Forward time: 0.7708, Backward time: 1.1898, DDP time: 0.0030, Total iter time: 2.2385 [2020-10-18 19:27:09,764][root][INFO] - ===> Epoch[1174](5870/5): Loss -0.7314, Sem 0.0372, dir -0.9741, norm 0.2055, swav 0.0000 LR: 9.115e-02 Score 98.757 Data time: 0.0838, Forward time: 0.7708, Backward time: 1.1897, DDP time: 0.0030, Total iter time: 1.9998 [2020-10-18 19:27:11,607][root][INFO] - ===> Epoch[1175](5871/5): Loss -0.6986, Sem 0.0376, dir -0.9724, norm 0.2363, swav 0.0000 LR: 9.115e-02 Score 98.768 Data time: 0.0586, Forward time: 0.7708, Backward time: 1.1897, DDP time: 0.0030, Total iter time: 1.7296 [2020-10-18 19:27:13,703][root][INFO] - ===> Epoch[1175](5872/5): Loss -0.7140, Sem 0.0372, dir -0.9711, norm 0.2199, swav 0.0000 LR: 9.115e-02 Score 98.774 Data time: 0.1095, Forward time: 0.7708, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 1.9832 [2020-10-18 19:27:15,792][root][INFO] - ===> Epoch[1175](5873/5): Loss -0.6760, Sem 0.0484, dir -0.9674, norm 0.2430, swav 0.0000 LR: 9.115e-02 Score 98.384 Data time: 0.0593, Forward time: 0.7708, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 1.9781 [2020-10-18 19:27:17,987][root][INFO] - ===> Epoch[1175](5874/5): Loss -0.7071, Sem 0.0363, dir -0.9715, norm 0.2281, swav 0.0000 LR: 9.114e-02 Score 98.788 Data time: 0.1211, Forward time: 0.7709, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 2.0942 [2020-10-18 19:27:20,231][root][INFO] - ===> Epoch[1175](5875/5): Loss -0.6705, Sem 0.0398, dir -0.9695, norm 0.2591, swav 0.0000 LR: 9.114e-02 Score 98.702 Data time: 0.0661, Forward time: 0.7709, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 2.1215 [2020-10-18 19:27:22,429][root][INFO] - ===> Epoch[1176](5876/5): Loss -0.7073, Sem 0.0374, dir -0.9719, norm 0.2271, swav 0.0000 LR: 9.114e-02 Score 98.775 Data time: 0.0766, Forward time: 0.7709, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 2.0953 [2020-10-18 19:27:24,297][root][INFO] - ===> Epoch[1176](5877/5): Loss -0.6992, Sem 0.0399, dir -0.9696, norm 0.2305, swav 0.0000 LR: 9.114e-02 Score 98.654 Data time: 0.0816, Forward time: 0.7709, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 1.7547 [2020-10-18 19:27:26,803][root][INFO] - ===> Epoch[1176](5878/5): Loss -0.6721, Sem 0.0432, dir -0.9708, norm 0.2555, swav 0.0000 LR: 9.114e-02 Score 98.602 Data time: 0.0681, Forward time: 0.7709, Backward time: 1.1896, DDP time: 0.0030, Total iter time: 2.4010 [2020-10-18 19:27:28,706][root][INFO] - ===> Epoch[1176](5879/5): Loss -0.7163, Sem 0.0375, dir -0.9717, norm 0.2178, swav 0.0000 LR: 9.114e-02 Score 98.756 Data time: 0.0700, Forward time: 0.7709, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 1.7848 [2020-10-18 19:27:31,032][root][INFO] - ===> Epoch[1176](5880/5): Loss -0.6827, Sem 0.0358, dir -0.9711, norm 0.2526, swav 0.0000 LR: 9.114e-02 Score 98.820 Data time: 0.0825, Forward time: 0.7709, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 2.2338 [2020-10-18 19:27:33,283][root][INFO] - ===> Epoch[1177](5881/5): Loss -0.7229, Sem 0.0348, dir -0.9725, norm 0.2148, swav 0.0000 LR: 9.113e-02 Score 98.867 Data time: 0.0641, Forward time: 0.7708, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 2.1405 [2020-10-18 19:27:35,334][root][INFO] - ===> Epoch[1177](5882/5): Loss -0.6854, Sem 0.0379, dir -0.9728, norm 0.2494, swav 0.0000 LR: 9.113e-02 Score 98.775 Data time: 0.0598, Forward time: 0.7708, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 1.9462 [2020-10-18 19:27:37,398][root][INFO] - ===> Epoch[1177](5883/5): Loss -0.7045, Sem 0.0347, dir -0.9719, norm 0.2327, swav 0.0000 LR: 9.113e-02 Score 98.831 Data time: 0.0921, Forward time: 0.7708, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 1.9799 [2020-10-18 19:27:39,689][root][INFO] - ===> Epoch[1177](5884/5): Loss -0.6852, Sem 0.0441, dir -0.9700, norm 0.2407, swav 0.0000 LR: 9.113e-02 Score 98.582 Data time: 0.0919, Forward time: 0.7708, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 2.1410 [2020-10-18 19:27:41,878][root][INFO] - ===> Epoch[1177](5885/5): Loss -0.6870, Sem 0.0393, dir -0.9693, norm 0.2431, swav 0.0000 LR: 9.113e-02 Score 98.693 Data time: 0.1428, Forward time: 0.7708, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 2.0629 [2020-10-18 19:27:44,229][root][INFO] - ===> Epoch[1178](5886/5): Loss -0.6673, Sem 0.0471, dir -0.9690, norm 0.2546, swav 0.0000 LR: 9.113e-02 Score 98.572 Data time: 0.1013, Forward time: 0.7709, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 2.2486 [2020-10-18 19:27:46,264][root][INFO] - ===> Epoch[1178](5887/5): Loss -0.6752, Sem 0.0407, dir -0.9683, norm 0.2524, swav 0.0000 LR: 9.112e-02 Score 98.627 Data time: 0.0832, Forward time: 0.7709, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 1.9219 [2020-10-18 19:27:47,924][root][INFO] - ===> Epoch[1178](5888/5): Loss -0.6898, Sem 0.0385, dir -0.9711, norm 0.2428, swav 0.0000 LR: 9.112e-02 Score 98.705 Data time: 0.0535, Forward time: 0.7709, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 1.5624 [2020-10-18 19:27:50,349][root][INFO] - ===> Epoch[1178](5889/5): Loss -0.6874, Sem 0.0369, dir -0.9706, norm 0.2463, swav 0.0000 LR: 9.112e-02 Score 98.761 Data time: 0.1004, Forward time: 0.7709, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.3292 [2020-10-18 19:27:52,353][root][INFO] - ===> Epoch[1178](5890/5): Loss -0.7063, Sem 0.0397, dir -0.9711, norm 0.2250, swav 0.0000 LR: 9.112e-02 Score 98.701 Data time: 0.1741, Forward time: 0.7709, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 1.8867 [2020-10-18 19:27:54,258][root][INFO] - ===> Epoch[1179](5891/5): Loss -0.7017, Sem 0.0374, dir -0.9695, norm 0.2304, swav 0.0000 LR: 9.112e-02 Score 98.775 Data time: 0.0658, Forward time: 0.7709, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 1.8051 [2020-10-18 19:27:56,513][root][INFO] - ===> Epoch[1179](5892/5): Loss -0.6908, Sem 0.0415, dir -0.9707, norm 0.2385, swav 0.0000 LR: 9.112e-02 Score 98.662 Data time: 0.2058, Forward time: 0.7709, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.1428 [2020-10-18 19:27:58,777][root][INFO] - ===> Epoch[1179](5893/5): Loss -0.6938, Sem 0.0389, dir -0.9705, norm 0.2379, swav 0.0000 LR: 9.112e-02 Score 98.716 Data time: 0.0876, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.1704 [2020-10-18 19:28:00,824][root][INFO] - ===> Epoch[1179](5894/5): Loss -0.6940, Sem 0.0397, dir -0.9711, norm 0.2374, swav 0.0000 LR: 9.111e-02 Score 98.694 Data time: 0.0858, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.9291 [2020-10-18 19:28:03,043][root][INFO] - ===> Epoch[1179](5895/5): Loss -0.7365, Sem 0.0364, dir -0.9725, norm 0.1996, swav 0.0000 LR: 9.111e-02 Score 98.780 Data time: 0.0732, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.1249 [2020-10-18 19:28:05,456][root][INFO] - ===> Epoch[1180](5896/5): Loss -0.7077, Sem 0.0321, dir -0.9735, norm 0.2337, swav 0.0000 LR: 9.111e-02 Score 98.950 Data time: 0.0838, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.3284 [2020-10-18 19:28:07,356][root][INFO] - ===> Epoch[1180](5897/5): Loss -0.7196, Sem 0.0366, dir -0.9731, norm 0.2169, swav 0.0000 LR: 9.111e-02 Score 98.789 Data time: 0.1007, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.7806 [2020-10-18 19:28:09,896][root][INFO] - ===> Epoch[1180](5898/5): Loss -0.6986, Sem 0.0408, dir -0.9701, norm 0.2307, swav 0.0000 LR: 9.111e-02 Score 98.653 Data time: 0.0557, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.4568 [2020-10-18 19:28:12,395][root][INFO] - ===> Epoch[1180](5899/5): Loss -0.7102, Sem 0.0313, dir -0.9727, norm 0.2312, swav 0.0000 LR: 9.111e-02 Score 98.957 Data time: 0.0611, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.4451 [2020-10-18 19:28:14,668][root][INFO] - ===> Epoch[1180](5900/5): Loss -0.7074, Sem 0.0401, dir -0.9705, norm 0.2230, swav 0.0000 LR: 9.110e-02 Score 98.681 Data time: 0.0803, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.1727 [2020-10-18 19:28:16,577][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 19:28:18,658][root][INFO] - ===> Epoch[1181](5901/5): Loss -0.6765, Sem 0.0380, dir -0.9676, norm 0.2530, swav 0.0000 LR: 9.110e-02 Score 98.761 Data time: 0.0706, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.8569 [2020-10-18 19:28:20,850][root][INFO] - ===> Epoch[1181](5902/5): Loss -0.7202, Sem 0.0369, dir -0.9737, norm 0.2166, swav 0.0000 LR: 9.110e-02 Score 98.769 Data time: 0.0898, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.1200 [2020-10-18 19:28:22,840][root][INFO] - ===> Epoch[1181](5903/5): Loss -0.7092, Sem 0.0341, dir -0.9724, norm 0.2291, swav 0.0000 LR: 9.110e-02 Score 98.873 Data time: 0.0836, Forward time: 0.7711, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.8465 [2020-10-18 19:28:25,115][root][INFO] - ===> Epoch[1181](5904/5): Loss -0.6943, Sem 0.0372, dir -0.9719, norm 0.2404, swav 0.0000 LR: 9.110e-02 Score 98.770 Data time: 0.0679, Forward time: 0.7711, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.1824 [2020-10-18 19:28:27,183][root][INFO] - ===> Epoch[1181](5905/5): Loss -0.7170, Sem 0.0365, dir -0.9743, norm 0.2208, swav 0.0000 LR: 9.110e-02 Score 98.820 Data time: 0.0961, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.9648 [2020-10-18 19:28:29,194][root][INFO] - ===> Epoch[1182](5906/5): Loss -0.6720, Sem 0.0414, dir -0.9668, norm 0.2535, swav 0.0000 LR: 9.110e-02 Score 98.626 Data time: 0.0776, Forward time: 0.7711, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.9120 [2020-10-18 19:28:31,400][root][INFO] - ===> Epoch[1182](5907/5): Loss -0.7175, Sem 0.0349, dir -0.9716, norm 0.2192, swav 0.0000 LR: 9.109e-02 Score 98.841 Data time: 0.0656, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.0858 [2020-10-18 19:28:34,137][root][INFO] - ===> Epoch[1182](5908/5): Loss -0.6948, Sem 0.0324, dir -0.9729, norm 0.2457, swav 0.0000 LR: 9.109e-02 Score 98.936 Data time: 0.0843, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.6511 [2020-10-18 19:28:36,337][root][INFO] - ===> Epoch[1182](5909/5): Loss -0.7196, Sem 0.0359, dir -0.9718, norm 0.2163, swav 0.0000 LR: 9.109e-02 Score 98.796 Data time: 0.0530, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.0881 [2020-10-18 19:28:38,760][root][INFO] - ===> Epoch[1182](5910/5): Loss -0.6950, Sem 0.0373, dir -0.9695, norm 0.2372, swav 0.0000 LR: 9.109e-02 Score 98.791 Data time: 0.0472, Forward time: 0.7709, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.3142 [2020-10-18 19:28:40,776][root][INFO] - ===> Epoch[1183](5911/5): Loss -0.7058, Sem 0.0398, dir -0.9710, norm 0.2254, swav 0.0000 LR: 9.109e-02 Score 98.675 Data time: 0.1850, Forward time: 0.7709, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 1.9553 [2020-10-18 19:28:43,646][root][INFO] - ===> Epoch[1183](5912/5): Loss -0.6961, Sem 0.0321, dir -0.9732, norm 0.2449, swav 0.0000 LR: 9.109e-02 Score 98.974 Data time: 0.3371, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.7676 [2020-10-18 19:28:45,785][root][INFO] - ===> Epoch[1183](5913/5): Loss -0.7032, Sem 0.0428, dir -0.9708, norm 0.2248, swav 0.0000 LR: 9.109e-02 Score 98.574 Data time: 0.0940, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.0110 [2020-10-18 19:28:48,189][root][INFO] - ===> Epoch[1183](5914/5): Loss -0.7142, Sem 0.0369, dir -0.9704, norm 0.2193, swav 0.0000 LR: 9.108e-02 Score 98.774 Data time: 0.0632, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.3142 [2020-10-18 19:28:50,048][root][INFO] - ===> Epoch[1183](5915/5): Loss -0.7303, Sem 0.0352, dir -0.9724, norm 0.2070, swav 0.0000 LR: 9.108e-02 Score 98.810 Data time: 0.0646, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.7859 [2020-10-18 19:28:52,863][root][INFO] - ===> Epoch[1184](5916/5): Loss -0.7134, Sem 0.0330, dir -0.9723, norm 0.2260, swav 0.0000 LR: 9.108e-02 Score 98.926 Data time: 0.0595, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.7255 [2020-10-18 19:28:55,167][root][INFO] - ===> Epoch[1184](5917/5): Loss -0.7091, Sem 0.0382, dir -0.9700, norm 0.2228, swav 0.0000 LR: 9.108e-02 Score 98.719 Data time: 0.0850, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.1953 [2020-10-18 19:28:56,892][root][INFO] - ===> Epoch[1184](5918/5): Loss -0.7020, Sem 0.0409, dir -0.9685, norm 0.2256, swav 0.0000 LR: 9.108e-02 Score 98.643 Data time: 0.0665, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 1.6171 [2020-10-18 19:28:59,338][root][INFO] - ===> Epoch[1184](5919/5): Loss -0.7210, Sem 0.0361, dir -0.9733, norm 0.2162, swav 0.0000 LR: 9.108e-02 Score 98.801 Data time: 0.0756, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.3677 [2020-10-18 19:29:01,620][root][INFO] - ===> Epoch[1184](5920/5): Loss -0.7029, Sem 0.0384, dir -0.9705, norm 0.2292, swav 0.0000 LR: 9.107e-02 Score 98.731 Data time: 0.0508, Forward time: 0.7710, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.1683 [2020-10-18 19:29:03,821][root][INFO] - ===> Epoch[1185](5921/5): Loss -0.7165, Sem 0.0310, dir -0.9734, norm 0.2259, swav 0.0000 LR: 9.107e-02 Score 98.982 Data time: 0.0670, Forward time: 0.7709, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.1224 [2020-10-18 19:29:05,947][root][INFO] - ===> Epoch[1185](5922/5): Loss -0.7309, Sem 0.0328, dir -0.9742, norm 0.2105, swav 0.0000 LR: 9.107e-02 Score 98.888 Data time: 0.0764, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.0249 [2020-10-18 19:29:08,004][root][INFO] - ===> Epoch[1185](5923/5): Loss -0.7211, Sem 0.0412, dir -0.9697, norm 0.2074, swav 0.0000 LR: 9.107e-02 Score 98.651 Data time: 0.0785, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 1.9355 [2020-10-18 19:29:10,297][root][INFO] - ===> Epoch[1185](5924/5): Loss -0.6959, Sem 0.0335, dir -0.9702, norm 0.2408, swav 0.0000 LR: 9.107e-02 Score 98.902 Data time: 0.0808, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.2089 [2020-10-18 19:29:12,106][root][INFO] - ===> Epoch[1185](5925/5): Loss -0.7162, Sem 0.0339, dir -0.9738, norm 0.2237, swav 0.0000 LR: 9.107e-02 Score 98.876 Data time: 0.0740, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.7175 [2020-10-18 19:29:14,034][root][INFO] - ===> Epoch[1186](5926/5): Loss -0.7179, Sem 0.0368, dir -0.9724, norm 0.2177, swav 0.0000 LR: 9.107e-02 Score 98.816 Data time: 0.0754, Forward time: 0.7709, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.8250 [2020-10-18 19:29:16,307][root][INFO] - ===> Epoch[1186](5927/5): Loss -0.7229, Sem 0.0329, dir -0.9730, norm 0.2172, swav 0.0000 LR: 9.106e-02 Score 98.887 Data time: 0.0686, Forward time: 0.7709, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.2008 [2020-10-18 19:29:18,669][root][INFO] - ===> Epoch[1186](5928/5): Loss -0.6876, Sem 0.0376, dir -0.9680, norm 0.2429, swav 0.0000 LR: 9.106e-02 Score 98.762 Data time: 0.0657, Forward time: 0.7709, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.2739 [2020-10-18 19:29:20,817][root][INFO] - ===> Epoch[1186](5929/5): Loss -0.7146, Sem 0.0346, dir -0.9734, norm 0.2242, swav 0.0000 LR: 9.106e-02 Score 98.852 Data time: 0.0817, Forward time: 0.7709, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.0485 [2020-10-18 19:29:22,931][root][INFO] - ===> Epoch[1186](5930/5): Loss -0.6825, Sem 0.0368, dir -0.9702, norm 0.2509, swav 0.0000 LR: 9.106e-02 Score 98.773 Data time: 0.0905, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.0019 [2020-10-18 19:29:25,294][root][INFO] - ===> Epoch[1187](5931/5): Loss -0.7084, Sem 0.0361, dir -0.9739, norm 0.2295, swav 0.0000 LR: 9.106e-02 Score 98.805 Data time: 0.0522, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.2378 [2020-10-18 19:29:28,047][root][INFO] - ===> Epoch[1187](5932/5): Loss -0.6857, Sem 0.0382, dir -0.9687, norm 0.2448, swav 0.0000 LR: 9.106e-02 Score 98.735 Data time: 0.1217, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.6407 [2020-10-18 19:29:30,232][root][INFO] - ===> Epoch[1187](5933/5): Loss -0.7189, Sem 0.0369, dir -0.9701, norm 0.2143, swav 0.0000 LR: 9.105e-02 Score 98.757 Data time: 0.0712, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.0751 [2020-10-18 19:29:32,255][root][INFO] - ===> Epoch[1187](5934/5): Loss -0.7121, Sem 0.0341, dir -0.9714, norm 0.2251, swav 0.0000 LR: 9.105e-02 Score 98.872 Data time: 0.0623, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 1.9167 [2020-10-18 19:29:34,719][root][INFO] - ===> Epoch[1187](5935/5): Loss -0.6776, Sem 0.0351, dir -0.9700, norm 0.2573, swav 0.0000 LR: 9.105e-02 Score 98.825 Data time: 0.0944, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.3554 [2020-10-18 19:29:36,515][root][INFO] - ===> Epoch[1188](5936/5): Loss -0.7189, Sem 0.0378, dir -0.9729, norm 0.2163, swav 0.0000 LR: 9.105e-02 Score 98.746 Data time: 0.0659, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.6874 [2020-10-18 19:29:38,653][root][INFO] - ===> Epoch[1188](5937/5): Loss -0.7023, Sem 0.0406, dir -0.9682, norm 0.2253, swav 0.0000 LR: 9.105e-02 Score 98.637 Data time: 0.0757, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.0566 [2020-10-18 19:29:41,294][root][INFO] - ===> Epoch[1188](5938/5): Loss -0.7138, Sem 0.0347, dir -0.9732, norm 0.2247, swav 0.0000 LR: 9.105e-02 Score 98.842 Data time: 0.0739, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.5334 [2020-10-18 19:29:43,812][root][INFO] - ===> Epoch[1188](5939/5): Loss -0.7151, Sem 0.0370, dir -0.9708, norm 0.2186, swav 0.0000 LR: 9.105e-02 Score 98.753 Data time: 0.0751, Forward time: 0.7710, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.3875 [2020-10-18 19:29:45,642][root][INFO] - ===> Epoch[1188](5940/5): Loss -0.7192, Sem 0.0358, dir -0.9743, norm 0.2194, swav 0.0000 LR: 9.104e-02 Score 98.862 Data time: 0.0581, Forward time: 0.7709, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 1.7232 [2020-10-18 19:29:47,563][root][INFO] - ===> Epoch[1189](5941/5): Loss -0.6979, Sem 0.0372, dir -0.9702, norm 0.2351, swav 0.0000 LR: 9.104e-02 Score 98.752 Data time: 0.0777, Forward time: 0.7709, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 1.8365 [2020-10-18 19:29:49,498][root][INFO] - ===> Epoch[1189](5942/5): Loss -0.7021, Sem 0.0377, dir -0.9732, norm 0.2335, swav 0.0000 LR: 9.104e-02 Score 98.758 Data time: 0.0838, Forward time: 0.7709, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.8382 [2020-10-18 19:29:51,763][root][INFO] - ===> Epoch[1189](5943/5): Loss -0.7196, Sem 0.0314, dir -0.9720, norm 0.2209, swav 0.0000 LR: 9.104e-02 Score 98.974 Data time: 0.1436, Forward time: 0.7709, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.1306 [2020-10-18 19:29:54,137][root][INFO] - ===> Epoch[1189](5944/5): Loss -0.6751, Sem 0.0432, dir -0.9694, norm 0.2511, swav 0.0000 LR: 9.104e-02 Score 98.610 Data time: 0.0864, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.2603 [2020-10-18 19:29:55,822][root][INFO] - ===> Epoch[1189](5945/5): Loss -0.7266, Sem 0.0371, dir -0.9711, norm 0.2074, swav 0.0000 LR: 9.104e-02 Score 98.779 Data time: 0.0730, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.5709 [2020-10-18 19:29:58,246][root][INFO] - ===> Epoch[1190](5946/5): Loss -0.6932, Sem 0.0432, dir -0.9697, norm 0.2334, swav 0.0000 LR: 9.104e-02 Score 98.601 Data time: 0.0757, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.3253 [2020-10-18 19:30:00,758][root][INFO] - ===> Epoch[1190](5947/5): Loss -0.7300, Sem 0.0355, dir -0.9749, norm 0.2093, swav 0.0000 LR: 9.103e-02 Score 98.830 Data time: 0.0747, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.3993 [2020-10-18 19:30:02,602][root][INFO] - ===> Epoch[1190](5948/5): Loss -0.7094, Sem 0.0406, dir -0.9709, norm 0.2209, swav 0.0000 LR: 9.103e-02 Score 98.697 Data time: 0.0748, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.7503 [2020-10-18 19:30:04,774][root][INFO] - ===> Epoch[1190](5949/5): Loss -0.7100, Sem 0.0335, dir -0.9726, norm 0.2291, swav 0.0000 LR: 9.103e-02 Score 98.863 Data time: 0.0718, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.0539 [2020-10-18 19:30:07,102][root][INFO] - ===> Epoch[1190](5950/5): Loss -0.7021, Sem 0.0414, dir -0.9688, norm 0.2254, swav 0.0000 LR: 9.103e-02 Score 98.609 Data time: 0.0807, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.1980 [2020-10-18 19:30:09,161][root][INFO] - ===> Epoch[1191](5951/5): Loss -0.7241, Sem 0.0314, dir -0.9754, norm 0.2198, swav 0.0000 LR: 9.103e-02 Score 98.953 Data time: 0.0650, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.9730 [2020-10-18 19:30:11,341][root][INFO] - ===> Epoch[1191](5952/5): Loss -0.6475, Sem 0.0841, dir -0.9729, norm 0.2413, swav 0.0000 LR: 9.103e-02 Score 98.119 Data time: 0.0793, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.0906 [2020-10-18 19:30:14,061][root][INFO] - ===> Epoch[1191](5953/5): Loss -0.5379, Sem 0.1785, dir -0.9693, norm 0.2530, swav 0.0000 LR: 9.102e-02 Score 96.656 Data time: 0.0790, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.6149 [2020-10-18 19:30:16,854][root][INFO] - ===> Epoch[1191](5954/5): Loss -0.6018, Sem 0.1011, dir -0.9680, norm 0.2650, swav 0.0000 LR: 9.102e-02 Score 97.347 Data time: 0.0570, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.6690 [2020-10-18 19:30:19,086][root][INFO] - ===> Epoch[1191](5955/5): Loss -0.6258, Sem 0.0651, dir -0.9694, norm 0.2785, swav 0.0000 LR: 9.102e-02 Score 98.001 Data time: 0.0781, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.1400 [2020-10-18 19:30:21,039][root][INFO] - ===> Epoch[1192](5956/5): Loss -0.6127, Sem 0.0956, dir -0.9699, norm 0.2616, swav 0.0000 LR: 9.102e-02 Score 97.229 Data time: 0.0819, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.8457 [2020-10-18 19:30:23,152][root][INFO] - ===> Epoch[1192](5957/5): Loss -0.5947, Sem 0.0613, dir -0.9627, norm 0.3066, swav 0.0000 LR: 9.102e-02 Score 98.015 Data time: 0.0668, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.0285 [2020-10-18 19:30:25,584][root][INFO] - ===> Epoch[1192](5958/5): Loss -0.6302, Sem 0.0532, dir -0.9655, norm 0.2821, swav 0.0000 LR: 9.102e-02 Score 98.282 Data time: 0.1010, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.3230 [2020-10-18 19:30:27,657][root][INFO] - ===> Epoch[1192](5959/5): Loss -0.6595, Sem 0.0429, dir -0.9668, norm 0.2644, swav 0.0000 LR: 9.102e-02 Score 98.587 Data time: 0.0735, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.9258 [2020-10-18 19:30:29,877][root][INFO] - ===> Epoch[1192](5960/5): Loss -0.6484, Sem 0.0493, dir -0.9668, norm 0.2690, swav 0.0000 LR: 9.101e-02 Score 98.402 Data time: 0.0910, Forward time: 0.7711, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.1211 [2020-10-18 19:30:32,110][root][INFO] - ===> Epoch[1193](5961/5): Loss -0.6511, Sem 0.0433, dir -0.9699, norm 0.2755, swav 0.0000 LR: 9.101e-02 Score 98.610 Data time: 0.0727, Forward time: 0.7711, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.1227 [2020-10-18 19:30:34,784][root][INFO] - ===> Epoch[1193](5962/5): Loss -0.6057, Sem 0.0513, dir -0.9626, norm 0.3056, swav 0.0000 LR: 9.101e-02 Score 98.374 Data time: 0.0821, Forward time: 0.7711, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.5862 [2020-10-18 19:30:37,428][root][INFO] - ===> Epoch[1193](5963/5): Loss -0.6276, Sem 0.0484, dir -0.9647, norm 0.2887, swav 0.0000 LR: 9.101e-02 Score 98.447 Data time: 0.0636, Forward time: 0.7711, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.5116 [2020-10-18 19:30:39,536][root][INFO] - ===> Epoch[1193](5964/5): Loss -0.6231, Sem 0.0550, dir -0.9620, norm 0.2838, swav 0.0000 LR: 9.101e-02 Score 98.236 Data time: 0.0693, Forward time: 0.7711, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.0251 [2020-10-18 19:30:41,400][root][INFO] - ===> Epoch[1193](5965/5): Loss -0.6791, Sem 0.0446, dir -0.9711, norm 0.2475, swav 0.0000 LR: 9.101e-02 Score 98.543 Data time: 0.0630, Forward time: 0.7711, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.7631 [2020-10-18 19:30:43,898][root][INFO] - ===> Epoch[1194](5966/5): Loss -0.6239, Sem 0.0533, dir -0.9644, norm 0.2872, swav 0.0000 LR: 9.100e-02 Score 98.327 Data time: 0.0778, Forward time: 0.7711, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.4125 [2020-10-18 19:30:45,975][root][INFO] - ===> Epoch[1194](5967/5): Loss -0.6149, Sem 0.0576, dir -0.9668, norm 0.2943, swav 0.0000 LR: 9.100e-02 Score 98.201 Data time: 0.0634, Forward time: 0.7711, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 1.9651 [2020-10-18 19:30:47,599][root][INFO] - ===> Epoch[1194](5968/5): Loss -0.6601, Sem 0.0529, dir -0.9672, norm 0.2541, swav 0.0000 LR: 9.100e-02 Score 98.257 Data time: 0.1408, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.5226 [2020-10-18 19:30:49,705][root][INFO] - ===> Epoch[1194](5969/5): Loss -0.6282, Sem 0.0489, dir -0.9654, norm 0.2883, swav 0.0000 LR: 9.100e-02 Score 98.445 Data time: 0.1209, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.0529 [2020-10-18 19:30:51,759][root][INFO] - ===> Epoch[1194](5970/5): Loss -0.6828, Sem 0.0466, dir -0.9695, norm 0.2402, swav 0.0000 LR: 9.100e-02 Score 98.574 Data time: 0.0727, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.9466 [2020-10-18 19:30:53,928][root][INFO] - ===> Epoch[1195](5971/5): Loss -0.6766, Sem 0.0389, dir -0.9690, norm 0.2535, swav 0.0000 LR: 9.100e-02 Score 98.752 Data time: 0.0651, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.0934 [2020-10-18 19:30:56,413][root][INFO] - ===> Epoch[1195](5972/5): Loss -0.6427, Sem 0.0467, dir -0.9678, norm 0.2784, swav 0.0000 LR: 9.100e-02 Score 98.522 Data time: 0.0687, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.3835 [2020-10-18 19:30:58,713][root][INFO] - ===> Epoch[1195](5973/5): Loss -0.6529, Sem 0.0472, dir -0.9651, norm 0.2650, swav 0.0000 LR: 9.099e-02 Score 98.465 Data time: 0.0822, Forward time: 0.7711, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.1867 [2020-10-18 19:31:00,775][root][INFO] - ===> Epoch[1195](5974/5): Loss -0.6966, Sem 0.0420, dir -0.9709, norm 0.2322, swav 0.0000 LR: 9.099e-02 Score 98.657 Data time: 0.0636, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.9552 [2020-10-18 19:31:03,088][root][INFO] - ===> Epoch[1195](5975/5): Loss -0.6537, Sem 0.0463, dir -0.9704, norm 0.2704, swav 0.0000 LR: 9.099e-02 Score 98.510 Data time: 0.0962, Forward time: 0.7711, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.1977 [2020-10-18 19:31:05,153][root][INFO] - ===> Epoch[1196](5976/5): Loss -0.6643, Sem 0.0490, dir -0.9666, norm 0.2533, swav 0.0000 LR: 9.099e-02 Score 98.448 Data time: 0.0745, Forward time: 0.7711, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.9300 [2020-10-18 19:31:07,288][root][INFO] - ===> Epoch[1196](5977/5): Loss -0.6772, Sem 0.0416, dir -0.9691, norm 0.2504, swav 0.0000 LR: 9.099e-02 Score 98.654 Data time: 0.0750, Forward time: 0.7711, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.0439 [2020-10-18 19:31:09,777][root][INFO] - ===> Epoch[1196](5978/5): Loss -0.6799, Sem 0.0514, dir -0.9661, norm 0.2348, swav 0.0000 LR: 9.099e-02 Score 98.264 Data time: 0.0591, Forward time: 0.7711, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.3874 [2020-10-18 19:31:11,915][root][INFO] - ===> Epoch[1196](5979/5): Loss -0.6652, Sem 0.0483, dir -0.9689, norm 0.2554, swav 0.0000 LR: 9.099e-02 Score 98.485 Data time: 0.0782, Forward time: 0.7711, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.0407 [2020-10-18 19:31:13,779][root][INFO] - ===> Epoch[1196](5980/5): Loss -0.6633, Sem 0.0512, dir -0.9675, norm 0.2531, swav 0.0000 LR: 9.098e-02 Score 98.335 Data time: 0.0782, Forward time: 0.7711, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.7558 [2020-10-18 19:31:16,116][root][INFO] - ===> Epoch[1197](5981/5): Loss -0.6834, Sem 0.0364, dir -0.9702, norm 0.2505, swav 0.0000 LR: 9.098e-02 Score 98.833 Data time: 0.0658, Forward time: 0.7711, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.2319 [2020-10-18 19:31:18,349][root][INFO] - ===> Epoch[1197](5982/5): Loss -0.6834, Sem 0.0433, dir -0.9699, norm 0.2432, swav 0.0000 LR: 9.098e-02 Score 98.578 Data time: 0.0599, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.1268 [2020-10-18 19:31:20,511][root][INFO] - ===> Epoch[1197](5983/5): Loss -0.6357, Sem 0.0605, dir -0.9656, norm 0.2695, swav 0.0000 LR: 9.098e-02 Score 98.070 Data time: 0.0755, Forward time: 0.7711, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.0758 [2020-10-18 19:31:22,315][root][INFO] - ===> Epoch[1197](5984/5): Loss -0.6804, Sem 0.0437, dir -0.9687, norm 0.2446, swav 0.0000 LR: 9.098e-02 Score 98.546 Data time: 0.0576, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.6832 [2020-10-18 19:31:24,493][root][INFO] - ===> Epoch[1197](5985/5): Loss -0.6743, Sem 0.0421, dir -0.9678, norm 0.2513, swav 0.0000 LR: 9.098e-02 Score 98.598 Data time: 0.0707, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.0881 [2020-10-18 19:31:26,474][root][INFO] - ===> Epoch[1198](5986/5): Loss -0.6885, Sem 0.0442, dir -0.9671, norm 0.2344, swav 0.0000 LR: 9.097e-02 Score 98.557 Data time: 0.0709, Forward time: 0.7710, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.8837 [2020-10-18 19:31:28,754][root][INFO] - ===> Epoch[1198](5987/5): Loss -0.6705, Sem 0.0423, dir -0.9719, norm 0.2591, swav 0.0000 LR: 9.097e-02 Score 98.612 Data time: 0.0751, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.1545 [2020-10-18 19:31:31,380][root][INFO] - ===> Epoch[1198](5988/5): Loss -0.6764, Sem 0.0506, dir -0.9695, norm 0.2425, swav 0.0000 LR: 9.097e-02 Score 98.435 Data time: 0.0745, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.5299 [2020-10-18 19:31:33,442][root][INFO] - ===> Epoch[1198](5989/5): Loss -0.6839, Sem 0.0410, dir -0.9708, norm 0.2459, swav 0.0000 LR: 9.097e-02 Score 98.607 Data time: 0.0818, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.9548 [2020-10-18 19:31:35,591][root][INFO] - ===> Epoch[1198](5990/5): Loss -0.6893, Sem 0.0407, dir -0.9698, norm 0.2398, swav 0.0000 LR: 9.097e-02 Score 98.661 Data time: 0.0930, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.0327 [2020-10-18 19:31:38,285][root][INFO] - ===> Epoch[1199](5991/5): Loss -0.6910, Sem 0.0403, dir -0.9696, norm 0.2384, swav 0.0000 LR: 9.097e-02 Score 98.682 Data time: 0.0712, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.5921 [2020-10-18 19:31:41,241][root][INFO] - ===> Epoch[1199](5992/5): Loss -0.6965, Sem 0.0380, dir -0.9698, norm 0.2353, swav 0.0000 LR: 9.097e-02 Score 98.764 Data time: 0.0535, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.8606 [2020-10-18 19:31:43,406][root][INFO] - ===> Epoch[1199](5993/5): Loss -0.6865, Sem 0.0424, dir -0.9692, norm 0.2403, swav 0.0000 LR: 9.096e-02 Score 98.613 Data time: 0.0534, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.0834 [2020-10-18 19:31:45,671][root][INFO] - ===> Epoch[1199](5994/5): Loss -0.7068, Sem 0.0354, dir -0.9734, norm 0.2311, swav 0.0000 LR: 9.096e-02 Score 98.842 Data time: 0.0624, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.1803 [2020-10-18 19:31:47,781][root][INFO] - ===> Epoch[1199](5995/5): Loss -0.7068, Sem 0.0391, dir -0.9686, norm 0.2227, swav 0.0000 LR: 9.096e-02 Score 98.676 Data time: 0.0777, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.0368 [2020-10-18 19:31:50,020][root][INFO] - ===> Epoch[1200](5996/5): Loss -0.6720, Sem 0.0419, dir -0.9666, norm 0.2527, swav 0.0000 LR: 9.096e-02 Score 98.620 Data time: 0.0856, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.1313 [2020-10-18 19:31:52,580][root][INFO] - ===> Epoch[1200](5997/5): Loss -0.6610, Sem 0.0414, dir -0.9692, norm 0.2667, swav 0.0000 LR: 9.096e-02 Score 98.676 Data time: 0.0743, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.4616 [2020-10-18 19:31:54,584][root][INFO] - ===> Epoch[1200](5998/5): Loss -0.6951, Sem 0.0393, dir -0.9721, norm 0.2377, swav 0.0000 LR: 9.096e-02 Score 98.719 Data time: 0.0779, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 1.9168 [2020-10-18 19:31:57,513][root][INFO] - ===> Epoch[1200](5999/5): Loss -0.6741, Sem 0.0380, dir -0.9684, norm 0.2562, swav 0.0000 LR: 9.095e-02 Score 98.744 Data time: 0.0763, Forward time: 0.7710, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.8273 [2020-10-18 19:31:59,916][root][INFO] - ===> Epoch[1200](6000/5): Loss -0.6736, Sem 0.0403, dir -0.9706, norm 0.2567, swav 0.0000 LR: 9.095e-02 Score 98.702 Data time: 0.0535, Forward time: 0.7709, Backward time: 1.1895, DDP time: 0.0030, Total iter time: 2.3009 [2020-10-18 19:32:01,058][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 19:32:01,228][root][INFO] - ===> Start testing [2020-10-18 19:32:38,652][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1168 Loss 0.215 (AVG: 0.480) Score 94.373 (AVG: 89.943) mIOU 68.896 mAP 83.868 mAcc 76.237 IOU: 59.778 0.014 77.224 72.260 94.817 91.783 37.750 73.034 98.367 68.426 79.588 85.705 56.909 mAP: 80.778 7.919 93.521 87.678 98.874 98.403 63.274 91.955 99.777 87.496 93.540 94.855 92.213 mAcc: 81.101 0.091 86.713 79.163 96.160 96.727 45.180 84.784 99.092 77.397 88.394 95.085 61.192 [2020-10-18 19:32:38,674][root][INFO] - Finished test. Elapsed time: 37.4236 [2020-10-18 19:32:42,196][root][INFO] - [2020-10-18 19:32:42,196][root][INFO] - ################################################################ [2020-10-18 19:32:42,196][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 19:32:42,196][root][INFO] - ################################################################ [2020-10-18 19:32:42,196][root][INFO] - clutter : nan nan nan [2020-10-18 19:32:42,196][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 19:32:42,196][root][INFO] - board : 0.774 0.831 0.854 [2020-10-18 19:32:42,196][root][INFO] - bookcase : 0.233 0.371 0.507 [2020-10-18 19:32:42,196][root][INFO] - ceiling : 0.672 0.711 0.771 [2020-10-18 19:32:42,196][root][INFO] - chair : 0.785 0.885 0.902 [2020-10-18 19:32:42,196][root][INFO] - column : 0.215 0.336 0.414 [2020-10-18 19:32:42,196][root][INFO] - door : 0.514 0.693 0.821 [2020-10-18 19:32:42,196][root][INFO] - floor : 0.762 0.772 0.792 [2020-10-18 19:32:42,197][root][INFO] - sofa : 0.410 0.636 0.790 [2020-10-18 19:32:42,197][root][INFO] - table : 0.161 0.357 0.645 [2020-10-18 19:32:42,197][root][INFO] - wall : 0.477 0.701 0.791 [2020-10-18 19:32:42,197][root][INFO] - window : 0.493 0.758 0.779 [2020-10-18 19:32:42,197][root][INFO] - ---------------------------------------------------------------- [2020-10-18 19:32:42,197][root][INFO] - average : 0.458 0.588 0.672 [2020-10-18 19:32:42,197][root][INFO] - [2020-10-18 19:32:42,380][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 19:32:42,381][root][INFO] - Current best mIoU: 69.164 at iter 3800 [2020-10-18 19:32:43,766][root][INFO] - ===> Epoch[1201](6001/5): Loss -0.6886, Sem 0.0405, dir -0.9706, norm 0.2414, swav 0.0000 LR: 9.095e-02 Score 98.646 Data time: 0.0380, Forward time: 0.7709, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 1.3790 [2020-10-18 19:32:45,863][root][INFO] - ===> Epoch[1201](6002/5): Loss -0.6718, Sem 0.0423, dir -0.9680, norm 0.2539, swav 0.0000 LR: 9.095e-02 Score 98.628 Data time: 0.0467, Forward time: 0.7709, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.0473 [2020-10-18 19:32:47,680][root][INFO] - ===> Epoch[1201](6003/5): Loss -0.6709, Sem 0.0412, dir -0.9683, norm 0.2561, swav 0.0000 LR: 9.095e-02 Score 98.640 Data time: 0.0772, Forward time: 0.7709, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 1.7151 [2020-10-18 19:32:49,743][root][INFO] - ===> Epoch[1201](6004/5): Loss -0.7111, Sem 0.0386, dir -0.9726, norm 0.2229, swav 0.0000 LR: 9.095e-02 Score 98.709 Data time: 0.0640, Forward time: 0.7709, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 1.9525 [2020-10-18 19:32:51,903][root][INFO] - ===> Epoch[1201](6005/5): Loss -0.6850, Sem 0.0381, dir -0.9698, norm 0.2467, swav 0.0000 LR: 9.095e-02 Score 98.728 Data time: 0.0766, Forward time: 0.7708, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.0700 [2020-10-18 19:32:54,126][root][INFO] - ===> Epoch[1202](6006/5): Loss -0.6756, Sem 0.0387, dir -0.9688, norm 0.2545, swav 0.0000 LR: 9.094e-02 Score 98.732 Data time: 0.0614, Forward time: 0.7708, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.1423 [2020-10-18 19:32:56,118][root][INFO] - ===> Epoch[1202](6007/5): Loss -0.6789, Sem 0.0414, dir -0.9685, norm 0.2482, swav 0.0000 LR: 9.094e-02 Score 98.684 Data time: 0.0648, Forward time: 0.7708, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 1.9088 [2020-10-18 19:32:58,096][root][INFO] - ===> Epoch[1202](6008/5): Loss -0.6857, Sem 0.0377, dir -0.9720, norm 0.2486, swav 0.0000 LR: 9.094e-02 Score 98.807 Data time: 0.1003, Forward time: 0.7708, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 1.8841 [2020-10-18 19:33:00,214][root][INFO] - ===> Epoch[1202](6009/5): Loss -0.6480, Sem 0.0469, dir -0.9661, norm 0.2712, swav 0.0000 LR: 9.094e-02 Score 98.474 Data time: 0.0772, Forward time: 0.7708, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.0084 [2020-10-18 19:33:02,288][root][INFO] - ===> Epoch[1202](6010/5): Loss -0.7034, Sem 0.0368, dir -0.9714, norm 0.2311, swav 0.0000 LR: 9.094e-02 Score 98.763 Data time: 0.0790, Forward time: 0.7708, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 1.9749 [2020-10-18 19:33:04,531][root][INFO] - ===> Epoch[1203](6011/5): Loss -0.6826, Sem 0.0412, dir -0.9715, norm 0.2477, swav 0.0000 LR: 9.094e-02 Score 98.647 Data time: 0.0635, Forward time: 0.7708, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.1136 [2020-10-18 19:33:06,625][root][INFO] - ===> Epoch[1203](6012/5): Loss -0.6832, Sem 0.0455, dir -0.9666, norm 0.2379, swav 0.0000 LR: 9.094e-02 Score 98.513 Data time: 0.0939, Forward time: 0.7708, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.9827 [2020-10-18 19:33:08,699][root][INFO] - ===> Epoch[1203](6013/5): Loss -0.6984, Sem 0.0361, dir -0.9710, norm 0.2365, swav 0.0000 LR: 9.093e-02 Score 98.796 Data time: 0.0731, Forward time: 0.7708, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.9692 [2020-10-18 19:33:11,457][root][INFO] - ===> Epoch[1203](6014/5): Loss -0.7048, Sem 0.0343, dir -0.9732, norm 0.2340, swav 0.0000 LR: 9.093e-02 Score 98.888 Data time: 0.0829, Forward time: 0.7708, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.6726 [2020-10-18 19:33:13,447][root][INFO] - ===> Epoch[1203](6015/5): Loss -0.6794, Sem 0.0385, dir -0.9695, norm 0.2516, swav 0.0000 LR: 9.093e-02 Score 98.722 Data time: 0.0640, Forward time: 0.7708, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 1.8743 [2020-10-18 19:33:15,870][root][INFO] - ===> Epoch[1204](6016/5): Loss -0.6960, Sem 0.0370, dir -0.9727, norm 0.2397, swav 0.0000 LR: 9.093e-02 Score 98.792 Data time: 0.0922, Forward time: 0.7709, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.3016 [2020-10-18 19:33:18,026][root][INFO] - ===> Epoch[1204](6017/5): Loss -0.6902, Sem 0.0403, dir -0.9678, norm 0.2372, swav 0.0000 LR: 9.093e-02 Score 98.681 Data time: 0.1181, Forward time: 0.7709, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.0077 [2020-10-18 19:33:20,310][root][INFO] - ===> Epoch[1204](6018/5): Loss -0.6979, Sem 0.0359, dir -0.9706, norm 0.2367, swav 0.0000 LR: 9.093e-02 Score 98.816 Data time: 0.1000, Forward time: 0.7709, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.1877 [2020-10-18 19:33:22,362][root][INFO] - ===> Epoch[1204](6019/5): Loss -0.6825, Sem 0.0428, dir -0.9684, norm 0.2431, swav 0.0000 LR: 9.092e-02 Score 98.575 Data time: 0.0906, Forward time: 0.7709, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.9399 [2020-10-18 19:33:24,445][root][INFO] - ===> Epoch[1204](6020/5): Loss -0.6933, Sem 0.0366, dir -0.9710, norm 0.2411, swav 0.0000 LR: 9.092e-02 Score 98.765 Data time: 0.0622, Forward time: 0.7709, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.0032 [2020-10-18 19:33:26,767][root][INFO] - ===> Epoch[1205](6021/5): Loss -0.6887, Sem 0.0398, dir -0.9688, norm 0.2402, swav 0.0000 LR: 9.092e-02 Score 98.706 Data time: 0.0481, Forward time: 0.7709, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.2482 [2020-10-18 19:33:29,201][root][INFO] - ===> Epoch[1205](6022/5): Loss -0.7063, Sem 0.0365, dir -0.9724, norm 0.2296, swav 0.0000 LR: 9.092e-02 Score 98.787 Data time: 0.0505, Forward time: 0.7709, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.3803 [2020-10-18 19:33:31,407][root][INFO] - ===> Epoch[1205](6023/5): Loss -0.7147, Sem 0.0346, dir -0.9714, norm 0.2221, swav 0.0000 LR: 9.092e-02 Score 98.872 Data time: 0.0564, Forward time: 0.7708, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.1263 [2020-10-18 19:33:33,601][root][INFO] - ===> Epoch[1205](6024/5): Loss -0.7029, Sem 0.0374, dir -0.9711, norm 0.2308, swav 0.0000 LR: 9.092e-02 Score 98.730 Data time: 0.0835, Forward time: 0.7709, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.1250 [2020-10-18 19:33:35,752][root][INFO] - ===> Epoch[1205](6025/5): Loss -0.6878, Sem 0.0391, dir -0.9711, norm 0.2442, swav 0.0000 LR: 9.092e-02 Score 98.705 Data time: 0.0905, Forward time: 0.7709, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.0413 [2020-10-18 19:33:37,785][root][INFO] - ===> Epoch[1206](6026/5): Loss -0.7129, Sem 0.0384, dir -0.9721, norm 0.2208, swav 0.0000 LR: 9.091e-02 Score 98.732 Data time: 0.0793, Forward time: 0.7709, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.8970 [2020-10-18 19:33:39,689][root][INFO] - ===> Epoch[1206](6027/5): Loss -0.6732, Sem 0.0391, dir -0.9680, norm 0.2557, swav 0.0000 LR: 9.091e-02 Score 98.726 Data time: 0.0773, Forward time: 0.7709, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.8142 [2020-10-18 19:33:42,152][root][INFO] - ===> Epoch[1206](6028/5): Loss -0.6973, Sem 0.0361, dir -0.9707, norm 0.2373, swav 0.0000 LR: 9.091e-02 Score 98.800 Data time: 0.1958, Forward time: 0.7709, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.3580 [2020-10-18 19:33:44,456][root][INFO] - ===> Epoch[1206](6029/5): Loss -0.6623, Sem 0.0383, dir -0.9701, norm 0.2695, swav 0.0000 LR: 9.091e-02 Score 98.797 Data time: 0.1250, Forward time: 0.7709, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.2208 [2020-10-18 19:33:47,050][root][INFO] - ===> Epoch[1206](6030/5): Loss -0.6726, Sem 0.0391, dir -0.9684, norm 0.2568, swav 0.0000 LR: 9.091e-02 Score 98.709 Data time: 0.0902, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.4779 [2020-10-18 19:33:49,313][root][INFO] - ===> Epoch[1207](6031/5): Loss -0.7188, Sem 0.0355, dir -0.9741, norm 0.2198, swav 0.0000 LR: 9.091e-02 Score 98.819 Data time: 0.0738, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.1698 [2020-10-18 19:33:51,175][root][INFO] - ===> Epoch[1207](6032/5): Loss -0.7213, Sem 0.0377, dir -0.9726, norm 0.2136, swav 0.0000 LR: 9.090e-02 Score 98.698 Data time: 0.0678, Forward time: 0.7709, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.7876 [2020-10-18 19:33:52,804][root][INFO] - ===> Epoch[1207](6033/5): Loss -0.6936, Sem 0.0387, dir -0.9739, norm 0.2416, swav 0.0000 LR: 9.090e-02 Score 98.747 Data time: 0.0637, Forward time: 0.7709, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.5479 [2020-10-18 19:33:54,627][root][INFO] - ===> Epoch[1207](6034/5): Loss -0.7210, Sem 0.0350, dir -0.9722, norm 0.2161, swav 0.0000 LR: 9.090e-02 Score 98.831 Data time: 0.2039, Forward time: 0.7709, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.7252 [2020-10-18 19:33:57,624][root][INFO] - ===> Epoch[1207](6035/5): Loss -0.6576, Sem 0.0440, dir -0.9664, norm 0.2647, swav 0.0000 LR: 9.090e-02 Score 98.612 Data time: 0.0616, Forward time: 0.7709, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.8925 [2020-10-18 19:33:59,869][root][INFO] - ===> Epoch[1208](6036/5): Loss -0.6872, Sem 0.0367, dir -0.9717, norm 0.2478, swav 0.0000 LR: 9.090e-02 Score 98.795 Data time: 0.0879, Forward time: 0.7709, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.1557 [2020-10-18 19:34:02,088][root][INFO] - ===> Epoch[1208](6037/5): Loss -0.7006, Sem 0.0425, dir -0.9677, norm 0.2246, swav 0.0000 LR: 9.090e-02 Score 98.569 Data time: 0.1115, Forward time: 0.7709, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.1261 [2020-10-18 19:34:03,919][root][INFO] - ===> Epoch[1208](6038/5): Loss -0.7171, Sem 0.0369, dir -0.9728, norm 0.2188, swav 0.0000 LR: 9.090e-02 Score 98.773 Data time: 0.0636, Forward time: 0.7709, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.7220 [2020-10-18 19:34:06,122][root][INFO] - ===> Epoch[1208](6039/5): Loss -0.6880, Sem 0.0359, dir -0.9687, norm 0.2449, swav 0.0000 LR: 9.089e-02 Score 98.797 Data time: 0.0831, Forward time: 0.7709, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.1070 [2020-10-18 19:34:08,854][root][INFO] - ===> Epoch[1208](6040/5): Loss -0.7102, Sem 0.0351, dir -0.9731, norm 0.2278, swav 0.0000 LR: 9.089e-02 Score 98.838 Data time: 0.0793, Forward time: 0.7709, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.6095 [2020-10-18 19:34:10,972][root][INFO] - ===> Epoch[1209](6041/5): Loss -0.6646, Sem 0.0421, dir -0.9695, norm 0.2628, swav 0.0000 LR: 9.089e-02 Score 98.615 Data time: 0.0778, Forward time: 0.7709, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.0226 [2020-10-18 19:34:13,203][root][INFO] - ===> Epoch[1209](6042/5): Loss -0.7016, Sem 0.0366, dir -0.9717, norm 0.2336, swav 0.0000 LR: 9.089e-02 Score 98.787 Data time: 0.0873, Forward time: 0.7709, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.1359 [2020-10-18 19:34:15,016][root][INFO] - ===> Epoch[1209](6043/5): Loss -0.7022, Sem 0.0382, dir -0.9703, norm 0.2299, swav 0.0000 LR: 9.089e-02 Score 98.708 Data time: 0.0746, Forward time: 0.7709, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.6905 [2020-10-18 19:34:16,937][root][INFO] - ===> Epoch[1209](6044/5): Loss -0.6793, Sem 0.0403, dir -0.9689, norm 0.2494, swav 0.0000 LR: 9.089e-02 Score 98.689 Data time: 0.0792, Forward time: 0.7710, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.8303 [2020-10-18 19:34:19,122][root][INFO] - ===> Epoch[1209](6045/5): Loss -0.7005, Sem 0.0384, dir -0.9695, norm 0.2307, swav 0.0000 LR: 9.089e-02 Score 98.757 Data time: 0.0754, Forward time: 0.7710, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.0805 [2020-10-18 19:34:21,024][root][INFO] - ===> Epoch[1210](6046/5): Loss -0.6962, Sem 0.0425, dir -0.9712, norm 0.2325, swav 0.0000 LR: 9.088e-02 Score 98.646 Data time: 0.0583, Forward time: 0.7709, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.7865 [2020-10-18 19:34:22,894][root][INFO] - ===> Epoch[1210](6047/5): Loss -0.7212, Sem 0.0350, dir -0.9737, norm 0.2174, swav 0.0000 LR: 9.088e-02 Score 98.839 Data time: 0.0714, Forward time: 0.7709, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.7861 [2020-10-18 19:34:25,108][root][INFO] - ===> Epoch[1210](6048/5): Loss -0.6851, Sem 0.0357, dir -0.9688, norm 0.2480, swav 0.0000 LR: 9.088e-02 Score 98.833 Data time: 0.0529, Forward time: 0.7709, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.1106 [2020-10-18 19:34:27,373][root][INFO] - ===> Epoch[1210](6049/5): Loss -0.6832, Sem 0.0417, dir -0.9682, norm 0.2433, swav 0.0000 LR: 9.088e-02 Score 98.640 Data time: 0.0642, Forward time: 0.7709, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.2029 [2020-10-18 19:34:29,576][root][INFO] - ===> Epoch[1210](6050/5): Loss -0.7180, Sem 0.0374, dir -0.9721, norm 0.2167, swav 0.0000 LR: 9.088e-02 Score 98.760 Data time: 0.0521, Forward time: 0.7709, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.1089 [2020-10-18 19:34:31,796][root][INFO] - ===> Epoch[1211](6051/5): Loss -0.6893, Sem 0.0390, dir -0.9681, norm 0.2398, swav 0.0000 LR: 9.088e-02 Score 98.782 Data time: 0.0688, Forward time: 0.7708, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.1348 [2020-10-18 19:34:34,039][root][INFO] - ===> Epoch[1211](6052/5): Loss -0.6970, Sem 0.0400, dir -0.9717, norm 0.2346, swav 0.0000 LR: 9.087e-02 Score 98.665 Data time: 0.0944, Forward time: 0.7708, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.1391 [2020-10-18 19:34:36,068][root][INFO] - ===> Epoch[1211](6053/5): Loss -0.6894, Sem 0.0385, dir -0.9717, norm 0.2439, swav 0.0000 LR: 9.087e-02 Score 98.737 Data time: 0.0616, Forward time: 0.7708, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.9124 [2020-10-18 19:34:38,357][root][INFO] - ===> Epoch[1211](6054/5): Loss -0.7104, Sem 0.0365, dir -0.9719, norm 0.2250, swav 0.0000 LR: 9.087e-02 Score 98.761 Data time: 0.0757, Forward time: 0.7708, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.1987 [2020-10-18 19:34:40,870][root][INFO] - ===> Epoch[1211](6055/5): Loss -0.7262, Sem 0.0328, dir -0.9757, norm 0.2167, swav 0.0000 LR: 9.087e-02 Score 98.881 Data time: 0.1031, Forward time: 0.7709, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.4013 [2020-10-18 19:34:43,137][root][INFO] - ===> Epoch[1212](6056/5): Loss -0.7131, Sem 0.0390, dir -0.9714, norm 0.2193, swav 0.0000 LR: 9.087e-02 Score 98.712 Data time: 0.0543, Forward time: 0.7709, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.1416 [2020-10-18 19:34:45,449][root][INFO] - ===> Epoch[1212](6057/5): Loss -0.6748, Sem 0.0398, dir -0.9699, norm 0.2553, swav 0.0000 LR: 9.087e-02 Score 98.711 Data time: 0.0794, Forward time: 0.7709, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.2558 [2020-10-18 19:34:47,506][root][INFO] - ===> Epoch[1212](6058/5): Loss -0.7049, Sem 0.0358, dir -0.9705, norm 0.2297, swav 0.0000 LR: 9.087e-02 Score 98.801 Data time: 0.0885, Forward time: 0.7709, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.9751 [2020-10-18 19:34:49,778][root][INFO] - ===> Epoch[1212](6059/5): Loss -0.6971, Sem 0.0326, dir -0.9711, norm 0.2414, swav 0.0000 LR: 9.086e-02 Score 98.911 Data time: 0.0627, Forward time: 0.7709, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.1607 [2020-10-18 19:34:52,041][root][INFO] - ===> Epoch[1212](6060/5): Loss -0.6986, Sem 0.0394, dir -0.9692, norm 0.2312, swav 0.0000 LR: 9.086e-02 Score 98.707 Data time: 0.1220, Forward time: 0.7709, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.1989 [2020-10-18 19:34:54,302][root][INFO] - ===> Epoch[1213](6061/5): Loss -0.6929, Sem 0.0410, dir -0.9692, norm 0.2353, swav 0.0000 LR: 9.086e-02 Score 98.627 Data time: 0.0941, Forward time: 0.7709, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.1558 [2020-10-18 19:34:56,299][root][INFO] - ===> Epoch[1213](6062/5): Loss -0.6845, Sem 0.0373, dir -0.9694, norm 0.2475, swav 0.0000 LR: 9.086e-02 Score 98.758 Data time: 0.0765, Forward time: 0.7709, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.8954 [2020-10-18 19:34:58,684][root][INFO] - ===> Epoch[1213](6063/5): Loss -0.6834, Sem 0.0381, dir -0.9699, norm 0.2484, swav 0.0000 LR: 9.086e-02 Score 98.743 Data time: 0.0635, Forward time: 0.7709, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.2953 [2020-10-18 19:35:01,010][root][INFO] - ===> Epoch[1213](6064/5): Loss -0.6732, Sem 0.0396, dir -0.9678, norm 0.2550, swav 0.0000 LR: 9.086e-02 Score 98.718 Data time: 0.0799, Forward time: 0.7709, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.2328 [2020-10-18 19:35:02,912][root][INFO] - ===> Epoch[1213](6065/5): Loss -0.7160, Sem 0.0377, dir -0.9743, norm 0.2206, swav 0.0000 LR: 9.085e-02 Score 98.751 Data time: 0.0751, Forward time: 0.7709, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.7864 [2020-10-18 19:35:04,899][root][INFO] - ===> Epoch[1214](6066/5): Loss -0.6927, Sem 0.0414, dir -0.9700, norm 0.2358, swav 0.0000 LR: 9.085e-02 Score 98.610 Data time: 0.0746, Forward time: 0.7709, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.9157 [2020-10-18 19:35:07,079][root][INFO] - ===> Epoch[1214](6067/5): Loss -0.6983, Sem 0.0359, dir -0.9709, norm 0.2368, swav 0.0000 LR: 9.085e-02 Score 98.784 Data time: 0.0593, Forward time: 0.7709, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.0762 [2020-10-18 19:35:09,486][root][INFO] - ===> Epoch[1214](6068/5): Loss -0.6881, Sem 0.0348, dir -0.9739, norm 0.2510, swav 0.0000 LR: 9.085e-02 Score 98.844 Data time: 0.0780, Forward time: 0.7709, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.3118 [2020-10-18 19:35:11,843][root][INFO] - ===> Epoch[1214](6069/5): Loss -0.6765, Sem 0.0404, dir -0.9709, norm 0.2540, swav 0.0000 LR: 9.085e-02 Score 98.717 Data time: 0.0998, Forward time: 0.7709, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.2538 [2020-10-18 19:35:14,243][root][INFO] - ===> Epoch[1214](6070/5): Loss -0.6872, Sem 0.0430, dir -0.9691, norm 0.2388, swav 0.0000 LR: 9.085e-02 Score 98.659 Data time: 0.0975, Forward time: 0.7710, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.3026 [2020-10-18 19:35:16,466][root][INFO] - ===> Epoch[1215](6071/5): Loss -0.6858, Sem 0.0361, dir -0.9713, norm 0.2494, swav 0.0000 LR: 9.085e-02 Score 98.796 Data time: 0.0681, Forward time: 0.7710, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.1050 [2020-10-18 19:35:18,578][root][INFO] - ===> Epoch[1215](6072/5): Loss -0.6837, Sem 0.0370, dir -0.9712, norm 0.2505, swav 0.0000 LR: 9.084e-02 Score 98.764 Data time: 0.0608, Forward time: 0.7710, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.0449 [2020-10-18 19:35:20,825][root][INFO] - ===> Epoch[1215](6073/5): Loss -0.6864, Sem 0.0389, dir -0.9736, norm 0.2482, swav 0.0000 LR: 9.084e-02 Score 98.677 Data time: 0.0779, Forward time: 0.7710, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.1482 [2020-10-18 19:35:22,724][root][INFO] - ===> Epoch[1215](6074/5): Loss -0.7159, Sem 0.0394, dir -0.9724, norm 0.2171, swav 0.0000 LR: 9.084e-02 Score 98.686 Data time: 0.0750, Forward time: 0.7710, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.7663 [2020-10-18 19:35:25,176][root][INFO] - ===> Epoch[1215](6075/5): Loss -0.6611, Sem 0.0369, dir -0.9712, norm 0.2733, swav 0.0000 LR: 9.084e-02 Score 98.802 Data time: 0.1027, Forward time: 0.7710, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.3444 [2020-10-18 19:35:27,410][root][INFO] - ===> Epoch[1216](6076/5): Loss -0.6782, Sem 0.0363, dir -0.9702, norm 0.2557, swav 0.0000 LR: 9.084e-02 Score 98.801 Data time: 0.0851, Forward time: 0.7711, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.0894 [2020-10-18 19:35:29,680][root][INFO] - ===> Epoch[1216](6077/5): Loss -0.6992, Sem 0.0343, dir -0.9723, norm 0.2389, swav 0.0000 LR: 9.084e-02 Score 98.834 Data time: 0.0593, Forward time: 0.7710, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.1793 [2020-10-18 19:35:32,085][root][INFO] - ===> Epoch[1216](6078/5): Loss -0.7067, Sem 0.0375, dir -0.9714, norm 0.2272, swav 0.0000 LR: 9.084e-02 Score 98.782 Data time: 0.0519, Forward time: 0.7710, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.3223 [2020-10-18 19:35:34,589][root][INFO] - ===> Epoch[1216](6079/5): Loss -0.7100, Sem 0.0367, dir -0.9723, norm 0.2256, swav 0.0000 LR: 9.083e-02 Score 98.740 Data time: 0.0566, Forward time: 0.7710, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.4524 [2020-10-18 19:35:36,943][root][INFO] - ===> Epoch[1216](6080/5): Loss -0.6795, Sem 0.0423, dir -0.9727, norm 0.2510, swav 0.0000 LR: 9.083e-02 Score 98.620 Data time: 0.0730, Forward time: 0.7710, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.2709 [2020-10-18 19:35:39,371][root][INFO] - ===> Epoch[1217](6081/5): Loss -0.6800, Sem 0.0380, dir -0.9712, norm 0.2532, swav 0.0000 LR: 9.083e-02 Score 98.742 Data time: 0.0896, Forward time: 0.7710, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.3155 [2020-10-18 19:35:41,323][root][INFO] - ===> Epoch[1217](6082/5): Loss -0.6943, Sem 0.0369, dir -0.9723, norm 0.2410, swav 0.0000 LR: 9.083e-02 Score 98.768 Data time: 0.0706, Forward time: 0.7710, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.8302 [2020-10-18 19:35:43,397][root][INFO] - ===> Epoch[1217](6083/5): Loss -0.6696, Sem 0.0372, dir -0.9720, norm 0.2652, swav 0.0000 LR: 9.083e-02 Score 98.789 Data time: 0.0756, Forward time: 0.7710, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.0001 [2020-10-18 19:35:45,882][root][INFO] - ===> Epoch[1217](6084/5): Loss -0.6874, Sem 0.0375, dir -0.9722, norm 0.2473, swav 0.0000 LR: 9.083e-02 Score 98.768 Data time: 0.0541, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.3891 [2020-10-18 19:35:47,897][root][INFO] - ===> Epoch[1217](6085/5): Loss -0.6918, Sem 0.0383, dir -0.9722, norm 0.2421, swav 0.0000 LR: 9.082e-02 Score 98.727 Data time: 0.0823, Forward time: 0.7710, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.9477 [2020-10-18 19:35:50,369][root][INFO] - ===> Epoch[1218](6086/5): Loss -0.6920, Sem 0.0392, dir -0.9720, norm 0.2408, swav 0.0000 LR: 9.082e-02 Score 98.705 Data time: 0.0821, Forward time: 0.7710, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.3792 [2020-10-18 19:35:52,763][root][INFO] - ===> Epoch[1218](6087/5): Loss -0.7010, Sem 0.0331, dir -0.9719, norm 0.2377, swav 0.0000 LR: 9.082e-02 Score 98.927 Data time: 0.0678, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.3052 [2020-10-18 19:35:54,647][root][INFO] - ===> Epoch[1218](6088/5): Loss -0.7069, Sem 0.0380, dir -0.9709, norm 0.2261, swav 0.0000 LR: 9.082e-02 Score 98.722 Data time: 0.0649, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.7781 [2020-10-18 19:35:56,391][root][INFO] - ===> Epoch[1218](6089/5): Loss -0.6894, Sem 0.0406, dir -0.9698, norm 0.2399, swav 0.0000 LR: 9.082e-02 Score 98.619 Data time: 0.0814, Forward time: 0.7710, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.6554 [2020-10-18 19:35:58,619][root][INFO] - ===> Epoch[1218](6090/5): Loss -0.6888, Sem 0.0379, dir -0.9714, norm 0.2448, swav 0.0000 LR: 9.082e-02 Score 98.734 Data time: 0.0495, Forward time: 0.7709, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.1248 [2020-10-18 19:36:01,306][root][INFO] - ===> Epoch[1219](6091/5): Loss -0.6961, Sem 0.0355, dir -0.9720, norm 0.2404, swav 0.0000 LR: 9.082e-02 Score 98.846 Data time: 0.0756, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.6040 [2020-10-18 19:36:03,445][root][INFO] - ===> Epoch[1219](6092/5): Loss -0.6959, Sem 0.0387, dir -0.9716, norm 0.2371, swav 0.0000 LR: 9.081e-02 Score 98.716 Data time: 0.0494, Forward time: 0.7709, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.0331 [2020-10-18 19:36:05,484][root][INFO] - ===> Epoch[1219](6093/5): Loss -0.7179, Sem 0.0400, dir -0.9733, norm 0.2154, swav 0.0000 LR: 9.081e-02 Score 98.659 Data time: 0.0738, Forward time: 0.7709, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.9635 [2020-10-18 19:36:07,453][root][INFO] - ===> Epoch[1219](6094/5): Loss -0.7086, Sem 0.0372, dir -0.9729, norm 0.2272, swav 0.0000 LR: 9.081e-02 Score 98.787 Data time: 0.0778, Forward time: 0.7709, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.8857 [2020-10-18 19:36:10,049][root][INFO] - ===> Epoch[1219](6095/5): Loss -0.7187, Sem 0.0374, dir -0.9707, norm 0.2147, swav 0.0000 LR: 9.081e-02 Score 98.718 Data time: 0.1574, Forward time: 0.7709, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.4828 [2020-10-18 19:36:12,467][root][INFO] - ===> Epoch[1220](6096/5): Loss -0.6952, Sem 0.0366, dir -0.9705, norm 0.2388, swav 0.0000 LR: 9.081e-02 Score 98.775 Data time: 0.0957, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.3107 [2020-10-18 19:36:14,738][root][INFO] - ===> Epoch[1220](6097/5): Loss -0.6990, Sem 0.0337, dir -0.9720, norm 0.2394, swav 0.0000 LR: 9.081e-02 Score 98.877 Data time: 0.0868, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.1421 [2020-10-18 19:36:18,263][root][INFO] - ===> Epoch[1220](6098/5): Loss -0.7119, Sem 0.0350, dir -0.9735, norm 0.2265, swav 0.0000 LR: 9.080e-02 Score 98.867 Data time: 0.0739, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 3.4185 [2020-10-18 19:36:20,486][root][INFO] - ===> Epoch[1220](6099/5): Loss -0.7265, Sem 0.0375, dir -0.9721, norm 0.2081, swav 0.0000 LR: 9.080e-02 Score 98.756 Data time: 0.0666, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.1214 [2020-10-18 19:36:22,345][root][INFO] - ===> Epoch[1220](6100/5): Loss -0.7293, Sem 0.0339, dir -0.9730, norm 0.2098, swav 0.0000 LR: 9.080e-02 Score 98.861 Data time: 0.0681, Forward time: 0.7709, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.7576 [2020-10-18 19:36:23,649][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 19:36:25,590][root][INFO] - ===> Epoch[1221](6101/5): Loss -0.6968, Sem 0.0408, dir -0.9695, norm 0.2320, swav 0.0000 LR: 9.080e-02 Score 98.647 Data time: 0.0595, Forward time: 0.7709, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.5483 [2020-10-18 19:36:27,569][root][INFO] - ===> Epoch[1221](6102/5): Loss -0.7231, Sem 0.0344, dir -0.9731, norm 0.2156, swav 0.0000 LR: 9.080e-02 Score 98.832 Data time: 0.0651, Forward time: 0.7709, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.8780 [2020-10-18 19:36:29,899][root][INFO] - ===> Epoch[1221](6103/5): Loss -0.7254, Sem 0.0337, dir -0.9729, norm 0.2137, swav 0.0000 LR: 9.080e-02 Score 98.868 Data time: 0.0729, Forward time: 0.7709, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.2292 [2020-10-18 19:36:32,227][root][INFO] - ===> Epoch[1221](6104/5): Loss -0.7030, Sem 0.0377, dir -0.9711, norm 0.2304, swav 0.0000 LR: 9.080e-02 Score 98.746 Data time: 0.0725, Forward time: 0.7709, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.2073 [2020-10-18 19:36:35,043][root][INFO] - ===> Epoch[1221](6105/5): Loss -0.7147, Sem 0.0330, dir -0.9724, norm 0.2248, swav 0.0000 LR: 9.079e-02 Score 98.923 Data time: 0.0598, Forward time: 0.7709, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.6975 [2020-10-18 19:36:37,586][root][INFO] - ===> Epoch[1222](6106/5): Loss -0.7133, Sem 0.0338, dir -0.9706, norm 0.2235, swav 0.0000 LR: 9.079e-02 Score 98.886 Data time: 0.0924, Forward time: 0.7709, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.4509 [2020-10-18 19:36:39,917][root][INFO] - ===> Epoch[1222](6107/5): Loss -0.7128, Sem 0.0305, dir -0.9740, norm 0.2306, swav 0.0000 LR: 9.079e-02 Score 98.981 Data time: 0.0809, Forward time: 0.7709, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.1859 [2020-10-18 19:36:42,292][root][INFO] - ===> Epoch[1222](6108/5): Loss -0.6859, Sem 0.0371, dir -0.9716, norm 0.2486, swav 0.0000 LR: 9.079e-02 Score 98.782 Data time: 0.0757, Forward time: 0.7709, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.2830 [2020-10-18 19:36:44,607][root][INFO] - ===> Epoch[1222](6109/5): Loss -0.7196, Sem 0.0384, dir -0.9722, norm 0.2141, swav 0.0000 LR: 9.079e-02 Score 98.714 Data time: 0.0630, Forward time: 0.7709, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.2098 [2020-10-18 19:36:46,827][root][INFO] - ===> Epoch[1222](6110/5): Loss -0.7085, Sem 0.0361, dir -0.9692, norm 0.2246, swav 0.0000 LR: 9.079e-02 Score 98.810 Data time: 0.0802, Forward time: 0.7709, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.1328 [2020-10-18 19:36:48,933][root][INFO] - ===> Epoch[1223](6111/5): Loss -0.7143, Sem 0.0342, dir -0.9734, norm 0.2248, swav 0.0000 LR: 9.079e-02 Score 98.889 Data time: 0.0767, Forward time: 0.7709, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 1.9879 [2020-10-18 19:36:50,917][root][INFO] - ===> Epoch[1223](6112/5): Loss -0.7129, Sem 0.0349, dir -0.9708, norm 0.2230, swav 0.0000 LR: 9.078e-02 Score 98.822 Data time: 0.0693, Forward time: 0.7709, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 1.8765 [2020-10-18 19:36:52,995][root][INFO] - ===> Epoch[1223](6113/5): Loss -0.7048, Sem 0.0359, dir -0.9706, norm 0.2299, swav 0.0000 LR: 9.078e-02 Score 98.799 Data time: 0.3252, Forward time: 0.7708, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 1.9877 [2020-10-18 19:36:55,467][root][INFO] - ===> Epoch[1223](6114/5): Loss -0.7040, Sem 0.0368, dir -0.9707, norm 0.2299, swav 0.0000 LR: 9.078e-02 Score 98.786 Data time: 0.1266, Forward time: 0.7709, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.3767 [2020-10-18 19:36:57,743][root][INFO] - ===> Epoch[1223](6115/5): Loss -0.6990, Sem 0.0348, dir -0.9714, norm 0.2376, swav 0.0000 LR: 9.078e-02 Score 98.825 Data time: 0.0758, Forward time: 0.7709, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.1412 [2020-10-18 19:36:59,784][root][INFO] - ===> Epoch[1224](6116/5): Loss -0.7189, Sem 0.0349, dir -0.9735, norm 0.2197, swav 0.0000 LR: 9.078e-02 Score 98.842 Data time: 0.0671, Forward time: 0.7709, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 1.9494 [2020-10-18 19:37:02,621][root][INFO] - ===> Epoch[1224](6117/5): Loss -0.6937, Sem 0.0342, dir -0.9696, norm 0.2417, swav 0.0000 LR: 9.078e-02 Score 98.863 Data time: 0.0833, Forward time: 0.7709, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.7515 [2020-10-18 19:37:05,096][root][INFO] - ===> Epoch[1224](6118/5): Loss -0.6939, Sem 0.0405, dir -0.9703, norm 0.2359, swav 0.0000 LR: 9.077e-02 Score 98.678 Data time: 0.0743, Forward time: 0.7709, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.3515 [2020-10-18 19:37:07,168][root][INFO] - ===> Epoch[1224](6119/5): Loss -0.6638, Sem 0.0388, dir -0.9692, norm 0.2665, swav 0.0000 LR: 9.077e-02 Score 98.703 Data time: 0.0874, Forward time: 0.7709, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 1.9673 [2020-10-18 19:37:09,410][root][INFO] - ===> Epoch[1224](6120/5): Loss -0.7172, Sem 0.0353, dir -0.9713, norm 0.2188, swav 0.0000 LR: 9.077e-02 Score 98.806 Data time: 0.0532, Forward time: 0.7709, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.1431 [2020-10-18 19:37:11,825][root][INFO] - ===> Epoch[1225](6121/5): Loss -0.6884, Sem 0.0344, dir -0.9712, norm 0.2484, swav 0.0000 LR: 9.077e-02 Score 98.864 Data time: 0.0739, Forward time: 0.7709, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.3480 [2020-10-18 19:37:13,971][root][INFO] - ===> Epoch[1225](6122/5): Loss -0.7277, Sem 0.0353, dir -0.9723, norm 0.2094, swav 0.0000 LR: 9.077e-02 Score 98.808 Data time: 0.2483, Forward time: 0.7709, Backward time: 1.1894, DDP time: 0.0030, Total iter time: 2.0325 [2020-10-18 19:37:16,423][root][INFO] - ===> Epoch[1225](6123/5): Loss -0.6893, Sem 0.0356, dir -0.9710, norm 0.2461, swav 0.0000 LR: 9.077e-02 Score 98.837 Data time: 0.1020, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.3408 [2020-10-18 19:37:18,302][root][INFO] - ===> Epoch[1225](6124/5): Loss -0.7110, Sem 0.0354, dir -0.9717, norm 0.2253, swav 0.0000 LR: 9.077e-02 Score 98.823 Data time: 0.1250, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 1.7511 [2020-10-18 19:37:20,800][root][INFO] - ===> Epoch[1225](6125/5): Loss -0.6833, Sem 0.0398, dir -0.9687, norm 0.2456, swav 0.0000 LR: 9.076e-02 Score 98.680 Data time: 0.0960, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.4054 [2020-10-18 19:37:22,807][root][INFO] - ===> Epoch[1226](6126/5): Loss -0.7017, Sem 0.0329, dir -0.9730, norm 0.2384, swav 0.0000 LR: 9.076e-02 Score 98.906 Data time: 0.0594, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 1.8651 [2020-10-18 19:37:24,948][root][INFO] - ===> Epoch[1226](6127/5): Loss -0.7073, Sem 0.0359, dir -0.9727, norm 0.2295, swav 0.0000 LR: 9.076e-02 Score 98.792 Data time: 0.0615, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.0780 [2020-10-18 19:37:27,183][root][INFO] - ===> Epoch[1226](6128/5): Loss -0.6891, Sem 0.0356, dir -0.9705, norm 0.2459, swav 0.0000 LR: 9.076e-02 Score 98.821 Data time: 0.0808, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.1633 [2020-10-18 19:37:29,200][root][INFO] - ===> Epoch[1226](6129/5): Loss -0.7119, Sem 0.0371, dir -0.9720, norm 0.2230, swav 0.0000 LR: 9.076e-02 Score 98.789 Data time: 0.0735, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.9122 [2020-10-18 19:37:31,714][root][INFO] - ===> Epoch[1226](6130/5): Loss -0.6809, Sem 0.0439, dir -0.9717, norm 0.2469, swav 0.0000 LR: 9.076e-02 Score 98.677 Data time: 0.0846, Forward time: 0.7710, Backward time: 1.1893, DDP time: 0.0030, Total iter time: 2.4138 [2020-10-18 19:37:33,944][root][INFO] - ===> Epoch[1227](6131/5): Loss -0.6998, Sem 0.0368, dir -0.9703, norm 0.2338, swav 0.0000 LR: 9.075e-02 Score 98.788 Data time: 0.0833, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.1057 [2020-10-18 19:37:35,977][root][INFO] - ===> Epoch[1227](6132/5): Loss -0.7093, Sem 0.0419, dir -0.9700, norm 0.2189, swav 0.0000 LR: 9.075e-02 Score 98.617 Data time: 0.0610, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.9373 [2020-10-18 19:37:37,979][root][INFO] - ===> Epoch[1227](6133/5): Loss -0.7215, Sem 0.0342, dir -0.9718, norm 0.2161, swav 0.0000 LR: 9.075e-02 Score 98.835 Data time: 0.1227, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.9288 [2020-10-18 19:37:39,886][root][INFO] - ===> Epoch[1227](6134/5): Loss -0.6877, Sem 0.0413, dir -0.9708, norm 0.2418, swav 0.0000 LR: 9.075e-02 Score 98.636 Data time: 0.0801, Forward time: 0.7711, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.8007 [2020-10-18 19:37:42,440][root][INFO] - ===> Epoch[1227](6135/5): Loss -0.6668, Sem 0.0432, dir -0.9690, norm 0.2591, swav 0.0000 LR: 9.075e-02 Score 98.633 Data time: 0.0479, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.4557 [2020-10-18 19:37:44,534][root][INFO] - ===> Epoch[1228](6136/5): Loss -0.6988, Sem 0.0347, dir -0.9720, norm 0.2384, swav 0.0000 LR: 9.075e-02 Score 98.871 Data time: 0.0878, Forward time: 0.7711, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.0096 [2020-10-18 19:37:47,000][root][INFO] - ===> Epoch[1228](6137/5): Loss -0.7119, Sem 0.0326, dir -0.9705, norm 0.2260, swav 0.0000 LR: 9.075e-02 Score 98.923 Data time: 0.0882, Forward time: 0.7711, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.3470 [2020-10-18 19:37:49,129][root][INFO] - ===> Epoch[1228](6138/5): Loss -0.6757, Sem 0.0426, dir -0.9683, norm 0.2499, swav 0.0000 LR: 9.074e-02 Score 98.590 Data time: 0.0652, Forward time: 0.7711, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.0290 [2020-10-18 19:37:51,440][root][INFO] - ===> Epoch[1228](6139/5): Loss -0.6735, Sem 0.0432, dir -0.9706, norm 0.2539, swav 0.0000 LR: 9.074e-02 Score 98.590 Data time: 0.0673, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.2289 [2020-10-18 19:37:53,417][root][INFO] - ===> Epoch[1228](6140/5): Loss -0.7153, Sem 0.0376, dir -0.9719, norm 0.2190, swav 0.0000 LR: 9.074e-02 Score 98.720 Data time: 0.0678, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.8759 [2020-10-18 19:37:55,408][root][INFO] - ===> Epoch[1229](6141/5): Loss -0.7179, Sem 0.0345, dir -0.9744, norm 0.2219, swav 0.0000 LR: 9.074e-02 Score 98.854 Data time: 0.0666, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.8966 [2020-10-18 19:37:57,622][root][INFO] - ===> Epoch[1229](6142/5): Loss -0.6886, Sem 0.0358, dir -0.9691, norm 0.2448, swav 0.0000 LR: 9.074e-02 Score 98.821 Data time: 0.0758, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.1241 [2020-10-18 19:37:59,700][root][INFO] - ===> Epoch[1229](6143/5): Loss -0.7209, Sem 0.0369, dir -0.9736, norm 0.2157, swav 0.0000 LR: 9.074e-02 Score 98.765 Data time: 0.0720, Forward time: 0.7710, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 1.9666 [2020-10-18 19:38:01,710][root][INFO] - ===> Epoch[1229](6144/5): Loss -0.6927, Sem 0.0424, dir -0.9705, norm 0.2353, swav 0.0000 LR: 9.074e-02 Score 98.676 Data time: 0.0827, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.9177 [2020-10-18 19:38:03,824][root][INFO] - ===> Epoch[1229](6145/5): Loss -0.7314, Sem 0.0331, dir -0.9739, norm 0.2093, swav 0.0000 LR: 9.073e-02 Score 98.881 Data time: 0.0655, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.0000 [2020-10-18 19:38:05,696][root][INFO] - ===> Epoch[1230](6146/5): Loss -0.7165, Sem 0.0322, dir -0.9713, norm 0.2226, swav 0.0000 LR: 9.073e-02 Score 98.931 Data time: 0.0706, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.7683 [2020-10-18 19:38:08,060][root][INFO] - ===> Epoch[1230](6147/5): Loss -0.6784, Sem 0.0370, dir -0.9701, norm 0.2547, swav 0.0000 LR: 9.073e-02 Score 98.786 Data time: 0.0653, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.2685 [2020-10-18 19:38:10,384][root][INFO] - ===> Epoch[1230](6148/5): Loss -0.7102, Sem 0.0378, dir -0.9708, norm 0.2229, swav 0.0000 LR: 9.073e-02 Score 98.749 Data time: 0.0649, Forward time: 0.7709, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.2270 [2020-10-18 19:38:12,543][root][INFO] - ===> Epoch[1230](6149/5): Loss -0.6879, Sem 0.0359, dir -0.9694, norm 0.2455, swav 0.0000 LR: 9.073e-02 Score 98.818 Data time: 0.1744, Forward time: 0.7709, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.0669 [2020-10-18 19:38:14,741][root][INFO] - ===> Epoch[1230](6150/5): Loss -0.6871, Sem 0.0366, dir -0.9679, norm 0.2442, swav 0.0000 LR: 9.073e-02 Score 98.773 Data time: 0.0983, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.0874 [2020-10-18 19:38:16,788][root][INFO] - ===> Epoch[1231](6151/5): Loss -0.7233, Sem 0.0372, dir -0.9715, norm 0.2111, swav 0.0000 LR: 9.072e-02 Score 98.778 Data time: 0.0849, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.9314 [2020-10-18 19:38:19,455][root][INFO] - ===> Epoch[1231](6152/5): Loss -0.7031, Sem 0.0324, dir -0.9733, norm 0.2377, swav 0.0000 LR: 9.072e-02 Score 98.908 Data time: 0.0594, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.5573 [2020-10-18 19:38:21,497][root][INFO] - ===> Epoch[1231](6153/5): Loss -0.6923, Sem 0.0362, dir -0.9693, norm 0.2408, swav 0.0000 LR: 9.072e-02 Score 98.810 Data time: 0.0588, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.9596 [2020-10-18 19:38:24,125][root][INFO] - ===> Epoch[1231](6154/5): Loss -0.6501, Sem 0.0396, dir -0.9702, norm 0.2805, swav 0.0000 LR: 9.072e-02 Score 98.708 Data time: 0.1523, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.5144 [2020-10-18 19:38:26,352][root][INFO] - ===> Epoch[1231](6155/5): Loss -0.7079, Sem 0.0366, dir -0.9715, norm 0.2270, swav 0.0000 LR: 9.072e-02 Score 98.838 Data time: 0.0777, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.1103 [2020-10-18 19:38:28,286][root][INFO] - ===> Epoch[1232](6156/5): Loss -0.7081, Sem 0.0390, dir -0.9694, norm 0.2222, swav 0.0000 LR: 9.072e-02 Score 98.706 Data time: 0.0771, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.8318 [2020-10-18 19:38:30,534][root][INFO] - ===> Epoch[1232](6157/5): Loss -0.6918, Sem 0.0355, dir -0.9702, norm 0.2429, swav 0.0000 LR: 9.072e-02 Score 98.810 Data time: 0.0840, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.1535 [2020-10-18 19:38:32,495][root][INFO] - ===> Epoch[1232](6158/5): Loss -0.7306, Sem 0.0320, dir -0.9755, norm 0.2129, swav 0.0000 LR: 9.071e-02 Score 98.922 Data time: 0.0671, Forward time: 0.7710, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.8424 [2020-10-18 19:38:35,183][root][INFO] - ===> Epoch[1232](6159/5): Loss -0.6762, Sem 0.0349, dir -0.9696, norm 0.2586, swav 0.0000 LR: 9.071e-02 Score 98.865 Data time: 0.0764, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.5866 [2020-10-18 19:38:37,180][root][INFO] - ===> Epoch[1232](6160/5): Loss -0.7108, Sem 0.0393, dir -0.9718, norm 0.2218, swav 0.0000 LR: 9.071e-02 Score 98.665 Data time: 0.0681, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.8525 [2020-10-18 19:38:39,346][root][INFO] - ===> Epoch[1233](6161/5): Loss -0.6804, Sem 0.0421, dir -0.9676, norm 0.2451, swav 0.0000 LR: 9.071e-02 Score 98.605 Data time: 0.0909, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.0807 [2020-10-18 19:38:41,280][root][INFO] - ===> Epoch[1233](6162/5): Loss -0.7094, Sem 0.0354, dir -0.9714, norm 0.2267, swav 0.0000 LR: 9.071e-02 Score 98.866 Data time: 0.1104, Forward time: 0.7710, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.8168 [2020-10-18 19:38:43,421][root][INFO] - ===> Epoch[1233](6163/5): Loss -0.7244, Sem 0.0340, dir -0.9724, norm 0.2139, swav 0.0000 LR: 9.071e-02 Score 98.861 Data time: 0.0954, Forward time: 0.7710, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.0566 [2020-10-18 19:38:45,879][root][INFO] - ===> Epoch[1233](6164/5): Loss -0.7087, Sem 0.0375, dir -0.9718, norm 0.2256, swav 0.0000 LR: 9.070e-02 Score 98.749 Data time: 0.0677, Forward time: 0.7710, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.3544 [2020-10-18 19:38:48,226][root][INFO] - ===> Epoch[1233](6165/5): Loss -0.7055, Sem 0.0343, dir -0.9717, norm 0.2319, swav 0.0000 LR: 9.070e-02 Score 98.864 Data time: 0.0806, Forward time: 0.7710, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.2701 [2020-10-18 19:38:50,729][root][INFO] - ===> Epoch[1234](6166/5): Loss -0.6793, Sem 0.0401, dir -0.9684, norm 0.2490, swav 0.0000 LR: 9.070e-02 Score 98.654 Data time: 0.1072, Forward time: 0.7711, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.3897 [2020-10-18 19:38:53,010][root][INFO] - ===> Epoch[1234](6167/5): Loss -0.7119, Sem 0.0324, dir -0.9721, norm 0.2277, swav 0.0000 LR: 9.070e-02 Score 98.920 Data time: 0.0815, Forward time: 0.7711, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.1603 [2020-10-18 19:38:55,292][root][INFO] - ===> Epoch[1234](6168/5): Loss -0.6930, Sem 0.0333, dir -0.9693, norm 0.2430, swav 0.0000 LR: 9.070e-02 Score 98.875 Data time: 0.0900, Forward time: 0.7711, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.1729 [2020-10-18 19:38:57,213][root][INFO] - ===> Epoch[1234](6169/5): Loss -0.7154, Sem 0.0381, dir -0.9720, norm 0.2186, swav 0.0000 LR: 9.070e-02 Score 98.726 Data time: 0.0665, Forward time: 0.7711, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.8233 [2020-10-18 19:38:59,454][root][INFO] - ===> Epoch[1234](6170/5): Loss -0.7124, Sem 0.0330, dir -0.9757, norm 0.2302, swav 0.0000 LR: 9.070e-02 Score 98.919 Data time: 0.1227, Forward time: 0.7711, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.1650 [2020-10-18 19:39:01,516][root][INFO] - ===> Epoch[1235](6171/5): Loss -0.7155, Sem 0.0330, dir -0.9721, norm 0.2236, swav 0.0000 LR: 9.069e-02 Score 98.889 Data time: 0.0911, Forward time: 0.7712, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.9463 [2020-10-18 19:39:03,631][root][INFO] - ===> Epoch[1235](6172/5): Loss -0.6993, Sem 0.0363, dir -0.9711, norm 0.2354, swav 0.0000 LR: 9.069e-02 Score 98.806 Data time: 0.0900, Forward time: 0.7712, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.0169 [2020-10-18 19:39:05,692][root][INFO] - ===> Epoch[1235](6173/5): Loss -0.7218, Sem 0.0312, dir -0.9742, norm 0.2212, swav 0.0000 LR: 9.069e-02 Score 98.962 Data time: 0.0804, Forward time: 0.7712, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.9585 [2020-10-18 19:39:08,166][root][INFO] - ===> Epoch[1235](6174/5): Loss -0.7140, Sem 0.0377, dir -0.9718, norm 0.2200, swav 0.0000 LR: 9.069e-02 Score 98.736 Data time: 0.0975, Forward time: 0.7712, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.3851 [2020-10-18 19:39:10,200][root][INFO] - ===> Epoch[1235](6175/5): Loss -0.6923, Sem 0.0353, dir -0.9700, norm 0.2424, swav 0.0000 LR: 9.069e-02 Score 98.819 Data time: 0.0828, Forward time: 0.7712, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.9265 [2020-10-18 19:39:12,455][root][INFO] - ===> Epoch[1236](6176/5): Loss -0.7059, Sem 0.0351, dir -0.9736, norm 0.2326, swav 0.0000 LR: 9.069e-02 Score 98.864 Data time: 0.0960, Forward time: 0.7713, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.1335 [2020-10-18 19:39:14,239][root][INFO] - ===> Epoch[1236](6177/5): Loss -0.7277, Sem 0.0329, dir -0.9747, norm 0.2141, swav 0.0000 LR: 9.069e-02 Score 98.883 Data time: 0.0666, Forward time: 0.7713, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.6653 [2020-10-18 19:39:16,388][root][INFO] - ===> Epoch[1236](6178/5): Loss -0.7092, Sem 0.0351, dir -0.9723, norm 0.2281, swav 0.0000 LR: 9.068e-02 Score 98.834 Data time: 0.1423, Forward time: 0.7713, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.0398 [2020-10-18 19:39:18,654][root][INFO] - ===> Epoch[1236](6179/5): Loss -0.6821, Sem 0.0481, dir -0.9659, norm 0.2357, swav 0.0000 LR: 9.068e-02 Score 98.535 Data time: 0.0885, Forward time: 0.7713, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.1780 [2020-10-18 19:39:21,136][root][INFO] - ===> Epoch[1236](6180/5): Loss -0.7226, Sem 0.0334, dir -0.9749, norm 0.2190, swav 0.0000 LR: 9.068e-02 Score 98.898 Data time: 0.1151, Forward time: 0.7714, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.3595 [2020-10-18 19:39:23,409][root][INFO] - ===> Epoch[1237](6181/5): Loss -0.6955, Sem 0.0387, dir -0.9703, norm 0.2361, swav 0.0000 LR: 9.068e-02 Score 98.736 Data time: 0.2021, Forward time: 0.7714, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.1715 [2020-10-18 19:39:25,507][root][INFO] - ===> Epoch[1237](6182/5): Loss -0.7317, Sem 0.0333, dir -0.9732, norm 0.2082, swav 0.0000 LR: 9.068e-02 Score 98.918 Data time: 0.1525, Forward time: 0.7714, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.0084 [2020-10-18 19:39:27,546][root][INFO] - ===> Epoch[1237](6183/5): Loss -0.7265, Sem 0.0365, dir -0.9748, norm 0.2118, swav 0.0000 LR: 9.068e-02 Score 98.789 Data time: 0.1341, Forward time: 0.7714, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.9240 [2020-10-18 19:39:29,815][root][INFO] - ===> Epoch[1237](6184/5): Loss -0.7175, Sem 0.0350, dir -0.9726, norm 0.2201, swav 0.0000 LR: 9.067e-02 Score 98.811 Data time: 0.0707, Forward time: 0.7714, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.1704 [2020-10-18 19:39:31,885][root][INFO] - ===> Epoch[1237](6185/5): Loss -0.7295, Sem 0.0360, dir -0.9720, norm 0.2065, swav 0.0000 LR: 9.067e-02 Score 98.800 Data time: 0.0828, Forward time: 0.7714, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.9663 [2020-10-18 19:39:34,065][root][INFO] - ===> Epoch[1238](6186/5): Loss -0.7171, Sem 0.0341, dir -0.9722, norm 0.2210, swav 0.0000 LR: 9.067e-02 Score 98.883 Data time: 0.0913, Forward time: 0.7714, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.0780 [2020-10-18 19:39:36,229][root][INFO] - ===> Epoch[1238](6187/5): Loss -0.7082, Sem 0.0347, dir -0.9724, norm 0.2295, swav 0.0000 LR: 9.067e-02 Score 98.860 Data time: 0.0753, Forward time: 0.7714, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.0591 [2020-10-18 19:39:38,373][root][INFO] - ===> Epoch[1238](6188/5): Loss -0.7155, Sem 0.0374, dir -0.9746, norm 0.2216, swav 0.0000 LR: 9.067e-02 Score 98.780 Data time: 0.0694, Forward time: 0.7713, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.0513 [2020-10-18 19:39:40,486][root][INFO] - ===> Epoch[1238](6189/5): Loss -0.7099, Sem 0.0349, dir -0.9704, norm 0.2256, swav 0.0000 LR: 9.067e-02 Score 98.866 Data time: 0.0835, Forward time: 0.7714, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.0233 [2020-10-18 19:39:42,624][root][INFO] - ===> Epoch[1238](6190/5): Loss -0.7227, Sem 0.0346, dir -0.9734, norm 0.2161, swav 0.0000 LR: 9.067e-02 Score 98.850 Data time: 0.1751, Forward time: 0.7714, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.0413 [2020-10-18 19:39:45,126][root][INFO] - ===> Epoch[1239](6191/5): Loss -0.7197, Sem 0.0358, dir -0.9715, norm 0.2159, swav 0.0000 LR: 9.066e-02 Score 98.799 Data time: 0.1207, Forward time: 0.7714, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.3908 [2020-10-18 19:39:47,691][root][INFO] - ===> Epoch[1239](6192/5): Loss -0.7192, Sem 0.0345, dir -0.9756, norm 0.2218, swav 0.0000 LR: 9.066e-02 Score 98.858 Data time: 0.0789, Forward time: 0.7714, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.4625 [2020-10-18 19:39:49,670][root][INFO] - ===> Epoch[1239](6193/5): Loss -0.7315, Sem 0.0343, dir -0.9732, norm 0.2074, swav 0.0000 LR: 9.066e-02 Score 98.839 Data time: 0.0819, Forward time: 0.7715, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.8898 [2020-10-18 19:39:52,013][root][INFO] - ===> Epoch[1239](6194/5): Loss -0.7152, Sem 0.0345, dir -0.9721, norm 0.2224, swav 0.0000 LR: 9.066e-02 Score 98.848 Data time: 0.0497, Forward time: 0.7714, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.2376 [2020-10-18 19:39:53,996][root][INFO] - ===> Epoch[1239](6195/5): Loss -0.7185, Sem 0.0378, dir -0.9731, norm 0.2168, swav 0.0000 LR: 9.066e-02 Score 98.736 Data time: 0.0729, Forward time: 0.7714, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.8717 [2020-10-18 19:39:56,124][root][INFO] - ===> Epoch[1240](6196/5): Loss -0.7434, Sem 0.0349, dir -0.9738, norm 0.1955, swav 0.0000 LR: 9.066e-02 Score 98.831 Data time: 0.0697, Forward time: 0.7714, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.0265 [2020-10-18 19:39:58,250][root][INFO] - ===> Epoch[1240](6197/5): Loss -0.7071, Sem 0.0344, dir -0.9730, norm 0.2315, swav 0.0000 LR: 9.065e-02 Score 98.864 Data time: 0.0596, Forward time: 0.7714, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.0261 [2020-10-18 19:40:00,700][root][INFO] - ===> Epoch[1240](6198/5): Loss -0.7277, Sem 0.0350, dir -0.9708, norm 0.2081, swav 0.0000 LR: 9.065e-02 Score 98.824 Data time: 0.0909, Forward time: 0.7714, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.3343 [2020-10-18 19:40:02,903][root][INFO] - ===> Epoch[1240](6199/5): Loss -0.7187, Sem 0.0328, dir -0.9735, norm 0.2220, swav 0.0000 LR: 9.065e-02 Score 98.909 Data time: 0.0602, Forward time: 0.7714, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.0755 [2020-10-18 19:40:04,917][root][INFO] - ===> Epoch[1240](6200/5): Loss -0.7234, Sem 0.0352, dir -0.9751, norm 0.2165, swav 0.0000 LR: 9.065e-02 Score 98.834 Data time: 0.0625, Forward time: 0.7714, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.9349 [2020-10-18 19:40:06,290][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 19:40:06,457][root][INFO] - ===> Start testing [2020-10-18 19:40:43,690][root][INFO] - 68/68: Data time: 0.0020, Iter time: 0.1038 Loss 0.021 (AVG: 0.470) Score 99.283 (AVG: 89.987) mIOU 68.530 mAP 84.304 mAcc 76.017 IOU: 60.905 0.000 79.085 73.209 92.890 91.878 34.912 76.134 98.370 63.099 78.782 86.219 55.407 mAP: 82.327 8.342 95.213 88.846 98.722 98.568 66.006 96.750 99.790 79.953 93.920 95.626 91.889 mAcc: 77.528 0.000 89.621 82.415 94.246 95.605 40.029 93.149 99.480 69.150 91.168 95.404 60.424 [2020-10-18 19:40:43,692][root][INFO] - Finished test. Elapsed time: 37.2329 [2020-10-18 19:40:46,603][root][INFO] - [2020-10-18 19:40:46,603][root][INFO] - ################################################################ [2020-10-18 19:40:46,603][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 19:40:46,603][root][INFO] - ################################################################ [2020-10-18 19:40:46,603][root][INFO] - clutter : nan nan nan [2020-10-18 19:40:46,603][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 19:40:46,603][root][INFO] - board : 0.766 0.874 0.927 [2020-10-18 19:40:46,603][root][INFO] - bookcase : 0.244 0.372 0.522 [2020-10-18 19:40:46,603][root][INFO] - ceiling : 0.659 0.696 0.820 [2020-10-18 19:40:46,604][root][INFO] - chair : 0.798 0.901 0.906 [2020-10-18 19:40:46,604][root][INFO] - column : 0.188 0.306 0.415 [2020-10-18 19:40:46,604][root][INFO] - door : 0.678 0.845 0.922 [2020-10-18 19:40:46,604][root][INFO] - floor : 0.796 0.800 0.827 [2020-10-18 19:40:46,604][root][INFO] - sofa : 0.376 0.545 0.636 [2020-10-18 19:40:46,604][root][INFO] - table : 0.143 0.307 0.577 [2020-10-18 19:40:46,604][root][INFO] - wall : 0.507 0.716 0.803 [2020-10-18 19:40:46,604][root][INFO] - window : 0.546 0.726 0.762 [2020-10-18 19:40:46,604][root][INFO] - ---------------------------------------------------------------- [2020-10-18 19:40:46,604][root][INFO] - average : 0.475 0.591 0.676 [2020-10-18 19:40:46,604][root][INFO] - [2020-10-18 19:40:46,775][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 19:40:46,776][root][INFO] - Current best mIoU: 69.164 at iter 3800 [2020-10-18 19:40:48,254][root][INFO] - ===> Epoch[1241](6201/5): Loss -0.7045, Sem 0.0378, dir -0.9722, norm 0.2299, swav 0.0000 LR: 9.065e-02 Score 98.765 Data time: 0.0513, Forward time: 0.7713, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.4725 [2020-10-18 19:40:50,406][root][INFO] - ===> Epoch[1241](6202/5): Loss -0.7110, Sem 0.0342, dir -0.9742, norm 0.2290, swav 0.0000 LR: 9.065e-02 Score 98.859 Data time: 0.0726, Forward time: 0.7713, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.0707 [2020-10-18 19:40:52,807][root][INFO] - ===> Epoch[1241](6203/5): Loss -0.7293, Sem 0.0384, dir -0.9714, norm 0.2037, swav 0.0000 LR: 9.065e-02 Score 98.715 Data time: 0.0771, Forward time: 0.7713, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.3005 [2020-10-18 19:40:54,662][root][INFO] - ===> Epoch[1241](6204/5): Loss -0.6894, Sem 0.0388, dir -0.9720, norm 0.2437, swav 0.0000 LR: 9.064e-02 Score 98.779 Data time: 0.0747, Forward time: 0.7713, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.7500 [2020-10-18 19:40:57,397][root][INFO] - ===> Epoch[1241](6205/5): Loss -0.6843, Sem 0.0384, dir -0.9713, norm 0.2486, swav 0.0000 LR: 9.064e-02 Score 98.770 Data time: 0.0923, Forward time: 0.7713, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.6355 [2020-10-18 19:40:59,377][root][INFO] - ===> Epoch[1242](6206/5): Loss -0.7165, Sem 0.0367, dir -0.9730, norm 0.2199, swav 0.0000 LR: 9.064e-02 Score 98.754 Data time: 0.0615, Forward time: 0.7713, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.8344 [2020-10-18 19:41:01,512][root][INFO] - ===> Epoch[1242](6207/5): Loss -0.7161, Sem 0.0359, dir -0.9715, norm 0.2196, swav 0.0000 LR: 9.064e-02 Score 98.793 Data time: 0.1305, Forward time: 0.7713, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.0593 [2020-10-18 19:41:04,352][root][INFO] - ===> Epoch[1242](6208/5): Loss -0.7034, Sem 0.0354, dir -0.9725, norm 0.2337, swav 0.0000 LR: 9.064e-02 Score 98.804 Data time: 0.1421, Forward time: 0.7714, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.7356 [2020-10-18 19:41:06,510][root][INFO] - ===> Epoch[1242](6209/5): Loss -0.6955, Sem 0.0348, dir -0.9701, norm 0.2398, swav 0.0000 LR: 9.064e-02 Score 98.844 Data time: 0.0815, Forward time: 0.7714, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.0203 [2020-10-18 19:41:09,044][root][INFO] - ===> Epoch[1242](6210/5): Loss -0.7235, Sem 0.0343, dir -0.9741, norm 0.2162, swav 0.0000 LR: 9.064e-02 Score 98.859 Data time: 0.0829, Forward time: 0.7714, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.4253 [2020-10-18 19:41:10,966][root][INFO] - ===> Epoch[1243](6211/5): Loss -0.6916, Sem 0.0344, dir -0.9713, norm 0.2454, swav 0.0000 LR: 9.063e-02 Score 98.872 Data time: 0.0655, Forward time: 0.7714, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.8248 [2020-10-18 19:41:12,890][root][INFO] - ===> Epoch[1243](6212/5): Loss -0.7136, Sem 0.0385, dir -0.9730, norm 0.2209, swav 0.0000 LR: 9.063e-02 Score 98.715 Data time: 0.0595, Forward time: 0.7714, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.8145 [2020-10-18 19:41:15,793][root][INFO] - ===> Epoch[1243](6213/5): Loss -0.6736, Sem 0.0369, dir -0.9684, norm 0.2580, swav 0.0000 LR: 9.063e-02 Score 98.794 Data time: 0.0767, Forward time: 0.7714, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.8137 [2020-10-18 19:41:17,674][root][INFO] - ===> Epoch[1243](6214/5): Loss -0.7194, Sem 0.0322, dir -0.9733, norm 0.2217, swav 0.0000 LR: 9.063e-02 Score 98.930 Data time: 0.0884, Forward time: 0.7714, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.7745 [2020-10-18 19:41:20,282][root][INFO] - ===> Epoch[1243](6215/5): Loss -0.6521, Sem 0.0363, dir -0.9690, norm 0.2806, swav 0.0000 LR: 9.063e-02 Score 98.816 Data time: 0.0949, Forward time: 0.7714, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.5060 [2020-10-18 19:41:22,357][root][INFO] - ===> Epoch[1244](6216/5): Loss -0.6940, Sem 0.0368, dir -0.9706, norm 0.2399, swav 0.0000 LR: 9.063e-02 Score 98.771 Data time: 0.0802, Forward time: 0.7714, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.9472 [2020-10-18 19:41:24,548][root][INFO] - ===> Epoch[1244](6217/5): Loss -0.7028, Sem 0.0333, dir -0.9739, norm 0.2377, swav 0.0000 LR: 9.062e-02 Score 98.881 Data time: 0.0699, Forward time: 0.7714, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.1085 [2020-10-18 19:41:26,555][root][INFO] - ===> Epoch[1244](6218/5): Loss -0.6766, Sem 0.0351, dir -0.9695, norm 0.2578, swav 0.0000 LR: 9.062e-02 Score 98.817 Data time: 0.0953, Forward time: 0.7714, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.9065 [2020-10-18 19:41:29,079][root][INFO] - ===> Epoch[1244](6219/5): Loss -0.6649, Sem 0.0358, dir -0.9714, norm 0.2708, swav 0.0000 LR: 9.062e-02 Score 98.795 Data time: 0.0928, Forward time: 0.7715, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.4043 [2020-10-18 19:41:31,233][root][INFO] - ===> Epoch[1244](6220/5): Loss -0.6958, Sem 0.0349, dir -0.9693, norm 0.2386, swav 0.0000 LR: 9.062e-02 Score 98.818 Data time: 0.0778, Forward time: 0.7715, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.0121 [2020-10-18 19:41:33,269][root][INFO] - ===> Epoch[1245](6221/5): Loss -0.6911, Sem 0.0333, dir -0.9706, norm 0.2462, swav 0.0000 LR: 9.062e-02 Score 98.891 Data time: 0.0792, Forward time: 0.7715, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.9480 [2020-10-18 19:41:35,181][root][INFO] - ===> Epoch[1245](6222/5): Loss -0.6882, Sem 0.0364, dir -0.9723, norm 0.2477, swav 0.0000 LR: 9.062e-02 Score 98.796 Data time: 0.0593, Forward time: 0.7715, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.8178 [2020-10-18 19:41:37,394][root][INFO] - ===> Epoch[1245](6223/5): Loss -0.6947, Sem 0.0337, dir -0.9708, norm 0.2425, swav 0.0000 LR: 9.062e-02 Score 98.857 Data time: 0.0712, Forward time: 0.7715, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.1152 [2020-10-18 19:41:39,473][root][INFO] - ===> Epoch[1245](6224/5): Loss -0.7165, Sem 0.0322, dir -0.9738, norm 0.2251, swav 0.0000 LR: 9.061e-02 Score 98.922 Data time: 0.0603, Forward time: 0.7714, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.9653 [2020-10-18 19:41:41,440][root][INFO] - ===> Epoch[1245](6225/5): Loss -0.6788, Sem 0.0397, dir -0.9696, norm 0.2511, swav 0.0000 LR: 9.061e-02 Score 98.650 Data time: 0.0813, Forward time: 0.7714, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.8733 [2020-10-18 19:41:43,416][root][INFO] - ===> Epoch[1246](6226/5): Loss -0.6893, Sem 0.0321, dir -0.9721, norm 0.2507, swav 0.0000 LR: 9.061e-02 Score 98.954 Data time: 0.0837, Forward time: 0.7714, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.9072 [2020-10-18 19:41:45,683][root][INFO] - ===> Epoch[1246](6227/5): Loss -0.7114, Sem 0.0382, dir -0.9721, norm 0.2225, swav 0.0000 LR: 9.061e-02 Score 98.739 Data time: 0.0727, Forward time: 0.7714, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.1534 [2020-10-18 19:41:48,019][root][INFO] - ===> Epoch[1246](6228/5): Loss -0.7005, Sem 0.0358, dir -0.9717, norm 0.2354, swav 0.0000 LR: 9.061e-02 Score 98.812 Data time: 0.0784, Forward time: 0.7714, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.2490 [2020-10-18 19:41:50,196][root][INFO] - ===> Epoch[1246](6229/5): Loss -0.6960, Sem 0.0378, dir -0.9714, norm 0.2376, swav 0.0000 LR: 9.061e-02 Score 98.761 Data time: 0.0885, Forward time: 0.7715, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.0657 [2020-10-18 19:41:52,303][root][INFO] - ===> Epoch[1246](6230/5): Loss -0.7030, Sem 0.0358, dir -0.9726, norm 0.2338, swav 0.0000 LR: 9.060e-02 Score 98.815 Data time: 0.1030, Forward time: 0.7715, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.9933 [2020-10-18 19:41:54,420][root][INFO] - ===> Epoch[1247](6231/5): Loss -0.7250, Sem 0.0327, dir -0.9730, norm 0.2152, swav 0.0000 LR: 9.060e-02 Score 98.927 Data time: 0.1047, Forward time: 0.7715, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.0026 [2020-10-18 19:41:56,560][root][INFO] - ===> Epoch[1247](6232/5): Loss -0.7236, Sem 0.0349, dir -0.9718, norm 0.2133, swav 0.0000 LR: 9.060e-02 Score 98.818 Data time: 0.0924, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.0297 [2020-10-18 19:41:58,421][root][INFO] - ===> Epoch[1247](6233/5): Loss -0.7056, Sem 0.0405, dir -0.9703, norm 0.2243, swav 0.0000 LR: 9.060e-02 Score 98.634 Data time: 0.0683, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.7583 [2020-10-18 19:42:01,122][root][INFO] - ===> Epoch[1247](6234/5): Loss -0.7050, Sem 0.0336, dir -0.9722, norm 0.2336, swav 0.0000 LR: 9.060e-02 Score 98.899 Data time: 0.0726, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.5915 [2020-10-18 19:42:03,196][root][INFO] - ===> Epoch[1247](6235/5): Loss -0.7280, Sem 0.0320, dir -0.9752, norm 0.2152, swav 0.0000 LR: 9.060e-02 Score 98.910 Data time: 0.0799, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.9771 [2020-10-18 19:42:05,618][root][INFO] - ===> Epoch[1248](6236/5): Loss -0.7036, Sem 0.0378, dir -0.9709, norm 0.2295, swav 0.0000 LR: 9.060e-02 Score 98.747 Data time: 0.0724, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.3189 [2020-10-18 19:42:07,935][root][INFO] - ===> Epoch[1248](6237/5): Loss -0.6859, Sem 0.0412, dir -0.9708, norm 0.2436, swav 0.0000 LR: 9.059e-02 Score 98.688 Data time: 0.0986, Forward time: 0.7716, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.2020 [2020-10-18 19:42:09,751][root][INFO] - ===> Epoch[1248](6238/5): Loss -0.7263, Sem 0.0372, dir -0.9712, norm 0.2077, swav 0.0000 LR: 9.059e-02 Score 98.755 Data time: 0.0636, Forward time: 0.7716, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.6964 [2020-10-18 19:42:11,824][root][INFO] - ===> Epoch[1248](6239/5): Loss -0.7057, Sem 0.0335, dir -0.9728, norm 0.2336, swav 0.0000 LR: 9.059e-02 Score 98.870 Data time: 0.0513, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.9950 [2020-10-18 19:42:13,875][root][INFO] - ===> Epoch[1248](6240/5): Loss -0.7228, Sem 0.0327, dir -0.9748, norm 0.2193, swav 0.0000 LR: 9.059e-02 Score 98.919 Data time: 0.0802, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.9796 [2020-10-18 19:42:15,792][root][INFO] - ===> Epoch[1249](6241/5): Loss -0.7048, Sem 0.0372, dir -0.9696, norm 0.2275, swav 0.0000 LR: 9.059e-02 Score 98.769 Data time: 0.0798, Forward time: 0.7715, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.8109 [2020-10-18 19:42:17,820][root][INFO] - ===> Epoch[1249](6242/5): Loss -0.7018, Sem 0.0357, dir -0.9732, norm 0.2356, swav 0.0000 LR: 9.059e-02 Score 98.807 Data time: 0.0745, Forward time: 0.7715, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.9329 [2020-10-18 19:42:19,824][root][INFO] - ===> Epoch[1249](6243/5): Loss -0.7326, Sem 0.0332, dir -0.9732, norm 0.2075, swav 0.0000 LR: 9.058e-02 Score 98.893 Data time: 0.0676, Forward time: 0.7715, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.9086 [2020-10-18 19:42:22,493][root][INFO] - ===> Epoch[1249](6244/5): Loss -0.6968, Sem 0.0322, dir -0.9741, norm 0.2452, swav 0.0000 LR: 9.058e-02 Score 98.940 Data time: 0.0928, Forward time: 0.7715, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.5694 [2020-10-18 19:42:25,437][root][INFO] - ===> Epoch[1249](6245/5): Loss -0.6796, Sem 0.0363, dir -0.9692, norm 0.2533, swav 0.0000 LR: 9.058e-02 Score 98.801 Data time: 0.0754, Forward time: 0.7716, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.8280 [2020-10-18 19:42:27,320][root][INFO] - ===> Epoch[1250](6246/5): Loss -0.7145, Sem 0.0366, dir -0.9735, norm 0.2225, swav 0.0000 LR: 9.058e-02 Score 98.796 Data time: 0.0580, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.7781 [2020-10-18 19:42:29,531][root][INFO] - ===> Epoch[1250](6247/5): Loss -0.7027, Sem 0.0313, dir -0.9731, norm 0.2392, swav 0.0000 LR: 9.058e-02 Score 98.961 Data time: 0.1127, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.1304 [2020-10-18 19:42:31,908][root][INFO] - ===> Epoch[1250](6248/5): Loss -0.6878, Sem 0.0343, dir -0.9716, norm 0.2496, swav 0.0000 LR: 9.058e-02 Score 98.883 Data time: 0.0795, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.2636 [2020-10-18 19:42:33,749][root][INFO] - ===> Epoch[1250](6249/5): Loss -0.7034, Sem 0.0386, dir -0.9690, norm 0.2270, swav 0.0000 LR: 9.058e-02 Score 98.677 Data time: 0.0494, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.7184 [2020-10-18 19:42:35,696][root][INFO] - ===> Epoch[1250](6250/5): Loss -0.6743, Sem 0.0381, dir -0.9706, norm 0.2582, swav 0.0000 LR: 9.057e-02 Score 98.764 Data time: 0.0584, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.8712 [2020-10-18 19:42:37,892][root][INFO] - ===> Epoch[1251](6251/5): Loss -0.7216, Sem 0.0344, dir -0.9729, norm 0.2169, swav 0.0000 LR: 9.057e-02 Score 98.846 Data time: 0.2044, Forward time: 0.7715, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.1030 [2020-10-18 19:42:40,408][root][INFO] - ===> Epoch[1251](6252/5): Loss -0.6887, Sem 0.0386, dir -0.9699, norm 0.2426, swav 0.0000 LR: 9.057e-02 Score 98.711 Data time: 0.0847, Forward time: 0.7715, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.3900 [2020-10-18 19:42:42,486][root][INFO] - ===> Epoch[1251](6253/5): Loss -0.7096, Sem 0.0344, dir -0.9740, norm 0.2300, swav 0.0000 LR: 9.057e-02 Score 98.879 Data time: 0.0691, Forward time: 0.7715, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.9871 [2020-10-18 19:42:44,590][root][INFO] - ===> Epoch[1251](6254/5): Loss -0.7117, Sem 0.0345, dir -0.9736, norm 0.2274, swav 0.0000 LR: 9.057e-02 Score 98.851 Data time: 0.0901, Forward time: 0.7715, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.9993 [2020-10-18 19:42:47,305][root][INFO] - ===> Epoch[1251](6255/5): Loss -0.7104, Sem 0.0336, dir -0.9712, norm 0.2273, swav 0.0000 LR: 9.057e-02 Score 98.875 Data time: 0.0669, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.6100 [2020-10-18 19:42:49,426][root][INFO] - ===> Epoch[1252](6256/5): Loss -0.7138, Sem 0.0323, dir -0.9743, norm 0.2283, swav 0.0000 LR: 9.057e-02 Score 98.923 Data time: 0.0799, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.0248 [2020-10-18 19:42:51,321][root][INFO] - ===> Epoch[1252](6257/5): Loss -0.7272, Sem 0.0381, dir -0.9716, norm 0.2064, swav 0.0000 LR: 9.056e-02 Score 98.704 Data time: 0.1099, Forward time: 0.7715, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.7753 [2020-10-18 19:42:53,514][root][INFO] - ===> Epoch[1252](6258/5): Loss -0.7045, Sem 0.0340, dir -0.9738, norm 0.2354, swav 0.0000 LR: 9.056e-02 Score 98.873 Data time: 0.0933, Forward time: 0.7716, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.0604 [2020-10-18 19:42:55,654][root][INFO] - ===> Epoch[1252](6259/5): Loss -0.7230, Sem 0.0329, dir -0.9741, norm 0.2181, swav 0.0000 LR: 9.056e-02 Score 98.885 Data time: 0.0771, Forward time: 0.7716, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.0128 [2020-10-18 19:42:57,648][root][INFO] - ===> Epoch[1252](6260/5): Loss -0.7260, Sem 0.0346, dir -0.9750, norm 0.2145, swav 0.0000 LR: 9.056e-02 Score 98.851 Data time: 0.0675, Forward time: 0.7715, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 1.8868 [2020-10-18 19:43:00,001][root][INFO] - ===> Epoch[1253](6261/5): Loss -0.6819, Sem 0.0382, dir -0.9690, norm 0.2489, swav 0.0000 LR: 9.056e-02 Score 98.748 Data time: 0.0757, Forward time: 0.7716, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.2978 [2020-10-18 19:43:01,998][root][INFO] - ===> Epoch[1253](6262/5): Loss -0.7123, Sem 0.0388, dir -0.9707, norm 0.2196, swav 0.0000 LR: 9.056e-02 Score 98.698 Data time: 0.0657, Forward time: 0.7715, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 1.8977 [2020-10-18 19:43:04,063][root][INFO] - ===> Epoch[1253](6263/5): Loss -0.7002, Sem 0.0395, dir -0.9706, norm 0.2309, swav 0.0000 LR: 9.055e-02 Score 98.676 Data time: 0.0698, Forward time: 0.7715, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 1.9462 [2020-10-18 19:43:06,673][root][INFO] - ===> Epoch[1253](6264/5): Loss -0.7082, Sem 0.0309, dir -0.9748, norm 0.2357, swav 0.0000 LR: 9.055e-02 Score 98.982 Data time: 0.0651, Forward time: 0.7715, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.5164 [2020-10-18 19:43:08,868][root][INFO] - ===> Epoch[1253](6265/5): Loss -0.7016, Sem 0.0386, dir -0.9691, norm 0.2289, swav 0.0000 LR: 9.055e-02 Score 98.729 Data time: 0.0676, Forward time: 0.7715, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.0904 [2020-10-18 19:43:10,769][root][INFO] - ===> Epoch[1254](6266/5): Loss -0.7448, Sem 0.0314, dir -0.9764, norm 0.2002, swav 0.0000 LR: 9.055e-02 Score 98.951 Data time: 0.0654, Forward time: 0.7715, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.7804 [2020-10-18 19:43:12,899][root][INFO] - ===> Epoch[1254](6267/5): Loss -0.7153, Sem 0.0335, dir -0.9746, norm 0.2258, swav 0.0000 LR: 9.055e-02 Score 98.891 Data time: 0.0664, Forward time: 0.7715, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.0427 [2020-10-18 19:43:15,432][root][INFO] - ===> Epoch[1254](6268/5): Loss -0.7035, Sem 0.0387, dir -0.9697, norm 0.2274, swav 0.0000 LR: 9.055e-02 Score 98.706 Data time: 0.0835, Forward time: 0.7715, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.4351 [2020-10-18 19:43:18,027][root][INFO] - ===> Epoch[1254](6269/5): Loss -0.7078, Sem 0.0335, dir -0.9750, norm 0.2337, swav 0.0000 LR: 9.055e-02 Score 98.903 Data time: 0.1077, Forward time: 0.7716, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.4827 [2020-10-18 19:43:20,572][root][INFO] - ===> Epoch[1254](6270/5): Loss -0.7230, Sem 0.0332, dir -0.9733, norm 0.2171, swav 0.0000 LR: 9.054e-02 Score 98.869 Data time: 0.0581, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.4280 [2020-10-18 19:43:22,746][root][INFO] - ===> Epoch[1255](6271/5): Loss -0.6995, Sem 0.0391, dir -0.9702, norm 0.2316, swav 0.0000 LR: 9.054e-02 Score 98.717 Data time: 0.0524, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.0653 [2020-10-18 19:43:24,958][root][INFO] - ===> Epoch[1255](6272/5): Loss -0.6857, Sem 0.0347, dir -0.9715, norm 0.2511, swav 0.0000 LR: 9.054e-02 Score 98.862 Data time: 0.0875, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.1326 [2020-10-18 19:43:27,830][root][INFO] - ===> Epoch[1255](6273/5): Loss -0.7143, Sem 0.0367, dir -0.9743, norm 0.2233, swav 0.0000 LR: 9.054e-02 Score 98.777 Data time: 0.0663, Forward time: 0.7715, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.7410 [2020-10-18 19:43:30,245][root][INFO] - ===> Epoch[1255](6274/5): Loss -0.7093, Sem 0.0353, dir -0.9732, norm 0.2286, swav 0.0000 LR: 9.054e-02 Score 98.858 Data time: 0.0850, Forward time: 0.7715, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.3194 [2020-10-18 19:43:32,025][root][INFO] - ===> Epoch[1255](6275/5): Loss -0.7114, Sem 0.0366, dir -0.9716, norm 0.2236, swav 0.0000 LR: 9.054e-02 Score 98.787 Data time: 0.0720, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.6774 [2020-10-18 19:43:34,025][root][INFO] - ===> Epoch[1256](6276/5): Loss -0.7373, Sem 0.0349, dir -0.9727, norm 0.2005, swav 0.0000 LR: 9.053e-02 Score 98.785 Data time: 0.0626, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.9002 [2020-10-18 19:43:35,984][root][INFO] - ===> Epoch[1256](6277/5): Loss -0.7035, Sem 0.0362, dir -0.9728, norm 0.2331, swav 0.0000 LR: 9.053e-02 Score 98.791 Data time: 0.0811, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.8523 [2020-10-18 19:43:38,374][root][INFO] - ===> Epoch[1256](6278/5): Loss -0.6773, Sem 0.0401, dir -0.9704, norm 0.2529, swav 0.0000 LR: 9.053e-02 Score 98.727 Data time: 0.2785, Forward time: 0.7715, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.2685 [2020-10-18 19:43:40,768][root][INFO] - ===> Epoch[1256](6279/5): Loss -0.7108, Sem 0.0371, dir -0.9733, norm 0.2253, swav 0.0000 LR: 9.053e-02 Score 98.797 Data time: 0.0843, Forward time: 0.7716, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.3019 [2020-10-18 19:43:43,052][root][INFO] - ===> Epoch[1256](6280/5): Loss -0.7101, Sem 0.0321, dir -0.9720, norm 0.2298, swav 0.0000 LR: 9.053e-02 Score 98.938 Data time: 0.0576, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.1664 [2020-10-18 19:43:45,432][root][INFO] - ===> Epoch[1257](6281/5): Loss -0.6988, Sem 0.0356, dir -0.9714, norm 0.2370, swav 0.0000 LR: 9.053e-02 Score 98.811 Data time: 0.0838, Forward time: 0.7716, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.2938 [2020-10-18 19:43:47,693][root][INFO] - ===> Epoch[1257](6282/5): Loss -0.7254, Sem 0.0293, dir -0.9738, norm 0.2191, swav 0.0000 LR: 9.053e-02 Score 99.021 Data time: 0.0595, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.1501 [2020-10-18 19:43:49,867][root][INFO] - ===> Epoch[1257](6283/5): Loss -0.7166, Sem 0.0321, dir -0.9750, norm 0.2263, swav 0.0000 LR: 9.052e-02 Score 98.916 Data time: 0.0651, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.0855 [2020-10-18 19:43:52,240][root][INFO] - ===> Epoch[1257](6284/5): Loss -0.7168, Sem 0.0371, dir -0.9726, norm 0.2187, swav 0.0000 LR: 9.052e-02 Score 98.727 Data time: 0.0866, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.2685 [2020-10-18 19:43:54,402][root][INFO] - ===> Epoch[1257](6285/5): Loss -0.7144, Sem 0.0330, dir -0.9738, norm 0.2265, swav 0.0000 LR: 9.052e-02 Score 98.911 Data time: 0.0640, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.0408 [2020-10-18 19:43:56,598][root][INFO] - ===> Epoch[1258](6286/5): Loss -0.7145, Sem 0.0369, dir -0.9738, norm 0.2224, swav 0.0000 LR: 9.052e-02 Score 98.781 Data time: 0.0951, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.0853 [2020-10-18 19:43:58,772][root][INFO] - ===> Epoch[1258](6287/5): Loss -0.7002, Sem 0.0349, dir -0.9710, norm 0.2360, swav 0.0000 LR: 9.052e-02 Score 98.829 Data time: 0.0895, Forward time: 0.7716, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.0524 [2020-10-18 19:44:01,063][root][INFO] - ===> Epoch[1258](6288/5): Loss -0.7057, Sem 0.0345, dir -0.9734, norm 0.2332, swav 0.0000 LR: 9.052e-02 Score 98.869 Data time: 0.0695, Forward time: 0.7716, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.1708 [2020-10-18 19:44:03,512][root][INFO] - ===> Epoch[1258](6289/5): Loss -0.7172, Sem 0.0360, dir -0.9729, norm 0.2197, swav 0.0000 LR: 9.052e-02 Score 98.815 Data time: 0.0802, Forward time: 0.7716, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.3205 [2020-10-18 19:44:05,647][root][INFO] - ===> Epoch[1258](6290/5): Loss -0.7306, Sem 0.0317, dir -0.9738, norm 0.2115, swav 0.0000 LR: 9.051e-02 Score 98.936 Data time: 0.0823, Forward time: 0.7716, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.0168 [2020-10-18 19:44:07,455][root][INFO] - ===> Epoch[1259](6291/5): Loss -0.7330, Sem 0.0356, dir -0.9725, norm 0.2039, swav 0.0000 LR: 9.051e-02 Score 98.795 Data time: 0.0636, Forward time: 0.7716, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.6874 [2020-10-18 19:44:09,755][root][INFO] - ===> Epoch[1259](6292/5): Loss -0.7041, Sem 0.0368, dir -0.9735, norm 0.2325, swav 0.0000 LR: 9.051e-02 Score 98.810 Data time: 0.0891, Forward time: 0.7716, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.2281 [2020-10-18 19:44:11,789][root][INFO] - ===> Epoch[1259](6293/5): Loss -0.7188, Sem 0.0362, dir -0.9728, norm 0.2177, swav 0.0000 LR: 9.051e-02 Score 98.778 Data time: 0.0760, Forward time: 0.7716, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.9278 [2020-10-18 19:44:13,733][root][INFO] - ===> Epoch[1259](6294/5): Loss -0.7030, Sem 0.0392, dir -0.9710, norm 0.2288, swav 0.0000 LR: 9.051e-02 Score 98.688 Data time: 0.0552, Forward time: 0.7715, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.8333 [2020-10-18 19:44:16,224][root][INFO] - ===> Epoch[1259](6295/5): Loss -0.7147, Sem 0.0362, dir -0.9719, norm 0.2209, swav 0.0000 LR: 9.051e-02 Score 98.780 Data time: 0.2401, Forward time: 0.7716, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.4032 [2020-10-18 19:44:18,379][root][INFO] - ===> Epoch[1260](6296/5): Loss -0.7109, Sem 0.0381, dir -0.9723, norm 0.2233, swav 0.0000 LR: 9.050e-02 Score 98.743 Data time: 0.0835, Forward time: 0.7716, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.0321 [2020-10-18 19:44:20,497][root][INFO] - ===> Epoch[1260](6297/5): Loss -0.7115, Sem 0.0338, dir -0.9742, norm 0.2289, swav 0.0000 LR: 9.050e-02 Score 98.906 Data time: 0.0782, Forward time: 0.7716, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.0229 [2020-10-18 19:44:22,942][root][INFO] - ===> Epoch[1260](6298/5): Loss -0.7226, Sem 0.0323, dir -0.9739, norm 0.2190, swav 0.0000 LR: 9.050e-02 Score 98.922 Data time: 0.1506, Forward time: 0.7717, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.3282 [2020-10-18 19:44:25,042][root][INFO] - ===> Epoch[1260](6299/5): Loss -0.7141, Sem 0.0299, dir -0.9736, norm 0.2296, swav 0.0000 LR: 9.050e-02 Score 99.006 Data time: 0.0854, Forward time: 0.7717, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 1.9876 [2020-10-18 19:44:27,049][root][INFO] - ===> Epoch[1260](6300/5): Loss -0.7127, Sem 0.0405, dir -0.9693, norm 0.2162, swav 0.0000 LR: 9.050e-02 Score 98.661 Data time: 0.0754, Forward time: 0.7717, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 1.8966 [2020-10-18 19:44:28,388][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 19:44:30,364][root][INFO] - ===> Epoch[1261](6301/5): Loss -0.7122, Sem 0.0374, dir -0.9733, norm 0.2237, swav 0.0000 LR: 9.050e-02 Score 98.734 Data time: 0.0811, Forward time: 0.7717, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 1.8076 [2020-10-18 19:44:32,829][root][INFO] - ===> Epoch[1261](6302/5): Loss -0.7139, Sem 0.0374, dir -0.9713, norm 0.2200, swav 0.0000 LR: 9.050e-02 Score 98.750 Data time: 0.0973, Forward time: 0.7717, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.3368 [2020-10-18 19:44:34,954][root][INFO] - ===> Epoch[1261](6303/5): Loss -0.7315, Sem 0.0292, dir -0.9757, norm 0.2151, swav 0.0000 LR: 9.049e-02 Score 99.045 Data time: 0.0649, Forward time: 0.7717, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.0130 [2020-10-18 19:44:37,319][root][INFO] - ===> Epoch[1261](6304/5): Loss -0.7229, Sem 0.0356, dir -0.9736, norm 0.2151, swav 0.0000 LR: 9.049e-02 Score 98.809 Data time: 0.0614, Forward time: 0.7717, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.2848 [2020-10-18 19:44:39,496][root][INFO] - ===> Epoch[1261](6305/5): Loss -0.7143, Sem 0.0323, dir -0.9753, norm 0.2287, swav 0.0000 LR: 9.049e-02 Score 98.929 Data time: 0.0915, Forward time: 0.7718, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.0785 [2020-10-18 19:44:41,922][root][INFO] - ===> Epoch[1262](6306/5): Loss -0.7323, Sem 0.0317, dir -0.9745, norm 0.2105, swav 0.0000 LR: 9.049e-02 Score 98.953 Data time: 0.0774, Forward time: 0.7718, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.2941 [2020-10-18 19:44:44,125][root][INFO] - ===> Epoch[1262](6307/5): Loss -0.7211, Sem 0.0314, dir -0.9728, norm 0.2203, swav 0.0000 LR: 9.049e-02 Score 98.958 Data time: 0.0739, Forward time: 0.7718, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.1039 [2020-10-18 19:44:46,140][root][INFO] - ===> Epoch[1262](6308/5): Loss -0.7098, Sem 0.0347, dir -0.9726, norm 0.2281, swav 0.0000 LR: 9.049e-02 Score 98.843 Data time: 0.0696, Forward time: 0.7717, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 1.8926 [2020-10-18 19:44:48,669][root][INFO] - ===> Epoch[1262](6309/5): Loss -0.6919, Sem 0.0435, dir -0.9699, norm 0.2345, swav 0.0000 LR: 9.048e-02 Score 98.583 Data time: 0.0722, Forward time: 0.7717, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.4228 [2020-10-18 19:44:50,594][root][INFO] - ===> Epoch[1262](6310/5): Loss -0.7250, Sem 0.0356, dir -0.9727, norm 0.2122, swav 0.0000 LR: 9.048e-02 Score 98.831 Data time: 0.0680, Forward time: 0.7717, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 1.8100 [2020-10-18 19:44:52,829][root][INFO] - ===> Epoch[1263](6311/5): Loss -0.6924, Sem 0.0429, dir -0.9697, norm 0.2344, swav 0.0000 LR: 9.048e-02 Score 98.604 Data time: 0.0545, Forward time: 0.7717, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.1357 [2020-10-18 19:44:55,069][root][INFO] - ===> Epoch[1263](6312/5): Loss -0.7171, Sem 0.0301, dir -0.9754, norm 0.2283, swav 0.0000 LR: 9.048e-02 Score 99.031 Data time: 0.0717, Forward time: 0.7717, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.1415 [2020-10-18 19:44:57,320][root][INFO] - ===> Epoch[1263](6313/5): Loss -0.7205, Sem 0.0343, dir -0.9745, norm 0.2198, swav 0.0000 LR: 9.048e-02 Score 98.871 Data time: 0.1022, Forward time: 0.7717, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.1434 [2020-10-18 19:44:59,619][root][INFO] - ===> Epoch[1263](6314/5): Loss -0.7169, Sem 0.0371, dir -0.9718, norm 0.2178, swav 0.0000 LR: 9.048e-02 Score 98.743 Data time: 0.0721, Forward time: 0.7717, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.1867 [2020-10-18 19:45:01,807][root][INFO] - ===> Epoch[1263](6315/5): Loss -0.7162, Sem 0.0331, dir -0.9724, norm 0.2230, swav 0.0000 LR: 9.048e-02 Score 98.916 Data time: 0.0729, Forward time: 0.7717, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.0981 [2020-10-18 19:45:04,045][root][INFO] - ===> Epoch[1264](6316/5): Loss -0.7307, Sem 0.0340, dir -0.9748, norm 0.2100, swav 0.0000 LR: 9.047e-02 Score 98.861 Data time: 0.0619, Forward time: 0.7717, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.1250 [2020-10-18 19:45:06,409][root][INFO] - ===> Epoch[1264](6317/5): Loss -0.7080, Sem 0.0336, dir -0.9731, norm 0.2315, swav 0.0000 LR: 9.047e-02 Score 98.911 Data time: 0.0773, Forward time: 0.7717, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.2688 [2020-10-18 19:45:08,766][root][INFO] - ===> Epoch[1264](6318/5): Loss -0.7125, Sem 0.0413, dir -0.9715, norm 0.2177, swav 0.0000 LR: 9.047e-02 Score 98.617 Data time: 0.0702, Forward time: 0.7716, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.2358 [2020-10-18 19:45:10,963][root][INFO] - ===> Epoch[1264](6319/5): Loss -0.7202, Sem 0.0340, dir -0.9738, norm 0.2197, swav 0.0000 LR: 9.047e-02 Score 98.832 Data time: 0.0862, Forward time: 0.7717, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.0882 [2020-10-18 19:45:12,975][root][INFO] - ===> Epoch[1264](6320/5): Loss -0.7250, Sem 0.0377, dir -0.9724, norm 0.2097, swav 0.0000 LR: 9.047e-02 Score 98.735 Data time: 0.0583, Forward time: 0.7717, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 1.8906 [2020-10-18 19:45:15,139][root][INFO] - ===> Epoch[1265](6321/5): Loss -0.7071, Sem 0.0369, dir -0.9739, norm 0.2299, swav 0.0000 LR: 9.047e-02 Score 98.876 Data time: 0.0818, Forward time: 0.7717, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.0529 [2020-10-18 19:45:17,148][root][INFO] - ===> Epoch[1265](6322/5): Loss -0.7332, Sem 0.0337, dir -0.9717, norm 0.2047, swav 0.0000 LR: 9.047e-02 Score 98.864 Data time: 0.0615, Forward time: 0.7716, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 1.9073 [2020-10-18 19:45:19,353][root][INFO] - ===> Epoch[1265](6323/5): Loss -0.7251, Sem 0.0337, dir -0.9743, norm 0.2155, swav 0.0000 LR: 9.046e-02 Score 98.884 Data time: 0.0869, Forward time: 0.7717, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.1129 [2020-10-18 19:45:21,572][root][INFO] - ===> Epoch[1265](6324/5): Loss -0.7372, Sem 0.0346, dir -0.9727, norm 0.2009, swav 0.0000 LR: 9.046e-02 Score 98.833 Data time: 0.0994, Forward time: 0.7717, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.1047 [2020-10-18 19:45:23,503][root][INFO] - ===> Epoch[1265](6325/5): Loss -0.7321, Sem 0.0327, dir -0.9735, norm 0.2087, swav 0.0000 LR: 9.046e-02 Score 98.896 Data time: 0.0547, Forward time: 0.7717, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 1.8322 [2020-10-18 19:45:25,602][root][INFO] - ===> Epoch[1266](6326/5): Loss -0.7045, Sem 0.0329, dir -0.9730, norm 0.2356, swav 0.0000 LR: 9.046e-02 Score 98.918 Data time: 0.0608, Forward time: 0.7717, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.0184 [2020-10-18 19:45:28,419][root][INFO] - ===> Epoch[1266](6327/5): Loss -0.7153, Sem 0.0345, dir -0.9730, norm 0.2232, swav 0.0000 LR: 9.046e-02 Score 98.882 Data time: 0.0882, Forward time: 0.7717, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.7407 [2020-10-18 19:45:30,776][root][INFO] - ===> Epoch[1266](6328/5): Loss -0.7153, Sem 0.0388, dir -0.9702, norm 0.2161, swav 0.0000 LR: 9.046e-02 Score 98.749 Data time: 0.0894, Forward time: 0.7717, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.2366 [2020-10-18 19:45:32,829][root][INFO] - ===> Epoch[1266](6329/5): Loss -0.7351, Sem 0.0368, dir -0.9733, norm 0.2015, swav 0.0000 LR: 9.045e-02 Score 98.782 Data time: 0.0741, Forward time: 0.7717, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 1.9429 [2020-10-18 19:45:35,057][root][INFO] - ===> Epoch[1266](6330/5): Loss -0.7151, Sem 0.0334, dir -0.9725, norm 0.2239, swav 0.0000 LR: 9.045e-02 Score 98.909 Data time: 0.0556, Forward time: 0.7717, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.1405 [2020-10-18 19:45:37,308][root][INFO] - ===> Epoch[1267](6331/5): Loss -0.7300, Sem 0.0321, dir -0.9752, norm 0.2131, swav 0.0000 LR: 9.045e-02 Score 98.938 Data time: 0.0700, Forward time: 0.7717, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.1559 [2020-10-18 19:45:39,256][root][INFO] - ===> Epoch[1267](6332/5): Loss -0.7275, Sem 0.0390, dir -0.9726, norm 0.2060, swav 0.0000 LR: 9.045e-02 Score 98.708 Data time: 0.0600, Forward time: 0.7716, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 1.8430 [2020-10-18 19:45:41,348][root][INFO] - ===> Epoch[1267](6333/5): Loss -0.7280, Sem 0.0343, dir -0.9750, norm 0.2127, swav 0.0000 LR: 9.045e-02 Score 98.866 Data time: 0.0835, Forward time: 0.7716, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.0133 [2020-10-18 19:45:43,359][root][INFO] - ===> Epoch[1267](6334/5): Loss -0.7054, Sem 0.0365, dir -0.9709, norm 0.2289, swav 0.0000 LR: 9.045e-02 Score 98.812 Data time: 0.0724, Forward time: 0.7717, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 1.9109 [2020-10-18 19:45:45,548][root][INFO] - ===> Epoch[1267](6335/5): Loss -0.7118, Sem 0.0389, dir -0.9725, norm 0.2219, swav 0.0000 LR: 9.045e-02 Score 98.719 Data time: 0.2401, Forward time: 0.7717, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.0890 [2020-10-18 19:45:47,812][root][INFO] - ===> Epoch[1268](6336/5): Loss -0.7292, Sem 0.0322, dir -0.9743, norm 0.2128, swav 0.0000 LR: 9.044e-02 Score 98.929 Data time: 0.0797, Forward time: 0.7717, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.1636 [2020-10-18 19:45:49,966][root][INFO] - ===> Epoch[1268](6337/5): Loss -0.7381, Sem 0.0368, dir -0.9722, norm 0.1973, swav 0.0000 LR: 9.044e-02 Score 98.754 Data time: 0.0552, Forward time: 0.7717, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.0573 [2020-10-18 19:45:52,782][root][INFO] - ===> Epoch[1268](6338/5): Loss -0.7176, Sem 0.0338, dir -0.9741, norm 0.2226, swav 0.0000 LR: 9.044e-02 Score 98.869 Data time: 0.0602, Forward time: 0.7716, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.7228 [2020-10-18 19:45:54,928][root][INFO] - ===> Epoch[1268](6339/5): Loss -0.7152, Sem 0.0382, dir -0.9722, norm 0.2188, swav 0.0000 LR: 9.044e-02 Score 98.760 Data time: 0.0637, Forward time: 0.7716, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.0334 [2020-10-18 19:45:58,101][root][INFO] - ===> Epoch[1268](6340/5): Loss -0.7113, Sem 0.0372, dir -0.9710, norm 0.2225, swav 0.0000 LR: 9.044e-02 Score 98.749 Data time: 0.0874, Forward time: 0.7716, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 3.0643 [2020-10-18 19:46:00,542][root][INFO] - ===> Epoch[1269](6341/5): Loss -0.7306, Sem 0.0337, dir -0.9737, norm 0.2094, swav 0.0000 LR: 9.044e-02 Score 98.894 Data time: 0.0730, Forward time: 0.7716, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.3544 [2020-10-18 19:46:02,543][root][INFO] - ===> Epoch[1269](6342/5): Loss -0.7071, Sem 0.0380, dir -0.9722, norm 0.2271, swav 0.0000 LR: 9.043e-02 Score 98.735 Data time: 0.0884, Forward time: 0.7716, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.8855 [2020-10-18 19:46:04,454][root][INFO] - ===> Epoch[1269](6343/5): Loss -0.7395, Sem 0.0365, dir -0.9753, norm 0.1993, swav 0.0000 LR: 9.043e-02 Score 98.800 Data time: 0.0766, Forward time: 0.7716, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.7912 [2020-10-18 19:46:06,776][root][INFO] - ===> Epoch[1269](6344/5): Loss -0.6746, Sem 0.0394, dir -0.9697, norm 0.2557, swav 0.0000 LR: 9.043e-02 Score 98.740 Data time: 0.0672, Forward time: 0.7716, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.2125 [2020-10-18 19:46:09,079][root][INFO] - ===> Epoch[1269](6345/5): Loss -0.6951, Sem 0.0386, dir -0.9735, norm 0.2398, swav 0.0000 LR: 9.043e-02 Score 98.793 Data time: 0.0764, Forward time: 0.7716, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.1951 [2020-10-18 19:46:11,525][root][INFO] - ===> Epoch[1270](6346/5): Loss -0.7138, Sem 0.0326, dir -0.9734, norm 0.2270, swav 0.0000 LR: 9.043e-02 Score 98.913 Data time: 0.0753, Forward time: 0.7716, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.3251 [2020-10-18 19:46:13,644][root][INFO] - ===> Epoch[1270](6347/5): Loss -0.7175, Sem 0.0380, dir -0.9732, norm 0.2177, swav 0.0000 LR: 9.043e-02 Score 98.710 Data time: 0.0745, Forward time: 0.7716, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.0042 [2020-10-18 19:46:15,590][root][INFO] - ===> Epoch[1270](6348/5): Loss -0.7196, Sem 0.0384, dir -0.9722, norm 0.2143, swav 0.0000 LR: 9.043e-02 Score 98.710 Data time: 0.0670, Forward time: 0.7716, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.8537 [2020-10-18 19:46:17,884][root][INFO] - ===> Epoch[1270](6349/5): Loss -0.7062, Sem 0.0367, dir -0.9749, norm 0.2320, swav 0.0000 LR: 9.042e-02 Score 98.781 Data time: 0.0565, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.2018 [2020-10-18 19:46:19,684][root][INFO] - ===> Epoch[1270](6350/5): Loss -0.7280, Sem 0.0369, dir -0.9728, norm 0.2078, swav 0.0000 LR: 9.042e-02 Score 98.807 Data time: 0.0609, Forward time: 0.7715, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.7048 [2020-10-18 19:46:22,440][root][INFO] - ===> Epoch[1271](6351/5): Loss -0.7094, Sem 0.0367, dir -0.9719, norm 0.2258, swav 0.0000 LR: 9.042e-02 Score 98.769 Data time: 0.0646, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.6668 [2020-10-18 19:46:24,493][root][INFO] - ===> Epoch[1271](6352/5): Loss -0.7300, Sem 0.0362, dir -0.9725, norm 0.2064, swav 0.0000 LR: 9.042e-02 Score 98.795 Data time: 0.0887, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.9468 [2020-10-18 19:46:26,498][root][INFO] - ===> Epoch[1271](6353/5): Loss -0.7184, Sem 0.0363, dir -0.9745, norm 0.2198, swav 0.0000 LR: 9.042e-02 Score 98.798 Data time: 0.0661, Forward time: 0.7715, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.8682 [2020-10-18 19:46:28,346][root][INFO] - ===> Epoch[1271](6354/5): Loss -0.7206, Sem 0.0387, dir -0.9720, norm 0.2128, swav 0.0000 LR: 9.042e-02 Score 98.752 Data time: 0.1402, Forward time: 0.7715, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.7515 [2020-10-18 19:46:30,934][root][INFO] - ===> Epoch[1271](6355/5): Loss -0.7053, Sem 0.0366, dir -0.9729, norm 0.2310, swav 0.0000 LR: 9.042e-02 Score 98.796 Data time: 0.0835, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.5193 [2020-10-18 19:46:32,868][root][INFO] - ===> Epoch[1272](6356/5): Loss -0.7259, Sem 0.0356, dir -0.9742, norm 0.2127, swav 0.0000 LR: 9.041e-02 Score 98.788 Data time: 0.0761, Forward time: 0.7715, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.8242 [2020-10-18 19:46:35,609][root][INFO] - ===> Epoch[1272](6357/5): Loss -0.7140, Sem 0.0343, dir -0.9728, norm 0.2244, swav 0.0000 LR: 9.041e-02 Score 98.860 Data time: 0.0538, Forward time: 0.7715, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.6366 [2020-10-18 19:46:37,589][root][INFO] - ===> Epoch[1272](6358/5): Loss -0.7306, Sem 0.0372, dir -0.9741, norm 0.2063, swav 0.0000 LR: 9.041e-02 Score 98.757 Data time: 0.0554, Forward time: 0.7714, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.8988 [2020-10-18 19:46:40,433][root][INFO] - ===> Epoch[1272](6359/5): Loss -0.6888, Sem 0.0405, dir -0.9691, norm 0.2398, swav 0.0000 LR: 9.041e-02 Score 98.651 Data time: 0.0735, Forward time: 0.7714, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.7701 [2020-10-18 19:46:42,608][root][INFO] - ===> Epoch[1272](6360/5): Loss -0.7138, Sem 0.0325, dir -0.9748, norm 0.2286, swav 0.0000 LR: 9.041e-02 Score 98.938 Data time: 0.0789, Forward time: 0.7714, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.0662 [2020-10-18 19:46:44,642][root][INFO] - ===> Epoch[1273](6361/5): Loss -0.7288, Sem 0.0346, dir -0.9741, norm 0.2106, swav 0.0000 LR: 9.041e-02 Score 98.863 Data time: 0.0718, Forward time: 0.7714, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.9142 [2020-10-18 19:46:46,846][root][INFO] - ===> Epoch[1273](6362/5): Loss -0.6695, Sem 0.0378, dir -0.9704, norm 0.2630, swav 0.0000 LR: 9.040e-02 Score 98.755 Data time: 0.0671, Forward time: 0.7714, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.0966 [2020-10-18 19:46:49,142][root][INFO] - ===> Epoch[1273](6363/5): Loss -0.7166, Sem 0.0377, dir -0.9726, norm 0.2183, swav 0.0000 LR: 9.040e-02 Score 98.746 Data time: 0.0632, Forward time: 0.7714, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.1940 [2020-10-18 19:46:51,151][root][INFO] - ===> Epoch[1273](6364/5): Loss -0.6931, Sem 0.0306, dir -0.9739, norm 0.2501, swav 0.0000 LR: 9.040e-02 Score 98.988 Data time: 0.0602, Forward time: 0.7714, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.9238 [2020-10-18 19:46:53,531][root][INFO] - ===> Epoch[1273](6365/5): Loss -0.7253, Sem 0.0364, dir -0.9743, norm 0.2125, swav 0.0000 LR: 9.040e-02 Score 98.771 Data time: 0.0663, Forward time: 0.7714, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.2511 [2020-10-18 19:46:55,556][root][INFO] - ===> Epoch[1274](6366/5): Loss -0.7003, Sem 0.0353, dir -0.9711, norm 0.2356, swav 0.0000 LR: 9.040e-02 Score 98.852 Data time: 0.0917, Forward time: 0.7714, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.9032 [2020-10-18 19:46:58,050][root][INFO] - ===> Epoch[1274](6367/5): Loss -0.6935, Sem 0.0363, dir -0.9747, norm 0.2449, swav 0.0000 LR: 9.040e-02 Score 98.805 Data time: 0.0716, Forward time: 0.7714, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.3870 [2020-10-18 19:47:00,264][root][INFO] - ===> Epoch[1274](6368/5): Loss -0.7157, Sem 0.0343, dir -0.9725, norm 0.2225, swav 0.0000 LR: 9.040e-02 Score 98.841 Data time: 0.0696, Forward time: 0.7714, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.1154 [2020-10-18 19:47:02,124][root][INFO] - ===> Epoch[1274](6369/5): Loss -0.6945, Sem 0.0392, dir -0.9712, norm 0.2375, swav 0.0000 LR: 9.039e-02 Score 98.711 Data time: 0.0555, Forward time: 0.7714, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.7543 [2020-10-18 19:47:04,608][root][INFO] - ===> Epoch[1274](6370/5): Loss -0.7042, Sem 0.0354, dir -0.9719, norm 0.2323, swav 0.0000 LR: 9.039e-02 Score 98.839 Data time: 0.0469, Forward time: 0.7713, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.4046 [2020-10-18 19:47:06,645][root][INFO] - ===> Epoch[1275](6371/5): Loss -0.7044, Sem 0.0353, dir -0.9730, norm 0.2333, swav 0.0000 LR: 9.039e-02 Score 98.830 Data time: 0.0838, Forward time: 0.7713, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.9636 [2020-10-18 19:47:09,102][root][INFO] - ===> Epoch[1275](6372/5): Loss -0.6860, Sem 0.0405, dir -0.9706, norm 0.2441, swav 0.0000 LR: 9.039e-02 Score 98.730 Data time: 0.0799, Forward time: 0.7714, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.3407 [2020-10-18 19:47:11,568][root][INFO] - ===> Epoch[1275](6373/5): Loss -0.7166, Sem 0.0386, dir -0.9720, norm 0.2168, swav 0.0000 LR: 9.039e-02 Score 98.696 Data time: 0.0480, Forward time: 0.7713, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.3628 [2020-10-18 19:47:13,452][root][INFO] - ===> Epoch[1275](6374/5): Loss -0.7125, Sem 0.0375, dir -0.9717, norm 0.2217, swav 0.0000 LR: 9.039e-02 Score 98.741 Data time: 0.0684, Forward time: 0.7713, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.8071 [2020-10-18 19:47:15,500][root][INFO] - ===> Epoch[1275](6375/5): Loss -0.7076, Sem 0.0418, dir -0.9721, norm 0.2226, swav 0.0000 LR: 9.038e-02 Score 98.634 Data time: 0.0592, Forward time: 0.7713, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.9372 [2020-10-18 19:47:17,375][root][INFO] - ===> Epoch[1276](6376/5): Loss -0.7281, Sem 0.0338, dir -0.9752, norm 0.2134, swav 0.0000 LR: 9.038e-02 Score 98.860 Data time: 0.0704, Forward time: 0.7713, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.7851 [2020-10-18 19:47:20,412][root][INFO] - ===> Epoch[1276](6377/5): Loss -0.7031, Sem 0.0301, dir -0.9733, norm 0.2401, swav 0.0000 LR: 9.038e-02 Score 99.007 Data time: 0.0530, Forward time: 0.7713, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.9330 [2020-10-18 19:47:23,104][root][INFO] - ===> Epoch[1276](6378/5): Loss -0.7114, Sem 0.0383, dir -0.9715, norm 0.2218, swav 0.0000 LR: 9.038e-02 Score 98.735 Data time: 0.0650, Forward time: 0.7712, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.5991 [2020-10-18 19:47:25,703][root][INFO] - ===> Epoch[1276](6379/5): Loss -0.7171, Sem 0.0346, dir -0.9722, norm 0.2204, swav 0.0000 LR: 9.038e-02 Score 98.821 Data time: 0.0543, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.4798 [2020-10-18 19:47:27,666][root][INFO] - ===> Epoch[1276](6380/5): Loss -0.7360, Sem 0.0357, dir -0.9726, norm 0.2009, swav 0.0000 LR: 9.038e-02 Score 98.806 Data time: 0.0814, Forward time: 0.7712, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.8902 [2020-10-18 19:47:29,913][root][INFO] - ===> Epoch[1277](6381/5): Loss -0.6729, Sem 0.0371, dir -0.9720, norm 0.2620, swav 0.0000 LR: 9.038e-02 Score 98.854 Data time: 0.0915, Forward time: 0.7712, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.1408 [2020-10-18 19:47:32,334][root][INFO] - ===> Epoch[1277](6382/5): Loss -0.6981, Sem 0.0361, dir -0.9714, norm 0.2371, swav 0.0000 LR: 9.037e-02 Score 98.818 Data time: 0.1092, Forward time: 0.7713, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.2746 [2020-10-18 19:47:34,485][root][INFO] - ===> Epoch[1277](6383/5): Loss -0.7172, Sem 0.0347, dir -0.9720, norm 0.2201, swav 0.0000 LR: 9.037e-02 Score 98.837 Data time: 0.0620, Forward time: 0.7712, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.0601 [2020-10-18 19:47:37,555][root][INFO] - ===> Epoch[1277](6384/5): Loss -0.6804, Sem 0.0330, dir -0.9714, norm 0.2581, swav 0.0000 LR: 9.037e-02 Score 98.949 Data time: 0.0956, Forward time: 0.7713, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.9807 [2020-10-18 19:47:39,732][root][INFO] - ===> Epoch[1277](6385/5): Loss -0.7145, Sem 0.0381, dir -0.9727, norm 0.2202, swav 0.0000 LR: 9.037e-02 Score 98.727 Data time: 0.0768, Forward time: 0.7713, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.0474 [2020-10-18 19:47:41,470][root][INFO] - ===> Epoch[1278](6386/5): Loss -0.7146, Sem 0.0345, dir -0.9716, norm 0.2225, swav 0.0000 LR: 9.037e-02 Score 98.834 Data time: 0.0590, Forward time: 0.7713, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.6531 [2020-10-18 19:47:43,515][root][INFO] - ===> Epoch[1278](6387/5): Loss -0.7106, Sem 0.0354, dir -0.9738, norm 0.2279, swav 0.0000 LR: 9.037e-02 Score 98.824 Data time: 0.0626, Forward time: 0.7712, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.9632 [2020-10-18 19:47:46,245][root][INFO] - ===> Epoch[1278](6388/5): Loss -0.7026, Sem 0.0382, dir -0.9732, norm 0.2324, swav 0.0000 LR: 9.037e-02 Score 98.746 Data time: 0.0828, Forward time: 0.7713, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.6315 [2020-10-18 19:47:48,617][root][INFO] - ===> Epoch[1278](6389/5): Loss -0.6971, Sem 0.0351, dir -0.9707, norm 0.2385, swav 0.0000 LR: 9.036e-02 Score 98.853 Data time: 0.0823, Forward time: 0.7713, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.2630 [2020-10-18 19:47:50,778][root][INFO] - ===> Epoch[1278](6390/5): Loss -0.7199, Sem 0.0325, dir -0.9750, norm 0.2225, swav 0.0000 LR: 9.036e-02 Score 98.938 Data time: 0.0937, Forward time: 0.7713, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.0548 [2020-10-18 19:47:52,701][root][INFO] - ===> Epoch[1279](6391/5): Loss -0.7346, Sem 0.0339, dir -0.9736, norm 0.2051, swav 0.0000 LR: 9.036e-02 Score 98.866 Data time: 0.0816, Forward time: 0.7713, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.8084 [2020-10-18 19:47:55,040][root][INFO] - ===> Epoch[1279](6392/5): Loss -0.7062, Sem 0.0362, dir -0.9710, norm 0.2286, swav 0.0000 LR: 9.036e-02 Score 98.854 Data time: 0.0851, Forward time: 0.7713, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.2366 [2020-10-18 19:47:57,299][root][INFO] - ===> Epoch[1279](6393/5): Loss -0.7098, Sem 0.0397, dir -0.9718, norm 0.2223, swav 0.0000 LR: 9.036e-02 Score 98.707 Data time: 0.0620, Forward time: 0.7713, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.1433 [2020-10-18 19:47:59,828][root][INFO] - ===> Epoch[1279](6394/5): Loss -0.7280, Sem 0.0336, dir -0.9726, norm 0.2110, swav 0.0000 LR: 9.036e-02 Score 98.860 Data time: 0.0556, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.4503 [2020-10-18 19:48:01,753][root][INFO] - ===> Epoch[1279](6395/5): Loss -0.7353, Sem 0.0327, dir -0.9727, norm 0.2047, swav 0.0000 LR: 9.035e-02 Score 98.910 Data time: 0.0620, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.8189 [2020-10-18 19:48:03,627][root][INFO] - ===> Epoch[1280](6396/5): Loss -0.7363, Sem 0.0305, dir -0.9749, norm 0.2082, swav 0.0000 LR: 9.035e-02 Score 98.983 Data time: 0.1119, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.7663 [2020-10-18 19:48:06,182][root][INFO] - ===> Epoch[1280](6397/5): Loss -0.7194, Sem 0.0360, dir -0.9735, norm 0.2181, swav 0.0000 LR: 9.035e-02 Score 98.842 Data time: 0.0831, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.4800 [2020-10-18 19:48:08,434][root][INFO] - ===> Epoch[1280](6398/5): Loss -0.7094, Sem 0.0327, dir -0.9751, norm 0.2330, swav 0.0000 LR: 9.035e-02 Score 98.903 Data time: 0.0758, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.1428 [2020-10-18 19:48:10,690][root][INFO] - ===> Epoch[1280](6399/5): Loss -0.7326, Sem 0.0347, dir -0.9743, norm 0.2070, swav 0.0000 LR: 9.035e-02 Score 98.841 Data time: 0.0759, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.1587 [2020-10-18 19:48:12,973][root][INFO] - ===> Epoch[1280](6400/5): Loss -0.7326, Sem 0.0328, dir -0.9721, norm 0.2067, swav 0.0000 LR: 9.035e-02 Score 98.895 Data time: 0.0677, Forward time: 0.7712, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.1759 [2020-10-18 19:48:14,176][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 19:48:14,366][root][INFO] - ===> Start testing [2020-10-18 19:48:52,263][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1182 Loss 0.934 (AVG: 0.489) Score 79.907 (AVG: 89.894) mIOU 68.129 mAP 83.636 mAcc 75.219 IOU: 61.452 0.000 77.158 73.388 93.694 91.187 30.219 78.908 97.866 59.560 79.616 85.376 57.257 mAP: 82.192 7.793 94.002 88.245 98.891 98.188 62.099 95.959 99.825 78.876 93.587 95.145 92.461 mAcc: 79.475 0.000 85.877 82.484 94.969 94.954 38.123 91.360 99.348 63.309 89.807 94.265 63.876 [2020-10-18 19:48:52,265][root][INFO] - Finished test. Elapsed time: 37.8965 [2020-10-18 19:48:55,268][root][INFO] - [2020-10-18 19:48:55,269][root][INFO] - ################################################################ [2020-10-18 19:48:55,269][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 19:48:55,269][root][INFO] - ################################################################ [2020-10-18 19:48:55,269][root][INFO] - clutter : nan nan nan [2020-10-18 19:48:55,269][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 19:48:55,269][root][INFO] - board : 0.724 0.798 0.899 [2020-10-18 19:48:55,269][root][INFO] - bookcase : 0.235 0.384 0.520 [2020-10-18 19:48:55,269][root][INFO] - ceiling : 0.466 0.495 0.558 [2020-10-18 19:48:55,269][root][INFO] - chair : 0.773 0.882 0.886 [2020-10-18 19:48:55,269][root][INFO] - column : 0.162 0.275 0.372 [2020-10-18 19:48:55,269][root][INFO] - door : 0.587 0.770 0.880 [2020-10-18 19:48:55,269][root][INFO] - floor : 0.655 0.655 0.667 [2020-10-18 19:48:55,269][root][INFO] - sofa : 0.339 0.531 0.610 [2020-10-18 19:48:55,269][root][INFO] - table : 0.154 0.304 0.609 [2020-10-18 19:48:55,269][root][INFO] - wall : 0.487 0.683 0.782 [2020-10-18 19:48:55,269][root][INFO] - window : 0.529 0.757 0.778 [2020-10-18 19:48:55,269][root][INFO] - ---------------------------------------------------------------- [2020-10-18 19:48:55,269][root][INFO] - average : 0.426 0.544 0.630 [2020-10-18 19:48:55,270][root][INFO] - [2020-10-18 19:48:55,417][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 19:48:55,418][root][INFO] - Current best mIoU: 69.164 at iter 3800 [2020-10-18 19:48:57,281][root][INFO] - ===> Epoch[1281](6401/5): Loss -0.7190, Sem 0.0345, dir -0.9747, norm 0.2212, swav 0.0000 LR: 9.035e-02 Score 98.870 Data time: 0.0596, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.8587 [2020-10-18 19:48:59,474][root][INFO] - ===> Epoch[1281](6402/5): Loss -0.7340, Sem 0.0318, dir -0.9748, norm 0.2090, swav 0.0000 LR: 9.034e-02 Score 98.933 Data time: 0.0628, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.0659 [2020-10-18 19:49:01,340][root][INFO] - ===> Epoch[1281](6403/5): Loss -0.7343, Sem 0.0355, dir -0.9734, norm 0.2036, swav 0.0000 LR: 9.034e-02 Score 98.833 Data time: 0.0667, Forward time: 0.7711, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.7614 [2020-10-18 19:49:04,005][root][INFO] - ===> Epoch[1281](6404/5): Loss -0.7159, Sem 0.0363, dir -0.9710, norm 0.2189, swav 0.0000 LR: 9.034e-02 Score 98.787 Data time: 0.0797, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.5740 [2020-10-18 19:49:06,176][root][INFO] - ===> Epoch[1281](6405/5): Loss -0.7005, Sem 0.0368, dir -0.9725, norm 0.2351, swav 0.0000 LR: 9.034e-02 Score 98.786 Data time: 0.0870, Forward time: 0.7711, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.0366 [2020-10-18 19:49:08,426][root][INFO] - ===> Epoch[1282](6406/5): Loss -0.7361, Sem 0.0337, dir -0.9756, norm 0.2058, swav 0.0000 LR: 9.034e-02 Score 98.853 Data time: 0.0768, Forward time: 0.7711, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.1349 [2020-10-18 19:49:10,709][root][INFO] - ===> Epoch[1282](6407/5): Loss -0.7344, Sem 0.0353, dir -0.9724, norm 0.2028, swav 0.0000 LR: 9.034e-02 Score 98.812 Data time: 0.2606, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.1811 [2020-10-18 19:49:13,236][root][INFO] - ===> Epoch[1282](6408/5): Loss -0.6729, Sem 0.0416, dir -0.9689, norm 0.2544, swav 0.0000 LR: 9.033e-02 Score 98.657 Data time: 0.0975, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.4086 [2020-10-18 19:49:15,206][root][INFO] - ===> Epoch[1282](6409/5): Loss -0.7151, Sem 0.0320, dir -0.9737, norm 0.2265, swav 0.0000 LR: 9.033e-02 Score 98.940 Data time: 0.0788, Forward time: 0.7713, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.8493 [2020-10-18 19:49:17,572][root][INFO] - ===> Epoch[1282](6410/5): Loss -0.7183, Sem 0.0365, dir -0.9723, norm 0.2175, swav 0.0000 LR: 9.033e-02 Score 98.763 Data time: 0.0707, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.2833 [2020-10-18 19:49:19,506][root][INFO] - ===> Epoch[1283](6411/5): Loss -0.6817, Sem 0.0402, dir -0.9680, norm 0.2461, swav 0.0000 LR: 9.033e-02 Score 98.664 Data time: 0.0805, Forward time: 0.7712, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.8388 [2020-10-18 19:49:22,222][root][INFO] - ===> Epoch[1283](6412/5): Loss -0.7389, Sem 0.0327, dir -0.9751, norm 0.2035, swav 0.0000 LR: 9.033e-02 Score 98.891 Data time: 0.0746, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.5660 [2020-10-18 19:49:24,584][root][INFO] - ===> Epoch[1283](6413/5): Loss -0.7226, Sem 0.0338, dir -0.9733, norm 0.2168, swav 0.0000 LR: 9.033e-02 Score 98.869 Data time: 0.0498, Forward time: 0.7712, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.2859 [2020-10-18 19:49:26,547][root][INFO] - ===> Epoch[1283](6414/5): Loss -0.7346, Sem 0.0358, dir -0.9742, norm 0.2038, swav 0.0000 LR: 9.033e-02 Score 98.810 Data time: 0.0770, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.9112 [2020-10-18 19:49:28,743][root][INFO] - ===> Epoch[1283](6415/5): Loss -0.7069, Sem 0.0381, dir -0.9729, norm 0.2279, swav 0.0000 LR: 9.032e-02 Score 98.750 Data time: 0.0914, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.0691 [2020-10-18 19:49:30,951][root][INFO] - ===> Epoch[1284](6416/5): Loss -0.6928, Sem 0.0357, dir -0.9695, norm 0.2410, swav 0.0000 LR: 9.032e-02 Score 98.853 Data time: 0.0839, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.1150 [2020-10-18 19:49:33,147][root][INFO] - ===> Epoch[1284](6417/5): Loss -0.7272, Sem 0.0321, dir -0.9753, norm 0.2159, swav 0.0000 LR: 9.032e-02 Score 98.910 Data time: 0.0773, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.0746 [2020-10-18 19:49:35,311][root][INFO] - ===> Epoch[1284](6418/5): Loss -0.7183, Sem 0.0408, dir -0.9740, norm 0.2149, swav 0.0000 LR: 9.032e-02 Score 98.656 Data time: 0.0696, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.0610 [2020-10-18 19:49:37,255][root][INFO] - ===> Epoch[1284](6419/5): Loss -0.7083, Sem 0.0343, dir -0.9738, norm 0.2311, swav 0.0000 LR: 9.032e-02 Score 98.845 Data time: 0.0676, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.8547 [2020-10-18 19:49:39,418][root][INFO] - ===> Epoch[1284](6420/5): Loss -0.7094, Sem 0.0379, dir -0.9735, norm 0.2262, swav 0.0000 LR: 9.032e-02 Score 98.774 Data time: 0.1308, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.0484 [2020-10-18 19:49:41,625][root][INFO] - ===> Epoch[1285](6421/5): Loss -0.7111, Sem 0.0382, dir -0.9706, norm 0.2213, swav 0.0000 LR: 9.031e-02 Score 98.765 Data time: 0.0772, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.1420 [2020-10-18 19:49:43,827][root][INFO] - ===> Epoch[1285](6422/5): Loss -0.6895, Sem 0.0386, dir -0.9701, norm 0.2420, swav 0.0000 LR: 9.031e-02 Score 98.715 Data time: 0.0739, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.0910 [2020-10-18 19:49:46,160][root][INFO] - ===> Epoch[1285](6423/5): Loss -0.7224, Sem 0.0349, dir -0.9742, norm 0.2169, swav 0.0000 LR: 9.031e-02 Score 98.826 Data time: 0.0689, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.2546 [2020-10-18 19:49:48,813][root][INFO] - ===> Epoch[1285](6424/5): Loss -0.6734, Sem 0.0389, dir -0.9710, norm 0.2588, swav 0.0000 LR: 9.031e-02 Score 98.773 Data time: 0.0709, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.5604 [2020-10-18 19:49:50,747][root][INFO] - ===> Epoch[1285](6425/5): Loss -0.7133, Sem 0.0383, dir -0.9707, norm 0.2191, swav 0.0000 LR: 9.031e-02 Score 98.727 Data time: 0.0556, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.8252 [2020-10-18 19:49:52,931][root][INFO] - ===> Epoch[1286](6426/5): Loss -0.6912, Sem 0.0351, dir -0.9726, norm 0.2463, swav 0.0000 LR: 9.031e-02 Score 98.830 Data time: 0.0938, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.1174 [2020-10-18 19:49:55,429][root][INFO] - ===> Epoch[1286](6427/5): Loss -0.6693, Sem 0.0357, dir -0.9697, norm 0.2647, swav 0.0000 LR: 9.031e-02 Score 98.810 Data time: 0.0670, Forward time: 0.7712, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.3842 [2020-10-18 19:49:57,170][root][INFO] - ===> Epoch[1286](6428/5): Loss -0.7154, Sem 0.0354, dir -0.9736, norm 0.2228, swav 0.0000 LR: 9.030e-02 Score 98.814 Data time: 0.0774, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.6430 [2020-10-18 19:49:59,572][root][INFO] - ===> Epoch[1286](6429/5): Loss -0.7036, Sem 0.0343, dir -0.9730, norm 0.2351, swav 0.0000 LR: 9.030e-02 Score 98.857 Data time: 0.0780, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.3087 [2020-10-18 19:50:01,813][root][INFO] - ===> Epoch[1286](6430/5): Loss -0.7006, Sem 0.0361, dir -0.9728, norm 0.2362, swav 0.0000 LR: 9.030e-02 Score 98.791 Data time: 0.0567, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.1368 [2020-10-18 19:50:03,617][root][INFO] - ===> Epoch[1287](6431/5): Loss -0.7180, Sem 0.0352, dir -0.9745, norm 0.2213, swav 0.0000 LR: 9.030e-02 Score 98.789 Data time: 0.0776, Forward time: 0.7712, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.7223 [2020-10-18 19:50:05,527][root][INFO] - ===> Epoch[1287](6432/5): Loss -0.7113, Sem 0.0392, dir -0.9732, norm 0.2227, swav 0.0000 LR: 9.030e-02 Score 98.707 Data time: 0.0578, Forward time: 0.7711, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.8117 [2020-10-18 19:50:07,660][root][INFO] - ===> Epoch[1287](6433/5): Loss -0.6816, Sem 0.0436, dir -0.9719, norm 0.2467, swav 0.0000 LR: 9.030e-02 Score 98.676 Data time: 0.0755, Forward time: 0.7711, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.0549 [2020-10-18 19:50:09,544][root][INFO] - ===> Epoch[1287](6434/5): Loss -0.6916, Sem 0.0352, dir -0.9702, norm 0.2434, swav 0.0000 LR: 9.030e-02 Score 98.838 Data time: 0.0708, Forward time: 0.7711, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.7780 [2020-10-18 19:50:11,936][root][INFO] - ===> Epoch[1287](6435/5): Loss -0.7051, Sem 0.0373, dir -0.9722, norm 0.2298, swav 0.0000 LR: 9.029e-02 Score 98.763 Data time: 0.0877, Forward time: 0.7711, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.3007 [2020-10-18 19:50:13,960][root][INFO] - ===> Epoch[1288](6436/5): Loss -0.7187, Sem 0.0337, dir -0.9735, norm 0.2211, swav 0.0000 LR: 9.029e-02 Score 98.871 Data time: 0.0729, Forward time: 0.7711, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.9134 [2020-10-18 19:50:15,876][root][INFO] - ===> Epoch[1288](6437/5): Loss -0.7414, Sem 0.0341, dir -0.9747, norm 0.1992, swav 0.0000 LR: 9.029e-02 Score 98.845 Data time: 0.0537, Forward time: 0.7711, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.8141 [2020-10-18 19:50:18,415][root][INFO] - ===> Epoch[1288](6438/5): Loss -0.6604, Sem 0.0407, dir -0.9677, norm 0.2666, swav 0.0000 LR: 9.029e-02 Score 98.675 Data time: 0.0664, Forward time: 0.7711, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.4733 [2020-10-18 19:50:20,822][root][INFO] - ===> Epoch[1288](6439/5): Loss -0.7073, Sem 0.0428, dir -0.9723, norm 0.2221, swav 0.0000 LR: 9.029e-02 Score 98.604 Data time: 0.0527, Forward time: 0.7711, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.3085 [2020-10-18 19:50:23,026][root][INFO] - ===> Epoch[1288](6440/5): Loss -0.7227, Sem 0.0335, dir -0.9752, norm 0.2190, swav 0.0000 LR: 9.029e-02 Score 98.878 Data time: 0.0681, Forward time: 0.7710, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.1355 [2020-10-18 19:50:24,904][root][INFO] - ===> Epoch[1289](6441/5): Loss -0.7270, Sem 0.0358, dir -0.9735, norm 0.2107, swav 0.0000 LR: 9.028e-02 Score 98.809 Data time: 0.0620, Forward time: 0.7710, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.7988 [2020-10-18 19:50:27,742][root][INFO] - ===> Epoch[1289](6442/5): Loss -0.6811, Sem 0.0360, dir -0.9706, norm 0.2535, swav 0.0000 LR: 9.028e-02 Score 98.806 Data time: 0.1439, Forward time: 0.7710, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.7868 [2020-10-18 19:50:29,957][root][INFO] - ===> Epoch[1289](6443/5): Loss -0.7090, Sem 0.0451, dir -0.9700, norm 0.2159, swav 0.0000 LR: 9.028e-02 Score 98.562 Data time: 0.0861, Forward time: 0.7710, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.0950 [2020-10-18 19:50:31,963][root][INFO] - ===> Epoch[1289](6444/5): Loss -0.7408, Sem 0.0325, dir -0.9752, norm 0.2020, swav 0.0000 LR: 9.028e-02 Score 98.917 Data time: 0.0495, Forward time: 0.7710, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.8872 [2020-10-18 19:50:34,672][root][INFO] - ===> Epoch[1289](6445/5): Loss -0.7200, Sem 0.0314, dir -0.9748, norm 0.2233, swav 0.0000 LR: 9.028e-02 Score 98.984 Data time: 0.0631, Forward time: 0.7710, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.6448 [2020-10-18 19:50:36,648][root][INFO] - ===> Epoch[1290](6446/5): Loss -0.7162, Sem 0.0377, dir -0.9698, norm 0.2159, swav 0.0000 LR: 9.028e-02 Score 98.726 Data time: 0.0781, Forward time: 0.7710, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.8714 [2020-10-18 19:50:38,882][root][INFO] - ===> Epoch[1290](6447/5): Loss -0.7019, Sem 0.0363, dir -0.9727, norm 0.2345, swav 0.0000 LR: 9.028e-02 Score 98.793 Data time: 0.0711, Forward time: 0.7710, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.1296 [2020-10-18 19:50:40,721][root][INFO] - ===> Epoch[1290](6448/5): Loss -0.7274, Sem 0.0340, dir -0.9739, norm 0.2126, swav 0.0000 LR: 9.027e-02 Score 98.864 Data time: 0.0627, Forward time: 0.7710, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.7398 [2020-10-18 19:50:43,002][root][INFO] - ===> Epoch[1290](6449/5): Loss -0.7207, Sem 0.0346, dir -0.9745, norm 0.2192, swav 0.0000 LR: 9.027e-02 Score 98.841 Data time: 0.0993, Forward time: 0.7710, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.1753 [2020-10-18 19:50:44,822][root][INFO] - ===> Epoch[1290](6450/5): Loss -0.7076, Sem 0.0417, dir -0.9716, norm 0.2223, swav 0.0000 LR: 9.027e-02 Score 98.620 Data time: 0.0569, Forward time: 0.7710, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.7057 [2020-10-18 19:50:46,981][root][INFO] - ===> Epoch[1291](6451/5): Loss -0.6962, Sem 0.0348, dir -0.9721, norm 0.2411, swav 0.0000 LR: 9.027e-02 Score 98.888 Data time: 0.0937, Forward time: 0.7710, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.0562 [2020-10-18 19:50:49,089][root][INFO] - ===> Epoch[1291](6452/5): Loss -0.7159, Sem 0.0375, dir -0.9704, norm 0.2170, swav 0.0000 LR: 9.027e-02 Score 98.729 Data time: 0.0833, Forward time: 0.7710, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.9943 [2020-10-18 19:50:51,160][root][INFO] - ===> Epoch[1291](6453/5): Loss -0.7224, Sem 0.0347, dir -0.9757, norm 0.2186, swav 0.0000 LR: 9.027e-02 Score 98.853 Data time: 0.0880, Forward time: 0.7710, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.9620 [2020-10-18 19:50:53,053][root][INFO] - ===> Epoch[1291](6454/5): Loss -0.7310, Sem 0.0345, dir -0.9732, norm 0.2078, swav 0.0000 LR: 9.026e-02 Score 98.845 Data time: 0.0638, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.7715 [2020-10-18 19:50:55,091][root][INFO] - ===> Epoch[1291](6455/5): Loss -0.7214, Sem 0.0384, dir -0.9700, norm 0.2102, swav 0.0000 LR: 9.026e-02 Score 98.712 Data time: 0.0767, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.9320 [2020-10-18 19:50:57,326][root][INFO] - ===> Epoch[1292](6456/5): Loss -0.7093, Sem 0.0398, dir -0.9726, norm 0.2236, swav 0.0000 LR: 9.026e-02 Score 98.724 Data time: 0.0819, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.1267 [2020-10-18 19:50:59,430][root][INFO] - ===> Epoch[1292](6457/5): Loss -0.7053, Sem 0.0386, dir -0.9724, norm 0.2285, swav 0.0000 LR: 9.026e-02 Score 98.762 Data time: 0.0719, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.9794 [2020-10-18 19:51:01,902][root][INFO] - ===> Epoch[1292](6458/5): Loss -0.7372, Sem 0.0308, dir -0.9745, norm 0.2065, swav 0.0000 LR: 9.026e-02 Score 98.969 Data time: 0.1594, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.3706 [2020-10-18 19:51:04,083][root][INFO] - ===> Epoch[1292](6459/5): Loss -0.7172, Sem 0.0385, dir -0.9715, norm 0.2158, swav 0.0000 LR: 9.026e-02 Score 98.744 Data time: 0.0793, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.0902 [2020-10-18 19:51:06,165][root][INFO] - ===> Epoch[1292](6460/5): Loss -0.7232, Sem 0.0366, dir -0.9734, norm 0.2136, swav 0.0000 LR: 9.026e-02 Score 98.756 Data time: 0.0784, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.9732 [2020-10-18 19:51:08,511][root][INFO] - ===> Epoch[1293](6461/5): Loss -0.6912, Sem 0.0348, dir -0.9722, norm 0.2461, swav 0.0000 LR: 9.025e-02 Score 98.833 Data time: 0.0637, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.2360 [2020-10-18 19:51:11,134][root][INFO] - ===> Epoch[1293](6462/5): Loss -0.7010, Sem 0.0416, dir -0.9739, norm 0.2312, swav 0.0000 LR: 9.025e-02 Score 98.648 Data time: 0.0679, Forward time: 0.7710, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.5361 [2020-10-18 19:51:13,118][root][INFO] - ===> Epoch[1293](6463/5): Loss -0.7252, Sem 0.0360, dir -0.9737, norm 0.2126, swav 0.0000 LR: 9.025e-02 Score 98.831 Data time: 0.0900, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.8942 [2020-10-18 19:51:15,404][root][INFO] - ===> Epoch[1293](6464/5): Loss -0.7254, Sem 0.0336, dir -0.9739, norm 0.2150, swav 0.0000 LR: 9.025e-02 Score 98.907 Data time: 0.0908, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.1928 [2020-10-18 19:51:17,483][root][INFO] - ===> Epoch[1293](6465/5): Loss -0.7157, Sem 0.0390, dir -0.9720, norm 0.2173, swav 0.0000 LR: 9.025e-02 Score 98.712 Data time: 0.0893, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.9696 [2020-10-18 19:51:19,726][root][INFO] - ===> Epoch[1294](6466/5): Loss -0.7115, Sem 0.0400, dir -0.9722, norm 0.2207, swav 0.0000 LR: 9.025e-02 Score 98.680 Data time: 0.1363, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.1366 [2020-10-18 19:51:22,092][root][INFO] - ===> Epoch[1294](6467/5): Loss -0.7072, Sem 0.0344, dir -0.9733, norm 0.2316, swav 0.0000 LR: 9.025e-02 Score 98.853 Data time: 0.0958, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.2838 [2020-10-18 19:51:23,944][root][INFO] - ===> Epoch[1294](6468/5): Loss -0.7233, Sem 0.0369, dir -0.9734, norm 0.2132, swav 0.0000 LR: 9.024e-02 Score 98.786 Data time: 0.0515, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.7468 [2020-10-18 19:51:26,134][root][INFO] - ===> Epoch[1294](6469/5): Loss -0.6965, Sem 0.0345, dir -0.9705, norm 0.2395, swav 0.0000 LR: 9.024e-02 Score 98.846 Data time: 0.0670, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.1116 [2020-10-18 19:51:28,697][root][INFO] - ===> Epoch[1294](6470/5): Loss -0.7253, Sem 0.0320, dir -0.9750, norm 0.2177, swav 0.0000 LR: 9.024e-02 Score 98.959 Data time: 0.0529, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.4801 [2020-10-18 19:51:30,851][root][INFO] - ===> Epoch[1295](6471/5): Loss -0.7359, Sem 0.0318, dir -0.9761, norm 0.2084, swav 0.0000 LR: 9.024e-02 Score 98.941 Data time: 0.0737, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.0673 [2020-10-18 19:51:33,320][root][INFO] - ===> Epoch[1295](6472/5): Loss -0.7059, Sem 0.0374, dir -0.9713, norm 0.2281, swav 0.0000 LR: 9.024e-02 Score 98.742 Data time: 0.0576, Forward time: 0.7709, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.3642 [2020-10-18 19:51:35,460][root][INFO] - ===> Epoch[1295](6473/5): Loss -0.7008, Sem 0.0345, dir -0.9724, norm 0.2370, swav 0.0000 LR: 9.024e-02 Score 98.834 Data time: 0.0783, Forward time: 0.7710, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.0549 [2020-10-18 19:51:37,601][root][INFO] - ===> Epoch[1295](6474/5): Loss -0.7192, Sem 0.0342, dir -0.9730, norm 0.2195, swav 0.0000 LR: 9.023e-02 Score 98.835 Data time: 0.1470, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.0410 [2020-10-18 19:51:39,721][root][INFO] - ===> Epoch[1295](6475/5): Loss -0.7196, Sem 0.0325, dir -0.9727, norm 0.2206, swav 0.0000 LR: 9.023e-02 Score 98.925 Data time: 0.0970, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.0184 [2020-10-18 19:51:42,086][root][INFO] - ===> Epoch[1296](6476/5): Loss -0.7045, Sem 0.0378, dir -0.9715, norm 0.2292, swav 0.0000 LR: 9.023e-02 Score 98.771 Data time: 0.0769, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.2312 [2020-10-18 19:51:44,234][root][INFO] - ===> Epoch[1296](6477/5): Loss -0.6992, Sem 0.0355, dir -0.9730, norm 0.2383, swav 0.0000 LR: 9.023e-02 Score 98.805 Data time: 0.0679, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.0635 [2020-10-18 19:51:46,583][root][INFO] - ===> Epoch[1296](6478/5): Loss -0.7249, Sem 0.0363, dir -0.9708, norm 0.2096, swav 0.0000 LR: 9.023e-02 Score 98.764 Data time: 0.0735, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.2478 [2020-10-18 19:51:48,589][root][INFO] - ===> Epoch[1296](6479/5): Loss -0.7311, Sem 0.0307, dir -0.9761, norm 0.2143, swav 0.0000 LR: 9.023e-02 Score 98.967 Data time: 0.0846, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.8984 [2020-10-18 19:51:50,787][root][INFO] - ===> Epoch[1296](6480/5): Loss -0.7149, Sem 0.0350, dir -0.9726, norm 0.2226, swav 0.0000 LR: 9.023e-02 Score 98.834 Data time: 0.0827, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.0866 [2020-10-18 19:51:53,094][root][INFO] - ===> Epoch[1297](6481/5): Loss -0.7115, Sem 0.0320, dir -0.9744, norm 0.2309, swav 0.0000 LR: 9.022e-02 Score 98.960 Data time: 0.0691, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.1842 [2020-10-18 19:51:55,447][root][INFO] - ===> Epoch[1297](6482/5): Loss -0.7061, Sem 0.0361, dir -0.9716, norm 0.2293, swav 0.0000 LR: 9.022e-02 Score 98.786 Data time: 0.0701, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.2437 [2020-10-18 19:51:57,709][root][INFO] - ===> Epoch[1297](6483/5): Loss -0.7279, Sem 0.0382, dir -0.9741, norm 0.2079, swav 0.0000 LR: 9.022e-02 Score 98.734 Data time: 0.0600, Forward time: 0.7710, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.1703 [2020-10-18 19:51:59,845][root][INFO] - ===> Epoch[1297](6484/5): Loss -0.6820, Sem 0.0351, dir -0.9713, norm 0.2542, swav 0.0000 LR: 9.022e-02 Score 98.823 Data time: 0.0607, Forward time: 0.7709, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.0493 [2020-10-18 19:52:01,849][root][INFO] - ===> Epoch[1297](6485/5): Loss -0.7230, Sem 0.0363, dir -0.9738, norm 0.2145, swav 0.0000 LR: 9.022e-02 Score 98.814 Data time: 0.0768, Forward time: 0.7709, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.9172 [2020-10-18 19:52:04,161][root][INFO] - ===> Epoch[1298](6486/5): Loss -0.7075, Sem 0.0366, dir -0.9721, norm 0.2280, swav 0.0000 LR: 9.022e-02 Score 98.786 Data time: 0.0770, Forward time: 0.7709, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.1807 [2020-10-18 19:52:06,029][root][INFO] - ===> Epoch[1298](6487/5): Loss -0.7111, Sem 0.0333, dir -0.9723, norm 0.2279, swav 0.0000 LR: 9.021e-02 Score 98.901 Data time: 0.0514, Forward time: 0.7709, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.7387 [2020-10-18 19:52:08,179][root][INFO] - ===> Epoch[1298](6488/5): Loss -0.7114, Sem 0.0303, dir -0.9752, norm 0.2335, swav 0.0000 LR: 9.021e-02 Score 98.990 Data time: 0.0735, Forward time: 0.7709, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.0434 [2020-10-18 19:52:10,163][root][INFO] - ===> Epoch[1298](6489/5): Loss -0.7087, Sem 0.0328, dir -0.9741, norm 0.2326, swav 0.0000 LR: 9.021e-02 Score 98.910 Data time: 0.0789, Forward time: 0.7709, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.8734 [2020-10-18 19:52:12,753][root][INFO] - ===> Epoch[1298](6490/5): Loss -0.7136, Sem 0.0336, dir -0.9721, norm 0.2250, swav 0.0000 LR: 9.021e-02 Score 98.865 Data time: 0.1669, Forward time: 0.7709, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.4712 [2020-10-18 19:52:15,441][root][INFO] - ===> Epoch[1299](6491/5): Loss -0.6662, Sem 0.0329, dir -0.9732, norm 0.2741, swav 0.0000 LR: 9.021e-02 Score 98.918 Data time: 0.0632, Forward time: 0.7709, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.5655 [2020-10-18 19:52:17,637][root][INFO] - ===> Epoch[1299](6492/5): Loss -0.7146, Sem 0.0366, dir -0.9712, norm 0.2201, swav 0.0000 LR: 9.021e-02 Score 98.775 Data time: 0.0620, Forward time: 0.7709, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.0800 [2020-10-18 19:52:19,665][root][INFO] - ===> Epoch[1299](6493/5): Loss -0.6969, Sem 0.0356, dir -0.9718, norm 0.2393, swav 0.0000 LR: 9.021e-02 Score 98.821 Data time: 0.0864, Forward time: 0.7709, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.9456 [2020-10-18 19:52:21,938][root][INFO] - ===> Epoch[1299](6494/5): Loss -0.7015, Sem 0.0381, dir -0.9741, norm 0.2345, swav 0.0000 LR: 9.020e-02 Score 98.734 Data time: 0.0770, Forward time: 0.7709, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.1696 [2020-10-18 19:52:24,374][root][INFO] - ===> Epoch[1299](6495/5): Loss -0.6606, Sem 0.0352, dir -0.9737, norm 0.2779, swav 0.0000 LR: 9.020e-02 Score 98.856 Data time: 0.0773, Forward time: 0.7709, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.3243 [2020-10-18 19:52:26,520][root][INFO] - ===> Epoch[1300](6496/5): Loss -0.7081, Sem 0.0313, dir -0.9723, norm 0.2329, swav 0.0000 LR: 9.020e-02 Score 98.932 Data time: 0.0747, Forward time: 0.7709, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.0462 [2020-10-18 19:52:28,335][root][INFO] - ===> Epoch[1300](6497/5): Loss -0.7081, Sem 0.0349, dir -0.9734, norm 0.2304, swav 0.0000 LR: 9.020e-02 Score 98.833 Data time: 0.0698, Forward time: 0.7709, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.7095 [2020-10-18 19:52:30,794][root][INFO] - ===> Epoch[1300](6498/5): Loss -0.6678, Sem 0.0404, dir -0.9691, norm 0.2609, swav 0.0000 LR: 9.020e-02 Score 98.690 Data time: 0.1039, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.3569 [2020-10-18 19:52:33,077][root][INFO] - ===> Epoch[1300](6499/5): Loss -0.6961, Sem 0.0367, dir -0.9710, norm 0.2382, swav 0.0000 LR: 9.020e-02 Score 98.805 Data time: 0.0547, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.1803 [2020-10-18 19:52:35,190][root][INFO] - ===> Epoch[1300](6500/5): Loss -0.6837, Sem 0.0357, dir -0.9740, norm 0.2547, swav 0.0000 LR: 9.020e-02 Score 98.813 Data time: 0.0852, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.0404 [2020-10-18 19:52:36,884][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 19:52:38,776][root][INFO] - ===> Epoch[1301](6501/5): Loss -0.7138, Sem 0.0358, dir -0.9726, norm 0.2230, swav 0.0000 LR: 9.019e-02 Score 98.815 Data time: 0.0763, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.5707 [2020-10-18 19:52:40,812][root][INFO] - ===> Epoch[1301](6502/5): Loss -0.6988, Sem 0.0385, dir -0.9720, norm 0.2348, swav 0.0000 LR: 9.019e-02 Score 98.718 Data time: 0.0731, Forward time: 0.7709, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.9526 [2020-10-18 19:52:43,072][root][INFO] - ===> Epoch[1301](6503/5): Loss -0.7063, Sem 0.0315, dir -0.9732, norm 0.2353, swav 0.0000 LR: 9.019e-02 Score 98.943 Data time: 0.0735, Forward time: 0.7709, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.1848 [2020-10-18 19:52:45,023][root][INFO] - ===> Epoch[1301](6504/5): Loss -0.6889, Sem 0.0379, dir -0.9712, norm 0.2444, swav 0.0000 LR: 9.019e-02 Score 98.745 Data time: 0.0814, Forward time: 0.7710, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.8405 [2020-10-18 19:52:47,474][root][INFO] - ===> Epoch[1301](6505/5): Loss -0.7120, Sem 0.0352, dir -0.9742, norm 0.2271, swav 0.0000 LR: 9.019e-02 Score 98.833 Data time: 0.0712, Forward time: 0.7709, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.3373 [2020-10-18 19:52:49,921][root][INFO] - ===> Epoch[1302](6506/5): Loss -0.7116, Sem 0.0310, dir -0.9745, norm 0.2320, swav 0.0000 LR: 9.019e-02 Score 98.963 Data time: 0.0832, Forward time: 0.7710, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.3338 [2020-10-18 19:52:52,195][root][INFO] - ===> Epoch[1302](6507/5): Loss -0.7019, Sem 0.0340, dir -0.9725, norm 0.2365, swav 0.0000 LR: 9.018e-02 Score 98.866 Data time: 0.0947, Forward time: 0.7710, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.1534 [2020-10-18 19:52:54,469][root][INFO] - ===> Epoch[1302](6508/5): Loss -0.7174, Sem 0.0378, dir -0.9733, norm 0.2181, swav 0.0000 LR: 9.018e-02 Score 98.756 Data time: 0.0670, Forward time: 0.7710, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.1765 [2020-10-18 19:52:56,712][root][INFO] - ===> Epoch[1302](6509/5): Loss -0.7073, Sem 0.0316, dir -0.9744, norm 0.2355, swav 0.0000 LR: 9.018e-02 Score 98.936 Data time: 0.0947, Forward time: 0.7710, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.1756 [2020-10-18 19:52:58,703][root][INFO] - ===> Epoch[1302](6510/5): Loss -0.7253, Sem 0.0355, dir -0.9731, norm 0.2123, swav 0.0000 LR: 9.018e-02 Score 98.833 Data time: 0.0800, Forward time: 0.7710, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.9029 [2020-10-18 19:53:00,741][root][INFO] - ===> Epoch[1303](6511/5): Loss -0.6578, Sem 0.0362, dir -0.9717, norm 0.2777, swav 0.0000 LR: 9.018e-02 Score 98.826 Data time: 0.0813, Forward time: 0.7710, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.9367 [2020-10-18 19:53:02,557][root][INFO] - ===> Epoch[1303](6512/5): Loss -0.7216, Sem 0.0330, dir -0.9735, norm 0.2189, swav 0.0000 LR: 9.018e-02 Score 98.917 Data time: 0.1849, Forward time: 0.7710, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.7096 [2020-10-18 19:53:04,725][root][INFO] - ===> Epoch[1303](6513/5): Loss -0.7126, Sem 0.0357, dir -0.9727, norm 0.2243, swav 0.0000 LR: 9.018e-02 Score 98.816 Data time: 0.1843, Forward time: 0.7710, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.0717 [2020-10-18 19:53:07,155][root][INFO] - ===> Epoch[1303](6514/5): Loss -0.7177, Sem 0.0341, dir -0.9743, norm 0.2224, swav 0.0000 LR: 9.017e-02 Score 98.874 Data time: 0.0781, Forward time: 0.7710, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.3052 [2020-10-18 19:53:09,746][root][INFO] - ===> Epoch[1303](6515/5): Loss -0.7393, Sem 0.0326, dir -0.9742, norm 0.2023, swav 0.0000 LR: 9.017e-02 Score 98.890 Data time: 0.0679, Forward time: 0.7710, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.4967 [2020-10-18 19:53:11,780][root][INFO] - ===> Epoch[1304](6516/5): Loss -0.6810, Sem 0.0378, dir -0.9704, norm 0.2516, swav 0.0000 LR: 9.017e-02 Score 98.765 Data time: 0.0796, Forward time: 0.7710, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.9471 [2020-10-18 19:53:13,731][root][INFO] - ===> Epoch[1304](6517/5): Loss -0.7168, Sem 0.0349, dir -0.9734, norm 0.2218, swav 0.0000 LR: 9.017e-02 Score 98.836 Data time: 0.0846, Forward time: 0.7710, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.8345 [2020-10-18 19:53:15,823][root][INFO] - ===> Epoch[1304](6518/5): Loss -0.7175, Sem 0.0346, dir -0.9719, norm 0.2198, swav 0.0000 LR: 9.017e-02 Score 98.808 Data time: 0.0771, Forward time: 0.7711, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.9845 [2020-10-18 19:53:18,489][root][INFO] - ===> Epoch[1304](6519/5): Loss -0.6939, Sem 0.0332, dir -0.9732, norm 0.2460, swav 0.0000 LR: 9.017e-02 Score 98.915 Data time: 0.0619, Forward time: 0.7710, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.5637 [2020-10-18 19:53:21,036][root][INFO] - ===> Epoch[1304](6520/5): Loss -0.7347, Sem 0.0313, dir -0.9737, norm 0.2076, swav 0.0000 LR: 9.016e-02 Score 98.961 Data time: 0.0736, Forward time: 0.7710, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.4524 [2020-10-18 19:53:23,051][root][INFO] - ===> Epoch[1305](6521/5): Loss -0.7221, Sem 0.0329, dir -0.9740, norm 0.2189, swav 0.0000 LR: 9.016e-02 Score 98.902 Data time: 0.0621, Forward time: 0.7710, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.9062 [2020-10-18 19:53:25,191][root][INFO] - ===> Epoch[1305](6522/5): Loss -0.7286, Sem 0.0329, dir -0.9756, norm 0.2141, swav 0.0000 LR: 9.016e-02 Score 98.903 Data time: 0.0519, Forward time: 0.7710, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.0403 [2020-10-18 19:53:27,441][root][INFO] - ===> Epoch[1305](6523/5): Loss -0.7013, Sem 0.0367, dir -0.9724, norm 0.2345, swav 0.0000 LR: 9.016e-02 Score 98.778 Data time: 0.0974, Forward time: 0.7710, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.1869 [2020-10-18 19:53:29,269][root][INFO] - ===> Epoch[1305](6524/5): Loss -0.7300, Sem 0.0361, dir -0.9728, norm 0.2067, swav 0.0000 LR: 9.016e-02 Score 98.785 Data time: 0.0684, Forward time: 0.7710, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.7251 [2020-10-18 19:53:31,887][root][INFO] - ===> Epoch[1305](6525/5): Loss -0.7034, Sem 0.0373, dir -0.9717, norm 0.2310, swav 0.0000 LR: 9.016e-02 Score 98.793 Data time: 0.0647, Forward time: 0.7710, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.5294 [2020-10-18 19:53:34,131][root][INFO] - ===> Epoch[1306](6526/5): Loss -0.7203, Sem 0.0337, dir -0.9738, norm 0.2199, swav 0.0000 LR: 9.016e-02 Score 98.880 Data time: 0.0698, Forward time: 0.7710, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.1443 [2020-10-18 19:53:36,545][root][INFO] - ===> Epoch[1306](6527/5): Loss -0.7010, Sem 0.0356, dir -0.9724, norm 0.2358, swav 0.0000 LR: 9.015e-02 Score 98.824 Data time: 0.0881, Forward time: 0.7710, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.3156 [2020-10-18 19:53:38,760][root][INFO] - ===> Epoch[1306](6528/5): Loss -0.7419, Sem 0.0331, dir -0.9741, norm 0.1991, swav 0.0000 LR: 9.015e-02 Score 98.867 Data time: 0.0535, Forward time: 0.7710, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.1068 [2020-10-18 19:53:40,815][root][INFO] - ===> Epoch[1306](6529/5): Loss -0.7261, Sem 0.0332, dir -0.9740, norm 0.2148, swav 0.0000 LR: 9.015e-02 Score 98.883 Data time: 0.0653, Forward time: 0.7710, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.9431 [2020-10-18 19:53:43,173][root][INFO] - ===> Epoch[1306](6530/5): Loss -0.7137, Sem 0.0336, dir -0.9734, norm 0.2261, swav 0.0000 LR: 9.015e-02 Score 98.894 Data time: 0.0728, Forward time: 0.7710, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.2623 [2020-10-18 19:53:45,374][root][INFO] - ===> Epoch[1307](6531/5): Loss -0.7134, Sem 0.0373, dir -0.9729, norm 0.2222, swav 0.0000 LR: 9.015e-02 Score 98.748 Data time: 0.0718, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.0974 [2020-10-18 19:53:47,579][root][INFO] - ===> Epoch[1307](6532/5): Loss -0.7152, Sem 0.0359, dir -0.9715, norm 0.2203, swav 0.0000 LR: 9.015e-02 Score 98.794 Data time: 0.0583, Forward time: 0.7709, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.1121 [2020-10-18 19:53:50,295][root][INFO] - ===> Epoch[1307](6533/5): Loss -0.7083, Sem 0.0336, dir -0.9741, norm 0.2322, swav 0.0000 LR: 9.015e-02 Score 98.936 Data time: 0.0872, Forward time: 0.7709, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.6391 [2020-10-18 19:53:52,333][root][INFO] - ===> Epoch[1307](6534/5): Loss -0.7314, Sem 0.0343, dir -0.9734, norm 0.2078, swav 0.0000 LR: 9.014e-02 Score 98.853 Data time: 0.0843, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.8981 [2020-10-18 19:53:54,501][root][INFO] - ===> Epoch[1307](6535/5): Loss -0.7158, Sem 0.0332, dir -0.9747, norm 0.2257, swav 0.0000 LR: 9.014e-02 Score 98.870 Data time: 0.0881, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.0871 [2020-10-18 19:53:56,695][root][INFO] - ===> Epoch[1308](6536/5): Loss -0.6908, Sem 0.0382, dir -0.9701, norm 0.2411, swav 0.0000 LR: 9.014e-02 Score 98.747 Data time: 0.0674, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.0924 [2020-10-18 19:53:58,897][root][INFO] - ===> Epoch[1308](6537/5): Loss -0.7132, Sem 0.0311, dir -0.9739, norm 0.2296, swav 0.0000 LR: 9.014e-02 Score 98.970 Data time: 0.0861, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.1150 [2020-10-18 19:54:01,098][root][INFO] - ===> Epoch[1308](6538/5): Loss -0.7228, Sem 0.0377, dir -0.9742, norm 0.2137, swav 0.0000 LR: 9.014e-02 Score 98.760 Data time: 0.0730, Forward time: 0.7710, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.1083 [2020-10-18 19:54:03,019][root][INFO] - ===> Epoch[1308](6539/5): Loss -0.7269, Sem 0.0352, dir -0.9715, norm 0.2094, swav 0.0000 LR: 9.014e-02 Score 98.822 Data time: 0.0992, Forward time: 0.7710, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.8309 [2020-10-18 19:54:05,306][root][INFO] - ===> Epoch[1308](6540/5): Loss -0.7086, Sem 0.0347, dir -0.9705, norm 0.2272, swav 0.0000 LR: 9.013e-02 Score 98.826 Data time: 0.0808, Forward time: 0.7710, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.1779 [2020-10-18 19:54:07,627][root][INFO] - ===> Epoch[1309](6541/5): Loss -0.7057, Sem 0.0340, dir -0.9722, norm 0.2325, swav 0.0000 LR: 9.013e-02 Score 98.879 Data time: 0.0855, Forward time: 0.7710, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.2146 [2020-10-18 19:54:09,322][root][INFO] - ===> Epoch[1309](6542/5): Loss -0.7413, Sem 0.0327, dir -0.9739, norm 0.2000, swav 0.0000 LR: 9.013e-02 Score 98.905 Data time: 0.0694, Forward time: 0.7710, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.5790 [2020-10-18 19:54:11,299][root][INFO] - ===> Epoch[1309](6543/5): Loss -0.6915, Sem 0.0379, dir -0.9707, norm 0.2414, swav 0.0000 LR: 9.013e-02 Score 98.763 Data time: 0.3206, Forward time: 0.7710, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.8881 [2020-10-18 19:54:13,580][root][INFO] - ===> Epoch[1309](6544/5): Loss -0.6975, Sem 0.0356, dir -0.9713, norm 0.2383, swav 0.0000 LR: 9.013e-02 Score 98.802 Data time: 0.1192, Forward time: 0.7710, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.1831 [2020-10-18 19:54:15,642][root][INFO] - ===> Epoch[1309](6545/5): Loss -0.7261, Sem 0.0312, dir -0.9737, norm 0.2164, swav 0.0000 LR: 9.013e-02 Score 98.969 Data time: 0.0761, Forward time: 0.7710, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.9400 [2020-10-18 19:54:17,488][root][INFO] - ===> Epoch[1310](6546/5): Loss -0.7306, Sem 0.0357, dir -0.9735, norm 0.2072, swav 0.0000 LR: 9.013e-02 Score 98.829 Data time: 0.0491, Forward time: 0.7710, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.7397 [2020-10-18 19:54:19,413][root][INFO] - ===> Epoch[1310](6547/5): Loss -0.7408, Sem 0.0298, dir -0.9752, norm 0.2045, swav 0.0000 LR: 9.012e-02 Score 99.015 Data time: 0.0591, Forward time: 0.7709, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.8564 [2020-10-18 19:54:21,780][root][INFO] - ===> Epoch[1310](6548/5): Loss -0.7009, Sem 0.0355, dir -0.9710, norm 0.2346, swav 0.0000 LR: 9.012e-02 Score 98.846 Data time: 0.1001, Forward time: 0.7709, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.2822 [2020-10-18 19:54:24,023][root][INFO] - ===> Epoch[1310](6549/5): Loss -0.7318, Sem 0.0323, dir -0.9736, norm 0.2095, swav 0.0000 LR: 9.012e-02 Score 98.917 Data time: 0.0809, Forward time: 0.7709, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.1408 [2020-10-18 19:54:26,158][root][INFO] - ===> Epoch[1310](6550/5): Loss -0.6957, Sem 0.0354, dir -0.9715, norm 0.2404, swav 0.0000 LR: 9.012e-02 Score 98.854 Data time: 0.0907, Forward time: 0.7710, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.0139 [2020-10-18 19:54:28,240][root][INFO] - ===> Epoch[1311](6551/5): Loss -0.7239, Sem 0.0350, dir -0.9722, norm 0.2133, swav 0.0000 LR: 9.012e-02 Score 98.836 Data time: 0.0599, Forward time: 0.7710, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.9653 [2020-10-18 19:54:30,329][root][INFO] - ===> Epoch[1311](6552/5): Loss -0.7144, Sem 0.0367, dir -0.9722, norm 0.2211, swav 0.0000 LR: 9.012e-02 Score 98.752 Data time: 0.0742, Forward time: 0.7710, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.0122 [2020-10-18 19:54:32,471][root][INFO] - ===> Epoch[1311](6553/5): Loss -0.7279, Sem 0.0315, dir -0.9746, norm 0.2152, swav 0.0000 LR: 9.011e-02 Score 98.956 Data time: 0.0603, Forward time: 0.7709, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.0298 [2020-10-18 19:54:34,925][root][INFO] - ===> Epoch[1311](6554/5): Loss -0.7401, Sem 0.0329, dir -0.9745, norm 0.2015, swav 0.0000 LR: 9.011e-02 Score 98.862 Data time: 0.0814, Forward time: 0.7709, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.3358 [2020-10-18 19:54:36,633][root][INFO] - ===> Epoch[1311](6555/5): Loss -0.7266, Sem 0.0388, dir -0.9719, norm 0.2065, swav 0.0000 LR: 9.011e-02 Score 98.736 Data time: 0.0738, Forward time: 0.7709, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.5815 [2020-10-18 19:54:39,563][root][INFO] - ===> Epoch[1312](6556/5): Loss -0.7357, Sem 0.0296, dir -0.9754, norm 0.2101, swav 0.0000 LR: 9.011e-02 Score 99.012 Data time: 0.0739, Forward time: 0.7709, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.8259 [2020-10-18 19:54:41,527][root][INFO] - ===> Epoch[1312](6557/5): Loss -0.7290, Sem 0.0376, dir -0.9731, norm 0.2065, swav 0.0000 LR: 9.011e-02 Score 98.746 Data time: 0.0508, Forward time: 0.7709, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.8623 [2020-10-18 19:54:43,826][root][INFO] - ===> Epoch[1312](6558/5): Loss -0.7119, Sem 0.0324, dir -0.9734, norm 0.2291, swav 0.0000 LR: 9.011e-02 Score 98.980 Data time: 0.0598, Forward time: 0.7709, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.2417 [2020-10-18 19:54:46,086][root][INFO] - ===> Epoch[1312](6559/5): Loss -0.7352, Sem 0.0321, dir -0.9754, norm 0.2081, swav 0.0000 LR: 9.011e-02 Score 98.902 Data time: 0.1782, Forward time: 0.7708, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.1708 [2020-10-18 19:54:48,317][root][INFO] - ===> Epoch[1312](6560/5): Loss -0.7266, Sem 0.0354, dir -0.9721, norm 0.2101, swav 0.0000 LR: 9.010e-02 Score 98.831 Data time: 0.1198, Forward time: 0.7709, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.1520 [2020-10-18 19:54:50,500][root][INFO] - ===> Epoch[1313](6561/5): Loss -0.7120, Sem 0.0362, dir -0.9742, norm 0.2260, swav 0.0000 LR: 9.010e-02 Score 98.795 Data time: 0.0775, Forward time: 0.7708, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.0730 [2020-10-18 19:54:52,608][root][INFO] - ===> Epoch[1313](6562/5): Loss -0.7135, Sem 0.0341, dir -0.9727, norm 0.2252, swav 0.0000 LR: 9.010e-02 Score 98.865 Data time: 0.0655, Forward time: 0.7708, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.0172 [2020-10-18 19:54:54,873][root][INFO] - ===> Epoch[1313](6563/5): Loss -0.7364, Sem 0.0347, dir -0.9743, norm 0.2032, swav 0.0000 LR: 9.010e-02 Score 98.822 Data time: 0.0879, Forward time: 0.7708, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.1612 [2020-10-18 19:54:57,337][root][INFO] - ===> Epoch[1313](6564/5): Loss -0.7056, Sem 0.0384, dir -0.9715, norm 0.2275, swav 0.0000 LR: 9.010e-02 Score 98.727 Data time: 0.3241, Forward time: 0.7708, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.3455 [2020-10-18 19:54:59,825][root][INFO] - ===> Epoch[1313](6565/5): Loss -0.7085, Sem 0.0337, dir -0.9720, norm 0.2298, swav 0.0000 LR: 9.010e-02 Score 98.921 Data time: 0.1096, Forward time: 0.7708, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.3877 [2020-10-18 19:55:02,113][root][INFO] - ===> Epoch[1314](6566/5): Loss -0.7286, Sem 0.0323, dir -0.9724, norm 0.2115, swav 0.0000 LR: 9.009e-02 Score 98.959 Data time: 0.0832, Forward time: 0.7709, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.1760 [2020-10-18 19:55:04,353][root][INFO] - ===> Epoch[1314](6567/5): Loss -0.7295, Sem 0.0317, dir -0.9755, norm 0.2143, swav 0.0000 LR: 9.009e-02 Score 98.956 Data time: 0.0847, Forward time: 0.7709, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.1405 [2020-10-18 19:55:06,495][root][INFO] - ===> Epoch[1314](6568/5): Loss -0.6994, Sem 0.0392, dir -0.9699, norm 0.2313, swav 0.0000 LR: 9.009e-02 Score 98.717 Data time: 0.0931, Forward time: 0.7709, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.0219 [2020-10-18 19:55:08,273][root][INFO] - ===> Epoch[1314](6569/5): Loss -0.7341, Sem 0.0338, dir -0.9742, norm 0.2063, swav 0.0000 LR: 9.009e-02 Score 98.862 Data time: 0.0710, Forward time: 0.7709, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.6705 [2020-10-18 19:55:10,659][root][INFO] - ===> Epoch[1314](6570/5): Loss -0.7461, Sem 0.0336, dir -0.9754, norm 0.1957, swav 0.0000 LR: 9.009e-02 Score 98.859 Data time: 0.0601, Forward time: 0.7709, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.2991 [2020-10-18 19:55:13,101][root][INFO] - ===> Epoch[1315](6571/5): Loss -0.7535, Sem 0.0287, dir -0.9770, norm 0.1949, swav 0.0000 LR: 9.009e-02 Score 99.047 Data time: 0.1084, Forward time: 0.7709, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.3601 [2020-10-18 19:55:15,166][root][INFO] - ===> Epoch[1315](6572/5): Loss -0.7152, Sem 0.0337, dir -0.9726, norm 0.2236, swav 0.0000 LR: 9.009e-02 Score 98.907 Data time: 0.0617, Forward time: 0.7709, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.9536 [2020-10-18 19:55:17,062][root][INFO] - ===> Epoch[1315](6573/5): Loss -0.7228, Sem 0.0322, dir -0.9755, norm 0.2205, swav 0.0000 LR: 9.008e-02 Score 98.892 Data time: 0.0816, Forward time: 0.7709, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.8353 [2020-10-18 19:55:19,275][root][INFO] - ===> Epoch[1315](6574/5): Loss -0.7143, Sem 0.0406, dir -0.9706, norm 0.2156, swav 0.0000 LR: 9.008e-02 Score 98.640 Data time: 0.0759, Forward time: 0.7709, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.1161 [2020-10-18 19:55:21,446][root][INFO] - ===> Epoch[1315](6575/5): Loss -0.7189, Sem 0.0362, dir -0.9731, norm 0.2180, swav 0.0000 LR: 9.008e-02 Score 98.801 Data time: 0.0665, Forward time: 0.7709, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.0743 [2020-10-18 19:55:23,780][root][INFO] - ===> Epoch[1316](6576/5): Loss -0.7210, Sem 0.0324, dir -0.9746, norm 0.2212, swav 0.0000 LR: 9.008e-02 Score 98.978 Data time: 0.0845, Forward time: 0.7709, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.2431 [2020-10-18 19:55:25,945][root][INFO] - ===> Epoch[1316](6577/5): Loss -0.7182, Sem 0.0349, dir -0.9755, norm 0.2224, swav 0.0000 LR: 9.008e-02 Score 98.845 Data time: 0.0891, Forward time: 0.7709, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.0504 [2020-10-18 19:55:27,888][root][INFO] - ===> Epoch[1316](6578/5): Loss -0.7232, Sem 0.0339, dir -0.9729, norm 0.2158, swav 0.0000 LR: 9.008e-02 Score 98.834 Data time: 0.0696, Forward time: 0.7709, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.8206 [2020-10-18 19:55:29,860][root][INFO] - ===> Epoch[1316](6579/5): Loss -0.7141, Sem 0.0361, dir -0.9727, norm 0.2225, swav 0.0000 LR: 9.008e-02 Score 98.796 Data time: 0.0740, Forward time: 0.7709, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.8938 [2020-10-18 19:55:31,775][root][INFO] - ===> Epoch[1316](6580/5): Loss -0.7298, Sem 0.0372, dir -0.9732, norm 0.2062, swav 0.0000 LR: 9.007e-02 Score 98.748 Data time: 0.0796, Forward time: 0.7709, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.8031 [2020-10-18 19:55:33,810][root][INFO] - ===> Epoch[1317](6581/5): Loss -0.7330, Sem 0.0321, dir -0.9757, norm 0.2107, swav 0.0000 LR: 9.007e-02 Score 98.940 Data time: 0.0462, Forward time: 0.7709, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.9470 [2020-10-18 19:55:36,298][root][INFO] - ===> Epoch[1317](6582/5): Loss -0.7179, Sem 0.0338, dir -0.9712, norm 0.2195, swav 0.0000 LR: 9.007e-02 Score 98.878 Data time: 0.0683, Forward time: 0.7709, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.4148 [2020-10-18 19:55:38,878][root][INFO] - ===> Epoch[1317](6583/5): Loss -0.6763, Sem 0.0438, dir -0.9708, norm 0.2507, swav 0.0000 LR: 9.007e-02 Score 98.689 Data time: 0.0785, Forward time: 0.7709, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.4741 [2020-10-18 19:55:41,751][root][INFO] - ===> Epoch[1317](6584/5): Loss -0.6975, Sem 0.0328, dir -0.9726, norm 0.2423, swav 0.0000 LR: 9.007e-02 Score 98.922 Data time: 0.0623, Forward time: 0.7708, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.7427 [2020-10-18 19:55:43,729][root][INFO] - ===> Epoch[1317](6585/5): Loss -0.7406, Sem 0.0345, dir -0.9761, norm 0.2010, swav 0.0000 LR: 9.007e-02 Score 98.856 Data time: 0.0791, Forward time: 0.7709, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.8844 [2020-10-18 19:55:45,666][root][INFO] - ===> Epoch[1318](6586/5): Loss -0.7225, Sem 0.0357, dir -0.9735, norm 0.2152, swav 0.0000 LR: 9.006e-02 Score 98.812 Data time: 0.0725, Forward time: 0.7709, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.8301 [2020-10-18 19:55:47,905][root][INFO] - ===> Epoch[1318](6587/5): Loss -0.7145, Sem 0.0330, dir -0.9748, norm 0.2273, swav 0.0000 LR: 9.006e-02 Score 98.898 Data time: 0.0584, Forward time: 0.7708, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.1520 [2020-10-18 19:55:50,110][root][INFO] - ===> Epoch[1318](6588/5): Loss -0.7198, Sem 0.0399, dir -0.9754, norm 0.2157, swav 0.0000 LR: 9.006e-02 Score 98.734 Data time: 0.0651, Forward time: 0.7708, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.1108 [2020-10-18 19:55:52,272][root][INFO] - ===> Epoch[1318](6589/5): Loss -0.7282, Sem 0.0316, dir -0.9746, norm 0.2148, swav 0.0000 LR: 9.006e-02 Score 98.938 Data time: 0.0635, Forward time: 0.7708, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.0599 [2020-10-18 19:55:54,343][root][INFO] - ===> Epoch[1318](6590/5): Loss -0.7316, Sem 0.0341, dir -0.9721, norm 0.2065, swav 0.0000 LR: 9.006e-02 Score 98.844 Data time: 0.0976, Forward time: 0.7708, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.9695 [2020-10-18 19:55:56,583][root][INFO] - ===> Epoch[1319](6591/5): Loss -0.7232, Sem 0.0326, dir -0.9739, norm 0.2181, swav 0.0000 LR: 9.006e-02 Score 98.902 Data time: 0.1003, Forward time: 0.7708, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.1444 [2020-10-18 19:55:58,983][root][INFO] - ===> Epoch[1319](6592/5): Loss -0.7231, Sem 0.0342, dir -0.9738, norm 0.2165, swav 0.0000 LR: 9.006e-02 Score 98.887 Data time: 0.0835, Forward time: 0.7708, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.2697 [2020-10-18 19:56:00,846][root][INFO] - ===> Epoch[1319](6593/5): Loss -0.7315, Sem 0.0347, dir -0.9735, norm 0.2072, swav 0.0000 LR: 9.005e-02 Score 98.828 Data time: 0.0854, Forward time: 0.7708, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.7552 [2020-10-18 19:56:03,165][root][INFO] - ===> Epoch[1319](6594/5): Loss -0.7340, Sem 0.0327, dir -0.9754, norm 0.2086, swav 0.0000 LR: 9.005e-02 Score 98.921 Data time: 0.1462, Forward time: 0.7709, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.2282 [2020-10-18 19:56:05,405][root][INFO] - ===> Epoch[1319](6595/5): Loss -0.7253, Sem 0.0326, dir -0.9758, norm 0.2180, swav 0.0000 LR: 9.005e-02 Score 98.906 Data time: 0.1209, Forward time: 0.7709, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.1100 [2020-10-18 19:56:08,063][root][INFO] - ===> Epoch[1320](6596/5): Loss -0.7252, Sem 0.0328, dir -0.9740, norm 0.2161, swav 0.0000 LR: 9.005e-02 Score 98.930 Data time: 0.1296, Forward time: 0.7709, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.5544 [2020-10-18 19:56:10,602][root][INFO] - ===> Epoch[1320](6597/5): Loss -0.7452, Sem 0.0310, dir -0.9756, norm 0.1994, swav 0.0000 LR: 9.005e-02 Score 98.980 Data time: 0.1001, Forward time: 0.7709, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.4650 [2020-10-18 19:56:12,857][root][INFO] - ===> Epoch[1320](6598/5): Loss -0.7240, Sem 0.0320, dir -0.9735, norm 0.2175, swav 0.0000 LR: 9.005e-02 Score 98.914 Data time: 0.0878, Forward time: 0.7709, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.1549 [2020-10-18 19:56:14,706][root][INFO] - ===> Epoch[1320](6599/5): Loss -0.7173, Sem 0.0355, dir -0.9731, norm 0.2202, swav 0.0000 LR: 9.004e-02 Score 98.811 Data time: 0.0673, Forward time: 0.7709, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.7781 [2020-10-18 19:56:16,828][root][INFO] - ===> Epoch[1320](6600/5): Loss -0.7216, Sem 0.0349, dir -0.9729, norm 0.2164, swav 0.0000 LR: 9.004e-02 Score 98.846 Data time: 0.0778, Forward time: 0.7709, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.0310 [2020-10-18 19:56:17,922][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 19:56:18,082][root][INFO] - ===> Start testing [2020-10-18 19:56:55,690][root][INFO] - 68/68: Data time: 0.0022, Iter time: 0.1232 Loss 0.374 (AVG: 0.482) Score 91.854 (AVG: 90.295) mIOU 69.157 mAP 84.389 mAcc 76.372 IOU: 61.949 0.000 79.164 74.314 93.636 91.785 30.895 77.921 98.631 66.432 80.767 85.780 57.763 mAP: 82.929 6.809 95.532 89.265 98.701 98.656 62.345 96.218 99.816 84.377 94.376 95.471 92.569 mAcc: 77.703 0.000 89.267 82.762 95.198 97.008 35.974 93.051 99.523 73.629 90.650 95.546 62.525 [2020-10-18 19:56:55,691][root][INFO] - Finished test. Elapsed time: 37.6074 [2020-10-18 19:56:58,589][root][INFO] - [2020-10-18 19:56:58,589][root][INFO] - ################################################################ [2020-10-18 19:56:58,589][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 19:56:58,589][root][INFO] - ################################################################ [2020-10-18 19:56:58,589][root][INFO] - clutter : nan nan nan [2020-10-18 19:56:58,589][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 19:56:58,590][root][INFO] - board : 0.774 0.831 0.896 [2020-10-18 19:56:58,590][root][INFO] - bookcase : 0.218 0.349 0.521 [2020-10-18 19:56:58,590][root][INFO] - ceiling : 0.596 0.647 0.715 [2020-10-18 19:56:58,590][root][INFO] - chair : 0.794 0.893 0.904 [2020-10-18 19:56:58,590][root][INFO] - column : 0.142 0.222 0.337 [2020-10-18 19:56:58,590][root][INFO] - door : 0.677 0.835 0.955 [2020-10-18 19:56:58,590][root][INFO] - floor : 0.798 0.844 0.918 [2020-10-18 19:56:58,590][root][INFO] - sofa : 0.390 0.601 0.798 [2020-10-18 19:56:58,590][root][INFO] - table : 0.153 0.317 0.656 [2020-10-18 19:56:58,590][root][INFO] - wall : 0.512 0.728 0.823 [2020-10-18 19:56:58,590][root][INFO] - window : 0.540 0.758 0.784 [2020-10-18 19:56:58,590][root][INFO] - ---------------------------------------------------------------- [2020-10-18 19:56:58,590][root][INFO] - average : 0.466 0.585 0.692 [2020-10-18 19:56:58,590][root][INFO] - [2020-10-18 19:56:58,757][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 19:56:58,758][root][INFO] - Current best mIoU: 69.164 at iter 3800 [2020-10-18 19:57:00,526][root][INFO] - ===> Epoch[1321](6601/5): Loss -0.7212, Sem 0.0337, dir -0.9719, norm 0.2169, swav 0.0000 LR: 9.004e-02 Score 98.857 Data time: 0.0815, Forward time: 0.7710, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.7621 [2020-10-18 19:57:02,943][root][INFO] - ===> Epoch[1321](6602/5): Loss -0.7145, Sem 0.0297, dir -0.9742, norm 0.2299, swav 0.0000 LR: 9.004e-02 Score 99.028 Data time: 0.2248, Forward time: 0.7710, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.3079 [2020-10-18 19:57:05,116][root][INFO] - ===> Epoch[1321](6603/5): Loss -0.7364, Sem 0.0334, dir -0.9739, norm 0.2041, swav 0.0000 LR: 9.004e-02 Score 98.893 Data time: 0.0862, Forward time: 0.7710, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.0773 [2020-10-18 19:57:07,372][root][INFO] - ===> Epoch[1321](6604/5): Loss -0.6965, Sem 0.0366, dir -0.9730, norm 0.2399, swav 0.0000 LR: 9.004e-02 Score 98.806 Data time: 0.1552, Forward time: 0.7710, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.1453 [2020-10-18 19:57:09,484][root][INFO] - ===> Epoch[1321](6605/5): Loss -0.7199, Sem 0.0342, dir -0.9748, norm 0.2207, swav 0.0000 LR: 9.004e-02 Score 98.879 Data time: 0.0879, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.0381 [2020-10-18 19:57:11,972][root][INFO] - ===> Epoch[1322](6606/5): Loss -0.7208, Sem 0.0349, dir -0.9746, norm 0.2189, swav 0.0000 LR: 9.003e-02 Score 98.872 Data time: 0.0751, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.3983 [2020-10-18 19:57:14,455][root][INFO] - ===> Epoch[1322](6607/5): Loss -0.7354, Sem 0.0315, dir -0.9729, norm 0.2059, swav 0.0000 LR: 9.003e-02 Score 98.939 Data time: 0.0763, Forward time: 0.7711, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.3871 [2020-10-18 19:57:16,308][root][INFO] - ===> Epoch[1322](6608/5): Loss -0.7329, Sem 0.0347, dir -0.9723, norm 0.2048, swav 0.0000 LR: 9.003e-02 Score 98.807 Data time: 0.0794, Forward time: 0.7710, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.7489 [2020-10-18 19:57:18,533][root][INFO] - ===> Epoch[1322](6609/5): Loss -0.7300, Sem 0.0321, dir -0.9743, norm 0.2122, swav 0.0000 LR: 9.003e-02 Score 98.913 Data time: 0.0729, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.1339 [2020-10-18 19:57:20,636][root][INFO] - ===> Epoch[1322](6610/5): Loss -0.7233, Sem 0.0340, dir -0.9736, norm 0.2163, swav 0.0000 LR: 9.003e-02 Score 98.857 Data time: 0.0868, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.0045 [2020-10-18 19:57:22,836][root][INFO] - ===> Epoch[1323](6611/5): Loss -0.7302, Sem 0.0332, dir -0.9741, norm 0.2107, swav 0.0000 LR: 9.003e-02 Score 98.881 Data time: 0.0596, Forward time: 0.7710, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.0805 [2020-10-18 19:57:25,673][root][INFO] - ===> Epoch[1323](6612/5): Loss -0.7274, Sem 0.0333, dir -0.9732, norm 0.2125, swav 0.0000 LR: 9.003e-02 Score 98.875 Data time: 0.0803, Forward time: 0.7711, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.7715 [2020-10-18 19:57:28,102][root][INFO] - ===> Epoch[1323](6613/5): Loss -0.7319, Sem 0.0301, dir -0.9763, norm 0.2143, swav 0.0000 LR: 9.002e-02 Score 98.988 Data time: 0.0805, Forward time: 0.7711, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.3345 [2020-10-18 19:57:30,002][root][INFO] - ===> Epoch[1323](6614/5): Loss -0.7271, Sem 0.0352, dir -0.9743, norm 0.2120, swav 0.0000 LR: 9.002e-02 Score 98.848 Data time: 0.0786, Forward time: 0.7711, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.8082 [2020-10-18 19:57:32,563][root][INFO] - ===> Epoch[1323](6615/5): Loss -0.7337, Sem 0.0344, dir -0.9745, norm 0.2064, swav 0.0000 LR: 9.002e-02 Score 98.855 Data time: 0.0716, Forward time: 0.7710, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.4462 [2020-10-18 19:57:34,448][root][INFO] - ===> Epoch[1324](6616/5): Loss -0.6952, Sem 0.0416, dir -0.9707, norm 0.2339, swav 0.0000 LR: 9.002e-02 Score 98.630 Data time: 0.0717, Forward time: 0.7710, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.7924 [2020-10-18 19:57:36,359][root][INFO] - ===> Epoch[1324](6617/5): Loss -0.7217, Sem 0.0306, dir -0.9737, norm 0.2213, swav 0.0000 LR: 9.002e-02 Score 98.987 Data time: 0.0832, Forward time: 0.7710, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.8152 [2020-10-18 19:57:38,375][root][INFO] - ===> Epoch[1324](6618/5): Loss -0.7219, Sem 0.0306, dir -0.9731, norm 0.2205, swav 0.0000 LR: 9.002e-02 Score 98.984 Data time: 0.2731, Forward time: 0.7710, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.8968 [2020-10-18 19:57:40,730][root][INFO] - ===> Epoch[1324](6619/5): Loss -0.7195, Sem 0.0352, dir -0.9737, norm 0.2190, swav 0.0000 LR: 9.001e-02 Score 98.833 Data time: 0.0931, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.2129 [2020-10-18 19:57:42,849][root][INFO] - ===> Epoch[1324](6620/5): Loss -0.7185, Sem 0.0324, dir -0.9755, norm 0.2246, swav 0.0000 LR: 9.001e-02 Score 98.916 Data time: 0.0672, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.9789 [2020-10-18 19:57:45,299][root][INFO] - ===> Epoch[1325](6621/5): Loss -0.7233, Sem 0.0369, dir -0.9750, norm 0.2148, swav 0.0000 LR: 9.001e-02 Score 98.802 Data time: 0.0698, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.3456 [2020-10-18 19:57:47,812][root][INFO] - ===> Epoch[1325](6622/5): Loss -0.7202, Sem 0.0339, dir -0.9724, norm 0.2183, swav 0.0000 LR: 9.001e-02 Score 98.871 Data time: 0.0689, Forward time: 0.7711, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.3914 [2020-10-18 19:57:49,732][root][INFO] - ===> Epoch[1325](6623/5): Loss -0.7388, Sem 0.0330, dir -0.9752, norm 0.2034, swav 0.0000 LR: 9.001e-02 Score 98.897 Data time: 0.0728, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.8167 [2020-10-18 19:57:52,126][root][INFO] - ===> Epoch[1325](6624/5): Loss -0.7142, Sem 0.0338, dir -0.9733, norm 0.2252, swav 0.0000 LR: 9.001e-02 Score 98.860 Data time: 0.1533, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.2914 [2020-10-18 19:57:54,415][root][INFO] - ===> Epoch[1325](6625/5): Loss -0.7263, Sem 0.0340, dir -0.9732, norm 0.2128, swav 0.0000 LR: 9.001e-02 Score 98.866 Data time: 0.0957, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.1830 [2020-10-18 19:57:56,646][root][INFO] - ===> Epoch[1326](6626/5): Loss -0.7158, Sem 0.0356, dir -0.9718, norm 0.2204, swav 0.0000 LR: 9.000e-02 Score 98.828 Data time: 0.0933, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.1108 [2020-10-18 19:57:58,658][root][INFO] - ===> Epoch[1326](6627/5): Loss -0.7359, Sem 0.0338, dir -0.9760, norm 0.2063, swav 0.0000 LR: 9.000e-02 Score 98.871 Data time: 0.0704, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.9080 [2020-10-18 19:58:00,372][root][INFO] - ===> Epoch[1326](6628/5): Loss -0.7473, Sem 0.0303, dir -0.9761, norm 0.1986, swav 0.0000 LR: 9.000e-02 Score 98.978 Data time: 0.1398, Forward time: 0.7711, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 1.6301 [2020-10-18 19:58:02,203][root][INFO] - ===> Epoch[1326](6629/5): Loss -0.7183, Sem 0.0344, dir -0.9723, norm 0.2195, swav 0.0000 LR: 9.000e-02 Score 98.846 Data time: 0.0747, Forward time: 0.7711, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 1.7242 [2020-10-18 19:58:04,744][root][INFO] - ===> Epoch[1326](6630/5): Loss -0.7192, Sem 0.0322, dir -0.9729, norm 0.2215, swav 0.0000 LR: 9.000e-02 Score 98.928 Data time: 0.0775, Forward time: 0.7711, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.4181 [2020-10-18 19:58:06,858][root][INFO] - ===> Epoch[1327](6631/5): Loss -0.7387, Sem 0.0341, dir -0.9754, norm 0.2025, swav 0.0000 LR: 9.000e-02 Score 98.875 Data time: 0.0670, Forward time: 0.7711, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.0141 [2020-10-18 19:58:09,188][root][INFO] - ===> Epoch[1327](6632/5): Loss -0.7142, Sem 0.0355, dir -0.9726, norm 0.2228, swav 0.0000 LR: 8.999e-02 Score 98.868 Data time: 0.0763, Forward time: 0.7711, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.2497 [2020-10-18 19:58:11,413][root][INFO] - ===> Epoch[1327](6633/5): Loss -0.7400, Sem 0.0323, dir -0.9752, norm 0.2029, swav 0.0000 LR: 8.999e-02 Score 98.927 Data time: 0.0628, Forward time: 0.7711, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.0981 [2020-10-18 19:58:13,547][root][INFO] - ===> Epoch[1327](6634/5): Loss -0.7224, Sem 0.0331, dir -0.9745, norm 0.2190, swav 0.0000 LR: 8.999e-02 Score 98.882 Data time: 0.0857, Forward time: 0.7711, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.0365 [2020-10-18 19:58:16,179][root][INFO] - ===> Epoch[1327](6635/5): Loss -0.7249, Sem 0.0348, dir -0.9760, norm 0.2162, swav 0.0000 LR: 8.999e-02 Score 98.823 Data time: 0.1011, Forward time: 0.7711, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.5260 [2020-10-18 19:58:18,402][root][INFO] - ===> Epoch[1328](6636/5): Loss -0.7182, Sem 0.0339, dir -0.9725, norm 0.2205, swav 0.0000 LR: 8.999e-02 Score 98.882 Data time: 0.0659, Forward time: 0.7711, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.1034 [2020-10-18 19:58:20,262][root][INFO] - ===> Epoch[1328](6637/5): Loss -0.7398, Sem 0.0344, dir -0.9744, norm 0.2002, swav 0.0000 LR: 8.999e-02 Score 98.871 Data time: 0.0824, Forward time: 0.7711, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 1.7781 [2020-10-18 19:58:22,440][root][INFO] - ===> Epoch[1328](6638/5): Loss -0.7293, Sem 0.0340, dir -0.9707, norm 0.2073, swav 0.0000 LR: 8.999e-02 Score 98.845 Data time: 0.0749, Forward time: 0.7711, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.0848 [2020-10-18 19:58:24,987][root][INFO] - ===> Epoch[1328](6639/5): Loss -0.7146, Sem 0.0360, dir -0.9719, norm 0.2212, swav 0.0000 LR: 8.998e-02 Score 98.808 Data time: 0.0824, Forward time: 0.7711, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.4614 [2020-10-18 19:58:27,487][root][INFO] - ===> Epoch[1328](6640/5): Loss -0.7185, Sem 0.0317, dir -0.9724, norm 0.2222, swav 0.0000 LR: 8.998e-02 Score 98.979 Data time: 0.0933, Forward time: 0.7712, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.3919 [2020-10-18 19:58:30,267][root][INFO] - ===> Epoch[1329](6641/5): Loss -0.7353, Sem 0.0338, dir -0.9757, norm 0.2066, swav 0.0000 LR: 8.998e-02 Score 98.878 Data time: 0.0860, Forward time: 0.7712, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.6510 [2020-10-18 19:58:32,371][root][INFO] - ===> Epoch[1329](6642/5): Loss -0.7337, Sem 0.0353, dir -0.9753, norm 0.2063, swav 0.0000 LR: 8.998e-02 Score 98.826 Data time: 0.0857, Forward time: 0.7712, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.0012 [2020-10-18 19:58:34,164][root][INFO] - ===> Epoch[1329](6643/5): Loss -0.7305, Sem 0.0360, dir -0.9737, norm 0.2072, swav 0.0000 LR: 8.998e-02 Score 98.815 Data time: 0.1345, Forward time: 0.7712, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 1.6981 [2020-10-18 19:58:36,277][root][INFO] - ===> Epoch[1329](6644/5): Loss -0.7335, Sem 0.0316, dir -0.9745, norm 0.2094, swav 0.0000 LR: 8.998e-02 Score 98.928 Data time: 0.0869, Forward time: 0.7712, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.0158 [2020-10-18 19:58:38,516][root][INFO] - ===> Epoch[1329](6645/5): Loss -0.7220, Sem 0.0326, dir -0.9734, norm 0.2188, swav 0.0000 LR: 8.998e-02 Score 98.939 Data time: 0.0591, Forward time: 0.7712, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.1376 [2020-10-18 19:58:40,717][root][INFO] - ===> Epoch[1330](6646/5): Loss -0.7249, Sem 0.0347, dir -0.9745, norm 0.2149, swav 0.0000 LR: 8.997e-02 Score 98.825 Data time: 0.0560, Forward time: 0.7711, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.1100 [2020-10-18 19:58:42,742][root][INFO] - ===> Epoch[1330](6647/5): Loss -0.7186, Sem 0.0397, dir -0.9735, norm 0.2152, swav 0.0000 LR: 8.997e-02 Score 98.691 Data time: 0.0666, Forward time: 0.7711, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 1.9274 [2020-10-18 19:58:45,600][root][INFO] - ===> Epoch[1330](6648/5): Loss -0.7040, Sem 0.0397, dir -0.9732, norm 0.2295, swav 0.0000 LR: 8.997e-02 Score 98.722 Data time: 0.0912, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.7603 [2020-10-18 19:58:47,618][root][INFO] - ===> Epoch[1330](6649/5): Loss -0.7418, Sem 0.0340, dir -0.9764, norm 0.2006, swav 0.0000 LR: 8.997e-02 Score 98.868 Data time: 0.0850, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.9020 [2020-10-18 19:58:49,857][root][INFO] - ===> Epoch[1330](6650/5): Loss -0.7279, Sem 0.0353, dir -0.9739, norm 0.2107, swav 0.0000 LR: 8.997e-02 Score 98.826 Data time: 0.0651, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.1300 [2020-10-18 19:58:51,710][root][INFO] - ===> Epoch[1331](6651/5): Loss -0.7144, Sem 0.0380, dir -0.9718, norm 0.2194, swav 0.0000 LR: 8.997e-02 Score 98.720 Data time: 0.0405, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.7791 [2020-10-18 19:58:54,105][root][INFO] - ===> Epoch[1331](6652/5): Loss -0.7118, Sem 0.0393, dir -0.9723, norm 0.2211, swav 0.0000 LR: 8.996e-02 Score 98.742 Data time: 0.0622, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.3265 [2020-10-18 19:58:56,177][root][INFO] - ===> Epoch[1331](6653/5): Loss -0.7331, Sem 0.0304, dir -0.9740, norm 0.2105, swav 0.0000 LR: 8.996e-02 Score 98.988 Data time: 0.0554, Forward time: 0.7710, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.9806 [2020-10-18 19:58:58,469][root][INFO] - ===> Epoch[1331](6654/5): Loss -0.7284, Sem 0.0314, dir -0.9739, norm 0.2142, swav 0.0000 LR: 8.996e-02 Score 98.957 Data time: 0.0653, Forward time: 0.7710, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.2447 [2020-10-18 19:59:00,464][root][INFO] - ===> Epoch[1331](6655/5): Loss -0.7161, Sem 0.0348, dir -0.9761, norm 0.2252, swav 0.0000 LR: 8.996e-02 Score 98.874 Data time: 0.0759, Forward time: 0.7710, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.8734 [2020-10-18 19:59:02,749][root][INFO] - ===> Epoch[1332](6656/5): Loss -0.7221, Sem 0.0384, dir -0.9740, norm 0.2134, swav 0.0000 LR: 8.996e-02 Score 98.699 Data time: 0.0512, Forward time: 0.7710, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.1849 [2020-10-18 19:59:05,437][root][INFO] - ===> Epoch[1332](6657/5): Loss -0.7055, Sem 0.0398, dir -0.9717, norm 0.2264, swav 0.0000 LR: 8.996e-02 Score 98.756 Data time: 0.1792, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.6028 [2020-10-18 19:59:07,323][root][INFO] - ===> Epoch[1332](6658/5): Loss -0.7372, Sem 0.0352, dir -0.9742, norm 0.2019, swav 0.0000 LR: 8.996e-02 Score 98.827 Data time: 0.0522, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.7606 [2020-10-18 19:59:09,428][root][INFO] - ===> Epoch[1332](6659/5): Loss -0.7084, Sem 0.0450, dir -0.9712, norm 0.2178, swav 0.0000 LR: 8.995e-02 Score 98.536 Data time: 0.1193, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.0105 [2020-10-18 19:59:11,702][root][INFO] - ===> Epoch[1332](6660/5): Loss -0.7109, Sem 0.0337, dir -0.9745, norm 0.2298, swav 0.0000 LR: 8.995e-02 Score 98.862 Data time: 0.0830, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.1824 [2020-10-18 19:59:14,076][root][INFO] - ===> Epoch[1333](6661/5): Loss -0.7230, Sem 0.0328, dir -0.9743, norm 0.2185, swav 0.0000 LR: 8.995e-02 Score 98.912 Data time: 0.0547, Forward time: 0.7710, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.2530 [2020-10-18 19:59:16,394][root][INFO] - ===> Epoch[1333](6662/5): Loss -0.7195, Sem 0.0342, dir -0.9763, norm 0.2225, swav 0.0000 LR: 8.995e-02 Score 98.862 Data time: 0.0761, Forward time: 0.7710, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.2198 [2020-10-18 19:59:18,403][root][INFO] - ===> Epoch[1333](6663/5): Loss -0.7025, Sem 0.0434, dir -0.9703, norm 0.2244, swav 0.0000 LR: 8.995e-02 Score 98.571 Data time: 0.0767, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.9168 [2020-10-18 19:59:20,445][root][INFO] - ===> Epoch[1333](6664/5): Loss -0.7324, Sem 0.0345, dir -0.9740, norm 0.2071, swav 0.0000 LR: 8.995e-02 Score 98.867 Data time: 0.0885, Forward time: 0.7710, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.9496 [2020-10-18 19:59:22,966][root][INFO] - ===> Epoch[1333](6665/5): Loss -0.7021, Sem 0.0446, dir -0.9715, norm 0.2249, swav 0.0000 LR: 8.994e-02 Score 98.568 Data time: 0.0861, Forward time: 0.7710, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.4214 [2020-10-18 19:59:25,102][root][INFO] - ===> Epoch[1334](6666/5): Loss -0.7117, Sem 0.0429, dir -0.9704, norm 0.2159, swav 0.0000 LR: 8.994e-02 Score 98.649 Data time: 0.1047, Forward time: 0.7710, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.0262 [2020-10-18 19:59:27,571][root][INFO] - ===> Epoch[1334](6667/5): Loss -0.7095, Sem 0.0342, dir -0.9732, norm 0.2295, swav 0.0000 LR: 8.994e-02 Score 98.884 Data time: 0.0874, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.3678 [2020-10-18 19:59:29,704][root][INFO] - ===> Epoch[1334](6668/5): Loss -0.7260, Sem 0.0295, dir -0.9747, norm 0.2191, swav 0.0000 LR: 8.994e-02 Score 99.001 Data time: 0.0757, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.0226 [2020-10-18 19:59:32,003][root][INFO] - ===> Epoch[1334](6669/5): Loss -0.6986, Sem 0.0413, dir -0.9717, norm 0.2318, swav 0.0000 LR: 8.994e-02 Score 98.624 Data time: 0.0650, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.2116 [2020-10-18 19:59:34,690][root][INFO] - ===> Epoch[1334](6670/5): Loss -0.7108, Sem 0.0402, dir -0.9720, norm 0.2210, swav 0.0000 LR: 8.994e-02 Score 98.704 Data time: 0.0705, Forward time: 0.7711, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.6028 [2020-10-18 19:59:36,570][root][INFO] - ===> Epoch[1335](6671/5): Loss -0.7233, Sem 0.0344, dir -0.9759, norm 0.2181, swav 0.0000 LR: 8.994e-02 Score 98.886 Data time: 0.0573, Forward time: 0.7710, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.7597 [2020-10-18 19:59:39,055][root][INFO] - ===> Epoch[1335](6672/5): Loss -0.7069, Sem 0.0430, dir -0.9731, norm 0.2232, swav 0.0000 LR: 8.993e-02 Score 98.686 Data time: 0.0565, Forward time: 0.7710, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.4070 [2020-10-18 19:59:41,711][root][INFO] - ===> Epoch[1335](6673/5): Loss -0.7119, Sem 0.0378, dir -0.9720, norm 0.2223, swav 0.0000 LR: 8.993e-02 Score 98.748 Data time: 0.1603, Forward time: 0.7711, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.5470 [2020-10-18 19:59:43,602][root][INFO] - ===> Epoch[1335](6674/5): Loss -0.7193, Sem 0.0385, dir -0.9730, norm 0.2152, swav 0.0000 LR: 8.993e-02 Score 98.728 Data time: 0.0713, Forward time: 0.7711, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.7841 [2020-10-18 19:59:45,727][root][INFO] - ===> Epoch[1335](6675/5): Loss -0.7127, Sem 0.0449, dir -0.9710, norm 0.2133, swav 0.0000 LR: 8.993e-02 Score 98.531 Data time: 0.0785, Forward time: 0.7711, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.0262 [2020-10-18 19:59:47,813][root][INFO] - ===> Epoch[1336](6676/5): Loss -0.6854, Sem 0.0575, dir -0.9724, norm 0.2296, swav 0.0000 LR: 8.993e-02 Score 98.483 Data time: 0.0574, Forward time: 0.7711, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.9629 [2020-10-18 19:59:49,735][root][INFO] - ===> Epoch[1336](6677/5): Loss -0.7142, Sem 0.0379, dir -0.9735, norm 0.2214, swav 0.0000 LR: 8.993e-02 Score 98.784 Data time: 0.0798, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.8535 [2020-10-18 19:59:52,101][root][INFO] - ===> Epoch[1336](6678/5): Loss -0.7122, Sem 0.0399, dir -0.9727, norm 0.2207, swav 0.0000 LR: 8.993e-02 Score 98.704 Data time: 0.0771, Forward time: 0.7711, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.2623 [2020-10-18 19:59:54,523][root][INFO] - ===> Epoch[1336](6679/5): Loss -0.7005, Sem 0.0357, dir -0.9726, norm 0.2364, swav 0.0000 LR: 8.992e-02 Score 98.846 Data time: 0.0642, Forward time: 0.7710, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.2970 [2020-10-18 19:59:56,886][root][INFO] - ===> Epoch[1336](6680/5): Loss -0.7234, Sem 0.0382, dir -0.9746, norm 0.2129, swav 0.0000 LR: 8.992e-02 Score 98.724 Data time: 0.0656, Forward time: 0.7710, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.2723 [2020-10-18 19:59:58,877][root][INFO] - ===> Epoch[1337](6681/5): Loss -0.6865, Sem 0.0462, dir -0.9718, norm 0.2391, swav 0.0000 LR: 8.992e-02 Score 98.454 Data time: 0.0664, Forward time: 0.7710, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.8817 [2020-10-18 20:00:01,129][root][INFO] - ===> Epoch[1337](6682/5): Loss -0.7378, Sem 0.0371, dir -0.9748, norm 0.2000, swav 0.0000 LR: 8.992e-02 Score 98.758 Data time: 0.1194, Forward time: 0.7710, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.1438 [2020-10-18 20:00:03,267][root][INFO] - ===> Epoch[1337](6683/5): Loss -0.7090, Sem 0.0389, dir -0.9718, norm 0.2239, swav 0.0000 LR: 8.992e-02 Score 98.693 Data time: 0.1070, Forward time: 0.7710, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.0405 [2020-10-18 20:00:05,369][root][INFO] - ===> Epoch[1337](6684/5): Loss -0.7080, Sem 0.0333, dir -0.9735, norm 0.2321, swav 0.0000 LR: 8.992e-02 Score 98.921 Data time: 0.0597, Forward time: 0.7710, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.9705 [2020-10-18 20:00:07,646][root][INFO] - ===> Epoch[1337](6685/5): Loss -0.7080, Sem 0.0428, dir -0.9714, norm 0.2206, swav 0.0000 LR: 8.991e-02 Score 98.658 Data time: 0.0752, Forward time: 0.7710, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.1826 [2020-10-18 20:00:09,775][root][INFO] - ===> Epoch[1338](6686/5): Loss -0.6759, Sem 0.0465, dir -0.9702, norm 0.2477, swav 0.0000 LR: 8.991e-02 Score 98.446 Data time: 0.0577, Forward time: 0.7710, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.0346 [2020-10-18 20:00:11,646][root][INFO] - ===> Epoch[1338](6687/5): Loss -0.7428, Sem 0.0349, dir -0.9758, norm 0.1981, swav 0.0000 LR: 8.991e-02 Score 98.810 Data time: 0.0633, Forward time: 0.7709, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.7644 [2020-10-18 20:00:13,796][root][INFO] - ===> Epoch[1338](6688/5): Loss -0.7153, Sem 0.0362, dir -0.9737, norm 0.2222, swav 0.0000 LR: 8.991e-02 Score 98.793 Data time: 0.0790, Forward time: 0.7710, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.0454 [2020-10-18 20:00:16,030][root][INFO] - ===> Epoch[1338](6689/5): Loss -0.7108, Sem 0.0379, dir -0.9736, norm 0.2250, swav 0.0000 LR: 8.991e-02 Score 98.751 Data time: 0.0730, Forward time: 0.7710, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.1048 [2020-10-18 20:00:18,066][root][INFO] - ===> Epoch[1338](6690/5): Loss -0.7186, Sem 0.0373, dir -0.9716, norm 0.2156, swav 0.0000 LR: 8.991e-02 Score 98.745 Data time: 0.0732, Forward time: 0.7709, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.9171 [2020-10-18 20:00:20,362][root][INFO] - ===> Epoch[1339](6691/5): Loss -0.7362, Sem 0.0300, dir -0.9755, norm 0.2094, swav 0.0000 LR: 8.991e-02 Score 98.978 Data time: 0.0806, Forward time: 0.7710, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.2183 [2020-10-18 20:00:22,474][root][INFO] - ===> Epoch[1339](6692/5): Loss -0.7009, Sem 0.0397, dir -0.9731, norm 0.2325, swav 0.0000 LR: 8.990e-02 Score 98.701 Data time: 0.1016, Forward time: 0.7710, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.9980 [2020-10-18 20:00:24,594][root][INFO] - ===> Epoch[1339](6693/5): Loss -0.7340, Sem 0.0322, dir -0.9755, norm 0.2093, swav 0.0000 LR: 8.990e-02 Score 98.918 Data time: 0.0550, Forward time: 0.7709, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.0346 [2020-10-18 20:00:26,354][root][INFO] - ===> Epoch[1339](6694/5): Loss -0.7489, Sem 0.0314, dir -0.9752, norm 0.1949, swav 0.0000 LR: 8.990e-02 Score 98.961 Data time: 0.0752, Forward time: 0.7709, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.6720 [2020-10-18 20:00:28,823][root][INFO] - ===> Epoch[1339](6695/5): Loss -0.6997, Sem 0.0386, dir -0.9683, norm 0.2300, swav 0.0000 LR: 8.990e-02 Score 98.724 Data time: 0.0849, Forward time: 0.7709, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.3743 [2020-10-18 20:00:30,979][root][INFO] - ===> Epoch[1340](6696/5): Loss -0.7206, Sem 0.0370, dir -0.9723, norm 0.2146, swav 0.0000 LR: 8.990e-02 Score 98.750 Data time: 0.0788, Forward time: 0.7709, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.0405 [2020-10-18 20:00:33,826][root][INFO] - ===> Epoch[1340](6697/5): Loss -0.7200, Sem 0.0371, dir -0.9741, norm 0.2170, swav 0.0000 LR: 8.990e-02 Score 98.783 Data time: 0.0584, Forward time: 0.7709, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.7483 [2020-10-18 20:00:36,300][root][INFO] - ===> Epoch[1340](6698/5): Loss -0.7444, Sem 0.0340, dir -0.9739, norm 0.1955, swav 0.0000 LR: 8.989e-02 Score 98.853 Data time: 0.0596, Forward time: 0.7709, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.3804 [2020-10-18 20:00:38,540][root][INFO] - ===> Epoch[1340](6699/5): Loss -0.7365, Sem 0.0359, dir -0.9743, norm 0.2019, swav 0.0000 LR: 8.989e-02 Score 98.806 Data time: 0.0706, Forward time: 0.7709, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.1754 [2020-10-18 20:00:40,647][root][INFO] - ===> Epoch[1340](6700/5): Loss -0.7198, Sem 0.0365, dir -0.9725, norm 0.2162, swav 0.0000 LR: 8.989e-02 Score 98.809 Data time: 0.0648, Forward time: 0.7709, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.0045 [2020-10-18 20:00:41,776][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 20:00:43,545][root][INFO] - ===> Epoch[1341](6701/5): Loss -0.7366, Sem 0.0334, dir -0.9760, norm 0.2060, swav 0.0000 LR: 8.989e-02 Score 98.875 Data time: 0.0667, Forward time: 0.7709, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.5987 [2020-10-18 20:00:45,410][root][INFO] - ===> Epoch[1341](6702/5): Loss -0.7391, Sem 0.0325, dir -0.9757, norm 0.2040, swav 0.0000 LR: 8.989e-02 Score 98.893 Data time: 0.1049, Forward time: 0.7709, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.7586 [2020-10-18 20:00:47,725][root][INFO] - ===> Epoch[1341](6703/5): Loss -0.7127, Sem 0.0345, dir -0.9716, norm 0.2244, swav 0.0000 LR: 8.989e-02 Score 98.880 Data time: 0.0604, Forward time: 0.7708, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.2098 [2020-10-18 20:00:49,822][root][INFO] - ===> Epoch[1341](6704/5): Loss -0.7198, Sem 0.0334, dir -0.9719, norm 0.2188, swav 0.0000 LR: 8.989e-02 Score 98.874 Data time: 0.0793, Forward time: 0.7708, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.9977 [2020-10-18 20:00:51,827][root][INFO] - ===> Epoch[1341](6705/5): Loss -0.7192, Sem 0.0378, dir -0.9726, norm 0.2156, swav 0.0000 LR: 8.988e-02 Score 98.752 Data time: 0.0767, Forward time: 0.7708, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.8634 [2020-10-18 20:00:54,137][root][INFO] - ===> Epoch[1342](6706/5): Loss -0.7325, Sem 0.0326, dir -0.9763, norm 0.2112, swav 0.0000 LR: 8.988e-02 Score 98.942 Data time: 0.0679, Forward time: 0.7709, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.1998 [2020-10-18 20:00:56,386][root][INFO] - ===> Epoch[1342](6707/5): Loss -0.7221, Sem 0.0372, dir -0.9735, norm 0.2142, swav 0.0000 LR: 8.988e-02 Score 98.763 Data time: 0.0822, Forward time: 0.7709, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.1310 [2020-10-18 20:00:58,350][root][INFO] - ===> Epoch[1342](6708/5): Loss -0.7267, Sem 0.0359, dir -0.9733, norm 0.2107, swav 0.0000 LR: 8.988e-02 Score 98.800 Data time: 0.0590, Forward time: 0.7708, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.8447 [2020-10-18 20:01:00,421][root][INFO] - ===> Epoch[1342](6709/5): Loss -0.7131, Sem 0.0410, dir -0.9711, norm 0.2170, swav 0.0000 LR: 8.988e-02 Score 98.622 Data time: 0.0495, Forward time: 0.7708, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.9690 [2020-10-18 20:01:02,564][root][INFO] - ===> Epoch[1342](6710/5): Loss -0.7509, Sem 0.0307, dir -0.9772, norm 0.1956, swav 0.0000 LR: 8.988e-02 Score 98.967 Data time: 0.0545, Forward time: 0.7708, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.0887 [2020-10-18 20:01:05,420][root][INFO] - ===> Epoch[1343](6711/5): Loss -0.7115, Sem 0.0337, dir -0.9725, norm 0.2273, swav 0.0000 LR: 8.987e-02 Score 98.877 Data time: 0.0792, Forward time: 0.7708, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.7748 [2020-10-18 20:01:07,829][root][INFO] - ===> Epoch[1343](6712/5): Loss -0.7229, Sem 0.0333, dir -0.9741, norm 0.2179, swav 0.0000 LR: 8.987e-02 Score 98.892 Data time: 0.0783, Forward time: 0.7708, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.2916 [2020-10-18 20:01:09,670][root][INFO] - ===> Epoch[1343](6713/5): Loss -0.7432, Sem 0.0319, dir -0.9754, norm 0.2004, swav 0.0000 LR: 8.987e-02 Score 98.948 Data time: 0.0750, Forward time: 0.7708, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.7298 [2020-10-18 20:01:12,506][root][INFO] - ===> Epoch[1343](6714/5): Loss -0.7178, Sem 0.0396, dir -0.9711, norm 0.2137, swav 0.0000 LR: 8.987e-02 Score 98.665 Data time: 0.2099, Forward time: 0.7708, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.7432 [2020-10-18 20:01:14,570][root][INFO] - ===> Epoch[1343](6715/5): Loss -0.7215, Sem 0.0358, dir -0.9739, norm 0.2166, swav 0.0000 LR: 8.987e-02 Score 98.777 Data time: 0.0623, Forward time: 0.7708, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.9657 [2020-10-18 20:01:16,710][root][INFO] - ===> Epoch[1344](6716/5): Loss -0.7086, Sem 0.0428, dir -0.9688, norm 0.2175, swav 0.0000 LR: 8.987e-02 Score 98.643 Data time: 0.0509, Forward time: 0.7708, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.0450 [2020-10-18 20:01:18,858][root][INFO] - ===> Epoch[1344](6717/5): Loss -0.7277, Sem 0.0341, dir -0.9752, norm 0.2133, swav 0.0000 LR: 8.987e-02 Score 98.900 Data time: 0.0634, Forward time: 0.7707, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.0921 [2020-10-18 20:01:21,374][root][INFO] - ===> Epoch[1344](6718/5): Loss -0.7320, Sem 0.0338, dir -0.9730, norm 0.2071, swav 0.0000 LR: 8.986e-02 Score 98.879 Data time: 0.0637, Forward time: 0.7707, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.4418 [2020-10-18 20:01:23,522][root][INFO] - ===> Epoch[1344](6719/5): Loss -0.7309, Sem 0.0329, dir -0.9731, norm 0.2093, swav 0.0000 LR: 8.986e-02 Score 98.903 Data time: 0.0716, Forward time: 0.7707, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.0550 [2020-10-18 20:01:26,317][root][INFO] - ===> Epoch[1344](6720/5): Loss -0.7017, Sem 0.0349, dir -0.9738, norm 0.2372, swav 0.0000 LR: 8.986e-02 Score 98.866 Data time: 0.0746, Forward time: 0.7707, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.6886 [2020-10-18 20:01:28,115][root][INFO] - ===> Epoch[1345](6721/5): Loss -0.7220, Sem 0.0362, dir -0.9741, norm 0.2159, swav 0.0000 LR: 8.986e-02 Score 98.775 Data time: 0.0563, Forward time: 0.7707, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.6666 [2020-10-18 20:01:29,945][root][INFO] - ===> Epoch[1345](6722/5): Loss -0.7086, Sem 0.0321, dir -0.9710, norm 0.2303, swav 0.0000 LR: 8.986e-02 Score 98.925 Data time: 0.0685, Forward time: 0.7707, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.7401 [2020-10-18 20:01:31,812][root][INFO] - ===> Epoch[1345](6723/5): Loss -0.6948, Sem 0.0369, dir -0.9725, norm 0.2408, swav 0.0000 LR: 8.986e-02 Score 98.766 Data time: 0.0560, Forward time: 0.7706, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.7579 [2020-10-18 20:01:34,122][root][INFO] - ===> Epoch[1345](6724/5): Loss -0.7302, Sem 0.0280, dir -0.9735, norm 0.2153, swav 0.0000 LR: 8.986e-02 Score 99.069 Data time: 0.0741, Forward time: 0.7706, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.2049 [2020-10-18 20:01:36,232][root][INFO] - ===> Epoch[1345](6725/5): Loss -0.7128, Sem 0.0356, dir -0.9708, norm 0.2224, swav 0.0000 LR: 8.985e-02 Score 98.786 Data time: 0.0872, Forward time: 0.7706, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.0196 [2020-10-18 20:01:38,674][root][INFO] - ===> Epoch[1346](6726/5): Loss -0.7391, Sem 0.0314, dir -0.9753, norm 0.2047, swav 0.0000 LR: 8.985e-02 Score 98.958 Data time: 0.0679, Forward time: 0.7706, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.3201 [2020-10-18 20:01:40,822][root][INFO] - ===> Epoch[1346](6727/5): Loss -0.6934, Sem 0.0354, dir -0.9713, norm 0.2425, swav 0.0000 LR: 8.985e-02 Score 98.800 Data time: 0.0657, Forward time: 0.7706, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.0450 [2020-10-18 20:01:43,085][root][INFO] - ===> Epoch[1346](6728/5): Loss -0.7350, Sem 0.0336, dir -0.9760, norm 0.2074, swav 0.0000 LR: 8.985e-02 Score 98.890 Data time: 0.0854, Forward time: 0.7706, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.1550 [2020-10-18 20:01:45,383][root][INFO] - ===> Epoch[1346](6729/5): Loss -0.7308, Sem 0.0327, dir -0.9746, norm 0.2111, swav 0.0000 LR: 8.985e-02 Score 98.935 Data time: 0.0959, Forward time: 0.7706, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.1812 [2020-10-18 20:01:47,925][root][INFO] - ===> Epoch[1346](6730/5): Loss -0.7255, Sem 0.0306, dir -0.9741, norm 0.2180, swav 0.0000 LR: 8.985e-02 Score 98.985 Data time: 0.0864, Forward time: 0.7706, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.4139 [2020-10-18 20:01:50,266][root][INFO] - ===> Epoch[1347](6731/5): Loss -0.7299, Sem 0.0357, dir -0.9727, norm 0.2071, swav 0.0000 LR: 8.984e-02 Score 98.842 Data time: 0.0572, Forward time: 0.7706, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.2253 [2020-10-18 20:01:52,354][root][INFO] - ===> Epoch[1347](6732/5): Loss -0.7274, Sem 0.0321, dir -0.9758, norm 0.2163, swav 0.0000 LR: 8.984e-02 Score 98.929 Data time: 0.0543, Forward time: 0.7706, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.0172 [2020-10-18 20:01:54,355][root][INFO] - ===> Epoch[1347](6733/5): Loss -0.7436, Sem 0.0345, dir -0.9739, norm 0.1958, swav 0.0000 LR: 8.984e-02 Score 98.828 Data time: 0.0497, Forward time: 0.7706, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.8982 [2020-10-18 20:01:56,893][root][INFO] - ===> Epoch[1347](6734/5): Loss -0.7087, Sem 0.0340, dir -0.9722, norm 0.2294, swav 0.0000 LR: 8.984e-02 Score 98.852 Data time: 0.0629, Forward time: 0.7705, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.4553 [2020-10-18 20:01:58,875][root][INFO] - ===> Epoch[1347](6735/5): Loss -0.7364, Sem 0.0348, dir -0.9736, norm 0.2023, swav 0.0000 LR: 8.984e-02 Score 98.835 Data time: 0.0726, Forward time: 0.7705, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.9022 [2020-10-18 20:02:01,266][root][INFO] - ===> Epoch[1348](6736/5): Loss -0.7322, Sem 0.0324, dir -0.9737, norm 0.2090, swav 0.0000 LR: 8.984e-02 Score 98.922 Data time: 0.0816, Forward time: 0.7705, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.3006 [2020-10-18 20:02:03,656][root][INFO] - ===> Epoch[1348](6737/5): Loss -0.7396, Sem 0.0294, dir -0.9768, norm 0.2078, swav 0.0000 LR: 8.984e-02 Score 99.006 Data time: 0.0611, Forward time: 0.7705, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.2710 [2020-10-18 20:02:06,266][root][INFO] - ===> Epoch[1348](6738/5): Loss -0.6929, Sem 0.0323, dir -0.9721, norm 0.2470, swav 0.0000 LR: 8.983e-02 Score 98.954 Data time: 0.1092, Forward time: 0.7705, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.5080 [2020-10-18 20:02:08,423][root][INFO] - ===> Epoch[1348](6739/5): Loss -0.7208, Sem 0.0322, dir -0.9758, norm 0.2228, swav 0.0000 LR: 8.983e-02 Score 98.948 Data time: 0.0635, Forward time: 0.7705, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.0065 [2020-10-18 20:02:10,269][root][INFO] - ===> Epoch[1348](6740/5): Loss -0.7197, Sem 0.0321, dir -0.9740, norm 0.2221, swav 0.0000 LR: 8.983e-02 Score 98.937 Data time: 0.0708, Forward time: 0.7705, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.7473 [2020-10-18 20:02:12,590][root][INFO] - ===> Epoch[1349](6741/5): Loss -0.7257, Sem 0.0314, dir -0.9735, norm 0.2164, swav 0.0000 LR: 8.983e-02 Score 98.949 Data time: 0.1087, Forward time: 0.7705, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.2513 [2020-10-18 20:02:14,773][root][INFO] - ===> Epoch[1349](6742/5): Loss -0.7116, Sem 0.0391, dir -0.9716, norm 0.2210, swav 0.0000 LR: 8.983e-02 Score 98.747 Data time: 0.1404, Forward time: 0.7705, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.0620 [2020-10-18 20:02:16,783][root][INFO] - ===> Epoch[1349](6743/5): Loss -0.7305, Sem 0.0324, dir -0.9736, norm 0.2107, swav 0.0000 LR: 8.983e-02 Score 98.935 Data time: 0.1610, Forward time: 0.7705, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.9296 [2020-10-18 20:02:19,300][root][INFO] - ===> Epoch[1349](6744/5): Loss -0.6940, Sem 0.0336, dir -0.9734, norm 0.2457, swav 0.0000 LR: 8.982e-02 Score 98.903 Data time: 0.1294, Forward time: 0.7706, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.4247 [2020-10-18 20:02:21,314][root][INFO] - ===> Epoch[1349](6745/5): Loss -0.7071, Sem 0.0360, dir -0.9723, norm 0.2291, swav 0.0000 LR: 8.982e-02 Score 98.822 Data time: 0.0594, Forward time: 0.7705, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.8584 [2020-10-18 20:02:23,104][root][INFO] - ===> Epoch[1350](6746/5): Loss -0.7486, Sem 0.0319, dir -0.9771, norm 0.1967, swav 0.0000 LR: 8.982e-02 Score 98.946 Data time: 0.0573, Forward time: 0.7705, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.7197 [2020-10-18 20:02:24,995][root][INFO] - ===> Epoch[1350](6747/5): Loss -0.7264, Sem 0.0353, dir -0.9720, norm 0.2102, swav 0.0000 LR: 8.982e-02 Score 98.847 Data time: 0.2691, Forward time: 0.7705, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.8477 [2020-10-18 20:02:27,298][root][INFO] - ===> Epoch[1350](6748/5): Loss -0.7187, Sem 0.0310, dir -0.9717, norm 0.2220, swav 0.0000 LR: 8.982e-02 Score 98.989 Data time: 0.1363, Forward time: 0.7705, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.2056 [2020-10-18 20:02:30,121][root][INFO] - ===> Epoch[1350](6749/5): Loss -0.7098, Sem 0.0310, dir -0.9742, norm 0.2334, swav 0.0000 LR: 8.982e-02 Score 98.996 Data time: 0.0670, Forward time: 0.7705, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.7052 [2020-10-18 20:02:32,036][root][INFO] - ===> Epoch[1350](6750/5): Loss -0.7396, Sem 0.0367, dir -0.9716, norm 0.1952, swav 0.0000 LR: 8.982e-02 Score 98.732 Data time: 0.0520, Forward time: 0.7705, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.8132 [2020-10-18 20:02:34,436][root][INFO] - ===> Epoch[1351](6751/5): Loss -0.7067, Sem 0.0360, dir -0.9720, norm 0.2293, swav 0.0000 LR: 8.981e-02 Score 98.796 Data time: 0.0651, Forward time: 0.7704, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.3091 [2020-10-18 20:02:36,532][root][INFO] - ===> Epoch[1351](6752/5): Loss -0.7287, Sem 0.0351, dir -0.9732, norm 0.2094, swav 0.0000 LR: 8.981e-02 Score 98.841 Data time: 0.0523, Forward time: 0.7704, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.9965 [2020-10-18 20:02:39,169][root][INFO] - ===> Epoch[1351](6753/5): Loss -0.7394, Sem 0.0309, dir -0.9756, norm 0.2054, swav 0.0000 LR: 8.981e-02 Score 98.964 Data time: 0.0721, Forward time: 0.7704, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.5603 [2020-10-18 20:02:41,188][root][INFO] - ===> Epoch[1351](6754/5): Loss -0.7003, Sem 0.0387, dir -0.9683, norm 0.2293, swav 0.0000 LR: 8.981e-02 Score 98.754 Data time: 0.0745, Forward time: 0.7704, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.9064 [2020-10-18 20:02:43,407][root][INFO] - ===> Epoch[1351](6755/5): Loss -0.7085, Sem 0.0327, dir -0.9742, norm 0.2330, swav 0.0000 LR: 8.981e-02 Score 98.911 Data time: 0.0672, Forward time: 0.7704, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.1094 [2020-10-18 20:02:45,513][root][INFO] - ===> Epoch[1352](6756/5): Loss -0.7318, Sem 0.0359, dir -0.9735, norm 0.2059, swav 0.0000 LR: 8.981e-02 Score 98.813 Data time: 0.0564, Forward time: 0.7704, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.9932 [2020-10-18 20:02:47,354][root][INFO] - ===> Epoch[1352](6757/5): Loss -0.7130, Sem 0.0314, dir -0.9723, norm 0.2279, swav 0.0000 LR: 8.981e-02 Score 98.919 Data time: 0.0638, Forward time: 0.7703, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.7628 [2020-10-18 20:02:49,708][root][INFO] - ===> Epoch[1352](6758/5): Loss -0.7175, Sem 0.0332, dir -0.9718, norm 0.2211, swav 0.0000 LR: 8.980e-02 Score 98.907 Data time: 0.0559, Forward time: 0.7703, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.2509 [2020-10-18 20:02:52,110][root][INFO] - ===> Epoch[1352](6759/5): Loss -0.7091, Sem 0.0374, dir -0.9748, norm 0.2283, swav 0.0000 LR: 8.980e-02 Score 98.794 Data time: 0.0786, Forward time: 0.7703, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.3098 [2020-10-18 20:02:54,204][root][INFO] - ===> Epoch[1352](6760/5): Loss -0.7065, Sem 0.0348, dir -0.9700, norm 0.2287, swav 0.0000 LR: 8.980e-02 Score 98.835 Data time: 0.0680, Forward time: 0.7703, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.9808 [2020-10-18 20:02:56,520][root][INFO] - ===> Epoch[1353](6761/5): Loss -0.6984, Sem 0.0376, dir -0.9746, norm 0.2386, swav 0.0000 LR: 8.980e-02 Score 98.783 Data time: 0.0626, Forward time: 0.7703, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.2181 [2020-10-18 20:02:58,970][root][INFO] - ===> Epoch[1353](6762/5): Loss -0.7015, Sem 0.0378, dir -0.9694, norm 0.2300, swav 0.0000 LR: 8.980e-02 Score 98.810 Data time: 0.0501, Forward time: 0.7703, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.3642 [2020-10-18 20:03:00,765][root][INFO] - ===> Epoch[1353](6763/5): Loss -0.7161, Sem 0.0324, dir -0.9727, norm 0.2242, swav 0.0000 LR: 8.980e-02 Score 98.907 Data time: 0.0850, Forward time: 0.7703, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.7295 [2020-10-18 20:03:02,950][root][INFO] - ===> Epoch[1353](6764/5): Loss -0.7254, Sem 0.0346, dir -0.9745, norm 0.2145, swav 0.0000 LR: 8.979e-02 Score 98.804 Data time: 0.0795, Forward time: 0.7703, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.0891 [2020-10-18 20:03:05,299][root][INFO] - ===> Epoch[1353](6765/5): Loss -0.6894, Sem 0.0393, dir -0.9709, norm 0.2423, swav 0.0000 LR: 8.979e-02 Score 98.779 Data time: 0.0815, Forward time: 0.7703, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.2321 [2020-10-18 20:03:07,266][root][INFO] - ===> Epoch[1354](6766/5): Loss -0.7132, Sem 0.0363, dir -0.9719, norm 0.2224, swav 0.0000 LR: 8.979e-02 Score 98.825 Data time: 0.0827, Forward time: 0.7703, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.8433 [2020-10-18 20:03:09,012][root][INFO] - ===> Epoch[1354](6767/5): Loss -0.7354, Sem 0.0316, dir -0.9744, norm 0.2074, swav 0.0000 LR: 8.979e-02 Score 98.939 Data time: 0.0671, Forward time: 0.7703, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.6499 [2020-10-18 20:03:11,465][root][INFO] - ===> Epoch[1354](6768/5): Loss -0.7080, Sem 0.0407, dir -0.9737, norm 0.2249, swav 0.0000 LR: 8.979e-02 Score 98.751 Data time: 0.0666, Forward time: 0.7702, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.3905 [2020-10-18 20:03:13,789][root][INFO] - ===> Epoch[1354](6769/5): Loss -0.6904, Sem 0.0358, dir -0.9703, norm 0.2440, swav 0.0000 LR: 8.979e-02 Score 98.808 Data time: 0.0654, Forward time: 0.7702, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.2464 [2020-10-18 20:03:16,092][root][INFO] - ===> Epoch[1354](6770/5): Loss -0.7352, Sem 0.0331, dir -0.9747, norm 0.2064, swav 0.0000 LR: 8.979e-02 Score 98.888 Data time: 0.0722, Forward time: 0.7702, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.2030 [2020-10-18 20:03:18,346][root][INFO] - ===> Epoch[1355](6771/5): Loss -0.7428, Sem 0.0330, dir -0.9747, norm 0.1989, swav 0.0000 LR: 8.978e-02 Score 98.898 Data time: 0.0635, Forward time: 0.7702, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.1629 [2020-10-18 20:03:20,308][root][INFO] - ===> Epoch[1355](6772/5): Loss -0.6965, Sem 0.0394, dir -0.9696, norm 0.2338, swav 0.0000 LR: 8.978e-02 Score 98.702 Data time: 0.0451, Forward time: 0.7702, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.8734 [2020-10-18 20:03:23,189][root][INFO] - ===> Epoch[1355](6773/5): Loss -0.6935, Sem 0.0381, dir -0.9733, norm 0.2417, swav 0.0000 LR: 8.978e-02 Score 98.794 Data time: 0.0709, Forward time: 0.7702, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.8283 [2020-10-18 20:03:25,297][root][INFO] - ===> Epoch[1355](6774/5): Loss -0.7234, Sem 0.0344, dir -0.9747, norm 0.2169, swav 0.0000 LR: 8.978e-02 Score 98.847 Data time: 0.0887, Forward time: 0.7701, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.9953 [2020-10-18 20:03:27,490][root][INFO] - ===> Epoch[1355](6775/5): Loss -0.6905, Sem 0.0384, dir -0.9709, norm 0.2420, swav 0.0000 LR: 8.978e-02 Score 98.725 Data time: 0.0621, Forward time: 0.7701, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.1052 [2020-10-18 20:03:29,632][root][INFO] - ===> Epoch[1356](6776/5): Loss -0.7221, Sem 0.0333, dir -0.9730, norm 0.2176, swav 0.0000 LR: 8.978e-02 Score 98.916 Data time: 0.0797, Forward time: 0.7701, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.0500 [2020-10-18 20:03:31,910][root][INFO] - ===> Epoch[1356](6777/5): Loss -0.7038, Sem 0.0373, dir -0.9714, norm 0.2303, swav 0.0000 LR: 8.977e-02 Score 98.759 Data time: 0.0681, Forward time: 0.7701, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.1773 [2020-10-18 20:03:34,182][root][INFO] - ===> Epoch[1356](6778/5): Loss -0.7335, Sem 0.0334, dir -0.9756, norm 0.2088, swav 0.0000 LR: 8.977e-02 Score 98.883 Data time: 0.0711, Forward time: 0.7701, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.1504 [2020-10-18 20:03:36,966][root][INFO] - ===> Epoch[1356](6779/5): Loss -0.6961, Sem 0.0344, dir -0.9727, norm 0.2423, swav 0.0000 LR: 8.977e-02 Score 98.859 Data time: 0.0869, Forward time: 0.7701, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.6670 [2020-10-18 20:03:39,484][root][INFO] - ===> Epoch[1356](6780/5): Loss -0.7228, Sem 0.0351, dir -0.9734, norm 0.2155, swav 0.0000 LR: 8.977e-02 Score 98.826 Data time: 0.0863, Forward time: 0.7701, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.4051 [2020-10-18 20:03:41,545][root][INFO] - ===> Epoch[1357](6781/5): Loss -0.7060, Sem 0.0315, dir -0.9714, norm 0.2339, swav 0.0000 LR: 8.977e-02 Score 98.954 Data time: 0.0913, Forward time: 0.7702, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.9335 [2020-10-18 20:03:43,610][root][INFO] - ===> Epoch[1357](6782/5): Loss -0.7102, Sem 0.0374, dir -0.9734, norm 0.2258, swav 0.0000 LR: 8.977e-02 Score 98.769 Data time: 0.0669, Forward time: 0.7702, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.9468 [2020-10-18 20:03:45,916][root][INFO] - ===> Epoch[1357](6783/5): Loss -0.7038, Sem 0.0343, dir -0.9743, norm 0.2361, swav 0.0000 LR: 8.977e-02 Score 98.866 Data time: 0.0765, Forward time: 0.7702, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.1913 [2020-10-18 20:03:48,323][root][INFO] - ===> Epoch[1357](6784/5): Loss -0.6957, Sem 0.0356, dir -0.9720, norm 0.2407, swav 0.0000 LR: 8.976e-02 Score 98.839 Data time: 0.0649, Forward time: 0.7701, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.2859 [2020-10-18 20:03:50,508][root][INFO] - ===> Epoch[1357](6785/5): Loss -0.7218, Sem 0.0374, dir -0.9740, norm 0.2149, swav 0.0000 LR: 8.976e-02 Score 98.776 Data time: 0.0658, Forward time: 0.7701, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.0860 [2020-10-18 20:03:52,607][root][INFO] - ===> Epoch[1358](6786/5): Loss -0.6977, Sem 0.0382, dir -0.9729, norm 0.2370, swav 0.0000 LR: 8.976e-02 Score 98.748 Data time: 0.0785, Forward time: 0.7701, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.0014 [2020-10-18 20:03:54,765][root][INFO] - ===> Epoch[1358](6787/5): Loss -0.7195, Sem 0.0365, dir -0.9708, norm 0.2148, swav 0.0000 LR: 8.976e-02 Score 98.793 Data time: 0.0670, Forward time: 0.7701, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.0517 [2020-10-18 20:03:56,800][root][INFO] - ===> Epoch[1358](6788/5): Loss -0.7216, Sem 0.0336, dir -0.9753, norm 0.2201, swav 0.0000 LR: 8.976e-02 Score 98.890 Data time: 0.0845, Forward time: 0.7701, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.9303 [2020-10-18 20:03:58,803][root][INFO] - ===> Epoch[1358](6789/5): Loss -0.7067, Sem 0.0378, dir -0.9706, norm 0.2262, swav 0.0000 LR: 8.976e-02 Score 98.777 Data time: 0.0586, Forward time: 0.7701, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.9147 [2020-10-18 20:04:01,095][root][INFO] - ===> Epoch[1358](6790/5): Loss -0.6826, Sem 0.0393, dir -0.9734, norm 0.2516, swav 0.0000 LR: 8.975e-02 Score 98.739 Data time: 0.0723, Forward time: 0.7701, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.2243 [2020-10-18 20:04:03,028][root][INFO] - ===> Epoch[1359](6791/5): Loss -0.7382, Sem 0.0363, dir -0.9745, norm 0.2000, swav 0.0000 LR: 8.975e-02 Score 98.815 Data time: 0.0592, Forward time: 0.7701, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.8375 [2020-10-18 20:04:05,393][root][INFO] - ===> Epoch[1359](6792/5): Loss -0.7020, Sem 0.0364, dir -0.9738, norm 0.2355, swav 0.0000 LR: 8.975e-02 Score 98.812 Data time: 0.0649, Forward time: 0.7701, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.2772 [2020-10-18 20:04:07,447][root][INFO] - ===> Epoch[1359](6793/5): Loss -0.7416, Sem 0.0330, dir -0.9750, norm 0.2004, swav 0.0000 LR: 8.975e-02 Score 98.907 Data time: 0.0784, Forward time: 0.7701, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.9616 [2020-10-18 20:04:09,517][root][INFO] - ===> Epoch[1359](6794/5): Loss -0.6792, Sem 0.0425, dir -0.9709, norm 0.2491, swav 0.0000 LR: 8.975e-02 Score 98.634 Data time: 0.0638, Forward time: 0.7700, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.9774 [2020-10-18 20:04:11,534][root][INFO] - ===> Epoch[1359](6795/5): Loss -0.7289, Sem 0.0362, dir -0.9747, norm 0.2096, swav 0.0000 LR: 8.975e-02 Score 98.803 Data time: 0.1009, Forward time: 0.7700, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.9691 [2020-10-18 20:04:13,686][root][INFO] - ===> Epoch[1360](6796/5): Loss -0.7157, Sem 0.0328, dir -0.9749, norm 0.2264, swav 0.0000 LR: 8.975e-02 Score 98.879 Data time: 0.0813, Forward time: 0.7700, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.0645 [2020-10-18 20:04:15,981][root][INFO] - ===> Epoch[1360](6797/5): Loss -0.6835, Sem 0.0426, dir -0.9690, norm 0.2429, swav 0.0000 LR: 8.974e-02 Score 98.571 Data time: 0.0635, Forward time: 0.7700, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.2218 [2020-10-18 20:04:18,717][root][INFO] - ===> Epoch[1360](6798/5): Loss -0.7188, Sem 0.0335, dir -0.9739, norm 0.2216, swav 0.0000 LR: 8.974e-02 Score 98.960 Data time: 0.0632, Forward time: 0.7700, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.6513 [2020-10-18 20:04:20,886][root][INFO] - ===> Epoch[1360](6799/5): Loss -0.7317, Sem 0.0363, dir -0.9737, norm 0.2057, swav 0.0000 LR: 8.974e-02 Score 98.813 Data time: 0.0849, Forward time: 0.7700, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.0611 [2020-10-18 20:04:23,514][root][INFO] - ===> Epoch[1360](6800/5): Loss -0.6603, Sem 0.0434, dir -0.9691, norm 0.2654, swav 0.0000 LR: 8.974e-02 Score 98.604 Data time: 0.0967, Forward time: 0.7700, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.5228 [2020-10-18 20:04:24,917][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 20:04:25,085][root][INFO] - ===> Start testing [2020-10-18 20:05:02,864][root][INFO] - 68/68: Data time: 0.0022, Iter time: 0.1023 Loss 0.802 (AVG: 0.507) Score 85.877 (AVG: 89.522) mIOU 67.339 mAP 83.383 mAcc 75.834 IOU: 59.576 0.017 70.195 74.329 93.002 91.845 40.141 68.384 97.084 59.031 80.983 85.266 55.549 mAP: 80.497 6.256 92.763 89.847 98.663 98.662 69.480 91.749 99.796 76.612 93.787 94.938 90.932 mAcc: 75.381 0.182 89.281 86.292 95.017 97.192 51.454 84.329 98.507 64.167 89.031 93.251 61.763 [2020-10-18 20:05:02,865][root][INFO] - Finished test. Elapsed time: 37.7780 [2020-10-18 20:05:06,152][root][INFO] - [2020-10-18 20:05:06,152][root][INFO] - ################################################################ [2020-10-18 20:05:06,152][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 20:05:06,152][root][INFO] - ################################################################ [2020-10-18 20:05:06,152][root][INFO] - clutter : nan nan nan [2020-10-18 20:05:06,152][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 20:05:06,153][root][INFO] - board : 0.714 0.825 0.896 [2020-10-18 20:05:06,153][root][INFO] - bookcase : 0.222 0.330 0.534 [2020-10-18 20:05:06,153][root][INFO] - ceiling : 0.497 0.518 0.568 [2020-10-18 20:05:06,153][root][INFO] - chair : 0.819 0.902 0.910 [2020-10-18 20:05:06,153][root][INFO] - column : 0.203 0.334 0.469 [2020-10-18 20:05:06,153][root][INFO] - door : 0.505 0.658 0.879 [2020-10-18 20:05:06,153][root][INFO] - floor : 0.652 0.655 0.678 [2020-10-18 20:05:06,153][root][INFO] - sofa : 0.348 0.455 0.636 [2020-10-18 20:05:06,153][root][INFO] - table : 0.131 0.326 0.644 [2020-10-18 20:05:06,153][root][INFO] - wall : 0.421 0.613 0.751 [2020-10-18 20:05:06,153][root][INFO] - window : 0.427 0.634 0.686 [2020-10-18 20:05:06,153][root][INFO] - ---------------------------------------------------------------- [2020-10-18 20:05:06,153][root][INFO] - average : 0.412 0.521 0.638 [2020-10-18 20:05:06,153][root][INFO] - [2020-10-18 20:05:06,325][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 20:05:06,326][root][INFO] - Current best mIoU: 69.164 at iter 3800 [2020-10-18 20:05:07,912][root][INFO] - ===> Epoch[1361](6801/5): Loss -0.7384, Sem 0.0338, dir -0.9753, norm 0.2032, swav 0.0000 LR: 8.974e-02 Score 98.870 Data time: 0.0671, Forward time: 0.7700, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.5813 [2020-10-18 20:05:09,850][root][INFO] - ===> Epoch[1361](6802/5): Loss -0.7149, Sem 0.0356, dir -0.9739, norm 0.2234, swav 0.0000 LR: 8.974e-02 Score 98.806 Data time: 0.0837, Forward time: 0.7700, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.8400 [2020-10-18 20:05:12,131][root][INFO] - ===> Epoch[1361](6803/5): Loss -0.7287, Sem 0.0336, dir -0.9755, norm 0.2131, swav 0.0000 LR: 8.974e-02 Score 98.850 Data time: 0.0605, Forward time: 0.7700, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.1735 [2020-10-18 20:05:14,057][root][INFO] - ===> Epoch[1361](6804/5): Loss -0.7205, Sem 0.0350, dir -0.9733, norm 0.2178, swav 0.0000 LR: 8.973e-02 Score 98.822 Data time: 0.0608, Forward time: 0.7700, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.8234 [2020-10-18 20:05:16,207][root][INFO] - ===> Epoch[1361](6805/5): Loss -0.7422, Sem 0.0338, dir -0.9741, norm 0.1981, swav 0.0000 LR: 8.973e-02 Score 98.880 Data time: 0.0844, Forward time: 0.7700, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.0767 [2020-10-18 20:05:18,307][root][INFO] - ===> Epoch[1362](6806/5): Loss -0.7323, Sem 0.0388, dir -0.9731, norm 0.2020, swav 0.0000 LR: 8.973e-02 Score 98.685 Data time: 0.0739, Forward time: 0.7700, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.9955 [2020-10-18 20:05:20,771][root][INFO] - ===> Epoch[1362](6807/5): Loss -0.7192, Sem 0.0354, dir -0.9737, norm 0.2191, swav 0.0000 LR: 8.973e-02 Score 98.835 Data time: 0.1896, Forward time: 0.7700, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.3409 [2020-10-18 20:05:23,239][root][INFO] - ===> Epoch[1362](6808/5): Loss -0.7238, Sem 0.0382, dir -0.9756, norm 0.2136, swav 0.0000 LR: 8.973e-02 Score 98.729 Data time: 0.0925, Forward time: 0.7701, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.3488 [2020-10-18 20:05:25,464][root][INFO] - ===> Epoch[1362](6809/5): Loss -0.7010, Sem 0.0363, dir -0.9725, norm 0.2351, swav 0.0000 LR: 8.973e-02 Score 98.791 Data time: 0.0944, Forward time: 0.7701, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.1196 [2020-10-18 20:05:27,489][root][INFO] - ===> Epoch[1362](6810/5): Loss -0.7397, Sem 0.0314, dir -0.9752, norm 0.2041, swav 0.0000 LR: 8.972e-02 Score 98.959 Data time: 0.0664, Forward time: 0.7701, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.9561 [2020-10-18 20:05:29,855][root][INFO] - ===> Epoch[1363](6811/5): Loss -0.7133, Sem 0.0422, dir -0.9738, norm 0.2183, swav 0.0000 LR: 8.972e-02 Score 98.632 Data time: 0.0750, Forward time: 0.7701, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.2656 [2020-10-18 20:05:32,312][root][INFO] - ===> Epoch[1363](6812/5): Loss -0.7329, Sem 0.0373, dir -0.9732, norm 0.2030, swav 0.0000 LR: 8.972e-02 Score 98.781 Data time: 0.0651, Forward time: 0.7701, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.3530 [2020-10-18 20:05:34,247][root][INFO] - ===> Epoch[1363](6813/5): Loss -0.7164, Sem 0.0397, dir -0.9727, norm 0.2166, swav 0.0000 LR: 8.972e-02 Score 98.671 Data time: 0.0720, Forward time: 0.7701, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.8377 [2020-10-18 20:05:36,737][root][INFO] - ===> Epoch[1363](6814/5): Loss -0.7184, Sem 0.0383, dir -0.9732, norm 0.2165, swav 0.0000 LR: 8.972e-02 Score 98.694 Data time: 0.0734, Forward time: 0.7700, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.3833 [2020-10-18 20:05:38,599][root][INFO] - ===> Epoch[1363](6815/5): Loss -0.7404, Sem 0.0361, dir -0.9758, norm 0.1993, swav 0.0000 LR: 8.972e-02 Score 98.811 Data time: 0.0669, Forward time: 0.7700, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.7598 [2020-10-18 20:05:40,646][root][INFO] - ===> Epoch[1364](6816/5): Loss -0.7178, Sem 0.0378, dir -0.9723, norm 0.2166, swav 0.0000 LR: 8.972e-02 Score 98.779 Data time: 0.0665, Forward time: 0.7700, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.9490 [2020-10-18 20:05:42,843][root][INFO] - ===> Epoch[1364](6817/5): Loss -0.7184, Sem 0.0386, dir -0.9728, norm 0.2158, swav 0.0000 LR: 8.971e-02 Score 98.708 Data time: 0.0769, Forward time: 0.7700, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.0774 [2020-10-18 20:05:44,990][root][INFO] - ===> Epoch[1364](6818/5): Loss -0.7257, Sem 0.0363, dir -0.9738, norm 0.2118, swav 0.0000 LR: 8.971e-02 Score 98.821 Data time: 0.0954, Forward time: 0.7700, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.0334 [2020-10-18 20:05:47,422][root][INFO] - ===> Epoch[1364](6819/5): Loss -0.7033, Sem 0.0637, dir -0.9736, norm 0.2066, swav 0.0000 LR: 8.971e-02 Score 98.134 Data time: 0.0794, Forward time: 0.7701, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.3096 [2020-10-18 20:05:49,549][root][INFO] - ===> Epoch[1364](6820/5): Loss -0.7279, Sem 0.0405, dir -0.9746, norm 0.2062, swav 0.0000 LR: 8.971e-02 Score 98.757 Data time: 0.0666, Forward time: 0.7700, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.0251 [2020-10-18 20:05:52,230][root][INFO] - ===> Epoch[1365](6821/5): Loss -0.7005, Sem 0.0542, dir -0.9726, norm 0.2179, swav 0.0000 LR: 8.971e-02 Score 98.319 Data time: 0.0639, Forward time: 0.7700, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.5918 [2020-10-18 20:05:54,567][root][INFO] - ===> Epoch[1365](6822/5): Loss -0.7048, Sem 0.0463, dir -0.9740, norm 0.2230, swav 0.0000 LR: 8.971e-02 Score 98.525 Data time: 0.0718, Forward time: 0.7700, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.2348 [2020-10-18 20:05:56,832][root][INFO] - ===> Epoch[1365](6823/5): Loss -0.6933, Sem 0.0592, dir -0.9724, norm 0.2199, swav 0.0000 LR: 8.970e-02 Score 98.110 Data time: 0.0805, Forward time: 0.7700, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.1629 [2020-10-18 20:05:58,751][root][INFO] - ===> Epoch[1365](6824/5): Loss -0.7163, Sem 0.0432, dir -0.9726, norm 0.2131, swav 0.0000 LR: 8.970e-02 Score 98.539 Data time: 0.0762, Forward time: 0.7700, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.8110 [2020-10-18 20:06:00,929][root][INFO] - ===> Epoch[1365](6825/5): Loss -0.6804, Sem 0.0565, dir -0.9697, norm 0.2327, swav 0.0000 LR: 8.970e-02 Score 98.096 Data time: 0.0783, Forward time: 0.7700, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.0964 [2020-10-18 20:06:02,884][root][INFO] - ===> Epoch[1366](6826/5): Loss -0.6983, Sem 0.0524, dir -0.9708, norm 0.2201, swav 0.0000 LR: 8.970e-02 Score 98.242 Data time: 0.0840, Forward time: 0.7700, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.8662 [2020-10-18 20:06:04,953][root][INFO] - ===> Epoch[1366](6827/5): Loss -0.7256, Sem 0.0428, dir -0.9730, norm 0.2047, swav 0.0000 LR: 8.970e-02 Score 98.605 Data time: 0.0790, Forward time: 0.7701, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.9640 [2020-10-18 20:06:07,527][root][INFO] - ===> Epoch[1366](6828/5): Loss -0.6867, Sem 0.0522, dir -0.9732, norm 0.2343, swav 0.0000 LR: 8.970e-02 Score 98.371 Data time: 0.0853, Forward time: 0.7701, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.4760 [2020-10-18 20:06:09,989][root][INFO] - ===> Epoch[1366](6829/5): Loss -0.6920, Sem 0.0560, dir -0.9698, norm 0.2218, swav 0.0000 LR: 8.970e-02 Score 98.191 Data time: 0.0703, Forward time: 0.7701, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.3524 [2020-10-18 20:06:12,897][root][INFO] - ===> Epoch[1366](6830/5): Loss -0.7145, Sem 0.0481, dir -0.9723, norm 0.2097, swav 0.0000 LR: 8.969e-02 Score 98.469 Data time: 0.0707, Forward time: 0.7701, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.7936 [2020-10-18 20:06:15,597][root][INFO] - ===> Epoch[1367](6831/5): Loss -0.6850, Sem 0.0514, dir -0.9679, norm 0.2315, swav 0.0000 LR: 8.969e-02 Score 98.333 Data time: 0.0755, Forward time: 0.7701, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.6122 [2020-10-18 20:06:17,675][root][INFO] - ===> Epoch[1367](6832/5): Loss -0.7130, Sem 0.0379, dir -0.9742, norm 0.2233, swav 0.0000 LR: 8.969e-02 Score 98.759 Data time: 0.0731, Forward time: 0.7701, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.9798 [2020-10-18 20:06:19,875][root][INFO] - ===> Epoch[1367](6833/5): Loss -0.7108, Sem 0.0443, dir -0.9730, norm 0.2179, swav 0.0000 LR: 8.969e-02 Score 98.568 Data time: 0.1130, Forward time: 0.7701, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.0899 [2020-10-18 20:06:21,783][root][INFO] - ===> Epoch[1367](6834/5): Loss -0.7051, Sem 0.0450, dir -0.9744, norm 0.2243, swav 0.0000 LR: 8.969e-02 Score 98.562 Data time: 0.0695, Forward time: 0.7701, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.7960 [2020-10-18 20:06:24,286][root][INFO] - ===> Epoch[1367](6835/5): Loss -0.7040, Sem 0.0380, dir -0.9723, norm 0.2303, swav 0.0000 LR: 8.969e-02 Score 98.785 Data time: 0.0666, Forward time: 0.7701, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.4035 [2020-10-18 20:06:26,700][root][INFO] - ===> Epoch[1368](6836/5): Loss -0.6949, Sem 0.0468, dir -0.9683, norm 0.2267, swav 0.0000 LR: 8.969e-02 Score 98.440 Data time: 0.0600, Forward time: 0.7700, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.3312 [2020-10-18 20:06:28,765][root][INFO] - ===> Epoch[1368](6837/5): Loss -0.7006, Sem 0.0456, dir -0.9727, norm 0.2266, swav 0.0000 LR: 8.968e-02 Score 98.477 Data time: 0.0894, Forward time: 0.7701, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.9907 [2020-10-18 20:06:30,918][root][INFO] - ===> Epoch[1368](6838/5): Loss -0.7182, Sem 0.0377, dir -0.9716, norm 0.2157, swav 0.0000 LR: 8.968e-02 Score 98.766 Data time: 0.0927, Forward time: 0.7700, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.0309 [2020-10-18 20:06:32,902][root][INFO] - ===> Epoch[1368](6839/5): Loss -0.6850, Sem 0.0419, dir -0.9724, norm 0.2454, swav 0.0000 LR: 8.968e-02 Score 98.652 Data time: 0.1018, Forward time: 0.7701, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.9059 [2020-10-18 20:06:34,721][root][INFO] - ===> Epoch[1368](6840/5): Loss -0.6998, Sem 0.0418, dir -0.9681, norm 0.2265, swav 0.0000 LR: 8.968e-02 Score 98.613 Data time: 0.0771, Forward time: 0.7701, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.7143 [2020-10-18 20:06:36,683][root][INFO] - ===> Epoch[1369](6841/5): Loss -0.7020, Sem 0.0455, dir -0.9716, norm 0.2242, swav 0.0000 LR: 8.968e-02 Score 98.558 Data time: 0.0662, Forward time: 0.7700, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.8666 [2020-10-18 20:06:38,996][root][INFO] - ===> Epoch[1369](6842/5): Loss -0.7031, Sem 0.0389, dir -0.9725, norm 0.2305, swav 0.0000 LR: 8.968e-02 Score 98.724 Data time: 0.0549, Forward time: 0.7700, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.2137 [2020-10-18 20:06:41,638][root][INFO] - ===> Epoch[1369](6843/5): Loss -0.7162, Sem 0.0397, dir -0.9728, norm 0.2169, swav 0.0000 LR: 8.967e-02 Score 98.694 Data time: 0.0595, Forward time: 0.7700, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.5551 [2020-10-18 20:06:44,020][root][INFO] - ===> Epoch[1369](6844/5): Loss -0.7158, Sem 0.0386, dir -0.9726, norm 0.2181, swav 0.0000 LR: 8.967e-02 Score 98.723 Data time: 0.0528, Forward time: 0.7700, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.2606 [2020-10-18 20:06:46,181][root][INFO] - ===> Epoch[1369](6845/5): Loss -0.6975, Sem 0.0432, dir -0.9730, norm 0.2324, swav 0.0000 LR: 8.967e-02 Score 98.652 Data time: 0.0587, Forward time: 0.7699, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.0690 [2020-10-18 20:06:48,386][root][INFO] - ===> Epoch[1370](6846/5): Loss -0.7021, Sem 0.0435, dir -0.9680, norm 0.2224, swav 0.0000 LR: 8.967e-02 Score 98.497 Data time: 0.0668, Forward time: 0.7699, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.1201 [2020-10-18 20:06:50,317][root][INFO] - ===> Epoch[1370](6847/5): Loss -0.7099, Sem 0.0365, dir -0.9733, norm 0.2269, swav 0.0000 LR: 8.967e-02 Score 98.778 Data time: 0.0597, Forward time: 0.7699, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.8305 [2020-10-18 20:06:52,823][root][INFO] - ===> Epoch[1370](6848/5): Loss -0.7252, Sem 0.0361, dir -0.9744, norm 0.2130, swav 0.0000 LR: 8.967e-02 Score 98.791 Data time: 0.0731, Forward time: 0.7699, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.4014 [2020-10-18 20:06:54,916][root][INFO] - ===> Epoch[1370](6849/5): Loss -0.7049, Sem 0.0373, dir -0.9713, norm 0.2291, swav 0.0000 LR: 8.967e-02 Score 98.761 Data time: 0.0635, Forward time: 0.7699, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.9948 [2020-10-18 20:06:56,783][root][INFO] - ===> Epoch[1370](6850/5): Loss -0.7223, Sem 0.0357, dir -0.9744, norm 0.2164, swav 0.0000 LR: 8.966e-02 Score 98.830 Data time: 0.0680, Forward time: 0.7699, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.7477 [2020-10-18 20:06:59,153][root][INFO] - ===> Epoch[1371](6851/5): Loss -0.7211, Sem 0.0375, dir -0.9718, norm 0.2132, swav 0.0000 LR: 8.966e-02 Score 98.725 Data time: 0.0817, Forward time: 0.7699, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.2747 [2020-10-18 20:07:01,680][root][INFO] - ===> Epoch[1371](6852/5): Loss -0.7234, Sem 0.0354, dir -0.9732, norm 0.2145, swav 0.0000 LR: 8.966e-02 Score 98.833 Data time: 0.0610, Forward time: 0.7699, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.3956 [2020-10-18 20:07:03,645][root][INFO] - ===> Epoch[1371](6853/5): Loss -0.7129, Sem 0.0382, dir -0.9712, norm 0.2201, swav 0.0000 LR: 8.966e-02 Score 98.730 Data time: 0.0675, Forward time: 0.7698, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.8378 [2020-10-18 20:07:06,380][root][INFO] - ===> Epoch[1371](6854/5): Loss -0.6970, Sem 0.0425, dir -0.9707, norm 0.2311, swav 0.0000 LR: 8.966e-02 Score 98.620 Data time: 0.0838, Forward time: 0.7699, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.6764 [2020-10-18 20:07:08,760][root][INFO] - ===> Epoch[1371](6855/5): Loss -0.7147, Sem 0.0389, dir -0.9742, norm 0.2206, swav 0.0000 LR: 8.966e-02 Score 98.761 Data time: 0.0956, Forward time: 0.7698, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.2757 [2020-10-18 20:07:10,907][root][INFO] - ===> Epoch[1372](6856/5): Loss -0.7289, Sem 0.0369, dir -0.9736, norm 0.2078, swav 0.0000 LR: 8.965e-02 Score 98.792 Data time: 0.0773, Forward time: 0.7698, Backward time: 1.1892, DDP time: 0.0030, Total iter time: 2.0417 [2020-10-18 20:07:13,034][root][INFO] - ===> Epoch[1372](6857/5): Loss -0.7239, Sem 0.0337, dir -0.9745, norm 0.2169, swav 0.0000 LR: 8.965e-02 Score 98.837 Data time: 0.0807, Forward time: 0.7699, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.0307 [2020-10-18 20:07:15,112][root][INFO] - ===> Epoch[1372](6858/5): Loss -0.7239, Sem 0.0372, dir -0.9718, norm 0.2107, swav 0.0000 LR: 8.965e-02 Score 98.745 Data time: 0.1700, Forward time: 0.7699, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.9696 [2020-10-18 20:07:17,159][root][INFO] - ===> Epoch[1372](6859/5): Loss -0.7122, Sem 0.0361, dir -0.9734, norm 0.2251, swav 0.0000 LR: 8.965e-02 Score 98.848 Data time: 0.0777, Forward time: 0.7699, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.9377 [2020-10-18 20:07:19,645][root][INFO] - ===> Epoch[1372](6860/5): Loss -0.7251, Sem 0.0373, dir -0.9736, norm 0.2112, swav 0.0000 LR: 8.965e-02 Score 98.750 Data time: 0.0935, Forward time: 0.7699, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.3621 [2020-10-18 20:07:22,122][root][INFO] - ===> Epoch[1373](6861/5): Loss -0.6935, Sem 0.0423, dir -0.9725, norm 0.2366, swav 0.0000 LR: 8.965e-02 Score 98.597 Data time: 0.0933, Forward time: 0.7699, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.3562 [2020-10-18 20:07:24,236][root][INFO] - ===> Epoch[1373](6862/5): Loss -0.7249, Sem 0.0355, dir -0.9715, norm 0.2112, swav 0.0000 LR: 8.965e-02 Score 98.792 Data time: 0.0632, Forward time: 0.7699, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.0149 [2020-10-18 20:07:26,524][root][INFO] - ===> Epoch[1373](6863/5): Loss -0.7238, Sem 0.0331, dir -0.9742, norm 0.2173, swav 0.0000 LR: 8.964e-02 Score 98.906 Data time: 0.0642, Forward time: 0.7699, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.2103 [2020-10-18 20:07:28,645][root][INFO] - ===> Epoch[1373](6864/5): Loss -0.7268, Sem 0.0374, dir -0.9734, norm 0.2092, swav 0.0000 LR: 8.964e-02 Score 98.739 Data time: 0.0747, Forward time: 0.7699, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.0460 [2020-10-18 20:07:30,813][root][INFO] - ===> Epoch[1373](6865/5): Loss -0.7278, Sem 0.0387, dir -0.9728, norm 0.2064, swav 0.0000 LR: 8.964e-02 Score 98.737 Data time: 0.0848, Forward time: 0.7699, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.0336 [2020-10-18 20:07:32,923][root][INFO] - ===> Epoch[1374](6866/5): Loss -0.7426, Sem 0.0315, dir -0.9750, norm 0.2009, swav 0.0000 LR: 8.964e-02 Score 98.933 Data time: 0.0655, Forward time: 0.7699, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.0055 [2020-10-18 20:07:35,026][root][INFO] - ===> Epoch[1374](6867/5): Loss -0.7259, Sem 0.0335, dir -0.9748, norm 0.2155, swav 0.0000 LR: 8.964e-02 Score 98.892 Data time: 0.0876, Forward time: 0.7699, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.0202 [2020-10-18 20:07:37,570][root][INFO] - ===> Epoch[1374](6868/5): Loss -0.7178, Sem 0.0369, dir -0.9724, norm 0.2177, swav 0.0000 LR: 8.964e-02 Score 98.742 Data time: 0.0749, Forward time: 0.7699, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.4313 [2020-10-18 20:07:39,366][root][INFO] - ===> Epoch[1374](6869/5): Loss -0.7516, Sem 0.0339, dir -0.9739, norm 0.1884, swav 0.0000 LR: 8.964e-02 Score 98.843 Data time: 0.0659, Forward time: 0.7699, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 1.7003 [2020-10-18 20:07:41,239][root][INFO] - ===> Epoch[1374](6870/5): Loss -0.7295, Sem 0.0357, dir -0.9748, norm 0.2096, swav 0.0000 LR: 8.963e-02 Score 98.788 Data time: 0.3053, Forward time: 0.7699, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.7723 [2020-10-18 20:07:43,239][root][INFO] - ===> Epoch[1375](6871/5): Loss -0.7210, Sem 0.0333, dir -0.9733, norm 0.2189, swav 0.0000 LR: 8.963e-02 Score 98.911 Data time: 0.1699, Forward time: 0.7699, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.8952 [2020-10-18 20:07:45,786][root][INFO] - ===> Epoch[1375](6872/5): Loss -0.7264, Sem 0.0341, dir -0.9741, norm 0.2137, swav 0.0000 LR: 8.963e-02 Score 98.894 Data time: 0.0777, Forward time: 0.7699, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.4359 [2020-10-18 20:07:47,952][root][INFO] - ===> Epoch[1375](6873/5): Loss -0.7199, Sem 0.0352, dir -0.9720, norm 0.2170, swav 0.0000 LR: 8.963e-02 Score 98.809 Data time: 0.0782, Forward time: 0.7699, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.0356 [2020-10-18 20:07:50,117][root][INFO] - ===> Epoch[1375](6874/5): Loss -0.7110, Sem 0.0382, dir -0.9720, norm 0.2228, swav 0.0000 LR: 8.963e-02 Score 98.754 Data time: 0.0472, Forward time: 0.7699, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.0858 [2020-10-18 20:07:52,256][root][INFO] - ===> Epoch[1375](6875/5): Loss -0.7386, Sem 0.0297, dir -0.9754, norm 0.2072, swav 0.0000 LR: 8.963e-02 Score 99.011 Data time: 0.0896, Forward time: 0.7700, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.0646 [2020-10-18 20:07:54,277][root][INFO] - ===> Epoch[1376](6876/5): Loss -0.7455, Sem 0.0323, dir -0.9741, norm 0.1963, swav 0.0000 LR: 8.962e-02 Score 98.919 Data time: 0.0689, Forward time: 0.7699, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.9031 [2020-10-18 20:07:56,829][root][INFO] - ===> Epoch[1376](6877/5): Loss -0.7012, Sem 0.0385, dir -0.9723, norm 0.2325, swav 0.0000 LR: 8.962e-02 Score 98.740 Data time: 0.0574, Forward time: 0.7699, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.4661 [2020-10-18 20:07:59,219][root][INFO] - ===> Epoch[1376](6878/5): Loss -0.7166, Sem 0.0356, dir -0.9729, norm 0.2206, swav 0.0000 LR: 8.962e-02 Score 98.805 Data time: 0.0977, Forward time: 0.7700, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.2868 [2020-10-18 20:08:01,231][root][INFO] - ===> Epoch[1376](6879/5): Loss -0.7307, Sem 0.0338, dir -0.9734, norm 0.2089, swav 0.0000 LR: 8.962e-02 Score 98.859 Data time: 0.0852, Forward time: 0.7700, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.8772 [2020-10-18 20:08:03,350][root][INFO] - ===> Epoch[1376](6880/5): Loss -0.7248, Sem 0.0388, dir -0.9724, norm 0.2088, swav 0.0000 LR: 8.962e-02 Score 98.708 Data time: 0.0669, Forward time: 0.7700, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.0123 [2020-10-18 20:08:05,525][root][INFO] - ===> Epoch[1377](6881/5): Loss -0.7439, Sem 0.0326, dir -0.9745, norm 0.1980, swav 0.0000 LR: 8.962e-02 Score 98.913 Data time: 0.0531, Forward time: 0.7699, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.0792 [2020-10-18 20:08:08,164][root][INFO] - ===> Epoch[1377](6882/5): Loss -0.7205, Sem 0.0298, dir -0.9761, norm 0.2258, swav 0.0000 LR: 8.962e-02 Score 99.042 Data time: 0.0855, Forward time: 0.7700, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.5677 [2020-10-18 20:08:09,964][root][INFO] - ===> Epoch[1377](6883/5): Loss -0.7131, Sem 0.0366, dir -0.9711, norm 0.2214, swav 0.0000 LR: 8.961e-02 Score 98.797 Data time: 0.0752, Forward time: 0.7700, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.6843 [2020-10-18 20:08:11,918][root][INFO] - ===> Epoch[1377](6884/5): Loss -0.7207, Sem 0.0347, dir -0.9740, norm 0.2186, swav 0.0000 LR: 8.961e-02 Score 98.831 Data time: 0.1071, Forward time: 0.7700, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.8602 [2020-10-18 20:08:13,963][root][INFO] - ===> Epoch[1377](6885/5): Loss -0.7231, Sem 0.0327, dir -0.9744, norm 0.2186, swav 0.0000 LR: 8.961e-02 Score 98.898 Data time: 0.1040, Forward time: 0.7700, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.9354 [2020-10-18 20:08:16,766][root][INFO] - ===> Epoch[1378](6886/5): Loss -0.7262, Sem 0.0344, dir -0.9735, norm 0.2130, swav 0.0000 LR: 8.961e-02 Score 98.864 Data time: 0.0579, Forward time: 0.7700, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.6962 [2020-10-18 20:08:19,098][root][INFO] - ===> Epoch[1378](6887/5): Loss -0.7136, Sem 0.0346, dir -0.9715, norm 0.2234, swav 0.0000 LR: 8.961e-02 Score 98.838 Data time: 0.0956, Forward time: 0.7700, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.2196 [2020-10-18 20:08:21,001][root][INFO] - ===> Epoch[1378](6888/5): Loss -0.7429, Sem 0.0351, dir -0.9751, norm 0.1971, swav 0.0000 LR: 8.961e-02 Score 98.819 Data time: 0.0615, Forward time: 0.7700, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.7749 [2020-10-18 20:08:23,030][root][INFO] - ===> Epoch[1378](6889/5): Loss -0.7176, Sem 0.0361, dir -0.9723, norm 0.2186, swav 0.0000 LR: 8.960e-02 Score 98.792 Data time: 0.0604, Forward time: 0.7700, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.9423 [2020-10-18 20:08:25,029][root][INFO] - ===> Epoch[1378](6890/5): Loss -0.7311, Sem 0.0320, dir -0.9757, norm 0.2126, swav 0.0000 LR: 8.960e-02 Score 98.923 Data time: 0.0637, Forward time: 0.7699, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.9216 [2020-10-18 20:08:26,911][root][INFO] - ===> Epoch[1379](6891/5): Loss -0.7238, Sem 0.0339, dir -0.9759, norm 0.2183, swav 0.0000 LR: 8.960e-02 Score 98.921 Data time: 0.2154, Forward time: 0.7699, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.7720 [2020-10-18 20:08:29,070][root][INFO] - ===> Epoch[1379](6892/5): Loss -0.7280, Sem 0.0348, dir -0.9720, norm 0.2091, swav 0.0000 LR: 8.960e-02 Score 98.845 Data time: 0.0916, Forward time: 0.7700, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.0512 [2020-10-18 20:08:31,497][root][INFO] - ===> Epoch[1379](6893/5): Loss -0.7449, Sem 0.0327, dir -0.9744, norm 0.1968, swav 0.0000 LR: 8.960e-02 Score 98.926 Data time: 0.0648, Forward time: 0.7700, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.3078 [2020-10-18 20:08:33,528][root][INFO] - ===> Epoch[1379](6894/5): Loss -0.7278, Sem 0.0336, dir -0.9752, norm 0.2137, swav 0.0000 LR: 8.960e-02 Score 98.857 Data time: 0.0856, Forward time: 0.7700, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.9324 [2020-10-18 20:08:35,563][root][INFO] - ===> Epoch[1379](6895/5): Loss -0.7288, Sem 0.0353, dir -0.9725, norm 0.2085, swav 0.0000 LR: 8.960e-02 Score 98.823 Data time: 0.0568, Forward time: 0.7699, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.9265 [2020-10-18 20:08:37,690][root][INFO] - ===> Epoch[1380](6896/5): Loss -0.7261, Sem 0.0318, dir -0.9763, norm 0.2184, swav 0.0000 LR: 8.959e-02 Score 98.941 Data time: 0.0738, Forward time: 0.7699, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.0520 [2020-10-18 20:08:40,098][root][INFO] - ===> Epoch[1380](6897/5): Loss -0.7445, Sem 0.0303, dir -0.9768, norm 0.2021, swav 0.0000 LR: 8.959e-02 Score 98.993 Data time: 0.0831, Forward time: 0.7700, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.3173 [2020-10-18 20:08:42,372][root][INFO] - ===> Epoch[1380](6898/5): Loss -0.7428, Sem 0.0338, dir -0.9742, norm 0.1977, swav 0.0000 LR: 8.959e-02 Score 98.891 Data time: 0.0688, Forward time: 0.7699, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.1545 [2020-10-18 20:08:44,717][root][INFO] - ===> Epoch[1380](6899/5): Loss -0.7319, Sem 0.0326, dir -0.9755, norm 0.2110, swav 0.0000 LR: 8.959e-02 Score 98.884 Data time: 0.0530, Forward time: 0.7699, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.2591 [2020-10-18 20:08:46,971][root][INFO] - ===> Epoch[1380](6900/5): Loss -0.7394, Sem 0.0317, dir -0.9773, norm 0.2063, swav 0.0000 LR: 8.959e-02 Score 98.955 Data time: 0.0589, Forward time: 0.7699, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.1974 [2020-10-18 20:08:48,041][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 20:08:49,738][root][INFO] - ===> Epoch[1381](6901/5): Loss -0.7373, Sem 0.0338, dir -0.9730, norm 0.2019, swav 0.0000 LR: 8.959e-02 Score 98.908 Data time: 0.0662, Forward time: 0.7699, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.5049 [2020-10-18 20:08:52,511][root][INFO] - ===> Epoch[1381](6902/5): Loss -0.6929, Sem 0.0377, dir -0.9720, norm 0.2414, swav 0.0000 LR: 8.958e-02 Score 98.769 Data time: 0.0488, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.7094 [2020-10-18 20:08:54,722][root][INFO] - ===> Epoch[1381](6903/5): Loss -0.7502, Sem 0.0371, dir -0.9739, norm 0.1866, swav 0.0000 LR: 8.958e-02 Score 98.741 Data time: 0.0572, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.1570 [2020-10-18 20:08:57,238][root][INFO] - ===> Epoch[1381](6904/5): Loss -0.7437, Sem 0.0329, dir -0.9754, norm 0.1988, swav 0.0000 LR: 8.958e-02 Score 98.894 Data time: 0.0555, Forward time: 0.7698, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.4296 [2020-10-18 20:08:59,588][root][INFO] - ===> Epoch[1381](6905/5): Loss -0.7235, Sem 0.0361, dir -0.9726, norm 0.2129, swav 0.0000 LR: 8.958e-02 Score 98.843 Data time: 0.0682, Forward time: 0.7698, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.2669 [2020-10-18 20:09:01,728][root][INFO] - ===> Epoch[1382](6906/5): Loss -0.7355, Sem 0.0322, dir -0.9763, norm 0.2086, swav 0.0000 LR: 8.958e-02 Score 98.932 Data time: 0.0874, Forward time: 0.7698, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.0539 [2020-10-18 20:09:04,355][root][INFO] - ===> Epoch[1382](6907/5): Loss -0.7373, Sem 0.0340, dir -0.9766, norm 0.2053, swav 0.0000 LR: 8.958e-02 Score 98.897 Data time: 0.0789, Forward time: 0.7698, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.5131 [2020-10-18 20:09:06,664][root][INFO] - ===> Epoch[1382](6908/5): Loss -0.7289, Sem 0.0308, dir -0.9743, norm 0.2145, swav 0.0000 LR: 8.958e-02 Score 98.960 Data time: 0.0743, Forward time: 0.7698, Backward time: 1.1891, DDP time: 0.0030, Total iter time: 2.2079 [2020-10-18 20:09:08,625][root][INFO] - ===> Epoch[1382](6909/5): Loss -0.7471, Sem 0.0336, dir -0.9754, norm 0.1947, swav 0.0000 LR: 8.957e-02 Score 98.873 Data time: 0.0861, Forward time: 0.7698, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.8699 [2020-10-18 20:09:10,594][root][INFO] - ===> Epoch[1382](6910/5): Loss -0.7435, Sem 0.0350, dir -0.9764, norm 0.1978, swav 0.0000 LR: 8.957e-02 Score 98.840 Data time: 0.0614, Forward time: 0.7698, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.8666 [2020-10-18 20:09:12,684][root][INFO] - ===> Epoch[1383](6911/5): Loss -0.7193, Sem 0.0401, dir -0.9727, norm 0.2133, swav 0.0000 LR: 8.957e-02 Score 98.689 Data time: 0.0808, Forward time: 0.7698, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.9961 [2020-10-18 20:09:14,755][root][INFO] - ===> Epoch[1383](6912/5): Loss -0.7044, Sem 0.0375, dir -0.9725, norm 0.2307, swav 0.0000 LR: 8.957e-02 Score 98.798 Data time: 0.0877, Forward time: 0.7698, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.9698 [2020-10-18 20:09:16,944][root][INFO] - ===> Epoch[1383](6913/5): Loss -0.7396, Sem 0.0308, dir -0.9760, norm 0.2056, swav 0.0000 LR: 8.957e-02 Score 98.972 Data time: 0.0624, Forward time: 0.7698, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.0781 [2020-10-18 20:09:19,222][root][INFO] - ===> Epoch[1383](6914/5): Loss -0.6993, Sem 0.0340, dir -0.9736, norm 0.2403, swav 0.0000 LR: 8.957e-02 Score 98.871 Data time: 0.0687, Forward time: 0.7698, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.1888 [2020-10-18 20:09:21,133][root][INFO] - ===> Epoch[1383](6915/5): Loss -0.7462, Sem 0.0328, dir -0.9764, norm 0.1974, swav 0.0000 LR: 8.957e-02 Score 98.893 Data time: 0.0783, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.8040 [2020-10-18 20:09:23,575][root][INFO] - ===> Epoch[1384](6916/5): Loss -0.6978, Sem 0.0385, dir -0.9715, norm 0.2351, swav 0.0000 LR: 8.956e-02 Score 98.754 Data time: 0.1064, Forward time: 0.7698, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.3072 [2020-10-18 20:09:26,105][root][INFO] - ===> Epoch[1384](6917/5): Loss -0.7088, Sem 0.0298, dir -0.9730, norm 0.2344, swav 0.0000 LR: 8.956e-02 Score 99.006 Data time: 0.0849, Forward time: 0.7698, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.3920 [2020-10-18 20:09:28,398][root][INFO] - ===> Epoch[1384](6918/5): Loss -0.7165, Sem 0.0378, dir -0.9737, norm 0.2194, swav 0.0000 LR: 8.956e-02 Score 98.732 Data time: 0.0659, Forward time: 0.7698, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.1805 [2020-10-18 20:09:30,883][root][INFO] - ===> Epoch[1384](6919/5): Loss -0.7326, Sem 0.0348, dir -0.9755, norm 0.2082, swav 0.0000 LR: 8.956e-02 Score 98.827 Data time: 0.0830, Forward time: 0.7698, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.4017 [2020-10-18 20:09:32,862][root][INFO] - ===> Epoch[1384](6920/5): Loss -0.7487, Sem 0.0334, dir -0.9759, norm 0.1937, swav 0.0000 LR: 8.956e-02 Score 98.905 Data time: 0.0781, Forward time: 0.7698, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.8644 [2020-10-18 20:09:34,624][root][INFO] - ===> Epoch[1385](6921/5): Loss -0.7101, Sem 0.0366, dir -0.9725, norm 0.2258, swav 0.0000 LR: 8.956e-02 Score 98.774 Data time: 0.0775, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.6614 [2020-10-18 20:09:36,839][root][INFO] - ===> Epoch[1385](6922/5): Loss -0.7088, Sem 0.0363, dir -0.9737, norm 0.2287, swav 0.0000 LR: 8.955e-02 Score 98.792 Data time: 0.0804, Forward time: 0.7698, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.1101 [2020-10-18 20:09:39,035][root][INFO] - ===> Epoch[1385](6923/5): Loss -0.7227, Sem 0.0330, dir -0.9745, norm 0.2188, swav 0.0000 LR: 8.955e-02 Score 98.892 Data time: 0.0709, Forward time: 0.7698, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.1306 [2020-10-18 20:09:41,299][root][INFO] - ===> Epoch[1385](6924/5): Loss -0.7342, Sem 0.0324, dir -0.9755, norm 0.2089, swav 0.0000 LR: 8.955e-02 Score 98.904 Data time: 0.0840, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.1528 [2020-10-18 20:09:43,407][root][INFO] - ===> Epoch[1385](6925/5): Loss -0.7271, Sem 0.0343, dir -0.9741, norm 0.2126, swav 0.0000 LR: 8.955e-02 Score 98.886 Data time: 0.0662, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.0000 [2020-10-18 20:09:45,488][root][INFO] - ===> Epoch[1386](6926/5): Loss -0.7132, Sem 0.0375, dir -0.9698, norm 0.2191, swav 0.0000 LR: 8.955e-02 Score 98.761 Data time: 0.0917, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.9700 [2020-10-18 20:09:47,814][root][INFO] - ===> Epoch[1386](6927/5): Loss -0.7103, Sem 0.0390, dir -0.9722, norm 0.2229, swav 0.0000 LR: 8.955e-02 Score 98.751 Data time: 0.0925, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.2349 [2020-10-18 20:09:49,828][root][INFO] - ===> Epoch[1386](6928/5): Loss -0.7260, Sem 0.0281, dir -0.9753, norm 0.2212, swav 0.0000 LR: 8.955e-02 Score 99.066 Data time: 0.0761, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.9149 [2020-10-18 20:09:52,024][root][INFO] - ===> Epoch[1386](6929/5): Loss -0.7214, Sem 0.0316, dir -0.9752, norm 0.2221, swav 0.0000 LR: 8.954e-02 Score 98.950 Data time: 0.0817, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.1020 [2020-10-18 20:09:54,021][root][INFO] - ===> Epoch[1386](6930/5): Loss -0.7133, Sem 0.0357, dir -0.9720, norm 0.2230, swav 0.0000 LR: 8.954e-02 Score 98.810 Data time: 0.0782, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.8924 [2020-10-18 20:09:56,516][root][INFO] - ===> Epoch[1387](6931/5): Loss -0.7451, Sem 0.0330, dir -0.9747, norm 0.1966, swav 0.0000 LR: 8.954e-02 Score 98.897 Data time: 0.1090, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.3458 [2020-10-18 20:09:58,845][root][INFO] - ===> Epoch[1387](6932/5): Loss -0.7292, Sem 0.0287, dir -0.9765, norm 0.2186, swav 0.0000 LR: 8.954e-02 Score 99.053 Data time: 0.0819, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.2418 [2020-10-18 20:10:01,023][root][INFO] - ===> Epoch[1387](6933/5): Loss -0.7132, Sem 0.0359, dir -0.9737, norm 0.2246, swav 0.0000 LR: 8.954e-02 Score 98.802 Data time: 0.0700, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.0543 [2020-10-18 20:10:03,204][root][INFO] - ===> Epoch[1387](6934/5): Loss -0.7272, Sem 0.0377, dir -0.9745, norm 0.2096, swav 0.0000 LR: 8.954e-02 Score 98.755 Data time: 0.0607, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.1032 [2020-10-18 20:10:05,264][root][INFO] - ===> Epoch[1387](6935/5): Loss -0.7168, Sem 0.0343, dir -0.9745, norm 0.2235, swav 0.0000 LR: 8.953e-02 Score 98.870 Data time: 0.0702, Forward time: 0.7697, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.9870 [2020-10-18 20:10:08,081][root][INFO] - ===> Epoch[1388](6936/5): Loss -0.7081, Sem 0.0352, dir -0.9747, norm 0.2314, swav 0.0000 LR: 8.953e-02 Score 98.839 Data time: 0.0902, Forward time: 0.7698, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.7384 [2020-10-18 20:10:10,317][root][INFO] - ===> Epoch[1388](6937/5): Loss -0.7247, Sem 0.0335, dir -0.9733, norm 0.2151, swav 0.0000 LR: 8.953e-02 Score 98.895 Data time: 0.0592, Forward time: 0.7697, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.0986 [2020-10-18 20:10:12,470][root][INFO] - ===> Epoch[1388](6938/5): Loss -0.7308, Sem 0.0310, dir -0.9737, norm 0.2118, swav 0.0000 LR: 8.953e-02 Score 98.978 Data time: 0.0647, Forward time: 0.7697, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.0860 [2020-10-18 20:10:14,523][root][INFO] - ===> Epoch[1388](6939/5): Loss -0.7413, Sem 0.0319, dir -0.9756, norm 0.2024, swav 0.0000 LR: 8.953e-02 Score 98.921 Data time: 0.0871, Forward time: 0.7698, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.9686 [2020-10-18 20:10:16,779][root][INFO] - ===> Epoch[1388](6940/5): Loss -0.7279, Sem 0.0330, dir -0.9744, norm 0.2135, swav 0.0000 LR: 8.953e-02 Score 98.915 Data time: 0.0754, Forward time: 0.7698, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.1413 [2020-10-18 20:10:19,405][root][INFO] - ===> Epoch[1389](6941/5): Loss -0.7262, Sem 0.0342, dir -0.9721, norm 0.2117, swav 0.0000 LR: 8.953e-02 Score 98.827 Data time: 0.0596, Forward time: 0.7698, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 2.5103 [2020-10-18 20:10:21,438][root][INFO] - ===> Epoch[1389](6942/5): Loss -0.7008, Sem 0.0356, dir -0.9725, norm 0.2361, swav 0.0000 LR: 8.952e-02 Score 98.852 Data time: 0.0891, Forward time: 0.7698, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.9601 [2020-10-18 20:10:23,527][root][INFO] - ===> Epoch[1389](6943/5): Loss -0.7407, Sem 0.0332, dir -0.9750, norm 0.2011, swav 0.0000 LR: 8.952e-02 Score 98.873 Data time: 0.1110, Forward time: 0.7698, Backward time: 1.1890, DDP time: 0.0030, Total iter time: 1.9730 [2020-10-18 20:10:25,471][root][INFO] - ===> Epoch[1389](6944/5): Loss -0.7104, Sem 0.0382, dir -0.9732, norm 0.2246, swav 0.0000 LR: 8.952e-02 Score 98.812 Data time: 0.0877, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.8354 [2020-10-18 20:10:27,646][root][INFO] - ===> Epoch[1389](6945/5): Loss -0.7345, Sem 0.0336, dir -0.9760, norm 0.2079, swav 0.0000 LR: 8.952e-02 Score 98.884 Data time: 0.0993, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.0862 [2020-10-18 20:10:29,950][root][INFO] - ===> Epoch[1390](6946/5): Loss -0.7276, Sem 0.0375, dir -0.9722, norm 0.2071, swav 0.0000 LR: 8.952e-02 Score 98.752 Data time: 0.0803, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.2362 [2020-10-18 20:10:32,207][root][INFO] - ===> Epoch[1390](6947/5): Loss -0.7025, Sem 0.0412, dir -0.9712, norm 0.2276, swav 0.0000 LR: 8.952e-02 Score 98.638 Data time: 0.0662, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.1447 [2020-10-18 20:10:34,324][root][INFO] - ===> Epoch[1390](6948/5): Loss -0.7020, Sem 0.0435, dir -0.9719, norm 0.2264, swav 0.0000 LR: 8.952e-02 Score 98.616 Data time: 0.0571, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.0228 [2020-10-18 20:10:36,505][root][INFO] - ===> Epoch[1390](6949/5): Loss -0.7301, Sem 0.0335, dir -0.9759, norm 0.2123, swav 0.0000 LR: 8.951e-02 Score 98.875 Data time: 0.0685, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.0989 [2020-10-18 20:10:38,590][root][INFO] - ===> Epoch[1390](6950/5): Loss -0.7441, Sem 0.0300, dir -0.9766, norm 0.2025, swav 0.0000 LR: 8.951e-02 Score 99.007 Data time: 0.0595, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.0173 [2020-10-18 20:10:40,666][root][INFO] - ===> Epoch[1391](6951/5): Loss -0.7328, Sem 0.0339, dir -0.9742, norm 0.2075, swav 0.0000 LR: 8.951e-02 Score 98.871 Data time: 0.0724, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.9619 [2020-10-18 20:10:42,827][root][INFO] - ===> Epoch[1391](6952/5): Loss -0.7333, Sem 0.0329, dir -0.9739, norm 0.2078, swav 0.0000 LR: 8.951e-02 Score 98.918 Data time: 0.0647, Forward time: 0.7697, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.0632 [2020-10-18 20:10:45,076][root][INFO] - ===> Epoch[1391](6953/5): Loss -0.7400, Sem 0.0323, dir -0.9756, norm 0.2033, swav 0.0000 LR: 8.951e-02 Score 98.933 Data time: 0.0702, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.1444 [2020-10-18 20:10:47,614][root][INFO] - ===> Epoch[1391](6954/5): Loss -0.7236, Sem 0.0353, dir -0.9720, norm 0.2131, swav 0.0000 LR: 8.951e-02 Score 98.829 Data time: 0.1006, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.4283 [2020-10-18 20:10:50,396][root][INFO] - ===> Epoch[1391](6955/5): Loss -0.6923, Sem 0.0377, dir -0.9739, norm 0.2439, swav 0.0000 LR: 8.950e-02 Score 98.762 Data time: 0.1045, Forward time: 0.7699, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.6511 [2020-10-18 20:10:52,195][root][INFO] - ===> Epoch[1392](6956/5): Loss -0.7426, Sem 0.0290, dir -0.9753, norm 0.2037, swav 0.0000 LR: 8.950e-02 Score 99.036 Data time: 0.0678, Forward time: 0.7699, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.6833 [2020-10-18 20:10:54,603][root][INFO] - ===> Epoch[1392](6957/5): Loss -0.7098, Sem 0.0360, dir -0.9724, norm 0.2265, swav 0.0000 LR: 8.950e-02 Score 98.789 Data time: 0.1742, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.3197 [2020-10-18 20:10:56,591][root][INFO] - ===> Epoch[1392](6958/5): Loss -0.7192, Sem 0.0411, dir -0.9718, norm 0.2116, swav 0.0000 LR: 8.950e-02 Score 98.633 Data time: 0.0674, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.9304 [2020-10-18 20:10:58,792][root][INFO] - ===> Epoch[1392](6959/5): Loss -0.7115, Sem 0.0347, dir -0.9747, norm 0.2285, swav 0.0000 LR: 8.950e-02 Score 98.869 Data time: 0.0568, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.1027 [2020-10-18 20:11:00,852][root][INFO] - ===> Epoch[1392](6960/5): Loss -0.7137, Sem 0.0336, dir -0.9740, norm 0.2267, swav 0.0000 LR: 8.950e-02 Score 98.916 Data time: 0.0610, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.9703 [2020-10-18 20:11:03,004][root][INFO] - ===> Epoch[1393](6961/5): Loss -0.7212, Sem 0.0355, dir -0.9746, norm 0.2179, swav 0.0000 LR: 8.950e-02 Score 98.849 Data time: 0.0796, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.0545 [2020-10-18 20:11:05,054][root][INFO] - ===> Epoch[1393](6962/5): Loss -0.7215, Sem 0.0366, dir -0.9738, norm 0.2156, swav 0.0000 LR: 8.949e-02 Score 98.809 Data time: 0.0782, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.9284 [2020-10-18 20:11:07,306][root][INFO] - ===> Epoch[1393](6963/5): Loss -0.7188, Sem 0.0374, dir -0.9725, norm 0.2162, swav 0.0000 LR: 8.949e-02 Score 98.782 Data time: 0.0553, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.1462 [2020-10-18 20:11:09,321][root][INFO] - ===> Epoch[1393](6964/5): Loss -0.7327, Sem 0.0309, dir -0.9769, norm 0.2133, swav 0.0000 LR: 8.949e-02 Score 98.963 Data time: 0.0736, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.9046 [2020-10-18 20:11:11,157][root][INFO] - ===> Epoch[1393](6965/5): Loss -0.7230, Sem 0.0362, dir -0.9732, norm 0.2139, swav 0.0000 LR: 8.949e-02 Score 98.785 Data time: 0.0628, Forward time: 0.7697, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.7267 [2020-10-18 20:11:13,369][root][INFO] - ===> Epoch[1394](6966/5): Loss -0.7169, Sem 0.0339, dir -0.9726, norm 0.2219, swav 0.0000 LR: 8.949e-02 Score 98.912 Data time: 0.0839, Forward time: 0.7698, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.1060 [2020-10-18 20:11:15,848][root][INFO] - ===> Epoch[1394](6967/5): Loss -0.7182, Sem 0.0336, dir -0.9751, norm 0.2233, swav 0.0000 LR: 8.949e-02 Score 98.900 Data time: 0.0790, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.3708 [2020-10-18 20:11:18,252][root][INFO] - ===> Epoch[1394](6968/5): Loss -0.7378, Sem 0.0360, dir -0.9736, norm 0.1999, swav 0.0000 LR: 8.948e-02 Score 98.785 Data time: 0.0705, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.2930 [2020-10-18 20:11:20,409][root][INFO] - ===> Epoch[1394](6969/5): Loss -0.7194, Sem 0.0330, dir -0.9770, norm 0.2246, swav 0.0000 LR: 8.948e-02 Score 98.935 Data time: 0.0751, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.0419 [2020-10-18 20:11:22,456][root][INFO] - ===> Epoch[1394](6970/5): Loss -0.7378, Sem 0.0340, dir -0.9754, norm 0.2036, swav 0.0000 LR: 8.948e-02 Score 98.865 Data time: 0.0941, Forward time: 0.7698, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.9370 [2020-10-18 20:11:24,859][root][INFO] - ===> Epoch[1395](6971/5): Loss -0.7162, Sem 0.0314, dir -0.9730, norm 0.2254, swav 0.0000 LR: 8.948e-02 Score 98.969 Data time: 0.0991, Forward time: 0.7698, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.2975 [2020-10-18 20:11:27,027][root][INFO] - ===> Epoch[1395](6972/5): Loss -0.7473, Sem 0.0341, dir -0.9743, norm 0.1929, swav 0.0000 LR: 8.948e-02 Score 98.840 Data time: 0.0843, Forward time: 0.7699, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.0516 [2020-10-18 20:11:29,255][root][INFO] - ===> Epoch[1395](6973/5): Loss -0.7166, Sem 0.0309, dir -0.9767, norm 0.2292, swav 0.0000 LR: 8.948e-02 Score 98.968 Data time: 0.0909, Forward time: 0.7699, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.1175 [2020-10-18 20:11:31,225][root][INFO] - ===> Epoch[1395](6974/5): Loss -0.7181, Sem 0.0339, dir -0.9739, norm 0.2219, swav 0.0000 LR: 8.948e-02 Score 98.864 Data time: 0.1316, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.8718 [2020-10-18 20:11:33,323][root][INFO] - ===> Epoch[1395](6975/5): Loss -0.7410, Sem 0.0361, dir -0.9735, norm 0.1964, swav 0.0000 LR: 8.947e-02 Score 98.770 Data time: 0.1325, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.9932 [2020-10-18 20:11:35,307][root][INFO] - ===> Epoch[1396](6976/5): Loss -0.7368, Sem 0.0302, dir -0.9760, norm 0.2091, swav 0.0000 LR: 8.947e-02 Score 99.019 Data time: 0.0937, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.8903 [2020-10-18 20:11:37,738][root][INFO] - ===> Epoch[1396](6977/5): Loss -0.7103, Sem 0.0368, dir -0.9744, norm 0.2273, swav 0.0000 LR: 8.947e-02 Score 98.829 Data time: 0.1280, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.3323 [2020-10-18 20:11:40,168][root][INFO] - ===> Epoch[1396](6978/5): Loss -0.7190, Sem 0.0321, dir -0.9742, norm 0.2231, swav 0.0000 LR: 8.947e-02 Score 98.936 Data time: 0.1433, Forward time: 0.7700, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.3313 [2020-10-18 20:11:42,353][root][INFO] - ===> Epoch[1396](6979/5): Loss -0.7332, Sem 0.0368, dir -0.9745, norm 0.2046, swav 0.0000 LR: 8.947e-02 Score 98.770 Data time: 0.0714, Forward time: 0.7700, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.0689 [2020-10-18 20:11:44,372][root][INFO] - ===> Epoch[1396](6980/5): Loss -0.7302, Sem 0.0338, dir -0.9748, norm 0.2108, swav 0.0000 LR: 8.947e-02 Score 98.905 Data time: 0.0488, Forward time: 0.7700, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.9415 [2020-10-18 20:11:46,417][root][INFO] - ===> Epoch[1397](6981/5): Loss -0.7219, Sem 0.0353, dir -0.9739, norm 0.2168, swav 0.0000 LR: 8.946e-02 Score 98.828 Data time: 0.0517, Forward time: 0.7699, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.9969 [2020-10-18 20:11:48,631][root][INFO] - ===> Epoch[1397](6982/5): Loss -0.7261, Sem 0.0337, dir -0.9749, norm 0.2151, swav 0.0000 LR: 8.946e-02 Score 98.886 Data time: 0.0738, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.1447 [2020-10-18 20:11:50,654][root][INFO] - ===> Epoch[1397](6983/5): Loss -0.7164, Sem 0.0368, dir -0.9724, norm 0.2192, swav 0.0000 LR: 8.946e-02 Score 98.791 Data time: 0.0683, Forward time: 0.7699, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.9093 [2020-10-18 20:11:52,923][root][INFO] - ===> Epoch[1397](6984/5): Loss -0.7244, Sem 0.0363, dir -0.9728, norm 0.2121, swav 0.0000 LR: 8.946e-02 Score 98.797 Data time: 0.0617, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.1728 [2020-10-18 20:11:54,932][root][INFO] - ===> Epoch[1397](6985/5): Loss -0.7388, Sem 0.0335, dir -0.9749, norm 0.2026, swav 0.0000 LR: 8.946e-02 Score 98.890 Data time: 0.0803, Forward time: 0.7699, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.9259 [2020-10-18 20:11:57,009][root][INFO] - ===> Epoch[1398](6986/5): Loss -0.7064, Sem 0.0346, dir -0.9733, norm 0.2323, swav 0.0000 LR: 8.946e-02 Score 98.835 Data time: 0.0531, Forward time: 0.7699, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.9654 [2020-10-18 20:11:58,968][root][INFO] - ===> Epoch[1398](6987/5): Loss -0.7267, Sem 0.0342, dir -0.9735, norm 0.2126, swav 0.0000 LR: 8.946e-02 Score 98.847 Data time: 0.0666, Forward time: 0.7699, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.8657 [2020-10-18 20:12:02,586][root][INFO] - ===> Epoch[1398](6988/5): Loss -0.7284, Sem 0.0323, dir -0.9745, norm 0.2138, swav 0.0000 LR: 8.945e-02 Score 98.922 Data time: 0.0681, Forward time: 0.7699, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 3.4927 [2020-10-18 20:12:04,672][root][INFO] - ===> Epoch[1398](6989/5): Loss -0.7269, Sem 0.0357, dir -0.9726, norm 0.2100, swav 0.0000 LR: 8.945e-02 Score 98.803 Data time: 0.0569, Forward time: 0.7698, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.9628 [2020-10-18 20:12:07,346][root][INFO] - ===> Epoch[1398](6990/5): Loss -0.7243, Sem 0.0354, dir -0.9735, norm 0.2138, swav 0.0000 LR: 8.945e-02 Score 98.793 Data time: 0.0703, Forward time: 0.7699, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.6055 [2020-10-18 20:12:09,437][root][INFO] - ===> Epoch[1399](6991/5): Loss -0.7508, Sem 0.0277, dir -0.9763, norm 0.1977, swav 0.0000 LR: 8.945e-02 Score 99.048 Data time: 0.0870, Forward time: 0.7699, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.9539 [2020-10-18 20:12:11,709][root][INFO] - ===> Epoch[1399](6992/5): Loss -0.7294, Sem 0.0336, dir -0.9747, norm 0.2116, swav 0.0000 LR: 8.945e-02 Score 98.850 Data time: 0.0610, Forward time: 0.7699, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.1443 [2020-10-18 20:12:13,985][root][INFO] - ===> Epoch[1399](6993/5): Loss -0.7218, Sem 0.0340, dir -0.9729, norm 0.2171, swav 0.0000 LR: 8.945e-02 Score 98.864 Data time: 0.0622, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.1918 [2020-10-18 20:12:16,192][root][INFO] - ===> Epoch[1399](6994/5): Loss -0.7133, Sem 0.0378, dir -0.9749, norm 0.2237, swav 0.0000 LR: 8.945e-02 Score 98.751 Data time: 0.0707, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.1053 [2020-10-18 20:12:18,775][root][INFO] - ===> Epoch[1399](6995/5): Loss -0.7385, Sem 0.0300, dir -0.9779, norm 0.2094, swav 0.0000 LR: 8.944e-02 Score 99.013 Data time: 0.0935, Forward time: 0.7699, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.4745 [2020-10-18 20:12:21,048][root][INFO] - ===> Epoch[1400](6996/5): Loss -0.7198, Sem 0.0381, dir -0.9722, norm 0.2144, swav 0.0000 LR: 8.944e-02 Score 98.718 Data time: 0.0759, Forward time: 0.7699, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.1389 [2020-10-18 20:12:23,205][root][INFO] - ===> Epoch[1400](6997/5): Loss -0.7522, Sem 0.0301, dir -0.9747, norm 0.1924, swav 0.0000 LR: 8.944e-02 Score 99.017 Data time: 0.0535, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.0397 [2020-10-18 20:12:25,149][root][INFO] - ===> Epoch[1400](6998/5): Loss -0.7186, Sem 0.0353, dir -0.9735, norm 0.2195, swav 0.0000 LR: 8.944e-02 Score 98.848 Data time: 0.0950, Forward time: 0.7698, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 1.8595 [2020-10-18 20:12:27,816][root][INFO] - ===> Epoch[1400](6999/5): Loss -0.7363, Sem 0.0333, dir -0.9743, norm 0.2046, swav 0.0000 LR: 8.944e-02 Score 98.901 Data time: 0.2098, Forward time: 0.7699, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.5707 [2020-10-18 20:12:29,928][root][INFO] - ===> Epoch[1400](7000/5): Loss -0.7269, Sem 0.0352, dir -0.9713, norm 0.2092, swav 0.0000 LR: 8.944e-02 Score 98.836 Data time: 0.0796, Forward time: 0.7699, Backward time: 1.1889, DDP time: 0.0030, Total iter time: 2.0069 [2020-10-18 20:12:31,203][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 20:12:31,378][root][INFO] - ===> Start testing [2020-10-18 20:13:08,381][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1146 Loss 0.268 (AVG: 0.470) Score 94.520 (AVG: 90.536) mIOU 69.394 mAP 84.232 mAcc 76.528 IOU: 62.082 0.000 76.913 75.034 94.480 92.155 39.074 75.998 98.365 63.187 81.273 86.114 57.451 mAP: 82.908 7.131 95.658 88.869 98.828 98.743 63.571 95.939 99.805 81.914 93.930 95.411 92.313 mAcc: 78.495 0.000 87.167 83.533 96.303 97.051 46.036 92.190 99.153 68.262 90.148 95.084 61.436 [2020-10-18 20:13:08,384][root][INFO] - Finished test. Elapsed time: 37.0033 [2020-10-18 20:13:11,863][root][INFO] - [2020-10-18 20:13:11,863][root][INFO] - ################################################################ [2020-10-18 20:13:11,864][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 20:13:11,864][root][INFO] - ################################################################ [2020-10-18 20:13:11,864][root][INFO] - clutter : nan nan nan [2020-10-18 20:13:11,864][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 20:13:11,864][root][INFO] - board : 0.795 0.853 0.897 [2020-10-18 20:13:11,864][root][INFO] - bookcase : 0.222 0.351 0.524 [2020-10-18 20:13:11,864][root][INFO] - ceiling : 0.601 0.626 0.677 [2020-10-18 20:13:11,864][root][INFO] - chair : 0.813 0.899 0.919 [2020-10-18 20:13:11,864][root][INFO] - column : 0.195 0.312 0.413 [2020-10-18 20:13:11,864][root][INFO] - door : 0.556 0.742 0.851 [2020-10-18 20:13:11,864][root][INFO] - floor : 0.705 0.705 0.767 [2020-10-18 20:13:11,864][root][INFO] - sofa : 0.353 0.545 0.727 [2020-10-18 20:13:11,864][root][INFO] - table : 0.170 0.350 0.640 [2020-10-18 20:13:11,864][root][INFO] - wall : 0.486 0.689 0.807 [2020-10-18 20:13:11,864][root][INFO] - window : 0.499 0.769 0.786 [2020-10-18 20:13:11,864][root][INFO] - ---------------------------------------------------------------- [2020-10-18 20:13:11,864][root][INFO] - average : 0.450 0.570 0.667 [2020-10-18 20:13:11,864][root][INFO] - [2020-10-18 20:13:12,006][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 20:13:12,915][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-10-18 20:13:13,057][root][INFO] - Current best mIoU: 69.394 at iter 7000 [2020-10-18 20:13:14,584][root][INFO] - ===> Epoch[1401](7001/5): Loss -0.7412, Sem 0.0335, dir -0.9741, norm 0.1995, swav 0.0000 LR: 8.943e-02 Score 98.893 Data time: 0.0634, Forward time: 0.7698, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.5220 [2020-10-18 20:13:16,474][root][INFO] - ===> Epoch[1401](7002/5): Loss -0.7525, Sem 0.0306, dir -0.9781, norm 0.1951, swav 0.0000 LR: 8.943e-02 Score 98.989 Data time: 0.1429, Forward time: 0.7698, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.8182 [2020-10-18 20:13:18,896][root][INFO] - ===> Epoch[1401](7003/5): Loss -0.7373, Sem 0.0317, dir -0.9758, norm 0.2068, swav 0.0000 LR: 8.943e-02 Score 98.946 Data time: 0.0771, Forward time: 0.7699, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.3068 [2020-10-18 20:13:20,780][root][INFO] - ===> Epoch[1401](7004/5): Loss -0.7502, Sem 0.0325, dir -0.9762, norm 0.1934, swav 0.0000 LR: 8.943e-02 Score 98.905 Data time: 0.0643, Forward time: 0.7698, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.7757 [2020-10-18 20:13:23,175][root][INFO] - ===> Epoch[1401](7005/5): Loss -0.7209, Sem 0.0370, dir -0.9734, norm 0.2154, swav 0.0000 LR: 8.943e-02 Score 98.783 Data time: 0.0836, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.3029 [2020-10-18 20:13:25,647][root][INFO] - ===> Epoch[1402](7006/5): Loss -0.7338, Sem 0.0309, dir -0.9753, norm 0.2107, swav 0.0000 LR: 8.943e-02 Score 98.985 Data time: 0.0825, Forward time: 0.7699, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.3656 [2020-10-18 20:13:27,636][root][INFO] - ===> Epoch[1402](7007/5): Loss -0.7452, Sem 0.0360, dir -0.9751, norm 0.1938, swav 0.0000 LR: 8.943e-02 Score 98.812 Data time: 0.0458, Forward time: 0.7699, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.8997 [2020-10-18 20:13:29,681][root][INFO] - ===> Epoch[1402](7008/5): Loss -0.7234, Sem 0.0315, dir -0.9744, norm 0.2195, swav 0.0000 LR: 8.942e-02 Score 98.933 Data time: 0.0764, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.9606 [2020-10-18 20:13:31,710][root][INFO] - ===> Epoch[1402](7009/5): Loss -0.7336, Sem 0.0363, dir -0.9746, norm 0.2047, swav 0.0000 LR: 8.942e-02 Score 98.795 Data time: 0.0637, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.9183 [2020-10-18 20:13:34,549][root][INFO] - ===> Epoch[1402](7010/5): Loss -0.7570, Sem 0.0294, dir -0.9755, norm 0.1891, swav 0.0000 LR: 8.942e-02 Score 99.025 Data time: 0.0886, Forward time: 0.7699, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.7472 [2020-10-18 20:13:36,801][root][INFO] - ===> Epoch[1403](7011/5): Loss -0.7206, Sem 0.0348, dir -0.9727, norm 0.2173, swav 0.0000 LR: 8.942e-02 Score 98.865 Data time: 0.0764, Forward time: 0.7699, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.1288 [2020-10-18 20:13:38,892][root][INFO] - ===> Epoch[1403](7012/5): Loss -0.7384, Sem 0.0347, dir -0.9752, norm 0.2021, swav 0.0000 LR: 8.942e-02 Score 98.855 Data time: 0.0919, Forward time: 0.7699, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.9849 [2020-10-18 20:13:41,398][root][INFO] - ===> Epoch[1403](7013/5): Loss -0.7298, Sem 0.0330, dir -0.9754, norm 0.2126, swav 0.0000 LR: 8.942e-02 Score 98.914 Data time: 0.0825, Forward time: 0.7699, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.3959 [2020-10-18 20:13:43,822][root][INFO] - ===> Epoch[1403](7014/5): Loss -0.7349, Sem 0.0327, dir -0.9724, norm 0.2048, swav 0.0000 LR: 8.941e-02 Score 98.903 Data time: 0.1152, Forward time: 0.7699, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.3276 [2020-10-18 20:13:45,815][root][INFO] - ===> Epoch[1403](7015/5): Loss -0.7434, Sem 0.0338, dir -0.9740, norm 0.1967, swav 0.0000 LR: 8.941e-02 Score 98.863 Data time: 0.0887, Forward time: 0.7700, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.8953 [2020-10-18 20:13:47,875][root][INFO] - ===> Epoch[1404](7016/5): Loss -0.7375, Sem 0.0340, dir -0.9760, norm 0.2045, swav 0.0000 LR: 8.941e-02 Score 98.862 Data time: 0.0553, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.9797 [2020-10-18 20:13:49,971][root][INFO] - ===> Epoch[1404](7017/5): Loss -0.7199, Sem 0.0344, dir -0.9717, norm 0.2175, swav 0.0000 LR: 8.941e-02 Score 98.854 Data time: 0.1566, Forward time: 0.7700, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.0428 [2020-10-18 20:13:52,330][root][INFO] - ===> Epoch[1404](7018/5): Loss -0.7200, Sem 0.0322, dir -0.9731, norm 0.2209, swav 0.0000 LR: 8.941e-02 Score 98.970 Data time: 0.1276, Forward time: 0.7700, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.2549 [2020-10-18 20:13:54,307][root][INFO] - ===> Epoch[1404](7019/5): Loss -0.7517, Sem 0.0287, dir -0.9770, norm 0.1965, swav 0.0000 LR: 8.941e-02 Score 99.031 Data time: 0.0674, Forward time: 0.7700, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.8679 [2020-10-18 20:13:56,377][root][INFO] - ===> Epoch[1404](7020/5): Loss -0.7213, Sem 0.0361, dir -0.9741, norm 0.2168, swav 0.0000 LR: 8.941e-02 Score 98.831 Data time: 0.0740, Forward time: 0.7700, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.9863 [2020-10-18 20:13:58,543][root][INFO] - ===> Epoch[1405](7021/5): Loss -0.7302, Sem 0.0337, dir -0.9735, norm 0.2096, swav 0.0000 LR: 8.940e-02 Score 98.882 Data time: 0.0768, Forward time: 0.7700, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.0436 [2020-10-18 20:14:00,545][root][INFO] - ===> Epoch[1405](7022/5): Loss -0.7405, Sem 0.0304, dir -0.9766, norm 0.2058, swav 0.0000 LR: 8.940e-02 Score 99.009 Data time: 0.0870, Forward time: 0.7700, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.8934 [2020-10-18 20:14:02,792][root][INFO] - ===> Epoch[1405](7023/5): Loss -0.7217, Sem 0.0297, dir -0.9766, norm 0.2252, swav 0.0000 LR: 8.940e-02 Score 99.019 Data time: 0.0794, Forward time: 0.7700, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.1363 [2020-10-18 20:14:05,398][root][INFO] - ===> Epoch[1405](7024/5): Loss -0.7309, Sem 0.0343, dir -0.9733, norm 0.2081, swav 0.0000 LR: 8.940e-02 Score 98.852 Data time: 0.0554, Forward time: 0.7700, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.4771 [2020-10-18 20:14:07,672][root][INFO] - ===> Epoch[1405](7025/5): Loss -0.7120, Sem 0.0343, dir -0.9734, norm 0.2272, swav 0.0000 LR: 8.940e-02 Score 98.847 Data time: 0.0822, Forward time: 0.7700, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.1831 [2020-10-18 20:14:09,682][root][INFO] - ===> Epoch[1406](7026/5): Loss -0.7198, Sem 0.0317, dir -0.9755, norm 0.2239, swav 0.0000 LR: 8.940e-02 Score 98.962 Data time: 0.0875, Forward time: 0.7700, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.9021 [2020-10-18 20:14:11,716][root][INFO] - ===> Epoch[1406](7027/5): Loss -0.7312, Sem 0.0348, dir -0.9755, norm 0.2095, swav 0.0000 LR: 8.940e-02 Score 98.808 Data time: 0.0782, Forward time: 0.7700, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.9232 [2020-10-18 20:14:13,756][root][INFO] - ===> Epoch[1406](7028/5): Loss -0.7284, Sem 0.0333, dir -0.9737, norm 0.2121, swav 0.0000 LR: 8.939e-02 Score 98.881 Data time: 0.0777, Forward time: 0.7700, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.9376 [2020-10-18 20:14:16,351][root][INFO] - ===> Epoch[1406](7029/5): Loss -0.7337, Sem 0.0320, dir -0.9742, norm 0.2085, swav 0.0000 LR: 8.939e-02 Score 98.964 Data time: 0.0806, Forward time: 0.7700, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.4974 [2020-10-18 20:14:18,855][root][INFO] - ===> Epoch[1406](7030/5): Loss -0.6980, Sem 0.0371, dir -0.9711, norm 0.2360, swav 0.0000 LR: 8.939e-02 Score 98.830 Data time: 0.0665, Forward time: 0.7700, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.3828 [2020-10-18 20:14:21,198][root][INFO] - ===> Epoch[1407](7031/5): Loss -0.7498, Sem 0.0302, dir -0.9752, norm 0.1952, swav 0.0000 LR: 8.939e-02 Score 98.969 Data time: 0.0722, Forward time: 0.7700, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.2479 [2020-10-18 20:14:23,883][root][INFO] - ===> Epoch[1407](7032/5): Loss -0.7293, Sem 0.0317, dir -0.9742, norm 0.2131, swav 0.0000 LR: 8.939e-02 Score 98.920 Data time: 0.0703, Forward time: 0.7700, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.5688 [2020-10-18 20:14:25,638][root][INFO] - ===> Epoch[1407](7033/5): Loss -0.7457, Sem 0.0321, dir -0.9771, norm 0.1992, swav 0.0000 LR: 8.939e-02 Score 98.926 Data time: 0.0628, Forward time: 0.7700, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.6564 [2020-10-18 20:14:27,870][root][INFO] - ===> Epoch[1407](7034/5): Loss -0.7415, Sem 0.0310, dir -0.9756, norm 0.2031, swav 0.0000 LR: 8.938e-02 Score 98.957 Data time: 0.0591, Forward time: 0.7700, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.1467 [2020-10-18 20:14:30,068][root][INFO] - ===> Epoch[1407](7035/5): Loss -0.7322, Sem 0.0347, dir -0.9748, norm 0.2078, swav 0.0000 LR: 8.938e-02 Score 98.855 Data time: 0.0589, Forward time: 0.7700, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.1291 [2020-10-18 20:14:31,841][root][INFO] - ===> Epoch[1408](7036/5): Loss -0.6974, Sem 0.0399, dir -0.9705, norm 0.2332, swav 0.0000 LR: 8.938e-02 Score 98.662 Data time: 0.0582, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.6859 [2020-10-18 20:14:34,128][root][INFO] - ===> Epoch[1408](7037/5): Loss -0.7201, Sem 0.0300, dir -0.9749, norm 0.2249, swav 0.0000 LR: 8.938e-02 Score 99.011 Data time: 0.0700, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.1983 [2020-10-18 20:14:36,254][root][INFO] - ===> Epoch[1408](7038/5): Loss -0.7172, Sem 0.0317, dir -0.9738, norm 0.2250, swav 0.0000 LR: 8.938e-02 Score 98.928 Data time: 0.0973, Forward time: 0.7700, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.9954 [2020-10-18 20:14:38,511][root][INFO] - ===> Epoch[1408](7039/5): Loss -0.7319, Sem 0.0319, dir -0.9761, norm 0.2122, swav 0.0000 LR: 8.938e-02 Score 98.937 Data time: 0.0708, Forward time: 0.7700, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.1396 [2020-10-18 20:14:40,359][root][INFO] - ===> Epoch[1408](7040/5): Loss -0.7366, Sem 0.0316, dir -0.9765, norm 0.2083, swav 0.0000 LR: 8.938e-02 Score 98.949 Data time: 0.0796, Forward time: 0.7700, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.7502 [2020-10-18 20:14:42,334][root][INFO] - ===> Epoch[1409](7041/5): Loss -0.7168, Sem 0.0368, dir -0.9738, norm 0.2201, swav 0.0000 LR: 8.937e-02 Score 98.788 Data time: 0.1011, Forward time: 0.7700, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.8650 [2020-10-18 20:14:44,667][root][INFO] - ===> Epoch[1409](7042/5): Loss -0.7059, Sem 0.0336, dir -0.9734, norm 0.2338, swav 0.0000 LR: 8.937e-02 Score 98.921 Data time: 0.0798, Forward time: 0.7700, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.2250 [2020-10-18 20:14:47,294][root][INFO] - ===> Epoch[1409](7043/5): Loss -0.6979, Sem 0.0365, dir -0.9716, norm 0.2372, swav 0.0000 LR: 8.937e-02 Score 98.789 Data time: 0.0729, Forward time: 0.7700, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.5331 [2020-10-18 20:14:49,306][root][INFO] - ===> Epoch[1409](7044/5): Loss -0.7251, Sem 0.0318, dir -0.9719, norm 0.2149, swav 0.0000 LR: 8.937e-02 Score 98.948 Data time: 0.0649, Forward time: 0.7699, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.9014 [2020-10-18 20:14:51,409][root][INFO] - ===> Epoch[1409](7045/5): Loss -0.7202, Sem 0.0336, dir -0.9757, norm 0.2220, swav 0.0000 LR: 8.937e-02 Score 98.889 Data time: 0.0677, Forward time: 0.7699, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.0147 [2020-10-18 20:14:53,459][root][INFO] - ===> Epoch[1410](7046/5): Loss -0.7340, Sem 0.0362, dir -0.9758, norm 0.2056, swav 0.0000 LR: 8.937e-02 Score 98.811 Data time: 0.0674, Forward time: 0.7699, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.9603 [2020-10-18 20:14:55,763][root][INFO] - ===> Epoch[1410](7047/5): Loss -0.6981, Sem 0.0447, dir -0.9698, norm 0.2270, swav 0.0000 LR: 8.936e-02 Score 98.561 Data time: 0.0613, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.2144 [2020-10-18 20:14:58,477][root][INFO] - ===> Epoch[1410](7048/5): Loss -0.7255, Sem 0.0327, dir -0.9756, norm 0.2174, swav 0.0000 LR: 8.936e-02 Score 98.920 Data time: 0.0853, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.6359 [2020-10-18 20:15:00,563][root][INFO] - ===> Epoch[1410](7049/5): Loss -0.7428, Sem 0.0289, dir -0.9784, norm 0.2066, swav 0.0000 LR: 8.936e-02 Score 99.038 Data time: 0.0747, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.9742 [2020-10-18 20:15:02,380][root][INFO] - ===> Epoch[1410](7050/5): Loss -0.7449, Sem 0.0335, dir -0.9759, norm 0.1975, swav 0.0000 LR: 8.936e-02 Score 98.922 Data time: 0.0760, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.7296 [2020-10-18 20:15:04,592][root][INFO] - ===> Epoch[1411](7051/5): Loss -0.7329, Sem 0.0337, dir -0.9771, norm 0.2105, swav 0.0000 LR: 8.936e-02 Score 98.950 Data time: 0.0516, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.1192 [2020-10-18 20:15:07,235][root][INFO] - ===> Epoch[1411](7052/5): Loss -0.7276, Sem 0.0315, dir -0.9735, norm 0.2145, swav 0.0000 LR: 8.936e-02 Score 98.947 Data time: 0.0797, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.5301 [2020-10-18 20:15:09,366][root][INFO] - ===> Epoch[1411](7053/5): Loss -0.7407, Sem 0.0368, dir -0.9763, norm 0.1988, swav 0.0000 LR: 8.936e-02 Score 98.829 Data time: 0.0646, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.0206 [2020-10-18 20:15:11,573][root][INFO] - ===> Epoch[1411](7054/5): Loss -0.7262, Sem 0.0373, dir -0.9736, norm 0.2101, swav 0.0000 LR: 8.935e-02 Score 98.750 Data time: 0.0610, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.1234 [2020-10-18 20:15:14,175][root][INFO] - ===> Epoch[1411](7055/5): Loss -0.7242, Sem 0.0380, dir -0.9713, norm 0.2090, swav 0.0000 LR: 8.935e-02 Score 98.736 Data time: 0.0773, Forward time: 0.7699, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.4863 [2020-10-18 20:15:16,200][root][INFO] - ===> Epoch[1412](7056/5): Loss -0.7254, Sem 0.0351, dir -0.9755, norm 0.2150, swav 0.0000 LR: 8.935e-02 Score 98.844 Data time: 0.0680, Forward time: 0.7698, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 1.9219 [2020-10-18 20:15:18,377][root][INFO] - ===> Epoch[1412](7057/5): Loss -0.7454, Sem 0.0371, dir -0.9755, norm 0.1930, swav 0.0000 LR: 8.935e-02 Score 98.851 Data time: 0.0694, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.0449 [2020-10-18 20:15:20,363][root][INFO] - ===> Epoch[1412](7058/5): Loss -0.7359, Sem 0.0319, dir -0.9758, norm 0.2080, swav 0.0000 LR: 8.935e-02 Score 98.921 Data time: 0.0829, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.8757 [2020-10-18 20:15:22,987][root][INFO] - ===> Epoch[1412](7059/5): Loss -0.7470, Sem 0.0309, dir -0.9765, norm 0.1986, swav 0.0000 LR: 8.935e-02 Score 98.955 Data time: 0.0529, Forward time: 0.7699, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.5197 [2020-10-18 20:15:25,288][root][INFO] - ===> Epoch[1412](7060/5): Loss -0.7209, Sem 0.0367, dir -0.9745, norm 0.2169, swav 0.0000 LR: 8.935e-02 Score 98.806 Data time: 0.0949, Forward time: 0.7699, Backward time: 1.1888, DDP time: 0.0030, Total iter time: 2.2132 [2020-10-18 20:15:27,553][root][INFO] - ===> Epoch[1413](7061/5): Loss -0.7485, Sem 0.0306, dir -0.9759, norm 0.1968, swav 0.0000 LR: 8.934e-02 Score 98.979 Data time: 0.0917, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.1569 [2020-10-18 20:15:29,412][root][INFO] - ===> Epoch[1413](7062/5): Loss -0.7288, Sem 0.0333, dir -0.9742, norm 0.2121, swav 0.0000 LR: 8.934e-02 Score 98.891 Data time: 0.0603, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.7544 [2020-10-18 20:15:31,307][root][INFO] - ===> Epoch[1413](7063/5): Loss -0.7377, Sem 0.0358, dir -0.9735, norm 0.1999, swav 0.0000 LR: 8.934e-02 Score 98.788 Data time: 0.0817, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.8034 [2020-10-18 20:15:33,365][root][INFO] - ===> Epoch[1413](7064/5): Loss -0.7345, Sem 0.0329, dir -0.9764, norm 0.2090, swav 0.0000 LR: 8.934e-02 Score 98.899 Data time: 0.0814, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 1.9472 [2020-10-18 20:15:35,492][root][INFO] - ===> Epoch[1413](7065/5): Loss -0.7174, Sem 0.0375, dir -0.9730, norm 0.2181, swav 0.0000 LR: 8.934e-02 Score 98.796 Data time: 0.0587, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.0383 [2020-10-18 20:15:37,730][root][INFO] - ===> Epoch[1414](7066/5): Loss -0.7397, Sem 0.0384, dir -0.9735, norm 0.1954, swav 0.0000 LR: 8.934e-02 Score 98.740 Data time: 0.0957, Forward time: 0.7699, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.1265 [2020-10-18 20:15:40,285][root][INFO] - ===> Epoch[1414](7067/5): Loss -0.7208, Sem 0.0300, dir -0.9758, norm 0.2251, swav 0.0000 LR: 8.933e-02 Score 99.002 Data time: 0.0796, Forward time: 0.7699, Backward time: 1.1887, DDP time: 0.0030, Total iter time: 2.4410 [2020-10-18 20:15:42,113][root][INFO] - ===> Epoch[1414](7068/5): Loss -0.7310, Sem 0.0323, dir -0.9734, norm 0.2100, swav 0.0000 LR: 8.933e-02 Score 98.887 Data time: 0.0816, Forward time: 0.7699, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.7072 [2020-10-18 20:15:44,127][root][INFO] - ===> Epoch[1414](7069/5): Loss -0.7159, Sem 0.0324, dir -0.9736, norm 0.2253, swav 0.0000 LR: 8.933e-02 Score 98.908 Data time: 0.0802, Forward time: 0.7699, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 1.9116 [2020-10-18 20:15:46,281][root][INFO] - ===> Epoch[1414](7070/5): Loss -0.7354, Sem 0.0332, dir -0.9754, norm 0.2069, swav 0.0000 LR: 8.933e-02 Score 98.868 Data time: 0.0760, Forward time: 0.7699, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.0418 [2020-10-18 20:15:48,480][root][INFO] - ===> Epoch[1415](7071/5): Loss -0.7333, Sem 0.0343, dir -0.9764, norm 0.2088, swav 0.0000 LR: 8.933e-02 Score 98.861 Data time: 0.0826, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.1045 [2020-10-18 20:15:50,575][root][INFO] - ===> Epoch[1415](7072/5): Loss -0.6997, Sem 0.0357, dir -0.9713, norm 0.2358, swav 0.0000 LR: 8.933e-02 Score 98.831 Data time: 0.0649, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.9821 [2020-10-18 20:15:52,606][root][INFO] - ===> Epoch[1415](7073/5): Loss -0.7072, Sem 0.0358, dir -0.9747, norm 0.2316, swav 0.0000 LR: 8.933e-02 Score 98.892 Data time: 0.0635, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.9351 [2020-10-18 20:15:55,196][root][INFO] - ===> Epoch[1415](7074/5): Loss -0.7050, Sem 0.0331, dir -0.9729, norm 0.2348, swav 0.0000 LR: 8.932e-02 Score 98.898 Data time: 0.0773, Forward time: 0.7699, Backward time: 1.1886, DDP time: 0.0030, Total iter time: 2.4946 [2020-10-18 20:15:57,048][root][INFO] - ===> Epoch[1415](7075/5): Loss -0.7403, Sem 0.0370, dir -0.9754, norm 0.1981, swav 0.0000 LR: 8.932e-02 Score 98.777 Data time: 0.0785, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.7320 [2020-10-18 20:15:59,193][root][INFO] - ===> Epoch[1416](7076/5): Loss -0.7180, Sem 0.0316, dir -0.9745, norm 0.2249, swav 0.0000 LR: 8.932e-02 Score 98.947 Data time: 0.0887, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.0354 [2020-10-18 20:16:01,436][root][INFO] - ===> Epoch[1416](7077/5): Loss -0.7004, Sem 0.0315, dir -0.9714, norm 0.2395, swav 0.0000 LR: 8.932e-02 Score 98.963 Data time: 0.0895, Forward time: 0.7700, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.1304 [2020-10-18 20:16:03,521][root][INFO] - ===> Epoch[1416](7078/5): Loss -0.7173, Sem 0.0336, dir -0.9741, norm 0.2232, swav 0.0000 LR: 8.932e-02 Score 98.891 Data time: 0.0719, Forward time: 0.7700, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.9887 [2020-10-18 20:16:05,605][root][INFO] - ===> Epoch[1416](7079/5): Loss -0.7175, Sem 0.0352, dir -0.9706, norm 0.2180, swav 0.0000 LR: 8.932e-02 Score 98.824 Data time: 0.0929, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.9963 [2020-10-18 20:16:07,568][root][INFO] - ===> Epoch[1416](7080/5): Loss -0.7269, Sem 0.0313, dir -0.9733, norm 0.2151, swav 0.0000 LR: 8.931e-02 Score 98.950 Data time: 0.0842, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.8619 [2020-10-18 20:16:10,226][root][INFO] - ===> Epoch[1417](7081/5): Loss -0.7181, Sem 0.0327, dir -0.9751, norm 0.2243, swav 0.0000 LR: 8.931e-02 Score 98.935 Data time: 0.0645, Forward time: 0.7700, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.5439 [2020-10-18 20:16:12,468][root][INFO] - ===> Epoch[1417](7082/5): Loss -0.7065, Sem 0.0319, dir -0.9738, norm 0.2353, swav 0.0000 LR: 8.931e-02 Score 98.955 Data time: 0.0802, Forward time: 0.7700, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.1456 [2020-10-18 20:16:14,389][root][INFO] - ===> Epoch[1417](7083/5): Loss -0.7444, Sem 0.0299, dir -0.9781, norm 0.2038, swav 0.0000 LR: 8.931e-02 Score 98.989 Data time: 0.0755, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.8003 [2020-10-18 20:16:16,611][root][INFO] - ===> Epoch[1417](7084/5): Loss -0.7104, Sem 0.0341, dir -0.9747, norm 0.2301, swav 0.0000 LR: 8.931e-02 Score 98.948 Data time: 0.0654, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.1247 [2020-10-18 20:16:18,863][root][INFO] - ===> Epoch[1417](7085/5): Loss -0.7050, Sem 0.0395, dir -0.9694, norm 0.2249, swav 0.0000 LR: 8.931e-02 Score 98.680 Data time: 0.0564, Forward time: 0.7700, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.1439 [2020-10-18 20:16:20,885][root][INFO] - ===> Epoch[1418](7086/5): Loss -0.7259, Sem 0.0355, dir -0.9731, norm 0.2117, swav 0.0000 LR: 8.931e-02 Score 98.814 Data time: 0.0719, Forward time: 0.7699, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.9358 [2020-10-18 20:16:23,314][root][INFO] - ===> Epoch[1418](7087/5): Loss -0.6917, Sem 0.0364, dir -0.9716, norm 0.2435, swav 0.0000 LR: 8.930e-02 Score 98.800 Data time: 0.0648, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.3335 [2020-10-18 20:16:25,596][root][INFO] - ===> Epoch[1418](7088/5): Loss -0.7321, Sem 0.0303, dir -0.9758, norm 0.2135, swav 0.0000 LR: 8.930e-02 Score 99.003 Data time: 0.0750, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.1899 [2020-10-18 20:16:27,638][root][INFO] - ===> Epoch[1418](7089/5): Loss -0.7356, Sem 0.0351, dir -0.9745, norm 0.2038, swav 0.0000 LR: 8.930e-02 Score 98.841 Data time: 0.0766, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.9252 [2020-10-18 20:16:30,435][root][INFO] - ===> Epoch[1418](7090/5): Loss -0.7234, Sem 0.0352, dir -0.9731, norm 0.2145, swav 0.0000 LR: 8.930e-02 Score 98.845 Data time: 0.1247, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.6937 [2020-10-18 20:16:32,497][root][INFO] - ===> Epoch[1419](7091/5): Loss -0.7245, Sem 0.0347, dir -0.9736, norm 0.2144, swav 0.0000 LR: 8.930e-02 Score 98.839 Data time: 0.0865, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.9672 [2020-10-18 20:16:34,653][root][INFO] - ===> Epoch[1419](7092/5): Loss -0.7448, Sem 0.0314, dir -0.9759, norm 0.1998, swav 0.0000 LR: 8.930e-02 Score 98.929 Data time: 0.0590, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.0485 [2020-10-18 20:16:36,601][root][INFO] - ===> Epoch[1419](7093/5): Loss -0.7038, Sem 0.0343, dir -0.9724, norm 0.2343, swav 0.0000 LR: 8.929e-02 Score 98.883 Data time: 0.0653, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.8741 [2020-10-18 20:16:39,137][root][INFO] - ===> Epoch[1419](7094/5): Loss -0.7197, Sem 0.0319, dir -0.9752, norm 0.2237, swav 0.0000 LR: 8.929e-02 Score 98.934 Data time: 0.0872, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.4603 [2020-10-18 20:16:41,164][root][INFO] - ===> Epoch[1419](7095/5): Loss -0.7042, Sem 0.0372, dir -0.9718, norm 0.2304, swav 0.0000 LR: 8.929e-02 Score 98.793 Data time: 0.0736, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.9167 [2020-10-18 20:16:43,343][root][INFO] - ===> Epoch[1420](7096/5): Loss -0.7271, Sem 0.0356, dir -0.9741, norm 0.2113, swav 0.0000 LR: 8.929e-02 Score 98.854 Data time: 0.0894, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.0755 [2020-10-18 20:16:45,419][root][INFO] - ===> Epoch[1420](7097/5): Loss -0.7330, Sem 0.0344, dir -0.9745, norm 0.2071, swav 0.0000 LR: 8.929e-02 Score 98.852 Data time: 0.0830, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.9709 [2020-10-18 20:16:47,568][root][INFO] - ===> Epoch[1420](7098/5): Loss -0.7372, Sem 0.0319, dir -0.9755, norm 0.2065, swav 0.0000 LR: 8.929e-02 Score 98.914 Data time: 0.0766, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.0502 [2020-10-18 20:16:49,931][root][INFO] - ===> Epoch[1420](7099/5): Loss -0.7206, Sem 0.0309, dir -0.9757, norm 0.2243, swav 0.0000 LR: 8.929e-02 Score 98.974 Data time: 0.1197, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.2674 [2020-10-18 20:16:52,168][root][INFO] - ===> Epoch[1420](7100/5): Loss -0.7145, Sem 0.0362, dir -0.9710, norm 0.2202, swav 0.0000 LR: 8.928e-02 Score 98.816 Data time: 0.0911, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.1312 [2020-10-18 20:16:53,350][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 20:16:55,171][root][INFO] - ===> Epoch[1421](7101/5): Loss -0.7228, Sem 0.0318, dir -0.9746, norm 0.2200, swav 0.0000 LR: 8.928e-02 Score 98.908 Data time: 0.0791, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.5823 [2020-10-18 20:16:57,163][root][INFO] - ===> Epoch[1421](7102/5): Loss -0.7431, Sem 0.0338, dir -0.9763, norm 0.1994, swav 0.0000 LR: 8.928e-02 Score 98.892 Data time: 0.0893, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.8990 [2020-10-18 20:16:59,120][root][INFO] - ===> Epoch[1421](7103/5): Loss -0.7348, Sem 0.0347, dir -0.9754, norm 0.2060, swav 0.0000 LR: 8.928e-02 Score 98.836 Data time: 0.0843, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.8553 [2020-10-18 20:17:01,309][root][INFO] - ===> Epoch[1421](7104/5): Loss -0.7289, Sem 0.0318, dir -0.9754, norm 0.2147, swav 0.0000 LR: 8.928e-02 Score 98.956 Data time: 0.0730, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.0837 [2020-10-18 20:17:04,364][root][INFO] - ===> Epoch[1421](7105/5): Loss -0.6949, Sem 0.0418, dir -0.9717, norm 0.2351, swav 0.0000 LR: 8.928e-02 Score 98.681 Data time: 0.0752, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.9597 [2020-10-18 20:17:06,539][root][INFO] - ===> Epoch[1422](7106/5): Loss -0.7416, Sem 0.0294, dir -0.9761, norm 0.2051, swav 0.0000 LR: 8.928e-02 Score 99.021 Data time: 0.0803, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.0824 [2020-10-18 20:17:08,994][root][INFO] - ===> Epoch[1422](7107/5): Loss -0.7453, Sem 0.0320, dir -0.9767, norm 0.1994, swav 0.0000 LR: 8.927e-02 Score 98.885 Data time: 0.0764, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.3516 [2020-10-18 20:17:11,228][root][INFO] - ===> Epoch[1422](7108/5): Loss -0.7343, Sem 0.0296, dir -0.9755, norm 0.2116, swav 0.0000 LR: 8.927e-02 Score 99.023 Data time: 0.0792, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.1455 [2020-10-18 20:17:13,334][root][INFO] - ===> Epoch[1422](7109/5): Loss -0.7423, Sem 0.0350, dir -0.9763, norm 0.1990, swav 0.0000 LR: 8.927e-02 Score 98.864 Data time: 0.0625, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.9988 [2020-10-18 20:17:16,164][root][INFO] - ===> Epoch[1422](7110/5): Loss -0.7292, Sem 0.0326, dir -0.9740, norm 0.2122, swav 0.0000 LR: 8.927e-02 Score 98.908 Data time: 0.0667, Forward time: 0.7700, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.7596 [2020-10-18 20:17:18,006][root][INFO] - ===> Epoch[1423](7111/5): Loss -0.7395, Sem 0.0337, dir -0.9736, norm 0.2004, swav 0.0000 LR: 8.927e-02 Score 98.873 Data time: 0.0725, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.7329 [2020-10-18 20:17:20,032][root][INFO] - ===> Epoch[1423](7112/5): Loss -0.7300, Sem 0.0320, dir -0.9727, norm 0.2107, swav 0.0000 LR: 8.927e-02 Score 98.949 Data time: 0.0551, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.9254 [2020-10-18 20:17:22,132][root][INFO] - ===> Epoch[1423](7113/5): Loss -0.7207, Sem 0.0386, dir -0.9746, norm 0.2154, swav 0.0000 LR: 8.926e-02 Score 98.779 Data time: 0.0638, Forward time: 0.7699, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.0259 [2020-10-18 20:17:24,434][root][INFO] - ===> Epoch[1423](7114/5): Loss -0.7404, Sem 0.0325, dir -0.9763, norm 0.2033, swav 0.0000 LR: 8.926e-02 Score 98.951 Data time: 0.0621, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.2106 [2020-10-18 20:17:26,453][root][INFO] - ===> Epoch[1423](7115/5): Loss -0.7163, Sem 0.0392, dir -0.9724, norm 0.2169, swav 0.0000 LR: 8.926e-02 Score 98.698 Data time: 0.0698, Forward time: 0.7699, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.9616 [2020-10-18 20:17:28,484][root][INFO] - ===> Epoch[1424](7116/5): Loss -0.7412, Sem 0.0326, dir -0.9750, norm 0.2011, swav 0.0000 LR: 8.926e-02 Score 98.920 Data time: 0.0789, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.9288 [2020-10-18 20:17:30,743][root][INFO] - ===> Epoch[1424](7117/5): Loss -0.7334, Sem 0.0336, dir -0.9731, norm 0.2061, swav 0.0000 LR: 8.926e-02 Score 98.901 Data time: 0.0614, Forward time: 0.7699, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.1681 [2020-10-18 20:17:33,056][root][INFO] - ===> Epoch[1424](7118/5): Loss -0.7255, Sem 0.0351, dir -0.9728, norm 0.2122, swav 0.0000 LR: 8.926e-02 Score 98.825 Data time: 0.0592, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.1942 [2020-10-18 20:17:35,164][root][INFO] - ===> Epoch[1424](7119/5): Loss -0.7201, Sem 0.0389, dir -0.9748, norm 0.2158, swav 0.0000 LR: 8.926e-02 Score 98.724 Data time: 0.0887, Forward time: 0.7699, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.0295 [2020-10-18 20:17:37,176][root][INFO] - ===> Epoch[1424](7120/5): Loss -0.7339, Sem 0.0327, dir -0.9752, norm 0.2086, swav 0.0000 LR: 8.925e-02 Score 98.932 Data time: 0.0843, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.8915 [2020-10-18 20:17:39,519][root][INFO] - ===> Epoch[1425](7121/5): Loss -0.7235, Sem 0.0331, dir -0.9737, norm 0.2171, swav 0.0000 LR: 8.925e-02 Score 98.918 Data time: 0.0718, Forward time: 0.7699, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.2430 [2020-10-18 20:17:41,642][root][INFO] - ===> Epoch[1425](7122/5): Loss -0.7195, Sem 0.0325, dir -0.9728, norm 0.2208, swav 0.0000 LR: 8.925e-02 Score 98.912 Data time: 0.0615, Forward time: 0.7699, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.0712 [2020-10-18 20:17:44,048][root][INFO] - ===> Epoch[1425](7123/5): Loss -0.7227, Sem 0.0338, dir -0.9744, norm 0.2179, swav 0.0000 LR: 8.925e-02 Score 98.866 Data time: 0.0714, Forward time: 0.7699, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.3061 [2020-10-18 20:17:46,490][root][INFO] - ===> Epoch[1425](7124/5): Loss -0.7112, Sem 0.0353, dir -0.9725, norm 0.2259, swav 0.0000 LR: 8.925e-02 Score 98.835 Data time: 0.1082, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.3286 [2020-10-18 20:17:48,593][root][INFO] - ===> Epoch[1425](7125/5): Loss -0.7350, Sem 0.0313, dir -0.9753, norm 0.2089, swav 0.0000 LR: 8.925e-02 Score 98.951 Data time: 0.0836, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.9904 [2020-10-18 20:17:50,658][root][INFO] - ===> Epoch[1426](7126/5): Loss -0.7121, Sem 0.0338, dir -0.9719, norm 0.2260, swav 0.0000 LR: 8.924e-02 Score 98.876 Data time: 0.0860, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.9623 [2020-10-18 20:17:52,706][root][INFO] - ===> Epoch[1426](7127/5): Loss -0.7204, Sem 0.0319, dir -0.9751, norm 0.2229, swav 0.0000 LR: 8.924e-02 Score 98.923 Data time: 0.0679, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.9308 [2020-10-18 20:17:54,790][root][INFO] - ===> Epoch[1426](7128/5): Loss -0.7184, Sem 0.0349, dir -0.9722, norm 0.2188, swav 0.0000 LR: 8.924e-02 Score 98.828 Data time: 0.0693, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.9995 [2020-10-18 20:17:56,999][root][INFO] - ===> Epoch[1426](7129/5): Loss -0.7043, Sem 0.0313, dir -0.9746, norm 0.2390, swav 0.0000 LR: 8.924e-02 Score 98.976 Data time: 0.0642, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.1254 [2020-10-18 20:17:59,108][root][INFO] - ===> Epoch[1426](7130/5): Loss -0.7212, Sem 0.0330, dir -0.9735, norm 0.2193, swav 0.0000 LR: 8.924e-02 Score 98.899 Data time: 0.0903, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.9875 [2020-10-18 20:18:01,358][root][INFO] - ===> Epoch[1427](7131/5): Loss -0.7099, Sem 0.0358, dir -0.9738, norm 0.2281, swav 0.0000 LR: 8.924e-02 Score 98.808 Data time: 0.0635, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.1371 [2020-10-18 20:18:03,489][root][INFO] - ===> Epoch[1427](7132/5): Loss -0.7263, Sem 0.0326, dir -0.9750, norm 0.2161, swav 0.0000 LR: 8.924e-02 Score 98.909 Data time: 0.0711, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.0468 [2020-10-18 20:18:05,705][root][INFO] - ===> Epoch[1427](7133/5): Loss -0.7208, Sem 0.0317, dir -0.9736, norm 0.2211, swav 0.0000 LR: 8.923e-02 Score 98.975 Data time: 0.1714, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.1132 [2020-10-18 20:18:08,197][root][INFO] - ===> Epoch[1427](7134/5): Loss -0.6888, Sem 0.0368, dir -0.9716, norm 0.2460, swav 0.0000 LR: 8.923e-02 Score 98.794 Data time: 0.1350, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.3831 [2020-10-18 20:18:10,384][root][INFO] - ===> Epoch[1427](7135/5): Loss -0.7217, Sem 0.0290, dir -0.9752, norm 0.2245, swav 0.0000 LR: 8.923e-02 Score 99.046 Data time: 0.0806, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.0648 [2020-10-18 20:18:12,715][root][INFO] - ===> Epoch[1428](7136/5): Loss -0.7161, Sem 0.0334, dir -0.9742, norm 0.2247, swav 0.0000 LR: 8.923e-02 Score 98.910 Data time: 0.0868, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.2196 [2020-10-18 20:18:15,007][root][INFO] - ===> Epoch[1428](7137/5): Loss -0.7266, Sem 0.0343, dir -0.9748, norm 0.2138, swav 0.0000 LR: 8.923e-02 Score 98.861 Data time: 0.0593, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.1824 [2020-10-18 20:18:17,092][root][INFO] - ===> Epoch[1428](7138/5): Loss -0.7310, Sem 0.0319, dir -0.9742, norm 0.2113, swav 0.0000 LR: 8.923e-02 Score 98.955 Data time: 0.0722, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.9960 [2020-10-18 20:18:18,945][root][INFO] - ===> Epoch[1428](7139/5): Loss -0.7376, Sem 0.0338, dir -0.9735, norm 0.2020, swav 0.0000 LR: 8.923e-02 Score 98.863 Data time: 0.0550, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.7455 [2020-10-18 20:18:21,035][root][INFO] - ===> Epoch[1428](7140/5): Loss -0.6934, Sem 0.0366, dir -0.9719, norm 0.2419, swav 0.0000 LR: 8.922e-02 Score 98.803 Data time: 0.0687, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.0060 [2020-10-18 20:18:23,236][root][INFO] - ===> Epoch[1429](7141/5): Loss -0.7441, Sem 0.0301, dir -0.9779, norm 0.2037, swav 0.0000 LR: 8.922e-02 Score 98.999 Data time: 0.0867, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.0756 [2020-10-18 20:18:26,447][root][INFO] - ===> Epoch[1429](7142/5): Loss -0.7142, Sem 0.0340, dir -0.9728, norm 0.2246, swav 0.0000 LR: 8.922e-02 Score 98.860 Data time: 0.1740, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 3.0858 [2020-10-18 20:18:28,473][root][INFO] - ===> Epoch[1429](7143/5): Loss -0.7139, Sem 0.0335, dir -0.9734, norm 0.2260, swav 0.0000 LR: 8.922e-02 Score 98.928 Data time: 0.0907, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.8915 [2020-10-18 20:18:30,596][root][INFO] - ===> Epoch[1429](7144/5): Loss -0.7360, Sem 0.0350, dir -0.9755, norm 0.2046, swav 0.0000 LR: 8.922e-02 Score 98.858 Data time: 0.0435, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.0154 [2020-10-18 20:18:32,533][root][INFO] - ===> Epoch[1429](7145/5): Loss -0.6970, Sem 0.0355, dir -0.9726, norm 0.2401, swav 0.0000 LR: 8.922e-02 Score 98.799 Data time: 0.0501, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.8637 [2020-10-18 20:18:34,535][root][INFO] - ===> Epoch[1430](7146/5): Loss -0.7300, Sem 0.0368, dir -0.9748, norm 0.2081, swav 0.0000 LR: 8.921e-02 Score 98.737 Data time: 0.0560, Forward time: 0.7699, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.9185 [2020-10-18 20:18:37,008][root][INFO] - ===> Epoch[1430](7147/5): Loss -0.7082, Sem 0.0368, dir -0.9720, norm 0.2270, swav 0.0000 LR: 8.921e-02 Score 98.768 Data time: 0.0652, Forward time: 0.7699, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.3920 [2020-10-18 20:18:39,308][root][INFO] - ===> Epoch[1430](7148/5): Loss -0.7236, Sem 0.0324, dir -0.9737, norm 0.2176, swav 0.0000 LR: 8.921e-02 Score 98.883 Data time: 0.0833, Forward time: 0.7699, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.1721 [2020-10-18 20:18:41,558][root][INFO] - ===> Epoch[1430](7149/5): Loss -0.7300, Sem 0.0322, dir -0.9775, norm 0.2153, swav 0.0000 LR: 8.921e-02 Score 98.943 Data time: 0.0717, Forward time: 0.7699, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.1194 [2020-10-18 20:18:43,437][root][INFO] - ===> Epoch[1430](7150/5): Loss -0.7302, Sem 0.0314, dir -0.9742, norm 0.2125, swav 0.0000 LR: 8.921e-02 Score 98.981 Data time: 0.0819, Forward time: 0.7699, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.7863 [2020-10-18 20:18:45,495][root][INFO] - ===> Epoch[1431](7151/5): Loss -0.7218, Sem 0.0316, dir -0.9746, norm 0.2211, swav 0.0000 LR: 8.921e-02 Score 98.981 Data time: 0.0775, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.9501 [2020-10-18 20:18:48,076][root][INFO] - ===> Epoch[1431](7152/5): Loss -0.7131, Sem 0.0310, dir -0.9735, norm 0.2294, swav 0.0000 LR: 8.921e-02 Score 98.961 Data time: 0.0690, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.4762 [2020-10-18 20:18:50,627][root][INFO] - ===> Epoch[1431](7153/5): Loss -0.7225, Sem 0.0349, dir -0.9720, norm 0.2146, swav 0.0000 LR: 8.920e-02 Score 98.840 Data time: 0.0840, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.4314 [2020-10-18 20:18:52,649][root][INFO] - ===> Epoch[1431](7154/5): Loss -0.7513, Sem 0.0343, dir -0.9758, norm 0.1902, swav 0.0000 LR: 8.920e-02 Score 98.840 Data time: 0.0681, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.9027 [2020-10-18 20:18:54,611][root][INFO] - ===> Epoch[1431](7155/5): Loss -0.7351, Sem 0.0306, dir -0.9763, norm 0.2106, swav 0.0000 LR: 8.920e-02 Score 99.000 Data time: 0.0865, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.8571 [2020-10-18 20:18:56,721][root][INFO] - ===> Epoch[1432](7156/5): Loss -0.7276, Sem 0.0349, dir -0.9745, norm 0.2119, swav 0.0000 LR: 8.920e-02 Score 98.830 Data time: 0.1558, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.9684 [2020-10-18 20:18:59,000][root][INFO] - ===> Epoch[1432](7157/5): Loss -0.7345, Sem 0.0305, dir -0.9742, norm 0.2093, swav 0.0000 LR: 8.920e-02 Score 98.968 Data time: 0.0897, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.1687 [2020-10-18 20:19:00,990][root][INFO] - ===> Epoch[1432](7158/5): Loss -0.7355, Sem 0.0317, dir -0.9752, norm 0.2080, swav 0.0000 LR: 8.920e-02 Score 98.941 Data time: 0.0707, Forward time: 0.7700, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.8657 [2020-10-18 20:19:02,962][root][INFO] - ===> Epoch[1432](7159/5): Loss -0.7267, Sem 0.0362, dir -0.9743, norm 0.2114, swav 0.0000 LR: 8.919e-02 Score 98.788 Data time: 0.0643, Forward time: 0.7700, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.8868 [2020-10-18 20:19:05,076][root][INFO] - ===> Epoch[1432](7160/5): Loss -0.6916, Sem 0.0349, dir -0.9734, norm 0.2468, swav 0.0000 LR: 8.919e-02 Score 98.819 Data time: 0.0702, Forward time: 0.7700, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.0225 [2020-10-18 20:19:07,568][root][INFO] - ===> Epoch[1433](7161/5): Loss -0.7319, Sem 0.0332, dir -0.9756, norm 0.2104, swav 0.0000 LR: 8.919e-02 Score 98.913 Data time: 0.0876, Forward time: 0.7700, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.3738 [2020-10-18 20:19:09,525][root][INFO] - ===> Epoch[1433](7162/5): Loss -0.7286, Sem 0.0342, dir -0.9743, norm 0.2115, swav 0.0000 LR: 8.919e-02 Score 98.888 Data time: 0.0727, Forward time: 0.7700, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.8707 [2020-10-18 20:19:11,586][root][INFO] - ===> Epoch[1433](7163/5): Loss -0.7209, Sem 0.0355, dir -0.9754, norm 0.2190, swav 0.0000 LR: 8.919e-02 Score 98.844 Data time: 0.2584, Forward time: 0.7700, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.9574 [2020-10-18 20:19:13,780][root][INFO] - ===> Epoch[1433](7164/5): Loss -0.7172, Sem 0.0300, dir -0.9750, norm 0.2278, swav 0.0000 LR: 8.919e-02 Score 99.001 Data time: 0.0827, Forward time: 0.7700, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.0896 [2020-10-18 20:19:16,047][root][INFO] - ===> Epoch[1433](7165/5): Loss -0.7082, Sem 0.0393, dir -0.9738, norm 0.2263, swav 0.0000 LR: 8.919e-02 Score 98.769 Data time: 0.1285, Forward time: 0.7700, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.1282 [2020-10-18 20:19:18,040][root][INFO] - ===> Epoch[1434](7166/5): Loss -0.7522, Sem 0.0332, dir -0.9760, norm 0.1907, swav 0.0000 LR: 8.918e-02 Score 98.870 Data time: 0.0717, Forward time: 0.7700, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.8935 [2020-10-18 20:19:20,307][root][INFO] - ===> Epoch[1434](7167/5): Loss -0.7270, Sem 0.0368, dir -0.9752, norm 0.2114, swav 0.0000 LR: 8.918e-02 Score 98.777 Data time: 0.1027, Forward time: 0.7700, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.1869 [2020-10-18 20:19:22,865][root][INFO] - ===> Epoch[1434](7168/5): Loss -0.7451, Sem 0.0344, dir -0.9749, norm 0.1955, swav 0.0000 LR: 8.918e-02 Score 98.858 Data time: 0.1288, Forward time: 0.7701, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.4654 [2020-10-18 20:19:24,736][root][INFO] - ===> Epoch[1434](7169/5): Loss -0.7199, Sem 0.0316, dir -0.9763, norm 0.2248, swav 0.0000 LR: 8.918e-02 Score 98.945 Data time: 0.0772, Forward time: 0.7701, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.7987 [2020-10-18 20:19:26,930][root][INFO] - ===> Epoch[1434](7170/5): Loss -0.7353, Sem 0.0318, dir -0.9756, norm 0.2085, swav 0.0000 LR: 8.918e-02 Score 98.933 Data time: 0.0996, Forward time: 0.7701, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.1266 [2020-10-18 20:19:29,497][root][INFO] - ===> Epoch[1435](7171/5): Loss -0.7264, Sem 0.0323, dir -0.9759, norm 0.2172, swav 0.0000 LR: 8.918e-02 Score 98.932 Data time: 0.0743, Forward time: 0.7701, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.4702 [2020-10-18 20:19:31,576][root][INFO] - ===> Epoch[1435](7172/5): Loss -0.7262, Sem 0.0351, dir -0.9731, norm 0.2118, swav 0.0000 LR: 8.917e-02 Score 98.853 Data time: 0.0700, Forward time: 0.7701, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.9694 [2020-10-18 20:19:33,318][root][INFO] - ===> Epoch[1435](7173/5): Loss -0.7543, Sem 0.0326, dir -0.9779, norm 0.1909, swav 0.0000 LR: 8.917e-02 Score 98.904 Data time: 0.0747, Forward time: 0.7701, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 1.6459 [2020-10-18 20:19:35,670][root][INFO] - ===> Epoch[1435](7174/5): Loss -0.7136, Sem 0.0340, dir -0.9748, norm 0.2271, swav 0.0000 LR: 8.917e-02 Score 98.901 Data time: 0.0801, Forward time: 0.7701, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.2541 [2020-10-18 20:19:38,140][root][INFO] - ===> Epoch[1435](7175/5): Loss -0.7085, Sem 0.0405, dir -0.9692, norm 0.2202, swav 0.0000 LR: 8.917e-02 Score 98.734 Data time: 0.0657, Forward time: 0.7701, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.3598 [2020-10-18 20:19:40,914][root][INFO] - ===> Epoch[1436](7176/5): Loss -0.7055, Sem 0.0345, dir -0.9737, norm 0.2337, swav 0.0000 LR: 8.917e-02 Score 98.855 Data time: 0.0576, Forward time: 0.7701, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.6821 [2020-10-18 20:19:43,459][root][INFO] - ===> Epoch[1436](7177/5): Loss -0.7333, Sem 0.0352, dir -0.9724, norm 0.2040, swav 0.0000 LR: 8.917e-02 Score 98.824 Data time: 0.0683, Forward time: 0.7700, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.4700 [2020-10-18 20:19:46,194][root][INFO] - ===> Epoch[1436](7178/5): Loss -0.7095, Sem 0.0373, dir -0.9753, norm 0.2285, swav 0.0000 LR: 8.917e-02 Score 98.797 Data time: 0.0999, Forward time: 0.7701, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.6687 [2020-10-18 20:19:48,463][root][INFO] - ===> Epoch[1436](7179/5): Loss -0.7075, Sem 0.0339, dir -0.9728, norm 0.2314, swav 0.0000 LR: 8.916e-02 Score 98.862 Data time: 0.0524, Forward time: 0.7701, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.1478 [2020-10-18 20:19:50,334][root][INFO] - ===> Epoch[1436](7180/5): Loss -0.7298, Sem 0.0374, dir -0.9735, norm 0.2064, swav 0.0000 LR: 8.916e-02 Score 98.755 Data time: 0.0692, Forward time: 0.7701, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.8288 [2020-10-18 20:19:52,907][root][INFO] - ===> Epoch[1437](7181/5): Loss -0.7178, Sem 0.0392, dir -0.9747, norm 0.2177, swav 0.0000 LR: 8.916e-02 Score 98.826 Data time: 0.0806, Forward time: 0.7701, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.4759 [2020-10-18 20:19:55,232][root][INFO] - ===> Epoch[1437](7182/5): Loss -0.7320, Sem 0.0347, dir -0.9756, norm 0.2088, swav 0.0000 LR: 8.916e-02 Score 98.852 Data time: 0.0681, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.1940 [2020-10-18 20:19:57,424][root][INFO] - ===> Epoch[1437](7183/5): Loss -0.7234, Sem 0.0345, dir -0.9743, norm 0.2164, swav 0.0000 LR: 8.916e-02 Score 98.865 Data time: 0.0788, Forward time: 0.7701, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.1009 [2020-10-18 20:19:59,749][root][INFO] - ===> Epoch[1437](7184/5): Loss -0.7303, Sem 0.0359, dir -0.9728, norm 0.2066, swav 0.0000 LR: 8.916e-02 Score 98.795 Data time: 0.0607, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.2109 [2020-10-18 20:20:01,941][root][INFO] - ===> Epoch[1437](7185/5): Loss -0.7104, Sem 0.0366, dir -0.9739, norm 0.2269, swav 0.0000 LR: 8.916e-02 Score 98.788 Data time: 0.0779, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.1161 [2020-10-18 20:20:04,088][root][INFO] - ===> Epoch[1438](7186/5): Loss -0.7134, Sem 0.0370, dir -0.9736, norm 0.2232, swav 0.0000 LR: 8.915e-02 Score 98.777 Data time: 0.0736, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.0231 [2020-10-18 20:20:06,045][root][INFO] - ===> Epoch[1438](7187/5): Loss -0.7280, Sem 0.0342, dir -0.9750, norm 0.2128, swav 0.0000 LR: 8.915e-02 Score 98.858 Data time: 0.1054, Forward time: 0.7701, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.8600 [2020-10-18 20:20:08,239][root][INFO] - ===> Epoch[1438](7188/5): Loss -0.7224, Sem 0.0343, dir -0.9747, norm 0.2180, swav 0.0000 LR: 8.915e-02 Score 98.883 Data time: 0.0565, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.0728 [2020-10-18 20:20:10,386][root][INFO] - ===> Epoch[1438](7189/5): Loss -0.7329, Sem 0.0354, dir -0.9730, norm 0.2046, swav 0.0000 LR: 8.915e-02 Score 98.815 Data time: 0.0732, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.0585 [2020-10-18 20:20:12,890][root][INFO] - ===> Epoch[1438](7190/5): Loss -0.7230, Sem 0.0350, dir -0.9728, norm 0.2149, swav 0.0000 LR: 8.915e-02 Score 98.830 Data time: 0.0613, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.4078 [2020-10-18 20:20:14,807][root][INFO] - ===> Epoch[1439](7191/5): Loss -0.7364, Sem 0.0362, dir -0.9769, norm 0.2043, swav 0.0000 LR: 8.915e-02 Score 98.861 Data time: 0.0537, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.8129 [2020-10-18 20:20:17,217][root][INFO] - ===> Epoch[1439](7192/5): Loss -0.7314, Sem 0.0338, dir -0.9739, norm 0.2087, swav 0.0000 LR: 8.914e-02 Score 98.842 Data time: 0.0578, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.3394 [2020-10-18 20:20:19,209][root][INFO] - ===> Epoch[1439](7193/5): Loss -0.7064, Sem 0.0346, dir -0.9726, norm 0.2316, swav 0.0000 LR: 8.914e-02 Score 98.875 Data time: 0.0793, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.9070 [2020-10-18 20:20:21,245][root][INFO] - ===> Epoch[1439](7194/5): Loss -0.7207, Sem 0.0347, dir -0.9730, norm 0.2176, swav 0.0000 LR: 8.914e-02 Score 98.834 Data time: 0.0755, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.9266 [2020-10-18 20:20:23,363][root][INFO] - ===> Epoch[1439](7195/5): Loss -0.7167, Sem 0.0320, dir -0.9731, norm 0.2244, swav 0.0000 LR: 8.914e-02 Score 98.927 Data time: 0.0759, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.9906 [2020-10-18 20:20:25,235][root][INFO] - ===> Epoch[1440](7196/5): Loss -0.7372, Sem 0.0326, dir -0.9756, norm 0.2057, swav 0.0000 LR: 8.914e-02 Score 98.912 Data time: 0.0790, Forward time: 0.7700, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.7772 [2020-10-18 20:20:27,447][root][INFO] - ===> Epoch[1440](7197/5): Loss -0.7339, Sem 0.0372, dir -0.9740, norm 0.2029, swav 0.0000 LR: 8.914e-02 Score 98.823 Data time: 0.0840, Forward time: 0.7700, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.1015 [2020-10-18 20:20:29,802][root][INFO] - ===> Epoch[1440](7198/5): Loss -0.6966, Sem 0.0370, dir -0.9726, norm 0.2390, swav 0.0000 LR: 8.914e-02 Score 98.832 Data time: 0.1425, Forward time: 0.7700, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.2524 [2020-10-18 20:20:31,963][root][INFO] - ===> Epoch[1440](7199/5): Loss -0.7380, Sem 0.0327, dir -0.9737, norm 0.2030, swav 0.0000 LR: 8.913e-02 Score 98.896 Data time: 0.0689, Forward time: 0.7700, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.0444 [2020-10-18 20:20:34,005][root][INFO] - ===> Epoch[1440](7200/5): Loss -0.7288, Sem 0.0322, dir -0.9759, norm 0.2148, swav 0.0000 LR: 8.913e-02 Score 98.924 Data time: 0.0665, Forward time: 0.7700, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.9443 [2020-10-18 20:20:35,421][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 20:20:35,589][root][INFO] - ===> Start testing [2020-10-18 20:21:12,248][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1246 Loss 0.324 (AVG: 0.510) Score 93.723 (AVG: 89.971) mIOU 67.963 mAP 83.751 mAcc 75.248 IOU: 61.037 0.033 78.022 73.798 93.601 91.927 32.835 73.146 97.268 55.863 81.814 85.394 58.783 mAP: 81.627 10.140 95.777 88.737 98.928 98.518 62.085 93.243 99.763 78.644 94.207 94.990 92.108 mAcc: 76.663 0.365 90.520 81.743 96.471 95.695 37.883 84.734 98.504 64.907 90.407 95.602 64.726 [2020-10-18 20:21:12,249][root][INFO] - Finished test. Elapsed time: 36.6577 [2020-10-18 20:21:15,638][root][INFO] - [2020-10-18 20:21:15,638][root][INFO] - ################################################################ [2020-10-18 20:21:15,638][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 20:21:15,638][root][INFO] - ################################################################ [2020-10-18 20:21:15,638][root][INFO] - clutter : nan nan nan [2020-10-18 20:21:15,638][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 20:21:15,638][root][INFO] - board : 0.744 0.832 0.887 [2020-10-18 20:21:15,638][root][INFO] - bookcase : 0.244 0.378 0.500 [2020-10-18 20:21:15,638][root][INFO] - ceiling : 0.583 0.640 0.709 [2020-10-18 20:21:15,638][root][INFO] - chair : 0.799 0.884 0.903 [2020-10-18 20:21:15,638][root][INFO] - column : 0.195 0.295 0.401 [2020-10-18 20:21:15,638][root][INFO] - door : 0.482 0.689 0.820 [2020-10-18 20:21:15,638][root][INFO] - floor : 0.667 0.667 0.692 [2020-10-18 20:21:15,638][root][INFO] - sofa : 0.317 0.417 0.615 [2020-10-18 20:21:15,638][root][INFO] - table : 0.149 0.286 0.618 [2020-10-18 20:21:15,638][root][INFO] - wall : 0.520 0.736 0.823 [2020-10-18 20:21:15,638][root][INFO] - window : 0.540 0.782 0.782 [2020-10-18 20:21:15,638][root][INFO] - ---------------------------------------------------------------- [2020-10-18 20:21:15,638][root][INFO] - average : 0.437 0.551 0.646 [2020-10-18 20:21:15,639][root][INFO] - [2020-10-18 20:21:15,796][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 20:21:15,798][root][INFO] - Current best mIoU: 69.394 at iter 7000 [2020-10-18 20:21:17,625][root][INFO] - ===> Epoch[1441](7201/5): Loss -0.7265, Sem 0.0320, dir -0.9741, norm 0.2155, swav 0.0000 LR: 8.913e-02 Score 98.948 Data time: 0.0624, Forward time: 0.7700, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.8219 [2020-10-18 20:21:19,726][root][INFO] - ===> Epoch[1441](7202/5): Loss -0.7301, Sem 0.0310, dir -0.9743, norm 0.2132, swav 0.0000 LR: 8.913e-02 Score 98.939 Data time: 0.0788, Forward time: 0.7700, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.9858 [2020-10-18 20:21:21,906][root][INFO] - ===> Epoch[1441](7203/5): Loss -0.7369, Sem 0.0365, dir -0.9750, norm 0.2016, swav 0.0000 LR: 8.913e-02 Score 98.864 Data time: 0.0656, Forward time: 0.7700, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.0895 [2020-10-18 20:21:24,090][root][INFO] - ===> Epoch[1441](7204/5): Loss -0.7520, Sem 0.0315, dir -0.9759, norm 0.1924, swav 0.0000 LR: 8.913e-02 Score 98.946 Data time: 0.0725, Forward time: 0.7700, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.0938 [2020-10-18 20:21:26,032][root][INFO] - ===> Epoch[1441](7205/5): Loss -0.7240, Sem 0.0349, dir -0.9727, norm 0.2138, swav 0.0000 LR: 8.912e-02 Score 98.835 Data time: 0.0790, Forward time: 0.7700, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.8400 [2020-10-18 20:21:29,410][root][INFO] - ===> Epoch[1442](7206/5): Loss -0.7231, Sem 0.0294, dir -0.9758, norm 0.2232, swav 0.0000 LR: 8.912e-02 Score 99.036 Data time: 0.0881, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 3.2608 [2020-10-18 20:21:31,457][root][INFO] - ===> Epoch[1442](7207/5): Loss -0.7084, Sem 0.0301, dir -0.9729, norm 0.2344, swav 0.0000 LR: 8.912e-02 Score 99.004 Data time: 0.0755, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.9131 [2020-10-18 20:21:33,350][root][INFO] - ===> Epoch[1442](7208/5): Loss -0.7179, Sem 0.0337, dir -0.9750, norm 0.2234, swav 0.0000 LR: 8.912e-02 Score 98.884 Data time: 0.0571, Forward time: 0.7700, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.8103 [2020-10-18 20:21:35,409][root][INFO] - ===> Epoch[1442](7209/5): Loss -0.7297, Sem 0.0331, dir -0.9733, norm 0.2105, swav 0.0000 LR: 8.912e-02 Score 98.887 Data time: 0.0684, Forward time: 0.7699, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.9908 [2020-10-18 20:21:37,923][root][INFO] - ===> Epoch[1442](7210/5): Loss -0.7229, Sem 0.0343, dir -0.9739, norm 0.2166, swav 0.0000 LR: 8.912e-02 Score 98.882 Data time: 0.0607, Forward time: 0.7699, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.3970 [2020-10-18 20:21:39,963][root][INFO] - ===> Epoch[1443](7211/5): Loss -0.7395, Sem 0.0341, dir -0.9747, norm 0.2011, swav 0.0000 LR: 8.912e-02 Score 98.823 Data time: 0.0712, Forward time: 0.7699, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.9507 [2020-10-18 20:21:42,665][root][INFO] - ===> Epoch[1443](7212/5): Loss -0.7115, Sem 0.0326, dir -0.9738, norm 0.2297, swav 0.0000 LR: 8.911e-02 Score 98.914 Data time: 0.0657, Forward time: 0.7699, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.5856 [2020-10-18 20:21:45,037][root][INFO] - ===> Epoch[1443](7213/5): Loss -0.7468, Sem 0.0325, dir -0.9761, norm 0.1968, swav 0.0000 LR: 8.911e-02 Score 98.924 Data time: 0.0552, Forward time: 0.7699, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.2872 [2020-10-18 20:21:47,172][root][INFO] - ===> Epoch[1443](7214/5): Loss -0.7375, Sem 0.0322, dir -0.9757, norm 0.2061, swav 0.0000 LR: 8.911e-02 Score 98.931 Data time: 0.0828, Forward time: 0.7699, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.0575 [2020-10-18 20:21:49,460][root][INFO] - ===> Epoch[1443](7215/5): Loss -0.7211, Sem 0.0302, dir -0.9748, norm 0.2236, swav 0.0000 LR: 8.911e-02 Score 99.009 Data time: 0.0722, Forward time: 0.7699, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.1752 [2020-10-18 20:21:51,405][root][INFO] - ===> Epoch[1444](7216/5): Loss -0.7286, Sem 0.0332, dir -0.9740, norm 0.2123, swav 0.0000 LR: 8.911e-02 Score 98.889 Data time: 0.0590, Forward time: 0.7699, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.8293 [2020-10-18 20:21:54,149][root][INFO] - ===> Epoch[1444](7217/5): Loss -0.7234, Sem 0.0334, dir -0.9750, norm 0.2182, swav 0.0000 LR: 8.911e-02 Score 98.892 Data time: 0.0746, Forward time: 0.7699, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.6497 [2020-10-18 20:21:56,602][root][INFO] - ===> Epoch[1444](7218/5): Loss -0.7240, Sem 0.0314, dir -0.9746, norm 0.2193, swav 0.0000 LR: 8.910e-02 Score 98.966 Data time: 0.0531, Forward time: 0.7698, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.3422 [2020-10-18 20:21:58,869][root][INFO] - ===> Epoch[1444](7219/5): Loss -0.7188, Sem 0.0299, dir -0.9754, norm 0.2268, swav 0.0000 LR: 8.910e-02 Score 98.984 Data time: 0.0697, Forward time: 0.7698, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.2030 [2020-10-18 20:22:01,244][root][INFO] - ===> Epoch[1444](7220/5): Loss -0.7300, Sem 0.0304, dir -0.9753, norm 0.2149, swav 0.0000 LR: 8.910e-02 Score 98.991 Data time: 0.1035, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.2690 [2020-10-18 20:22:03,570][root][INFO] - ===> Epoch[1445](7221/5): Loss -0.7247, Sem 0.0317, dir -0.9751, norm 0.2187, swav 0.0000 LR: 8.910e-02 Score 98.955 Data time: 0.0745, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.2174 [2020-10-18 20:22:05,909][root][INFO] - ===> Epoch[1445](7222/5): Loss -0.7005, Sem 0.0375, dir -0.9728, norm 0.2348, swav 0.0000 LR: 8.910e-02 Score 98.729 Data time: 0.0834, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.2430 [2020-10-18 20:22:07,969][root][INFO] - ===> Epoch[1445](7223/5): Loss -0.7263, Sem 0.0333, dir -0.9738, norm 0.2142, swav 0.0000 LR: 8.910e-02 Score 98.891 Data time: 0.0785, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.9544 [2020-10-18 20:22:10,329][root][INFO] - ===> Epoch[1445](7224/5): Loss -0.7192, Sem 0.0357, dir -0.9758, norm 0.2209, swav 0.0000 LR: 8.910e-02 Score 98.840 Data time: 0.0607, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.2540 [2020-10-18 20:22:12,824][root][INFO] - ===> Epoch[1445](7225/5): Loss -0.7261, Sem 0.0296, dir -0.9742, norm 0.2185, swav 0.0000 LR: 8.909e-02 Score 99.017 Data time: 0.0944, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.3851 [2020-10-18 20:22:15,363][root][INFO] - ===> Epoch[1446](7226/5): Loss -0.7191, Sem 0.0309, dir -0.9758, norm 0.2258, swav 0.0000 LR: 8.909e-02 Score 98.986 Data time: 0.0866, Forward time: 0.7700, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.4087 [2020-10-18 20:22:17,631][root][INFO] - ===> Epoch[1446](7227/5): Loss -0.7456, Sem 0.0342, dir -0.9750, norm 0.1952, swav 0.0000 LR: 8.909e-02 Score 98.833 Data time: 0.0571, Forward time: 0.7700, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.1657 [2020-10-18 20:22:19,454][root][INFO] - ===> Epoch[1446](7228/5): Loss -0.7289, Sem 0.0295, dir -0.9755, norm 0.2171, swav 0.0000 LR: 8.909e-02 Score 99.020 Data time: 0.0601, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.7541 [2020-10-18 20:22:21,791][root][INFO] - ===> Epoch[1446](7229/5): Loss -0.7189, Sem 0.0385, dir -0.9750, norm 0.2176, swav 0.0000 LR: 8.909e-02 Score 98.721 Data time: 0.0636, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.2581 [2020-10-18 20:22:23,853][root][INFO] - ===> Epoch[1446](7230/5): Loss -0.7208, Sem 0.0344, dir -0.9741, norm 0.2189, swav 0.0000 LR: 8.909e-02 Score 98.864 Data time: 0.0775, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 1.9509 [2020-10-18 20:22:26,083][root][INFO] - ===> Epoch[1447](7231/5): Loss -0.7235, Sem 0.0333, dir -0.9699, norm 0.2130, swav 0.0000 LR: 8.909e-02 Score 98.889 Data time: 0.0686, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.1303 [2020-10-18 20:22:28,232][root][INFO] - ===> Epoch[1447](7232/5): Loss -0.7164, Sem 0.0314, dir -0.9737, norm 0.2260, swav 0.0000 LR: 8.908e-02 Score 98.969 Data time: 0.1186, Forward time: 0.7699, Backward time: 1.1885, DDP time: 0.0030, Total iter time: 2.0675 [2020-10-18 20:22:30,408][root][INFO] - ===> Epoch[1447](7233/5): Loss -0.7007, Sem 0.0362, dir -0.9721, norm 0.2352, swav 0.0000 LR: 8.908e-02 Score 98.813 Data time: 0.1175, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.0692 [2020-10-18 20:22:32,292][root][INFO] - ===> Epoch[1447](7234/5): Loss -0.7174, Sem 0.0329, dir -0.9739, norm 0.2235, swav 0.0000 LR: 8.908e-02 Score 98.922 Data time: 0.0599, Forward time: 0.7699, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.7764 [2020-10-18 20:22:34,289][root][INFO] - ===> Epoch[1447](7235/5): Loss -0.7277, Sem 0.0329, dir -0.9754, norm 0.2148, swav 0.0000 LR: 8.908e-02 Score 98.908 Data time: 0.0859, Forward time: 0.7699, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.9080 [2020-10-18 20:22:36,387][root][INFO] - ===> Epoch[1448](7236/5): Loss -0.7098, Sem 0.0351, dir -0.9741, norm 0.2292, swav 0.0000 LR: 8.908e-02 Score 98.825 Data time: 0.0763, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 1.9957 [2020-10-18 20:22:38,295][root][INFO] - ===> Epoch[1448](7237/5): Loss -0.7346, Sem 0.0313, dir -0.9772, norm 0.2113, swav 0.0000 LR: 8.908e-02 Score 98.966 Data time: 0.0769, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.8453 [2020-10-18 20:22:40,961][root][INFO] - ===> Epoch[1448](7238/5): Loss -0.6969, Sem 0.0336, dir -0.9722, norm 0.2417, swav 0.0000 LR: 8.907e-02 Score 98.908 Data time: 0.0597, Forward time: 0.7699, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.5621 [2020-10-18 20:22:43,144][root][INFO] - ===> Epoch[1448](7239/5): Loss -0.7165, Sem 0.0367, dir -0.9726, norm 0.2194, swav 0.0000 LR: 8.907e-02 Score 98.777 Data time: 0.0789, Forward time: 0.7700, Backward time: 1.1884, DDP time: 0.0030, Total iter time: 2.1156 [2020-10-18 20:22:44,962][root][INFO] - ===> Epoch[1448](7240/5): Loss -0.7258, Sem 0.0336, dir -0.9754, norm 0.2160, swav 0.0000 LR: 8.907e-02 Score 98.861 Data time: 0.0681, Forward time: 0.7699, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.6815 [2020-10-18 20:22:46,930][root][INFO] - ===> Epoch[1449](7241/5): Loss -0.7058, Sem 0.0352, dir -0.9757, norm 0.2347, swav 0.0000 LR: 8.907e-02 Score 98.839 Data time: 0.0829, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.8793 [2020-10-18 20:22:48,962][root][INFO] - ===> Epoch[1449](7242/5): Loss -0.7388, Sem 0.0307, dir -0.9770, norm 0.2075, swav 0.0000 LR: 8.907e-02 Score 98.990 Data time: 0.0508, Forward time: 0.7699, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.9202 [2020-10-18 20:22:50,961][root][INFO] - ===> Epoch[1449](7243/5): Loss -0.7147, Sem 0.0373, dir -0.9717, norm 0.2197, swav 0.0000 LR: 8.907e-02 Score 98.763 Data time: 0.0834, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.9028 [2020-10-18 20:22:53,047][root][INFO] - ===> Epoch[1449](7244/5): Loss -0.7189, Sem 0.0344, dir -0.9733, norm 0.2199, swav 0.0000 LR: 8.907e-02 Score 98.858 Data time: 0.0758, Forward time: 0.7699, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.9787 [2020-10-18 20:22:55,324][root][INFO] - ===> Epoch[1449](7245/5): Loss -0.7078, Sem 0.0317, dir -0.9748, norm 0.2352, swav 0.0000 LR: 8.906e-02 Score 98.955 Data time: 0.0979, Forward time: 0.7700, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.1691 [2020-10-18 20:22:57,597][root][INFO] - ===> Epoch[1450](7246/5): Loss -0.7182, Sem 0.0355, dir -0.9710, norm 0.2172, swav 0.0000 LR: 8.906e-02 Score 98.806 Data time: 0.0551, Forward time: 0.7699, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.1470 [2020-10-18 20:22:59,570][root][INFO] - ===> Epoch[1450](7247/5): Loss -0.7429, Sem 0.0322, dir -0.9767, norm 0.2016, swav 0.0000 LR: 8.906e-02 Score 98.929 Data time: 0.0648, Forward time: 0.7699, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.8821 [2020-10-18 20:23:01,869][root][INFO] - ===> Epoch[1450](7248/5): Loss -0.7150, Sem 0.0319, dir -0.9760, norm 0.2291, swav 0.0000 LR: 8.906e-02 Score 98.950 Data time: 0.0717, Forward time: 0.7699, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.1938 [2020-10-18 20:23:04,071][root][INFO] - ===> Epoch[1450](7249/5): Loss -0.7445, Sem 0.0298, dir -0.9750, norm 0.2007, swav 0.0000 LR: 8.906e-02 Score 99.010 Data time: 0.0766, Forward time: 0.7699, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.0645 [2020-10-18 20:23:06,115][root][INFO] - ===> Epoch[1450](7250/5): Loss -0.7466, Sem 0.0299, dir -0.9752, norm 0.1988, swav 0.0000 LR: 8.906e-02 Score 98.991 Data time: 0.0910, Forward time: 0.7699, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.9394 [2020-10-18 20:23:08,523][root][INFO] - ===> Epoch[1451](7251/5): Loss -0.7145, Sem 0.0319, dir -0.9744, norm 0.2280, swav 0.0000 LR: 8.905e-02 Score 98.979 Data time: 0.0816, Forward time: 0.7700, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.2948 [2020-10-18 20:23:11,279][root][INFO] - ===> Epoch[1451](7252/5): Loss -0.7357, Sem 0.0326, dir -0.9749, norm 0.2067, swav 0.0000 LR: 8.905e-02 Score 98.899 Data time: 0.0731, Forward time: 0.7700, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.6560 [2020-10-18 20:23:13,445][root][INFO] - ===> Epoch[1451](7253/5): Loss -0.7387, Sem 0.0310, dir -0.9751, norm 0.2055, swav 0.0000 LR: 8.905e-02 Score 98.951 Data time: 0.0632, Forward time: 0.7699, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.0593 [2020-10-18 20:23:15,852][root][INFO] - ===> Epoch[1451](7254/5): Loss -0.7369, Sem 0.0299, dir -0.9752, norm 0.2084, swav 0.0000 LR: 8.905e-02 Score 98.990 Data time: 0.0667, Forward time: 0.7699, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.3218 [2020-10-18 20:23:18,038][root][INFO] - ===> Epoch[1451](7255/5): Loss -0.7031, Sem 0.0405, dir -0.9725, norm 0.2290, swav 0.0000 LR: 8.905e-02 Score 98.801 Data time: 0.0669, Forward time: 0.7699, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.0796 [2020-10-18 20:23:19,838][root][INFO] - ===> Epoch[1452](7256/5): Loss -0.7450, Sem 0.0344, dir -0.9766, norm 0.1971, swav 0.0000 LR: 8.905e-02 Score 98.857 Data time: 0.0794, Forward time: 0.7699, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 1.6714 [2020-10-18 20:23:21,998][root][INFO] - ===> Epoch[1452](7257/5): Loss -0.7229, Sem 0.0346, dir -0.9730, norm 0.2154, swav 0.0000 LR: 8.905e-02 Score 98.828 Data time: 0.0810, Forward time: 0.7699, Backward time: 1.1883, DDP time: 0.0030, Total iter time: 2.0633 [2020-10-18 20:23:24,154][root][INFO] - ===> Epoch[1452](7258/5): Loss -0.7323, Sem 0.0347, dir -0.9752, norm 0.2082, swav 0.0000 LR: 8.904e-02 Score 98.839 Data time: 0.1336, Forward time: 0.7700, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.0082 [2020-10-18 20:23:26,800][root][INFO] - ===> Epoch[1452](7259/5): Loss -0.7267, Sem 0.0309, dir -0.9774, norm 0.2198, swav 0.0000 LR: 8.904e-02 Score 99.004 Data time: 0.0994, Forward time: 0.7700, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.5291 [2020-10-18 20:23:29,061][root][INFO] - ===> Epoch[1452](7260/5): Loss -0.7304, Sem 0.0293, dir -0.9760, norm 0.2163, swav 0.0000 LR: 8.904e-02 Score 99.018 Data time: 0.0776, Forward time: 0.7701, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.1487 [2020-10-18 20:23:31,382][root][INFO] - ===> Epoch[1453](7261/5): Loss -0.7394, Sem 0.0341, dir -0.9753, norm 0.2018, swav 0.0000 LR: 8.904e-02 Score 98.879 Data time: 0.0729, Forward time: 0.7700, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.1856 [2020-10-18 20:23:33,506][root][INFO] - ===> Epoch[1453](7262/5): Loss -0.7125, Sem 0.0316, dir -0.9722, norm 0.2282, swav 0.0000 LR: 8.904e-02 Score 98.943 Data time: 0.1123, Forward time: 0.7701, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.0359 [2020-10-18 20:23:36,031][root][INFO] - ===> Epoch[1453](7263/5): Loss -0.7226, Sem 0.0303, dir -0.9745, norm 0.2216, swav 0.0000 LR: 8.904e-02 Score 98.995 Data time: 0.1097, Forward time: 0.7701, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.4150 [2020-10-18 20:23:37,891][root][INFO] - ===> Epoch[1453](7264/5): Loss -0.7395, Sem 0.0328, dir -0.9756, norm 0.2034, swav 0.0000 LR: 8.904e-02 Score 98.902 Data time: 0.0651, Forward time: 0.7701, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.7282 [2020-10-18 20:23:40,007][root][INFO] - ===> Epoch[1453](7265/5): Loss -0.7121, Sem 0.0352, dir -0.9730, norm 0.2258, swav 0.0000 LR: 8.903e-02 Score 98.811 Data time: 0.1200, Forward time: 0.7701, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.0092 [2020-10-18 20:23:42,495][root][INFO] - ===> Epoch[1454](7266/5): Loss -0.7002, Sem 0.0319, dir -0.9740, norm 0.2419, swav 0.0000 LR: 8.903e-02 Score 98.987 Data time: 0.0605, Forward time: 0.7701, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.3866 [2020-10-18 20:23:44,688][root][INFO] - ===> Epoch[1454](7267/5): Loss -0.7385, Sem 0.0312, dir -0.9746, norm 0.2050, swav 0.0000 LR: 8.903e-02 Score 98.950 Data time: 0.0875, Forward time: 0.7701, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.1155 [2020-10-18 20:23:47,116][root][INFO] - ===> Epoch[1454](7268/5): Loss -0.7193, Sem 0.0313, dir -0.9739, norm 0.2233, swav 0.0000 LR: 8.903e-02 Score 98.974 Data time: 0.0725, Forward time: 0.7701, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.3328 [2020-10-18 20:23:49,592][root][INFO] - ===> Epoch[1454](7269/5): Loss -0.7409, Sem 0.0315, dir -0.9743, norm 0.2020, swav 0.0000 LR: 8.903e-02 Score 98.975 Data time: 0.0739, Forward time: 0.7701, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.4014 [2020-10-18 20:23:51,384][root][INFO] - ===> Epoch[1454](7270/5): Loss -0.7272, Sem 0.0336, dir -0.9740, norm 0.2131, swav 0.0000 LR: 8.903e-02 Score 98.847 Data time: 0.0692, Forward time: 0.7701, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.6902 [2020-10-18 20:23:53,903][root][INFO] - ===> Epoch[1455](7271/5): Loss -0.7321, Sem 0.0310, dir -0.9752, norm 0.2120, swav 0.0000 LR: 8.902e-02 Score 98.948 Data time: 0.0744, Forward time: 0.7701, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 2.4258 [2020-10-18 20:23:55,780][root][INFO] - ===> Epoch[1455](7272/5): Loss -0.7489, Sem 0.0338, dir -0.9747, norm 0.1921, swav 0.0000 LR: 8.902e-02 Score 98.883 Data time: 0.0666, Forward time: 0.7701, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.7666 [2020-10-18 20:23:57,620][root][INFO] - ===> Epoch[1455](7273/5): Loss -0.7268, Sem 0.0337, dir -0.9747, norm 0.2143, swav 0.0000 LR: 8.902e-02 Score 98.900 Data time: 0.0724, Forward time: 0.7701, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.7597 [2020-10-18 20:23:59,710][root][INFO] - ===> Epoch[1455](7274/5): Loss -0.7239, Sem 0.0350, dir -0.9724, norm 0.2135, swav 0.0000 LR: 8.902e-02 Score 98.840 Data time: 0.0513, Forward time: 0.7701, Backward time: 1.1882, DDP time: 0.0030, Total iter time: 1.9874 [2020-10-18 20:24:02,052][root][INFO] - ===> Epoch[1455](7275/5): Loss -0.7397, Sem 0.0292, dir -0.9772, norm 0.2083, swav 0.0000 LR: 8.902e-02 Score 99.018 Data time: 0.0965, Forward time: 0.7701, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.2551 [2020-10-18 20:24:04,153][root][INFO] - ===> Epoch[1456](7276/5): Loss -0.7300, Sem 0.0329, dir -0.9740, norm 0.2111, swav 0.0000 LR: 8.902e-02 Score 98.911 Data time: 0.0783, Forward time: 0.7701, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.9837 [2020-10-18 20:24:06,203][root][INFO] - ===> Epoch[1456](7277/5): Loss -0.7346, Sem 0.0360, dir -0.9728, norm 0.2023, swav 0.0000 LR: 8.902e-02 Score 98.812 Data time: 0.0803, Forward time: 0.7702, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.9465 [2020-10-18 20:24:08,332][root][INFO] - ===> Epoch[1456](7278/5): Loss -0.7426, Sem 0.0309, dir -0.9752, norm 0.2016, swav 0.0000 LR: 8.901e-02 Score 98.946 Data time: 0.1595, Forward time: 0.7702, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.0421 [2020-10-18 20:24:10,367][root][INFO] - ===> Epoch[1456](7279/5): Loss -0.7218, Sem 0.0365, dir -0.9737, norm 0.2154, swav 0.0000 LR: 8.901e-02 Score 98.807 Data time: 0.0683, Forward time: 0.7702, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 1.9288 [2020-10-18 20:24:12,392][root][INFO] - ===> Epoch[1456](7280/5): Loss -0.7281, Sem 0.0344, dir -0.9763, norm 0.2139, swav 0.0000 LR: 8.901e-02 Score 98.875 Data time: 0.1085, Forward time: 0.7702, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 1.9342 [2020-10-18 20:24:14,585][root][INFO] - ===> Epoch[1457](7281/5): Loss -0.7460, Sem 0.0296, dir -0.9779, norm 0.2023, swav 0.0000 LR: 8.901e-02 Score 98.994 Data time: 0.1279, Forward time: 0.7702, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.0892 [2020-10-18 20:24:16,545][root][INFO] - ===> Epoch[1457](7282/5): Loss -0.7449, Sem 0.0337, dir -0.9743, norm 0.1957, swav 0.0000 LR: 8.901e-02 Score 98.875 Data time: 0.0747, Forward time: 0.7702, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 1.8671 [2020-10-18 20:24:18,897][root][INFO] - ===> Epoch[1457](7283/5): Loss -0.7346, Sem 0.0309, dir -0.9750, norm 0.2094, swav 0.0000 LR: 8.901e-02 Score 98.967 Data time: 0.0659, Forward time: 0.7702, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.2659 [2020-10-18 20:24:21,451][root][INFO] - ===> Epoch[1457](7284/5): Loss -0.7409, Sem 0.0331, dir -0.9759, norm 0.2019, swav 0.0000 LR: 8.900e-02 Score 98.922 Data time: 0.0622, Forward time: 0.7702, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.4747 [2020-10-18 20:24:23,415][root][INFO] - ===> Epoch[1457](7285/5): Loss -0.7300, Sem 0.0357, dir -0.9725, norm 0.2067, swav 0.0000 LR: 8.900e-02 Score 98.793 Data time: 0.0878, Forward time: 0.7702, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 1.8756 [2020-10-18 20:24:25,610][root][INFO] - ===> Epoch[1458](7286/5): Loss -0.7336, Sem 0.0327, dir -0.9750, norm 0.2087, swav 0.0000 LR: 8.900e-02 Score 98.917 Data time: 0.3368, Forward time: 0.7702, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.0966 [2020-10-18 20:24:27,851][root][INFO] - ===> Epoch[1458](7287/5): Loss -0.7251, Sem 0.0337, dir -0.9756, norm 0.2168, swav 0.0000 LR: 8.900e-02 Score 98.874 Data time: 0.1841, Forward time: 0.7703, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.1360 [2020-10-18 20:24:29,762][root][INFO] - ===> Epoch[1458](7288/5): Loss -0.7488, Sem 0.0318, dir -0.9748, norm 0.1942, swav 0.0000 LR: 8.900e-02 Score 98.931 Data time: 0.0894, Forward time: 0.7703, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.7999 [2020-10-18 20:24:32,062][root][INFO] - ===> Epoch[1458](7289/5): Loss -0.7278, Sem 0.0331, dir -0.9740, norm 0.2130, swav 0.0000 LR: 8.900e-02 Score 98.908 Data time: 0.0650, Forward time: 0.7703, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.1919 [2020-10-18 20:24:34,427][root][INFO] - ===> Epoch[1458](7290/5): Loss -0.7431, Sem 0.0313, dir -0.9766, norm 0.2021, swav 0.0000 LR: 8.900e-02 Score 98.969 Data time: 0.0983, Forward time: 0.7703, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.2690 [2020-10-18 20:24:36,666][root][INFO] - ===> Epoch[1459](7291/5): Loss -0.7094, Sem 0.0370, dir -0.9742, norm 0.2278, swav 0.0000 LR: 8.899e-02 Score 98.773 Data time: 0.0751, Forward time: 0.7703, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.1335 [2020-10-18 20:24:38,630][root][INFO] - ===> Epoch[1459](7292/5): Loss -0.7333, Sem 0.0290, dir -0.9737, norm 0.2115, swav 0.0000 LR: 8.899e-02 Score 99.022 Data time: 0.0831, Forward time: 0.7704, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.8608 [2020-10-18 20:24:40,831][root][INFO] - ===> Epoch[1459](7293/5): Loss -0.7430, Sem 0.0298, dir -0.9763, norm 0.2035, swav 0.0000 LR: 8.899e-02 Score 98.988 Data time: 0.0727, Forward time: 0.7704, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.1054 [2020-10-18 20:24:42,877][root][INFO] - ===> Epoch[1459](7294/5): Loss -0.7245, Sem 0.0304, dir -0.9762, norm 0.2213, swav 0.0000 LR: 8.899e-02 Score 98.983 Data time: 0.0528, Forward time: 0.7703, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.9370 [2020-10-18 20:24:44,735][root][INFO] - ===> Epoch[1459](7295/5): Loss -0.7484, Sem 0.0304, dir -0.9751, norm 0.1963, swav 0.0000 LR: 8.899e-02 Score 98.971 Data time: 0.0662, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.7718 [2020-10-18 20:24:46,819][root][INFO] - ===> Epoch[1460](7296/5): Loss -0.7360, Sem 0.0316, dir -0.9747, norm 0.2071, swav 0.0000 LR: 8.899e-02 Score 98.946 Data time: 0.0941, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.9844 [2020-10-18 20:24:49,151][root][INFO] - ===> Epoch[1460](7297/5): Loss -0.7158, Sem 0.0347, dir -0.9718, norm 0.2214, swav 0.0000 LR: 8.898e-02 Score 98.869 Data time: 0.0890, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.2238 [2020-10-18 20:24:51,481][root][INFO] - ===> Epoch[1460](7298/5): Loss -0.7133, Sem 0.0352, dir -0.9749, norm 0.2264, swav 0.0000 LR: 8.898e-02 Score 98.856 Data time: 0.0749, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.2134 [2020-10-18 20:24:53,568][root][INFO] - ===> Epoch[1460](7299/5): Loss -0.7074, Sem 0.0370, dir -0.9712, norm 0.2268, swav 0.0000 LR: 8.898e-02 Score 98.778 Data time: 0.0817, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.9918 [2020-10-18 20:24:55,646][root][INFO] - ===> Epoch[1460](7300/5): Loss -0.7227, Sem 0.0329, dir -0.9751, norm 0.2195, swav 0.0000 LR: 8.898e-02 Score 98.884 Data time: 0.0863, Forward time: 0.7704, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.9380 [2020-10-18 20:24:56,871][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 20:24:58,548][root][INFO] - ===> Epoch[1461](7301/5): Loss -0.7402, Sem 0.0323, dir -0.9770, norm 0.2045, swav 0.0000 LR: 8.898e-02 Score 98.920 Data time: 0.0645, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.4747 [2020-10-18 20:25:00,886][root][INFO] - ===> Epoch[1461](7302/5): Loss -0.6762, Sem 0.0270, dir -0.9734, norm 0.2702, swav 0.0000 LR: 8.898e-02 Score 99.135 Data time: 0.1584, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.2620 [2020-10-18 20:25:03,183][root][INFO] - ===> Epoch[1461](7303/5): Loss -0.7071, Sem 0.0358, dir -0.9740, norm 0.2312, swav 0.0000 LR: 8.898e-02 Score 98.797 Data time: 0.0870, Forward time: 0.7704, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.1829 [2020-10-18 20:25:05,524][root][INFO] - ===> Epoch[1461](7304/5): Loss -0.6847, Sem 0.0306, dir -0.9714, norm 0.2561, swav 0.0000 LR: 8.897e-02 Score 98.976 Data time: 0.0837, Forward time: 0.7704, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.2082 [2020-10-18 20:25:07,442][root][INFO] - ===> Epoch[1461](7305/5): Loss -0.7327, Sem 0.0337, dir -0.9746, norm 0.2082, swav 0.0000 LR: 8.897e-02 Score 98.886 Data time: 0.0499, Forward time: 0.7704, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.8157 [2020-10-18 20:25:09,656][root][INFO] - ===> Epoch[1462](7306/5): Loss -0.7250, Sem 0.0291, dir -0.9747, norm 0.2206, swav 0.0000 LR: 8.897e-02 Score 99.040 Data time: 0.0709, Forward time: 0.7704, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.1340 [2020-10-18 20:25:11,711][root][INFO] - ===> Epoch[1462](7307/5): Loss -0.7003, Sem 0.0315, dir -0.9728, norm 0.2410, swav 0.0000 LR: 8.897e-02 Score 98.955 Data time: 0.0447, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.9453 [2020-10-18 20:25:13,911][root][INFO] - ===> Epoch[1462](7308/5): Loss -0.7213, Sem 0.0342, dir -0.9744, norm 0.2189, swav 0.0000 LR: 8.897e-02 Score 98.862 Data time: 0.0746, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.1124 [2020-10-18 20:25:15,993][root][INFO] - ===> Epoch[1462](7309/5): Loss -0.7212, Sem 0.0315, dir -0.9737, norm 0.2210, swav 0.0000 LR: 8.897e-02 Score 98.954 Data time: 0.0636, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.9713 [2020-10-18 20:25:18,566][root][INFO] - ===> Epoch[1462](7310/5): Loss -0.7217, Sem 0.0299, dir -0.9765, norm 0.2249, swav 0.0000 LR: 8.897e-02 Score 99.001 Data time: 0.0681, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.4870 [2020-10-18 20:25:21,056][root][INFO] - ===> Epoch[1463](7311/5): Loss -0.7268, Sem 0.0340, dir -0.9747, norm 0.2138, swav 0.0000 LR: 8.896e-02 Score 98.862 Data time: 0.0899, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.3862 [2020-10-18 20:25:23,183][root][INFO] - ===> Epoch[1463](7312/5): Loss -0.7137, Sem 0.0312, dir -0.9745, norm 0.2295, swav 0.0000 LR: 8.896e-02 Score 98.959 Data time: 0.0820, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.0207 [2020-10-18 20:25:25,048][root][INFO] - ===> Epoch[1463](7313/5): Loss -0.7424, Sem 0.0320, dir -0.9745, norm 0.2001, swav 0.0000 LR: 8.896e-02 Score 98.906 Data time: 0.0749, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.7897 [2020-10-18 20:25:27,174][root][INFO] - ===> Epoch[1463](7314/5): Loss -0.7123, Sem 0.0307, dir -0.9761, norm 0.2330, swav 0.0000 LR: 8.896e-02 Score 98.989 Data time: 0.0714, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.0333 [2020-10-18 20:25:29,507][root][INFO] - ===> Epoch[1463](7315/5): Loss -0.7214, Sem 0.0306, dir -0.9725, norm 0.2205, swav 0.0000 LR: 8.896e-02 Score 98.988 Data time: 0.0473, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.2280 [2020-10-18 20:25:31,529][root][INFO] - ===> Epoch[1464](7316/5): Loss -0.6894, Sem 0.0388, dir -0.9720, norm 0.2438, swav 0.0000 LR: 8.896e-02 Score 98.748 Data time: 0.0624, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.9523 [2020-10-18 20:25:33,699][root][INFO] - ===> Epoch[1464](7317/5): Loss -0.7200, Sem 0.0313, dir -0.9744, norm 0.2230, swav 0.0000 LR: 8.895e-02 Score 98.991 Data time: 0.0798, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.0819 [2020-10-18 20:25:36,000][root][INFO] - ===> Epoch[1464](7318/5): Loss -0.7336, Sem 0.0310, dir -0.9738, norm 0.2092, swav 0.0000 LR: 8.895e-02 Score 98.979 Data time: 0.0821, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.1886 [2020-10-18 20:25:37,939][root][INFO] - ===> Epoch[1464](7319/5): Loss -0.7472, Sem 0.0313, dir -0.9772, norm 0.1987, swav 0.0000 LR: 8.895e-02 Score 98.958 Data time: 0.0693, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.8324 [2020-10-18 20:25:40,026][root][INFO] - ===> Epoch[1464](7320/5): Loss -0.7115, Sem 0.0345, dir -0.9719, norm 0.2258, swav 0.0000 LR: 8.895e-02 Score 98.868 Data time: 0.0858, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.9800 [2020-10-18 20:25:42,339][root][INFO] - ===> Epoch[1465](7321/5): Loss -0.7061, Sem 0.0356, dir -0.9748, norm 0.2330, swav 0.0000 LR: 8.895e-02 Score 98.836 Data time: 0.0620, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.2098 [2020-10-18 20:25:44,653][root][INFO] - ===> Epoch[1465](7322/5): Loss -0.7327, Sem 0.0317, dir -0.9769, norm 0.2125, swav 0.0000 LR: 8.895e-02 Score 98.943 Data time: 0.0765, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.2148 [2020-10-18 20:25:46,717][root][INFO] - ===> Epoch[1465](7323/5): Loss -0.7375, Sem 0.0345, dir -0.9740, norm 0.2021, swav 0.0000 LR: 8.895e-02 Score 98.854 Data time: 0.0809, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.9695 [2020-10-18 20:25:49,034][root][INFO] - ===> Epoch[1465](7324/5): Loss -0.7293, Sem 0.0321, dir -0.9755, norm 0.2141, swav 0.0000 LR: 8.894e-02 Score 98.942 Data time: 0.0770, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.2064 [2020-10-18 20:25:51,269][root][INFO] - ===> Epoch[1465](7325/5): Loss -0.7326, Sem 0.0351, dir -0.9762, norm 0.2085, swav 0.0000 LR: 8.894e-02 Score 98.832 Data time: 0.0790, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.1341 [2020-10-18 20:25:53,677][root][INFO] - ===> Epoch[1466](7326/5): Loss -0.7440, Sem 0.0296, dir -0.9731, norm 0.1995, swav 0.0000 LR: 8.894e-02 Score 99.001 Data time: 0.0639, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.2988 [2020-10-18 20:25:55,484][root][INFO] - ===> Epoch[1466](7327/5): Loss -0.7384, Sem 0.0307, dir -0.9749, norm 0.2059, swav 0.0000 LR: 8.894e-02 Score 98.943 Data time: 0.0713, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.7242 [2020-10-18 20:25:58,052][root][INFO] - ===> Epoch[1466](7328/5): Loss -0.7455, Sem 0.0309, dir -0.9769, norm 0.2005, swav 0.0000 LR: 8.894e-02 Score 98.949 Data time: 0.0785, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.4545 [2020-10-18 20:26:00,362][root][INFO] - ===> Epoch[1466](7329/5): Loss -0.7178, Sem 0.0374, dir -0.9755, norm 0.2203, swav 0.0000 LR: 8.894e-02 Score 98.790 Data time: 0.0794, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.2144 [2020-10-18 20:26:02,446][root][INFO] - ===> Epoch[1466](7330/5): Loss -0.7288, Sem 0.0300, dir -0.9743, norm 0.2155, swav 0.0000 LR: 8.893e-02 Score 98.982 Data time: 0.0787, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.9703 [2020-10-18 20:26:04,689][root][INFO] - ===> Epoch[1467](7331/5): Loss -0.7473, Sem 0.0298, dir -0.9765, norm 0.1994, swav 0.0000 LR: 8.893e-02 Score 98.978 Data time: 0.0760, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.1272 [2020-10-18 20:26:06,870][root][INFO] - ===> Epoch[1467](7332/5): Loss -0.7454, Sem 0.0298, dir -0.9778, norm 0.2026, swav 0.0000 LR: 8.893e-02 Score 99.020 Data time: 0.0764, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.0561 [2020-10-18 20:26:08,789][root][INFO] - ===> Epoch[1467](7333/5): Loss -0.7543, Sem 0.0333, dir -0.9758, norm 0.1883, swav 0.0000 LR: 8.893e-02 Score 98.863 Data time: 0.2675, Forward time: 0.7702, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.8212 [2020-10-18 20:26:11,170][root][INFO] - ===> Epoch[1467](7334/5): Loss -0.7212, Sem 0.0337, dir -0.9739, norm 0.2189, swav 0.0000 LR: 8.893e-02 Score 98.897 Data time: 0.0916, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.2913 [2020-10-18 20:26:13,418][root][INFO] - ===> Epoch[1467](7335/5): Loss -0.6803, Sem 0.0374, dir -0.9708, norm 0.2531, swav 0.0000 LR: 8.893e-02 Score 98.799 Data time: 0.0789, Forward time: 0.7703, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.1217 [2020-10-18 20:26:15,622][root][INFO] - ===> Epoch[1468](7336/5): Loss -0.7594, Sem 0.0291, dir -0.9791, norm 0.1906, swav 0.0000 LR: 8.893e-02 Score 99.057 Data time: 0.0909, Forward time: 0.7703, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.0926 [2020-10-18 20:26:17,529][root][INFO] - ===> Epoch[1468](7337/5): Loss -0.7201, Sem 0.0330, dir -0.9725, norm 0.2193, swav 0.0000 LR: 8.892e-02 Score 98.898 Data time: 0.0763, Forward time: 0.7703, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 1.8048 [2020-10-18 20:26:20,176][root][INFO] - ===> Epoch[1468](7338/5): Loss -0.7122, Sem 0.0347, dir -0.9737, norm 0.2269, swav 0.0000 LR: 8.892e-02 Score 98.836 Data time: 0.1139, Forward time: 0.7704, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.5483 [2020-10-18 20:26:22,681][root][INFO] - ===> Epoch[1468](7339/5): Loss -0.7316, Sem 0.0339, dir -0.9742, norm 0.2087, swav 0.0000 LR: 8.892e-02 Score 98.857 Data time: 0.0643, Forward time: 0.7704, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.3753 [2020-10-18 20:26:25,086][root][INFO] - ===> Epoch[1468](7340/5): Loss -0.7372, Sem 0.0281, dir -0.9769, norm 0.2116, swav 0.0000 LR: 8.892e-02 Score 99.069 Data time: 0.0860, Forward time: 0.7704, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.3070 [2020-10-18 20:26:27,285][root][INFO] - ===> Epoch[1469](7341/5): Loss -0.7353, Sem 0.0332, dir -0.9765, norm 0.2080, swav 0.0000 LR: 8.892e-02 Score 98.894 Data time: 0.0731, Forward time: 0.7704, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.0938 [2020-10-18 20:26:29,877][root][INFO] - ===> Epoch[1469](7342/5): Loss -0.7369, Sem 0.0317, dir -0.9754, norm 0.2067, swav 0.0000 LR: 8.892e-02 Score 98.928 Data time: 0.0528, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.4894 [2020-10-18 20:26:32,068][root][INFO] - ===> Epoch[1469](7343/5): Loss -0.7452, Sem 0.0346, dir -0.9750, norm 0.1952, swav 0.0000 LR: 8.892e-02 Score 98.850 Data time: 0.0753, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.1299 [2020-10-18 20:26:34,390][root][INFO] - ===> Epoch[1469](7344/5): Loss -0.7352, Sem 0.0288, dir -0.9767, norm 0.2126, swav 0.0000 LR: 8.891e-02 Score 99.049 Data time: 0.0718, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.2113 [2020-10-18 20:26:36,825][root][INFO] - ===> Epoch[1469](7345/5): Loss -0.7304, Sem 0.0322, dir -0.9753, norm 0.2127, swav 0.0000 LR: 8.891e-02 Score 98.909 Data time: 0.0568, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.3227 [2020-10-18 20:26:38,786][root][INFO] - ===> Epoch[1470](7346/5): Loss -0.7236, Sem 0.0309, dir -0.9751, norm 0.2206, swav 0.0000 LR: 8.891e-02 Score 98.998 Data time: 0.0769, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.8695 [2020-10-18 20:26:41,051][root][INFO] - ===> Epoch[1470](7347/5): Loss -0.7372, Sem 0.0323, dir -0.9757, norm 0.2062, swav 0.0000 LR: 8.891e-02 Score 98.931 Data time: 0.0828, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.1579 [2020-10-18 20:26:43,148][root][INFO] - ===> Epoch[1470](7348/5): Loss -0.7494, Sem 0.0302, dir -0.9772, norm 0.1977, swav 0.0000 LR: 8.891e-02 Score 98.978 Data time: 0.0711, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.9755 [2020-10-18 20:26:45,563][root][INFO] - ===> Epoch[1470](7349/5): Loss -0.7295, Sem 0.0316, dir -0.9754, norm 0.2144, swav 0.0000 LR: 8.891e-02 Score 98.974 Data time: 0.0976, Forward time: 0.7704, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.3180 [2020-10-18 20:26:47,769][root][INFO] - ===> Epoch[1470](7350/5): Loss -0.7475, Sem 0.0351, dir -0.9747, norm 0.1921, swav 0.0000 LR: 8.890e-02 Score 98.842 Data time: 0.0836, Forward time: 0.7704, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.0733 [2020-10-18 20:26:49,694][root][INFO] - ===> Epoch[1471](7351/5): Loss -0.7275, Sem 0.0343, dir -0.9742, norm 0.2124, swav 0.0000 LR: 8.890e-02 Score 98.865 Data time: 0.0866, Forward time: 0.7704, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.8118 [2020-10-18 20:26:51,753][root][INFO] - ===> Epoch[1471](7352/5): Loss -0.7028, Sem 0.0369, dir -0.9739, norm 0.2342, swav 0.0000 LR: 8.890e-02 Score 98.764 Data time: 0.0593, Forward time: 0.7704, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.9566 [2020-10-18 20:26:54,950][root][INFO] - ===> Epoch[1471](7353/5): Loss -0.7410, Sem 0.0309, dir -0.9759, norm 0.2040, swav 0.0000 LR: 8.890e-02 Score 98.966 Data time: 0.0509, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 3.1126 [2020-10-18 20:26:56,939][root][INFO] - ===> Epoch[1471](7354/5): Loss -0.7503, Sem 0.0282, dir -0.9768, norm 0.1983, swav 0.0000 LR: 8.890e-02 Score 99.068 Data time: 0.0668, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.8888 [2020-10-18 20:26:59,367][root][INFO] - ===> Epoch[1471](7355/5): Loss -0.7322, Sem 0.0302, dir -0.9753, norm 0.2128, swav 0.0000 LR: 8.890e-02 Score 98.977 Data time: 0.0584, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.3226 [2020-10-18 20:27:01,709][root][INFO] - ===> Epoch[1472](7356/5): Loss -0.7336, Sem 0.0346, dir -0.9753, norm 0.2070, swav 0.0000 LR: 8.890e-02 Score 98.873 Data time: 0.0777, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.2288 [2020-10-18 20:27:03,596][root][INFO] - ===> Epoch[1472](7357/5): Loss -0.7295, Sem 0.0364, dir -0.9723, norm 0.2063, swav 0.0000 LR: 8.889e-02 Score 98.786 Data time: 0.0634, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.7794 [2020-10-18 20:27:05,632][root][INFO] - ===> Epoch[1472](7358/5): Loss -0.7404, Sem 0.0339, dir -0.9734, norm 0.1991, swav 0.0000 LR: 8.889e-02 Score 98.874 Data time: 0.0692, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.9496 [2020-10-18 20:27:07,831][root][INFO] - ===> Epoch[1472](7359/5): Loss -0.7418, Sem 0.0291, dir -0.9756, norm 0.2047, swav 0.0000 LR: 8.889e-02 Score 99.010 Data time: 0.0782, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.1020 [2020-10-18 20:27:10,045][root][INFO] - ===> Epoch[1472](7360/5): Loss -0.7288, Sem 0.0343, dir -0.9751, norm 0.2121, swav 0.0000 LR: 8.889e-02 Score 98.847 Data time: 0.0704, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.1026 [2020-10-18 20:27:12,235][root][INFO] - ===> Epoch[1473](7361/5): Loss -0.7377, Sem 0.0332, dir -0.9732, norm 0.2023, swav 0.0000 LR: 8.889e-02 Score 98.944 Data time: 0.0889, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.0716 [2020-10-18 20:27:14,159][root][INFO] - ===> Epoch[1473](7362/5): Loss -0.7291, Sem 0.0372, dir -0.9750, norm 0.2087, swav 0.0000 LR: 8.889e-02 Score 98.786 Data time: 0.0721, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.8055 [2020-10-18 20:27:16,065][root][INFO] - ===> Epoch[1473](7363/5): Loss -0.7433, Sem 0.0315, dir -0.9756, norm 0.2008, swav 0.0000 LR: 8.888e-02 Score 98.967 Data time: 0.0561, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.8162 [2020-10-18 20:27:18,610][root][INFO] - ===> Epoch[1473](7364/5): Loss -0.7464, Sem 0.0327, dir -0.9752, norm 0.1961, swav 0.0000 LR: 8.888e-02 Score 98.889 Data time: 0.0798, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.4543 [2020-10-18 20:27:21,014][root][INFO] - ===> Epoch[1473](7365/5): Loss -0.7367, Sem 0.0311, dir -0.9758, norm 0.2081, swav 0.0000 LR: 8.888e-02 Score 98.955 Data time: 0.0615, Forward time: 0.7702, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.2935 [2020-10-18 20:27:23,193][root][INFO] - ===> Epoch[1474](7366/5): Loss -0.7317, Sem 0.0323, dir -0.9745, norm 0.2105, swav 0.0000 LR: 8.888e-02 Score 98.953 Data time: 0.0938, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.0848 [2020-10-18 20:27:25,362][root][INFO] - ===> Epoch[1474](7367/5): Loss -0.7198, Sem 0.0329, dir -0.9760, norm 0.2234, swav 0.0000 LR: 8.888e-02 Score 98.931 Data time: 0.0736, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.0533 [2020-10-18 20:27:27,337][root][INFO] - ===> Epoch[1474](7368/5): Loss -0.7157, Sem 0.0334, dir -0.9739, norm 0.2247, swav 0.0000 LR: 8.888e-02 Score 98.909 Data time: 0.1842, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.8771 [2020-10-18 20:27:30,098][root][INFO] - ===> Epoch[1474](7369/5): Loss -0.7342, Sem 0.0271, dir -0.9777, norm 0.2164, swav 0.0000 LR: 8.888e-02 Score 99.100 Data time: 0.1397, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.6704 [2020-10-18 20:27:32,237][root][INFO] - ===> Epoch[1474](7370/5): Loss -0.7296, Sem 0.0351, dir -0.9732, norm 0.2085, swav 0.0000 LR: 8.887e-02 Score 98.820 Data time: 0.0691, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.0014 [2020-10-18 20:27:34,323][root][INFO] - ===> Epoch[1475](7371/5): Loss -0.6941, Sem 0.0355, dir -0.9736, norm 0.2440, swav 0.0000 LR: 8.887e-02 Score 98.835 Data time: 0.0802, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.9778 [2020-10-18 20:27:36,490][root][INFO] - ===> Epoch[1475](7372/5): Loss -0.7425, Sem 0.0298, dir -0.9780, norm 0.2057, swav 0.0000 LR: 8.887e-02 Score 98.987 Data time: 0.0756, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.0695 [2020-10-18 20:27:38,819][root][INFO] - ===> Epoch[1475](7373/5): Loss -0.7016, Sem 0.0322, dir -0.9742, norm 0.2403, swav 0.0000 LR: 8.887e-02 Score 98.940 Data time: 0.0668, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.2213 [2020-10-18 20:27:41,042][root][INFO] - ===> Epoch[1475](7374/5): Loss -0.7325, Sem 0.0299, dir -0.9735, norm 0.2111, swav 0.0000 LR: 8.887e-02 Score 98.976 Data time: 0.0645, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.1183 [2020-10-18 20:27:43,067][root][INFO] - ===> Epoch[1475](7375/5): Loss -0.7009, Sem 0.0311, dir -0.9716, norm 0.2395, swav 0.0000 LR: 8.887e-02 Score 98.969 Data time: 0.0665, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.9246 [2020-10-18 20:27:44,988][root][INFO] - ===> Epoch[1476](7376/5): Loss -0.7227, Sem 0.0310, dir -0.9742, norm 0.2205, swav 0.0000 LR: 8.886e-02 Score 98.948 Data time: 0.0527, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.8207 [2020-10-18 20:27:47,571][root][INFO] - ===> Epoch[1476](7377/5): Loss -0.7296, Sem 0.0325, dir -0.9745, norm 0.2125, swav 0.0000 LR: 8.886e-02 Score 98.921 Data time: 0.1078, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.4928 [2020-10-18 20:27:49,361][root][INFO] - ===> Epoch[1476](7378/5): Loss -0.7345, Sem 0.0322, dir -0.9763, norm 0.2096, swav 0.0000 LR: 8.886e-02 Score 98.933 Data time: 0.0678, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.6754 [2020-10-18 20:27:51,476][root][INFO] - ===> Epoch[1476](7379/5): Loss -0.7141, Sem 0.0336, dir -0.9742, norm 0.2265, swav 0.0000 LR: 8.886e-02 Score 98.881 Data time: 0.1581, Forward time: 0.7703, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.0259 [2020-10-18 20:27:53,937][root][INFO] - ===> Epoch[1476](7380/5): Loss -0.7418, Sem 0.0292, dir -0.9771, norm 0.2061, swav 0.0000 LR: 8.886e-02 Score 99.006 Data time: 0.0840, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.3551 [2020-10-18 20:27:55,976][root][INFO] - ===> Epoch[1477](7381/5): Loss -0.7176, Sem 0.0344, dir -0.9745, norm 0.2225, swav 0.0000 LR: 8.886e-02 Score 98.863 Data time: 0.0566, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.9234 [2020-10-18 20:27:58,107][root][INFO] - ===> Epoch[1477](7382/5): Loss -0.7363, Sem 0.0310, dir -0.9755, norm 0.2082, swav 0.0000 LR: 8.886e-02 Score 98.950 Data time: 0.1652, Forward time: 0.7703, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.0625 [2020-10-18 20:28:00,308][root][INFO] - ===> Epoch[1477](7383/5): Loss -0.7120, Sem 0.0291, dir -0.9735, norm 0.2325, swav 0.0000 LR: 8.885e-02 Score 99.047 Data time: 0.0927, Forward time: 0.7703, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.1202 [2020-10-18 20:28:02,880][root][INFO] - ===> Epoch[1477](7384/5): Loss -0.7304, Sem 0.0308, dir -0.9762, norm 0.2150, swav 0.0000 LR: 8.885e-02 Score 98.963 Data time: 0.0752, Forward time: 0.7704, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.4590 [2020-10-18 20:28:04,626][root][INFO] - ===> Epoch[1477](7385/5): Loss -0.7347, Sem 0.0346, dir -0.9736, norm 0.2042, swav 0.0000 LR: 8.885e-02 Score 98.845 Data time: 0.0757, Forward time: 0.7704, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 1.6552 [2020-10-18 20:28:07,093][root][INFO] - ===> Epoch[1478](7386/5): Loss -0.7274, Sem 0.0331, dir -0.9749, norm 0.2145, swav 0.0000 LR: 8.885e-02 Score 98.898 Data time: 0.0979, Forward time: 0.7704, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.3742 [2020-10-18 20:28:09,572][root][INFO] - ===> Epoch[1478](7387/5): Loss -0.7096, Sem 0.0356, dir -0.9711, norm 0.2259, swav 0.0000 LR: 8.885e-02 Score 98.826 Data time: 0.0922, Forward time: 0.7704, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.3410 [2020-10-18 20:28:11,530][root][INFO] - ===> Epoch[1478](7388/5): Loss -0.7501, Sem 0.0270, dir -0.9783, norm 0.2012, swav 0.0000 LR: 8.885e-02 Score 99.097 Data time: 0.0751, Forward time: 0.7704, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 1.8273 [2020-10-18 20:28:13,271][root][INFO] - ===> Epoch[1478](7389/5): Loss -0.7378, Sem 0.0288, dir -0.9780, norm 0.2113, swav 0.0000 LR: 8.885e-02 Score 99.051 Data time: 0.0783, Forward time: 0.7704, Backward time: 1.1874, DDP time: 0.0030, Total iter time: 1.6532 [2020-10-18 20:28:15,747][root][INFO] - ===> Epoch[1478](7390/5): Loss -0.7055, Sem 0.0329, dir -0.9736, norm 0.2353, swav 0.0000 LR: 8.884e-02 Score 98.894 Data time: 0.0798, Forward time: 0.7704, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.3744 [2020-10-18 20:28:17,702][root][INFO] - ===> Epoch[1479](7391/5): Loss -0.7333, Sem 0.0295, dir -0.9765, norm 0.2137, swav 0.0000 LR: 8.884e-02 Score 99.010 Data time: 0.0640, Forward time: 0.7704, Backward time: 1.1874, DDP time: 0.0030, Total iter time: 1.8668 [2020-10-18 20:28:20,335][root][INFO] - ===> Epoch[1479](7392/5): Loss -0.7174, Sem 0.0321, dir -0.9754, norm 0.2259, swav 0.0000 LR: 8.884e-02 Score 98.953 Data time: 0.1247, Forward time: 0.7704, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.5450 [2020-10-18 20:28:22,580][root][INFO] - ===> Epoch[1479](7393/5): Loss -0.7376, Sem 0.0341, dir -0.9715, norm 0.1998, swav 0.0000 LR: 8.884e-02 Score 98.857 Data time: 0.0927, Forward time: 0.7704, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.1257 [2020-10-18 20:28:24,441][root][INFO] - ===> Epoch[1479](7394/5): Loss -0.7326, Sem 0.0307, dir -0.9750, norm 0.2117, swav 0.0000 LR: 8.884e-02 Score 98.974 Data time: 0.0610, Forward time: 0.7704, Backward time: 1.1874, DDP time: 0.0030, Total iter time: 1.7522 [2020-10-18 20:28:26,965][root][INFO] - ===> Epoch[1479](7395/5): Loss -0.6946, Sem 0.0363, dir -0.9732, norm 0.2423, swav 0.0000 LR: 8.884e-02 Score 98.800 Data time: 0.0760, Forward time: 0.7704, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.4450 [2020-10-18 20:28:29,217][root][INFO] - ===> Epoch[1480](7396/5): Loss -0.7089, Sem 0.0351, dir -0.9720, norm 0.2279, swav 0.0000 LR: 8.883e-02 Score 98.814 Data time: 0.0483, Forward time: 0.7704, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.1437 [2020-10-18 20:28:31,196][root][INFO] - ===> Epoch[1480](7397/5): Loss -0.7537, Sem 0.0302, dir -0.9763, norm 0.1924, swav 0.0000 LR: 8.883e-02 Score 98.985 Data time: 0.0672, Forward time: 0.7703, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 1.9009 [2020-10-18 20:28:33,218][root][INFO] - ===> Epoch[1480](7398/5): Loss -0.7291, Sem 0.0298, dir -0.9749, norm 0.2160, swav 0.0000 LR: 8.883e-02 Score 99.022 Data time: 0.0922, Forward time: 0.7704, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 1.9498 [2020-10-18 20:28:35,574][root][INFO] - ===> Epoch[1480](7399/5): Loss -0.7283, Sem 0.0310, dir -0.9769, norm 0.2176, swav 0.0000 LR: 8.883e-02 Score 99.027 Data time: 0.0580, Forward time: 0.7703, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.2498 [2020-10-18 20:28:37,838][root][INFO] - ===> Epoch[1480](7400/5): Loss -0.7131, Sem 0.0328, dir -0.9729, norm 0.2271, swav 0.0000 LR: 8.883e-02 Score 98.912 Data time: 0.0893, Forward time: 0.7704, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.1835 [2020-10-18 20:28:38,936][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 20:28:39,107][root][INFO] - ===> Start testing [2020-10-18 20:29:16,917][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1202 Loss 0.292 (AVG: 0.503) Score 94.784 (AVG: 89.941) mIOU 68.610 mAP 83.571 mAcc 75.299 IOU: 60.603 0.000 83.591 74.114 92.516 91.541 32.206 74.872 96.277 59.503 81.669 85.788 59.248 mAP: 81.488 6.956 95.902 88.829 98.784 98.352 59.356 93.925 99.773 81.209 94.258 95.224 92.368 mAcc: 76.163 0.000 91.338 83.739 95.397 96.627 35.634 87.018 97.474 65.450 90.671 96.067 63.312 [2020-10-18 20:29:16,922][root][INFO] - Finished test. Elapsed time: 37.8097 [2020-10-18 20:29:19,943][root][INFO] - [2020-10-18 20:29:19,943][root][INFO] - ################################################################ [2020-10-18 20:29:19,943][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 20:29:19,943][root][INFO] - ################################################################ [2020-10-18 20:29:19,943][root][INFO] - clutter : nan nan nan [2020-10-18 20:29:19,944][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 20:29:19,944][root][INFO] - board : 0.815 0.901 0.926 [2020-10-18 20:29:19,944][root][INFO] - bookcase : 0.222 0.355 0.518 [2020-10-18 20:29:19,944][root][INFO] - ceiling : 0.536 0.576 0.621 [2020-10-18 20:29:19,944][root][INFO] - chair : 0.805 0.903 0.911 [2020-10-18 20:29:19,944][root][INFO] - column : 0.171 0.269 0.379 [2020-10-18 20:29:19,944][root][INFO] - door : 0.611 0.777 0.861 [2020-10-18 20:29:19,944][root][INFO] - floor : 0.754 0.754 0.797 [2020-10-18 20:29:19,944][root][INFO] - sofa : 0.338 0.438 0.624 [2020-10-18 20:29:19,944][root][INFO] - table : 0.183 0.395 0.694 [2020-10-18 20:29:19,944][root][INFO] - wall : 0.514 0.715 0.812 [2020-10-18 20:29:19,944][root][INFO] - window : 0.532 0.784 0.784 [2020-10-18 20:29:19,944][root][INFO] - ---------------------------------------------------------------- [2020-10-18 20:29:19,944][root][INFO] - average : 0.457 0.572 0.661 [2020-10-18 20:29:19,944][root][INFO] - [2020-10-18 20:29:20,100][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 20:29:20,101][root][INFO] - Current best mIoU: 69.394 at iter 7000 [2020-10-18 20:29:21,687][root][INFO] - ===> Epoch[1481](7401/5): Loss -0.7297, Sem 0.0348, dir -0.9740, norm 0.2095, swav 0.0000 LR: 8.883e-02 Score 98.812 Data time: 0.0652, Forward time: 0.7703, Backward time: 1.1874, DDP time: 0.0030, Total iter time: 1.5811 [2020-10-18 20:29:24,220][root][INFO] - ===> Epoch[1481](7402/5): Loss -0.7304, Sem 0.0300, dir -0.9781, norm 0.2177, swav 0.0000 LR: 8.883e-02 Score 99.000 Data time: 0.0833, Forward time: 0.7704, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.4421 [2020-10-18 20:29:26,241][root][INFO] - ===> Epoch[1481](7403/5): Loss -0.7342, Sem 0.0334, dir -0.9751, norm 0.2075, swav 0.0000 LR: 8.882e-02 Score 98.919 Data time: 0.0812, Forward time: 0.7703, Backward time: 1.1874, DDP time: 0.0030, Total iter time: 1.8944 [2020-10-18 20:29:28,365][root][INFO] - ===> Epoch[1481](7404/5): Loss -0.7301, Sem 0.0339, dir -0.9762, norm 0.2121, swav 0.0000 LR: 8.882e-02 Score 98.861 Data time: 0.0682, Forward time: 0.7703, Backward time: 1.1874, DDP time: 0.0030, Total iter time: 2.0365 [2020-10-18 20:29:31,113][root][INFO] - ===> Epoch[1481](7405/5): Loss -0.7182, Sem 0.0308, dir -0.9752, norm 0.2262, swav 0.0000 LR: 8.882e-02 Score 98.986 Data time: 0.0707, Forward time: 0.7703, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.6481 [2020-10-18 20:29:33,462][root][INFO] - ===> Epoch[1482](7406/5): Loss -0.7346, Sem 0.0322, dir -0.9740, norm 0.2072, swav 0.0000 LR: 8.882e-02 Score 98.923 Data time: 0.0795, Forward time: 0.7703, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.2316 [2020-10-18 20:29:35,742][root][INFO] - ===> Epoch[1482](7407/5): Loss -0.7282, Sem 0.0304, dir -0.9749, norm 0.2163, swav 0.0000 LR: 8.882e-02 Score 98.979 Data time: 0.2057, Forward time: 0.7703, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.1731 [2020-10-18 20:29:38,169][root][INFO] - ===> Epoch[1482](7408/5): Loss -0.7396, Sem 0.0285, dir -0.9779, norm 0.2098, swav 0.0000 LR: 8.882e-02 Score 99.073 Data time: 0.1057, Forward time: 0.7704, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.3046 [2020-10-18 20:29:40,277][root][INFO] - ===> Epoch[1482](7409/5): Loss -0.7497, Sem 0.0339, dir -0.9754, norm 0.1917, swav 0.0000 LR: 8.881e-02 Score 98.879 Data time: 0.0759, Forward time: 0.7704, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 1.9984 [2020-10-18 20:29:42,498][root][INFO] - ===> Epoch[1482](7410/5): Loss -0.7368, Sem 0.0341, dir -0.9751, norm 0.2041, swav 0.0000 LR: 8.881e-02 Score 98.880 Data time: 0.0540, Forward time: 0.7704, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.1144 [2020-10-18 20:29:45,059][root][INFO] - ===> Epoch[1483](7411/5): Loss -0.7328, Sem 0.0351, dir -0.9733, norm 0.2054, swav 0.0000 LR: 8.881e-02 Score 98.862 Data time: 0.0641, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.4833 [2020-10-18 20:29:47,330][root][INFO] - ===> Epoch[1483](7412/5): Loss -0.7230, Sem 0.0281, dir -0.9742, norm 0.2231, swav 0.0000 LR: 8.881e-02 Score 99.085 Data time: 0.0627, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.1751 [2020-10-18 20:29:49,548][root][INFO] - ===> Epoch[1483](7413/5): Loss -0.7517, Sem 0.0310, dir -0.9776, norm 0.1949, swav 0.0000 LR: 8.881e-02 Score 98.973 Data time: 0.0847, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.1191 [2020-10-18 20:29:52,015][root][INFO] - ===> Epoch[1483](7414/5): Loss -0.7183, Sem 0.0349, dir -0.9748, norm 0.2216, swav 0.0000 LR: 8.881e-02 Score 98.825 Data time: 0.0826, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.3453 [2020-10-18 20:29:54,022][root][INFO] - ===> Epoch[1483](7415/5): Loss -0.7436, Sem 0.0331, dir -0.9756, norm 0.1989, swav 0.0000 LR: 8.881e-02 Score 98.898 Data time: 0.1035, Forward time: 0.7704, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.8811 [2020-10-18 20:29:56,140][root][INFO] - ===> Epoch[1484](7416/5): Loss -0.7320, Sem 0.0283, dir -0.9781, norm 0.2179, swav 0.0000 LR: 8.880e-02 Score 99.062 Data time: 0.0799, Forward time: 0.7704, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.0167 [2020-10-18 20:29:58,277][root][INFO] - ===> Epoch[1484](7417/5): Loss -0.7602, Sem 0.0306, dir -0.9770, norm 0.1862, swav 0.0000 LR: 8.880e-02 Score 98.966 Data time: 0.0749, Forward time: 0.7704, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.0482 [2020-10-18 20:30:00,552][root][INFO] - ===> Epoch[1484](7418/5): Loss -0.7316, Sem 0.0361, dir -0.9726, norm 0.2049, swav 0.0000 LR: 8.880e-02 Score 98.809 Data time: 0.0648, Forward time: 0.7704, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.1893 [2020-10-18 20:30:03,110][root][INFO] - ===> Epoch[1484](7419/5): Loss -0.7447, Sem 0.0336, dir -0.9765, norm 0.1981, swav 0.0000 LR: 8.880e-02 Score 98.888 Data time: 0.1170, Forward time: 0.7704, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.4645 [2020-10-18 20:30:05,289][root][INFO] - ===> Epoch[1484](7420/5): Loss -0.7503, Sem 0.0286, dir -0.9785, norm 0.1995, swav 0.0000 LR: 8.880e-02 Score 99.033 Data time: 0.0983, Forward time: 0.7704, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.0720 [2020-10-18 20:30:07,306][root][INFO] - ===> Epoch[1485](7421/5): Loss -0.7554, Sem 0.0296, dir -0.9782, norm 0.1932, swav 0.0000 LR: 8.880e-02 Score 98.991 Data time: 0.0714, Forward time: 0.7704, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 1.9020 [2020-10-18 20:30:09,422][root][INFO] - ===> Epoch[1485](7422/5): Loss -0.7269, Sem 0.0321, dir -0.9728, norm 0.2137, swav 0.0000 LR: 8.879e-02 Score 98.930 Data time: 0.0594, Forward time: 0.7704, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 1.9773 [2020-10-18 20:30:11,996][root][INFO] - ===> Epoch[1485](7423/5): Loss -0.7440, Sem 0.0292, dir -0.9760, norm 0.2028, swav 0.0000 LR: 8.879e-02 Score 99.026 Data time: 0.0437, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.5073 [2020-10-18 20:30:14,302][root][INFO] - ===> Epoch[1485](7424/5): Loss -0.7624, Sem 0.0301, dir -0.9763, norm 0.1838, swav 0.0000 LR: 8.879e-02 Score 98.998 Data time: 0.0564, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.2332 [2020-10-18 20:30:16,135][root][INFO] - ===> Epoch[1485](7425/5): Loss -0.7363, Sem 0.0364, dir -0.9744, norm 0.2017, swav 0.0000 LR: 8.879e-02 Score 98.776 Data time: 0.0745, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.7495 [2020-10-18 20:30:18,723][root][INFO] - ===> Epoch[1486](7426/5): Loss -0.7375, Sem 0.0324, dir -0.9757, norm 0.2057, swav 0.0000 LR: 8.879e-02 Score 98.931 Data time: 0.0735, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.4927 [2020-10-18 20:30:21,006][root][INFO] - ===> Epoch[1486](7427/5): Loss -0.7210, Sem 0.0282, dir -0.9758, norm 0.2266, swav 0.0000 LR: 8.879e-02 Score 99.068 Data time: 0.0853, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.1772 [2020-10-18 20:30:23,609][root][INFO] - ===> Epoch[1486](7428/5): Loss -0.7202, Sem 0.0309, dir -0.9749, norm 0.2239, swav 0.0000 LR: 8.879e-02 Score 98.971 Data time: 0.0829, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.5003 [2020-10-18 20:30:25,756][root][INFO] - ===> Epoch[1486](7429/5): Loss -0.7361, Sem 0.0323, dir -0.9760, norm 0.2075, swav 0.0000 LR: 8.878e-02 Score 98.929 Data time: 0.0671, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.0273 [2020-10-18 20:30:28,016][root][INFO] - ===> Epoch[1486](7430/5): Loss -0.7493, Sem 0.0300, dir -0.9764, norm 0.1971, swav 0.0000 LR: 8.878e-02 Score 99.009 Data time: 0.0665, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.1393 [2020-10-18 20:30:29,928][root][INFO] - ===> Epoch[1487](7431/5): Loss -0.7508, Sem 0.0316, dir -0.9770, norm 0.1946, swav 0.0000 LR: 8.878e-02 Score 98.944 Data time: 0.0658, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.8009 [2020-10-18 20:30:32,248][root][INFO] - ===> Epoch[1487](7432/5): Loss -0.7394, Sem 0.0278, dir -0.9763, norm 0.2091, swav 0.0000 LR: 8.878e-02 Score 99.093 Data time: 0.0719, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.2169 [2020-10-18 20:30:34,852][root][INFO] - ===> Epoch[1487](7433/5): Loss -0.7452, Sem 0.0345, dir -0.9749, norm 0.1952, swav 0.0000 LR: 8.878e-02 Score 98.864 Data time: 0.0946, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.4814 [2020-10-18 20:30:36,993][root][INFO] - ===> Epoch[1487](7434/5): Loss -0.7376, Sem 0.0350, dir -0.9743, norm 0.2016, swav 0.0000 LR: 8.878e-02 Score 98.843 Data time: 0.0694, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.0382 [2020-10-18 20:30:39,610][root][INFO] - ===> Epoch[1487](7435/5): Loss -0.7368, Sem 0.0321, dir -0.9749, norm 0.2060, swav 0.0000 LR: 8.878e-02 Score 98.929 Data time: 0.1126, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.4986 [2020-10-18 20:30:41,477][root][INFO] - ===> Epoch[1488](7436/5): Loss -0.7317, Sem 0.0323, dir -0.9756, norm 0.2116, swav 0.0000 LR: 8.877e-02 Score 98.955 Data time: 0.0588, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.7465 [2020-10-18 20:30:43,543][root][INFO] - ===> Epoch[1488](7437/5): Loss -0.7480, Sem 0.0315, dir -0.9763, norm 0.1967, swav 0.0000 LR: 8.877e-02 Score 98.970 Data time: 0.0705, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.9581 [2020-10-18 20:30:45,928][root][INFO] - ===> Epoch[1488](7438/5): Loss -0.7251, Sem 0.0295, dir -0.9776, norm 0.2230, swav 0.0000 LR: 8.877e-02 Score 99.027 Data time: 0.0855, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.2810 [2020-10-18 20:30:48,181][root][INFO] - ===> Epoch[1488](7439/5): Loss -0.7468, Sem 0.0298, dir -0.9769, norm 0.2003, swav 0.0000 LR: 8.877e-02 Score 99.011 Data time: 0.0747, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.1244 [2020-10-18 20:30:50,326][root][INFO] - ===> Epoch[1488](7440/5): Loss -0.7215, Sem 0.0316, dir -0.9737, norm 0.2206, swav 0.0000 LR: 8.877e-02 Score 98.959 Data time: 0.0640, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.0401 [2020-10-18 20:30:52,474][root][INFO] - ===> Epoch[1489](7441/5): Loss -0.7303, Sem 0.0352, dir -0.9730, norm 0.2075, swav 0.0000 LR: 8.877e-02 Score 98.829 Data time: 0.0639, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.0528 [2020-10-18 20:30:54,869][root][INFO] - ===> Epoch[1489](7442/5): Loss -0.7113, Sem 0.0326, dir -0.9717, norm 0.2278, swav 0.0000 LR: 8.876e-02 Score 98.905 Data time: 0.0691, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.2855 [2020-10-18 20:30:56,810][root][INFO] - ===> Epoch[1489](7443/5): Loss -0.7370, Sem 0.0303, dir -0.9750, norm 0.2077, swav 0.0000 LR: 8.876e-02 Score 98.999 Data time: 0.0749, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.8312 [2020-10-18 20:30:59,457][root][INFO] - ===> Epoch[1489](7444/5): Loss -0.7593, Sem 0.0294, dir -0.9772, norm 0.1885, swav 0.0000 LR: 8.876e-02 Score 99.027 Data time: 0.0708, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.5307 [2020-10-18 20:31:01,603][root][INFO] - ===> Epoch[1489](7445/5): Loss -0.7368, Sem 0.0322, dir -0.9760, norm 0.2071, swav 0.0000 LR: 8.876e-02 Score 98.942 Data time: 0.0767, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.0475 [2020-10-18 20:31:04,073][root][INFO] - ===> Epoch[1490](7446/5): Loss -0.7460, Sem 0.0307, dir -0.9754, norm 0.1987, swav 0.0000 LR: 8.876e-02 Score 98.949 Data time: 0.0879, Forward time: 0.7703, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.3587 [2020-10-18 20:31:05,933][root][INFO] - ===> Epoch[1490](7447/5): Loss -0.7494, Sem 0.0271, dir -0.9794, norm 0.2029, swav 0.0000 LR: 8.876e-02 Score 99.117 Data time: 0.0832, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.7568 [2020-10-18 20:31:08,176][root][INFO] - ===> Epoch[1490](7448/5): Loss -0.7383, Sem 0.0328, dir -0.9732, norm 0.2021, swav 0.0000 LR: 8.876e-02 Score 98.894 Data time: 0.0916, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.1165 [2020-10-18 20:31:10,181][root][INFO] - ===> Epoch[1490](7449/5): Loss -0.7176, Sem 0.0309, dir -0.9766, norm 0.2280, swav 0.0000 LR: 8.875e-02 Score 98.996 Data time: 0.0877, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.8875 [2020-10-18 20:31:12,161][root][INFO] - ===> Epoch[1490](7450/5): Loss -0.7345, Sem 0.0339, dir -0.9746, norm 0.2062, swav 0.0000 LR: 8.875e-02 Score 98.884 Data time: 0.0704, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.8707 [2020-10-18 20:31:13,996][root][INFO] - ===> Epoch[1491](7451/5): Loss -0.7340, Sem 0.0311, dir -0.9741, norm 0.2089, swav 0.0000 LR: 8.875e-02 Score 98.926 Data time: 0.0665, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.7243 [2020-10-18 20:31:16,831][root][INFO] - ===> Epoch[1491](7452/5): Loss -0.7206, Sem 0.0335, dir -0.9754, norm 0.2212, swav 0.0000 LR: 8.875e-02 Score 98.880 Data time: 0.0761, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.7334 [2020-10-18 20:31:18,880][root][INFO] - ===> Epoch[1491](7453/5): Loss -0.7332, Sem 0.0290, dir -0.9767, norm 0.2145, swav 0.0000 LR: 8.875e-02 Score 99.037 Data time: 0.0716, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.9396 [2020-10-18 20:31:21,151][root][INFO] - ===> Epoch[1491](7454/5): Loss -0.7093, Sem 0.0361, dir -0.9746, norm 0.2292, swav 0.0000 LR: 8.875e-02 Score 98.798 Data time: 0.0550, Forward time: 0.7702, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.1437 [2020-10-18 20:31:23,301][root][INFO] - ===> Epoch[1491](7455/5): Loss -0.7460, Sem 0.0301, dir -0.9777, norm 0.2015, swav 0.0000 LR: 8.874e-02 Score 99.007 Data time: 0.0522, Forward time: 0.7702, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.1128 [2020-10-18 20:31:25,322][root][INFO] - ===> Epoch[1492](7456/5): Loss -0.7095, Sem 0.0318, dir -0.9748, norm 0.2335, swav 0.0000 LR: 8.874e-02 Score 98.954 Data time: 0.0506, Forward time: 0.7702, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.9382 [2020-10-18 20:31:27,307][root][INFO] - ===> Epoch[1492](7457/5): Loss -0.7543, Sem 0.0309, dir -0.9758, norm 0.1905, swav 0.0000 LR: 8.874e-02 Score 98.959 Data time: 0.0590, Forward time: 0.7702, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.9273 [2020-10-18 20:31:29,608][root][INFO] - ===> Epoch[1492](7458/5): Loss -0.7150, Sem 0.0366, dir -0.9725, norm 0.2209, swav 0.0000 LR: 8.874e-02 Score 98.773 Data time: 0.0920, Forward time: 0.7702, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.1710 [2020-10-18 20:31:31,921][root][INFO] - ===> Epoch[1492](7459/5): Loss -0.7041, Sem 0.0369, dir -0.9719, norm 0.2309, swav 0.0000 LR: 8.874e-02 Score 98.886 Data time: 0.0888, Forward time: 0.7702, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.1909 [2020-10-18 20:31:34,164][root][INFO] - ===> Epoch[1492](7460/5): Loss -0.7386, Sem 0.0314, dir -0.9743, norm 0.2044, swav 0.0000 LR: 8.874e-02 Score 98.953 Data time: 0.0877, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.1544 [2020-10-18 20:31:36,037][root][INFO] - ===> Epoch[1493](7461/5): Loss -0.7334, Sem 0.0338, dir -0.9727, norm 0.2054, swav 0.0000 LR: 8.874e-02 Score 98.852 Data time: 0.0795, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.7735 [2020-10-18 20:31:38,364][root][INFO] - ===> Epoch[1493](7462/5): Loss -0.7309, Sem 0.0276, dir -0.9739, norm 0.2154, swav 0.0000 LR: 8.873e-02 Score 99.075 Data time: 0.1193, Forward time: 0.7703, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.2351 [2020-10-18 20:31:40,979][root][INFO] - ===> Epoch[1493](7463/5): Loss -0.7363, Sem 0.0314, dir -0.9754, norm 0.2077, swav 0.0000 LR: 8.873e-02 Score 98.950 Data time: 0.0729, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.5076 [2020-10-18 20:31:43,279][root][INFO] - ===> Epoch[1493](7464/5): Loss -0.7063, Sem 0.0345, dir -0.9721, norm 0.2314, swav 0.0000 LR: 8.873e-02 Score 98.877 Data time: 0.0624, Forward time: 0.7703, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.1877 [2020-10-18 20:31:45,624][root][INFO] - ===> Epoch[1493](7465/5): Loss -0.7290, Sem 0.0335, dir -0.9732, norm 0.2107, swav 0.0000 LR: 8.873e-02 Score 98.901 Data time: 0.0680, Forward time: 0.7702, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.2568 [2020-10-18 20:31:47,871][root][INFO] - ===> Epoch[1494](7466/5): Loss -0.7143, Sem 0.0373, dir -0.9742, norm 0.2226, swav 0.0000 LR: 8.873e-02 Score 98.752 Data time: 0.0588, Forward time: 0.7702, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.1341 [2020-10-18 20:31:50,236][root][INFO] - ===> Epoch[1494](7467/5): Loss -0.7468, Sem 0.0302, dir -0.9767, norm 0.1998, swav 0.0000 LR: 8.873e-02 Score 98.993 Data time: 0.0821, Forward time: 0.7702, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.2793 [2020-10-18 20:31:52,630][root][INFO] - ===> Epoch[1494](7468/5): Loss -0.7252, Sem 0.0324, dir -0.9743, norm 0.2167, swav 0.0000 LR: 8.873e-02 Score 98.944 Data time: 0.0936, Forward time: 0.7702, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.2796 [2020-10-18 20:31:54,690][root][INFO] - ===> Epoch[1494](7469/5): Loss -0.7402, Sem 0.0324, dir -0.9757, norm 0.2032, swav 0.0000 LR: 8.872e-02 Score 98.918 Data time: 0.0670, Forward time: 0.7702, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.9488 [2020-10-18 20:31:56,815][root][INFO] - ===> Epoch[1494](7470/5): Loss -0.7020, Sem 0.0431, dir -0.9739, norm 0.2288, swav 0.0000 LR: 8.872e-02 Score 98.776 Data time: 0.0690, Forward time: 0.7702, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.0349 [2020-10-18 20:31:58,927][root][INFO] - ===> Epoch[1495](7471/5): Loss -0.7254, Sem 0.0340, dir -0.9751, norm 0.2157, swav 0.0000 LR: 8.872e-02 Score 98.867 Data time: 0.0564, Forward time: 0.7702, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.0061 [2020-10-18 20:32:00,743][root][INFO] - ===> Epoch[1495](7472/5): Loss -0.7209, Sem 0.0331, dir -0.9750, norm 0.2211, swav 0.0000 LR: 8.872e-02 Score 98.920 Data time: 0.0618, Forward time: 0.7702, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.7466 [2020-10-18 20:32:02,881][root][INFO] - ===> Epoch[1495](7473/5): Loss -0.7395, Sem 0.0327, dir -0.9753, norm 0.2032, swav 0.0000 LR: 8.872e-02 Score 98.909 Data time: 0.0575, Forward time: 0.7702, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.0489 [2020-10-18 20:32:04,900][root][INFO] - ===> Epoch[1495](7474/5): Loss -0.7106, Sem 0.0350, dir -0.9727, norm 0.2272, swav 0.0000 LR: 8.872e-02 Score 98.842 Data time: 0.0765, Forward time: 0.7702, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.9201 [2020-10-18 20:32:07,032][root][INFO] - ===> Epoch[1495](7475/5): Loss -0.7272, Sem 0.0352, dir -0.9756, norm 0.2132, swav 0.0000 LR: 8.871e-02 Score 98.822 Data time: 0.0831, Forward time: 0.7702, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.0253 [2020-10-18 20:32:09,471][root][INFO] - ===> Epoch[1496](7476/5): Loss -0.7130, Sem 0.0346, dir -0.9732, norm 0.2256, swav 0.0000 LR: 8.871e-02 Score 98.847 Data time: 0.0722, Forward time: 0.7702, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.3034 [2020-10-18 20:32:11,543][root][INFO] - ===> Epoch[1496](7477/5): Loss -0.7343, Sem 0.0361, dir -0.9741, norm 0.2037, swav 0.0000 LR: 8.871e-02 Score 98.775 Data time: 0.0594, Forward time: 0.7702, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.9402 [2020-10-18 20:32:13,938][root][INFO] - ===> Epoch[1496](7478/5): Loss -0.7267, Sem 0.0303, dir -0.9756, norm 0.2186, swav 0.0000 LR: 8.871e-02 Score 98.977 Data time: 0.0754, Forward time: 0.7702, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.3359 [2020-10-18 20:32:16,758][root][INFO] - ===> Epoch[1496](7479/5): Loss -0.7480, Sem 0.0304, dir -0.9769, norm 0.1985, swav 0.0000 LR: 8.871e-02 Score 98.982 Data time: 0.0725, Forward time: 0.7702, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.7168 [2020-10-18 20:32:19,126][root][INFO] - ===> Epoch[1496](7480/5): Loss -0.7312, Sem 0.0338, dir -0.9744, norm 0.2095, swav 0.0000 LR: 8.871e-02 Score 98.881 Data time: 0.0685, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.2659 [2020-10-18 20:32:21,221][root][INFO] - ===> Epoch[1497](7481/5): Loss -0.7413, Sem 0.0347, dir -0.9726, norm 0.1966, swav 0.0000 LR: 8.871e-02 Score 98.840 Data time: 0.0867, Forward time: 0.7702, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.0067 [2020-10-18 20:32:24,196][root][INFO] - ===> Epoch[1497](7482/5): Loss -0.7180, Sem 0.0342, dir -0.9764, norm 0.2242, swav 0.0000 LR: 8.870e-02 Score 98.915 Data time: 0.0570, Forward time: 0.7701, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.8540 [2020-10-18 20:32:26,172][root][INFO] - ===> Epoch[1497](7483/5): Loss -0.7317, Sem 0.0333, dir -0.9760, norm 0.2109, swav 0.0000 LR: 8.870e-02 Score 98.877 Data time: 0.0600, Forward time: 0.7701, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 1.8990 [2020-10-18 20:32:28,171][root][INFO] - ===> Epoch[1497](7484/5): Loss -0.7245, Sem 0.0365, dir -0.9744, norm 0.2133, swav 0.0000 LR: 8.870e-02 Score 98.798 Data time: 0.0729, Forward time: 0.7701, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 1.9227 [2020-10-18 20:32:30,669][root][INFO] - ===> Epoch[1497](7485/5): Loss -0.7285, Sem 0.0367, dir -0.9735, norm 0.2082, swav 0.0000 LR: 8.870e-02 Score 98.788 Data time: 0.0711, Forward time: 0.7701, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.3684 [2020-10-18 20:32:32,452][root][INFO] - ===> Epoch[1498](7486/5): Loss -0.7452, Sem 0.0294, dir -0.9777, norm 0.2031, swav 0.0000 LR: 8.870e-02 Score 99.010 Data time: 0.0543, Forward time: 0.7701, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 1.6854 [2020-10-18 20:32:34,516][root][INFO] - ===> Epoch[1498](7487/5): Loss -0.7338, Sem 0.0308, dir -0.9745, norm 0.2099, swav 0.0000 LR: 8.870e-02 Score 98.976 Data time: 0.0673, Forward time: 0.7701, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 1.9758 [2020-10-18 20:32:36,801][root][INFO] - ===> Epoch[1498](7488/5): Loss -0.7117, Sem 0.0362, dir -0.9734, norm 0.2256, swav 0.0000 LR: 8.869e-02 Score 98.807 Data time: 0.0989, Forward time: 0.7701, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.1737 [2020-10-18 20:32:38,673][root][INFO] - ===> Epoch[1498](7489/5): Loss -0.7263, Sem 0.0333, dir -0.9734, norm 0.2138, swav 0.0000 LR: 8.869e-02 Score 98.874 Data time: 0.0812, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.7520 [2020-10-18 20:32:40,823][root][INFO] - ===> Epoch[1498](7490/5): Loss -0.7397, Sem 0.0330, dir -0.9750, norm 0.2024, swav 0.0000 LR: 8.869e-02 Score 98.897 Data time: 0.0823, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.0439 [2020-10-18 20:32:42,907][root][INFO] - ===> Epoch[1499](7491/5): Loss -0.7361, Sem 0.0310, dir -0.9755, norm 0.2084, swav 0.0000 LR: 8.869e-02 Score 98.991 Data time: 0.0660, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.9620 [2020-10-18 20:32:45,004][root][INFO] - ===> Epoch[1499](7492/5): Loss -0.7045, Sem 0.0377, dir -0.9705, norm 0.2283, swav 0.0000 LR: 8.869e-02 Score 98.723 Data time: 0.0737, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.9821 [2020-10-18 20:32:47,233][root][INFO] - ===> Epoch[1499](7493/5): Loss -0.7407, Sem 0.0319, dir -0.9777, norm 0.2051, swav 0.0000 LR: 8.869e-02 Score 98.965 Data time: 0.0802, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.1205 [2020-10-18 20:32:49,485][root][INFO] - ===> Epoch[1499](7494/5): Loss -0.7112, Sem 0.0337, dir -0.9761, norm 0.2312, swav 0.0000 LR: 8.869e-02 Score 98.894 Data time: 0.0959, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.1354 [2020-10-18 20:32:51,359][root][INFO] - ===> Epoch[1499](7495/5): Loss -0.7176, Sem 0.0372, dir -0.9714, norm 0.2166, swav 0.0000 LR: 8.868e-02 Score 98.743 Data time: 0.0838, Forward time: 0.7701, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.7474 [2020-10-18 20:32:53,413][root][INFO] - ===> Epoch[1500](7496/5): Loss -0.7317, Sem 0.0347, dir -0.9743, norm 0.2079, swav 0.0000 LR: 8.868e-02 Score 98.853 Data time: 0.0872, Forward time: 0.7701, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.9501 [2020-10-18 20:32:55,621][root][INFO] - ===> Epoch[1500](7497/5): Loss -0.7199, Sem 0.0320, dir -0.9746, norm 0.2226, swav 0.0000 LR: 8.868e-02 Score 98.968 Data time: 0.1087, Forward time: 0.7701, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.1047 [2020-10-18 20:32:58,212][root][INFO] - ===> Epoch[1500](7498/5): Loss -0.7400, Sem 0.0314, dir -0.9771, norm 0.2056, swav 0.0000 LR: 8.868e-02 Score 98.936 Data time: 0.0617, Forward time: 0.7701, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.4741 [2020-10-18 20:33:00,033][root][INFO] - ===> Epoch[1500](7499/5): Loss -0.7340, Sem 0.0348, dir -0.9748, norm 0.2060, swav 0.0000 LR: 8.868e-02 Score 98.852 Data time: 0.0813, Forward time: 0.7701, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.7075 [2020-10-18 20:33:02,454][root][INFO] - ===> Epoch[1500](7500/5): Loss -0.7198, Sem 0.0365, dir -0.9717, norm 0.2155, swav 0.0000 LR: 8.868e-02 Score 98.815 Data time: 0.0817, Forward time: 0.7701, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.3202 [2020-10-18 20:33:03,554][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 20:33:05,506][root][INFO] - ===> Epoch[1501](7501/5): Loss -0.7431, Sem 0.0325, dir -0.9754, norm 0.1999, swav 0.0000 LR: 8.867e-02 Score 98.946 Data time: 0.0899, Forward time: 0.7701, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.7635 [2020-10-18 20:33:07,520][root][INFO] - ===> Epoch[1501](7502/5): Loss -0.7271, Sem 0.0354, dir -0.9752, norm 0.2126, swav 0.0000 LR: 8.867e-02 Score 98.862 Data time: 0.1020, Forward time: 0.7702, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.9102 [2020-10-18 20:33:09,650][root][INFO] - ===> Epoch[1501](7503/5): Loss -0.7404, Sem 0.0304, dir -0.9765, norm 0.2057, swav 0.0000 LR: 8.867e-02 Score 99.007 Data time: 0.0947, Forward time: 0.7702, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.0291 [2020-10-18 20:33:11,811][root][INFO] - ===> Epoch[1501](7504/5): Loss -0.7367, Sem 0.0320, dir -0.9752, norm 0.2066, swav 0.0000 LR: 8.867e-02 Score 98.941 Data time: 0.0806, Forward time: 0.7702, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.0652 [2020-10-18 20:33:14,300][root][INFO] - ===> Epoch[1501](7505/5): Loss -0.7422, Sem 0.0296, dir -0.9756, norm 0.2039, swav 0.0000 LR: 8.867e-02 Score 99.044 Data time: 0.0661, Forward time: 0.7702, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.3672 [2020-10-18 20:33:16,088][root][INFO] - ===> Epoch[1502](7506/5): Loss -0.7398, Sem 0.0341, dir -0.9745, norm 0.2006, swav 0.0000 LR: 8.867e-02 Score 98.860 Data time: 0.0668, Forward time: 0.7702, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.6820 [2020-10-18 20:33:18,581][root][INFO] - ===> Epoch[1502](7507/5): Loss -0.7286, Sem 0.0348, dir -0.9728, norm 0.2093, swav 0.0000 LR: 8.867e-02 Score 98.835 Data time: 0.0516, Forward time: 0.7702, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.3914 [2020-10-18 20:33:20,532][root][INFO] - ===> Epoch[1502](7508/5): Loss -0.7216, Sem 0.0356, dir -0.9734, norm 0.2162, swav 0.0000 LR: 8.866e-02 Score 98.825 Data time: 0.0772, Forward time: 0.7702, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.8403 [2020-10-18 20:33:22,618][root][INFO] - ===> Epoch[1502](7509/5): Loss -0.7503, Sem 0.0336, dir -0.9771, norm 0.1932, swav 0.0000 LR: 8.866e-02 Score 98.865 Data time: 0.0589, Forward time: 0.7701, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.9665 [2020-10-18 20:33:25,115][root][INFO] - ===> Epoch[1502](7510/5): Loss -0.7290, Sem 0.0309, dir -0.9754, norm 0.2154, swav 0.0000 LR: 8.866e-02 Score 99.014 Data time: 0.0652, Forward time: 0.7701, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.4102 [2020-10-18 20:33:27,599][root][INFO] - ===> Epoch[1503](7511/5): Loss -0.7299, Sem 0.0332, dir -0.9761, norm 0.2130, swav 0.0000 LR: 8.866e-02 Score 98.930 Data time: 0.0692, Forward time: 0.7701, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.3751 [2020-10-18 20:33:29,827][root][INFO] - ===> Epoch[1503](7512/5): Loss -0.7565, Sem 0.0316, dir -0.9773, norm 0.1893, swav 0.0000 LR: 8.866e-02 Score 98.923 Data time: 0.0840, Forward time: 0.7701, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.1593 [2020-10-18 20:33:32,506][root][INFO] - ===> Epoch[1503](7513/5): Loss -0.7347, Sem 0.0325, dir -0.9753, norm 0.2080, swav 0.0000 LR: 8.866e-02 Score 98.913 Data time: 0.0776, Forward time: 0.7701, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.5769 [2020-10-18 20:33:34,833][root][INFO] - ===> Epoch[1503](7514/5): Loss -0.6918, Sem 0.0343, dir -0.9724, norm 0.2463, swav 0.0000 LR: 8.866e-02 Score 98.904 Data time: 0.0763, Forward time: 0.7701, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.2113 [2020-10-18 20:33:37,027][root][INFO] - ===> Epoch[1503](7515/5): Loss -0.7092, Sem 0.0408, dir -0.9708, norm 0.2208, swav 0.0000 LR: 8.865e-02 Score 98.650 Data time: 0.0575, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.0766 [2020-10-18 20:33:39,220][root][INFO] - ===> Epoch[1504](7516/5): Loss -0.7254, Sem 0.0303, dir -0.9763, norm 0.2205, swav 0.0000 LR: 8.865e-02 Score 98.989 Data time: 0.0749, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.1076 [2020-10-18 20:33:41,608][root][INFO] - ===> Epoch[1504](7517/5): Loss -0.7199, Sem 0.0352, dir -0.9726, norm 0.2176, swav 0.0000 LR: 8.865e-02 Score 98.802 Data time: 0.0751, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.2835 [2020-10-18 20:33:43,936][root][INFO] - ===> Epoch[1504](7518/5): Loss -0.7110, Sem 0.0286, dir -0.9753, norm 0.2357, swav 0.0000 LR: 8.865e-02 Score 99.034 Data time: 0.1199, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.2214 [2020-10-18 20:33:46,289][root][INFO] - ===> Epoch[1504](7519/5): Loss -0.7236, Sem 0.0350, dir -0.9743, norm 0.2157, swav 0.0000 LR: 8.865e-02 Score 98.867 Data time: 0.0923, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.2430 [2020-10-18 20:33:48,506][root][INFO] - ===> Epoch[1504](7520/5): Loss -0.7090, Sem 0.0334, dir -0.9713, norm 0.2290, swav 0.0000 LR: 8.865e-02 Score 98.905 Data time: 0.0658, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.1212 [2020-10-18 20:33:50,896][root][INFO] - ===> Epoch[1505](7521/5): Loss -0.7167, Sem 0.0299, dir -0.9767, norm 0.2302, swav 0.0000 LR: 8.864e-02 Score 99.019 Data time: 0.0590, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.3067 [2020-10-18 20:33:53,653][root][INFO] - ===> Epoch[1505](7522/5): Loss -0.7051, Sem 0.0374, dir -0.9739, norm 0.2314, swav 0.0000 LR: 8.864e-02 Score 98.762 Data time: 0.0577, Forward time: 0.7701, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.7247 [2020-10-18 20:33:55,884][root][INFO] - ===> Epoch[1505](7523/5): Loss -0.7028, Sem 0.0311, dir -0.9758, norm 0.2419, swav 0.0000 LR: 8.864e-02 Score 98.957 Data time: 0.0736, Forward time: 0.7701, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.1155 [2020-10-18 20:33:58,049][root][INFO] - ===> Epoch[1505](7524/5): Loss -0.7118, Sem 0.0333, dir -0.9728, norm 0.2276, swav 0.0000 LR: 8.864e-02 Score 98.917 Data time: 0.0712, Forward time: 0.7701, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.0588 [2020-10-18 20:33:59,931][root][INFO] - ===> Epoch[1505](7525/5): Loss -0.7239, Sem 0.0361, dir -0.9745, norm 0.2146, swav 0.0000 LR: 8.864e-02 Score 98.790 Data time: 0.0686, Forward time: 0.7701, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 1.7558 [2020-10-18 20:34:01,852][root][INFO] - ===> Epoch[1506](7526/5): Loss -0.7308, Sem 0.0369, dir -0.9754, norm 0.2077, swav 0.0000 LR: 8.864e-02 Score 98.743 Data time: 0.0741, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.8323 [2020-10-18 20:34:04,492][root][INFO] - ===> Epoch[1506](7527/5): Loss -0.7100, Sem 0.0324, dir -0.9738, norm 0.2315, swav 0.0000 LR: 8.864e-02 Score 98.931 Data time: 0.1087, Forward time: 0.7701, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.5406 [2020-10-18 20:34:06,613][root][INFO] - ===> Epoch[1506](7528/5): Loss -0.7154, Sem 0.0348, dir -0.9743, norm 0.2242, swav 0.0000 LR: 8.863e-02 Score 98.861 Data time: 0.1281, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.0283 [2020-10-18 20:34:08,929][root][INFO] - ===> Epoch[1506](7529/5): Loss -0.7379, Sem 0.0318, dir -0.9771, norm 0.2075, swav 0.0000 LR: 8.863e-02 Score 98.947 Data time: 0.0755, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.1972 [2020-10-18 20:34:11,069][root][INFO] - ===> Epoch[1506](7530/5): Loss -0.7237, Sem 0.0387, dir -0.9754, norm 0.2130, swav 0.0000 LR: 8.863e-02 Score 98.729 Data time: 0.0869, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.0550 [2020-10-18 20:34:13,151][root][INFO] - ===> Epoch[1507](7531/5): Loss -0.7282, Sem 0.0364, dir -0.9753, norm 0.2107, swav 0.0000 LR: 8.863e-02 Score 98.795 Data time: 0.0604, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.9887 [2020-10-18 20:34:15,198][root][INFO] - ===> Epoch[1507](7532/5): Loss -0.7267, Sem 0.0346, dir -0.9747, norm 0.2134, swav 0.0000 LR: 8.863e-02 Score 98.819 Data time: 0.0683, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.9886 [2020-10-18 20:34:17,549][root][INFO] - ===> Epoch[1507](7533/5): Loss -0.7141, Sem 0.0309, dir -0.9772, norm 0.2322, swav 0.0000 LR: 8.863e-02 Score 98.956 Data time: 0.0684, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.2581 [2020-10-18 20:34:19,745][root][INFO] - ===> Epoch[1507](7534/5): Loss -0.7365, Sem 0.0333, dir -0.9759, norm 0.2062, swav 0.0000 LR: 8.862e-02 Score 98.903 Data time: 0.0780, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.0881 [2020-10-18 20:34:22,287][root][INFO] - ===> Epoch[1507](7535/5): Loss -0.7146, Sem 0.0367, dir -0.9734, norm 0.2220, swav 0.0000 LR: 8.862e-02 Score 98.813 Data time: 0.0850, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.4316 [2020-10-18 20:34:24,459][root][INFO] - ===> Epoch[1508](7536/5): Loss -0.7377, Sem 0.0336, dir -0.9760, norm 0.2046, swav 0.0000 LR: 8.862e-02 Score 98.869 Data time: 0.0741, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.0615 [2020-10-18 20:34:26,695][root][INFO] - ===> Epoch[1508](7537/5): Loss -0.7211, Sem 0.0390, dir -0.9745, norm 0.2143, swav 0.0000 LR: 8.862e-02 Score 98.717 Data time: 0.0535, Forward time: 0.7701, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.1473 [2020-10-18 20:34:28,763][root][INFO] - ===> Epoch[1508](7538/5): Loss -0.7379, Sem 0.0309, dir -0.9763, norm 0.2075, swav 0.0000 LR: 8.862e-02 Score 98.958 Data time: 0.0695, Forward time: 0.7701, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.0101 [2020-10-18 20:34:30,917][root][INFO] - ===> Epoch[1508](7539/5): Loss -0.7183, Sem 0.0330, dir -0.9722, norm 0.2208, swav 0.0000 LR: 8.862e-02 Score 98.893 Data time: 0.0691, Forward time: 0.7701, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.0324 [2020-10-18 20:34:32,957][root][INFO] - ===> Epoch[1508](7540/5): Loss -0.7171, Sem 0.0340, dir -0.9739, norm 0.2228, swav 0.0000 LR: 8.862e-02 Score 98.877 Data time: 0.0710, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.9540 [2020-10-18 20:34:34,920][root][INFO] - ===> Epoch[1509](7541/5): Loss -0.7459, Sem 0.0293, dir -0.9775, norm 0.2023, swav 0.0000 LR: 8.861e-02 Score 99.010 Data time: 0.0685, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.8679 [2020-10-18 20:34:36,903][root][INFO] - ===> Epoch[1509](7542/5): Loss -0.7244, Sem 0.0340, dir -0.9737, norm 0.2153, swav 0.0000 LR: 8.861e-02 Score 98.842 Data time: 0.0673, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.8909 [2020-10-18 20:34:39,184][root][INFO] - ===> Epoch[1509](7543/5): Loss -0.7525, Sem 0.0347, dir -0.9765, norm 0.1894, swav 0.0000 LR: 8.861e-02 Score 98.852 Data time: 0.0630, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.1949 [2020-10-18 20:34:41,498][root][INFO] - ===> Epoch[1509](7544/5): Loss -0.6916, Sem 0.0354, dir -0.9759, norm 0.2489, swav 0.0000 LR: 8.861e-02 Score 98.866 Data time: 0.0766, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.2247 [2020-10-18 20:34:43,874][root][INFO] - ===> Epoch[1509](7545/5): Loss -0.7418, Sem 0.0305, dir -0.9757, norm 0.2034, swav 0.0000 LR: 8.861e-02 Score 98.975 Data time: 0.0935, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.2609 [2020-10-18 20:34:45,981][root][INFO] - ===> Epoch[1510](7546/5): Loss -0.7168, Sem 0.0335, dir -0.9747, norm 0.2244, swav 0.0000 LR: 8.861e-02 Score 98.963 Data time: 0.0840, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.9888 [2020-10-18 20:34:48,376][root][INFO] - ===> Epoch[1510](7547/5): Loss -0.7318, Sem 0.0348, dir -0.9751, norm 0.2085, swav 0.0000 LR: 8.860e-02 Score 98.849 Data time: 0.0718, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.3002 [2020-10-18 20:34:50,695][root][INFO] - ===> Epoch[1510](7548/5): Loss -0.6865, Sem 0.0427, dir -0.9712, norm 0.2420, swav 0.0000 LR: 8.860e-02 Score 98.632 Data time: 0.0512, Forward time: 0.7700, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.2207 [2020-10-18 20:34:52,709][root][INFO] - ===> Epoch[1510](7549/5): Loss -0.7343, Sem 0.0334, dir -0.9744, norm 0.2066, swav 0.0000 LR: 8.860e-02 Score 98.889 Data time: 0.0699, Forward time: 0.7700, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 1.9306 [2020-10-18 20:34:54,706][root][INFO] - ===> Epoch[1510](7550/5): Loss -0.7284, Sem 0.0342, dir -0.9752, norm 0.2126, swav 0.0000 LR: 8.860e-02 Score 98.854 Data time: 0.0827, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.9027 [2020-10-18 20:34:57,217][root][INFO] - ===> Epoch[1511](7551/5): Loss -0.7192, Sem 0.0344, dir -0.9750, norm 0.2214, swav 0.0000 LR: 8.860e-02 Score 98.931 Data time: 0.0693, Forward time: 0.7700, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.3897 [2020-10-18 20:34:59,214][root][INFO] - ===> Epoch[1511](7552/5): Loss -0.7329, Sem 0.0358, dir -0.9748, norm 0.2060, swav 0.0000 LR: 8.860e-02 Score 98.817 Data time: 0.0728, Forward time: 0.7700, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 1.9008 [2020-10-18 20:35:01,210][root][INFO] - ===> Epoch[1511](7553/5): Loss -0.7424, Sem 0.0328, dir -0.9749, norm 0.1997, swav 0.0000 LR: 8.860e-02 Score 98.897 Data time: 0.0785, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.8823 [2020-10-18 20:35:03,341][root][INFO] - ===> Epoch[1511](7554/5): Loss -0.7377, Sem 0.0320, dir -0.9780, norm 0.2084, swav 0.0000 LR: 8.859e-02 Score 98.947 Data time: 0.0439, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.0307 [2020-10-18 20:35:05,556][root][INFO] - ===> Epoch[1511](7555/5): Loss -0.7375, Sem 0.0306, dir -0.9754, norm 0.2073, swav 0.0000 LR: 8.859e-02 Score 98.973 Data time: 0.0732, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.1513 [2020-10-18 20:35:07,700][root][INFO] - ===> Epoch[1512](7556/5): Loss -0.7443, Sem 0.0311, dir -0.9770, norm 0.2016, swav 0.0000 LR: 8.859e-02 Score 98.950 Data time: 0.0765, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.0408 [2020-10-18 20:35:10,126][root][INFO] - ===> Epoch[1512](7557/5): Loss -0.7311, Sem 0.0340, dir -0.9724, norm 0.2074, swav 0.0000 LR: 8.859e-02 Score 98.877 Data time: 0.0663, Forward time: 0.7700, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.3374 [2020-10-18 20:35:12,627][root][INFO] - ===> Epoch[1512](7558/5): Loss -0.7338, Sem 0.0319, dir -0.9746, norm 0.2090, swav 0.0000 LR: 8.859e-02 Score 98.956 Data time: 0.0983, Forward time: 0.7700, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.3929 [2020-10-18 20:35:14,559][root][INFO] - ===> Epoch[1512](7559/5): Loss -0.7290, Sem 0.0335, dir -0.9755, norm 0.2131, swav 0.0000 LR: 8.859e-02 Score 98.914 Data time: 0.0739, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.8261 [2020-10-18 20:35:16,762][root][INFO] - ===> Epoch[1512](7560/5): Loss -0.7356, Sem 0.0371, dir -0.9766, norm 0.2040, swav 0.0000 LR: 8.859e-02 Score 98.835 Data time: 0.1265, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.1151 [2020-10-18 20:35:18,827][root][INFO] - ===> Epoch[1513](7561/5): Loss -0.7294, Sem 0.0360, dir -0.9739, norm 0.2085, swav 0.0000 LR: 8.858e-02 Score 98.792 Data time: 0.0828, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.9986 [2020-10-18 20:35:21,065][root][INFO] - ===> Epoch[1513](7562/5): Loss -0.6986, Sem 0.0398, dir -0.9735, norm 0.2351, swav 0.0000 LR: 8.858e-02 Score 98.667 Data time: 0.0563, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.1479 [2020-10-18 20:35:22,652][root][INFO] - ===> Epoch[1513](7563/5): Loss -0.7492, Sem 0.0290, dir -0.9765, norm 0.1982, swav 0.0000 LR: 8.858e-02 Score 99.056 Data time: 0.0464, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.5017 [2020-10-18 20:35:24,680][root][INFO] - ===> Epoch[1513](7564/5): Loss -0.7197, Sem 0.0443, dir -0.9739, norm 0.2099, swav 0.0000 LR: 8.858e-02 Score 98.542 Data time: 0.0643, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.9660 [2020-10-18 20:35:26,945][root][INFO] - ===> Epoch[1513](7565/5): Loss -0.7232, Sem 0.0358, dir -0.9736, norm 0.2146, swav 0.0000 LR: 8.858e-02 Score 98.840 Data time: 0.0774, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.1512 [2020-10-18 20:35:29,368][root][INFO] - ===> Epoch[1514](7566/5): Loss -0.7281, Sem 0.0348, dir -0.9759, norm 0.2131, swav 0.0000 LR: 8.858e-02 Score 98.836 Data time: 0.0636, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.2906 [2020-10-18 20:35:31,545][root][INFO] - ===> Epoch[1514](7567/5): Loss -0.7170, Sem 0.0344, dir -0.9754, norm 0.2241, swav 0.0000 LR: 8.857e-02 Score 98.879 Data time: 0.1010, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.0720 [2020-10-18 20:35:34,388][root][INFO] - ===> Epoch[1514](7568/5): Loss -0.7199, Sem 0.0374, dir -0.9738, norm 0.2165, swav 0.0000 LR: 8.857e-02 Score 98.803 Data time: 0.0834, Forward time: 0.7700, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.7372 [2020-10-18 20:35:36,381][root][INFO] - ===> Epoch[1514](7569/5): Loss -0.7341, Sem 0.0358, dir -0.9745, norm 0.2046, swav 0.0000 LR: 8.857e-02 Score 98.793 Data time: 0.0748, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.8853 [2020-10-18 20:35:38,609][root][INFO] - ===> Epoch[1514](7570/5): Loss -0.7324, Sem 0.0364, dir -0.9747, norm 0.2060, swav 0.0000 LR: 8.857e-02 Score 98.783 Data time: 0.0728, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.1203 [2020-10-18 20:35:40,763][root][INFO] - ===> Epoch[1515](7571/5): Loss -0.7242, Sem 0.0430, dir -0.9743, norm 0.2071, swav 0.0000 LR: 8.857e-02 Score 98.626 Data time: 0.0628, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.0571 [2020-10-18 20:35:42,742][root][INFO] - ===> Epoch[1515](7572/5): Loss -0.7369, Sem 0.0317, dir -0.9763, norm 0.2077, swav 0.0000 LR: 8.857e-02 Score 98.941 Data time: 0.0858, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.8899 [2020-10-18 20:35:44,784][root][INFO] - ===> Epoch[1515](7573/5): Loss -0.7334, Sem 0.0331, dir -0.9753, norm 0.2088, swav 0.0000 LR: 8.857e-02 Score 98.912 Data time: 0.0885, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.9429 [2020-10-18 20:35:47,481][root][INFO] - ===> Epoch[1515](7574/5): Loss -0.7032, Sem 0.0366, dir -0.9717, norm 0.2320, swav 0.0000 LR: 8.856e-02 Score 98.809 Data time: 0.0749, Forward time: 0.7700, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.5559 [2020-10-18 20:35:49,937][root][INFO] - ===> Epoch[1515](7575/5): Loss -0.7247, Sem 0.0328, dir -0.9758, norm 0.2184, swav 0.0000 LR: 8.856e-02 Score 98.948 Data time: 0.0899, Forward time: 0.7700, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.3422 [2020-10-18 20:35:52,332][root][INFO] - ===> Epoch[1516](7576/5): Loss -0.7080, Sem 0.0383, dir -0.9736, norm 0.2273, swav 0.0000 LR: 8.856e-02 Score 98.737 Data time: 0.0744, Forward time: 0.7700, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.2741 [2020-10-18 20:35:54,304][root][INFO] - ===> Epoch[1516](7577/5): Loss -0.7239, Sem 0.0347, dir -0.9745, norm 0.2159, swav 0.0000 LR: 8.856e-02 Score 98.822 Data time: 0.0734, Forward time: 0.7700, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 1.8767 [2020-10-18 20:35:56,293][root][INFO] - ===> Epoch[1516](7578/5): Loss -0.7145, Sem 0.0381, dir -0.9749, norm 0.2223, swav 0.0000 LR: 8.856e-02 Score 98.752 Data time: 0.0732, Forward time: 0.7699, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 1.9111 [2020-10-18 20:35:58,264][root][INFO] - ===> Epoch[1516](7579/5): Loss -0.7277, Sem 0.0355, dir -0.9759, norm 0.2128, swav 0.0000 LR: 8.856e-02 Score 98.803 Data time: 0.0784, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.8727 [2020-10-18 20:36:00,613][root][INFO] - ===> Epoch[1516](7580/5): Loss -0.7513, Sem 0.0318, dir -0.9753, norm 0.1922, swav 0.0000 LR: 8.855e-02 Score 98.925 Data time: 0.0741, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.2272 [2020-10-18 20:36:02,717][root][INFO] - ===> Epoch[1517](7581/5): Loss -0.7131, Sem 0.0389, dir -0.9728, norm 0.2208, swav 0.0000 LR: 8.855e-02 Score 98.755 Data time: 0.0669, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.9842 [2020-10-18 20:36:04,967][root][INFO] - ===> Epoch[1517](7582/5): Loss -0.7044, Sem 0.0362, dir -0.9737, norm 0.2331, swav 0.0000 LR: 8.855e-02 Score 98.819 Data time: 0.0857, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.1463 [2020-10-18 20:36:06,949][root][INFO] - ===> Epoch[1517](7583/5): Loss -0.7122, Sem 0.0355, dir -0.9742, norm 0.2265, swav 0.0000 LR: 8.855e-02 Score 98.820 Data time: 0.0773, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.8628 [2020-10-18 20:36:09,275][root][INFO] - ===> Epoch[1517](7584/5): Loss -0.7283, Sem 0.0348, dir -0.9744, norm 0.2113, swav 0.0000 LR: 8.855e-02 Score 98.871 Data time: 0.0488, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.1994 [2020-10-18 20:36:11,570][root][INFO] - ===> Epoch[1517](7585/5): Loss -0.7353, Sem 0.0358, dir -0.9757, norm 0.2046, swav 0.0000 LR: 8.855e-02 Score 98.810 Data time: 0.0822, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.2177 [2020-10-18 20:36:13,432][root][INFO] - ===> Epoch[1518](7586/5): Loss -0.7060, Sem 0.0361, dir -0.9739, norm 0.2317, swav 0.0000 LR: 8.855e-02 Score 98.798 Data time: 0.0799, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.7615 [2020-10-18 20:36:15,491][root][INFO] - ===> Epoch[1518](7587/5): Loss -0.7374, Sem 0.0403, dir -0.9739, norm 0.1963, swav 0.0000 LR: 8.854e-02 Score 98.670 Data time: 0.2608, Forward time: 0.7699, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.9585 [2020-10-18 20:36:17,674][root][INFO] - ===> Epoch[1518](7588/5): Loss -0.7289, Sem 0.0319, dir -0.9749, norm 0.2141, swav 0.0000 LR: 8.854e-02 Score 98.950 Data time: 0.1002, Forward time: 0.7700, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.0771 [2020-10-18 20:36:20,063][root][INFO] - ===> Epoch[1518](7589/5): Loss -0.7368, Sem 0.0354, dir -0.9748, norm 0.2026, swav 0.0000 LR: 8.854e-02 Score 98.811 Data time: 0.0795, Forward time: 0.7700, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.2710 [2020-10-18 20:36:21,726][root][INFO] - ===> Epoch[1518](7590/5): Loss -0.7017, Sem 0.0398, dir -0.9713, norm 0.2298, swav 0.0000 LR: 8.854e-02 Score 98.724 Data time: 0.0489, Forward time: 0.7699, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.5778 [2020-10-18 20:36:24,965][root][INFO] - ===> Epoch[1519](7591/5): Loss -0.7290, Sem 0.0326, dir -0.9755, norm 0.2138, swav 0.0000 LR: 8.854e-02 Score 98.906 Data time: 0.0769, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 3.1598 [2020-10-18 20:36:27,108][root][INFO] - ===> Epoch[1519](7592/5): Loss -0.7320, Sem 0.0361, dir -0.9739, norm 0.2057, swav 0.0000 LR: 8.854e-02 Score 98.793 Data time: 0.0680, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.0225 [2020-10-18 20:36:29,236][root][INFO] - ===> Epoch[1519](7593/5): Loss -0.7164, Sem 0.0364, dir -0.9737, norm 0.2209, swav 0.0000 LR: 8.854e-02 Score 98.790 Data time: 0.0672, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.0335 [2020-10-18 20:36:31,262][root][INFO] - ===> Epoch[1519](7594/5): Loss -0.7212, Sem 0.0368, dir -0.9752, norm 0.2172, swav 0.0000 LR: 8.853e-02 Score 98.775 Data time: 0.0748, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.9035 [2020-10-18 20:36:33,573][root][INFO] - ===> Epoch[1519](7595/5): Loss -0.7139, Sem 0.0375, dir -0.9726, norm 0.2213, swav 0.0000 LR: 8.853e-02 Score 98.764 Data time: 0.0907, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.1943 [2020-10-18 20:36:35,389][root][INFO] - ===> Epoch[1520](7596/5): Loss -0.7272, Sem 0.0349, dir -0.9758, norm 0.2138, swav 0.0000 LR: 8.853e-02 Score 98.846 Data time: 0.0479, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.7043 [2020-10-18 20:36:37,677][root][INFO] - ===> Epoch[1520](7597/5): Loss -0.7413, Sem 0.0355, dir -0.9750, norm 0.1982, swav 0.0000 LR: 8.853e-02 Score 98.798 Data time: 0.1037, Forward time: 0.7700, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.1962 [2020-10-18 20:36:39,683][root][INFO] - ===> Epoch[1520](7598/5): Loss -0.7207, Sem 0.0417, dir -0.9725, norm 0.2101, swav 0.0000 LR: 8.853e-02 Score 98.652 Data time: 0.0835, Forward time: 0.7700, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.9042 [2020-10-18 20:36:41,712][root][INFO] - ===> Epoch[1520](7599/5): Loss -0.7242, Sem 0.0341, dir -0.9731, norm 0.2148, swav 0.0000 LR: 8.853e-02 Score 98.853 Data time: 0.0652, Forward time: 0.7700, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.9323 [2020-10-18 20:36:43,752][root][INFO] - ===> Epoch[1520](7600/5): Loss -0.7224, Sem 0.0331, dir -0.9752, norm 0.2197, swav 0.0000 LR: 8.852e-02 Score 98.952 Data time: 0.0595, Forward time: 0.7699, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.9616 [2020-10-18 20:36:45,009][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 20:36:45,192][root][INFO] - ===> Start testing [2020-10-18 20:37:22,561][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1301 Loss 0.150 (AVG: 0.490) Score 95.797 (AVG: 90.296) mIOU 69.058 mAP 84.798 mAcc 76.992 IOU: 63.164 0.025 76.585 75.027 93.271 91.807 35.187 78.258 96.878 62.630 81.204 85.519 58.200 mAP: 82.928 13.092 96.985 89.093 98.938 98.494 62.534 94.623 99.773 84.327 94.021 95.325 92.241 mAcc: 79.524 0.182 92.709 82.669 95.527 96.556 42.407 90.865 98.320 73.431 91.462 95.059 62.188 [2020-10-18 20:37:22,561][root][INFO] - Finished test. Elapsed time: 37.3685 [2020-10-18 20:37:26,041][root][INFO] - [2020-10-18 20:37:26,042][root][INFO] - ################################################################ [2020-10-18 20:37:26,042][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 20:37:26,042][root][INFO] - ################################################################ [2020-10-18 20:37:26,042][root][INFO] - clutter : nan nan nan [2020-10-18 20:37:26,042][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 20:37:26,042][root][INFO] - board : 0.816 0.893 0.918 [2020-10-18 20:37:26,042][root][INFO] - bookcase : 0.251 0.386 0.522 [2020-10-18 20:37:26,042][root][INFO] - ceiling : 0.581 0.638 0.760 [2020-10-18 20:37:26,042][root][INFO] - chair : 0.787 0.888 0.901 [2020-10-18 20:37:26,042][root][INFO] - column : 0.155 0.276 0.379 [2020-10-18 20:37:26,042][root][INFO] - door : 0.544 0.717 0.835 [2020-10-18 20:37:26,042][root][INFO] - floor : 0.577 0.600 0.668 [2020-10-18 20:37:26,042][root][INFO] - sofa : 0.386 0.615 0.717 [2020-10-18 20:37:26,042][root][INFO] - table : 0.145 0.279 0.643 [2020-10-18 20:37:26,042][root][INFO] - wall : 0.457 0.656 0.784 [2020-10-18 20:37:26,042][root][INFO] - window : 0.507 0.743 0.782 [2020-10-18 20:37:26,042][root][INFO] - ---------------------------------------------------------------- [2020-10-18 20:37:26,043][root][INFO] - average : 0.434 0.558 0.659 [2020-10-18 20:37:26,043][root][INFO] - [2020-10-18 20:37:26,183][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 20:37:26,185][root][INFO] - Current best mIoU: 69.394 at iter 7000 [2020-10-18 20:37:27,974][root][INFO] - ===> Epoch[1521](7601/5): Loss -0.7283, Sem 0.0396, dir -0.9742, norm 0.2063, swav 0.0000 LR: 8.852e-02 Score 98.707 Data time: 0.0657, Forward time: 0.7699, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.7847 [2020-10-18 20:37:30,621][root][INFO] - ===> Epoch[1521](7602/5): Loss -0.7241, Sem 0.0323, dir -0.9734, norm 0.2170, swav 0.0000 LR: 8.852e-02 Score 98.945 Data time: 0.1380, Forward time: 0.7699, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.5428 [2020-10-18 20:37:32,688][root][INFO] - ===> Epoch[1521](7603/5): Loss -0.7453, Sem 0.0319, dir -0.9768, norm 0.1996, swav 0.0000 LR: 8.852e-02 Score 98.914 Data time: 0.0932, Forward time: 0.7699, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.9723 [2020-10-18 20:37:34,654][root][INFO] - ===> Epoch[1521](7604/5): Loss -0.7215, Sem 0.0371, dir -0.9728, norm 0.2142, swav 0.0000 LR: 8.852e-02 Score 98.748 Data time: 0.0833, Forward time: 0.7700, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.8565 [2020-10-18 20:37:37,015][root][INFO] - ===> Epoch[1521](7605/5): Loss -0.7193, Sem 0.0346, dir -0.9738, norm 0.2199, swav 0.0000 LR: 8.852e-02 Score 98.866 Data time: 0.0789, Forward time: 0.7699, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.2549 [2020-10-18 20:37:39,338][root][INFO] - ===> Epoch[1522](7606/5): Loss -0.7438, Sem 0.0343, dir -0.9741, norm 0.1960, swav 0.0000 LR: 8.852e-02 Score 98.840 Data time: 0.0790, Forward time: 0.7699, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.2256 [2020-10-18 20:37:41,476][root][INFO] - ===> Epoch[1522](7607/5): Loss -0.7380, Sem 0.0303, dir -0.9754, norm 0.2071, swav 0.0000 LR: 8.851e-02 Score 99.013 Data time: 0.0577, Forward time: 0.7699, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.0336 [2020-10-18 20:37:43,860][root][INFO] - ===> Epoch[1522](7608/5): Loss -0.7173, Sem 0.0361, dir -0.9749, norm 0.2216, swav 0.0000 LR: 8.851e-02 Score 98.816 Data time: 0.1005, Forward time: 0.7700, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.2929 [2020-10-18 20:37:46,182][root][INFO] - ===> Epoch[1522](7609/5): Loss -0.7060, Sem 0.0334, dir -0.9733, norm 0.2339, swav 0.0000 LR: 8.851e-02 Score 98.881 Data time: 0.0758, Forward time: 0.7700, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.2130 [2020-10-18 20:37:48,394][root][INFO] - ===> Epoch[1522](7610/5): Loss -0.7341, Sem 0.0329, dir -0.9746, norm 0.2077, swav 0.0000 LR: 8.851e-02 Score 98.914 Data time: 0.0707, Forward time: 0.7700, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.0953 [2020-10-18 20:37:50,623][root][INFO] - ===> Epoch[1523](7611/5): Loss -0.7147, Sem 0.0315, dir -0.9736, norm 0.2274, swav 0.0000 LR: 8.851e-02 Score 98.963 Data time: 0.0778, Forward time: 0.7700, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.1561 [2020-10-18 20:37:53,039][root][INFO] - ===> Epoch[1523](7612/5): Loss -0.7097, Sem 0.0346, dir -0.9738, norm 0.2295, swav 0.0000 LR: 8.851e-02 Score 98.843 Data time: 0.0871, Forward time: 0.7700, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.3029 [2020-10-18 20:37:55,817][root][INFO] - ===> Epoch[1523](7613/5): Loss -0.7205, Sem 0.0343, dir -0.9728, norm 0.2180, swav 0.0000 LR: 8.850e-02 Score 98.847 Data time: 0.0592, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.7048 [2020-10-18 20:37:58,249][root][INFO] - ===> Epoch[1523](7614/5): Loss -0.7335, Sem 0.0321, dir -0.9780, norm 0.2124, swav 0.0000 LR: 8.850e-02 Score 98.932 Data time: 0.0710, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.3512 [2020-10-18 20:38:00,141][root][INFO] - ===> Epoch[1523](7615/5): Loss -0.7202, Sem 0.0339, dir -0.9736, norm 0.2195, swav 0.0000 LR: 8.850e-02 Score 98.869 Data time: 0.0699, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.7826 [2020-10-18 20:38:02,538][root][INFO] - ===> Epoch[1524](7616/5): Loss -0.7321, Sem 0.0365, dir -0.9752, norm 0.2066, swav 0.0000 LR: 8.850e-02 Score 98.799 Data time: 0.1207, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.3067 [2020-10-18 20:38:04,611][root][INFO] - ===> Epoch[1524](7617/5): Loss -0.7210, Sem 0.0350, dir -0.9746, norm 0.2186, swav 0.0000 LR: 8.850e-02 Score 98.894 Data time: 0.0809, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.9765 [2020-10-18 20:38:06,819][root][INFO] - ===> Epoch[1524](7618/5): Loss -0.7175, Sem 0.0328, dir -0.9774, norm 0.2272, swav 0.0000 LR: 8.850e-02 Score 98.911 Data time: 0.0638, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.1019 [2020-10-18 20:38:09,153][root][INFO] - ===> Epoch[1524](7619/5): Loss -0.7096, Sem 0.0325, dir -0.9747, norm 0.2326, swav 0.0000 LR: 8.850e-02 Score 98.948 Data time: 0.0745, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.2524 [2020-10-18 20:38:11,185][root][INFO] - ===> Epoch[1524](7620/5): Loss -0.7241, Sem 0.0339, dir -0.9746, norm 0.2166, swav 0.0000 LR: 8.849e-02 Score 98.872 Data time: 0.0651, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.9275 [2020-10-18 20:38:13,160][root][INFO] - ===> Epoch[1525](7621/5): Loss -0.7385, Sem 0.0345, dir -0.9745, norm 0.2015, swav 0.0000 LR: 8.849e-02 Score 98.841 Data time: 0.0535, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.8853 [2020-10-18 20:38:15,241][root][INFO] - ===> Epoch[1525](7622/5): Loss -0.7268, Sem 0.0351, dir -0.9742, norm 0.2123, swav 0.0000 LR: 8.849e-02 Score 98.805 Data time: 0.0449, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.0287 [2020-10-18 20:38:17,126][root][INFO] - ===> Epoch[1525](7623/5): Loss -0.7409, Sem 0.0339, dir -0.9753, norm 0.2006, swav 0.0000 LR: 8.849e-02 Score 98.870 Data time: 0.0952, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.8358 [2020-10-18 20:38:19,403][root][INFO] - ===> Epoch[1525](7624/5): Loss -0.7348, Sem 0.0357, dir -0.9757, norm 0.2051, swav 0.0000 LR: 8.849e-02 Score 98.809 Data time: 0.0537, Forward time: 0.7698, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.1749 [2020-10-18 20:38:21,925][root][INFO] - ===> Epoch[1525](7625/5): Loss -0.7075, Sem 0.0373, dir -0.9734, norm 0.2286, swav 0.0000 LR: 8.849e-02 Score 98.809 Data time: 0.0916, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.4207 [2020-10-18 20:38:23,892][root][INFO] - ===> Epoch[1526](7626/5): Loss -0.7408, Sem 0.0326, dir -0.9772, norm 0.2037, swav 0.0000 LR: 8.848e-02 Score 98.904 Data time: 0.0589, Forward time: 0.7698, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.8394 [2020-10-18 20:38:25,745][root][INFO] - ===> Epoch[1526](7627/5): Loss -0.7327, Sem 0.0333, dir -0.9767, norm 0.2107, swav 0.0000 LR: 8.848e-02 Score 98.868 Data time: 0.0800, Forward time: 0.7698, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.7679 [2020-10-18 20:38:27,938][root][INFO] - ===> Epoch[1526](7628/5): Loss -0.7290, Sem 0.0345, dir -0.9739, norm 0.2104, swav 0.0000 LR: 8.848e-02 Score 98.822 Data time: 0.0883, Forward time: 0.7699, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.1091 [2020-10-18 20:38:30,123][root][INFO] - ===> Epoch[1526](7629/5): Loss -0.7340, Sem 0.0322, dir -0.9733, norm 0.2071, swav 0.0000 LR: 8.848e-02 Score 98.942 Data time: 0.0864, Forward time: 0.7699, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.0633 [2020-10-18 20:38:32,674][root][INFO] - ===> Epoch[1526](7630/5): Loss -0.7171, Sem 0.0365, dir -0.9728, norm 0.2192, swav 0.0000 LR: 8.848e-02 Score 98.777 Data time: 0.0731, Forward time: 0.7699, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.4432 [2020-10-18 20:38:34,740][root][INFO] - ===> Epoch[1527](7631/5): Loss -0.7277, Sem 0.0348, dir -0.9763, norm 0.2137, swav 0.0000 LR: 8.848e-02 Score 98.846 Data time: 0.1079, Forward time: 0.7699, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.9624 [2020-10-18 20:38:36,712][root][INFO] - ===> Epoch[1527](7632/5): Loss -0.7176, Sem 0.0333, dir -0.9733, norm 0.2223, swav 0.0000 LR: 8.848e-02 Score 98.897 Data time: 0.0735, Forward time: 0.7699, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.8702 [2020-10-18 20:38:39,512][root][INFO] - ===> Epoch[1527](7633/5): Loss -0.7462, Sem 0.0347, dir -0.9744, norm 0.1935, swav 0.0000 LR: 8.847e-02 Score 98.821 Data time: 0.0578, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.7130 [2020-10-18 20:38:41,505][root][INFO] - ===> Epoch[1527](7634/5): Loss -0.7376, Sem 0.0308, dir -0.9762, norm 0.2078, swav 0.0000 LR: 8.847e-02 Score 98.978 Data time: 0.0763, Forward time: 0.7699, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.9060 [2020-10-18 20:38:43,891][root][INFO] - ===> Epoch[1527](7635/5): Loss -0.7313, Sem 0.0361, dir -0.9742, norm 0.2068, swav 0.0000 LR: 8.847e-02 Score 98.801 Data time: 0.0699, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.2419 [2020-10-18 20:38:45,807][root][INFO] - ===> Epoch[1528](7636/5): Loss -0.7455, Sem 0.0316, dir -0.9761, norm 0.1990, swav 0.0000 LR: 8.847e-02 Score 98.956 Data time: 0.0705, Forward time: 0.7699, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.8035 [2020-10-18 20:38:48,211][root][INFO] - ===> Epoch[1528](7637/5): Loss -0.7497, Sem 0.0311, dir -0.9772, norm 0.1963, swav 0.0000 LR: 8.847e-02 Score 98.956 Data time: 0.0841, Forward time: 0.7699, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.3201 [2020-10-18 20:38:50,206][root][INFO] - ===> Epoch[1528](7638/5): Loss -0.7410, Sem 0.0319, dir -0.9750, norm 0.2020, swav 0.0000 LR: 8.847e-02 Score 98.919 Data time: 0.0560, Forward time: 0.7699, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.8588 [2020-10-18 20:38:52,725][root][INFO] - ===> Epoch[1528](7639/5): Loss -0.7193, Sem 0.0357, dir -0.9746, norm 0.2196, swav 0.0000 LR: 8.847e-02 Score 98.821 Data time: 0.1301, Forward time: 0.7699, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.4470 [2020-10-18 20:38:55,356][root][INFO] - ===> Epoch[1528](7640/5): Loss -0.7257, Sem 0.0352, dir -0.9740, norm 0.2132, swav 0.0000 LR: 8.846e-02 Score 98.833 Data time: 0.0994, Forward time: 0.7700, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.5293 [2020-10-18 20:38:57,643][root][INFO] - ===> Epoch[1529](7641/5): Loss -0.7375, Sem 0.0311, dir -0.9744, norm 0.2058, swav 0.0000 LR: 8.846e-02 Score 98.932 Data time: 0.0841, Forward time: 0.7700, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.1705 [2020-10-18 20:38:59,812][root][INFO] - ===> Epoch[1529](7642/5): Loss -0.7446, Sem 0.0343, dir -0.9758, norm 0.1968, swav 0.0000 LR: 8.846e-02 Score 98.869 Data time: 0.0838, Forward time: 0.7700, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.0796 [2020-10-18 20:39:02,029][root][INFO] - ===> Epoch[1529](7643/5): Loss -0.7125, Sem 0.0360, dir -0.9716, norm 0.2231, swav 0.0000 LR: 8.846e-02 Score 98.814 Data time: 0.1050, Forward time: 0.7700, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.1093 [2020-10-18 20:39:04,345][root][INFO] - ===> Epoch[1529](7644/5): Loss -0.7323, Sem 0.0324, dir -0.9765, norm 0.2118, swav 0.0000 LR: 8.846e-02 Score 98.960 Data time: 0.0950, Forward time: 0.7700, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.2121 [2020-10-18 20:39:06,245][root][INFO] - ===> Epoch[1529](7645/5): Loss -0.7502, Sem 0.0318, dir -0.9747, norm 0.1927, swav 0.0000 LR: 8.846e-02 Score 98.933 Data time: 0.0818, Forward time: 0.7700, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.7614 [2020-10-18 20:39:08,187][root][INFO] - ===> Epoch[1530](7646/5): Loss -0.7281, Sem 0.0330, dir -0.9749, norm 0.2137, swav 0.0000 LR: 8.845e-02 Score 98.900 Data time: 0.0803, Forward time: 0.7700, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.8230 [2020-10-18 20:39:10,372][root][INFO] - ===> Epoch[1530](7647/5): Loss -0.7379, Sem 0.0367, dir -0.9765, norm 0.2019, swav 0.0000 LR: 8.845e-02 Score 98.788 Data time: 0.0765, Forward time: 0.7700, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.0681 [2020-10-18 20:39:12,830][root][INFO] - ===> Epoch[1530](7648/5): Loss -0.7414, Sem 0.0270, dir -0.9763, norm 0.2079, swav 0.0000 LR: 8.845e-02 Score 99.099 Data time: 0.0655, Forward time: 0.7700, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.3513 [2020-10-18 20:39:15,124][root][INFO] - ===> Epoch[1530](7649/5): Loss -0.7347, Sem 0.0324, dir -0.9747, norm 0.2077, swav 0.0000 LR: 8.845e-02 Score 98.925 Data time: 0.0663, Forward time: 0.7700, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.1900 [2020-10-18 20:39:17,337][root][INFO] - ===> Epoch[1530](7650/5): Loss -0.7383, Sem 0.0279, dir -0.9767, norm 0.2105, swav 0.0000 LR: 8.845e-02 Score 99.069 Data time: 0.0565, Forward time: 0.7700, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.1146 [2020-10-18 20:39:19,709][root][INFO] - ===> Epoch[1531](7651/5): Loss -0.7391, Sem 0.0303, dir -0.9752, norm 0.2058, swav 0.0000 LR: 8.845e-02 Score 98.986 Data time: 0.0695, Forward time: 0.7700, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.2878 [2020-10-18 20:39:22,174][root][INFO] - ===> Epoch[1531](7652/5): Loss -0.7325, Sem 0.0323, dir -0.9755, norm 0.2107, swav 0.0000 LR: 8.845e-02 Score 98.956 Data time: 0.0878, Forward time: 0.7700, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 2.3632 [2020-10-18 20:39:24,162][root][INFO] - ===> Epoch[1531](7653/5): Loss -0.7173, Sem 0.0391, dir -0.9747, norm 0.2182, swav 0.0000 LR: 8.844e-02 Score 98.751 Data time: 0.0622, Forward time: 0.7700, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.8698 [2020-10-18 20:39:26,521][root][INFO] - ===> Epoch[1531](7654/5): Loss -0.7363, Sem 0.0331, dir -0.9748, norm 0.2053, swav 0.0000 LR: 8.844e-02 Score 98.905 Data time: 0.0941, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.2938 [2020-10-18 20:39:28,941][root][INFO] - ===> Epoch[1531](7655/5): Loss -0.7431, Sem 0.0350, dir -0.9748, norm 0.1967, swav 0.0000 LR: 8.844e-02 Score 98.856 Data time: 0.0813, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.3429 [2020-10-18 20:39:30,917][root][INFO] - ===> Epoch[1532](7656/5): Loss -0.7424, Sem 0.0298, dir -0.9772, norm 0.2049, swav 0.0000 LR: 8.844e-02 Score 99.020 Data time: 0.0609, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.8760 [2020-10-18 20:39:33,152][root][INFO] - ===> Epoch[1532](7657/5): Loss -0.7193, Sem 0.0374, dir -0.9732, norm 0.2165, swav 0.0000 LR: 8.844e-02 Score 98.791 Data time: 0.0826, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.1449 [2020-10-18 20:39:35,257][root][INFO] - ===> Epoch[1532](7658/5): Loss -0.7331, Sem 0.0311, dir -0.9752, norm 0.2110, swav 0.0000 LR: 8.844e-02 Score 98.983 Data time: 0.0694, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.9834 [2020-10-18 20:39:37,648][root][INFO] - ===> Epoch[1532](7659/5): Loss -0.7332, Sem 0.0345, dir -0.9745, norm 0.2067, swav 0.0000 LR: 8.843e-02 Score 98.847 Data time: 0.0698, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.3025 [2020-10-18 20:39:39,760][root][INFO] - ===> Epoch[1532](7660/5): Loss -0.7360, Sem 0.0279, dir -0.9757, norm 0.2119, swav 0.0000 LR: 8.843e-02 Score 99.077 Data time: 0.0507, Forward time: 0.7699, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.0056 [2020-10-18 20:39:42,620][root][INFO] - ===> Epoch[1533](7661/5): Loss -0.7323, Sem 0.0331, dir -0.9760, norm 0.2107, swav 0.0000 LR: 8.843e-02 Score 98.903 Data time: 0.0709, Forward time: 0.7699, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.7901 [2020-10-18 20:39:44,682][root][INFO] - ===> Epoch[1533](7662/5): Loss -0.7426, Sem 0.0312, dir -0.9758, norm 0.2020, swav 0.0000 LR: 8.843e-02 Score 98.935 Data time: 0.0799, Forward time: 0.7699, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 1.9257 [2020-10-18 20:39:47,224][root][INFO] - ===> Epoch[1533](7663/5): Loss -0.7280, Sem 0.0332, dir -0.9748, norm 0.2136, swav 0.0000 LR: 8.843e-02 Score 98.885 Data time: 0.0669, Forward time: 0.7699, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.4441 [2020-10-18 20:39:49,454][root][INFO] - ===> Epoch[1533](7664/5): Loss -0.7392, Sem 0.0297, dir -0.9752, norm 0.2064, swav 0.0000 LR: 8.843e-02 Score 99.004 Data time: 0.0750, Forward time: 0.7699, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.1326 [2020-10-18 20:39:51,596][root][INFO] - ===> Epoch[1533](7665/5): Loss -0.7432, Sem 0.0325, dir -0.9742, norm 0.1986, swav 0.0000 LR: 8.843e-02 Score 98.916 Data time: 0.0728, Forward time: 0.7699, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.0310 [2020-10-18 20:39:54,199][root][INFO] - ===> Epoch[1534](7666/5): Loss -0.7238, Sem 0.0287, dir -0.9759, norm 0.2233, swav 0.0000 LR: 8.842e-02 Score 99.019 Data time: 0.0714, Forward time: 0.7699, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.4968 [2020-10-18 20:39:56,235][root][INFO] - ===> Epoch[1534](7667/5): Loss -0.7388, Sem 0.0342, dir -0.9768, norm 0.2038, swav 0.0000 LR: 8.842e-02 Score 98.852 Data time: 0.0534, Forward time: 0.7699, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 1.9346 [2020-10-18 20:39:58,985][root][INFO] - ===> Epoch[1534](7668/5): Loss -0.7101, Sem 0.0313, dir -0.9729, norm 0.2314, swav 0.0000 LR: 8.842e-02 Score 98.952 Data time: 0.0832, Forward time: 0.7698, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.6842 [2020-10-18 20:40:01,086][root][INFO] - ===> Epoch[1534](7669/5): Loss -0.7331, Sem 0.0318, dir -0.9756, norm 0.2107, swav 0.0000 LR: 8.842e-02 Score 98.950 Data time: 0.0736, Forward time: 0.7698, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.0055 [2020-10-18 20:40:03,286][root][INFO] - ===> Epoch[1534](7670/5): Loss -0.7401, Sem 0.0345, dir -0.9735, norm 0.1989, swav 0.0000 LR: 8.842e-02 Score 98.847 Data time: 0.0659, Forward time: 0.7698, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.0922 [2020-10-18 20:40:05,401][root][INFO] - ===> Epoch[1535](7671/5): Loss -0.7350, Sem 0.0293, dir -0.9748, norm 0.2105, swav 0.0000 LR: 8.842e-02 Score 99.025 Data time: 0.0682, Forward time: 0.7698, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.0256 [2020-10-18 20:40:07,529][root][INFO] - ===> Epoch[1535](7672/5): Loss -0.7264, Sem 0.0333, dir -0.9749, norm 0.2153, swav 0.0000 LR: 8.841e-02 Score 98.889 Data time: 0.0595, Forward time: 0.7698, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.0206 [2020-10-18 20:40:10,185][root][INFO] - ===> Epoch[1535](7673/5): Loss -0.7307, Sem 0.0293, dir -0.9767, norm 0.2167, swav 0.0000 LR: 8.841e-02 Score 99.034 Data time: 0.0775, Forward time: 0.7698, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.5787 [2020-10-18 20:40:12,413][root][INFO] - ===> Epoch[1535](7674/5): Loss -0.7090, Sem 0.0355, dir -0.9727, norm 0.2282, swav 0.0000 LR: 8.841e-02 Score 98.812 Data time: 0.0758, Forward time: 0.7698, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.1075 [2020-10-18 20:40:14,739][root][INFO] - ===> Epoch[1535](7675/5): Loss -0.7514, Sem 0.0309, dir -0.9777, norm 0.1954, swav 0.0000 LR: 8.841e-02 Score 98.986 Data time: 0.0835, Forward time: 0.7698, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.2167 [2020-10-18 20:40:16,881][root][INFO] - ===> Epoch[1536](7676/5): Loss -0.7211, Sem 0.0343, dir -0.9738, norm 0.2184, swav 0.0000 LR: 8.841e-02 Score 98.860 Data time: 0.0923, Forward time: 0.7698, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.0377 [2020-10-18 20:40:18,889][root][INFO] - ===> Epoch[1536](7677/5): Loss -0.7482, Sem 0.0296, dir -0.9764, norm 0.1987, swav 0.0000 LR: 8.841e-02 Score 99.002 Data time: 0.0712, Forward time: 0.7698, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 1.8924 [2020-10-18 20:40:20,860][root][INFO] - ===> Epoch[1536](7678/5): Loss -0.7238, Sem 0.0349, dir -0.9756, norm 0.2169, swav 0.0000 LR: 8.841e-02 Score 98.823 Data time: 0.1134, Forward time: 0.7698, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 1.8656 [2020-10-18 20:40:22,760][root][INFO] - ===> Epoch[1536](7679/5): Loss -0.7230, Sem 0.0316, dir -0.9715, norm 0.2169, swav 0.0000 LR: 8.840e-02 Score 98.944 Data time: 0.0713, Forward time: 0.7698, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 1.7836 [2020-10-18 20:40:25,131][root][INFO] - ===> Epoch[1536](7680/5): Loss -0.7186, Sem 0.0292, dir -0.9748, norm 0.2270, swav 0.0000 LR: 8.840e-02 Score 99.038 Data time: 0.0781, Forward time: 0.7698, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.2843 [2020-10-18 20:40:27,539][root][INFO] - ===> Epoch[1537](7681/5): Loss -0.7415, Sem 0.0316, dir -0.9769, norm 0.2038, swav 0.0000 LR: 8.840e-02 Score 98.939 Data time: 0.0688, Forward time: 0.7698, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.2928 [2020-10-18 20:40:29,722][root][INFO] - ===> Epoch[1537](7682/5): Loss -0.7173, Sem 0.0334, dir -0.9756, norm 0.2249, swav 0.0000 LR: 8.840e-02 Score 98.919 Data time: 0.0830, Forward time: 0.7698, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.0865 [2020-10-18 20:40:32,138][root][INFO] - ===> Epoch[1537](7683/5): Loss -0.7206, Sem 0.0339, dir -0.9747, norm 0.2203, swav 0.0000 LR: 8.840e-02 Score 98.853 Data time: 0.0496, Forward time: 0.7698, Backward time: 1.1881, DDP time: 0.0030, Total iter time: 2.2939 [2020-10-18 20:40:34,043][root][INFO] - ===> Epoch[1537](7684/5): Loss -0.7372, Sem 0.0342, dir -0.9762, norm 0.2047, swav 0.0000 LR: 8.840e-02 Score 98.856 Data time: 0.0721, Forward time: 0.7698, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 1.8282 [2020-10-18 20:40:36,730][root][INFO] - ===> Epoch[1537](7685/5): Loss -0.7395, Sem 0.0309, dir -0.9758, norm 0.2055, swav 0.0000 LR: 8.840e-02 Score 98.985 Data time: 0.1682, Forward time: 0.7699, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.5851 [2020-10-18 20:40:38,976][root][INFO] - ===> Epoch[1538](7686/5): Loss -0.7054, Sem 0.0336, dir -0.9705, norm 0.2316, swav 0.0000 LR: 8.839e-02 Score 98.906 Data time: 0.1085, Forward time: 0.7699, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.1489 [2020-10-18 20:40:41,018][root][INFO] - ===> Epoch[1538](7687/5): Loss -0.7277, Sem 0.0325, dir -0.9738, norm 0.2137, swav 0.0000 LR: 8.839e-02 Score 98.922 Data time: 0.0702, Forward time: 0.7699, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 1.9329 [2020-10-18 20:40:43,466][root][INFO] - ===> Epoch[1538](7688/5): Loss -0.7371, Sem 0.0328, dir -0.9757, norm 0.2057, swav 0.0000 LR: 8.839e-02 Score 98.892 Data time: 0.2577, Forward time: 0.7699, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.3592 [2020-10-18 20:40:45,529][root][INFO] - ===> Epoch[1538](7689/5): Loss -0.7237, Sem 0.0384, dir -0.9736, norm 0.2115, swav 0.0000 LR: 8.839e-02 Score 98.729 Data time: 0.0862, Forward time: 0.7699, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 1.9603 [2020-10-18 20:40:47,364][root][INFO] - ===> Epoch[1538](7690/5): Loss -0.7247, Sem 0.0355, dir -0.9740, norm 0.2137, swav 0.0000 LR: 8.839e-02 Score 98.805 Data time: 0.0632, Forward time: 0.7699, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 1.7182 [2020-10-18 20:40:49,711][root][INFO] - ===> Epoch[1539](7691/5): Loss -0.7258, Sem 0.0324, dir -0.9758, norm 0.2176, swav 0.0000 LR: 8.839e-02 Score 98.920 Data time: 0.0674, Forward time: 0.7699, Backward time: 1.1880, DDP time: 0.0030, Total iter time: 2.2849 [2020-10-18 20:40:52,023][root][INFO] - ===> Epoch[1539](7692/5): Loss -0.7040, Sem 0.0308, dir -0.9768, norm 0.2420, swav 0.0000 LR: 8.838e-02 Score 99.030 Data time: 0.0955, Forward time: 0.7699, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.2046 [2020-10-18 20:40:54,184][root][INFO] - ===> Epoch[1539](7693/5): Loss -0.7359, Sem 0.0357, dir -0.9749, norm 0.2033, swav 0.0000 LR: 8.838e-02 Score 98.820 Data time: 0.0701, Forward time: 0.7699, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.0443 [2020-10-18 20:40:56,378][root][INFO] - ===> Epoch[1539](7694/5): Loss -0.7413, Sem 0.0305, dir -0.9743, norm 0.2024, swav 0.0000 LR: 8.838e-02 Score 98.963 Data time: 0.3586, Forward time: 0.7699, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.1162 [2020-10-18 20:40:59,407][root][INFO] - ===> Epoch[1539](7695/5): Loss -0.7306, Sem 0.0318, dir -0.9752, norm 0.2128, swav 0.0000 LR: 8.838e-02 Score 98.938 Data time: 0.3932, Forward time: 0.7699, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.9254 [2020-10-18 20:41:01,749][root][INFO] - ===> Epoch[1540](7696/5): Loss -0.7230, Sem 0.0286, dir -0.9748, norm 0.2232, swav 0.0000 LR: 8.838e-02 Score 99.058 Data time: 0.0987, Forward time: 0.7700, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 2.1903 [2020-10-18 20:41:03,624][root][INFO] - ===> Epoch[1540](7697/5): Loss -0.7544, Sem 0.0303, dir -0.9754, norm 0.1907, swav 0.0000 LR: 8.838e-02 Score 98.972 Data time: 0.0938, Forward time: 0.7700, Backward time: 1.1879, DDP time: 0.0030, Total iter time: 1.7657 [2020-10-18 20:41:05,803][root][INFO] - ===> Epoch[1540](7698/5): Loss -0.7165, Sem 0.0351, dir -0.9725, norm 0.2209, swav 0.0000 LR: 8.838e-02 Score 98.812 Data time: 0.0733, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.0887 [2020-10-18 20:41:07,894][root][INFO] - ===> Epoch[1540](7699/5): Loss -0.7296, Sem 0.0315, dir -0.9752, norm 0.2141, swav 0.0000 LR: 8.837e-02 Score 98.950 Data time: 0.0598, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.9882 [2020-10-18 20:41:10,290][root][INFO] - ===> Epoch[1540](7700/5): Loss -0.7361, Sem 0.0320, dir -0.9743, norm 0.2062, swav 0.0000 LR: 8.837e-02 Score 98.942 Data time: 0.1000, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.2868 [2020-10-18 20:41:11,316][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 20:41:13,484][root][INFO] - ===> Epoch[1541](7701/5): Loss -0.7243, Sem 0.0316, dir -0.9743, norm 0.2183, swav 0.0000 LR: 8.837e-02 Score 98.970 Data time: 0.0824, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.9769 [2020-10-18 20:41:16,078][root][INFO] - ===> Epoch[1541](7702/5): Loss -0.7126, Sem 0.0341, dir -0.9743, norm 0.2277, swav 0.0000 LR: 8.837e-02 Score 98.870 Data time: 0.0768, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.4798 [2020-10-18 20:41:18,052][root][INFO] - ===> Epoch[1541](7703/5): Loss -0.7482, Sem 0.0292, dir -0.9769, norm 0.1994, swav 0.0000 LR: 8.837e-02 Score 99.047 Data time: 0.0732, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.8778 [2020-10-18 20:41:20,045][root][INFO] - ===> Epoch[1541](7704/5): Loss -0.7322, Sem 0.0332, dir -0.9763, norm 0.2108, swav 0.0000 LR: 8.837e-02 Score 98.874 Data time: 0.0788, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.8970 [2020-10-18 20:41:22,089][root][INFO] - ===> Epoch[1541](7705/5): Loss -0.7578, Sem 0.0308, dir -0.9759, norm 0.1873, swav 0.0000 LR: 8.836e-02 Score 98.973 Data time: 0.0869, Forward time: 0.7701, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.9343 [2020-10-18 20:41:24,188][root][INFO] - ===> Epoch[1542](7706/5): Loss -0.7274, Sem 0.0332, dir -0.9741, norm 0.2135, swav 0.0000 LR: 8.836e-02 Score 98.911 Data time: 0.0713, Forward time: 0.7701, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.9926 [2020-10-18 20:41:26,429][root][INFO] - ===> Epoch[1542](7707/5): Loss -0.7272, Sem 0.0334, dir -0.9760, norm 0.2153, swav 0.0000 LR: 8.836e-02 Score 98.914 Data time: 0.0549, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.1533 [2020-10-18 20:41:29,029][root][INFO] - ===> Epoch[1542](7708/5): Loss -0.7472, Sem 0.0317, dir -0.9766, norm 0.1977, swav 0.0000 LR: 8.836e-02 Score 98.960 Data time: 0.0486, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.5235 [2020-10-18 20:41:31,038][root][INFO] - ===> Epoch[1542](7709/5): Loss -0.7234, Sem 0.0350, dir -0.9748, norm 0.2165, swav 0.0000 LR: 8.836e-02 Score 98.817 Data time: 0.0763, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 1.9583 [2020-10-18 20:41:33,416][root][INFO] - ===> Epoch[1542](7710/5): Loss -0.7143, Sem 0.0352, dir -0.9731, norm 0.2235, swav 0.0000 LR: 8.836e-02 Score 98.826 Data time: 0.2281, Forward time: 0.7700, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.2779 [2020-10-18 20:41:35,491][root][INFO] - ===> Epoch[1543](7711/5): Loss -0.7488, Sem 0.0305, dir -0.9778, norm 0.1985, swav 0.0000 LR: 8.836e-02 Score 98.988 Data time: 0.0918, Forward time: 0.7701, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.9723 [2020-10-18 20:41:37,856][root][INFO] - ===> Epoch[1543](7712/5): Loss -0.7423, Sem 0.0293, dir -0.9782, norm 0.2065, swav 0.0000 LR: 8.835e-02 Score 99.033 Data time: 0.0742, Forward time: 0.7701, Backward time: 1.1878, DDP time: 0.0030, Total iter time: 2.2540 [2020-10-18 20:41:39,819][root][INFO] - ===> Epoch[1543](7713/5): Loss -0.7169, Sem 0.0372, dir -0.9726, norm 0.2185, swav 0.0000 LR: 8.835e-02 Score 98.748 Data time: 0.0702, Forward time: 0.7701, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.8673 [2020-10-18 20:41:41,753][root][INFO] - ===> Epoch[1543](7714/5): Loss -0.7415, Sem 0.0316, dir -0.9736, norm 0.2006, swav 0.0000 LR: 8.835e-02 Score 98.954 Data time: 0.0837, Forward time: 0.7701, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.8333 [2020-10-18 20:41:43,816][root][INFO] - ===> Epoch[1543](7715/5): Loss -0.7251, Sem 0.0352, dir -0.9748, norm 0.2145, swav 0.0000 LR: 8.835e-02 Score 98.869 Data time: 0.0856, Forward time: 0.7701, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.9619 [2020-10-18 20:41:45,908][root][INFO] - ===> Epoch[1544](7716/5): Loss -0.7401, Sem 0.0300, dir -0.9764, norm 0.2063, swav 0.0000 LR: 8.835e-02 Score 99.002 Data time: 0.0586, Forward time: 0.7701, Backward time: 1.1877, DDP time: 0.0030, Total iter time: 1.9694 [2020-10-18 20:41:47,916][root][INFO] - ===> Epoch[1544](7717/5): Loss -0.7188, Sem 0.0320, dir -0.9757, norm 0.2249, swav 0.0000 LR: 8.835e-02 Score 98.944 Data time: 0.0807, Forward time: 0.7701, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.9237 [2020-10-18 20:41:50,087][root][INFO] - ===> Epoch[1544](7718/5): Loss -0.7230, Sem 0.0306, dir -0.9747, norm 0.2211, swav 0.0000 LR: 8.834e-02 Score 98.966 Data time: 0.0889, Forward time: 0.7701, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.0622 [2020-10-18 20:41:51,776][root][INFO] - ===> Epoch[1544](7719/5): Loss -0.7236, Sem 0.0310, dir -0.9745, norm 0.2199, swav 0.0000 LR: 8.834e-02 Score 98.980 Data time: 0.1132, Forward time: 0.7701, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.5580 [2020-10-18 20:41:53,881][root][INFO] - ===> Epoch[1544](7720/5): Loss -0.7208, Sem 0.0342, dir -0.9750, norm 0.2200, swav 0.0000 LR: 8.834e-02 Score 98.880 Data time: 0.0694, Forward time: 0.7701, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.0126 [2020-10-18 20:41:56,397][root][INFO] - ===> Epoch[1545](7721/5): Loss -0.7200, Sem 0.0334, dir -0.9739, norm 0.2205, swav 0.0000 LR: 8.834e-02 Score 98.896 Data time: 0.0754, Forward time: 0.7701, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.4102 [2020-10-18 20:41:58,968][root][INFO] - ===> Epoch[1545](7722/5): Loss -0.7320, Sem 0.0320, dir -0.9749, norm 0.2108, swav 0.0000 LR: 8.834e-02 Score 98.939 Data time: 0.1177, Forward time: 0.7701, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.4416 [2020-10-18 20:42:01,383][root][INFO] - ===> Epoch[1545](7723/5): Loss -0.7107, Sem 0.0337, dir -0.9739, norm 0.2295, swav 0.0000 LR: 8.834e-02 Score 98.867 Data time: 0.1019, Forward time: 0.7701, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.3047 [2020-10-18 20:42:03,215][root][INFO] - ===> Epoch[1545](7724/5): Loss -0.7489, Sem 0.0326, dir -0.9741, norm 0.1926, swav 0.0000 LR: 8.834e-02 Score 98.888 Data time: 0.0789, Forward time: 0.7701, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 1.7241 [2020-10-18 20:42:05,600][root][INFO] - ===> Epoch[1545](7725/5): Loss -0.7004, Sem 0.0342, dir -0.9740, norm 0.2394, swav 0.0000 LR: 8.833e-02 Score 98.885 Data time: 0.0796, Forward time: 0.7701, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.2775 [2020-10-18 20:42:07,995][root][INFO] - ===> Epoch[1546](7726/5): Loss -0.7385, Sem 0.0286, dir -0.9762, norm 0.2092, swav 0.0000 LR: 8.833e-02 Score 99.059 Data time: 0.0681, Forward time: 0.7701, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.2750 [2020-10-18 20:42:10,176][root][INFO] - ===> Epoch[1546](7727/5): Loss -0.7550, Sem 0.0313, dir -0.9766, norm 0.1902, swav 0.0000 LR: 8.833e-02 Score 98.957 Data time: 0.0729, Forward time: 0.7701, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.1095 [2020-10-18 20:42:12,060][root][INFO] - ===> Epoch[1546](7728/5): Loss -0.7150, Sem 0.0380, dir -0.9723, norm 0.2193, swav 0.0000 LR: 8.833e-02 Score 98.749 Data time: 0.3075, Forward time: 0.7701, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.7800 [2020-10-18 20:42:14,288][root][INFO] - ===> Epoch[1546](7729/5): Loss -0.6733, Sem 0.0386, dir -0.9741, norm 0.2622, swav 0.0000 LR: 8.833e-02 Score 98.810 Data time: 0.1208, Forward time: 0.7701, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.1190 [2020-10-18 20:42:16,742][root][INFO] - ===> Epoch[1546](7730/5): Loss -0.7283, Sem 0.0318, dir -0.9755, norm 0.2154, swav 0.0000 LR: 8.833e-02 Score 98.952 Data time: 0.1736, Forward time: 0.7701, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.3413 [2020-10-18 20:42:19,198][root][INFO] - ===> Epoch[1547](7731/5): Loss -0.7409, Sem 0.0297, dir -0.9771, norm 0.2065, swav 0.0000 LR: 8.833e-02 Score 99.013 Data time: 0.1339, Forward time: 0.7701, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.3371 [2020-10-18 20:42:21,155][root][INFO] - ===> Epoch[1547](7732/5): Loss -0.7380, Sem 0.0353, dir -0.9761, norm 0.2028, swav 0.0000 LR: 8.832e-02 Score 98.838 Data time: 0.1020, Forward time: 0.7701, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 1.8213 [2020-10-18 20:42:23,449][root][INFO] - ===> Epoch[1547](7733/5): Loss -0.7237, Sem 0.0317, dir -0.9759, norm 0.2205, swav 0.0000 LR: 8.832e-02 Score 98.949 Data time: 0.0873, Forward time: 0.7701, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.2079 [2020-10-18 20:42:25,480][root][INFO] - ===> Epoch[1547](7734/5): Loss -0.7682, Sem 0.0270, dir -0.9783, norm 0.1831, swav 0.0000 LR: 8.832e-02 Score 99.103 Data time: 0.0618, Forward time: 0.7701, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 1.9333 [2020-10-18 20:42:27,988][root][INFO] - ===> Epoch[1547](7735/5): Loss -0.7404, Sem 0.0323, dir -0.9752, norm 0.2025, swav 0.0000 LR: 8.832e-02 Score 98.899 Data time: 0.0606, Forward time: 0.7701, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.4297 [2020-10-18 20:42:30,008][root][INFO] - ===> Epoch[1548](7736/5): Loss -0.7190, Sem 0.0330, dir -0.9765, norm 0.2246, swav 0.0000 LR: 8.832e-02 Score 98.873 Data time: 0.0809, Forward time: 0.7701, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 1.9650 [2020-10-18 20:42:32,829][root][INFO] - ===> Epoch[1548](7737/5): Loss -0.7215, Sem 0.0301, dir -0.9755, norm 0.2239, swav 0.0000 LR: 8.832e-02 Score 99.018 Data time: 0.0660, Forward time: 0.7701, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 2.7332 [2020-10-18 20:42:34,833][root][INFO] - ===> Epoch[1548](7738/5): Loss -0.7382, Sem 0.0342, dir -0.9747, norm 0.2023, swav 0.0000 LR: 8.831e-02 Score 98.860 Data time: 0.0766, Forward time: 0.7701, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.9005 [2020-10-18 20:42:36,868][root][INFO] - ===> Epoch[1548](7739/5): Loss -0.7449, Sem 0.0330, dir -0.9768, norm 0.1989, swav 0.0000 LR: 8.831e-02 Score 98.907 Data time: 0.0755, Forward time: 0.7701, Backward time: 1.1876, DDP time: 0.0030, Total iter time: 1.9351 [2020-10-18 20:42:39,014][root][INFO] - ===> Epoch[1548](7740/5): Loss -0.7491, Sem 0.0304, dir -0.9772, norm 0.1977, swav 0.0000 LR: 8.831e-02 Score 98.985 Data time: 0.0739, Forward time: 0.7701, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.0239 [2020-10-18 20:42:41,121][root][INFO] - ===> Epoch[1549](7741/5): Loss -0.7256, Sem 0.0337, dir -0.9729, norm 0.2136, swav 0.0000 LR: 8.831e-02 Score 98.892 Data time: 0.0642, Forward time: 0.7701, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 1.9952 [2020-10-18 20:42:43,557][root][INFO] - ===> Epoch[1549](7742/5): Loss -0.7428, Sem 0.0309, dir -0.9759, norm 0.2022, swav 0.0000 LR: 8.831e-02 Score 98.987 Data time: 0.1089, Forward time: 0.7702, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.3372 [2020-10-18 20:42:45,566][root][INFO] - ===> Epoch[1549](7743/5): Loss -0.7134, Sem 0.0371, dir -0.9732, norm 0.2227, swav 0.0000 LR: 8.831e-02 Score 98.736 Data time: 0.0913, Forward time: 0.7702, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 1.8824 [2020-10-18 20:42:47,591][root][INFO] - ===> Epoch[1549](7744/5): Loss -0.7269, Sem 0.0355, dir -0.9753, norm 0.2128, swav 0.0000 LR: 8.831e-02 Score 98.821 Data time: 0.0841, Forward time: 0.7702, Backward time: 1.1874, DDP time: 0.0030, Total iter time: 1.9226 [2020-10-18 20:42:50,272][root][INFO] - ===> Epoch[1549](7745/5): Loss -0.7335, Sem 0.0313, dir -0.9767, norm 0.2119, swav 0.0000 LR: 8.830e-02 Score 98.940 Data time: 0.0641, Forward time: 0.7702, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.5679 [2020-10-18 20:42:52,175][root][INFO] - ===> Epoch[1550](7746/5): Loss -0.7310, Sem 0.0365, dir -0.9738, norm 0.2063, swav 0.0000 LR: 8.830e-02 Score 98.774 Data time: 0.0873, Forward time: 0.7702, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 1.8068 [2020-10-18 20:42:54,630][root][INFO] - ===> Epoch[1550](7747/5): Loss -0.7457, Sem 0.0287, dir -0.9784, norm 0.2040, swav 0.0000 LR: 8.830e-02 Score 99.044 Data time: 0.0779, Forward time: 0.7702, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.3417 [2020-10-18 20:42:56,690][root][INFO] - ===> Epoch[1550](7748/5): Loss -0.7520, Sem 0.0314, dir -0.9768, norm 0.1934, swav 0.0000 LR: 8.830e-02 Score 98.951 Data time: 0.0786, Forward time: 0.7702, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 1.9569 [2020-10-18 20:42:59,100][root][INFO] - ===> Epoch[1550](7749/5): Loss -0.7567, Sem 0.0284, dir -0.9773, norm 0.1922, swav 0.0000 LR: 8.830e-02 Score 99.057 Data time: 0.0834, Forward time: 0.7702, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 2.2818 [2020-10-18 20:43:01,207][root][INFO] - ===> Epoch[1550](7750/5): Loss -0.7306, Sem 0.0340, dir -0.9751, norm 0.2104, swav 0.0000 LR: 8.830e-02 Score 98.869 Data time: 0.0799, Forward time: 0.7702, Backward time: 1.1875, DDP time: 0.0030, Total iter time: 1.9778 [2020-10-18 20:43:03,094][root][INFO] - ===> Epoch[1551](7751/5): Loss -0.7434, Sem 0.0306, dir -0.9778, norm 0.2038, swav 0.0000 LR: 8.829e-02 Score 98.974 Data time: 0.0454, Forward time: 0.7702, Backward time: 1.1874, DDP time: 0.0030, Total iter time: 1.7430 [2020-10-18 20:43:05,192][root][INFO] - ===> Epoch[1551](7752/5): Loss -0.7387, Sem 0.0328, dir -0.9741, norm 0.2027, swav 0.0000 LR: 8.829e-02 Score 98.884 Data time: 0.0774, Forward time: 0.7702, Backward time: 1.1874, DDP time: 0.0030, Total iter time: 2.0317 [2020-10-18 20:43:07,575][root][INFO] - ===> Epoch[1551](7753/5): Loss -0.7304, Sem 0.0358, dir -0.9743, norm 0.2082, swav 0.0000 LR: 8.829e-02 Score 98.812 Data time: 0.0634, Forward time: 0.7702, Backward time: 1.1874, DDP time: 0.0030, Total iter time: 2.2715 [2020-10-18 20:43:09,651][root][INFO] - ===> Epoch[1551](7754/5): Loss -0.7380, Sem 0.0317, dir -0.9756, norm 0.2059, swav 0.0000 LR: 8.829e-02 Score 98.937 Data time: 0.2018, Forward time: 0.7702, Backward time: 1.1874, DDP time: 0.0030, Total iter time: 1.9988 [2020-10-18 20:43:12,136][root][INFO] - ===> Epoch[1551](7755/5): Loss -0.7447, Sem 0.0327, dir -0.9774, norm 0.2000, swav 0.0000 LR: 8.829e-02 Score 98.906 Data time: 0.1028, Forward time: 0.7703, Backward time: 1.1874, DDP time: 0.0030, Total iter time: 2.3894 [2020-10-18 20:43:14,076][root][INFO] - ===> Epoch[1552](7756/5): Loss -0.7315, Sem 0.0351, dir -0.9768, norm 0.2102, swav 0.0000 LR: 8.829e-02 Score 98.849 Data time: 0.0622, Forward time: 0.7702, Backward time: 1.1874, DDP time: 0.0030, Total iter time: 1.8275 [2020-10-18 20:43:16,375][root][INFO] - ===> Epoch[1552](7757/5): Loss -0.7188, Sem 0.0340, dir -0.9733, norm 0.2205, swav 0.0000 LR: 8.829e-02 Score 98.867 Data time: 0.0603, Forward time: 0.7702, Backward time: 1.1874, DDP time: 0.0030, Total iter time: 2.1927 [2020-10-18 20:43:18,726][root][INFO] - ===> Epoch[1552](7758/5): Loss -0.7408, Sem 0.0267, dir -0.9760, norm 0.2085, swav 0.0000 LR: 8.828e-02 Score 99.125 Data time: 0.0704, Forward time: 0.7702, Backward time: 1.1874, DDP time: 0.0030, Total iter time: 2.2529 [2020-10-18 20:43:20,678][root][INFO] - ===> Epoch[1552](7759/5): Loss -0.7361, Sem 0.0373, dir -0.9741, norm 0.2006, swav 0.0000 LR: 8.828e-02 Score 98.738 Data time: 0.0653, Forward time: 0.7702, Backward time: 1.1874, DDP time: 0.0030, Total iter time: 1.8697 [2020-10-18 20:43:22,702][root][INFO] - ===> Epoch[1552](7760/5): Loss -0.7473, Sem 0.0330, dir -0.9763, norm 0.1959, swav 0.0000 LR: 8.828e-02 Score 98.902 Data time: 0.0681, Forward time: 0.7702, Backward time: 1.1874, DDP time: 0.0030, Total iter time: 1.9345 [2020-10-18 20:43:25,145][root][INFO] - ===> Epoch[1553](7761/5): Loss -0.7433, Sem 0.0277, dir -0.9772, norm 0.2062, swav 0.0000 LR: 8.828e-02 Score 99.087 Data time: 0.0894, Forward time: 0.7702, Backward time: 1.1874, DDP time: 0.0030, Total iter time: 2.3373 [2020-10-18 20:43:27,026][root][INFO] - ===> Epoch[1553](7762/5): Loss -0.7186, Sem 0.0369, dir -0.9756, norm 0.2201, swav 0.0000 LR: 8.828e-02 Score 98.771 Data time: 0.0945, Forward time: 0.7702, Backward time: 1.1874, DDP time: 0.0030, Total iter time: 1.7665 [2020-10-18 20:43:29,109][root][INFO] - ===> Epoch[1553](7763/5): Loss -0.7146, Sem 0.0384, dir -0.9714, norm 0.2184, swav 0.0000 LR: 8.828e-02 Score 98.771 Data time: 0.0670, Forward time: 0.7702, Backward time: 1.1873, DDP time: 0.0030, Total iter time: 1.9815 [2020-10-18 20:43:31,195][root][INFO] - ===> Epoch[1553](7764/5): Loss -0.7536, Sem 0.0283, dir -0.9773, norm 0.1954, swav 0.0000 LR: 8.828e-02 Score 99.045 Data time: 0.0878, Forward time: 0.7702, Backward time: 1.1873, DDP time: 0.0030, Total iter time: 1.9795 [2020-10-18 20:43:33,402][root][INFO] - ===> Epoch[1553](7765/5): Loss -0.7449, Sem 0.0317, dir -0.9759, norm 0.1993, swav 0.0000 LR: 8.827e-02 Score 98.922 Data time: 0.0513, Forward time: 0.7702, Backward time: 1.1873, DDP time: 0.0030, Total iter time: 2.0917 [2020-10-18 20:43:35,386][root][INFO] - ===> Epoch[1554](7766/5): Loss -0.7489, Sem 0.0308, dir -0.9775, norm 0.1978, swav 0.0000 LR: 8.827e-02 Score 98.970 Data time: 0.0869, Forward time: 0.7702, Backward time: 1.1873, DDP time: 0.0030, Total iter time: 1.9015 [2020-10-18 20:43:37,713][root][INFO] - ===> Epoch[1554](7767/5): Loss -0.7230, Sem 0.0332, dir -0.9742, norm 0.2179, swav 0.0000 LR: 8.827e-02 Score 98.901 Data time: 0.0940, Forward time: 0.7702, Backward time: 1.1873, DDP time: 0.0030, Total iter time: 2.2108 [2020-10-18 20:43:39,800][root][INFO] - ===> Epoch[1554](7768/5): Loss -0.7424, Sem 0.0306, dir -0.9767, norm 0.2037, swav 0.0000 LR: 8.827e-02 Score 98.964 Data time: 0.0809, Forward time: 0.7702, Backward time: 1.1873, DDP time: 0.0030, Total iter time: 1.9424 [2020-10-18 20:43:41,790][root][INFO] - ===> Epoch[1554](7769/5): Loss -0.7335, Sem 0.0319, dir -0.9761, norm 0.2107, swav 0.0000 LR: 8.827e-02 Score 98.960 Data time: 0.0763, Forward time: 0.7702, Backward time: 1.1872, DDP time: 0.0030, Total iter time: 1.8857 [2020-10-18 20:43:43,812][root][INFO] - ===> Epoch[1554](7770/5): Loss -0.7383, Sem 0.0358, dir -0.9743, norm 0.2002, swav 0.0000 LR: 8.827e-02 Score 98.792 Data time: 0.1172, Forward time: 0.7702, Backward time: 1.1872, DDP time: 0.0030, Total iter time: 1.9232 [2020-10-18 20:43:45,906][root][INFO] - ===> Epoch[1555](7771/5): Loss -0.7443, Sem 0.0290, dir -0.9771, norm 0.2038, swav 0.0000 LR: 8.826e-02 Score 99.044 Data time: 0.0646, Forward time: 0.7702, Backward time: 1.1872, DDP time: 0.0030, Total iter time: 1.9823 [2020-10-18 20:43:48,911][root][INFO] - ===> Epoch[1555](7772/5): Loss -0.7509, Sem 0.0298, dir -0.9765, norm 0.1958, swav 0.0000 LR: 8.826e-02 Score 99.026 Data time: 0.1183, Forward time: 0.7703, Backward time: 1.1872, DDP time: 0.0030, Total iter time: 2.9092 [2020-10-18 20:43:50,775][root][INFO] - ===> Epoch[1555](7773/5): Loss -0.7336, Sem 0.0339, dir -0.9720, norm 0.2045, swav 0.0000 LR: 8.826e-02 Score 98.840 Data time: 0.0962, Forward time: 0.7703, Backward time: 1.1872, DDP time: 0.0030, Total iter time: 1.7417 [2020-10-18 20:43:52,623][root][INFO] - ===> Epoch[1555](7774/5): Loss -0.7480, Sem 0.0288, dir -0.9775, norm 0.2007, swav 0.0000 LR: 8.826e-02 Score 99.042 Data time: 0.0700, Forward time: 0.7703, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 1.7703 [2020-10-18 20:43:54,680][root][INFO] - ===> Epoch[1555](7775/5): Loss -0.7317, Sem 0.0298, dir -0.9756, norm 0.2141, swav 0.0000 LR: 8.826e-02 Score 99.011 Data time: 0.0887, Forward time: 0.7703, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 1.9628 [2020-10-18 20:43:56,713][root][INFO] - ===> Epoch[1556](7776/5): Loss -0.7413, Sem 0.0348, dir -0.9756, norm 0.1996, swav 0.0000 LR: 8.826e-02 Score 98.862 Data time: 0.0629, Forward time: 0.7703, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 1.9371 [2020-10-18 20:43:59,083][root][INFO] - ===> Epoch[1556](7777/5): Loss -0.7330, Sem 0.0301, dir -0.9744, norm 0.2113, swav 0.0000 LR: 8.826e-02 Score 98.996 Data time: 0.0629, Forward time: 0.7703, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.3071 [2020-10-18 20:44:01,353][root][INFO] - ===> Epoch[1556](7778/5): Loss -0.7426, Sem 0.0321, dir -0.9779, norm 0.2033, swav 0.0000 LR: 8.825e-02 Score 98.927 Data time: 0.0476, Forward time: 0.7703, Backward time: 1.1872, DDP time: 0.0030, Total iter time: 2.1953 [2020-10-18 20:44:03,808][root][INFO] - ===> Epoch[1556](7779/5): Loss -0.7397, Sem 0.0330, dir -0.9749, norm 0.2023, swav 0.0000 LR: 8.825e-02 Score 98.919 Data time: 0.0685, Forward time: 0.7703, Backward time: 1.1872, DDP time: 0.0030, Total iter time: 2.3636 [2020-10-18 20:44:05,832][root][INFO] - ===> Epoch[1556](7780/5): Loss -0.7284, Sem 0.0272, dir -0.9766, norm 0.2210, swav 0.0000 LR: 8.825e-02 Score 99.078 Data time: 0.0581, Forward time: 0.7703, Backward time: 1.1872, DDP time: 0.0030, Total iter time: 1.9426 [2020-10-18 20:44:07,822][root][INFO] - ===> Epoch[1557](7781/5): Loss -0.7424, Sem 0.0281, dir -0.9757, norm 0.2052, swav 0.0000 LR: 8.825e-02 Score 99.099 Data time: 0.0618, Forward time: 0.7702, Backward time: 1.1872, DDP time: 0.0030, Total iter time: 1.9238 [2020-10-18 20:44:10,096][root][INFO] - ===> Epoch[1557](7782/5): Loss -0.7306, Sem 0.0320, dir -0.9758, norm 0.2132, swav 0.0000 LR: 8.825e-02 Score 98.921 Data time: 0.0682, Forward time: 0.7702, Backward time: 1.1872, DDP time: 0.0030, Total iter time: 2.1765 [2020-10-18 20:44:12,053][root][INFO] - ===> Epoch[1557](7783/5): Loss -0.7320, Sem 0.0325, dir -0.9727, norm 0.2082, swav 0.0000 LR: 8.825e-02 Score 98.906 Data time: 0.0738, Forward time: 0.7702, Backward time: 1.1872, DDP time: 0.0030, Total iter time: 1.8462 [2020-10-18 20:44:14,243][root][INFO] - ===> Epoch[1557](7784/5): Loss -0.7545, Sem 0.0309, dir -0.9757, norm 0.1903, swav 0.0000 LR: 8.824e-02 Score 98.949 Data time: 0.0598, Forward time: 0.7702, Backward time: 1.1872, DDP time: 0.0030, Total iter time: 2.0775 [2020-10-18 20:44:16,402][root][INFO] - ===> Epoch[1557](7785/5): Loss -0.7124, Sem 0.0348, dir -0.9712, norm 0.2240, swav 0.0000 LR: 8.824e-02 Score 98.869 Data time: 0.0490, Forward time: 0.7702, Backward time: 1.1872, DDP time: 0.0030, Total iter time: 2.0711 [2020-10-18 20:44:18,356][root][INFO] - ===> Epoch[1558](7786/5): Loss -0.7369, Sem 0.0328, dir -0.9766, norm 0.2069, swav 0.0000 LR: 8.824e-02 Score 98.904 Data time: 0.0730, Forward time: 0.7702, Backward time: 1.1872, DDP time: 0.0030, Total iter time: 1.8911 [2020-10-18 20:44:20,998][root][INFO] - ===> Epoch[1558](7787/5): Loss -0.7382, Sem 0.0275, dir -0.9773, norm 0.2116, swav 0.0000 LR: 8.824e-02 Score 99.091 Data time: 0.1314, Forward time: 0.7702, Backward time: 1.1872, DDP time: 0.0030, Total iter time: 2.5391 [2020-10-18 20:44:23,414][root][INFO] - ===> Epoch[1558](7788/5): Loss -0.7306, Sem 0.0339, dir -0.9727, norm 0.2081, swav 0.0000 LR: 8.824e-02 Score 98.903 Data time: 0.1357, Forward time: 0.7702, Backward time: 1.1872, DDP time: 0.0030, Total iter time: 2.2931 [2020-10-18 20:44:25,643][root][INFO] - ===> Epoch[1558](7789/5): Loss -0.7330, Sem 0.0283, dir -0.9767, norm 0.2155, swav 0.0000 LR: 8.824e-02 Score 99.066 Data time: 0.0797, Forward time: 0.7702, Backward time: 1.1872, DDP time: 0.0030, Total iter time: 2.1034 [2020-10-18 20:44:27,791][root][INFO] - ===> Epoch[1558](7790/5): Loss -0.7352, Sem 0.0323, dir -0.9741, norm 0.2066, swav 0.0000 LR: 8.824e-02 Score 98.925 Data time: 0.0645, Forward time: 0.7702, Backward time: 1.1872, DDP time: 0.0030, Total iter time: 2.0580 [2020-10-18 20:44:30,271][root][INFO] - ===> Epoch[1559](7791/5): Loss -0.7576, Sem 0.0272, dir -0.9782, norm 0.1933, swav 0.0000 LR: 8.823e-02 Score 99.103 Data time: 0.0593, Forward time: 0.7702, Backward time: 1.1873, DDP time: 0.0030, Total iter time: 2.3851 [2020-10-18 20:44:33,345][root][INFO] - ===> Epoch[1559](7792/5): Loss -0.7216, Sem 0.0323, dir -0.9731, norm 0.2192, swav 0.0000 LR: 8.823e-02 Score 98.918 Data time: 0.0628, Forward time: 0.7702, Backward time: 1.1874, DDP time: 0.0030, Total iter time: 3.0085 [2020-10-18 20:44:35,381][root][INFO] - ===> Epoch[1559](7793/5): Loss -0.7411, Sem 0.0299, dir -0.9781, norm 0.2070, swav 0.0000 LR: 8.823e-02 Score 99.010 Data time: 0.0916, Forward time: 0.7702, Backward time: 1.1873, DDP time: 0.0030, Total iter time: 1.9396 [2020-10-18 20:44:37,270][root][INFO] - ===> Epoch[1559](7794/5): Loss -0.7438, Sem 0.0327, dir -0.9768, norm 0.2003, swav 0.0000 LR: 8.823e-02 Score 98.923 Data time: 0.0623, Forward time: 0.7702, Backward time: 1.1873, DDP time: 0.0030, Total iter time: 1.7774 [2020-10-18 20:44:39,300][root][INFO] - ===> Epoch[1559](7795/5): Loss -0.7476, Sem 0.0291, dir -0.9765, norm 0.1998, swav 0.0000 LR: 8.823e-02 Score 99.038 Data time: 0.0753, Forward time: 0.7702, Backward time: 1.1873, DDP time: 0.0030, Total iter time: 1.9680 [2020-10-18 20:44:41,272][root][INFO] - ===> Epoch[1560](7796/5): Loss -0.7243, Sem 0.0321, dir -0.9773, norm 0.2209, swav 0.0000 LR: 8.823e-02 Score 98.963 Data time: 0.0671, Forward time: 0.7702, Backward time: 1.1873, DDP time: 0.0030, Total iter time: 1.8666 [2020-10-18 20:44:44,003][root][INFO] - ===> Epoch[1560](7797/5): Loss -0.7344, Sem 0.0310, dir -0.9751, norm 0.2097, swav 0.0000 LR: 8.822e-02 Score 98.964 Data time: 0.1365, Forward time: 0.7703, Backward time: 1.1873, DDP time: 0.0030, Total iter time: 2.6364 [2020-10-18 20:44:46,209][root][INFO] - ===> Epoch[1560](7798/5): Loss -0.7427, Sem 0.0339, dir -0.9766, norm 0.2000, swav 0.0000 LR: 8.822e-02 Score 98.886 Data time: 0.0845, Forward time: 0.7703, Backward time: 1.1873, DDP time: 0.0030, Total iter time: 2.0826 [2020-10-18 20:44:48,337][root][INFO] - ===> Epoch[1560](7799/5): Loss -0.7462, Sem 0.0303, dir -0.9753, norm 0.1988, swav 0.0000 LR: 8.822e-02 Score 98.974 Data time: 0.1153, Forward time: 0.7703, Backward time: 1.1872, DDP time: 0.0030, Total iter time: 2.0487 [2020-10-18 20:44:50,564][root][INFO] - ===> Epoch[1560](7800/5): Loss -0.7565, Sem 0.0285, dir -0.9785, norm 0.1935, swav 0.0000 LR: 8.822e-02 Score 99.044 Data time: 0.0601, Forward time: 0.7703, Backward time: 1.1872, DDP time: 0.0030, Total iter time: 2.1491 [2020-10-18 20:44:51,921][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 20:44:52,153][root][INFO] - ===> Start testing [2020-10-18 20:45:29,894][root][INFO] - 68/68: Data time: 0.0027, Iter time: 0.1542 Loss 0.195 (AVG: 0.507) Score 96.333 (AVG: 90.075) mIOU 68.826 mAP 84.726 mAcc 75.594 IOU: 60.621 0.110 83.042 73.561 93.534 92.331 28.437 75.981 96.492 63.844 81.852 85.826 59.112 mAP: 82.556 16.829 96.324 88.153 98.844 98.631 57.170 94.077 99.690 85.842 94.827 95.456 93.036 mAcc: 77.770 0.638 91.950 83.209 96.590 97.018 32.066 85.995 97.143 72.139 90.904 96.007 61.293 [2020-10-18 20:45:29,896][root][INFO] - Finished test. Elapsed time: 37.7405 [2020-10-18 20:45:32,858][root][INFO] - [2020-10-18 20:45:32,858][root][INFO] - ################################################################ [2020-10-18 20:45:32,859][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 20:45:32,859][root][INFO] - ################################################################ [2020-10-18 20:45:32,859][root][INFO] - clutter : nan nan nan [2020-10-18 20:45:32,859][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 20:45:32,859][root][INFO] - board : 0.816 0.897 0.924 [2020-10-18 20:45:32,859][root][INFO] - bookcase : 0.213 0.328 0.519 [2020-10-18 20:45:32,859][root][INFO] - ceiling : 0.549 0.620 0.715 [2020-10-18 20:45:32,859][root][INFO] - chair : 0.811 0.900 0.912 [2020-10-18 20:45:32,859][root][INFO] - column : 0.143 0.215 0.330 [2020-10-18 20:45:32,859][root][INFO] - door : 0.620 0.813 0.887 [2020-10-18 20:45:32,859][root][INFO] - floor : 0.720 0.722 0.797 [2020-10-18 20:45:32,859][root][INFO] - sofa : 0.372 0.515 0.809 [2020-10-18 20:45:32,859][root][INFO] - table : 0.182 0.455 0.689 [2020-10-18 20:45:32,859][root][INFO] - wall : 0.448 0.644 0.766 [2020-10-18 20:45:32,859][root][INFO] - window : 0.526 0.742 0.782 [2020-10-18 20:45:32,859][root][INFO] - ---------------------------------------------------------------- [2020-10-18 20:45:32,859][root][INFO] - average : 0.450 0.571 0.677 [2020-10-18 20:45:32,859][root][INFO] - [2020-10-18 20:45:33,026][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 20:45:33,027][root][INFO] - Current best mIoU: 69.394 at iter 7000 [2020-10-18 20:45:34,786][root][INFO] - ===> Epoch[1561](7801/5): Loss -0.7338, Sem 0.0311, dir -0.9763, norm 0.2114, swav 0.0000 LR: 8.822e-02 Score 99.008 Data time: 0.0632, Forward time: 0.7703, Backward time: 1.1872, DDP time: 0.0030, Total iter time: 1.7539 [2020-10-18 20:45:37,028][root][INFO] - ===> Epoch[1561](7802/5): Loss -0.7586, Sem 0.0299, dir -0.9767, norm 0.1882, swav 0.0000 LR: 8.822e-02 Score 99.015 Data time: 0.1944, Forward time: 0.7703, Backward time: 1.1872, DDP time: 0.0030, Total iter time: 2.1490 [2020-10-18 20:45:39,589][root][INFO] - ===> Epoch[1561](7803/5): Loss -0.7542, Sem 0.0311, dir -0.9757, norm 0.1904, swav 0.0000 LR: 8.822e-02 Score 98.952 Data time: 0.1026, Forward time: 0.7704, Backward time: 1.1872, DDP time: 0.0030, Total iter time: 2.4543 [2020-10-18 20:45:41,908][root][INFO] - ===> Epoch[1561](7804/5): Loss -0.7455, Sem 0.0288, dir -0.9762, norm 0.2019, swav 0.0000 LR: 8.821e-02 Score 99.043 Data time: 0.1015, Forward time: 0.7704, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.2152 [2020-10-18 20:45:44,189][root][INFO] - ===> Epoch[1561](7805/5): Loss -0.7475, Sem 0.0301, dir -0.9773, norm 0.1997, swav 0.0000 LR: 8.821e-02 Score 98.984 Data time: 0.0736, Forward time: 0.7704, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.2135 [2020-10-18 20:45:46,247][root][INFO] - ===> Epoch[1562](7806/5): Loss -0.7399, Sem 0.0322, dir -0.9770, norm 0.2049, swav 0.0000 LR: 8.821e-02 Score 98.940 Data time: 0.0786, Forward time: 0.7704, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 1.9668 [2020-10-18 20:45:48,587][root][INFO] - ===> Epoch[1562](7807/5): Loss -0.7371, Sem 0.0282, dir -0.9760, norm 0.2106, swav 0.0000 LR: 8.821e-02 Score 99.050 Data time: 0.0955, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.2377 [2020-10-18 20:45:50,941][root][INFO] - ===> Epoch[1562](7808/5): Loss -0.7348, Sem 0.0322, dir -0.9760, norm 0.2090, swav 0.0000 LR: 8.821e-02 Score 98.938 Data time: 0.0787, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.2360 [2020-10-18 20:45:52,975][root][INFO] - ===> Epoch[1562](7809/5): Loss -0.7616, Sem 0.0283, dir -0.9782, norm 0.1883, swav 0.0000 LR: 8.821e-02 Score 99.062 Data time: 0.0603, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 1.9514 [2020-10-18 20:45:54,916][root][INFO] - ===> Epoch[1562](7810/5): Loss -0.7410, Sem 0.0321, dir -0.9768, norm 0.2037, swav 0.0000 LR: 8.821e-02 Score 98.923 Data time: 0.0760, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 1.8734 [2020-10-18 20:45:56,917][root][INFO] - ===> Epoch[1563](7811/5): Loss -0.7372, Sem 0.0291, dir -0.9760, norm 0.2098, swav 0.0000 LR: 8.820e-02 Score 99.017 Data time: 0.0670, Forward time: 0.7704, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 1.8989 [2020-10-18 20:45:59,148][root][INFO] - ===> Epoch[1563](7812/5): Loss -0.7286, Sem 0.0310, dir -0.9750, norm 0.2153, swav 0.0000 LR: 8.820e-02 Score 98.949 Data time: 0.0833, Forward time: 0.7704, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.1627 [2020-10-18 20:46:01,571][root][INFO] - ===> Epoch[1563](7813/5): Loss -0.7563, Sem 0.0301, dir -0.9774, norm 0.1910, swav 0.0000 LR: 8.820e-02 Score 98.968 Data time: 0.0758, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.3278 [2020-10-18 20:46:03,916][root][INFO] - ===> Epoch[1563](7814/5): Loss -0.7244, Sem 0.0305, dir -0.9761, norm 0.2213, swav 0.0000 LR: 8.820e-02 Score 98.997 Data time: 0.3140, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.2441 [2020-10-18 20:46:06,312][root][INFO] - ===> Epoch[1563](7815/5): Loss -0.7352, Sem 0.0311, dir -0.9766, norm 0.2103, swav 0.0000 LR: 8.820e-02 Score 98.960 Data time: 0.1043, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.2945 [2020-10-18 20:46:08,690][root][INFO] - ===> Epoch[1564](7816/5): Loss -0.7225, Sem 0.0313, dir -0.9730, norm 0.2192, swav 0.0000 LR: 8.820e-02 Score 98.952 Data time: 0.0790, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.2683 [2020-10-18 20:46:10,672][root][INFO] - ===> Epoch[1564](7817/5): Loss -0.7352, Sem 0.0312, dir -0.9751, norm 0.2087, swav 0.0000 LR: 8.819e-02 Score 98.943 Data time: 0.0835, Forward time: 0.7705, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 1.8899 [2020-10-18 20:46:12,821][root][INFO] - ===> Epoch[1564](7818/5): Loss -0.7570, Sem 0.0292, dir -0.9773, norm 0.1911, swav 0.0000 LR: 8.819e-02 Score 99.020 Data time: 0.0785, Forward time: 0.7705, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 2.0317 [2020-10-18 20:46:15,036][root][INFO] - ===> Epoch[1564](7819/5): Loss -0.7427, Sem 0.0314, dir -0.9774, norm 0.2034, swav 0.0000 LR: 8.819e-02 Score 98.964 Data time: 0.0720, Forward time: 0.7705, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 2.1051 [2020-10-18 20:46:17,612][root][INFO] - ===> Epoch[1564](7820/5): Loss -0.7098, Sem 0.0306, dir -0.9748, norm 0.2344, swav 0.0000 LR: 8.819e-02 Score 99.003 Data time: 0.0745, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.4876 [2020-10-18 20:46:19,997][root][INFO] - ===> Epoch[1565](7821/5): Loss -0.7339, Sem 0.0307, dir -0.9739, norm 0.2092, swav 0.0000 LR: 8.819e-02 Score 98.962 Data time: 0.0601, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.2562 [2020-10-18 20:46:21,810][root][INFO] - ===> Epoch[1565](7822/5): Loss -0.7389, Sem 0.0309, dir -0.9738, norm 0.2039, swav 0.0000 LR: 8.819e-02 Score 98.955 Data time: 0.0479, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 1.7196 [2020-10-18 20:46:24,006][root][INFO] - ===> Epoch[1565](7823/5): Loss -0.7455, Sem 0.0286, dir -0.9771, norm 0.2031, swav 0.0000 LR: 8.819e-02 Score 99.050 Data time: 0.0595, Forward time: 0.7704, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.1088 [2020-10-18 20:46:26,232][root][INFO] - ===> Epoch[1565](7824/5): Loss -0.7250, Sem 0.0308, dir -0.9759, norm 0.2201, swav 0.0000 LR: 8.818e-02 Score 98.983 Data time: 0.0837, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.1401 [2020-10-18 20:46:28,844][root][INFO] - ===> Epoch[1565](7825/5): Loss -0.7256, Sem 0.0309, dir -0.9742, norm 0.2177, swav 0.0000 LR: 8.818e-02 Score 98.992 Data time: 0.0773, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.5022 [2020-10-18 20:46:30,794][root][INFO] - ===> Epoch[1566](7826/5): Loss -0.7239, Sem 0.0305, dir -0.9754, norm 0.2210, swav 0.0000 LR: 8.818e-02 Score 98.983 Data time: 0.0858, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 1.8281 [2020-10-18 20:46:33,082][root][INFO] - ===> Epoch[1566](7827/5): Loss -0.7428, Sem 0.0324, dir -0.9762, norm 0.2010, swav 0.0000 LR: 8.818e-02 Score 98.928 Data time: 0.0845, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.1738 [2020-10-18 20:46:34,975][root][INFO] - ===> Epoch[1566](7828/5): Loss -0.7334, Sem 0.0281, dir -0.9747, norm 0.2132, swav 0.0000 LR: 8.818e-02 Score 99.045 Data time: 0.0839, Forward time: 0.7705, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 1.7885 [2020-10-18 20:46:37,416][root][INFO] - ===> Epoch[1566](7829/5): Loss -0.7408, Sem 0.0287, dir -0.9755, norm 0.2060, swav 0.0000 LR: 8.818e-02 Score 99.026 Data time: 0.0721, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.3438 [2020-10-18 20:46:39,871][root][INFO] - ===> Epoch[1566](7830/5): Loss -0.7254, Sem 0.0344, dir -0.9753, norm 0.2155, swav 0.0000 LR: 8.817e-02 Score 98.871 Data time: 0.0666, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.3547 [2020-10-18 20:46:41,797][root][INFO] - ===> Epoch[1567](7831/5): Loss -0.7529, Sem 0.0297, dir -0.9779, norm 0.1953, swav 0.0000 LR: 8.817e-02 Score 99.008 Data time: 0.0822, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 1.8144 [2020-10-18 20:46:43,985][root][INFO] - ===> Epoch[1567](7832/5): Loss -0.7467, Sem 0.0322, dir -0.9782, norm 0.1994, swav 0.0000 LR: 8.817e-02 Score 98.940 Data time: 0.0795, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.1219 [2020-10-18 20:46:46,108][root][INFO] - ===> Epoch[1567](7833/5): Loss -0.7240, Sem 0.0327, dir -0.9723, norm 0.2156, swav 0.0000 LR: 8.817e-02 Score 98.898 Data time: 0.0920, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.0153 [2020-10-18 20:46:48,527][root][INFO] - ===> Epoch[1567](7834/5): Loss -0.7129, Sem 0.0341, dir -0.9735, norm 0.2265, swav 0.0000 LR: 8.817e-02 Score 98.886 Data time: 0.0791, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.3432 [2020-10-18 20:46:50,729][root][INFO] - ===> Epoch[1567](7835/5): Loss -0.7477, Sem 0.0295, dir -0.9774, norm 0.2002, swav 0.0000 LR: 8.817e-02 Score 99.021 Data time: 0.0772, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.1108 [2020-10-18 20:46:52,716][root][INFO] - ===> Epoch[1568](7836/5): Loss -0.7348, Sem 0.0279, dir -0.9761, norm 0.2135, swav 0.0000 LR: 8.817e-02 Score 99.065 Data time: 0.0832, Forward time: 0.7706, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 1.8875 [2020-10-18 20:46:55,251][root][INFO] - ===> Epoch[1568](7837/5): Loss -0.7413, Sem 0.0317, dir -0.9767, norm 0.2036, swav 0.0000 LR: 8.816e-02 Score 98.934 Data time: 0.1206, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.4200 [2020-10-18 20:46:57,816][root][INFO] - ===> Epoch[1568](7838/5): Loss -0.7219, Sem 0.0319, dir -0.9754, norm 0.2215, swav 0.0000 LR: 8.816e-02 Score 98.945 Data time: 0.0811, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.4742 [2020-10-18 20:47:00,093][root][INFO] - ===> Epoch[1568](7839/5): Loss -0.7269, Sem 0.0319, dir -0.9747, norm 0.2159, swav 0.0000 LR: 8.816e-02 Score 98.917 Data time: 0.0648, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.1602 [2020-10-18 20:47:02,138][root][INFO] - ===> Epoch[1568](7840/5): Loss -0.7220, Sem 0.0283, dir -0.9753, norm 0.2250, swav 0.0000 LR: 8.816e-02 Score 99.051 Data time: 0.0863, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 1.9489 [2020-10-18 20:47:04,176][root][INFO] - ===> Epoch[1569](7841/5): Loss -0.7475, Sem 0.0298, dir -0.9763, norm 0.1991, swav 0.0000 LR: 8.816e-02 Score 98.985 Data time: 0.0662, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 1.9146 [2020-10-18 20:47:06,288][root][INFO] - ===> Epoch[1569](7842/5): Loss -0.7241, Sem 0.0330, dir -0.9747, norm 0.2176, swav 0.0000 LR: 8.816e-02 Score 98.886 Data time: 0.0682, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.0278 [2020-10-18 20:47:08,734][root][INFO] - ===> Epoch[1569](7843/5): Loss -0.7189, Sem 0.0320, dir -0.9742, norm 0.2233, swav 0.0000 LR: 8.815e-02 Score 98.961 Data time: 0.1020, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 2.3456 [2020-10-18 20:47:10,828][root][INFO] - ===> Epoch[1569](7844/5): Loss -0.7273, Sem 0.0359, dir -0.9771, norm 0.2139, swav 0.0000 LR: 8.815e-02 Score 98.920 Data time: 0.0788, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 1.9778 [2020-10-18 20:47:12,793][root][INFO] - ===> Epoch[1569](7845/5): Loss -0.7235, Sem 0.0335, dir -0.9723, norm 0.2153, swav 0.0000 LR: 8.815e-02 Score 98.869 Data time: 0.0683, Forward time: 0.7705, Backward time: 1.1871, DDP time: 0.0030, Total iter time: 1.8557 [2020-10-18 20:47:14,820][root][INFO] - ===> Epoch[1570](7846/5): Loss -0.7339, Sem 0.0355, dir -0.9741, norm 0.2047, swav 0.0000 LR: 8.815e-02 Score 98.809 Data time: 0.0768, Forward time: 0.7705, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 1.9223 [2020-10-18 20:47:16,930][root][INFO] - ===> Epoch[1570](7847/5): Loss -0.7233, Sem 0.0322, dir -0.9756, norm 0.2200, swav 0.0000 LR: 8.815e-02 Score 98.929 Data time: 0.0696, Forward time: 0.7705, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 1.9815 [2020-10-18 20:47:19,370][root][INFO] - ===> Epoch[1570](7848/5): Loss -0.7248, Sem 0.0320, dir -0.9760, norm 0.2193, swav 0.0000 LR: 8.815e-02 Score 98.986 Data time: 0.0829, Forward time: 0.7705, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 2.3285 [2020-10-18 20:47:21,447][root][INFO] - ===> Epoch[1570](7849/5): Loss -0.7526, Sem 0.0341, dir -0.9760, norm 0.1893, swav 0.0000 LR: 8.815e-02 Score 98.855 Data time: 0.0752, Forward time: 0.7705, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 1.9541 [2020-10-18 20:47:23,562][root][INFO] - ===> Epoch[1570](7850/5): Loss -0.7054, Sem 0.0380, dir -0.9716, norm 0.2282, swav 0.0000 LR: 8.814e-02 Score 98.781 Data time: 0.1365, Forward time: 0.7705, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 2.0253 [2020-10-18 20:47:25,744][root][INFO] - ===> Epoch[1571](7851/5): Loss -0.7213, Sem 0.0305, dir -0.9749, norm 0.2231, swav 0.0000 LR: 8.814e-02 Score 99.016 Data time: 0.0992, Forward time: 0.7706, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 2.0792 [2020-10-18 20:47:27,648][root][INFO] - ===> Epoch[1571](7852/5): Loss -0.7470, Sem 0.0337, dir -0.9768, norm 0.1961, swav 0.0000 LR: 8.814e-02 Score 98.873 Data time: 0.0612, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.7975 [2020-10-18 20:47:29,720][root][INFO] - ===> Epoch[1571](7853/5): Loss -0.7091, Sem 0.0392, dir -0.9723, norm 0.2240, swav 0.0000 LR: 8.814e-02 Score 98.717 Data time: 0.0910, Forward time: 0.7706, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.9696 [2020-10-18 20:47:31,665][root][INFO] - ===> Epoch[1571](7854/5): Loss -0.7401, Sem 0.0373, dir -0.9754, norm 0.1980, swav 0.0000 LR: 8.814e-02 Score 98.759 Data time: 0.0550, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.8289 [2020-10-18 20:47:33,426][root][INFO] - ===> Epoch[1571](7855/5): Loss -0.7279, Sem 0.0361, dir -0.9742, norm 0.2102, swav 0.0000 LR: 8.814e-02 Score 98.794 Data time: 0.0942, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.6845 [2020-10-18 20:47:36,083][root][INFO] - ===> Epoch[1572](7856/5): Loss -0.7513, Sem 0.0310, dir -0.9771, norm 0.1948, swav 0.0000 LR: 8.814e-02 Score 98.974 Data time: 0.2050, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.5593 [2020-10-18 20:47:38,389][root][INFO] - ===> Epoch[1572](7857/5): Loss -0.7502, Sem 0.0336, dir -0.9763, norm 0.1926, swav 0.0000 LR: 8.813e-02 Score 98.873 Data time: 0.0943, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.1610 [2020-10-18 20:47:40,739][root][INFO] - ===> Epoch[1572](7858/5): Loss -0.7147, Sem 0.0296, dir -0.9744, norm 0.2300, swav 0.0000 LR: 8.813e-02 Score 99.034 Data time: 0.0753, Forward time: 0.7706, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.2349 [2020-10-18 20:47:42,805][root][INFO] - ===> Epoch[1572](7859/5): Loss -0.7014, Sem 0.0330, dir -0.9724, norm 0.2380, swav 0.0000 LR: 8.813e-02 Score 98.954 Data time: 0.0473, Forward time: 0.7706, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.9866 [2020-10-18 20:47:45,027][root][INFO] - ===> Epoch[1572](7860/5): Loss -0.7346, Sem 0.0356, dir -0.9731, norm 0.2028, swav 0.0000 LR: 8.813e-02 Score 98.814 Data time: 0.0555, Forward time: 0.7706, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.1784 [2020-10-18 20:47:47,333][root][INFO] - ===> Epoch[1573](7861/5): Loss -0.7369, Sem 0.0320, dir -0.9765, norm 0.2076, swav 0.0000 LR: 8.813e-02 Score 98.934 Data time: 0.0702, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.2030 [2020-10-18 20:47:49,291][root][INFO] - ===> Epoch[1573](7862/5): Loss -0.7296, Sem 0.0383, dir -0.9748, norm 0.2069, swav 0.0000 LR: 8.813e-02 Score 98.756 Data time: 0.0650, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.8354 [2020-10-18 20:47:51,814][root][INFO] - ===> Epoch[1573](7863/5): Loss -0.7379, Sem 0.0330, dir -0.9761, norm 0.2051, swav 0.0000 LR: 8.812e-02 Score 98.975 Data time: 0.0705, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.4208 [2020-10-18 20:47:54,033][root][INFO] - ===> Epoch[1573](7864/5): Loss -0.7486, Sem 0.0300, dir -0.9757, norm 0.1971, swav 0.0000 LR: 8.812e-02 Score 99.012 Data time: 0.0835, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.1191 [2020-10-18 20:47:56,410][root][INFO] - ===> Epoch[1573](7865/5): Loss -0.7307, Sem 0.0333, dir -0.9743, norm 0.2103, swav 0.0000 LR: 8.812e-02 Score 98.912 Data time: 0.0858, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.2674 [2020-10-18 20:47:58,440][root][INFO] - ===> Epoch[1574](7866/5): Loss -0.7385, Sem 0.0354, dir -0.9758, norm 0.2018, swav 0.0000 LR: 8.812e-02 Score 98.833 Data time: 0.0643, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.9034 [2020-10-18 20:48:00,678][root][INFO] - ===> Epoch[1574](7867/5): Loss -0.7232, Sem 0.0363, dir -0.9717, norm 0.2121, swav 0.0000 LR: 8.812e-02 Score 98.781 Data time: 0.0743, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.1482 [2020-10-18 20:48:02,533][root][INFO] - ===> Epoch[1574](7868/5): Loss -0.7429, Sem 0.0292, dir -0.9763, norm 0.2041, swav 0.0000 LR: 8.812e-02 Score 99.053 Data time: 0.0772, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.7290 [2020-10-18 20:48:04,415][root][INFO] - ===> Epoch[1574](7869/5): Loss -0.7567, Sem 0.0284, dir -0.9771, norm 0.1920, swav 0.0000 LR: 8.812e-02 Score 99.043 Data time: 0.1437, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.7924 [2020-10-18 20:48:06,621][root][INFO] - ===> Epoch[1574](7870/5): Loss -0.7267, Sem 0.0313, dir -0.9736, norm 0.2156, swav 0.0000 LR: 8.811e-02 Score 98.988 Data time: 0.0946, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0929 [2020-10-18 20:48:08,850][root][INFO] - ===> Epoch[1575](7871/5): Loss -0.7299, Sem 0.0304, dir -0.9736, norm 0.2133, swav 0.0000 LR: 8.811e-02 Score 98.985 Data time: 0.0704, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.1168 [2020-10-18 20:48:11,064][root][INFO] - ===> Epoch[1575](7872/5): Loss -0.7402, Sem 0.0317, dir -0.9765, norm 0.2045, swav 0.0000 LR: 8.811e-02 Score 98.974 Data time: 0.0763, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0903 [2020-10-18 20:48:12,867][root][INFO] - ===> Epoch[1575](7873/5): Loss -0.7411, Sem 0.0363, dir -0.9755, norm 0.1981, swav 0.0000 LR: 8.811e-02 Score 98.761 Data time: 0.0725, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.7077 [2020-10-18 20:48:15,102][root][INFO] - ===> Epoch[1575](7874/5): Loss -0.7207, Sem 0.0313, dir -0.9760, norm 0.2241, swav 0.0000 LR: 8.811e-02 Score 98.983 Data time: 0.0728, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.1292 [2020-10-18 20:48:17,888][root][INFO] - ===> Epoch[1575](7875/5): Loss -0.7352, Sem 0.0347, dir -0.9735, norm 0.2035, swav 0.0000 LR: 8.811e-02 Score 98.842 Data time: 0.0601, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.6771 [2020-10-18 20:48:20,042][root][INFO] - ===> Epoch[1576](7876/5): Loss -0.7393, Sem 0.0341, dir -0.9756, norm 0.2022, swav 0.0000 LR: 8.810e-02 Score 98.874 Data time: 0.0702, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.0491 [2020-10-18 20:48:22,275][root][INFO] - ===> Epoch[1576](7877/5): Loss -0.7244, Sem 0.0331, dir -0.9738, norm 0.2163, swav 0.0000 LR: 8.810e-02 Score 98.908 Data time: 0.0677, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.1295 [2020-10-18 20:48:24,428][root][INFO] - ===> Epoch[1576](7878/5): Loss -0.7380, Sem 0.0271, dir -0.9766, norm 0.2114, swav 0.0000 LR: 8.810e-02 Score 99.111 Data time: 0.0887, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0649 [2020-10-18 20:48:26,656][root][INFO] - ===> Epoch[1576](7879/5): Loss -0.7478, Sem 0.0333, dir -0.9760, norm 0.1948, swav 0.0000 LR: 8.810e-02 Score 98.883 Data time: 0.0569, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.1011 [2020-10-18 20:48:28,776][root][INFO] - ===> Epoch[1576](7880/5): Loss -0.7402, Sem 0.0306, dir -0.9783, norm 0.2075, swav 0.0000 LR: 8.810e-02 Score 99.000 Data time: 0.0837, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0484 [2020-10-18 20:48:31,159][root][INFO] - ===> Epoch[1577](7881/5): Loss -0.7368, Sem 0.0315, dir -0.9747, norm 0.2064, swav 0.0000 LR: 8.810e-02 Score 98.952 Data time: 0.0724, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.2595 [2020-10-18 20:48:33,664][root][INFO] - ===> Epoch[1577](7882/5): Loss -0.7063, Sem 0.0347, dir -0.9743, norm 0.2333, swav 0.0000 LR: 8.810e-02 Score 98.875 Data time: 0.0824, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.4059 [2020-10-18 20:48:36,017][root][INFO] - ===> Epoch[1577](7883/5): Loss -0.7503, Sem 0.0305, dir -0.9774, norm 0.1966, swav 0.0000 LR: 8.809e-02 Score 98.964 Data time: 0.0982, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.2428 [2020-10-18 20:48:38,292][root][INFO] - ===> Epoch[1577](7884/5): Loss -0.7364, Sem 0.0296, dir -0.9760, norm 0.2099, swav 0.0000 LR: 8.809e-02 Score 99.030 Data time: 0.0813, Forward time: 0.7706, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.1472 [2020-10-18 20:48:40,712][root][INFO] - ===> Epoch[1577](7885/5): Loss -0.7052, Sem 0.0361, dir -0.9747, norm 0.2334, swav 0.0000 LR: 8.809e-02 Score 98.818 Data time: 0.0785, Forward time: 0.7706, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.3182 [2020-10-18 20:48:42,793][root][INFO] - ===> Epoch[1578](7886/5): Loss -0.7389, Sem 0.0327, dir -0.9753, norm 0.2038, swav 0.0000 LR: 8.809e-02 Score 98.902 Data time: 0.0726, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.9743 [2020-10-18 20:48:44,982][root][INFO] - ===> Epoch[1578](7887/5): Loss -0.7446, Sem 0.0346, dir -0.9760, norm 0.1968, swav 0.0000 LR: 8.809e-02 Score 98.836 Data time: 0.0719, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.0928 [2020-10-18 20:48:47,074][root][INFO] - ===> Epoch[1578](7888/5): Loss -0.7222, Sem 0.0318, dir -0.9725, norm 0.2186, swav 0.0000 LR: 8.809e-02 Score 98.939 Data time: 0.0700, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.0107 [2020-10-18 20:48:49,000][root][INFO] - ===> Epoch[1578](7889/5): Loss -0.7327, Sem 0.0387, dir -0.9743, norm 0.2028, swav 0.0000 LR: 8.808e-02 Score 98.732 Data time: 0.0873, Forward time: 0.7706, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.8355 [2020-10-18 20:48:51,102][root][INFO] - ===> Epoch[1578](7890/5): Loss -0.7331, Sem 0.0296, dir -0.9769, norm 0.2142, swav 0.0000 LR: 8.808e-02 Score 98.995 Data time: 0.1197, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9965 [2020-10-18 20:48:53,522][root][INFO] - ===> Epoch[1579](7891/5): Loss -0.7344, Sem 0.0303, dir -0.9779, norm 0.2132, swav 0.0000 LR: 8.808e-02 Score 99.009 Data time: 0.0844, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.3098 [2020-10-18 20:48:55,777][root][INFO] - ===> Epoch[1579](7892/5): Loss -0.7352, Sem 0.0337, dir -0.9742, norm 0.2053, swav 0.0000 LR: 8.808e-02 Score 98.896 Data time: 0.0748, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.1361 [2020-10-18 20:48:57,653][root][INFO] - ===> Epoch[1579](7893/5): Loss -0.7269, Sem 0.0306, dir -0.9758, norm 0.2183, swav 0.0000 LR: 8.808e-02 Score 98.975 Data time: 0.0572, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.7665 [2020-10-18 20:48:59,623][root][INFO] - ===> Epoch[1579](7894/5): Loss -0.7456, Sem 0.0321, dir -0.9761, norm 0.1984, swav 0.0000 LR: 8.808e-02 Score 98.939 Data time: 0.0796, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.8777 [2020-10-18 20:49:02,295][root][INFO] - ===> Epoch[1579](7895/5): Loss -0.7074, Sem 0.0363, dir -0.9745, norm 0.2308, swav 0.0000 LR: 8.808e-02 Score 98.800 Data time: 0.0762, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.5939 [2020-10-18 20:49:04,930][root][INFO] - ===> Epoch[1580](7896/5): Loss -0.7473, Sem 0.0315, dir -0.9757, norm 0.1969, swav 0.0000 LR: 8.807e-02 Score 98.962 Data time: 0.0622, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.5397 [2020-10-18 20:49:07,274][root][INFO] - ===> Epoch[1580](7897/5): Loss -0.7263, Sem 0.0338, dir -0.9731, norm 0.2130, swav 0.0000 LR: 8.807e-02 Score 98.908 Data time: 0.0689, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.2228 [2020-10-18 20:49:09,415][root][INFO] - ===> Epoch[1580](7898/5): Loss -0.7242, Sem 0.0362, dir -0.9739, norm 0.2135, swav 0.0000 LR: 8.807e-02 Score 98.809 Data time: 0.0822, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.0181 [2020-10-18 20:49:11,416][root][INFO] - ===> Epoch[1580](7899/5): Loss -0.7141, Sem 0.0348, dir -0.9745, norm 0.2256, swav 0.0000 LR: 8.807e-02 Score 98.826 Data time: 0.0788, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.8894 [2020-10-18 20:49:13,258][root][INFO] - ===> Epoch[1580](7900/5): Loss -0.7497, Sem 0.0348, dir -0.9750, norm 0.1905, swav 0.0000 LR: 8.807e-02 Score 98.864 Data time: 0.0784, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.7397 [2020-10-18 20:49:14,568][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 20:49:16,293][root][INFO] - ===> Epoch[1581](7901/5): Loss -0.7190, Sem 0.0312, dir -0.9752, norm 0.2249, swav 0.0000 LR: 8.807e-02 Score 98.978 Data time: 0.0692, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.5506 [2020-10-18 20:49:18,285][root][INFO] - ===> Epoch[1581](7902/5): Loss -0.7208, Sem 0.0352, dir -0.9730, norm 0.2170, swav 0.0000 LR: 8.807e-02 Score 98.859 Data time: 0.0713, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.8994 [2020-10-18 20:49:20,738][root][INFO] - ===> Epoch[1581](7903/5): Loss -0.7380, Sem 0.0276, dir -0.9769, norm 0.2114, swav 0.0000 LR: 8.806e-02 Score 99.085 Data time: 0.2292, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.3568 [2020-10-18 20:49:22,833][root][INFO] - ===> Epoch[1581](7904/5): Loss -0.7428, Sem 0.0332, dir -0.9762, norm 0.2002, swav 0.0000 LR: 8.806e-02 Score 98.882 Data time: 0.0822, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0013 [2020-10-18 20:49:24,809][root][INFO] - ===> Epoch[1581](7905/5): Loss -0.7306, Sem 0.0343, dir -0.9749, norm 0.2100, swav 0.0000 LR: 8.806e-02 Score 98.850 Data time: 0.0676, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.8564 [2020-10-18 20:49:27,175][root][INFO] - ===> Epoch[1582](7906/5): Loss -0.7390, Sem 0.0315, dir -0.9744, norm 0.2039, swav 0.0000 LR: 8.806e-02 Score 98.941 Data time: 0.2931, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.2798 [2020-10-18 20:49:29,452][root][INFO] - ===> Epoch[1582](7907/5): Loss -0.7175, Sem 0.0345, dir -0.9742, norm 0.2222, swav 0.0000 LR: 8.806e-02 Score 98.878 Data time: 0.0885, Forward time: 0.7705, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.1768 [2020-10-18 20:49:31,852][root][INFO] - ===> Epoch[1582](7908/5): Loss -0.7062, Sem 0.0340, dir -0.9747, norm 0.2345, swav 0.0000 LR: 8.806e-02 Score 98.901 Data time: 0.1052, Forward time: 0.7705, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.2872 [2020-10-18 20:49:33,933][root][INFO] - ===> Epoch[1582](7909/5): Loss -0.7135, Sem 0.0306, dir -0.9759, norm 0.2318, swav 0.0000 LR: 8.805e-02 Score 99.008 Data time: 0.0795, Forward time: 0.7705, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.9855 [2020-10-18 20:49:36,201][root][INFO] - ===> Epoch[1582](7910/5): Loss -0.6885, Sem 0.0350, dir -0.9737, norm 0.2502, swav 0.0000 LR: 8.805e-02 Score 98.830 Data time: 0.0997, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.1634 [2020-10-18 20:49:38,346][root][INFO] - ===> Epoch[1583](7911/5): Loss -0.7220, Sem 0.0335, dir -0.9734, norm 0.2179, swav 0.0000 LR: 8.805e-02 Score 98.879 Data time: 0.1051, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.0486 [2020-10-18 20:49:40,995][root][INFO] - ===> Epoch[1583](7912/5): Loss -0.7280, Sem 0.0330, dir -0.9744, norm 0.2134, swav 0.0000 LR: 8.805e-02 Score 98.893 Data time: 0.0645, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.5673 [2020-10-18 20:49:43,677][root][INFO] - ===> Epoch[1583](7913/5): Loss -0.7239, Sem 0.0351, dir -0.9726, norm 0.2135, swav 0.0000 LR: 8.805e-02 Score 98.842 Data time: 0.0577, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.5845 [2020-10-18 20:49:46,198][root][INFO] - ===> Epoch[1583](7914/5): Loss -0.7190, Sem 0.0322, dir -0.9742, norm 0.2231, swav 0.0000 LR: 8.805e-02 Score 98.920 Data time: 0.0529, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.4421 [2020-10-18 20:49:48,527][root][INFO] - ===> Epoch[1583](7915/5): Loss -0.7272, Sem 0.0310, dir -0.9756, norm 0.2174, swav 0.0000 LR: 8.805e-02 Score 98.979 Data time: 0.0588, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.2627 [2020-10-18 20:49:50,839][root][INFO] - ===> Epoch[1584](7916/5): Loss -0.7237, Sem 0.0332, dir -0.9753, norm 0.2183, swav 0.0000 LR: 8.804e-02 Score 98.892 Data time: 0.0626, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.2162 [2020-10-18 20:49:53,204][root][INFO] - ===> Epoch[1584](7917/5): Loss -0.7505, Sem 0.0319, dir -0.9769, norm 0.1945, swav 0.0000 LR: 8.804e-02 Score 98.934 Data time: 0.0880, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.2632 [2020-10-18 20:49:55,244][root][INFO] - ===> Epoch[1584](7918/5): Loss -0.7356, Sem 0.0358, dir -0.9751, norm 0.2038, swav 0.0000 LR: 8.804e-02 Score 98.812 Data time: 0.1138, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.9441 [2020-10-18 20:49:57,485][root][INFO] - ===> Epoch[1584](7919/5): Loss -0.7244, Sem 0.0364, dir -0.9735, norm 0.2126, swav 0.0000 LR: 8.804e-02 Score 98.816 Data time: 0.0828, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.1404 [2020-10-18 20:49:59,945][root][INFO] - ===> Epoch[1584](7920/5): Loss -0.7282, Sem 0.0326, dir -0.9759, norm 0.2151, swav 0.0000 LR: 8.804e-02 Score 98.902 Data time: 0.0737, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.3603 [2020-10-18 20:50:02,190][root][INFO] - ===> Epoch[1585](7921/5): Loss -0.7232, Sem 0.0324, dir -0.9752, norm 0.2196, swav 0.0000 LR: 8.804e-02 Score 98.911 Data time: 0.0496, Forward time: 0.7705, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 2.1668 [2020-10-18 20:50:04,175][root][INFO] - ===> Epoch[1585](7922/5): Loss -0.7359, Sem 0.0355, dir -0.9748, norm 0.2033, swav 0.0000 LR: 8.803e-02 Score 98.801 Data time: 0.0582, Forward time: 0.7704, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 1.9061 [2020-10-18 20:50:06,345][root][INFO] - ===> Epoch[1585](7923/5): Loss -0.7162, Sem 0.0296, dir -0.9750, norm 0.2292, swav 0.0000 LR: 8.803e-02 Score 99.040 Data time: 0.0708, Forward time: 0.7704, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 2.0972 [2020-10-18 20:50:08,448][root][INFO] - ===> Epoch[1585](7924/5): Loss -0.7311, Sem 0.0360, dir -0.9763, norm 0.2092, swav 0.0000 LR: 8.803e-02 Score 98.821 Data time: 0.0852, Forward time: 0.7704, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 2.0109 [2020-10-18 20:50:10,751][root][INFO] - ===> Epoch[1585](7925/5): Loss -0.7333, Sem 0.0345, dir -0.9746, norm 0.2068, swav 0.0000 LR: 8.803e-02 Score 98.842 Data time: 0.0955, Forward time: 0.7704, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 2.1787 [2020-10-18 20:50:12,672][root][INFO] - ===> Epoch[1586](7926/5): Loss -0.7413, Sem 0.0292, dir -0.9764, norm 0.2059, swav 0.0000 LR: 8.803e-02 Score 99.023 Data time: 0.0604, Forward time: 0.7704, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.8293 [2020-10-18 20:50:15,067][root][INFO] - ===> Epoch[1586](7927/5): Loss -0.7153, Sem 0.0317, dir -0.9737, norm 0.2267, swav 0.0000 LR: 8.803e-02 Score 98.945 Data time: 0.0806, Forward time: 0.7704, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 2.2930 [2020-10-18 20:50:16,991][root][INFO] - ===> Epoch[1586](7928/5): Loss -0.7510, Sem 0.0304, dir -0.9765, norm 0.1951, swav 0.0000 LR: 8.803e-02 Score 98.987 Data time: 0.0494, Forward time: 0.7704, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 1.7693 [2020-10-18 20:50:19,254][root][INFO] - ===> Epoch[1586](7929/5): Loss -0.7473, Sem 0.0316, dir -0.9762, norm 0.1973, swav 0.0000 LR: 8.802e-02 Score 98.935 Data time: 0.0724, Forward time: 0.7704, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 2.1831 [2020-10-18 20:50:21,280][root][INFO] - ===> Epoch[1586](7930/5): Loss -0.7192, Sem 0.0333, dir -0.9768, norm 0.2244, swav 0.0000 LR: 8.802e-02 Score 98.924 Data time: 0.0764, Forward time: 0.7704, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.9201 [2020-10-18 20:50:23,628][root][INFO] - ===> Epoch[1587](7931/5): Loss -0.7176, Sem 0.0306, dir -0.9750, norm 0.2268, swav 0.0000 LR: 8.802e-02 Score 98.991 Data time: 0.0826, Forward time: 0.7704, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.2307 [2020-10-18 20:50:25,745][root][INFO] - ===> Epoch[1587](7932/5): Loss -0.7316, Sem 0.0331, dir -0.9779, norm 0.2132, swav 0.0000 LR: 8.802e-02 Score 98.916 Data time: 0.0808, Forward time: 0.7704, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.9971 [2020-10-18 20:50:27,907][root][INFO] - ===> Epoch[1587](7933/5): Loss -0.7379, Sem 0.0359, dir -0.9743, norm 0.2005, swav 0.0000 LR: 8.802e-02 Score 98.790 Data time: 0.0776, Forward time: 0.7704, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.0413 [2020-10-18 20:50:30,147][root][INFO] - ===> Epoch[1587](7934/5): Loss -0.7441, Sem 0.0301, dir -0.9741, norm 0.1999, swav 0.0000 LR: 8.802e-02 Score 98.973 Data time: 0.0880, Forward time: 0.7704, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.1188 [2020-10-18 20:50:32,393][root][INFO] - ===> Epoch[1587](7935/5): Loss -0.7394, Sem 0.0304, dir -0.9756, norm 0.2058, swav 0.0000 LR: 8.801e-02 Score 98.985 Data time: 0.0598, Forward time: 0.7704, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.1258 [2020-10-18 20:50:34,888][root][INFO] - ===> Epoch[1588](7936/5): Loss -0.7219, Sem 0.0363, dir -0.9732, norm 0.2151, swav 0.0000 LR: 8.801e-02 Score 98.792 Data time: 0.0864, Forward time: 0.7704, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 2.3912 [2020-10-18 20:50:37,049][root][INFO] - ===> Epoch[1588](7937/5): Loss -0.7373, Sem 0.0342, dir -0.9759, norm 0.2043, swav 0.0000 LR: 8.801e-02 Score 98.895 Data time: 0.0955, Forward time: 0.7704, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.0442 [2020-10-18 20:50:39,144][root][INFO] - ===> Epoch[1588](7938/5): Loss -0.7366, Sem 0.0321, dir -0.9778, norm 0.2091, swav 0.0000 LR: 8.801e-02 Score 98.925 Data time: 0.0926, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.9747 [2020-10-18 20:50:41,091][root][INFO] - ===> Epoch[1588](7939/5): Loss -0.7422, Sem 0.0312, dir -0.9774, norm 0.2040, swav 0.0000 LR: 8.801e-02 Score 98.990 Data time: 0.0801, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.8477 [2020-10-18 20:50:43,377][root][INFO] - ===> Epoch[1588](7940/5): Loss -0.7214, Sem 0.0395, dir -0.9755, norm 0.2146, swav 0.0000 LR: 8.801e-02 Score 98.677 Data time: 0.0761, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.2041 [2020-10-18 20:50:45,252][root][INFO] - ===> Epoch[1589](7941/5): Loss -0.7498, Sem 0.0321, dir -0.9753, norm 0.1934, swav 0.0000 LR: 8.801e-02 Score 98.907 Data time: 0.1841, Forward time: 0.7704, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.7973 [2020-10-18 20:50:47,405][root][INFO] - ===> Epoch[1589](7942/5): Loss -0.7502, Sem 0.0320, dir -0.9768, norm 0.1946, swav 0.0000 LR: 8.800e-02 Score 98.936 Data time: 0.1835, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0645 [2020-10-18 20:50:49,901][root][INFO] - ===> Epoch[1589](7943/5): Loss -0.7250, Sem 0.0336, dir -0.9754, norm 0.2169, swav 0.0000 LR: 8.800e-02 Score 98.918 Data time: 0.0800, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.3763 [2020-10-18 20:50:52,032][root][INFO] - ===> Epoch[1589](7944/5): Loss -0.7405, Sem 0.0344, dir -0.9779, norm 0.2030, swav 0.0000 LR: 8.800e-02 Score 98.877 Data time: 0.0632, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0345 [2020-10-18 20:50:54,169][root][INFO] - ===> Epoch[1589](7945/5): Loss -0.7295, Sem 0.0359, dir -0.9747, norm 0.2092, swav 0.0000 LR: 8.800e-02 Score 98.783 Data time: 0.0720, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0455 [2020-10-18 20:50:56,787][root][INFO] - ===> Epoch[1590](7946/5): Loss -0.7447, Sem 0.0285, dir -0.9778, norm 0.2046, swav 0.0000 LR: 8.800e-02 Score 99.049 Data time: 0.1092, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.5125 [2020-10-18 20:50:58,740][root][INFO] - ===> Epoch[1590](7947/5): Loss -0.7461, Sem 0.0364, dir -0.9744, norm 0.1920, swav 0.0000 LR: 8.800e-02 Score 98.843 Data time: 0.0723, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.8348 [2020-10-18 20:51:01,046][root][INFO] - ===> Epoch[1590](7948/5): Loss -0.7233, Sem 0.0367, dir -0.9747, norm 0.2146, swav 0.0000 LR: 8.800e-02 Score 98.824 Data time: 0.0801, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.2136 [2020-10-18 20:51:03,435][root][INFO] - ===> Epoch[1590](7949/5): Loss -0.7357, Sem 0.0341, dir -0.9758, norm 0.2060, swav 0.0000 LR: 8.799e-02 Score 98.888 Data time: 0.0884, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.2888 [2020-10-18 20:51:05,594][root][INFO] - ===> Epoch[1590](7950/5): Loss -0.7410, Sem 0.0370, dir -0.9750, norm 0.1970, swav 0.0000 LR: 8.799e-02 Score 98.773 Data time: 0.0497, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0477 [2020-10-18 20:51:08,585][root][INFO] - ===> Epoch[1591](7951/5): Loss -0.7404, Sem 0.0338, dir -0.9744, norm 0.2002, swav 0.0000 LR: 8.799e-02 Score 98.855 Data time: 0.0805, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.9127 [2020-10-18 20:51:10,742][root][INFO] - ===> Epoch[1591](7952/5): Loss -0.7460, Sem 0.0344, dir -0.9755, norm 0.1951, swav 0.0000 LR: 8.799e-02 Score 98.897 Data time: 0.1018, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.0566 [2020-10-18 20:51:12,912][root][INFO] - ===> Epoch[1591](7953/5): Loss -0.6836, Sem 0.0624, dir -0.9745, norm 0.2285, swav 0.0000 LR: 8.799e-02 Score 98.490 Data time: 0.0735, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.0703 [2020-10-18 20:51:14,691][root][INFO] - ===> Epoch[1591](7954/5): Loss -0.7320, Sem 0.0377, dir -0.9737, norm 0.2039, swav 0.0000 LR: 8.799e-02 Score 98.743 Data time: 0.0615, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.6730 [2020-10-18 20:51:16,857][root][INFO] - ===> Epoch[1591](7955/5): Loss -0.7554, Sem 0.0316, dir -0.9768, norm 0.1898, swav 0.0000 LR: 8.798e-02 Score 98.961 Data time: 0.0570, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.0701 [2020-10-18 20:51:18,796][root][INFO] - ===> Epoch[1592](7956/5): Loss -0.7359, Sem 0.0339, dir -0.9756, norm 0.2059, swav 0.0000 LR: 8.798e-02 Score 98.894 Data time: 0.0608, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.8608 [2020-10-18 20:51:21,006][root][INFO] - ===> Epoch[1592](7957/5): Loss -0.7544, Sem 0.0345, dir -0.9764, norm 0.1875, swav 0.0000 LR: 8.798e-02 Score 98.850 Data time: 0.0579, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.1165 [2020-10-18 20:51:23,475][root][INFO] - ===> Epoch[1592](7958/5): Loss -0.7344, Sem 0.0350, dir -0.9762, norm 0.2067, swav 0.0000 LR: 8.798e-02 Score 98.847 Data time: 0.0872, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.3627 [2020-10-18 20:51:25,823][root][INFO] - ===> Epoch[1592](7959/5): Loss -0.7282, Sem 0.0339, dir -0.9753, norm 0.2132, swav 0.0000 LR: 8.798e-02 Score 98.893 Data time: 0.1018, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.2185 [2020-10-18 20:51:28,134][root][INFO] - ===> Epoch[1592](7960/5): Loss -0.7290, Sem 0.0347, dir -0.9757, norm 0.2120, swav 0.0000 LR: 8.798e-02 Score 98.848 Data time: 0.1018, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.1952 [2020-10-18 20:51:30,035][root][INFO] - ===> Epoch[1593](7961/5): Loss -0.7511, Sem 0.0347, dir -0.9759, norm 0.1901, swav 0.0000 LR: 8.798e-02 Score 98.851 Data time: 0.0762, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.7738 [2020-10-18 20:51:32,062][root][INFO] - ===> Epoch[1593](7962/5): Loss -0.7531, Sem 0.0293, dir -0.9787, norm 0.1964, swav 0.0000 LR: 8.797e-02 Score 99.031 Data time: 0.1338, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9147 [2020-10-18 20:51:34,201][root][INFO] - ===> Epoch[1593](7963/5): Loss -0.7077, Sem 0.0341, dir -0.9730, norm 0.2312, swav 0.0000 LR: 8.797e-02 Score 98.880 Data time: 0.1351, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.0231 [2020-10-18 20:51:36,345][root][INFO] - ===> Epoch[1593](7964/5): Loss -0.7403, Sem 0.0352, dir -0.9762, norm 0.2007, swav 0.0000 LR: 8.797e-02 Score 98.870 Data time: 0.0805, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.0124 [2020-10-18 20:51:38,643][root][INFO] - ===> Epoch[1593](7965/5): Loss -0.7387, Sem 0.0317, dir -0.9755, norm 0.2051, swav 0.0000 LR: 8.797e-02 Score 98.909 Data time: 0.0903, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.1811 [2020-10-18 20:51:40,926][root][INFO] - ===> Epoch[1594](7966/5): Loss -0.7289, Sem 0.0313, dir -0.9753, norm 0.2151, swav 0.0000 LR: 8.797e-02 Score 98.978 Data time: 0.0815, Forward time: 0.7707, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.1616 [2020-10-18 20:51:43,087][root][INFO] - ===> Epoch[1594](7967/5): Loss -0.7224, Sem 0.0313, dir -0.9753, norm 0.2215, swav 0.0000 LR: 8.797e-02 Score 98.962 Data time: 0.0627, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.0528 [2020-10-18 20:51:45,473][root][INFO] - ===> Epoch[1594](7968/5): Loss -0.7343, Sem 0.0349, dir -0.9751, norm 0.2059, swav 0.0000 LR: 8.796e-02 Score 98.848 Data time: 0.0664, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.2908 [2020-10-18 20:51:47,169][root][INFO] - ===> Epoch[1594](7969/5): Loss -0.7605, Sem 0.0356, dir -0.9752, norm 0.1791, swav 0.0000 LR: 8.796e-02 Score 98.773 Data time: 0.0627, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.5891 [2020-10-18 20:51:49,631][root][INFO] - ===> Epoch[1594](7970/5): Loss -0.7503, Sem 0.0269, dir -0.9767, norm 0.1995, swav 0.0000 LR: 8.796e-02 Score 99.097 Data time: 0.0767, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.3497 [2020-10-18 20:51:51,606][root][INFO] - ===> Epoch[1595](7971/5): Loss -0.7405, Sem 0.0357, dir -0.9736, norm 0.1975, swav 0.0000 LR: 8.796e-02 Score 98.827 Data time: 0.1020, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.8698 [2020-10-18 20:51:54,146][root][INFO] - ===> Epoch[1595](7972/5): Loss -0.7329, Sem 0.0339, dir -0.9747, norm 0.2080, swav 0.0000 LR: 8.796e-02 Score 98.880 Data time: 0.0609, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.4336 [2020-10-18 20:51:56,225][root][INFO] - ===> Epoch[1595](7973/5): Loss -0.7365, Sem 0.0350, dir -0.9761, norm 0.2047, swav 0.0000 LR: 8.796e-02 Score 98.832 Data time: 0.0608, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.9514 [2020-10-18 20:51:58,449][root][INFO] - ===> Epoch[1595](7974/5): Loss -0.7480, Sem 0.0284, dir -0.9788, norm 0.2023, swav 0.0000 LR: 8.796e-02 Score 99.040 Data time: 0.0676, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.1274 [2020-10-18 20:52:00,602][root][INFO] - ===> Epoch[1595](7975/5): Loss -0.7463, Sem 0.0334, dir -0.9761, norm 0.1965, swav 0.0000 LR: 8.795e-02 Score 98.872 Data time: 0.1199, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.0557 [2020-10-18 20:52:02,656][root][INFO] - ===> Epoch[1596](7976/5): Loss -0.7149, Sem 0.0380, dir -0.9709, norm 0.2180, swav 0.0000 LR: 8.795e-02 Score 98.794 Data time: 0.0909, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.9255 [2020-10-18 20:52:04,692][root][INFO] - ===> Epoch[1596](7977/5): Loss -0.7574, Sem 0.0300, dir -0.9779, norm 0.1905, swav 0.0000 LR: 8.795e-02 Score 98.989 Data time: 0.0806, Forward time: 0.7706, Backward time: 1.1866, DDP time: 0.0030, Total iter time: 1.9220 [2020-10-18 20:52:06,962][root][INFO] - ===> Epoch[1596](7978/5): Loss -0.7148, Sem 0.0396, dir -0.9726, norm 0.2183, swav 0.0000 LR: 8.795e-02 Score 98.736 Data time: 0.0861, Forward time: 0.7706, Backward time: 1.1866, DDP time: 0.0030, Total iter time: 2.1564 [2020-10-18 20:52:09,019][root][INFO] - ===> Epoch[1596](7979/5): Loss -0.7547, Sem 0.0274, dir -0.9774, norm 0.1952, swav 0.0000 LR: 8.795e-02 Score 99.095 Data time: 0.0663, Forward time: 0.7706, Backward time: 1.1866, DDP time: 0.0030, Total iter time: 1.9300 [2020-10-18 20:52:11,247][root][INFO] - ===> Epoch[1596](7980/5): Loss -0.7519, Sem 0.0312, dir -0.9781, norm 0.1949, swav 0.0000 LR: 8.795e-02 Score 98.963 Data time: 0.0610, Forward time: 0.7706, Backward time: 1.1866, DDP time: 0.0030, Total iter time: 2.1245 [2020-10-18 20:52:13,795][root][INFO] - ===> Epoch[1597](7981/5): Loss -0.7410, Sem 0.0318, dir -0.9783, norm 0.2055, swav 0.0000 LR: 8.794e-02 Score 98.936 Data time: 0.0785, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.4668 [2020-10-18 20:52:16,881][root][INFO] - ===> Epoch[1597](7982/5): Loss -0.7387, Sem 0.0319, dir -0.9757, norm 0.2051, swav 0.0000 LR: 8.794e-02 Score 98.959 Data time: 0.0669, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.9735 [2020-10-18 20:52:19,120][root][INFO] - ===> Epoch[1597](7983/5): Loss -0.7470, Sem 0.0327, dir -0.9744, norm 0.1947, swav 0.0000 LR: 8.794e-02 Score 98.898 Data time: 0.0600, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.1159 [2020-10-18 20:52:21,105][root][INFO] - ===> Epoch[1597](7984/5): Loss -0.7413, Sem 0.0342, dir -0.9751, norm 0.1997, swav 0.0000 LR: 8.794e-02 Score 98.843 Data time: 0.0695, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9361 [2020-10-18 20:52:23,459][root][INFO] - ===> Epoch[1597](7985/5): Loss -0.7150, Sem 0.0309, dir -0.9745, norm 0.2287, swav 0.0000 LR: 8.794e-02 Score 98.981 Data time: 0.0783, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.2521 [2020-10-18 20:52:25,775][root][INFO] - ===> Epoch[1598](7986/5): Loss -0.7411, Sem 0.0285, dir -0.9779, norm 0.2083, swav 0.0000 LR: 8.794e-02 Score 99.072 Data time: 0.0804, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.2290 [2020-10-18 20:52:27,790][root][INFO] - ===> Epoch[1598](7987/5): Loss -0.7385, Sem 0.0292, dir -0.9750, norm 0.2074, swav 0.0000 LR: 8.794e-02 Score 99.028 Data time: 0.0871, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9230 [2020-10-18 20:52:29,933][root][INFO] - ===> Epoch[1598](7988/5): Loss -0.7376, Sem 0.0336, dir -0.9744, norm 0.2032, swav 0.0000 LR: 8.793e-02 Score 98.857 Data time: 0.0770, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.0493 [2020-10-18 20:52:32,475][root][INFO] - ===> Epoch[1598](7989/5): Loss -0.7220, Sem 0.0356, dir -0.9735, norm 0.2159, swav 0.0000 LR: 8.793e-02 Score 98.849 Data time: 0.2485, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.4463 [2020-10-18 20:52:34,665][root][INFO] - ===> Epoch[1598](7990/5): Loss -0.7411, Sem 0.0290, dir -0.9775, norm 0.2074, swav 0.0000 LR: 8.793e-02 Score 99.029 Data time: 0.0812, Forward time: 0.7707, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.0911 [2020-10-18 20:52:37,216][root][INFO] - ===> Epoch[1599](7991/5): Loss -0.7324, Sem 0.0269, dir -0.9758, norm 0.2165, swav 0.0000 LR: 8.793e-02 Score 99.127 Data time: 0.0715, Forward time: 0.7707, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.4634 [2020-10-18 20:52:39,901][root][INFO] - ===> Epoch[1599](7992/5): Loss -0.7391, Sem 0.0323, dir -0.9750, norm 0.2036, swav 0.0000 LR: 8.793e-02 Score 98.928 Data time: 0.0790, Forward time: 0.7707, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.5885 [2020-10-18 20:52:42,004][root][INFO] - ===> Epoch[1599](7993/5): Loss -0.7423, Sem 0.0311, dir -0.9754, norm 0.2021, swav 0.0000 LR: 8.793e-02 Score 98.942 Data time: 0.0750, Forward time: 0.7707, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9939 [2020-10-18 20:52:44,712][root][INFO] - ===> Epoch[1599](7994/5): Loss -0.7378, Sem 0.0296, dir -0.9759, norm 0.2084, swav 0.0000 LR: 8.793e-02 Score 99.015 Data time: 0.0652, Forward time: 0.7707, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.6068 [2020-10-18 20:52:46,855][root][INFO] - ===> Epoch[1599](7995/5): Loss -0.7344, Sem 0.0328, dir -0.9757, norm 0.2085, swav 0.0000 LR: 8.792e-02 Score 98.900 Data time: 0.0616, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0632 [2020-10-18 20:52:48,907][root][INFO] - ===> Epoch[1600](7996/5): Loss -0.7483, Sem 0.0305, dir -0.9762, norm 0.1975, swav 0.0000 LR: 8.792e-02 Score 99.001 Data time: 0.0593, Forward time: 0.7706, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.9686 [2020-10-18 20:52:50,979][root][INFO] - ===> Epoch[1600](7997/5): Loss -0.7284, Sem 0.0324, dir -0.9749, norm 0.2141, swav 0.0000 LR: 8.792e-02 Score 98.924 Data time: 0.0660, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9862 [2020-10-18 20:52:54,088][root][INFO] - ===> Epoch[1600](7998/5): Loss -0.7623, Sem 0.0285, dir -0.9780, norm 0.1872, swav 0.0000 LR: 8.792e-02 Score 99.045 Data time: 0.1551, Forward time: 0.7707, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.9966 [2020-10-18 20:52:56,080][root][INFO] - ===> Epoch[1600](7999/5): Loss -0.7460, Sem 0.0306, dir -0.9766, norm 0.2000, swav 0.0000 LR: 8.792e-02 Score 98.959 Data time: 0.0986, Forward time: 0.7707, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.8570 [2020-10-18 20:52:58,589][root][INFO] - ===> Epoch[1600](8000/5): Loss -0.7468, Sem 0.0311, dir -0.9746, norm 0.1967, swav 0.0000 LR: 8.792e-02 Score 98.968 Data time: 0.0496, Forward time: 0.7707, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.3911 [2020-10-18 20:52:59,824][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 20:52:59,985][root][INFO] - ===> Start testing [2020-10-18 20:53:38,261][root][INFO] - 68/68: Data time: 0.0024, Iter time: 0.1258 Loss 0.138 (AVG: 0.536) Score 95.630 (AVG: 89.726) mIOU 67.935 mAP 83.339 mAcc 75.082 IOU: 60.189 0.000 76.643 72.697 93.095 92.248 31.151 73.543 96.967 61.727 81.863 85.459 57.572 mAP: 81.227 15.983 95.910 87.358 98.949 98.522 57.408 94.458 99.760 73.065 93.672 95.171 91.922 mAcc: 78.414 0.000 89.888 80.576 95.459 96.150 34.663 87.380 98.154 69.455 88.558 96.003 61.368 [2020-10-18 20:53:38,262][root][INFO] - Finished test. Elapsed time: 38.2752 [2020-10-18 20:53:41,249][root][INFO] - [2020-10-18 20:53:41,249][root][INFO] - ################################################################ [2020-10-18 20:53:41,249][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 20:53:41,249][root][INFO] - ################################################################ [2020-10-18 20:53:41,249][root][INFO] - clutter : nan nan nan [2020-10-18 20:53:41,249][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 20:53:41,250][root][INFO] - board : 0.828 0.904 0.926 [2020-10-18 20:53:41,250][root][INFO] - bookcase : 0.215 0.340 0.510 [2020-10-18 20:53:41,250][root][INFO] - ceiling : 0.529 0.566 0.634 [2020-10-18 20:53:41,250][root][INFO] - chair : 0.798 0.891 0.910 [2020-10-18 20:53:41,250][root][INFO] - column : 0.164 0.261 0.364 [2020-10-18 20:53:41,250][root][INFO] - door : 0.541 0.737 0.819 [2020-10-18 20:53:41,250][root][INFO] - floor : 0.729 0.729 0.778 [2020-10-18 20:53:41,250][root][INFO] - sofa : 0.402 0.545 0.615 [2020-10-18 20:53:41,250][root][INFO] - table : 0.178 0.391 0.669 [2020-10-18 20:53:41,250][root][INFO] - wall : 0.498 0.699 0.795 [2020-10-18 20:53:41,250][root][INFO] - window : 0.477 0.692 0.741 [2020-10-18 20:53:41,250][root][INFO] - ---------------------------------------------------------------- [2020-10-18 20:53:41,250][root][INFO] - average : 0.447 0.563 0.647 [2020-10-18 20:53:41,250][root][INFO] - [2020-10-18 20:53:41,417][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 20:53:41,418][root][INFO] - Current best mIoU: 69.394 at iter 7000 [2020-10-18 20:53:43,104][root][INFO] - ===> Epoch[1601](8001/5): Loss -0.7280, Sem 0.0334, dir -0.9756, norm 0.2142, swav 0.0000 LR: 8.791e-02 Score 98.946 Data time: 0.0438, Forward time: 0.7706, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.6806 [2020-10-18 20:53:45,740][root][INFO] - ===> Epoch[1601](8002/5): Loss -0.7419, Sem 0.0281, dir -0.9758, norm 0.2058, swav 0.0000 LR: 8.791e-02 Score 99.064 Data time: 0.0541, Forward time: 0.7706, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.5711 [2020-10-18 20:53:48,111][root][INFO] - ===> Epoch[1601](8003/5): Loss -0.7644, Sem 0.0286, dir -0.9773, norm 0.1844, swav 0.0000 LR: 8.791e-02 Score 99.048 Data time: 0.0579, Forward time: 0.7706, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 2.2678 [2020-10-18 20:53:50,468][root][INFO] - ===> Epoch[1601](8004/5): Loss -0.7449, Sem 0.0284, dir -0.9766, norm 0.2033, swav 0.0000 LR: 8.791e-02 Score 99.067 Data time: 0.0646, Forward time: 0.7706, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 2.2550 [2020-10-18 20:53:52,794][root][INFO] - ===> Epoch[1601](8005/5): Loss -0.7498, Sem 0.0331, dir -0.9764, norm 0.1935, swav 0.0000 LR: 8.791e-02 Score 98.896 Data time: 0.0936, Forward time: 0.7706, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 2.2180 [2020-10-18 20:53:55,030][root][INFO] - ===> Epoch[1602](8006/5): Loss -0.7480, Sem 0.0316, dir -0.9743, norm 0.1946, swav 0.0000 LR: 8.791e-02 Score 98.951 Data time: 0.0737, Forward time: 0.7706, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 2.1201 [2020-10-18 20:53:57,515][root][INFO] - ===> Epoch[1602](8007/5): Loss -0.7271, Sem 0.0314, dir -0.9736, norm 0.2151, swav 0.0000 LR: 8.791e-02 Score 98.957 Data time: 0.0849, Forward time: 0.7706, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 2.3760 [2020-10-18 20:53:59,535][root][INFO] - ===> Epoch[1602](8008/5): Loss -0.7361, Sem 0.0320, dir -0.9768, norm 0.2087, swav 0.0000 LR: 8.790e-02 Score 98.926 Data time: 0.0670, Forward time: 0.7706, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 1.8728 [2020-10-18 20:54:01,641][root][INFO] - ===> Epoch[1602](8009/5): Loss -0.7447, Sem 0.0316, dir -0.9756, norm 0.1994, swav 0.0000 LR: 8.790e-02 Score 98.986 Data time: 0.0590, Forward time: 0.7706, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 2.0241 [2020-10-18 20:54:03,738][root][INFO] - ===> Epoch[1602](8010/5): Loss -0.7616, Sem 0.0277, dir -0.9771, norm 0.1877, swav 0.0000 LR: 8.790e-02 Score 99.051 Data time: 0.0915, Forward time: 0.7706, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 2.0402 [2020-10-18 20:54:06,058][root][INFO] - ===> Epoch[1603](8011/5): Loss -0.7406, Sem 0.0315, dir -0.9764, norm 0.2044, swav 0.0000 LR: 8.790e-02 Score 98.956 Data time: 0.1024, Forward time: 0.7706, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 2.2205 [2020-10-18 20:54:08,327][root][INFO] - ===> Epoch[1603](8012/5): Loss -0.7382, Sem 0.0307, dir -0.9789, norm 0.2100, swav 0.0000 LR: 8.790e-02 Score 99.002 Data time: 0.0864, Forward time: 0.7706, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 2.1511 [2020-10-18 20:54:10,338][root][INFO] - ===> Epoch[1603](8013/5): Loss -0.7445, Sem 0.0315, dir -0.9766, norm 0.2005, swav 0.0000 LR: 8.790e-02 Score 98.964 Data time: 0.0701, Forward time: 0.7706, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.9107 [2020-10-18 20:54:12,321][root][INFO] - ===> Epoch[1603](8014/5): Loss -0.7424, Sem 0.0284, dir -0.9772, norm 0.2063, swav 0.0000 LR: 8.789e-02 Score 99.070 Data time: 0.0601, Forward time: 0.7706, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.8746 [2020-10-18 20:54:14,887][root][INFO] - ===> Epoch[1603](8015/5): Loss -0.7399, Sem 0.0319, dir -0.9744, norm 0.2025, swav 0.0000 LR: 8.789e-02 Score 98.927 Data time: 0.0614, Forward time: 0.7706, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 2.4714 [2020-10-18 20:54:16,912][root][INFO] - ===> Epoch[1604](8016/5): Loss -0.7380, Sem 0.0316, dir -0.9752, norm 0.2057, swav 0.0000 LR: 8.789e-02 Score 98.944 Data time: 0.0613, Forward time: 0.7706, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 1.9363 [2020-10-18 20:54:18,900][root][INFO] - ===> Epoch[1604](8017/5): Loss -0.7344, Sem 0.0328, dir -0.9748, norm 0.2076, swav 0.0000 LR: 8.789e-02 Score 98.909 Data time: 0.0731, Forward time: 0.7706, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.8876 [2020-10-18 20:54:20,882][root][INFO] - ===> Epoch[1604](8018/5): Loss -0.7477, Sem 0.0306, dir -0.9769, norm 0.1985, swav 0.0000 LR: 8.789e-02 Score 98.975 Data time: 0.0902, Forward time: 0.7706, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.8527 [2020-10-18 20:54:23,151][root][INFO] - ===> Epoch[1604](8019/5): Loss -0.7273, Sem 0.0295, dir -0.9741, norm 0.2173, swav 0.0000 LR: 8.789e-02 Score 99.057 Data time: 0.0760, Forward time: 0.7706, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.1691 [2020-10-18 20:54:25,147][root][INFO] - ===> Epoch[1604](8020/5): Loss -0.7383, Sem 0.0350, dir -0.9764, norm 0.2031, swav 0.0000 LR: 8.789e-02 Score 98.858 Data time: 0.0618, Forward time: 0.7706, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.8862 [2020-10-18 20:54:26,970][root][INFO] - ===> Epoch[1605](8021/5): Loss -0.7227, Sem 0.0344, dir -0.9723, norm 0.2152, swav 0.0000 LR: 8.788e-02 Score 98.849 Data time: 0.1141, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.7242 [2020-10-18 20:54:29,323][root][INFO] - ===> Epoch[1605](8022/5): Loss -0.7524, Sem 0.0283, dir -0.9764, norm 0.1957, swav 0.0000 LR: 8.788e-02 Score 99.089 Data time: 0.1657, Forward time: 0.7706, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.2409 [2020-10-18 20:54:31,603][root][INFO] - ===> Epoch[1605](8023/5): Loss -0.7396, Sem 0.0307, dir -0.9759, norm 0.2056, swav 0.0000 LR: 8.788e-02 Score 98.955 Data time: 0.0759, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.1562 [2020-10-18 20:54:33,611][root][INFO] - ===> Epoch[1605](8024/5): Loss -0.7452, Sem 0.0318, dir -0.9769, norm 0.1999, swav 0.0000 LR: 8.788e-02 Score 98.950 Data time: 0.1833, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.8807 [2020-10-18 20:54:35,963][root][INFO] - ===> Epoch[1605](8025/5): Loss -0.7257, Sem 0.0299, dir -0.9747, norm 0.2191, swav 0.0000 LR: 8.788e-02 Score 98.995 Data time: 0.1083, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.2555 [2020-10-18 20:54:38,022][root][INFO] - ===> Epoch[1606](8026/5): Loss -0.7414, Sem 0.0288, dir -0.9767, norm 0.2065, swav 0.0000 LR: 8.788e-02 Score 99.056 Data time: 0.0798, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9404 [2020-10-18 20:54:40,420][root][INFO] - ===> Epoch[1606](8027/5): Loss -0.7218, Sem 0.0325, dir -0.9770, norm 0.2228, swav 0.0000 LR: 8.787e-02 Score 98.938 Data time: 0.0779, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.2885 [2020-10-18 20:54:42,525][root][INFO] - ===> Epoch[1606](8028/5): Loss -0.7228, Sem 0.0290, dir -0.9760, norm 0.2242, swav 0.0000 LR: 8.787e-02 Score 99.045 Data time: 0.0919, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9893 [2020-10-18 20:54:44,699][root][INFO] - ===> Epoch[1606](8029/5): Loss -0.7458, Sem 0.0325, dir -0.9759, norm 0.1975, swav 0.0000 LR: 8.787e-02 Score 98.905 Data time: 0.0597, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0355 [2020-10-18 20:54:46,512][root][INFO] - ===> Epoch[1606](8030/5): Loss -0.7112, Sem 0.0314, dir -0.9740, norm 0.2314, swav 0.0000 LR: 8.787e-02 Score 98.954 Data time: 0.0717, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.7197 [2020-10-18 20:54:49,049][root][INFO] - ===> Epoch[1607](8031/5): Loss -0.7286, Sem 0.0313, dir -0.9732, norm 0.2133, swav 0.0000 LR: 8.787e-02 Score 98.966 Data time: 0.0594, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.4403 [2020-10-18 20:54:50,851][root][INFO] - ===> Epoch[1607](8032/5): Loss -0.7367, Sem 0.0335, dir -0.9739, norm 0.2037, swav 0.0000 LR: 8.787e-02 Score 98.892 Data time: 0.0577, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.6980 [2020-10-18 20:54:53,234][root][INFO] - ===> Epoch[1607](8033/5): Loss -0.7135, Sem 0.0327, dir -0.9741, norm 0.2279, swav 0.0000 LR: 8.787e-02 Score 98.918 Data time: 0.0980, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.3137 [2020-10-18 20:54:55,356][root][INFO] - ===> Epoch[1607](8034/5): Loss -0.7386, Sem 0.0303, dir -0.9754, norm 0.2064, swav 0.0000 LR: 8.786e-02 Score 98.987 Data time: 0.0713, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.0065 [2020-10-18 20:54:57,846][root][INFO] - ===> Epoch[1607](8035/5): Loss -0.7240, Sem 0.0301, dir -0.9750, norm 0.2209, swav 0.0000 LR: 8.786e-02 Score 99.004 Data time: 0.1033, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.3947 [2020-10-18 20:54:59,995][root][INFO] - ===> Epoch[1608](8036/5): Loss -0.7443, Sem 0.0295, dir -0.9756, norm 0.2018, swav 0.0000 LR: 8.786e-02 Score 99.016 Data time: 0.0643, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0500 [2020-10-18 20:55:02,185][root][INFO] - ===> Epoch[1608](8037/5): Loss -0.7323, Sem 0.0277, dir -0.9750, norm 0.2149, swav 0.0000 LR: 8.786e-02 Score 99.067 Data time: 0.0580, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0741 [2020-10-18 20:55:05,099][root][INFO] - ===> Epoch[1608](8038/5): Loss -0.7445, Sem 0.0314, dir -0.9773, norm 0.2014, swav 0.0000 LR: 8.786e-02 Score 98.944 Data time: 0.0751, Forward time: 0.7706, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.8427 [2020-10-18 20:55:07,217][root][INFO] - ===> Epoch[1608](8039/5): Loss -0.7177, Sem 0.0295, dir -0.9732, norm 0.2260, swav 0.0000 LR: 8.786e-02 Score 99.005 Data time: 0.0789, Forward time: 0.7706, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.0108 [2020-10-18 20:55:09,227][root][INFO] - ===> Epoch[1608](8040/5): Loss -0.7427, Sem 0.0306, dir -0.9757, norm 0.2024, swav 0.0000 LR: 8.786e-02 Score 98.983 Data time: 0.0808, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9167 [2020-10-18 20:55:11,347][root][INFO] - ===> Epoch[1609](8041/5): Loss -0.7396, Sem 0.0329, dir -0.9760, norm 0.2036, swav 0.0000 LR: 8.785e-02 Score 98.909 Data time: 0.0553, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9984 [2020-10-18 20:55:13,191][root][INFO] - ===> Epoch[1609](8042/5): Loss -0.7238, Sem 0.0324, dir -0.9742, norm 0.2180, swav 0.0000 LR: 8.785e-02 Score 98.914 Data time: 0.0699, Forward time: 0.7706, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.7782 [2020-10-18 20:55:15,370][root][INFO] - ===> Epoch[1609](8043/5): Loss -0.7291, Sem 0.0322, dir -0.9763, norm 0.2150, swav 0.0000 LR: 8.785e-02 Score 98.951 Data time: 0.3919, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0825 [2020-10-18 20:55:17,348][root][INFO] - ===> Epoch[1609](8044/5): Loss -0.7431, Sem 0.0305, dir -0.9750, norm 0.2013, swav 0.0000 LR: 8.785e-02 Score 98.986 Data time: 0.0877, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.8823 [2020-10-18 20:55:19,213][root][INFO] - ===> Epoch[1609](8045/5): Loss -0.7334, Sem 0.0307, dir -0.9753, norm 0.2113, swav 0.0000 LR: 8.785e-02 Score 98.972 Data time: 0.0803, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.7647 [2020-10-18 20:55:21,356][root][INFO] - ===> Epoch[1610](8046/5): Loss -0.7731, Sem 0.0272, dir -0.9792, norm 0.1788, swav 0.0000 LR: 8.785e-02 Score 99.071 Data time: 0.1022, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.0527 [2020-10-18 20:55:23,711][root][INFO] - ===> Epoch[1610](8047/5): Loss -0.7128, Sem 0.0319, dir -0.9729, norm 0.2282, swav 0.0000 LR: 8.784e-02 Score 98.932 Data time: 0.0857, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.2576 [2020-10-18 20:55:26,165][root][INFO] - ===> Epoch[1610](8048/5): Loss -0.7445, Sem 0.0295, dir -0.9776, norm 0.2036, swav 0.0000 LR: 8.784e-02 Score 99.029 Data time: 0.0688, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.3341 [2020-10-18 20:55:28,165][root][INFO] - ===> Epoch[1610](8049/5): Loss -0.7372, Sem 0.0337, dir -0.9745, norm 0.2037, swav 0.0000 LR: 8.784e-02 Score 98.877 Data time: 0.0602, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.9190 [2020-10-18 20:55:30,202][root][INFO] - ===> Epoch[1610](8050/5): Loss -0.7221, Sem 0.0341, dir -0.9738, norm 0.2176, swav 0.0000 LR: 8.784e-02 Score 98.893 Data time: 0.0833, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.9528 [2020-10-18 20:55:32,493][root][INFO] - ===> Epoch[1611](8051/5): Loss -0.7469, Sem 0.0289, dir -0.9768, norm 0.2010, swav 0.0000 LR: 8.784e-02 Score 99.021 Data time: 0.0693, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.1930 [2020-10-18 20:55:34,621][root][INFO] - ===> Epoch[1611](8052/5): Loss -0.7415, Sem 0.0338, dir -0.9762, norm 0.2009, swav 0.0000 LR: 8.784e-02 Score 98.940 Data time: 0.0841, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.0448 [2020-10-18 20:55:36,876][root][INFO] - ===> Epoch[1611](8053/5): Loss -0.7390, Sem 0.0293, dir -0.9772, norm 0.2089, swav 0.0000 LR: 8.784e-02 Score 98.995 Data time: 0.1009, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.1291 [2020-10-18 20:55:39,589][root][INFO] - ===> Epoch[1611](8054/5): Loss -0.7220, Sem 0.0315, dir -0.9755, norm 0.2220, swav 0.0000 LR: 8.783e-02 Score 98.976 Data time: 0.0734, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.5675 [2020-10-18 20:55:41,668][root][INFO] - ===> Epoch[1611](8055/5): Loss -0.7274, Sem 0.0277, dir -0.9748, norm 0.2196, swav 0.0000 LR: 8.783e-02 Score 99.060 Data time: 0.0577, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.9927 [2020-10-18 20:55:44,014][root][INFO] - ===> Epoch[1612](8056/5): Loss -0.7290, Sem 0.0302, dir -0.9762, norm 0.2170, swav 0.0000 LR: 8.783e-02 Score 98.990 Data time: 0.0559, Forward time: 0.7706, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.2711 [2020-10-18 20:55:46,363][root][INFO] - ===> Epoch[1612](8057/5): Loss -0.7011, Sem 0.0301, dir -0.9727, norm 0.2415, swav 0.0000 LR: 8.783e-02 Score 99.034 Data time: 0.0640, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.2486 [2020-10-18 20:55:48,553][root][INFO] - ===> Epoch[1612](8058/5): Loss -0.7288, Sem 0.0299, dir -0.9773, norm 0.2185, swav 0.0000 LR: 8.783e-02 Score 99.006 Data time: 0.0563, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0844 [2020-10-18 20:55:51,277][root][INFO] - ===> Epoch[1612](8059/5): Loss -0.7238, Sem 0.0292, dir -0.9733, norm 0.2204, swav 0.0000 LR: 8.783e-02 Score 99.046 Data time: 0.0765, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.6161 [2020-10-18 20:55:53,470][root][INFO] - ===> Epoch[1612](8060/5): Loss -0.7171, Sem 0.0336, dir -0.9757, norm 0.2250, swav 0.0000 LR: 8.782e-02 Score 98.850 Data time: 0.0560, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.0976 [2020-10-18 20:55:55,985][root][INFO] - ===> Epoch[1613](8061/5): Loss -0.6974, Sem 0.0298, dir -0.9745, norm 0.2473, swav 0.0000 LR: 8.782e-02 Score 99.026 Data time: 0.0876, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.4205 [2020-10-18 20:55:58,088][root][INFO] - ===> Epoch[1613](8062/5): Loss -0.7107, Sem 0.0307, dir -0.9731, norm 0.2317, swav 0.0000 LR: 8.782e-02 Score 98.987 Data time: 0.0563, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.9917 [2020-10-18 20:56:00,138][root][INFO] - ===> Epoch[1613](8063/5): Loss -0.7360, Sem 0.0328, dir -0.9760, norm 0.2072, swav 0.0000 LR: 8.782e-02 Score 98.880 Data time: 0.0703, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.9714 [2020-10-18 20:56:02,116][root][INFO] - ===> Epoch[1613](8064/5): Loss -0.7232, Sem 0.0301, dir -0.9741, norm 0.2208, swav 0.0000 LR: 8.782e-02 Score 99.007 Data time: 0.0794, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.8619 [2020-10-18 20:56:04,653][root][INFO] - ===> Epoch[1613](8065/5): Loss -0.7237, Sem 0.0305, dir -0.9754, norm 0.2212, swav 0.0000 LR: 8.782e-02 Score 98.979 Data time: 0.0807, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.4256 [2020-10-18 20:56:06,820][root][INFO] - ===> Epoch[1614](8066/5): Loss -0.7127, Sem 0.0324, dir -0.9731, norm 0.2280, swav 0.0000 LR: 8.782e-02 Score 98.935 Data time: 0.0639, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.0456 [2020-10-18 20:56:09,296][root][INFO] - ===> Epoch[1614](8067/5): Loss -0.7422, Sem 0.0313, dir -0.9765, norm 0.2030, swav 0.0000 LR: 8.781e-02 Score 98.989 Data time: 0.0530, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.3738 [2020-10-18 20:56:11,136][root][INFO] - ===> Epoch[1614](8068/5): Loss -0.7486, Sem 0.0316, dir -0.9780, norm 0.1977, swav 0.0000 LR: 8.781e-02 Score 98.919 Data time: 0.0567, Forward time: 0.7704, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.7646 [2020-10-18 20:56:13,660][root][INFO] - ===> Epoch[1614](8069/5): Loss -0.7005, Sem 0.0349, dir -0.9730, norm 0.2376, swav 0.0000 LR: 8.781e-02 Score 98.867 Data time: 0.1221, Forward time: 0.7704, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.4202 [2020-10-18 20:56:15,817][root][INFO] - ===> Epoch[1614](8070/5): Loss -0.7301, Sem 0.0332, dir -0.9728, norm 0.2095, swav 0.0000 LR: 8.781e-02 Score 98.894 Data time: 0.0948, Forward time: 0.7704, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.0497 [2020-10-18 20:56:18,163][root][INFO] - ===> Epoch[1615](8071/5): Loss -0.7236, Sem 0.0280, dir -0.9749, norm 0.2232, swav 0.0000 LR: 8.781e-02 Score 99.076 Data time: 0.0865, Forward time: 0.7704, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.2158 [2020-10-18 20:56:20,265][root][INFO] - ===> Epoch[1615](8072/5): Loss -0.7228, Sem 0.0322, dir -0.9751, norm 0.2201, swav 0.0000 LR: 8.781e-02 Score 98.936 Data time: 0.0810, Forward time: 0.7705, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.0140 [2020-10-18 20:56:22,143][root][INFO] - ===> Epoch[1615](8073/5): Loss -0.7236, Sem 0.0274, dir -0.9766, norm 0.2256, swav 0.0000 LR: 8.780e-02 Score 99.105 Data time: 0.0752, Forward time: 0.7704, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.7637 [2020-10-18 20:56:24,171][root][INFO] - ===> Epoch[1615](8074/5): Loss -0.7030, Sem 0.0341, dir -0.9730, norm 0.2358, swav 0.0000 LR: 8.780e-02 Score 98.909 Data time: 0.0694, Forward time: 0.7704, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.9408 [2020-10-18 20:56:26,149][root][INFO] - ===> Epoch[1615](8075/5): Loss -0.7267, Sem 0.0333, dir -0.9755, norm 0.2155, swav 0.0000 LR: 8.780e-02 Score 98.899 Data time: 0.0622, Forward time: 0.7704, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.8991 [2020-10-18 20:56:28,352][root][INFO] - ===> Epoch[1616](8076/5): Loss -0.7432, Sem 0.0278, dir -0.9771, norm 0.2060, swav 0.0000 LR: 8.780e-02 Score 99.055 Data time: 0.0501, Forward time: 0.7704, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.1153 [2020-10-18 20:56:30,673][root][INFO] - ===> Epoch[1616](8077/5): Loss -0.7274, Sem 0.0305, dir -0.9741, norm 0.2162, swav 0.0000 LR: 8.780e-02 Score 98.976 Data time: 0.0877, Forward time: 0.7704, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.2463 [2020-10-18 20:56:32,840][root][INFO] - ===> Epoch[1616](8078/5): Loss -0.7413, Sem 0.0290, dir -0.9763, norm 0.2060, swav 0.0000 LR: 8.780e-02 Score 99.012 Data time: 0.0853, Forward time: 0.7704, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.0506 [2020-10-18 20:56:34,898][root][INFO] - ===> Epoch[1616](8079/5): Loss -0.7501, Sem 0.0280, dir -0.9788, norm 0.2007, swav 0.0000 LR: 8.780e-02 Score 99.081 Data time: 0.0993, Forward time: 0.7704, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9526 [2020-10-18 20:56:37,057][root][INFO] - ===> Epoch[1616](8080/5): Loss -0.7216, Sem 0.0284, dir -0.9752, norm 0.2252, swav 0.0000 LR: 8.779e-02 Score 99.070 Data time: 0.0849, Forward time: 0.7704, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0586 [2020-10-18 20:56:39,034][root][INFO] - ===> Epoch[1617](8081/5): Loss -0.7341, Sem 0.0350, dir -0.9744, norm 0.2053, swav 0.0000 LR: 8.779e-02 Score 98.846 Data time: 0.0744, Forward time: 0.7704, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.8578 [2020-10-18 20:56:41,200][root][INFO] - ===> Epoch[1617](8082/5): Loss -0.7217, Sem 0.0322, dir -0.9745, norm 0.2206, swav 0.0000 LR: 8.779e-02 Score 98.939 Data time: 0.0841, Forward time: 0.7704, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0718 [2020-10-18 20:56:43,427][root][INFO] - ===> Epoch[1617](8083/5): Loss -0.7506, Sem 0.0277, dir -0.9788, norm 0.2005, swav 0.0000 LR: 8.779e-02 Score 99.055 Data time: 0.0743, Forward time: 0.7704, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.1137 [2020-10-18 20:56:45,444][root][INFO] - ===> Epoch[1617](8084/5): Loss -0.7357, Sem 0.0332, dir -0.9757, norm 0.2068, swav 0.0000 LR: 8.779e-02 Score 98.891 Data time: 0.0960, Forward time: 0.7705, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.9189 [2020-10-18 20:56:47,602][root][INFO] - ===> Epoch[1617](8085/5): Loss -0.7344, Sem 0.0331, dir -0.9733, norm 0.2059, swav 0.0000 LR: 8.779e-02 Score 98.898 Data time: 0.1203, Forward time: 0.7705, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.0524 [2020-10-18 20:56:49,659][root][INFO] - ===> Epoch[1618](8086/5): Loss -0.7306, Sem 0.0316, dir -0.9755, norm 0.2133, swav 0.0000 LR: 8.779e-02 Score 98.974 Data time: 0.0789, Forward time: 0.7705, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.9577 [2020-10-18 20:56:52,225][root][INFO] - ===> Epoch[1618](8087/5): Loss -0.7211, Sem 0.0334, dir -0.9755, norm 0.2209, swav 0.0000 LR: 8.778e-02 Score 98.889 Data time: 0.0587, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.4632 [2020-10-18 20:56:54,726][root][INFO] - ===> Epoch[1618](8088/5): Loss -0.7394, Sem 0.0316, dir -0.9750, norm 0.2041, swav 0.0000 LR: 8.778e-02 Score 98.959 Data time: 0.0631, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.4181 [2020-10-18 20:56:56,858][root][INFO] - ===> Epoch[1618](8089/5): Loss -0.7270, Sem 0.0317, dir -0.9760, norm 0.2174, swav 0.0000 LR: 8.778e-02 Score 98.972 Data time: 0.0911, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0337 [2020-10-18 20:56:58,877][root][INFO] - ===> Epoch[1618](8090/5): Loss -0.7638, Sem 0.0289, dir -0.9776, norm 0.1849, swav 0.0000 LR: 8.778e-02 Score 99.010 Data time: 0.0583, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9021 [2020-10-18 20:57:00,845][root][INFO] - ===> Epoch[1619](8091/5): Loss -0.7526, Sem 0.0284, dir -0.9760, norm 0.1951, swav 0.0000 LR: 8.778e-02 Score 99.038 Data time: 0.0740, Forward time: 0.7705, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.8881 [2020-10-18 20:57:02,828][root][INFO] - ===> Epoch[1619](8092/5): Loss -0.7452, Sem 0.0327, dir -0.9767, norm 0.1988, swav 0.0000 LR: 8.778e-02 Score 98.911 Data time: 0.0837, Forward time: 0.7705, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.8654 [2020-10-18 20:57:05,419][root][INFO] - ===> Epoch[1619](8093/5): Loss -0.7351, Sem 0.0321, dir -0.9758, norm 0.2086, swav 0.0000 LR: 8.777e-02 Score 98.973 Data time: 0.0850, Forward time: 0.7705, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.4933 [2020-10-18 20:57:07,853][root][INFO] - ===> Epoch[1619](8094/5): Loss -0.7579, Sem 0.0311, dir -0.9770, norm 0.1880, swav 0.0000 LR: 8.777e-02 Score 98.969 Data time: 0.0711, Forward time: 0.7705, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.3165 [2020-10-18 20:57:10,497][root][INFO] - ===> Epoch[1619](8095/5): Loss -0.7358, Sem 0.0341, dir -0.9753, norm 0.2054, swav 0.0000 LR: 8.777e-02 Score 98.862 Data time: 0.0577, Forward time: 0.7704, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.5914 [2020-10-18 20:57:12,635][root][INFO] - ===> Epoch[1620](8096/5): Loss -0.7406, Sem 0.0299, dir -0.9775, norm 0.2070, swav 0.0000 LR: 8.777e-02 Score 99.010 Data time: 0.0774, Forward time: 0.7704, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0312 [2020-10-18 20:57:14,736][root][INFO] - ===> Epoch[1620](8097/5): Loss -0.7463, Sem 0.0345, dir -0.9765, norm 0.1957, swav 0.0000 LR: 8.777e-02 Score 98.906 Data time: 0.0648, Forward time: 0.7704, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9644 [2020-10-18 20:57:16,791][root][INFO] - ===> Epoch[1620](8098/5): Loss -0.7583, Sem 0.0305, dir -0.9776, norm 0.1887, swav 0.0000 LR: 8.777e-02 Score 98.998 Data time: 0.0563, Forward time: 0.7704, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.9949 [2020-10-18 20:57:18,980][root][INFO] - ===> Epoch[1620](8099/5): Loss -0.7462, Sem 0.0358, dir -0.9760, norm 0.1941, swav 0.0000 LR: 8.777e-02 Score 98.808 Data time: 0.0750, Forward time: 0.7704, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.1132 [2020-10-18 20:57:20,853][root][INFO] - ===> Epoch[1620](8100/5): Loss -0.7572, Sem 0.0343, dir -0.9772, norm 0.1857, swav 0.0000 LR: 8.776e-02 Score 98.922 Data time: 0.0786, Forward time: 0.7704, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.7656 [2020-10-18 20:57:22,016][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 20:57:23,774][root][INFO] - ===> Epoch[1621](8101/5): Loss -0.7486, Sem 0.0316, dir -0.9748, norm 0.1947, swav 0.0000 LR: 8.776e-02 Score 98.953 Data time: 0.0676, Forward time: 0.7704, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.5791 [2020-10-18 20:57:25,781][root][INFO] - ===> Epoch[1621](8102/5): Loss -0.7450, Sem 0.0325, dir -0.9770, norm 0.1995, swav 0.0000 LR: 8.776e-02 Score 98.979 Data time: 0.0532, Forward time: 0.7704, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9142 [2020-10-18 20:57:27,856][root][INFO] - ===> Epoch[1621](8103/5): Loss -0.7301, Sem 0.0345, dir -0.9757, norm 0.2111, swav 0.0000 LR: 8.776e-02 Score 98.863 Data time: 0.0683, Forward time: 0.7704, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.9966 [2020-10-18 20:57:30,157][root][INFO] - ===> Epoch[1621](8104/5): Loss -0.7323, Sem 0.0345, dir -0.9771, norm 0.2104, swav 0.0000 LR: 8.776e-02 Score 98.858 Data time: 0.0525, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.1872 [2020-10-18 20:57:32,354][root][INFO] - ===> Epoch[1621](8105/5): Loss -0.7350, Sem 0.0376, dir -0.9756, norm 0.2030, swav 0.0000 LR: 8.776e-02 Score 98.842 Data time: 0.0744, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.1427 [2020-10-18 20:57:34,519][root][INFO] - ===> Epoch[1622](8106/5): Loss -0.7444, Sem 0.0308, dir -0.9782, norm 0.2030, swav 0.0000 LR: 8.775e-02 Score 99.003 Data time: 0.0753, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0528 [2020-10-18 20:57:36,529][root][INFO] - ===> Epoch[1622](8107/5): Loss -0.7375, Sem 0.0357, dir -0.9748, norm 0.2015, swav 0.0000 LR: 8.775e-02 Score 98.835 Data time: 0.0614, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9017 [2020-10-18 20:57:38,932][root][INFO] - ===> Epoch[1622](8108/5): Loss -0.7218, Sem 0.0333, dir -0.9782, norm 0.2232, swav 0.0000 LR: 8.775e-02 Score 98.887 Data time: 0.0936, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.3043 [2020-10-18 20:57:40,951][root][INFO] - ===> Epoch[1622](8109/5): Loss -0.7523, Sem 0.0312, dir -0.9789, norm 0.1954, swav 0.0000 LR: 8.775e-02 Score 98.969 Data time: 0.0818, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9006 [2020-10-18 20:57:42,999][root][INFO] - ===> Epoch[1622](8110/5): Loss -0.7280, Sem 0.0354, dir -0.9741, norm 0.2108, swav 0.0000 LR: 8.775e-02 Score 98.784 Data time: 0.0599, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9289 [2020-10-18 20:57:45,216][root][INFO] - ===> Epoch[1623](8111/5): Loss -0.7302, Sem 0.0321, dir -0.9744, norm 0.2121, swav 0.0000 LR: 8.775e-02 Score 98.934 Data time: 0.0686, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.1356 [2020-10-18 20:57:47,846][root][INFO] - ===> Epoch[1623](8112/5): Loss -0.7231, Sem 0.0327, dir -0.9750, norm 0.2192, swav 0.0000 LR: 8.775e-02 Score 98.924 Data time: 0.0630, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.5172 [2020-10-18 20:57:49,926][root][INFO] - ===> Epoch[1623](8113/5): Loss -0.7428, Sem 0.0335, dir -0.9766, norm 0.2003, swav 0.0000 LR: 8.774e-02 Score 98.883 Data time: 0.1636, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9886 [2020-10-18 20:57:52,331][root][INFO] - ===> Epoch[1623](8114/5): Loss -0.7003, Sem 0.0350, dir -0.9729, norm 0.2376, swav 0.0000 LR: 8.774e-02 Score 98.865 Data time: 0.1052, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.2958 [2020-10-18 20:57:54,477][root][INFO] - ===> Epoch[1623](8115/5): Loss -0.7537, Sem 0.0313, dir -0.9763, norm 0.1913, swav 0.0000 LR: 8.774e-02 Score 98.938 Data time: 0.0726, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0212 [2020-10-18 20:57:56,561][root][INFO] - ===> Epoch[1624](8116/5): Loss -0.7565, Sem 0.0326, dir -0.9779, norm 0.1888, swav 0.0000 LR: 8.774e-02 Score 98.934 Data time: 0.0839, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9796 [2020-10-18 20:57:58,537][root][INFO] - ===> Epoch[1624](8117/5): Loss -0.7473, Sem 0.0376, dir -0.9782, norm 0.1933, swav 0.0000 LR: 8.774e-02 Score 98.866 Data time: 0.0806, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.8644 [2020-10-18 20:58:00,915][root][INFO] - ===> Epoch[1624](8118/5): Loss -0.7248, Sem 0.0334, dir -0.9762, norm 0.2180, swav 0.0000 LR: 8.774e-02 Score 98.874 Data time: 0.0756, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.2757 [2020-10-18 20:58:02,895][root][INFO] - ===> Epoch[1624](8119/5): Loss -0.7347, Sem 0.0394, dir -0.9746, norm 0.2004, swav 0.0000 LR: 8.773e-02 Score 98.709 Data time: 0.0772, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.8877 [2020-10-18 20:58:05,156][root][INFO] - ===> Epoch[1624](8120/5): Loss -0.7207, Sem 0.0363, dir -0.9726, norm 0.2156, swav 0.0000 LR: 8.773e-02 Score 98.796 Data time: 0.0750, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.1437 [2020-10-18 20:58:07,353][root][INFO] - ===> Epoch[1625](8121/5): Loss -0.7556, Sem 0.0300, dir -0.9801, norm 0.1946, swav 0.0000 LR: 8.773e-02 Score 99.020 Data time: 0.0714, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.0939 [2020-10-18 20:58:09,600][root][INFO] - ===> Epoch[1625](8122/5): Loss -0.7291, Sem 0.0329, dir -0.9761, norm 0.2142, swav 0.0000 LR: 8.773e-02 Score 98.927 Data time: 0.0803, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.1458 [2020-10-18 20:58:11,950][root][INFO] - ===> Epoch[1625](8123/5): Loss -0.7437, Sem 0.0329, dir -0.9758, norm 0.1992, swav 0.0000 LR: 8.773e-02 Score 98.892 Data time: 0.0588, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.2304 [2020-10-18 20:58:14,634][root][INFO] - ===> Epoch[1625](8124/5): Loss -0.7448, Sem 0.0313, dir -0.9768, norm 0.2007, swav 0.0000 LR: 8.773e-02 Score 98.964 Data time: 0.0617, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.6037 [2020-10-18 20:58:16,694][root][INFO] - ===> Epoch[1625](8125/5): Loss -0.7311, Sem 0.0350, dir -0.9734, norm 0.2073, swav 0.0000 LR: 8.773e-02 Score 98.835 Data time: 0.0614, Forward time: 0.7702, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9483 [2020-10-18 20:58:18,779][root][INFO] - ===> Epoch[1626](8126/5): Loss -0.7450, Sem 0.0337, dir -0.9750, norm 0.1963, swav 0.0000 LR: 8.772e-02 Score 98.887 Data time: 0.0749, Forward time: 0.7702, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0055 [2020-10-18 20:58:21,094][root][INFO] - ===> Epoch[1626](8127/5): Loss -0.7457, Sem 0.0287, dir -0.9777, norm 0.2033, swav 0.0000 LR: 8.772e-02 Score 99.040 Data time: 0.0720, Forward time: 0.7702, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.1971 [2020-10-18 20:58:23,059][root][INFO] - ===> Epoch[1626](8128/5): Loss -0.7238, Sem 0.0374, dir -0.9748, norm 0.2135, swav 0.0000 LR: 8.772e-02 Score 98.766 Data time: 0.0566, Forward time: 0.7702, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.8591 [2020-10-18 20:58:25,274][root][INFO] - ===> Epoch[1626](8129/5): Loss -0.7427, Sem 0.0334, dir -0.9785, norm 0.2024, swav 0.0000 LR: 8.772e-02 Score 98.921 Data time: 0.0546, Forward time: 0.7702, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.1452 [2020-10-18 20:58:27,314][root][INFO] - ===> Epoch[1626](8130/5): Loss -0.7428, Sem 0.0348, dir -0.9762, norm 0.1985, swav 0.0000 LR: 8.772e-02 Score 98.844 Data time: 0.0518, Forward time: 0.7702, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.9438 [2020-10-18 20:58:29,153][root][INFO] - ===> Epoch[1627](8131/5): Loss -0.7502, Sem 0.0333, dir -0.9765, norm 0.1930, swav 0.0000 LR: 8.772e-02 Score 98.884 Data time: 0.0558, Forward time: 0.7701, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.7551 [2020-10-18 20:58:31,319][root][INFO] - ===> Epoch[1627](8132/5): Loss -0.7275, Sem 0.0346, dir -0.9756, norm 0.2136, swav 0.0000 LR: 8.772e-02 Score 98.845 Data time: 0.0516, Forward time: 0.7701, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.0725 [2020-10-18 20:58:33,607][root][INFO] - ===> Epoch[1627](8133/5): Loss -0.7248, Sem 0.0315, dir -0.9756, norm 0.2192, swav 0.0000 LR: 8.771e-02 Score 98.964 Data time: 0.0824, Forward time: 0.7701, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.1893 [2020-10-18 20:58:35,890][root][INFO] - ===> Epoch[1627](8134/5): Loss -0.7488, Sem 0.0313, dir -0.9755, norm 0.1954, swav 0.0000 LR: 8.771e-02 Score 98.971 Data time: 0.0624, Forward time: 0.7701, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.1542 [2020-10-18 20:58:38,058][root][INFO] - ===> Epoch[1627](8135/5): Loss -0.7304, Sem 0.0389, dir -0.9765, norm 0.2072, swav 0.0000 LR: 8.771e-02 Score 98.762 Data time: 0.0748, Forward time: 0.7701, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.0779 [2020-10-18 20:58:40,219][root][INFO] - ===> Epoch[1628](8136/5): Loss -0.7454, Sem 0.0306, dir -0.9759, norm 0.2000, swav 0.0000 LR: 8.771e-02 Score 98.982 Data time: 0.0707, Forward time: 0.7701, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.0584 [2020-10-18 20:58:42,168][root][INFO] - ===> Epoch[1628](8137/5): Loss -0.7477, Sem 0.0321, dir -0.9751, norm 0.1953, swav 0.0000 LR: 8.771e-02 Score 98.906 Data time: 0.0986, Forward time: 0.7701, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.8439 [2020-10-18 20:58:44,358][root][INFO] - ===> Epoch[1628](8138/5): Loss -0.7606, Sem 0.0317, dir -0.9787, norm 0.1863, swav 0.0000 LR: 8.771e-02 Score 98.925 Data time: 0.0693, Forward time: 0.7701, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0822 [2020-10-18 20:58:47,768][root][INFO] - ===> Epoch[1628](8139/5): Loss -0.7219, Sem 0.0377, dir -0.9746, norm 0.2149, swav 0.0000 LR: 8.770e-02 Score 98.771 Data time: 0.0850, Forward time: 0.7701, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 3.2907 [2020-10-18 20:58:50,298][root][INFO] - ===> Epoch[1628](8140/5): Loss -0.7423, Sem 0.0331, dir -0.9763, norm 0.2009, swav 0.0000 LR: 8.770e-02 Score 98.878 Data time: 0.0835, Forward time: 0.7701, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 2.3999 [2020-10-18 20:58:52,253][root][INFO] - ===> Epoch[1629](8141/5): Loss -0.7498, Sem 0.0341, dir -0.9768, norm 0.1929, swav 0.0000 LR: 8.770e-02 Score 98.837 Data time: 0.0681, Forward time: 0.7701, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 1.8155 [2020-10-18 20:58:53,971][root][INFO] - ===> Epoch[1629](8142/5): Loss -0.7493, Sem 0.0368, dir -0.9773, norm 0.1912, swav 0.0000 LR: 8.770e-02 Score 98.744 Data time: 0.0622, Forward time: 0.7701, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.6157 [2020-10-18 20:58:56,004][root][INFO] - ===> Epoch[1629](8143/5): Loss -0.7551, Sem 0.0326, dir -0.9770, norm 0.1894, swav 0.0000 LR: 8.770e-02 Score 98.929 Data time: 0.0360, Forward time: 0.7700, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.9424 [2020-10-18 20:58:57,917][root][INFO] - ===> Epoch[1629](8144/5): Loss -0.7403, Sem 0.0356, dir -0.9760, norm 0.2001, swav 0.0000 LR: 8.770e-02 Score 98.841 Data time: 0.0797, Forward time: 0.7701, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.8258 [2020-10-18 20:59:00,379][root][INFO] - ===> Epoch[1629](8145/5): Loss -0.7376, Sem 0.0348, dir -0.9754, norm 0.2030, swav 0.0000 LR: 8.770e-02 Score 98.875 Data time: 0.3291, Forward time: 0.7700, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.3507 [2020-10-18 20:59:02,872][root][INFO] - ===> Epoch[1630](8146/5): Loss -0.7304, Sem 0.0374, dir -0.9781, norm 0.2103, swav 0.0000 LR: 8.769e-02 Score 98.897 Data time: 0.0962, Forward time: 0.7701, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.3822 [2020-10-18 20:59:05,375][root][INFO] - ===> Epoch[1630](8147/5): Loss -0.7405, Sem 0.0361, dir -0.9748, norm 0.1982, swav 0.0000 LR: 8.769e-02 Score 98.804 Data time: 0.0797, Forward time: 0.7701, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.3922 [2020-10-18 20:59:07,435][root][INFO] - ===> Epoch[1630](8148/5): Loss -0.7545, Sem 0.0355, dir -0.9768, norm 0.1868, swav 0.0000 LR: 8.769e-02 Score 98.830 Data time: 0.0694, Forward time: 0.7701, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.9504 [2020-10-18 20:59:10,038][root][INFO] - ===> Epoch[1630](8149/5): Loss -0.7397, Sem 0.0346, dir -0.9774, norm 0.2031, swav 0.0000 LR: 8.769e-02 Score 98.876 Data time: 0.0724, Forward time: 0.7701, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 2.4911 [2020-10-18 20:59:12,177][root][INFO] - ===> Epoch[1630](8150/5): Loss -0.7570, Sem 0.0298, dir -0.9781, norm 0.1913, swav 0.0000 LR: 8.769e-02 Score 99.019 Data time: 0.0814, Forward time: 0.7701, Backward time: 1.1870, DDP time: 0.0030, Total iter time: 2.0202 [2020-10-18 20:59:14,290][root][INFO] - ===> Epoch[1631](8151/5): Loss -0.7380, Sem 0.0353, dir -0.9762, norm 0.2030, swav 0.0000 LR: 8.769e-02 Score 98.847 Data time: 0.0927, Forward time: 0.7701, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.0086 [2020-10-18 20:59:16,283][root][INFO] - ===> Epoch[1631](8152/5): Loss -0.7391, Sem 0.0363, dir -0.9765, norm 0.2011, swav 0.0000 LR: 8.768e-02 Score 98.806 Data time: 0.1031, Forward time: 0.7701, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 1.8753 [2020-10-18 20:59:18,517][root][INFO] - ===> Epoch[1631](8153/5): Loss -0.7399, Sem 0.0364, dir -0.9737, norm 0.1973, swav 0.0000 LR: 8.768e-02 Score 98.810 Data time: 0.1599, Forward time: 0.7701, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.1211 [2020-10-18 20:59:20,832][root][INFO] - ===> Epoch[1631](8154/5): Loss -0.7430, Sem 0.0309, dir -0.9773, norm 0.2034, swav 0.0000 LR: 8.768e-02 Score 98.981 Data time: 0.0836, Forward time: 0.7701, Backward time: 1.1869, DDP time: 0.0030, Total iter time: 2.1957 [2020-10-18 20:59:23,236][root][INFO] - ===> Epoch[1631](8155/5): Loss -0.7540, Sem 0.0290, dir -0.9788, norm 0.1959, swav 0.0000 LR: 8.768e-02 Score 99.037 Data time: 0.0906, Forward time: 0.7702, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.2657 [2020-10-18 20:59:25,152][root][INFO] - ===> Epoch[1632](8156/5): Loss -0.7671, Sem 0.0326, dir -0.9771, norm 0.1774, swav 0.0000 LR: 8.768e-02 Score 98.908 Data time: 0.0774, Forward time: 0.7702, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.8179 [2020-10-18 20:59:27,355][root][INFO] - ===> Epoch[1632](8157/5): Loss -0.7449, Sem 0.0279, dir -0.9766, norm 0.2038, swav 0.0000 LR: 8.768e-02 Score 99.085 Data time: 0.0889, Forward time: 0.7702, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.1140 [2020-10-18 20:59:29,616][root][INFO] - ===> Epoch[1632](8158/5): Loss -0.7216, Sem 0.0347, dir -0.9742, norm 0.2178, swav 0.0000 LR: 8.768e-02 Score 98.842 Data time: 0.0686, Forward time: 0.7702, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.1898 [2020-10-18 20:59:31,577][root][INFO] - ===> Epoch[1632](8159/5): Loss -0.7495, Sem 0.0308, dir -0.9773, norm 0.1971, swav 0.0000 LR: 8.767e-02 Score 98.955 Data time: 0.0819, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.8558 [2020-10-18 20:59:33,440][root][INFO] - ===> Epoch[1632](8160/5): Loss -0.7518, Sem 0.0320, dir -0.9780, norm 0.1942, swav 0.0000 LR: 8.767e-02 Score 98.969 Data time: 0.0832, Forward time: 0.7702, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.7666 [2020-10-18 20:59:35,506][root][INFO] - ===> Epoch[1633](8161/5): Loss -0.7455, Sem 0.0330, dir -0.9757, norm 0.1973, swav 0.0000 LR: 8.767e-02 Score 98.915 Data time: 0.0700, Forward time: 0.7702, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.9617 [2020-10-18 20:59:38,301][root][INFO] - ===> Epoch[1633](8162/5): Loss -0.7320, Sem 0.0357, dir -0.9764, norm 0.2087, swav 0.0000 LR: 8.767e-02 Score 98.859 Data time: 0.0812, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.6948 [2020-10-18 20:59:40,859][root][INFO] - ===> Epoch[1633](8163/5): Loss -0.7335, Sem 0.0355, dir -0.9756, norm 0.2066, swav 0.0000 LR: 8.767e-02 Score 98.841 Data time: 0.0590, Forward time: 0.7702, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.4377 [2020-10-18 20:59:42,898][root][INFO] - ===> Epoch[1633](8164/5): Loss -0.7392, Sem 0.0339, dir -0.9747, norm 0.2016, swav 0.0000 LR: 8.767e-02 Score 98.879 Data time: 0.0842, Forward time: 0.7702, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9483 [2020-10-18 20:59:44,849][root][INFO] - ===> Epoch[1633](8165/5): Loss -0.7626, Sem 0.0292, dir -0.9768, norm 0.1850, swav 0.0000 LR: 8.766e-02 Score 99.022 Data time: 0.0990, Forward time: 0.7702, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.8567 [2020-10-18 20:59:47,039][root][INFO] - ===> Epoch[1634](8166/5): Loss -0.7458, Sem 0.0302, dir -0.9773, norm 0.2014, swav 0.0000 LR: 8.766e-02 Score 99.006 Data time: 0.0898, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.0862 [2020-10-18 20:59:49,299][root][INFO] - ===> Epoch[1634](8167/5): Loss -0.7240, Sem 0.0325, dir -0.9772, norm 0.2206, swav 0.0000 LR: 8.766e-02 Score 98.959 Data time: 0.0796, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.1264 [2020-10-18 20:59:51,949][root][INFO] - ===> Epoch[1634](8168/5): Loss -0.7347, Sem 0.0365, dir -0.9745, norm 0.2033, swav 0.0000 LR: 8.766e-02 Score 98.803 Data time: 0.1322, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.5718 [2020-10-18 20:59:53,834][root][INFO] - ===> Epoch[1634](8169/5): Loss -0.7447, Sem 0.0336, dir -0.9762, norm 0.1979, swav 0.0000 LR: 8.766e-02 Score 98.883 Data time: 0.0836, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.7375 [2020-10-18 20:59:55,707][root][INFO] - ===> Epoch[1634](8170/5): Loss -0.7355, Sem 0.0345, dir -0.9766, norm 0.2067, swav 0.0000 LR: 8.766e-02 Score 98.882 Data time: 0.0744, Forward time: 0.7703, Backward time: 1.1866, DDP time: 0.0030, Total iter time: 1.7693 [2020-10-18 20:59:58,279][root][INFO] - ===> Epoch[1635](8171/5): Loss -0.7485, Sem 0.0290, dir -0.9782, norm 0.2006, swav 0.0000 LR: 8.766e-02 Score 99.033 Data time: 0.0645, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.4746 [2020-10-18 21:00:00,376][root][INFO] - ===> Epoch[1635](8172/5): Loss -0.7461, Sem 0.0327, dir -0.9761, norm 0.1973, swav 0.0000 LR: 8.765e-02 Score 98.901 Data time: 0.0536, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.0056 [2020-10-18 21:00:02,468][root][INFO] - ===> Epoch[1635](8173/5): Loss -0.7173, Sem 0.0326, dir -0.9742, norm 0.2243, swav 0.0000 LR: 8.765e-02 Score 98.922 Data time: 0.0612, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.0104 [2020-10-18 21:00:04,819][root][INFO] - ===> Epoch[1635](8174/5): Loss -0.7166, Sem 0.0336, dir -0.9757, norm 0.2255, swav 0.0000 LR: 8.765e-02 Score 98.912 Data time: 0.0815, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.2669 [2020-10-18 21:00:06,730][root][INFO] - ===> Epoch[1635](8175/5): Loss -0.7142, Sem 0.0343, dir -0.9753, norm 0.2267, swav 0.0000 LR: 8.765e-02 Score 98.833 Data time: 0.0726, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.7929 [2020-10-18 21:00:08,726][root][INFO] - ===> Epoch[1636](8176/5): Loss -0.7474, Sem 0.0304, dir -0.9766, norm 0.1988, swav 0.0000 LR: 8.765e-02 Score 99.004 Data time: 0.1582, Forward time: 0.7703, Backward time: 1.1866, DDP time: 0.0030, Total iter time: 1.8948 [2020-10-18 21:00:11,087][root][INFO] - ===> Epoch[1636](8177/5): Loss -0.7172, Sem 0.0345, dir -0.9734, norm 0.2217, swav 0.0000 LR: 8.765e-02 Score 98.819 Data time: 0.0789, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.2496 [2020-10-18 21:00:13,653][root][INFO] - ===> Epoch[1636](8178/5): Loss -0.7348, Sem 0.0286, dir -0.9768, norm 0.2134, swav 0.0000 LR: 8.765e-02 Score 99.063 Data time: 0.0774, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.4539 [2020-10-18 21:00:15,648][root][INFO] - ===> Epoch[1636](8179/5): Loss -0.7327, Sem 0.0325, dir -0.9759, norm 0.2108, swav 0.0000 LR: 8.764e-02 Score 98.936 Data time: 0.0704, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.8761 [2020-10-18 21:00:17,874][root][INFO] - ===> Epoch[1636](8180/5): Loss -0.7408, Sem 0.0314, dir -0.9761, norm 0.2039, swav 0.0000 LR: 8.764e-02 Score 98.920 Data time: 0.0617, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.1406 [2020-10-18 21:00:20,302][root][INFO] - ===> Epoch[1637](8181/5): Loss -0.7247, Sem 0.0333, dir -0.9765, norm 0.2185, swav 0.0000 LR: 8.764e-02 Score 98.866 Data time: 0.0451, Forward time: 0.7702, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.2983 [2020-10-18 21:00:22,568][root][INFO] - ===> Epoch[1637](8182/5): Loss -0.7529, Sem 0.0293, dir -0.9785, norm 0.1964, swav 0.0000 LR: 8.764e-02 Score 99.033 Data time: 0.0802, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.1929 [2020-10-18 21:00:24,780][root][INFO] - ===> Epoch[1637](8183/5): Loss -0.7182, Sem 0.0287, dir -0.9751, norm 0.2281, swav 0.0000 LR: 8.764e-02 Score 99.042 Data time: 0.0865, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.0978 [2020-10-18 21:00:27,160][root][INFO] - ===> Epoch[1637](8184/5): Loss -0.7242, Sem 0.0298, dir -0.9776, norm 0.2236, swav 0.0000 LR: 8.764e-02 Score 99.012 Data time: 0.0714, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.2532 [2020-10-18 21:00:29,973][root][INFO] - ===> Epoch[1637](8185/5): Loss -0.7373, Sem 0.0346, dir -0.9753, norm 0.2034, swav 0.0000 LR: 8.763e-02 Score 98.841 Data time: 0.0737, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.6926 [2020-10-18 21:00:32,258][root][INFO] - ===> Epoch[1638](8186/5): Loss -0.7376, Sem 0.0331, dir -0.9770, norm 0.2063, swav 0.0000 LR: 8.763e-02 Score 98.922 Data time: 0.0721, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.1540 [2020-10-18 21:00:34,637][root][INFO] - ===> Epoch[1638](8187/5): Loss -0.7476, Sem 0.0303, dir -0.9764, norm 0.1984, swav 0.0000 LR: 8.763e-02 Score 98.989 Data time: 0.0825, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.2839 [2020-10-18 21:00:36,857][root][INFO] - ===> Epoch[1638](8188/5): Loss -0.7371, Sem 0.0284, dir -0.9772, norm 0.2117, swav 0.0000 LR: 8.763e-02 Score 99.051 Data time: 0.0742, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0958 [2020-10-18 21:00:39,141][root][INFO] - ===> Epoch[1638](8189/5): Loss -0.7423, Sem 0.0337, dir -0.9764, norm 0.2005, swav 0.0000 LR: 8.763e-02 Score 98.860 Data time: 0.0979, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.1786 [2020-10-18 21:00:41,595][root][INFO] - ===> Epoch[1638](8190/5): Loss -0.7293, Sem 0.0301, dir -0.9776, norm 0.2182, swav 0.0000 LR: 8.763e-02 Score 98.981 Data time: 0.0791, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.3365 [2020-10-18 21:00:43,852][root][INFO] - ===> Epoch[1639](8191/5): Loss -0.7443, Sem 0.0319, dir -0.9764, norm 0.2001, swav 0.0000 LR: 8.763e-02 Score 98.930 Data time: 0.0767, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.1500 [2020-10-18 21:00:45,955][root][INFO] - ===> Epoch[1639](8192/5): Loss -0.7188, Sem 0.0368, dir -0.9739, norm 0.2183, swav 0.0000 LR: 8.762e-02 Score 98.779 Data time: 0.0508, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0054 [2020-10-18 21:00:47,956][root][INFO] - ===> Epoch[1639](8193/5): Loss -0.7569, Sem 0.0312, dir -0.9764, norm 0.1883, swav 0.0000 LR: 8.762e-02 Score 98.948 Data time: 0.0861, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9011 [2020-10-18 21:00:50,125][root][INFO] - ===> Epoch[1639](8194/5): Loss -0.7363, Sem 0.0334, dir -0.9755, norm 0.2057, swav 0.0000 LR: 8.762e-02 Score 98.950 Data time: 0.0541, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0566 [2020-10-18 21:00:52,277][root][INFO] - ===> Epoch[1639](8195/5): Loss -0.7380, Sem 0.0287, dir -0.9762, norm 0.2095, swav 0.0000 LR: 8.762e-02 Score 99.044 Data time: 0.1341, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0542 [2020-10-18 21:00:54,439][root][INFO] - ===> Epoch[1640](8196/5): Loss -0.7433, Sem 0.0327, dir -0.9753, norm 0.1993, swav 0.0000 LR: 8.762e-02 Score 98.920 Data time: 0.1010, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.0481 [2020-10-18 21:00:56,716][root][INFO] - ===> Epoch[1640](8197/5): Loss -0.7483, Sem 0.0290, dir -0.9773, norm 0.1999, swav 0.0000 LR: 8.762e-02 Score 99.029 Data time: 0.0860, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.1620 [2020-10-18 21:00:59,379][root][INFO] - ===> Epoch[1640](8198/5): Loss -0.7468, Sem 0.0292, dir -0.9780, norm 0.2020, swav 0.0000 LR: 8.761e-02 Score 99.047 Data time: 0.1759, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.5561 [2020-10-18 21:01:01,423][root][INFO] - ===> Epoch[1640](8199/5): Loss -0.7441, Sem 0.0318, dir -0.9763, norm 0.2004, swav 0.0000 LR: 8.761e-02 Score 98.948 Data time: 0.0931, Forward time: 0.7704, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.9441 [2020-10-18 21:01:03,633][root][INFO] - ===> Epoch[1640](8200/5): Loss -0.7431, Sem 0.0312, dir -0.9754, norm 0.2010, swav 0.0000 LR: 8.761e-02 Score 98.989 Data time: 0.0605, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.1100 [2020-10-18 21:01:04,762][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 21:01:04,925][root][INFO] - ===> Start testing [2020-10-18 21:01:42,967][root][INFO] - 68/68: Data time: 0.0024, Iter time: 0.1461 Loss 0.145 (AVG: 0.490) Score 96.685 (AVG: 90.152) mIOU 68.187 mAP 83.577 mAcc 74.430 IOU: 61.504 0.062 80.486 73.333 93.458 91.745 29.257 78.077 97.444 54.635 80.447 85.911 60.072 mAP: 82.668 17.241 95.270 88.305 98.803 98.390 58.123 94.679 99.754 71.323 93.959 95.336 92.648 mAcc: 79.970 0.456 90.574 82.067 95.714 95.726 33.701 85.527 98.314 57.449 89.626 96.260 62.213 [2020-10-18 21:01:42,974][root][INFO] - Finished test. Elapsed time: 38.0416 [2020-10-18 21:01:46,555][root][INFO] - [2020-10-18 21:01:46,555][root][INFO] - ################################################################ [2020-10-18 21:01:46,555][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 21:01:46,556][root][INFO] - ################################################################ [2020-10-18 21:01:46,556][root][INFO] - clutter : nan nan nan [2020-10-18 21:01:46,556][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 21:01:46,556][root][INFO] - board : 0.799 0.916 0.938 [2020-10-18 21:01:46,556][root][INFO] - bookcase : 0.209 0.325 0.487 [2020-10-18 21:01:46,556][root][INFO] - ceiling : 0.585 0.624 0.699 [2020-10-18 21:01:46,556][root][INFO] - chair : 0.793 0.892 0.906 [2020-10-18 21:01:46,556][root][INFO] - column : 0.159 0.283 0.386 [2020-10-18 21:01:46,556][root][INFO] - door : 0.602 0.773 0.908 [2020-10-18 21:01:46,556][root][INFO] - floor : 0.637 0.639 0.705 [2020-10-18 21:01:46,556][root][INFO] - sofa : 0.343 0.455 0.531 [2020-10-18 21:01:46,556][root][INFO] - table : 0.170 0.315 0.616 [2020-10-18 21:01:46,556][root][INFO] - wall : 0.509 0.727 0.819 [2020-10-18 21:01:46,556][root][INFO] - window : 0.434 0.645 0.737 [2020-10-18 21:01:46,556][root][INFO] - ---------------------------------------------------------------- [2020-10-18 21:01:46,556][root][INFO] - average : 0.437 0.550 0.644 [2020-10-18 21:01:46,556][root][INFO] - [2020-10-18 21:01:46,706][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 21:01:46,707][root][INFO] - Current best mIoU: 69.394 at iter 7000 [2020-10-18 21:01:48,100][root][INFO] - ===> Epoch[1641](8201/5): Loss -0.7483, Sem 0.0291, dir -0.9779, norm 0.2004, swav 0.0000 LR: 8.761e-02 Score 99.045 Data time: 0.0496, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.3871 [2020-10-18 21:01:50,305][root][INFO] - ===> Epoch[1641](8202/5): Loss -0.7417, Sem 0.0332, dir -0.9755, norm 0.2005, swav 0.0000 LR: 8.761e-02 Score 98.869 Data time: 0.2105, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.1215 [2020-10-18 21:01:52,767][root][INFO] - ===> Epoch[1641](8203/5): Loss -0.7439, Sem 0.0309, dir -0.9772, norm 0.2024, swav 0.0000 LR: 8.761e-02 Score 98.955 Data time: 0.1063, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.3686 [2020-10-18 21:01:55,482][root][INFO] - ===> Epoch[1641](8204/5): Loss -0.7109, Sem 0.0349, dir -0.9755, norm 0.2298, swav 0.0000 LR: 8.761e-02 Score 98.862 Data time: 0.0925, Forward time: 0.7704, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.6311 [2020-10-18 21:01:57,607][root][INFO] - ===> Epoch[1641](8205/5): Loss -0.7524, Sem 0.0317, dir -0.9765, norm 0.1925, swav 0.0000 LR: 8.760e-02 Score 98.949 Data time: 0.0934, Forward time: 0.7704, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.0126 [2020-10-18 21:01:59,733][root][INFO] - ===> Epoch[1642](8206/5): Loss -0.7510, Sem 0.0330, dir -0.9775, norm 0.1935, swav 0.0000 LR: 8.760e-02 Score 98.923 Data time: 0.0806, Forward time: 0.7704, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.0155 [2020-10-18 21:02:02,056][root][INFO] - ===> Epoch[1642](8207/5): Loss -0.7232, Sem 0.0449, dir -0.9756, norm 0.2075, swav 0.0000 LR: 8.760e-02 Score 98.891 Data time: 0.0964, Forward time: 0.7704, Backward time: 1.1866, DDP time: 0.0030, Total iter time: 2.2235 [2020-10-18 21:02:04,559][root][INFO] - ===> Epoch[1642](8208/5): Loss -0.7072, Sem 0.0448, dir -0.9753, norm 0.2233, swav 0.0000 LR: 8.760e-02 Score 98.844 Data time: 0.0656, Forward time: 0.7704, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.3929 [2020-10-18 21:02:07,175][root][INFO] - ===> Epoch[1642](8209/5): Loss -0.7485, Sem 0.0293, dir -0.9775, norm 0.1998, swav 0.0000 LR: 8.760e-02 Score 99.042 Data time: 0.0593, Forward time: 0.7704, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.5454 [2020-10-18 21:02:09,479][root][INFO] - ===> Epoch[1642](8210/5): Loss -0.7394, Sem 0.0336, dir -0.9751, norm 0.2021, swav 0.0000 LR: 8.760e-02 Score 98.865 Data time: 0.0542, Forward time: 0.7704, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.2139 [2020-10-18 21:02:11,441][root][INFO] - ===> Epoch[1643](8211/5): Loss -0.7343, Sem 0.0328, dir -0.9742, norm 0.2070, swav 0.0000 LR: 8.759e-02 Score 98.907 Data time: 0.0998, Forward time: 0.7704, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.8682 [2020-10-18 21:02:13,776][root][INFO] - ===> Epoch[1643](8212/5): Loss -0.7254, Sem 0.0331, dir -0.9744, norm 0.2159, swav 0.0000 LR: 8.759e-02 Score 98.889 Data time: 0.0780, Forward time: 0.7704, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.2411 [2020-10-18 21:02:15,821][root][INFO] - ===> Epoch[1643](8213/5): Loss -0.7376, Sem 0.0381, dir -0.9743, norm 0.1986, swav 0.0000 LR: 8.759e-02 Score 98.762 Data time: 0.0525, Forward time: 0.7704, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9372 [2020-10-18 21:02:18,456][root][INFO] - ===> Epoch[1643](8214/5): Loss -0.7256, Sem 0.0301, dir -0.9768, norm 0.2211, swav 0.0000 LR: 8.759e-02 Score 99.042 Data time: 0.0699, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.5466 [2020-10-18 21:02:20,507][root][INFO] - ===> Epoch[1643](8215/5): Loss -0.7293, Sem 0.0318, dir -0.9733, norm 0.2122, swav 0.0000 LR: 8.759e-02 Score 98.922 Data time: 0.0764, Forward time: 0.7704, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9524 [2020-10-18 21:02:22,912][root][INFO] - ===> Epoch[1644](8216/5): Loss -0.7448, Sem 0.0383, dir -0.9773, norm 0.1942, swav 0.0000 LR: 8.759e-02 Score 98.841 Data time: 0.0591, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.2716 [2020-10-18 21:02:24,875][root][INFO] - ===> Epoch[1644](8217/5): Loss -0.7203, Sem 0.0353, dir -0.9751, norm 0.2194, swav 0.0000 LR: 8.759e-02 Score 98.835 Data time: 0.0776, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.8468 [2020-10-18 21:02:26,547][root][INFO] - ===> Epoch[1644](8218/5): Loss -0.7410, Sem 0.0307, dir -0.9767, norm 0.2050, swav 0.0000 LR: 8.758e-02 Score 98.986 Data time: 0.0718, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.5694 [2020-10-18 21:02:28,700][root][INFO] - ===> Epoch[1644](8219/5): Loss -0.7362, Sem 0.0320, dir -0.9757, norm 0.2075, swav 0.0000 LR: 8.758e-02 Score 98.940 Data time: 0.1427, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.0421 [2020-10-18 21:02:30,995][root][INFO] - ===> Epoch[1644](8220/5): Loss -0.7413, Sem 0.0329, dir -0.9752, norm 0.2011, swav 0.0000 LR: 8.758e-02 Score 98.948 Data time: 0.0767, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.1769 [2020-10-18 21:02:33,465][root][INFO] - ===> Epoch[1645](8221/5): Loss -0.7134, Sem 0.0382, dir -0.9737, norm 0.2220, swav 0.0000 LR: 8.758e-02 Score 98.776 Data time: 0.1040, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.3328 [2020-10-18 21:02:35,969][root][INFO] - ===> Epoch[1645](8222/5): Loss -0.7313, Sem 0.0323, dir -0.9730, norm 0.2094, swav 0.0000 LR: 8.758e-02 Score 98.960 Data time: 0.0930, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.3619 [2020-10-18 21:02:38,372][root][INFO] - ===> Epoch[1645](8223/5): Loss -0.7116, Sem 0.0339, dir -0.9722, norm 0.2268, swav 0.0000 LR: 8.758e-02 Score 98.896 Data time: 0.0666, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.3048 [2020-10-18 21:02:40,406][root][INFO] - ===> Epoch[1645](8224/5): Loss -0.7478, Sem 0.0374, dir -0.9741, norm 0.1889, swav 0.0000 LR: 8.758e-02 Score 98.722 Data time: 0.0951, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9475 [2020-10-18 21:02:42,463][root][INFO] - ===> Epoch[1645](8225/5): Loss -0.7249, Sem 0.0315, dir -0.9783, norm 0.2219, swav 0.0000 LR: 8.757e-02 Score 98.983 Data time: 0.0558, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9549 [2020-10-18 21:02:44,854][root][INFO] - ===> Epoch[1646](8226/5): Loss -0.7185, Sem 0.0388, dir -0.9744, norm 0.2171, swav 0.0000 LR: 8.757e-02 Score 98.714 Data time: 0.0574, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.2939 [2020-10-18 21:02:47,312][root][INFO] - ===> Epoch[1646](8227/5): Loss -0.7440, Sem 0.0316, dir -0.9746, norm 0.1990, swav 0.0000 LR: 8.757e-02 Score 98.940 Data time: 0.0758, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.3925 [2020-10-18 21:02:49,338][root][INFO] - ===> Epoch[1646](8228/5): Loss -0.7291, Sem 0.0339, dir -0.9761, norm 0.2131, swav 0.0000 LR: 8.757e-02 Score 98.926 Data time: 0.0861, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9271 [2020-10-18 21:02:51,521][root][INFO] - ===> Epoch[1646](8229/5): Loss -0.7292, Sem 0.0335, dir -0.9750, norm 0.2123, swav 0.0000 LR: 8.757e-02 Score 98.903 Data time: 0.2053, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0742 [2020-10-18 21:02:53,555][root][INFO] - ===> Epoch[1646](8230/5): Loss -0.7271, Sem 0.0312, dir -0.9747, norm 0.2164, swav 0.0000 LR: 8.757e-02 Score 98.960 Data time: 0.0871, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 1.9564 [2020-10-18 21:02:55,374][root][INFO] - ===> Epoch[1647](8231/5): Loss -0.7397, Sem 0.0326, dir -0.9780, norm 0.2057, swav 0.0000 LR: 8.756e-02 Score 98.905 Data time: 0.0580, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.7029 [2020-10-18 21:02:57,345][root][INFO] - ===> Epoch[1647](8232/5): Loss -0.7399, Sem 0.0347, dir -0.9748, norm 0.2003, swav 0.0000 LR: 8.756e-02 Score 98.854 Data time: 0.0661, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.8861 [2020-10-18 21:02:59,979][root][INFO] - ===> Epoch[1647](8233/5): Loss -0.7405, Sem 0.0344, dir -0.9754, norm 0.2005, swav 0.0000 LR: 8.756e-02 Score 98.850 Data time: 0.0858, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.5198 [2020-10-18 21:03:02,278][root][INFO] - ===> Epoch[1647](8234/5): Loss -0.7324, Sem 0.0333, dir -0.9766, norm 0.2109, swav 0.0000 LR: 8.756e-02 Score 98.938 Data time: 0.0903, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.1781 [2020-10-18 21:03:04,796][root][INFO] - ===> Epoch[1647](8235/5): Loss -0.7291, Sem 0.0322, dir -0.9758, norm 0.2145, swav 0.0000 LR: 8.756e-02 Score 98.953 Data time: 0.0795, Forward time: 0.7704, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.3883 [2020-10-18 21:03:06,971][root][INFO] - ===> Epoch[1648](8236/5): Loss -0.7396, Sem 0.0332, dir -0.9761, norm 0.2033, swav 0.0000 LR: 8.756e-02 Score 98.894 Data time: 0.0599, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.0576 [2020-10-18 21:03:08,805][root][INFO] - ===> Epoch[1648](8237/5): Loss -0.7202, Sem 0.0343, dir -0.9747, norm 0.2203, swav 0.0000 LR: 8.756e-02 Score 98.859 Data time: 0.0674, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.7501 [2020-10-18 21:03:11,199][root][INFO] - ===> Epoch[1648](8238/5): Loss -0.7433, Sem 0.0317, dir -0.9749, norm 0.1999, swav 0.0000 LR: 8.755e-02 Score 98.940 Data time: 0.0747, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.3016 [2020-10-18 21:03:13,438][root][INFO] - ===> Epoch[1648](8239/5): Loss -0.7746, Sem 0.0259, dir -0.9792, norm 0.1786, swav 0.0000 LR: 8.755e-02 Score 99.138 Data time: 0.0604, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.1385 [2020-10-18 21:03:16,000][root][INFO] - ===> Epoch[1648](8240/5): Loss -0.7448, Sem 0.0322, dir -0.9775, norm 0.2005, swav 0.0000 LR: 8.755e-02 Score 98.946 Data time: 0.1023, Forward time: 0.7703, Backward time: 1.1868, DDP time: 0.0030, Total iter time: 2.4542 [2020-10-18 21:03:17,983][root][INFO] - ===> Epoch[1649](8241/5): Loss -0.7486, Sem 0.0320, dir -0.9762, norm 0.1957, swav 0.0000 LR: 8.755e-02 Score 98.921 Data time: 0.0828, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.8681 [2020-10-18 21:03:20,012][root][INFO] - ===> Epoch[1649](8242/5): Loss -0.7474, Sem 0.0325, dir -0.9765, norm 0.1965, swav 0.0000 LR: 8.755e-02 Score 98.921 Data time: 0.0923, Forward time: 0.7704, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.8935 [2020-10-18 21:03:21,946][root][INFO] - ===> Epoch[1649](8243/5): Loss -0.7508, Sem 0.0323, dir -0.9774, norm 0.1943, swav 0.0000 LR: 8.755e-02 Score 98.923 Data time: 0.0837, Forward time: 0.7704, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.8080 [2020-10-18 21:03:23,901][root][INFO] - ===> Epoch[1649](8244/5): Loss -0.7709, Sem 0.0288, dir -0.9778, norm 0.1781, swav 0.0000 LR: 8.754e-02 Score 99.043 Data time: 0.0759, Forward time: 0.7704, Backward time: 1.1866, DDP time: 0.0030, Total iter time: 1.8386 [2020-10-18 21:03:26,559][root][INFO] - ===> Epoch[1649](8245/5): Loss -0.7438, Sem 0.0339, dir -0.9762, norm 0.1985, swav 0.0000 LR: 8.754e-02 Score 98.914 Data time: 0.0759, Forward time: 0.7704, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.5312 [2020-10-18 21:03:28,637][root][INFO] - ===> Epoch[1650](8246/5): Loss -0.7341, Sem 0.0340, dir -0.9755, norm 0.2074, swav 0.0000 LR: 8.754e-02 Score 98.879 Data time: 0.0494, Forward time: 0.7704, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.9582 [2020-10-18 21:03:30,939][root][INFO] - ===> Epoch[1650](8247/5): Loss -0.7322, Sem 0.0327, dir -0.9750, norm 0.2101, swav 0.0000 LR: 8.754e-02 Score 98.913 Data time: 0.0625, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.2178 [2020-10-18 21:03:33,051][root][INFO] - ===> Epoch[1650](8248/5): Loss -0.7414, Sem 0.0298, dir -0.9753, norm 0.2041, swav 0.0000 LR: 8.754e-02 Score 99.008 Data time: 0.0690, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.0139 [2020-10-18 21:03:34,871][root][INFO] - ===> Epoch[1650](8249/5): Loss -0.7416, Sem 0.0332, dir -0.9754, norm 0.2006, swav 0.0000 LR: 8.754e-02 Score 98.882 Data time: 0.0640, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 1.6933 [2020-10-18 21:03:37,438][root][INFO] - ===> Epoch[1650](8250/5): Loss -0.7394, Sem 0.0306, dir -0.9775, norm 0.2075, swav 0.0000 LR: 8.754e-02 Score 98.983 Data time: 0.4419, Forward time: 0.7703, Backward time: 1.1867, DDP time: 0.0030, Total iter time: 2.4705 [2020-10-18 21:03:39,702][root][INFO] - ===> Epoch[1651](8251/5): Loss -0.7379, Sem 0.0332, dir -0.9752, norm 0.2041, swav 0.0000 LR: 8.753e-02 Score 98.922 Data time: 0.1028, Forward time: 0.7703, Backward time: 1.1866, DDP time: 0.0030, Total iter time: 2.1416 [2020-10-18 21:03:41,551][root][INFO] - ===> Epoch[1651](8252/5): Loss -0.7347, Sem 0.0352, dir -0.9772, norm 0.2073, swav 0.0000 LR: 8.753e-02 Score 98.951 Data time: 0.0753, Forward time: 0.7703, Backward time: 1.1866, DDP time: 0.0030, Total iter time: 1.7247 [2020-10-18 21:03:43,472][root][INFO] - ===> Epoch[1651](8253/5): Loss -0.7329, Sem 0.0312, dir -0.9724, norm 0.2083, swav 0.0000 LR: 8.753e-02 Score 98.943 Data time: 0.0682, Forward time: 0.7703, Backward time: 1.1866, DDP time: 0.0030, Total iter time: 1.8136 [2020-10-18 21:03:45,462][root][INFO] - ===> Epoch[1651](8254/5): Loss -0.7365, Sem 0.0331, dir -0.9751, norm 0.2055, swav 0.0000 LR: 8.753e-02 Score 98.903 Data time: 0.0559, Forward time: 0.7703, Backward time: 1.1866, DDP time: 0.0030, Total iter time: 1.9184 [2020-10-18 21:03:47,428][root][INFO] - ===> Epoch[1651](8255/5): Loss -0.7318, Sem 0.0316, dir -0.9764, norm 0.2129, swav 0.0000 LR: 8.753e-02 Score 98.945 Data time: 0.0798, Forward time: 0.7703, Backward time: 1.1865, DDP time: 0.0030, Total iter time: 1.8645 [2020-10-18 21:03:49,454][root][INFO] - ===> Epoch[1652](8256/5): Loss -0.7517, Sem 0.0291, dir -0.9784, norm 0.1975, swav 0.0000 LR: 8.753e-02 Score 99.019 Data time: 0.0833, Forward time: 0.7703, Backward time: 1.1865, DDP time: 0.0030, Total iter time: 1.9156 [2020-10-18 21:03:51,786][root][INFO] - ===> Epoch[1652](8257/5): Loss -0.7352, Sem 0.0335, dir -0.9758, norm 0.2071, swav 0.0000 LR: 8.752e-02 Score 98.891 Data time: 0.1166, Forward time: 0.7703, Backward time: 1.1865, DDP time: 0.0030, Total iter time: 2.2218 [2020-10-18 21:03:54,140][root][INFO] - ===> Epoch[1652](8258/5): Loss -0.7371, Sem 0.0315, dir -0.9750, norm 0.2064, swav 0.0000 LR: 8.752e-02 Score 98.927 Data time: 0.1044, Forward time: 0.7704, Backward time: 1.1865, DDP time: 0.0030, Total iter time: 2.2422 [2020-10-18 21:03:56,048][root][INFO] - ===> Epoch[1652](8259/5): Loss -0.7574, Sem 0.0281, dir -0.9773, norm 0.1917, swav 0.0000 LR: 8.752e-02 Score 99.100 Data time: 0.0680, Forward time: 0.7704, Backward time: 1.1865, DDP time: 0.0030, Total iter time: 1.8005 [2020-10-18 21:03:57,951][root][INFO] - ===> Epoch[1652](8260/5): Loss -0.7397, Sem 0.0334, dir -0.9751, norm 0.2020, swav 0.0000 LR: 8.752e-02 Score 98.867 Data time: 0.0785, Forward time: 0.7704, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 1.8073 [2020-10-18 21:03:59,695][root][INFO] - ===> Epoch[1653](8261/5): Loss -0.7552, Sem 0.0291, dir -0.9784, norm 0.1941, swav 0.0000 LR: 8.752e-02 Score 99.021 Data time: 0.0576, Forward time: 0.7703, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 1.6377 [2020-10-18 21:04:01,957][root][INFO] - ===> Epoch[1653](8262/5): Loss -0.7125, Sem 0.0334, dir -0.9745, norm 0.2286, swav 0.0000 LR: 8.752e-02 Score 98.881 Data time: 0.1061, Forward time: 0.7704, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 2.1591 [2020-10-18 21:04:04,249][root][INFO] - ===> Epoch[1653](8263/5): Loss -0.7394, Sem 0.0322, dir -0.9760, norm 0.2044, swav 0.0000 LR: 8.752e-02 Score 98.920 Data time: 0.0787, Forward time: 0.7704, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 2.1441 [2020-10-18 21:04:06,261][root][INFO] - ===> Epoch[1653](8264/5): Loss -0.7331, Sem 0.0299, dir -0.9762, norm 0.2131, swav 0.0000 LR: 8.751e-02 Score 99.035 Data time: 0.0611, Forward time: 0.7703, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 1.8938 [2020-10-18 21:04:08,318][root][INFO] - ===> Epoch[1653](8265/5): Loss -0.7594, Sem 0.0270, dir -0.9785, norm 0.1921, swav 0.0000 LR: 8.751e-02 Score 99.122 Data time: 0.0763, Forward time: 0.7703, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 1.9507 [2020-10-18 21:04:10,609][root][INFO] - ===> Epoch[1654](8266/5): Loss -0.7416, Sem 0.0309, dir -0.9777, norm 0.2052, swav 0.0000 LR: 8.751e-02 Score 98.976 Data time: 0.0716, Forward time: 0.7703, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 2.1775 [2020-10-18 21:04:12,637][root][INFO] - ===> Epoch[1654](8267/5): Loss -0.7498, Sem 0.0321, dir -0.9766, norm 0.1948, swav 0.0000 LR: 8.751e-02 Score 98.911 Data time: 0.0822, Forward time: 0.7703, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 1.9297 [2020-10-18 21:04:14,870][root][INFO] - ===> Epoch[1654](8268/5): Loss -0.7226, Sem 0.0359, dir -0.9749, norm 0.2164, swav 0.0000 LR: 8.751e-02 Score 98.821 Data time: 0.1081, Forward time: 0.7704, Backward time: 1.1863, DDP time: 0.0030, Total iter time: 2.1072 [2020-10-18 21:04:16,937][root][INFO] - ===> Epoch[1654](8269/5): Loss -0.7482, Sem 0.0316, dir -0.9767, norm 0.1969, swav 0.0000 LR: 8.751e-02 Score 98.959 Data time: 0.0675, Forward time: 0.7703, Backward time: 1.1863, DDP time: 0.0030, Total iter time: 1.9404 [2020-10-18 21:04:19,121][root][INFO] - ===> Epoch[1654](8270/5): Loss -0.7444, Sem 0.0304, dir -0.9777, norm 0.2030, swav 0.0000 LR: 8.751e-02 Score 98.982 Data time: 0.0647, Forward time: 0.7703, Backward time: 1.1863, DDP time: 0.0030, Total iter time: 2.0783 [2020-10-18 21:04:21,536][root][INFO] - ===> Epoch[1655](8271/5): Loss -0.7378, Sem 0.0281, dir -0.9755, norm 0.2096, swav 0.0000 LR: 8.750e-02 Score 99.089 Data time: 0.0825, Forward time: 0.7703, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 2.3162 [2020-10-18 21:04:24,048][root][INFO] - ===> Epoch[1655](8272/5): Loss -0.7324, Sem 0.0343, dir -0.9744, norm 0.2078, swav 0.0000 LR: 8.750e-02 Score 98.893 Data time: 0.0729, Forward time: 0.7703, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 2.4080 [2020-10-18 21:04:26,301][root][INFO] - ===> Epoch[1655](8273/5): Loss -0.7649, Sem 0.0323, dir -0.9771, norm 0.1799, swav 0.0000 LR: 8.750e-02 Score 98.931 Data time: 0.0589, Forward time: 0.7703, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 2.1503 [2020-10-18 21:04:28,547][root][INFO] - ===> Epoch[1655](8274/5): Loss -0.7472, Sem 0.0281, dir -0.9776, norm 0.2022, swav 0.0000 LR: 8.750e-02 Score 99.084 Data time: 0.0742, Forward time: 0.7703, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 2.1709 [2020-10-18 21:04:30,615][root][INFO] - ===> Epoch[1655](8275/5): Loss -0.7541, Sem 0.0308, dir -0.9772, norm 0.1923, swav 0.0000 LR: 8.750e-02 Score 98.954 Data time: 0.0926, Forward time: 0.7703, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 1.9695 [2020-10-18 21:04:32,992][root][INFO] - ===> Epoch[1656](8276/5): Loss -0.7362, Sem 0.0298, dir -0.9768, norm 0.2108, swav 0.0000 LR: 8.750e-02 Score 99.012 Data time: 0.0715, Forward time: 0.7703, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 2.2690 [2020-10-18 21:04:35,317][root][INFO] - ===> Epoch[1656](8277/5): Loss -0.7481, Sem 0.0331, dir -0.9773, norm 0.1961, swav 0.0000 LR: 8.749e-02 Score 98.879 Data time: 0.1006, Forward time: 0.7704, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 2.2054 [2020-10-18 21:04:37,620][root][INFO] - ===> Epoch[1656](8278/5): Loss -0.7311, Sem 0.0300, dir -0.9760, norm 0.2149, swav 0.0000 LR: 8.749e-02 Score 99.001 Data time: 0.0741, Forward time: 0.7704, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 2.1815 [2020-10-18 21:04:39,853][root][INFO] - ===> Epoch[1656](8279/5): Loss -0.7583, Sem 0.0298, dir -0.9771, norm 0.1889, swav 0.0000 LR: 8.749e-02 Score 99.000 Data time: 0.0637, Forward time: 0.7703, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 2.1527 [2020-10-18 21:04:41,813][root][INFO] - ===> Epoch[1656](8280/5): Loss -0.7659, Sem 0.0291, dir -0.9790, norm 0.1840, swav 0.0000 LR: 8.749e-02 Score 99.032 Data time: 0.0768, Forward time: 0.7704, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 1.8797 [2020-10-18 21:04:44,600][root][INFO] - ===> Epoch[1657](8281/5): Loss -0.7389, Sem 0.0336, dir -0.9747, norm 0.2023, swav 0.0000 LR: 8.749e-02 Score 98.904 Data time: 0.0842, Forward time: 0.7704, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 2.6905 [2020-10-18 21:04:46,811][root][INFO] - ===> Epoch[1657](8282/5): Loss -0.7221, Sem 0.0349, dir -0.9740, norm 0.2170, swav 0.0000 LR: 8.749e-02 Score 98.839 Data time: 0.0588, Forward time: 0.7704, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 2.0938 [2020-10-18 21:04:49,214][root][INFO] - ===> Epoch[1657](8283/5): Loss -0.7498, Sem 0.0322, dir -0.9764, norm 0.1943, swav 0.0000 LR: 8.749e-02 Score 98.931 Data time: 0.0762, Forward time: 0.7704, Backward time: 1.1865, DDP time: 0.0030, Total iter time: 2.2976 [2020-10-18 21:04:51,327][root][INFO] - ===> Epoch[1657](8284/5): Loss -0.7363, Sem 0.0304, dir -0.9773, norm 0.2107, swav 0.0000 LR: 8.748e-02 Score 98.979 Data time: 0.0634, Forward time: 0.7704, Backward time: 1.1865, DDP time: 0.0030, Total iter time: 2.0070 [2020-10-18 21:04:53,720][root][INFO] - ===> Epoch[1657](8285/5): Loss -0.7350, Sem 0.0307, dir -0.9770, norm 0.2113, swav 0.0000 LR: 8.748e-02 Score 98.972 Data time: 0.0901, Forward time: 0.7704, Backward time: 1.1865, DDP time: 0.0030, Total iter time: 2.3030 [2020-10-18 21:04:55,639][root][INFO] - ===> Epoch[1658](8286/5): Loss -0.7484, Sem 0.0281, dir -0.9790, norm 0.2025, swav 0.0000 LR: 8.748e-02 Score 99.069 Data time: 0.0819, Forward time: 0.7704, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 1.8097 [2020-10-18 21:04:57,706][root][INFO] - ===> Epoch[1658](8287/5): Loss -0.7427, Sem 0.0316, dir -0.9768, norm 0.2025, swav 0.0000 LR: 8.748e-02 Score 98.962 Data time: 0.0637, Forward time: 0.7704, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 1.9551 [2020-10-18 21:05:00,110][root][INFO] - ===> Epoch[1658](8288/5): Loss -0.7398, Sem 0.0296, dir -0.9768, norm 0.2074, swav 0.0000 LR: 8.748e-02 Score 99.025 Data time: 0.0942, Forward time: 0.7704, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 2.2920 [2020-10-18 21:05:02,636][root][INFO] - ===> Epoch[1658](8289/5): Loss -0.7623, Sem 0.0322, dir -0.9793, norm 0.1848, swav 0.0000 LR: 8.748e-02 Score 98.921 Data time: 0.0814, Forward time: 0.7704, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 2.3973 [2020-10-18 21:05:04,413][root][INFO] - ===> Epoch[1658](8290/5): Loss -0.7273, Sem 0.0331, dir -0.9749, norm 0.2145, swav 0.0000 LR: 8.747e-02 Score 98.864 Data time: 0.0642, Forward time: 0.7704, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 1.6658 [2020-10-18 21:05:06,385][root][INFO] - ===> Epoch[1659](8291/5): Loss -0.7399, Sem 0.0357, dir -0.9762, norm 0.2006, swav 0.0000 LR: 8.747e-02 Score 98.777 Data time: 0.0768, Forward time: 0.7704, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 1.8775 [2020-10-18 21:05:08,953][root][INFO] - ===> Epoch[1659](8292/5): Loss -0.7480, Sem 0.0312, dir -0.9775, norm 0.1983, swav 0.0000 LR: 8.747e-02 Score 98.975 Data time: 0.0693, Forward time: 0.7704, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 2.4528 [2020-10-18 21:05:11,144][root][INFO] - ===> Epoch[1659](8293/5): Loss -0.7475, Sem 0.0277, dir -0.9767, norm 0.2015, swav 0.0000 LR: 8.747e-02 Score 99.076 Data time: 0.0982, Forward time: 0.7704, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 2.0666 [2020-10-18 21:05:13,361][root][INFO] - ===> Epoch[1659](8294/5): Loss -0.7441, Sem 0.0318, dir -0.9775, norm 0.2015, swav 0.0000 LR: 8.747e-02 Score 98.947 Data time: 0.0846, Forward time: 0.7704, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 2.0938 [2020-10-18 21:05:15,439][root][INFO] - ===> Epoch[1659](8295/5): Loss -0.7422, Sem 0.0339, dir -0.9763, norm 0.2003, swav 0.0000 LR: 8.747e-02 Score 98.861 Data time: 0.0943, Forward time: 0.7704, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 1.9872 [2020-10-18 21:05:17,597][root][INFO] - ===> Epoch[1660](8296/5): Loss -0.7542, Sem 0.0324, dir -0.9762, norm 0.1897, swav 0.0000 LR: 8.747e-02 Score 98.936 Data time: 0.0606, Forward time: 0.7704, Backward time: 1.1864, DDP time: 0.0030, Total iter time: 2.0771 [2020-10-18 21:05:19,314][root][INFO] - ===> Epoch[1660](8297/5): Loss -0.7258, Sem 0.0334, dir -0.9758, norm 0.2167, swav 0.0000 LR: 8.746e-02 Score 98.926 Data time: 0.0849, Forward time: 0.7704, Backward time: 1.1863, DDP time: 0.0030, Total iter time: 1.6341 [2020-10-18 21:05:21,489][root][INFO] - ===> Epoch[1660](8298/5): Loss -0.7247, Sem 0.0337, dir -0.9743, norm 0.2159, swav 0.0000 LR: 8.746e-02 Score 98.911 Data time: 0.1299, Forward time: 0.7704, Backward time: 1.1863, DDP time: 0.0030, Total iter time: 2.0777 [2020-10-18 21:05:23,561][root][INFO] - ===> Epoch[1660](8299/5): Loss -0.7566, Sem 0.0300, dir -0.9785, norm 0.1918, swav 0.0000 LR: 8.746e-02 Score 98.997 Data time: 0.0817, Forward time: 0.7704, Backward time: 1.1863, DDP time: 0.0030, Total iter time: 1.9680 [2020-10-18 21:05:25,551][root][INFO] - ===> Epoch[1660](8300/5): Loss -0.7533, Sem 0.0292, dir -0.9791, norm 0.1966, swav 0.0000 LR: 8.746e-02 Score 99.017 Data time: 0.0711, Forward time: 0.7704, Backward time: 1.1862, DDP time: 0.0030, Total iter time: 1.8931 [2020-10-18 21:05:26,555][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 21:05:28,385][root][INFO] - ===> Epoch[1661](8301/5): Loss -0.7608, Sem 0.0325, dir -0.9766, norm 0.1833, swav 0.0000 LR: 8.746e-02 Score 98.882 Data time: 0.1012, Forward time: 0.7704, Backward time: 1.1862, DDP time: 0.0030, Total iter time: 1.6618 [2020-10-18 21:05:30,914][root][INFO] - ===> Epoch[1661](8302/5): Loss -0.7363, Sem 0.0345, dir -0.9763, norm 0.2055, swav 0.0000 LR: 8.746e-02 Score 98.875 Data time: 0.0817, Forward time: 0.7704, Backward time: 1.1862, DDP time: 0.0030, Total iter time: 2.4187 [2020-10-18 21:05:33,620][root][INFO] - ===> Epoch[1661](8303/5): Loss -0.7559, Sem 0.0270, dir -0.9782, norm 0.1954, swav 0.0000 LR: 8.745e-02 Score 99.103 Data time: 0.0914, Forward time: 0.7704, Backward time: 1.1863, DDP time: 0.0030, Total iter time: 2.6397 [2020-10-18 21:05:35,572][root][INFO] - ===> Epoch[1661](8304/5): Loss -0.7444, Sem 0.0316, dir -0.9763, norm 0.2003, swav 0.0000 LR: 8.745e-02 Score 98.944 Data time: 0.0728, Forward time: 0.7704, Backward time: 1.1862, DDP time: 0.0030, Total iter time: 1.8210 [2020-10-18 21:05:37,724][root][INFO] - ===> Epoch[1661](8305/5): Loss -0.7568, Sem 0.0316, dir -0.9781, norm 0.1897, swav 0.0000 LR: 8.745e-02 Score 98.956 Data time: 0.1146, Forward time: 0.7704, Backward time: 1.1863, DDP time: 0.0030, Total iter time: 2.0603 [2020-10-18 21:05:39,892][root][INFO] - ===> Epoch[1662](8306/5): Loss -0.7336, Sem 0.0344, dir -0.9758, norm 0.2079, swav 0.0000 LR: 8.745e-02 Score 98.885 Data time: 0.0774, Forward time: 0.7704, Backward time: 1.1863, DDP time: 0.0030, Total iter time: 2.1034 [2020-10-18 21:05:42,118][root][INFO] - ===> Epoch[1662](8307/5): Loss -0.7389, Sem 0.0351, dir -0.9751, norm 0.2012, swav 0.0000 LR: 8.745e-02 Score 98.813 Data time: 0.0640, Forward time: 0.7704, Backward time: 1.1863, DDP time: 0.0030, Total iter time: 2.1210 [2020-10-18 21:05:44,132][root][INFO] - ===> Epoch[1662](8308/5): Loss -0.7377, Sem 0.0311, dir -0.9766, norm 0.2078, swav 0.0000 LR: 8.745e-02 Score 98.974 Data time: 0.0688, Forward time: 0.7704, Backward time: 1.1862, DDP time: 0.0030, Total iter time: 1.9109 [2020-10-18 21:05:46,070][root][INFO] - ===> Epoch[1662](8309/5): Loss -0.7602, Sem 0.0335, dir -0.9778, norm 0.1842, swav 0.0000 LR: 8.745e-02 Score 98.919 Data time: 0.0580, Forward time: 0.7704, Backward time: 1.1862, DDP time: 0.0030, Total iter time: 1.8406 [2020-10-18 21:05:48,096][root][INFO] - ===> Epoch[1662](8310/5): Loss -0.7193, Sem 0.0357, dir -0.9757, norm 0.2206, swav 0.0000 LR: 8.744e-02 Score 98.892 Data time: 0.0549, Forward time: 0.7703, Backward time: 1.1862, DDP time: 0.0030, Total iter time: 1.9216 [2020-10-18 21:05:50,354][root][INFO] - ===> Epoch[1663](8311/5): Loss -0.7339, Sem 0.0342, dir -0.9753, norm 0.2072, swav 0.0000 LR: 8.744e-02 Score 98.861 Data time: 0.0654, Forward time: 0.7703, Backward time: 1.1863, DDP time: 0.0030, Total iter time: 2.1645 [2020-10-18 21:05:52,481][root][INFO] - ===> Epoch[1663](8312/5): Loss -0.7464, Sem 0.0374, dir -0.9774, norm 0.1937, swav 0.0000 LR: 8.744e-02 Score 98.829 Data time: 0.0797, Forward time: 0.7703, Backward time: 1.1862, DDP time: 0.0030, Total iter time: 2.0217 [2020-10-18 21:05:54,366][root][INFO] - ===> Epoch[1663](8313/5): Loss -0.7302, Sem 0.0305, dir -0.9768, norm 0.2161, swav 0.0000 LR: 8.744e-02 Score 98.985 Data time: 0.1014, Forward time: 0.7703, Backward time: 1.1862, DDP time: 0.0030, Total iter time: 1.7701 [2020-10-18 21:05:56,550][root][INFO] - ===> Epoch[1663](8314/5): Loss -0.7402, Sem 0.0283, dir -0.9766, norm 0.2081, swav 0.0000 LR: 8.744e-02 Score 99.069 Data time: 0.1292, Forward time: 0.7704, Backward time: 1.1862, DDP time: 0.0030, Total iter time: 2.0833 [2020-10-18 21:05:58,639][root][INFO] - ===> Epoch[1663](8315/5): Loss -0.7521, Sem 0.0306, dir -0.9762, norm 0.1935, swav 0.0000 LR: 8.744e-02 Score 98.986 Data time: 0.0767, Forward time: 0.7704, Backward time: 1.1861, DDP time: 0.0030, Total iter time: 1.9649 [2020-10-18 21:06:00,658][root][INFO] - ===> Epoch[1664](8316/5): Loss -0.7453, Sem 0.0315, dir -0.9780, norm 0.2012, swav 0.0000 LR: 8.744e-02 Score 99.003 Data time: 0.0788, Forward time: 0.7704, Backward time: 1.1861, DDP time: 0.0030, Total iter time: 1.8925 [2020-10-18 21:06:03,195][root][INFO] - ===> Epoch[1664](8317/5): Loss -0.7359, Sem 0.0347, dir -0.9766, norm 0.2061, swav 0.0000 LR: 8.743e-02 Score 98.859 Data time: 0.1382, Forward time: 0.7704, Backward time: 1.1861, DDP time: 0.0030, Total iter time: 2.4287 [2020-10-18 21:06:05,220][root][INFO] - ===> Epoch[1664](8318/5): Loss -0.7365, Sem 0.0329, dir -0.9753, norm 0.2059, swav 0.0000 LR: 8.743e-02 Score 98.928 Data time: 0.0815, Forward time: 0.7704, Backward time: 1.1861, DDP time: 0.0030, Total iter time: 1.8947 [2020-10-18 21:06:07,275][root][INFO] - ===> Epoch[1664](8319/5): Loss -0.7407, Sem 0.0356, dir -0.9747, norm 0.1984, swav 0.0000 LR: 8.743e-02 Score 98.798 Data time: 0.1258, Forward time: 0.7704, Backward time: 1.1860, DDP time: 0.0030, Total iter time: 1.9543 [2020-10-18 21:06:09,422][root][INFO] - ===> Epoch[1664](8320/5): Loss -0.7283, Sem 0.0297, dir -0.9762, norm 0.2182, swav 0.0000 LR: 8.743e-02 Score 99.062 Data time: 0.0751, Forward time: 0.7704, Backward time: 1.1860, DDP time: 0.0030, Total iter time: 2.0537 [2020-10-18 21:06:11,513][root][INFO] - ===> Epoch[1665](8321/5): Loss -0.7415, Sem 0.0323, dir -0.9758, norm 0.2020, swav 0.0000 LR: 8.743e-02 Score 98.933 Data time: 0.0833, Forward time: 0.7704, Backward time: 1.1860, DDP time: 0.0030, Total iter time: 1.9691 [2020-10-18 21:06:14,089][root][INFO] - ===> Epoch[1665](8322/5): Loss -0.7433, Sem 0.0299, dir -0.9771, norm 0.2038, swav 0.0000 LR: 8.743e-02 Score 99.018 Data time: 0.0965, Forward time: 0.7705, Backward time: 1.1860, DDP time: 0.0030, Total iter time: 2.4734 [2020-10-18 21:06:16,937][root][INFO] - ===> Epoch[1665](8323/5): Loss -0.7591, Sem 0.0306, dir -0.9770, norm 0.1873, swav 0.0000 LR: 8.742e-02 Score 98.975 Data time: 0.1240, Forward time: 0.7705, Backward time: 1.1861, DDP time: 0.0030, Total iter time: 2.7287 [2020-10-18 21:06:18,835][root][INFO] - ===> Epoch[1665](8324/5): Loss -0.7460, Sem 0.0294, dir -0.9771, norm 0.2016, swav 0.0000 LR: 8.742e-02 Score 99.007 Data time: 0.0727, Forward time: 0.7705, Backward time: 1.1860, DDP time: 0.0030, Total iter time: 1.8017 [2020-10-18 21:06:20,777][root][INFO] - ===> Epoch[1665](8325/5): Loss -0.7569, Sem 0.0295, dir -0.9778, norm 0.1915, swav 0.0000 LR: 8.742e-02 Score 98.984 Data time: 0.0707, Forward time: 0.7705, Backward time: 1.1860, DDP time: 0.0030, Total iter time: 1.8467 [2020-10-18 21:06:22,783][root][INFO] - ===> Epoch[1666](8326/5): Loss -0.7393, Sem 0.0350, dir -0.9756, norm 0.2014, swav 0.0000 LR: 8.742e-02 Score 98.857 Data time: 0.0800, Forward time: 0.7705, Backward time: 1.1860, DDP time: 0.0030, Total iter time: 1.9254 [2020-10-18 21:06:25,052][root][INFO] - ===> Epoch[1666](8327/5): Loss -0.7461, Sem 0.0300, dir -0.9765, norm 0.2004, swav 0.0000 LR: 8.742e-02 Score 99.013 Data time: 0.0718, Forward time: 0.7705, Backward time: 1.1860, DDP time: 0.0030, Total iter time: 2.1624 [2020-10-18 21:06:27,163][root][INFO] - ===> Epoch[1666](8328/5): Loss -0.7330, Sem 0.0297, dir -0.9773, norm 0.2145, swav 0.0000 LR: 8.742e-02 Score 99.014 Data time: 0.0838, Forward time: 0.7705, Backward time: 1.1860, DDP time: 0.0030, Total iter time: 2.0049 [2020-10-18 21:06:29,595][root][INFO] - ===> Epoch[1666](8329/5): Loss -0.7459, Sem 0.0324, dir -0.9761, norm 0.1978, swav 0.0000 LR: 8.742e-02 Score 98.918 Data time: 0.0708, Forward time: 0.7705, Backward time: 1.1860, DDP time: 0.0030, Total iter time: 2.3234 [2020-10-18 21:06:31,622][root][INFO] - ===> Epoch[1666](8330/5): Loss -0.7129, Sem 0.0311, dir -0.9752, norm 0.2312, swav 0.0000 LR: 8.741e-02 Score 98.977 Data time: 0.0865, Forward time: 0.7705, Backward time: 1.1860, DDP time: 0.0030, Total iter time: 1.9339 [2020-10-18 21:06:33,651][root][INFO] - ===> Epoch[1667](8331/5): Loss -0.7181, Sem 0.0316, dir -0.9761, norm 0.2265, swav 0.0000 LR: 8.741e-02 Score 98.963 Data time: 0.0933, Forward time: 0.7705, Backward time: 1.1859, DDP time: 0.0030, Total iter time: 1.9179 [2020-10-18 21:06:36,106][root][INFO] - ===> Epoch[1667](8332/5): Loss -0.7255, Sem 0.0302, dir -0.9761, norm 0.2204, swav 0.0000 LR: 8.741e-02 Score 98.998 Data time: 0.0520, Forward time: 0.7705, Backward time: 1.1860, DDP time: 0.0030, Total iter time: 2.3491 [2020-10-18 21:06:37,931][root][INFO] - ===> Epoch[1667](8333/5): Loss -0.7552, Sem 0.0314, dir -0.9775, norm 0.1909, swav 0.0000 LR: 8.741e-02 Score 98.952 Data time: 0.0544, Forward time: 0.7705, Backward time: 1.1860, DDP time: 0.0030, Total iter time: 1.7831 [2020-10-18 21:06:40,342][root][INFO] - ===> Epoch[1667](8334/5): Loss -0.7322, Sem 0.0272, dir -0.9774, norm 0.2180, swav 0.0000 LR: 8.741e-02 Score 99.107 Data time: 0.0823, Forward time: 0.7705, Backward time: 1.1860, DDP time: 0.0030, Total iter time: 2.3190 [2020-10-18 21:06:42,614][root][INFO] - ===> Epoch[1667](8335/5): Loss -0.7377, Sem 0.0287, dir -0.9772, norm 0.2109, swav 0.0000 LR: 8.741e-02 Score 99.025 Data time: 0.0690, Forward time: 0.7705, Backward time: 1.1860, DDP time: 0.0030, Total iter time: 2.1606 [2020-10-18 21:06:45,167][root][INFO] - ===> Epoch[1668](8336/5): Loss -0.7314, Sem 0.0332, dir -0.9754, norm 0.2108, swav 0.0000 LR: 8.740e-02 Score 98.929 Data time: 0.0981, Forward time: 0.7705, Backward time: 1.1860, DDP time: 0.0030, Total iter time: 2.4533 [2020-10-18 21:06:47,075][root][INFO] - ===> Epoch[1668](8337/5): Loss -0.7441, Sem 0.0324, dir -0.9758, norm 0.1993, swav 0.0000 LR: 8.740e-02 Score 98.898 Data time: 0.0752, Forward time: 0.7705, Backward time: 1.1860, DDP time: 0.0030, Total iter time: 1.7835 [2020-10-18 21:06:49,158][root][INFO] - ===> Epoch[1668](8338/5): Loss -0.7318, Sem 0.0325, dir -0.9770, norm 0.2127, swav 0.0000 LR: 8.740e-02 Score 98.918 Data time: 0.0869, Forward time: 0.7705, Backward time: 1.1859, DDP time: 0.0030, Total iter time: 1.9883 [2020-10-18 21:06:51,150][root][INFO] - ===> Epoch[1668](8339/5): Loss -0.7510, Sem 0.0300, dir -0.9782, norm 0.1972, swav 0.0000 LR: 8.740e-02 Score 99.009 Data time: 0.0642, Forward time: 0.7705, Backward time: 1.1859, DDP time: 0.0030, Total iter time: 1.8845 [2020-10-18 21:06:53,117][root][INFO] - ===> Epoch[1668](8340/5): Loss -0.6981, Sem 0.0392, dir -0.9727, norm 0.2353, swav 0.0000 LR: 8.740e-02 Score 98.719 Data time: 0.0583, Forward time: 0.7705, Backward time: 1.1859, DDP time: 0.0030, Total iter time: 1.8947 [2020-10-18 21:06:55,086][root][INFO] - ===> Epoch[1669](8341/5): Loss -0.7470, Sem 0.0275, dir -0.9787, norm 0.2043, swav 0.0000 LR: 8.740e-02 Score 99.073 Data time: 0.2960, Forward time: 0.7705, Backward time: 1.1859, DDP time: 0.0030, Total iter time: 1.8990 [2020-10-18 21:06:57,444][root][INFO] - ===> Epoch[1669](8342/5): Loss -0.7331, Sem 0.0309, dir -0.9752, norm 0.2111, swav 0.0000 LR: 8.740e-02 Score 98.983 Data time: 0.0953, Forward time: 0.7705, Backward time: 1.1859, DDP time: 0.0030, Total iter time: 2.2503 [2020-10-18 21:06:59,552][root][INFO] - ===> Epoch[1669](8343/5): Loss -0.7474, Sem 0.0334, dir -0.9766, norm 0.1958, swav 0.0000 LR: 8.739e-02 Score 98.879 Data time: 0.0525, Forward time: 0.7705, Backward time: 1.1859, DDP time: 0.0030, Total iter time: 1.9886 [2020-10-18 21:07:01,985][root][INFO] - ===> Epoch[1669](8344/5): Loss -0.7322, Sem 0.0303, dir -0.9755, norm 0.2130, swav 0.0000 LR: 8.739e-02 Score 99.008 Data time: 0.2766, Forward time: 0.7706, Backward time: 1.1859, DDP time: 0.0030, Total iter time: 2.3606 [2020-10-18 21:07:04,288][root][INFO] - ===> Epoch[1669](8345/5): Loss -0.7509, Sem 0.0321, dir -0.9776, norm 0.1946, swav 0.0000 LR: 8.739e-02 Score 98.920 Data time: 0.0886, Forward time: 0.7706, Backward time: 1.1858, DDP time: 0.0030, Total iter time: 2.1981 [2020-10-18 21:07:06,347][root][INFO] - ===> Epoch[1670](8346/5): Loss -0.7357, Sem 0.0303, dir -0.9756, norm 0.2097, swav 0.0000 LR: 8.739e-02 Score 98.977 Data time: 0.0910, Forward time: 0.7706, Backward time: 1.1858, DDP time: 0.0030, Total iter time: 1.9866 [2020-10-18 21:07:08,313][root][INFO] - ===> Epoch[1670](8347/5): Loss -0.7639, Sem 0.0293, dir -0.9772, norm 0.1840, swav 0.0000 LR: 8.739e-02 Score 99.016 Data time: 0.0523, Forward time: 0.7706, Backward time: 1.1858, DDP time: 0.0030, Total iter time: 1.8749 [2020-10-18 21:07:10,568][root][INFO] - ===> Epoch[1670](8348/5): Loss -0.7377, Sem 0.0314, dir -0.9752, norm 0.2062, swav 0.0000 LR: 8.739e-02 Score 98.956 Data time: 0.0872, Forward time: 0.7706, Backward time: 1.1858, DDP time: 0.0030, Total iter time: 2.1841 [2020-10-18 21:07:12,757][root][INFO] - ===> Epoch[1670](8349/5): Loss -0.7566, Sem 0.0281, dir -0.9790, norm 0.1943, swav 0.0000 LR: 8.738e-02 Score 99.066 Data time: 0.0725, Forward time: 0.7706, Backward time: 1.1858, DDP time: 0.0030, Total iter time: 2.0634 [2020-10-18 21:07:14,825][root][INFO] - ===> Epoch[1670](8350/5): Loss -0.7419, Sem 0.0328, dir -0.9767, norm 0.2019, swav 0.0000 LR: 8.738e-02 Score 98.892 Data time: 0.0676, Forward time: 0.7706, Backward time: 1.1858, DDP time: 0.0030, Total iter time: 1.9941 [2020-10-18 21:07:17,118][root][INFO] - ===> Epoch[1671](8351/5): Loss -0.7579, Sem 0.0304, dir -0.9779, norm 0.1896, swav 0.0000 LR: 8.738e-02 Score 98.977 Data time: 0.0741, Forward time: 0.7706, Backward time: 1.1858, DDP time: 0.0030, Total iter time: 2.1798 [2020-10-18 21:07:19,251][root][INFO] - ===> Epoch[1671](8352/5): Loss -0.7568, Sem 0.0299, dir -0.9782, norm 0.1915, swav 0.0000 LR: 8.738e-02 Score 99.021 Data time: 0.0656, Forward time: 0.7706, Backward time: 1.1858, DDP time: 0.0030, Total iter time: 2.0309 [2020-10-18 21:07:21,349][root][INFO] - ===> Epoch[1671](8353/5): Loss -0.7529, Sem 0.0300, dir -0.9766, norm 0.1937, swav 0.0000 LR: 8.738e-02 Score 98.971 Data time: 0.0817, Forward time: 0.7706, Backward time: 1.1858, DDP time: 0.0030, Total iter time: 2.0091 [2020-10-18 21:07:23,479][root][INFO] - ===> Epoch[1671](8354/5): Loss -0.7245, Sem 0.0332, dir -0.9744, norm 0.2167, swav 0.0000 LR: 8.738e-02 Score 98.882 Data time: 0.0614, Forward time: 0.7706, Backward time: 1.1858, DDP time: 0.0030, Total iter time: 2.0223 [2020-10-18 21:07:26,694][root][INFO] - ===> Epoch[1671](8355/5): Loss -0.7367, Sem 0.0284, dir -0.9772, norm 0.2122, swav 0.0000 LR: 8.738e-02 Score 99.076 Data time: 0.0897, Forward time: 0.7706, Backward time: 1.1859, DDP time: 0.0030, Total iter time: 3.1281 [2020-10-18 21:07:28,842][root][INFO] - ===> Epoch[1672](8356/5): Loss -0.7341, Sem 0.0304, dir -0.9763, norm 0.2119, swav 0.0000 LR: 8.737e-02 Score 99.009 Data time: 0.0787, Forward time: 0.7706, Backward time: 1.1858, DDP time: 0.0030, Total iter time: 2.0337 [2020-10-18 21:07:31,498][root][INFO] - ===> Epoch[1672](8357/5): Loss -0.7467, Sem 0.0299, dir -0.9778, norm 0.2012, swav 0.0000 LR: 8.737e-02 Score 99.007 Data time: 0.0624, Forward time: 0.7706, Backward time: 1.1859, DDP time: 0.0030, Total iter time: 2.5465 [2020-10-18 21:07:33,649][root][INFO] - ===> Epoch[1672](8358/5): Loss -0.7246, Sem 0.0363, dir -0.9730, norm 0.2120, swav 0.0000 LR: 8.737e-02 Score 98.810 Data time: 0.0684, Forward time: 0.7706, Backward time: 1.1859, DDP time: 0.0030, Total iter time: 2.0472 [2020-10-18 21:07:35,676][root][INFO] - ===> Epoch[1672](8359/5): Loss -0.7566, Sem 0.0293, dir -0.9778, norm 0.1919, swav 0.0000 LR: 8.737e-02 Score 99.014 Data time: 0.0883, Forward time: 0.7706, Backward time: 1.1859, DDP time: 0.0030, Total iter time: 1.9344 [2020-10-18 21:07:37,904][root][INFO] - ===> Epoch[1672](8360/5): Loss -0.7454, Sem 0.0334, dir -0.9757, norm 0.1969, swav 0.0000 LR: 8.737e-02 Score 98.900 Data time: 0.0827, Forward time: 0.7706, Backward time: 1.1859, DDP time: 0.0030, Total iter time: 2.1129 [2020-10-18 21:07:40,184][root][INFO] - ===> Epoch[1673](8361/5): Loss -0.7469, Sem 0.0317, dir -0.9776, norm 0.1990, swav 0.0000 LR: 8.737e-02 Score 98.958 Data time: 0.0790, Forward time: 0.7706, Backward time: 1.1859, DDP time: 0.0030, Total iter time: 2.1736 [2020-10-18 21:07:42,181][root][INFO] - ===> Epoch[1673](8362/5): Loss -0.7444, Sem 0.0304, dir -0.9763, norm 0.2014, swav 0.0000 LR: 8.736e-02 Score 98.989 Data time: 0.0904, Forward time: 0.7706, Backward time: 1.1858, DDP time: 0.0030, Total iter time: 1.9004 [2020-10-18 21:07:44,701][root][INFO] - ===> Epoch[1673](8363/5): Loss -0.7540, Sem 0.0286, dir -0.9782, norm 0.1956, swav 0.0000 LR: 8.736e-02 Score 99.041 Data time: 0.0599, Forward time: 0.7706, Backward time: 1.1859, DDP time: 0.0030, Total iter time: 2.4229 [2020-10-18 21:07:46,708][root][INFO] - ===> Epoch[1673](8364/5): Loss -0.7580, Sem 0.0307, dir -0.9775, norm 0.1888, swav 0.0000 LR: 8.736e-02 Score 98.978 Data time: 0.0624, Forward time: 0.7706, Backward time: 1.1859, DDP time: 0.0030, Total iter time: 1.9326 [2020-10-18 21:07:48,501][root][INFO] - ===> Epoch[1673](8365/5): Loss -0.7372, Sem 0.0355, dir -0.9737, norm 0.2009, swav 0.0000 LR: 8.736e-02 Score 98.830 Data time: 0.0720, Forward time: 0.7706, Backward time: 1.1858, DDP time: 0.0030, Total iter time: 1.6885 [2020-10-18 21:07:50,992][root][INFO] - ===> Epoch[1674](8366/5): Loss -0.7385, Sem 0.0271, dir -0.9771, norm 0.2116, swav 0.0000 LR: 8.736e-02 Score 99.104 Data time: 0.1436, Forward time: 0.7706, Backward time: 1.1859, DDP time: 0.0030, Total iter time: 2.3834 [2020-10-18 21:07:53,466][root][INFO] - ===> Epoch[1674](8367/5): Loss -0.7452, Sem 0.0283, dir -0.9772, norm 0.2037, swav 0.0000 LR: 8.736e-02 Score 99.062 Data time: 0.0939, Forward time: 0.7706, Backward time: 1.1858, DDP time: 0.0030, Total iter time: 2.3811 [2020-10-18 21:07:55,383][root][INFO] - ===> Epoch[1674](8368/5): Loss -0.7541, Sem 0.0317, dir -0.9762, norm 0.1904, swav 0.0000 LR: 8.736e-02 Score 98.906 Data time: 0.0360, Forward time: 0.7706, Backward time: 1.1859, DDP time: 0.0030, Total iter time: 1.7975 [2020-10-18 21:07:57,654][root][INFO] - ===> Epoch[1674](8369/5): Loss -0.7606, Sem 0.0270, dir -0.9775, norm 0.1899, swav 0.0000 LR: 8.735e-02 Score 99.080 Data time: 0.0445, Forward time: 0.7706, Backward time: 1.1859, DDP time: 0.0030, Total iter time: 2.1915 [2020-10-18 21:07:59,718][root][INFO] - ===> Epoch[1674](8370/5): Loss -0.7507, Sem 0.0318, dir -0.9763, norm 0.1938, swav 0.0000 LR: 8.735e-02 Score 98.942 Data time: 0.0841, Forward time: 0.7706, Backward time: 1.1859, DDP time: 0.0030, Total iter time: 1.9847 [2020-10-18 21:08:01,693][root][INFO] - ===> Epoch[1675](8371/5): Loss -0.7466, Sem 0.0385, dir -0.9766, norm 0.1915, swav 0.0000 LR: 8.735e-02 Score 98.846 Data time: 0.0742, Forward time: 0.7706, Backward time: 1.1858, DDP time: 0.0030, Total iter time: 1.8453 [2020-10-18 21:08:03,870][root][INFO] - ===> Epoch[1675](8372/5): Loss -0.7344, Sem 0.0333, dir -0.9760, norm 0.2083, swav 0.0000 LR: 8.735e-02 Score 98.900 Data time: 0.0716, Forward time: 0.7706, Backward time: 1.1858, DDP time: 0.0030, Total iter time: 2.0822 [2020-10-18 21:08:06,061][root][INFO] - ===> Epoch[1675](8373/5): Loss -0.7575, Sem 0.0290, dir -0.9779, norm 0.1914, swav 0.0000 LR: 8.735e-02 Score 99.031 Data time: 0.0674, Forward time: 0.7706, Backward time: 1.1858, DDP time: 0.0030, Total iter time: 2.0796 [2020-10-18 21:08:08,169][root][INFO] - ===> Epoch[1675](8374/5): Loss -0.7363, Sem 0.0290, dir -0.9765, norm 0.2112, swav 0.0000 LR: 8.735e-02 Score 99.019 Data time: 0.0894, Forward time: 0.7706, Backward time: 1.1858, DDP time: 0.0030, Total iter time: 2.0030 [2020-10-18 21:08:10,226][root][INFO] - ===> Epoch[1675](8375/5): Loss -0.7520, Sem 0.0322, dir -0.9775, norm 0.1932, swav 0.0000 LR: 8.735e-02 Score 98.900 Data time: 0.0661, Forward time: 0.7706, Backward time: 1.1858, DDP time: 0.0030, Total iter time: 1.9455 [2020-10-18 21:08:11,893][root][INFO] - ===> Epoch[1676](8376/5): Loss -0.7498, Sem 0.0393, dir -0.9745, norm 0.1854, swav 0.0000 LR: 8.734e-02 Score 98.719 Data time: 0.0629, Forward time: 0.7706, Backward time: 1.1858, DDP time: 0.0030, Total iter time: 1.5636 [2020-10-18 21:08:14,202][root][INFO] - ===> Epoch[1676](8377/5): Loss -0.7215, Sem 0.0334, dir -0.9773, norm 0.2225, swav 0.0000 LR: 8.734e-02 Score 98.877 Data time: 0.0748, Forward time: 0.7706, Backward time: 1.1858, DDP time: 0.0030, Total iter time: 2.2242 [2020-10-18 21:08:16,340][root][INFO] - ===> Epoch[1676](8378/5): Loss -0.7273, Sem 0.0354, dir -0.9728, norm 0.2102, swav 0.0000 LR: 8.734e-02 Score 98.837 Data time: 0.0872, Forward time: 0.7706, Backward time: 1.1857, DDP time: 0.0030, Total iter time: 2.0170 [2020-10-18 21:08:17,893][root][INFO] - ===> Epoch[1676](8379/5): Loss -0.7655, Sem 0.0277, dir -0.9788, norm 0.1857, swav 0.0000 LR: 8.734e-02 Score 99.085 Data time: 0.0632, Forward time: 0.7706, Backward time: 1.1857, DDP time: 0.0030, Total iter time: 1.4416 [2020-10-18 21:08:20,327][root][INFO] - ===> Epoch[1676](8380/5): Loss -0.7214, Sem 0.0417, dir -0.9767, norm 0.2136, swav 0.0000 LR: 8.734e-02 Score 98.767 Data time: 0.0788, Forward time: 0.7706, Backward time: 1.1857, DDP time: 0.0030, Total iter time: 2.3469 [2020-10-18 21:08:22,565][root][INFO] - ===> Epoch[1677](8381/5): Loss -0.7148, Sem 0.0364, dir -0.9738, norm 0.2227, swav 0.0000 LR: 8.734e-02 Score 98.795 Data time: 0.0977, Forward time: 0.7706, Backward time: 1.1857, DDP time: 0.0030, Total iter time: 2.1236 [2020-10-18 21:08:24,667][root][INFO] - ===> Epoch[1677](8382/5): Loss -0.7531, Sem 0.0287, dir -0.9778, norm 0.1960, swav 0.0000 LR: 8.733e-02 Score 99.032 Data time: 0.0799, Forward time: 0.7706, Backward time: 1.1857, DDP time: 0.0030, Total iter time: 1.9748 [2020-10-18 21:08:26,932][root][INFO] - ===> Epoch[1677](8383/5): Loss -0.7539, Sem 0.0298, dir -0.9771, norm 0.1934, swav 0.0000 LR: 8.733e-02 Score 98.996 Data time: 0.0809, Forward time: 0.7706, Backward time: 1.1857, DDP time: 0.0030, Total iter time: 2.1645 [2020-10-18 21:08:29,279][root][INFO] - ===> Epoch[1677](8384/5): Loss -0.7498, Sem 0.0293, dir -0.9790, norm 0.1999, swav 0.0000 LR: 8.733e-02 Score 99.029 Data time: 0.0674, Forward time: 0.7706, Backward time: 1.1857, DDP time: 0.0030, Total iter time: 2.2487 [2020-10-18 21:08:31,499][root][INFO] - ===> Epoch[1677](8385/5): Loss -0.7030, Sem 0.0357, dir -0.9725, norm 0.2339, swav 0.0000 LR: 8.733e-02 Score 98.847 Data time: 0.0770, Forward time: 0.7706, Backward time: 1.1857, DDP time: 0.0030, Total iter time: 2.1227 [2020-10-18 21:08:34,294][root][INFO] - ===> Epoch[1678](8386/5): Loss -0.7321, Sem 0.0306, dir -0.9772, norm 0.2144, swav 0.0000 LR: 8.733e-02 Score 99.017 Data time: 0.0745, Forward time: 0.7706, Backward time: 1.1857, DDP time: 0.0030, Total iter time: 2.6981 [2020-10-18 21:08:36,833][root][INFO] - ===> Epoch[1678](8387/5): Loss -0.7437, Sem 0.0342, dir -0.9751, norm 0.1972, swav 0.0000 LR: 8.733e-02 Score 98.838 Data time: 0.0739, Forward time: 0.7706, Backward time: 1.1858, DDP time: 0.0030, Total iter time: 2.4323 [2020-10-18 21:08:38,773][root][INFO] - ===> Epoch[1678](8388/5): Loss -0.7513, Sem 0.0288, dir -0.9771, norm 0.1969, swav 0.0000 LR: 8.733e-02 Score 99.016 Data time: 0.0716, Forward time: 0.7706, Backward time: 1.1858, DDP time: 0.0030, Total iter time: 1.8347 [2020-10-18 21:08:40,757][root][INFO] - ===> Epoch[1678](8389/5): Loss -0.7350, Sem 0.0338, dir -0.9770, norm 0.2082, swav 0.0000 LR: 8.732e-02 Score 98.934 Data time: 0.0830, Forward time: 0.7706, Backward time: 1.1857, DDP time: 0.0030, Total iter time: 1.9025 [2020-10-18 21:08:42,594][root][INFO] - ===> Epoch[1678](8390/5): Loss -0.7368, Sem 0.0339, dir -0.9751, norm 0.2044, swav 0.0000 LR: 8.732e-02 Score 98.867 Data time: 0.0704, Forward time: 0.7706, Backward time: 1.1857, DDP time: 0.0030, Total iter time: 1.7278 [2020-10-18 21:08:44,664][root][INFO] - ===> Epoch[1679](8391/5): Loss -0.7408, Sem 0.0314, dir -0.9754, norm 0.2032, swav 0.0000 LR: 8.732e-02 Score 98.959 Data time: 0.0564, Forward time: 0.7706, Backward time: 1.1857, DDP time: 0.0030, Total iter time: 1.9788 [2020-10-18 21:08:46,905][root][INFO] - ===> Epoch[1679](8392/5): Loss -0.7272, Sem 0.0349, dir -0.9754, norm 0.2133, swav 0.0000 LR: 8.732e-02 Score 98.866 Data time: 0.0579, Forward time: 0.7706, Backward time: 1.1857, DDP time: 0.0030, Total iter time: 2.1820 [2020-10-18 21:08:48,909][root][INFO] - ===> Epoch[1679](8393/5): Loss -0.7429, Sem 0.0316, dir -0.9768, norm 0.2023, swav 0.0000 LR: 8.732e-02 Score 98.956 Data time: 0.0805, Forward time: 0.7706, Backward time: 1.1857, DDP time: 0.0030, Total iter time: 1.9109 [2020-10-18 21:08:50,993][root][INFO] - ===> Epoch[1679](8394/5): Loss -0.7679, Sem 0.0307, dir -0.9784, norm 0.1798, swav 0.0000 LR: 8.732e-02 Score 98.971 Data time: 0.1162, Forward time: 0.7706, Backward time: 1.1857, DDP time: 0.0030, Total iter time: 1.9692 [2020-10-18 21:08:53,136][root][INFO] - ===> Epoch[1679](8395/5): Loss -0.7184, Sem 0.0359, dir -0.9772, norm 0.2228, swav 0.0000 LR: 8.731e-02 Score 98.893 Data time: 0.0728, Forward time: 0.7706, Backward time: 1.1856, DDP time: 0.0030, Total iter time: 2.0255 [2020-10-18 21:08:55,352][root][INFO] - ===> Epoch[1680](8396/5): Loss -0.7713, Sem 0.0295, dir -0.9795, norm 0.1787, swav 0.0000 LR: 8.731e-02 Score 99.028 Data time: 0.1162, Forward time: 0.7706, Backward time: 1.1856, DDP time: 0.0030, Total iter time: 2.0922 [2020-10-18 21:08:57,646][root][INFO] - ===> Epoch[1680](8397/5): Loss -0.7263, Sem 0.0378, dir -0.9764, norm 0.2122, swav 0.0000 LR: 8.731e-02 Score 98.857 Data time: 0.0887, Forward time: 0.7707, Backward time: 1.1856, DDP time: 0.0030, Total iter time: 2.1890 [2020-10-18 21:08:59,786][root][INFO] - ===> Epoch[1680](8398/5): Loss -0.7294, Sem 0.0372, dir -0.9765, norm 0.2099, swav 0.0000 LR: 8.731e-02 Score 98.872 Data time: 0.0678, Forward time: 0.7707, Backward time: 1.1856, DDP time: 0.0030, Total iter time: 2.0256 [2020-10-18 21:09:02,202][root][INFO] - ===> Epoch[1680](8399/5): Loss -0.7233, Sem 0.0332, dir -0.9762, norm 0.2197, swav 0.0000 LR: 8.731e-02 Score 98.912 Data time: 0.1648, Forward time: 0.7707, Backward time: 1.1856, DDP time: 0.0030, Total iter time: 2.3248 [2020-10-18 21:09:04,190][root][INFO] - ===> Epoch[1680](8400/5): Loss -0.7405, Sem 0.0373, dir -0.9752, norm 0.1973, swav 0.0000 LR: 8.731e-02 Score 98.778 Data time: 0.0779, Forward time: 0.7707, Backward time: 1.1855, DDP time: 0.0030, Total iter time: 1.8563 [2020-10-18 21:09:05,319][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 21:09:05,492][root][INFO] - ===> Start testing [2020-10-18 21:09:43,465][root][INFO] - 68/68: Data time: 0.0022, Iter time: 0.1165 Loss 0.202 (AVG: 0.526) Score 95.187 (AVG: 90.137) mIOU 67.727 mAP 83.483 mAcc 74.348 IOU: 62.039 0.040 76.548 73.571 93.929 92.185 22.174 78.109 98.252 59.005 81.068 85.305 58.223 mAP: 82.268 15.841 96.444 88.048 98.836 98.449 49.970 96.222 99.808 80.171 93.697 93.755 91.768 mAcc: 80.600 0.365 90.787 81.423 95.860 95.610 23.012 92.590 99.220 62.707 86.924 95.910 61.515 [2020-10-18 21:09:43,466][root][INFO] - Finished test. Elapsed time: 37.9716 [2020-10-18 21:09:46,466][root][INFO] - [2020-10-18 21:09:46,466][root][INFO] - ################################################################ [2020-10-18 21:09:46,466][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 21:09:46,466][root][INFO] - ################################################################ [2020-10-18 21:09:46,466][root][INFO] - clutter : nan nan nan [2020-10-18 21:09:46,466][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 21:09:46,466][root][INFO] - board : 0.790 0.850 0.900 [2020-10-18 21:09:46,466][root][INFO] - bookcase : 0.211 0.325 0.463 [2020-10-18 21:09:46,467][root][INFO] - ceiling : 0.660 0.692 0.747 [2020-10-18 21:09:46,467][root][INFO] - chair : 0.810 0.888 0.908 [2020-10-18 21:09:46,467][root][INFO] - column : 0.127 0.180 0.272 [2020-10-18 21:09:46,467][root][INFO] - door : 0.614 0.768 0.914 [2020-10-18 21:09:46,467][root][INFO] - floor : 0.733 0.806 0.856 [2020-10-18 21:09:46,467][root][INFO] - sofa : 0.314 0.438 0.624 [2020-10-18 21:09:46,467][root][INFO] - table : 0.137 0.321 0.623 [2020-10-18 21:09:46,467][root][INFO] - wall : 0.484 0.717 0.800 [2020-10-18 21:09:46,467][root][INFO] - window : 0.541 0.740 0.780 [2020-10-18 21:09:46,467][root][INFO] - ---------------------------------------------------------------- [2020-10-18 21:09:46,467][root][INFO] - average : 0.452 0.560 0.657 [2020-10-18 21:09:46,467][root][INFO] - [2020-10-18 21:09:46,631][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 21:09:46,632][root][INFO] - Current best mIoU: 69.394 at iter 7000 [2020-10-18 21:09:48,032][root][INFO] - ===> Epoch[1681](8401/5): Loss -0.7626, Sem 0.0306, dir -0.9784, norm 0.1852, swav 0.0000 LR: 8.731e-02 Score 98.983 Data time: 0.0510, Forward time: 0.7707, Backward time: 1.1855, DDP time: 0.0030, Total iter time: 1.3951 [2020-10-18 21:09:49,918][root][INFO] - ===> Epoch[1681](8402/5): Loss -0.7526, Sem 0.0333, dir -0.9775, norm 0.1916, swav 0.0000 LR: 8.730e-02 Score 98.902 Data time: 0.0636, Forward time: 0.7707, Backward time: 1.1855, DDP time: 0.0030, Total iter time: 1.8048 [2020-10-18 21:09:52,230][root][INFO] - ===> Epoch[1681](8403/5): Loss -0.7152, Sem 0.0334, dir -0.9772, norm 0.2287, swav 0.0000 LR: 8.730e-02 Score 98.952 Data time: 0.0581, Forward time: 0.7707, Backward time: 1.1855, DDP time: 0.0030, Total iter time: 2.2148 [2020-10-18 21:09:54,249][root][INFO] - ===> Epoch[1681](8404/5): Loss -0.7443, Sem 0.0330, dir -0.9765, norm 0.1991, swav 0.0000 LR: 8.730e-02 Score 98.882 Data time: 0.0697, Forward time: 0.7707, Backward time: 1.1855, DDP time: 0.0030, Total iter time: 1.9186 [2020-10-18 21:09:56,339][root][INFO] - ===> Epoch[1681](8405/5): Loss -0.7591, Sem 0.0297, dir -0.9793, norm 0.1906, swav 0.0000 LR: 8.730e-02 Score 99.001 Data time: 0.0638, Forward time: 0.7706, Backward time: 1.1855, DDP time: 0.0030, Total iter time: 1.9857 [2020-10-18 21:09:58,431][root][INFO] - ===> Epoch[1682](8406/5): Loss -0.7326, Sem 0.0346, dir -0.9741, norm 0.2068, swav 0.0000 LR: 8.730e-02 Score 98.837 Data time: 0.0906, Forward time: 0.7707, Backward time: 1.1854, DDP time: 0.0030, Total iter time: 1.9916 [2020-10-18 21:10:00,800][root][INFO] - ===> Epoch[1682](8407/5): Loss -0.7130, Sem 0.0345, dir -0.9754, norm 0.2280, swav 0.0000 LR: 8.730e-02 Score 98.857 Data time: 0.0654, Forward time: 0.7707, Backward time: 1.1855, DDP time: 0.0030, Total iter time: 2.2504 [2020-10-18 21:10:03,008][root][INFO] - ===> Epoch[1682](8408/5): Loss -0.7394, Sem 0.0316, dir -0.9780, norm 0.2070, swav 0.0000 LR: 8.729e-02 Score 98.944 Data time: 0.0716, Forward time: 0.7707, Backward time: 1.1855, DDP time: 0.0030, Total iter time: 2.0977 [2020-10-18 21:10:05,481][root][INFO] - ===> Epoch[1682](8409/5): Loss -0.7197, Sem 0.0291, dir -0.9760, norm 0.2271, swav 0.0000 LR: 8.729e-02 Score 99.033 Data time: 0.0628, Forward time: 0.7706, Backward time: 1.1855, DDP time: 0.0030, Total iter time: 2.3717 [2020-10-18 21:10:07,534][root][INFO] - ===> Epoch[1682](8410/5): Loss -0.7256, Sem 0.0340, dir -0.9750, norm 0.2154, swav 0.0000 LR: 8.729e-02 Score 98.888 Data time: 0.0557, Forward time: 0.7706, Backward time: 1.1855, DDP time: 0.0030, Total iter time: 1.9347 [2020-10-18 21:10:09,260][root][INFO] - ===> Epoch[1683](8411/5): Loss -0.7430, Sem 0.0324, dir -0.9745, norm 0.1992, swav 0.0000 LR: 8.729e-02 Score 98.926 Data time: 0.0615, Forward time: 0.7706, Backward time: 1.1855, DDP time: 0.0030, Total iter time: 1.6471 [2020-10-18 21:10:11,651][root][INFO] - ===> Epoch[1683](8412/5): Loss -0.7457, Sem 0.0313, dir -0.9781, norm 0.2011, swav 0.0000 LR: 8.729e-02 Score 98.958 Data time: 0.1109, Forward time: 0.7706, Backward time: 1.1855, DDP time: 0.0030, Total iter time: 2.2773 [2020-10-18 21:10:13,455][root][INFO] - ===> Epoch[1683](8413/5): Loss -0.7012, Sem 0.0358, dir -0.9756, norm 0.2386, swav 0.0000 LR: 8.729e-02 Score 98.815 Data time: 0.0795, Forward time: 0.7706, Backward time: 1.1854, DDP time: 0.0030, Total iter time: 1.6684 [2020-10-18 21:10:15,779][root][INFO] - ===> Epoch[1683](8414/5): Loss -0.7342, Sem 0.0313, dir -0.9742, norm 0.2087, swav 0.0000 LR: 8.729e-02 Score 98.986 Data time: 0.0748, Forward time: 0.7706, Backward time: 1.1854, DDP time: 0.0030, Total iter time: 2.2229 [2020-10-18 21:10:17,810][root][INFO] - ===> Epoch[1683](8415/5): Loss -0.7439, Sem 0.0304, dir -0.9770, norm 0.2026, swav 0.0000 LR: 8.728e-02 Score 98.966 Data time: 0.0759, Forward time: 0.7706, Backward time: 1.1854, DDP time: 0.0030, Total iter time: 1.9040 [2020-10-18 21:10:20,311][root][INFO] - ===> Epoch[1684](8416/5): Loss -0.7433, Sem 0.0302, dir -0.9771, norm 0.2037, swav 0.0000 LR: 8.728e-02 Score 98.970 Data time: 0.1819, Forward time: 0.7706, Backward time: 1.1854, DDP time: 0.0030, Total iter time: 2.3957 [2020-10-18 21:10:22,808][root][INFO] - ===> Epoch[1684](8417/5): Loss -0.7239, Sem 0.0286, dir -0.9761, norm 0.2236, swav 0.0000 LR: 8.728e-02 Score 99.053 Data time: 0.1019, Forward time: 0.7707, Backward time: 1.1854, DDP time: 0.0030, Total iter time: 2.3670 [2020-10-18 21:10:24,756][root][INFO] - ===> Epoch[1684](8418/5): Loss -0.7152, Sem 0.0297, dir -0.9763, norm 0.2314, swav 0.0000 LR: 8.728e-02 Score 99.006 Data time: 0.0500, Forward time: 0.7707, Backward time: 1.1854, DDP time: 0.0030, Total iter time: 1.8286 [2020-10-18 21:10:26,689][root][INFO] - ===> Epoch[1684](8419/5): Loss -0.7217, Sem 0.0353, dir -0.9760, norm 0.2190, swav 0.0000 LR: 8.728e-02 Score 98.833 Data time: 0.0586, Forward time: 0.7706, Backward time: 1.1854, DDP time: 0.0030, Total iter time: 1.8643 [2020-10-18 21:10:28,533][root][INFO] - ===> Epoch[1684](8420/5): Loss -0.7010, Sem 0.0305, dir -0.9765, norm 0.2450, swav 0.0000 LR: 8.728e-02 Score 98.989 Data time: 0.0655, Forward time: 0.7706, Backward time: 1.1854, DDP time: 0.0030, Total iter time: 1.8032 [2020-10-18 21:10:30,487][root][INFO] - ===> Epoch[1685](8421/5): Loss -0.7248, Sem 0.0325, dir -0.9749, norm 0.2176, swav 0.0000 LR: 8.728e-02 Score 98.911 Data time: 0.0935, Forward time: 0.7706, Backward time: 1.1853, DDP time: 0.0030, Total iter time: 1.8737 [2020-10-18 21:10:33,058][root][INFO] - ===> Epoch[1685](8422/5): Loss -0.7360, Sem 0.0324, dir -0.9758, norm 0.2074, swav 0.0000 LR: 8.727e-02 Score 98.908 Data time: 0.3473, Forward time: 0.7706, Backward time: 1.1853, DDP time: 0.0030, Total iter time: 2.4673 [2020-10-18 21:10:35,573][root][INFO] - ===> Epoch[1685](8423/5): Loss -0.7253, Sem 0.0351, dir -0.9755, norm 0.2151, swav 0.0000 LR: 8.727e-02 Score 98.920 Data time: 0.0931, Forward time: 0.7707, Backward time: 1.1853, DDP time: 0.0030, Total iter time: 2.4416 [2020-10-18 21:10:38,051][root][INFO] - ===> Epoch[1685](8424/5): Loss -0.7436, Sem 0.0298, dir -0.9767, norm 0.2033, swav 0.0000 LR: 8.727e-02 Score 98.990 Data time: 0.0941, Forward time: 0.7707, Backward time: 1.1853, DDP time: 0.0030, Total iter time: 2.3577 [2020-10-18 21:10:40,552][root][INFO] - ===> Epoch[1685](8425/5): Loss -0.7496, Sem 0.0289, dir -0.9770, norm 0.1985, swav 0.0000 LR: 8.727e-02 Score 99.019 Data time: 0.1495, Forward time: 0.7707, Backward time: 1.1853, DDP time: 0.0030, Total iter time: 2.4035 [2020-10-18 21:10:42,614][root][INFO] - ===> Epoch[1686](8426/5): Loss -0.7505, Sem 0.0278, dir -0.9798, norm 0.2015, swav 0.0000 LR: 8.727e-02 Score 99.063 Data time: 0.0478, Forward time: 0.7707, Backward time: 1.1853, DDP time: 0.0030, Total iter time: 1.9634 [2020-10-18 21:10:44,673][root][INFO] - ===> Epoch[1686](8427/5): Loss -0.7253, Sem 0.0342, dir -0.9766, norm 0.2171, swav 0.0000 LR: 8.727e-02 Score 98.940 Data time: 0.0869, Forward time: 0.7707, Backward time: 1.1853, DDP time: 0.0030, Total iter time: 1.9568 [2020-10-18 21:10:46,721][root][INFO] - ===> Epoch[1686](8428/5): Loss -0.7238, Sem 0.0302, dir -0.9756, norm 0.2216, swav 0.0000 LR: 8.726e-02 Score 98.975 Data time: 0.0499, Forward time: 0.7707, Backward time: 1.1853, DDP time: 0.0030, Total iter time: 1.9384 [2020-10-18 21:10:48,743][root][INFO] - ===> Epoch[1686](8429/5): Loss -0.7220, Sem 0.0317, dir -0.9744, norm 0.2207, swav 0.0000 LR: 8.726e-02 Score 98.952 Data time: 0.0939, Forward time: 0.7707, Backward time: 1.1853, DDP time: 0.0030, Total iter time: 1.9436 [2020-10-18 21:10:51,374][root][INFO] - ===> Epoch[1686](8430/5): Loss -0.6850, Sem 0.0317, dir -0.9743, norm 0.2576, swav 0.0000 LR: 8.726e-02 Score 98.948 Data time: 0.0933, Forward time: 0.7707, Backward time: 1.1853, DDP time: 0.0030, Total iter time: 2.5435 [2020-10-18 21:10:53,605][root][INFO] - ===> Epoch[1687](8431/5): Loss -0.7383, Sem 0.0335, dir -0.9768, norm 0.2050, swav 0.0000 LR: 8.726e-02 Score 98.878 Data time: 0.0661, Forward time: 0.7707, Backward time: 1.1853, DDP time: 0.0030, Total iter time: 2.0883 [2020-10-18 21:10:55,576][root][INFO] - ===> Epoch[1687](8432/5): Loss -0.7141, Sem 0.0339, dir -0.9763, norm 0.2283, swav 0.0000 LR: 8.726e-02 Score 98.880 Data time: 0.0739, Forward time: 0.7707, Backward time: 1.1853, DDP time: 0.0030, Total iter time: 1.8989 [2020-10-18 21:10:57,476][root][INFO] - ===> Epoch[1687](8433/5): Loss -0.6981, Sem 0.0360, dir -0.9718, norm 0.2378, swav 0.0000 LR: 8.726e-02 Score 98.835 Data time: 0.0549, Forward time: 0.7707, Backward time: 1.1853, DDP time: 0.0030, Total iter time: 1.8029 [2020-10-18 21:10:59,710][root][INFO] - ===> Epoch[1687](8434/5): Loss -0.7282, Sem 0.0327, dir -0.9760, norm 0.2151, swav 0.0000 LR: 8.726e-02 Score 98.884 Data time: 0.0598, Forward time: 0.7707, Backward time: 1.1853, DDP time: 0.0030, Total iter time: 2.1415 [2020-10-18 21:11:01,603][root][INFO] - ===> Epoch[1687](8435/5): Loss -0.7352, Sem 0.0316, dir -0.9775, norm 0.2107, swav 0.0000 LR: 8.725e-02 Score 98.942 Data time: 0.0764, Forward time: 0.7707, Backward time: 1.1853, DDP time: 0.0030, Total iter time: 1.8039 [2020-10-18 21:11:04,237][root][INFO] - ===> Epoch[1688](8436/5): Loss -0.7188, Sem 0.0286, dir -0.9782, norm 0.2307, swav 0.0000 LR: 8.725e-02 Score 99.093 Data time: 0.0872, Forward time: 0.7707, Backward time: 1.1853, DDP time: 0.0030, Total iter time: 2.5233 [2020-10-18 21:11:06,183][root][INFO] - ===> Epoch[1688](8437/5): Loss -0.7390, Sem 0.0341, dir -0.9750, norm 0.2020, swav 0.0000 LR: 8.725e-02 Score 98.859 Data time: 0.0833, Forward time: 0.7707, Backward time: 1.1853, DDP time: 0.0030, Total iter time: 1.8381 [2020-10-18 21:11:08,374][root][INFO] - ===> Epoch[1688](8438/5): Loss -0.7212, Sem 0.0347, dir -0.9752, norm 0.2193, swav 0.0000 LR: 8.725e-02 Score 98.850 Data time: 0.2529, Forward time: 0.7707, Backward time: 1.1852, DDP time: 0.0030, Total iter time: 2.1031 [2020-10-18 21:11:10,567][root][INFO] - ===> Epoch[1688](8439/5): Loss -0.7346, Sem 0.0336, dir -0.9755, norm 0.2073, swav 0.0000 LR: 8.725e-02 Score 98.889 Data time: 0.0780, Forward time: 0.7707, Backward time: 1.1852, DDP time: 0.0030, Total iter time: 2.0912 [2020-10-18 21:11:12,927][root][INFO] - ===> Epoch[1688](8440/5): Loss -0.7359, Sem 0.0330, dir -0.9756, norm 0.2066, swav 0.0000 LR: 8.725e-02 Score 98.929 Data time: 0.1305, Forward time: 0.7708, Backward time: 1.1852, DDP time: 0.0030, Total iter time: 2.2400 [2020-10-18 21:11:14,947][root][INFO] - ===> Epoch[1689](8441/5): Loss -0.7335, Sem 0.0341, dir -0.9770, norm 0.2094, swav 0.0000 LR: 8.724e-02 Score 98.933 Data time: 0.0802, Forward time: 0.7708, Backward time: 1.1852, DDP time: 0.0030, Total iter time: 1.9224 [2020-10-18 21:11:17,157][root][INFO] - ===> Epoch[1689](8442/5): Loss -0.7602, Sem 0.0284, dir -0.9792, norm 0.1906, swav 0.0000 LR: 8.724e-02 Score 99.047 Data time: 0.0741, Forward time: 0.7708, Backward time: 1.1852, DDP time: 0.0030, Total iter time: 2.1280 [2020-10-18 21:11:19,193][root][INFO] - ===> Epoch[1689](8443/5): Loss -0.7565, Sem 0.0282, dir -0.9790, norm 0.1943, swav 0.0000 LR: 8.724e-02 Score 99.051 Data time: 0.0676, Forward time: 0.7708, Backward time: 1.1852, DDP time: 0.0030, Total iter time: 1.9516 [2020-10-18 21:11:21,602][root][INFO] - ===> Epoch[1689](8444/5): Loss -0.7400, Sem 0.0300, dir -0.9754, norm 0.2054, swav 0.0000 LR: 8.724e-02 Score 98.994 Data time: 0.0968, Forward time: 0.7708, Backward time: 1.1852, DDP time: 0.0030, Total iter time: 2.3080 [2020-10-18 21:11:23,800][root][INFO] - ===> Epoch[1689](8445/5): Loss -0.7193, Sem 0.0349, dir -0.9751, norm 0.2208, swav 0.0000 LR: 8.724e-02 Score 98.883 Data time: 0.0535, Forward time: 0.7708, Backward time: 1.1852, DDP time: 0.0030, Total iter time: 2.0785 [2020-10-18 21:11:25,882][root][INFO] - ===> Epoch[1690](8446/5): Loss -0.7282, Sem 0.0351, dir -0.9734, norm 0.2101, swav 0.0000 LR: 8.724e-02 Score 98.824 Data time: 0.0762, Forward time: 0.7708, Backward time: 1.1852, DDP time: 0.0030, Total iter time: 2.0224 [2020-10-18 21:11:27,893][root][INFO] - ===> Epoch[1690](8447/5): Loss -0.7383, Sem 0.0320, dir -0.9758, norm 0.2056, swav 0.0000 LR: 8.724e-02 Score 98.940 Data time: 0.0705, Forward time: 0.7708, Backward time: 1.1851, DDP time: 0.0030, Total iter time: 1.9132 [2020-10-18 21:11:29,734][root][INFO] - ===> Epoch[1690](8448/5): Loss -0.7284, Sem 0.0317, dir -0.9743, norm 0.2142, swav 0.0000 LR: 8.723e-02 Score 98.953 Data time: 0.0715, Forward time: 0.7708, Backward time: 1.1851, DDP time: 0.0030, Total iter time: 1.7468 [2020-10-18 21:11:31,907][root][INFO] - ===> Epoch[1690](8449/5): Loss -0.7255, Sem 0.0295, dir -0.9753, norm 0.2203, swav 0.0000 LR: 8.723e-02 Score 99.033 Data time: 0.0696, Forward time: 0.7708, Backward time: 1.1851, DDP time: 0.0030, Total iter time: 2.0927 [2020-10-18 21:11:34,217][root][INFO] - ===> Epoch[1690](8450/5): Loss -0.7117, Sem 0.0361, dir -0.9741, norm 0.2263, swav 0.0000 LR: 8.723e-02 Score 98.806 Data time: 0.0713, Forward time: 0.7708, Backward time: 1.1851, DDP time: 0.0030, Total iter time: 2.2129 [2020-10-18 21:11:36,647][root][INFO] - ===> Epoch[1691](8451/5): Loss -0.7488, Sem 0.0299, dir -0.9774, norm 0.1987, swav 0.0000 LR: 8.723e-02 Score 98.983 Data time: 0.0682, Forward time: 0.7708, Backward time: 1.1851, DDP time: 0.0030, Total iter time: 2.3234 [2020-10-18 21:11:39,641][root][INFO] - ===> Epoch[1691](8452/5): Loss -0.7381, Sem 0.0293, dir -0.9767, norm 0.2092, swav 0.0000 LR: 8.723e-02 Score 99.046 Data time: 0.1256, Forward time: 0.7709, Backward time: 1.1852, DDP time: 0.0030, Total iter time: 2.8838 [2020-10-18 21:11:41,762][root][INFO] - ===> Epoch[1691](8453/5): Loss -0.7379, Sem 0.0342, dir -0.9755, norm 0.2034, swav 0.0000 LR: 8.723e-02 Score 98.873 Data time: 0.0774, Forward time: 0.7709, Backward time: 1.1851, DDP time: 0.0030, Total iter time: 1.9671 [2020-10-18 21:11:44,267][root][INFO] - ===> Epoch[1691](8454/5): Loss -0.7281, Sem 0.0286, dir -0.9750, norm 0.2182, swav 0.0000 LR: 8.722e-02 Score 99.047 Data time: 0.1003, Forward time: 0.7709, Backward time: 1.1851, DDP time: 0.0030, Total iter time: 2.4114 [2020-10-18 21:11:46,267][root][INFO] - ===> Epoch[1691](8455/5): Loss -0.7330, Sem 0.0342, dir -0.9739, norm 0.2067, swav 0.0000 LR: 8.722e-02 Score 98.848 Data time: 0.0784, Forward time: 0.7709, Backward time: 1.1851, DDP time: 0.0030, Total iter time: 1.8731 [2020-10-18 21:11:48,325][root][INFO] - ===> Epoch[1692](8456/5): Loss -0.7458, Sem 0.0358, dir -0.9768, norm 0.1953, swav 0.0000 LR: 8.722e-02 Score 98.812 Data time: 0.0589, Forward time: 0.7709, Backward time: 1.1851, DDP time: 0.0030, Total iter time: 1.9754 [2020-10-18 21:11:50,617][root][INFO] - ===> Epoch[1692](8457/5): Loss -0.7429, Sem 0.0294, dir -0.9766, norm 0.2042, swav 0.0000 LR: 8.722e-02 Score 99.013 Data time: 0.0670, Forward time: 0.7709, Backward time: 1.1851, DDP time: 0.0030, Total iter time: 2.2392 [2020-10-18 21:11:52,973][root][INFO] - ===> Epoch[1692](8458/5): Loss -0.7094, Sem 0.0310, dir -0.9738, norm 0.2334, swav 0.0000 LR: 8.722e-02 Score 98.961 Data time: 0.0676, Forward time: 0.7709, Backward time: 1.1851, DDP time: 0.0030, Total iter time: 2.2570 [2020-10-18 21:11:55,577][root][INFO] - ===> Epoch[1692](8459/5): Loss -0.7478, Sem 0.0277, dir -0.9777, norm 0.2023, swav 0.0000 LR: 8.722e-02 Score 99.114 Data time: 0.1034, Forward time: 0.7709, Backward time: 1.1852, DDP time: 0.0030, Total iter time: 2.4985 [2020-10-18 21:11:57,771][root][INFO] - ===> Epoch[1692](8460/5): Loss -0.7460, Sem 0.0306, dir -0.9782, norm 0.2016, swav 0.0000 LR: 8.722e-02 Score 99.004 Data time: 0.0875, Forward time: 0.7709, Backward time: 1.1852, DDP time: 0.0030, Total iter time: 2.0773 [2020-10-18 21:11:59,830][root][INFO] - ===> Epoch[1693](8461/5): Loss -0.7444, Sem 0.0311, dir -0.9755, norm 0.2000, swav 0.0000 LR: 8.721e-02 Score 98.927 Data time: 0.0716, Forward time: 0.7709, Backward time: 1.1851, DDP time: 0.0030, Total iter time: 1.9417 [2020-10-18 21:12:02,272][root][INFO] - ===> Epoch[1693](8462/5): Loss -0.7174, Sem 0.0300, dir -0.9762, norm 0.2288, swav 0.0000 LR: 8.721e-02 Score 99.018 Data time: 0.1044, Forward time: 0.7709, Backward time: 1.1852, DDP time: 0.0030, Total iter time: 2.3410 [2020-10-18 21:12:04,517][root][INFO] - ===> Epoch[1693](8463/5): Loss -0.7527, Sem 0.0318, dir -0.9779, norm 0.1934, swav 0.0000 LR: 8.721e-02 Score 99.000 Data time: 0.0991, Forward time: 0.7709, Backward time: 1.1851, DDP time: 0.0030, Total iter time: 2.1408 [2020-10-18 21:12:06,657][root][INFO] - ===> Epoch[1693](8464/5): Loss -0.7175, Sem 0.0318, dir -0.9747, norm 0.2254, swav 0.0000 LR: 8.721e-02 Score 98.942 Data time: 0.0928, Forward time: 0.7710, Backward time: 1.1851, DDP time: 0.0030, Total iter time: 2.0307 [2020-10-18 21:12:08,896][root][INFO] - ===> Epoch[1693](8465/5): Loss -0.7522, Sem 0.0311, dir -0.9759, norm 0.1926, swav 0.0000 LR: 8.721e-02 Score 98.943 Data time: 0.0960, Forward time: 0.7710, Backward time: 1.1851, DDP time: 0.0030, Total iter time: 2.1248 [2020-10-18 21:12:10,667][root][INFO] - ===> Epoch[1694](8466/5): Loss -0.7322, Sem 0.0297, dir -0.9747, norm 0.2129, swav 0.0000 LR: 8.721e-02 Score 98.999 Data time: 0.0659, Forward time: 0.7710, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 1.6795 [2020-10-18 21:12:13,207][root][INFO] - ===> Epoch[1694](8467/5): Loss -0.7054, Sem 0.0316, dir -0.9755, norm 0.2384, swav 0.0000 LR: 8.721e-02 Score 98.988 Data time: 0.0796, Forward time: 0.7710, Backward time: 1.1851, DDP time: 0.0030, Total iter time: 2.4554 [2020-10-18 21:12:15,328][root][INFO] - ===> Epoch[1694](8468/5): Loss -0.7323, Sem 0.0285, dir -0.9766, norm 0.2159, swav 0.0000 LR: 8.720e-02 Score 99.063 Data time: 0.1040, Forward time: 0.7710, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.0121 [2020-10-18 21:12:17,898][root][INFO] - ===> Epoch[1694](8469/5): Loss -0.7178, Sem 0.0295, dir -0.9772, norm 0.2299, swav 0.0000 LR: 8.720e-02 Score 99.050 Data time: 0.1068, Forward time: 0.7710, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.4842 [2020-10-18 21:12:19,803][root][INFO] - ===> Epoch[1694](8470/5): Loss -0.7426, Sem 0.0296, dir -0.9756, norm 0.2034, swav 0.0000 LR: 8.720e-02 Score 99.008 Data time: 0.0619, Forward time: 0.7710, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 1.7881 [2020-10-18 21:12:22,001][root][INFO] - ===> Epoch[1695](8471/5): Loss -0.7234, Sem 0.0294, dir -0.9758, norm 0.2230, swav 0.0000 LR: 8.720e-02 Score 99.010 Data time: 0.0876, Forward time: 0.7711, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.1242 [2020-10-18 21:12:24,002][root][INFO] - ===> Epoch[1695](8472/5): Loss -0.7436, Sem 0.0321, dir -0.9762, norm 0.2005, swav 0.0000 LR: 8.720e-02 Score 98.939 Data time: 0.0834, Forward time: 0.7711, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 1.8961 [2020-10-18 21:12:26,630][root][INFO] - ===> Epoch[1695](8473/5): Loss -0.7464, Sem 0.0278, dir -0.9773, norm 0.2031, swav 0.0000 LR: 8.720e-02 Score 99.048 Data time: 0.0607, Forward time: 0.7711, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.5376 [2020-10-18 21:12:28,800][root][INFO] - ===> Epoch[1695](8474/5): Loss -0.7121, Sem 0.0331, dir -0.9745, norm 0.2293, swav 0.0000 LR: 8.719e-02 Score 98.921 Data time: 0.0674, Forward time: 0.7711, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.0927 [2020-10-18 21:12:30,592][root][INFO] - ===> Epoch[1695](8475/5): Loss -0.7559, Sem 0.0327, dir -0.9757, norm 0.1871, swav 0.0000 LR: 8.719e-02 Score 98.912 Data time: 0.0794, Forward time: 0.7711, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 1.6811 [2020-10-18 21:12:33,227][root][INFO] - ===> Epoch[1696](8476/5): Loss -0.7394, Sem 0.0294, dir -0.9762, norm 0.2075, swav 0.0000 LR: 8.719e-02 Score 99.012 Data time: 0.0392, Forward time: 0.7710, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.5307 [2020-10-18 21:12:35,667][root][INFO] - ===> Epoch[1696](8477/5): Loss -0.7546, Sem 0.0245, dir -0.9787, norm 0.1995, swav 0.0000 LR: 8.719e-02 Score 99.192 Data time: 0.0942, Forward time: 0.7710, Backward time: 1.1851, DDP time: 0.0030, Total iter time: 2.3574 [2020-10-18 21:12:37,687][root][INFO] - ===> Epoch[1696](8478/5): Loss -0.7372, Sem 0.0332, dir -0.9750, norm 0.2046, swav 0.0000 LR: 8.719e-02 Score 98.903 Data time: 0.0748, Forward time: 0.7711, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 1.8992 [2020-10-18 21:12:39,828][root][INFO] - ===> Epoch[1696](8479/5): Loss -0.7441, Sem 0.0324, dir -0.9745, norm 0.1979, swav 0.0000 LR: 8.719e-02 Score 98.907 Data time: 0.0711, Forward time: 0.7711, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.0343 [2020-10-18 21:12:42,250][root][INFO] - ===> Epoch[1696](8480/5): Loss -0.7063, Sem 0.0280, dir -0.9766, norm 0.2423, swav 0.0000 LR: 8.719e-02 Score 99.052 Data time: 0.0602, Forward time: 0.7710, Backward time: 1.1851, DDP time: 0.0030, Total iter time: 2.3024 [2020-10-18 21:12:44,372][root][INFO] - ===> Epoch[1697](8481/5): Loss -0.7425, Sem 0.0307, dir -0.9775, norm 0.2043, swav 0.0000 LR: 8.718e-02 Score 98.995 Data time: 0.0714, Forward time: 0.7710, Backward time: 1.1851, DDP time: 0.0030, Total iter time: 2.0248 [2020-10-18 21:12:46,344][root][INFO] - ===> Epoch[1697](8482/5): Loss -0.7513, Sem 0.0295, dir -0.9774, norm 0.1965, swav 0.0000 LR: 8.718e-02 Score 99.003 Data time: 0.0638, Forward time: 0.7710, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 1.8626 [2020-10-18 21:12:48,769][root][INFO] - ===> Epoch[1697](8483/5): Loss -0.7306, Sem 0.0272, dir -0.9789, norm 0.2211, swav 0.0000 LR: 8.718e-02 Score 99.138 Data time: 0.0664, Forward time: 0.7710, Backward time: 1.1851, DDP time: 0.0030, Total iter time: 2.3312 [2020-10-18 21:12:50,886][root][INFO] - ===> Epoch[1697](8484/5): Loss -0.7281, Sem 0.0334, dir -0.9721, norm 0.2107, swav 0.0000 LR: 8.718e-02 Score 98.875 Data time: 0.1303, Forward time: 0.7710, Backward time: 1.1851, DDP time: 0.0030, Total iter time: 2.0339 [2020-10-18 21:12:53,388][root][INFO] - ===> Epoch[1697](8485/5): Loss -0.7289, Sem 0.0322, dir -0.9755, norm 0.2144, swav 0.0000 LR: 8.718e-02 Score 98.963 Data time: 0.0977, Forward time: 0.7710, Backward time: 1.1851, DDP time: 0.0030, Total iter time: 2.4147 [2020-10-18 21:12:55,414][root][INFO] - ===> Epoch[1698](8486/5): Loss -0.7462, Sem 0.0307, dir -0.9750, norm 0.1980, swav 0.0000 LR: 8.718e-02 Score 98.947 Data time: 0.0711, Forward time: 0.7710, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 1.9031 [2020-10-18 21:12:57,759][root][INFO] - ===> Epoch[1698](8487/5): Loss -0.7290, Sem 0.0291, dir -0.9749, norm 0.2167, swav 0.0000 LR: 8.717e-02 Score 99.014 Data time: 0.0927, Forward time: 0.7710, Backward time: 1.1851, DDP time: 0.0030, Total iter time: 2.2668 [2020-10-18 21:13:00,032][root][INFO] - ===> Epoch[1698](8488/5): Loss -0.7429, Sem 0.0301, dir -0.9779, norm 0.2049, swav 0.0000 LR: 8.717e-02 Score 99.035 Data time: 0.0881, Forward time: 0.7710, Backward time: 1.1851, DDP time: 0.0030, Total iter time: 2.1929 [2020-10-18 21:13:02,031][root][INFO] - ===> Epoch[1698](8489/5): Loss -0.7406, Sem 0.0306, dir -0.9777, norm 0.2064, swav 0.0000 LR: 8.717e-02 Score 99.020 Data time: 0.1089, Forward time: 0.7710, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 1.8835 [2020-10-18 21:13:04,022][root][INFO] - ===> Epoch[1698](8490/5): Loss -0.7440, Sem 0.0301, dir -0.9763, norm 0.2021, swav 0.0000 LR: 8.717e-02 Score 98.994 Data time: 0.0561, Forward time: 0.7710, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 1.8927 [2020-10-18 21:13:06,185][root][INFO] - ===> Epoch[1699](8491/5): Loss -0.7459, Sem 0.0292, dir -0.9786, norm 0.2035, swav 0.0000 LR: 8.717e-02 Score 99.043 Data time: 0.0837, Forward time: 0.7710, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.0577 [2020-10-18 21:13:08,434][root][INFO] - ===> Epoch[1699](8492/5): Loss -0.7400, Sem 0.0323, dir -0.9748, norm 0.2024, swav 0.0000 LR: 8.717e-02 Score 98.926 Data time: 0.0804, Forward time: 0.7711, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.1400 [2020-10-18 21:13:10,548][root][INFO] - ===> Epoch[1699](8493/5): Loss -0.7455, Sem 0.0295, dir -0.9774, norm 0.2024, swav 0.0000 LR: 8.717e-02 Score 99.036 Data time: 0.0756, Forward time: 0.7711, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.0216 [2020-10-18 21:13:12,690][root][INFO] - ===> Epoch[1699](8494/5): Loss -0.7515, Sem 0.0317, dir -0.9769, norm 0.1937, swav 0.0000 LR: 8.716e-02 Score 98.961 Data time: 0.0646, Forward time: 0.7710, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.0337 [2020-10-18 21:13:14,734][root][INFO] - ===> Epoch[1699](8495/5): Loss -0.7326, Sem 0.0278, dir -0.9766, norm 0.2162, swav 0.0000 LR: 8.716e-02 Score 99.076 Data time: 0.0568, Forward time: 0.7710, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 1.9673 [2020-10-18 21:13:16,571][root][INFO] - ===> Epoch[1700](8496/5): Loss -0.7378, Sem 0.0400, dir -0.9761, norm 0.1984, swav 0.0000 LR: 8.716e-02 Score 98.695 Data time: 0.0672, Forward time: 0.7710, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 1.7520 [2020-10-18 21:13:18,951][root][INFO] - ===> Epoch[1700](8497/5): Loss -0.7507, Sem 0.0319, dir -0.9768, norm 0.1942, swav 0.0000 LR: 8.716e-02 Score 98.959 Data time: 0.2019, Forward time: 0.7710, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.2824 [2020-10-18 21:13:21,117][root][INFO] - ===> Epoch[1700](8498/5): Loss -0.7727, Sem 0.0270, dir -0.9784, norm 0.1787, swav 0.0000 LR: 8.716e-02 Score 99.117 Data time: 0.0963, Forward time: 0.7710, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.0758 [2020-10-18 21:13:23,782][root][INFO] - ===> Epoch[1700](8499/5): Loss -0.7428, Sem 0.0336, dir -0.9769, norm 0.2004, swav 0.0000 LR: 8.716e-02 Score 98.895 Data time: 0.0748, Forward time: 0.7710, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.5466 [2020-10-18 21:13:26,134][root][INFO] - ===> Epoch[1700](8500/5): Loss -0.7212, Sem 0.0328, dir -0.9733, norm 0.2194, swav 0.0000 LR: 8.715e-02 Score 98.925 Data time: 0.0783, Forward time: 0.7710, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.2685 [2020-10-18 21:13:27,622][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 21:13:29,502][root][INFO] - ===> Epoch[1701](8501/5): Loss -0.7519, Sem 0.0316, dir -0.9774, norm 0.1938, swav 0.0000 LR: 8.715e-02 Score 98.947 Data time: 0.0899, Forward time: 0.7710, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 1.6849 [2020-10-18 21:13:31,717][root][INFO] - ===> Epoch[1701](8502/5): Loss -0.7390, Sem 0.0318, dir -0.9744, norm 0.2036, swav 0.0000 LR: 8.715e-02 Score 98.946 Data time: 0.1127, Forward time: 0.7711, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.1132 [2020-10-18 21:13:33,985][root][INFO] - ===> Epoch[1701](8503/5): Loss -0.7299, Sem 0.0320, dir -0.9758, norm 0.2139, swav 0.0000 LR: 8.715e-02 Score 98.908 Data time: 0.0714, Forward time: 0.7711, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.1494 [2020-10-18 21:13:36,698][root][INFO] - ===> Epoch[1701](8504/5): Loss -0.7416, Sem 0.0287, dir -0.9744, norm 0.2041, swav 0.0000 LR: 8.715e-02 Score 99.041 Data time: 0.2267, Forward time: 0.7711, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.6037 [2020-10-18 21:13:38,554][root][INFO] - ===> Epoch[1701](8505/5): Loss -0.7652, Sem 0.0305, dir -0.9778, norm 0.1821, swav 0.0000 LR: 8.715e-02 Score 98.966 Data time: 0.0848, Forward time: 0.7711, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 1.7424 [2020-10-18 21:13:41,341][root][INFO] - ===> Epoch[1702](8506/5): Loss -0.7250, Sem 0.0335, dir -0.9769, norm 0.2183, swav 0.0000 LR: 8.715e-02 Score 98.948 Data time: 0.1062, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.6805 [2020-10-18 21:13:43,829][root][INFO] - ===> Epoch[1702](8507/5): Loss -0.7360, Sem 0.0349, dir -0.9741, norm 0.2032, swav 0.0000 LR: 8.714e-02 Score 98.869 Data time: 0.0755, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.3609 [2020-10-18 21:13:46,019][root][INFO] - ===> Epoch[1702](8508/5): Loss -0.7429, Sem 0.0290, dir -0.9787, norm 0.2067, swav 0.0000 LR: 8.714e-02 Score 99.041 Data time: 0.0691, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.0879 [2020-10-18 21:13:48,135][root][INFO] - ===> Epoch[1702](8509/5): Loss -0.7496, Sem 0.0290, dir -0.9772, norm 0.1986, swav 0.0000 LR: 8.714e-02 Score 99.034 Data time: 0.0535, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.0212 [2020-10-18 21:13:50,123][root][INFO] - ===> Epoch[1702](8510/5): Loss -0.7490, Sem 0.0290, dir -0.9755, norm 0.1976, swav 0.0000 LR: 8.714e-02 Score 99.060 Data time: 0.0832, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 1.9080 [2020-10-18 21:13:52,186][root][INFO] - ===> Epoch[1703](8511/5): Loss -0.7486, Sem 0.0292, dir -0.9764, norm 0.1986, swav 0.0000 LR: 8.714e-02 Score 99.020 Data time: 0.0558, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 1.9611 [2020-10-18 21:13:54,484][root][INFO] - ===> Epoch[1703](8512/5): Loss -0.7492, Sem 0.0319, dir -0.9764, norm 0.1953, swav 0.0000 LR: 8.714e-02 Score 98.982 Data time: 0.0846, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.2273 [2020-10-18 21:13:56,509][root][INFO] - ===> Epoch[1703](8513/5): Loss -0.7433, Sem 0.0308, dir -0.9780, norm 0.2039, swav 0.0000 LR: 8.714e-02 Score 98.949 Data time: 0.0749, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 1.8933 [2020-10-18 21:13:58,720][root][INFO] - ===> Epoch[1703](8514/5): Loss -0.7693, Sem 0.0259, dir -0.9790, norm 0.1839, swav 0.0000 LR: 8.713e-02 Score 99.132 Data time: 0.0964, Forward time: 0.7712, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.1293 [2020-10-18 21:14:01,181][root][INFO] - ===> Epoch[1703](8515/5): Loss -0.7325, Sem 0.0279, dir -0.9752, norm 0.2148, swav 0.0000 LR: 8.713e-02 Score 99.080 Data time: 0.0604, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.3548 [2020-10-18 21:14:03,159][root][INFO] - ===> Epoch[1704](8516/5): Loss -0.7475, Sem 0.0292, dir -0.9784, norm 0.2016, swav 0.0000 LR: 8.713e-02 Score 99.029 Data time: 0.0558, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 1.8824 [2020-10-18 21:14:04,905][root][INFO] - ===> Epoch[1704](8517/5): Loss -0.7540, Sem 0.0348, dir -0.9759, norm 0.1870, swav 0.0000 LR: 8.713e-02 Score 98.812 Data time: 0.0815, Forward time: 0.7712, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 1.6820 [2020-10-18 21:14:07,458][root][INFO] - ===> Epoch[1704](8518/5): Loss -0.7483, Sem 0.0305, dir -0.9782, norm 0.1995, swav 0.0000 LR: 8.713e-02 Score 99.042 Data time: 0.0848, Forward time: 0.7712, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.4290 [2020-10-18 21:14:09,909][root][INFO] - ===> Epoch[1704](8519/5): Loss -0.7583, Sem 0.0277, dir -0.9772, norm 0.1911, swav 0.0000 LR: 8.713e-02 Score 99.085 Data time: 0.0748, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.3151 [2020-10-18 21:14:11,855][root][INFO] - ===> Epoch[1704](8520/5): Loss -0.7486, Sem 0.0306, dir -0.9778, norm 0.1986, swav 0.0000 LR: 8.712e-02 Score 99.030 Data time: 0.0601, Forward time: 0.7712, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 1.8247 [2020-10-18 21:14:13,982][root][INFO] - ===> Epoch[1705](8521/5): Loss -0.7416, Sem 0.0289, dir -0.9756, norm 0.2052, swav 0.0000 LR: 8.712e-02 Score 99.056 Data time: 0.0707, Forward time: 0.7712, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.0395 [2020-10-18 21:14:16,089][root][INFO] - ===> Epoch[1705](8522/5): Loss -0.7412, Sem 0.0293, dir -0.9779, norm 0.2074, swav 0.0000 LR: 8.712e-02 Score 99.030 Data time: 0.0728, Forward time: 0.7712, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.0020 [2020-10-18 21:14:18,305][root][INFO] - ===> Epoch[1705](8523/5): Loss -0.7491, Sem 0.0300, dir -0.9772, norm 0.1981, swav 0.0000 LR: 8.712e-02 Score 99.039 Data time: 0.0876, Forward time: 0.7712, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.0959 [2020-10-18 21:14:20,393][root][INFO] - ===> Epoch[1705](8524/5): Loss -0.7425, Sem 0.0288, dir -0.9774, norm 0.2062, swav 0.0000 LR: 8.712e-02 Score 99.030 Data time: 0.0608, Forward time: 0.7712, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 1.9751 [2020-10-18 21:14:23,573][root][INFO] - ===> Epoch[1705](8525/5): Loss -0.7284, Sem 0.0291, dir -0.9781, norm 0.2207, swav 0.0000 LR: 8.712e-02 Score 99.033 Data time: 0.0986, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 3.0873 [2020-10-18 21:14:25,524][root][INFO] - ===> Epoch[1706](8526/5): Loss -0.7412, Sem 0.0332, dir -0.9769, norm 0.2025, swav 0.0000 LR: 8.712e-02 Score 98.880 Data time: 0.0832, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 1.8178 [2020-10-18 21:14:27,633][root][INFO] - ===> Epoch[1706](8527/5): Loss -0.7503, Sem 0.0311, dir -0.9749, norm 0.1935, swav 0.0000 LR: 8.711e-02 Score 98.971 Data time: 0.0668, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.0168 [2020-10-18 21:14:29,871][root][INFO] - ===> Epoch[1706](8528/5): Loss -0.7522, Sem 0.0280, dir -0.9767, norm 0.1964, swav 0.0000 LR: 8.711e-02 Score 99.071 Data time: 0.0595, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.1632 [2020-10-18 21:14:32,277][root][INFO] - ===> Epoch[1706](8529/5): Loss -0.7338, Sem 0.0322, dir -0.9765, norm 0.2105, swav 0.0000 LR: 8.711e-02 Score 98.951 Data time: 0.0924, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.3267 [2020-10-18 21:14:34,146][root][INFO] - ===> Epoch[1706](8530/5): Loss -0.7564, Sem 0.0287, dir -0.9782, norm 0.1931, swav 0.0000 LR: 8.711e-02 Score 99.054 Data time: 0.0641, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 1.7578 [2020-10-18 21:14:36,257][root][INFO] - ===> Epoch[1707](8531/5): Loss -0.7405, Sem 0.0287, dir -0.9767, norm 0.2075, swav 0.0000 LR: 8.711e-02 Score 99.045 Data time: 0.0825, Forward time: 0.7712, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.0390 [2020-10-18 21:14:38,384][root][INFO] - ===> Epoch[1707](8532/5): Loss -0.7411, Sem 0.0301, dir -0.9772, norm 0.2060, swav 0.0000 LR: 8.711e-02 Score 98.995 Data time: 0.0763, Forward time: 0.7712, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.0169 [2020-10-18 21:14:41,232][root][INFO] - ===> Epoch[1707](8533/5): Loss -0.7603, Sem 0.0246, dir -0.9791, norm 0.1942, swav 0.0000 LR: 8.710e-02 Score 99.175 Data time: 0.0631, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.7248 [2020-10-18 21:14:43,425][root][INFO] - ===> Epoch[1707](8534/5): Loss -0.7297, Sem 0.0307, dir -0.9772, norm 0.2167, swav 0.0000 LR: 8.710e-02 Score 98.977 Data time: 0.0533, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.0887 [2020-10-18 21:14:45,403][root][INFO] - ===> Epoch[1707](8535/5): Loss -0.7334, Sem 0.0283, dir -0.9755, norm 0.2138, swav 0.0000 LR: 8.710e-02 Score 99.054 Data time: 0.0739, Forward time: 0.7711, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 1.8758 [2020-10-18 21:14:47,847][root][INFO] - ===> Epoch[1708](8536/5): Loss -0.7569, Sem 0.0315, dir -0.9765, norm 0.1881, swav 0.0000 LR: 8.710e-02 Score 98.967 Data time: 0.0571, Forward time: 0.7711, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.3770 [2020-10-18 21:14:49,631][root][INFO] - ===> Epoch[1708](8537/5): Loss -0.7454, Sem 0.0292, dir -0.9767, norm 0.2021, swav 0.0000 LR: 8.710e-02 Score 99.026 Data time: 0.0715, Forward time: 0.7711, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 1.6726 [2020-10-18 21:14:52,568][root][INFO] - ===> Epoch[1708](8538/5): Loss -0.7367, Sem 0.0361, dir -0.9753, norm 0.2025, swav 0.0000 LR: 8.710e-02 Score 98.860 Data time: 0.0872, Forward time: 0.7711, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.8420 [2020-10-18 21:14:54,995][root][INFO] - ===> Epoch[1708](8539/5): Loss -0.7348, Sem 0.0345, dir -0.9758, norm 0.2065, swav 0.0000 LR: 8.710e-02 Score 98.881 Data time: 0.1018, Forward time: 0.7712, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.2705 [2020-10-18 21:14:57,092][root][INFO] - ===> Epoch[1708](8540/5): Loss -0.7228, Sem 0.0386, dir -0.9721, norm 0.2107, swav 0.0000 LR: 8.709e-02 Score 98.762 Data time: 0.0576, Forward time: 0.7712, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 1.9625 [2020-10-18 21:14:59,493][root][INFO] - ===> Epoch[1709](8541/5): Loss -0.7554, Sem 0.0312, dir -0.9800, norm 0.1934, swav 0.0000 LR: 8.709e-02 Score 98.953 Data time: 0.0699, Forward time: 0.7712, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.3509 [2020-10-18 21:15:01,872][root][INFO] - ===> Epoch[1709](8542/5): Loss -0.7282, Sem 0.0378, dir -0.9735, norm 0.2075, swav 0.0000 LR: 8.709e-02 Score 98.752 Data time: 0.0640, Forward time: 0.7711, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.3150 [2020-10-18 21:15:03,836][root][INFO] - ===> Epoch[1709](8543/5): Loss -0.7304, Sem 0.0360, dir -0.9747, norm 0.2083, swav 0.0000 LR: 8.709e-02 Score 98.785 Data time: 0.0722, Forward time: 0.7711, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 1.8557 [2020-10-18 21:15:05,741][root][INFO] - ===> Epoch[1709](8544/5): Loss -0.7369, Sem 0.0324, dir -0.9773, norm 0.2080, swav 0.0000 LR: 8.709e-02 Score 98.923 Data time: 0.0643, Forward time: 0.7711, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 1.8051 [2020-10-18 21:15:08,217][root][INFO] - ===> Epoch[1709](8545/5): Loss -0.7123, Sem 0.0374, dir -0.9734, norm 0.2237, swav 0.0000 LR: 8.709e-02 Score 98.784 Data time: 0.2209, Forward time: 0.7712, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.3597 [2020-10-18 21:15:10,494][root][INFO] - ===> Epoch[1710](8546/5): Loss -0.7446, Sem 0.0320, dir -0.9771, norm 0.2006, swav 0.0000 LR: 8.708e-02 Score 98.940 Data time: 0.0819, Forward time: 0.7711, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.1540 [2020-10-18 21:15:12,463][root][INFO] - ===> Epoch[1710](8547/5): Loss -0.7371, Sem 0.0388, dir -0.9745, norm 0.1986, swav 0.0000 LR: 8.708e-02 Score 98.699 Data time: 0.0688, Forward time: 0.7711, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 1.8803 [2020-10-18 21:15:15,231][root][INFO] - ===> Epoch[1710](8548/5): Loss -0.7170, Sem 0.0370, dir -0.9768, norm 0.2227, swav 0.0000 LR: 8.708e-02 Score 98.805 Data time: 0.0834, Forward time: 0.7711, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.6663 [2020-10-18 21:15:17,229][root][INFO] - ===> Epoch[1710](8549/5): Loss -0.7237, Sem 0.0363, dir -0.9736, norm 0.2135, swav 0.0000 LR: 8.708e-02 Score 98.805 Data time: 0.0594, Forward time: 0.7711, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 1.8766 [2020-10-18 21:15:19,287][root][INFO] - ===> Epoch[1710](8550/5): Loss -0.7251, Sem 0.0425, dir -0.9759, norm 0.2083, swav 0.0000 LR: 8.708e-02 Score 98.662 Data time: 0.0811, Forward time: 0.7711, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 1.9564 [2020-10-18 21:15:21,308][root][INFO] - ===> Epoch[1711](8551/5): Loss -0.7270, Sem 0.0322, dir -0.9760, norm 0.2168, swav 0.0000 LR: 8.708e-02 Score 98.938 Data time: 0.0407, Forward time: 0.7711, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 1.9171 [2020-10-18 21:15:24,417][root][INFO] - ===> Epoch[1711](8552/5): Loss -0.7350, Sem 0.0360, dir -0.9750, norm 0.2040, swav 0.0000 LR: 8.708e-02 Score 98.831 Data time: 0.1222, Forward time: 0.7712, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 3.0645 [2020-10-18 21:15:26,786][root][INFO] - ===> Epoch[1711](8553/5): Loss -0.7481, Sem 0.0325, dir -0.9754, norm 0.1949, swav 0.0000 LR: 8.707e-02 Score 98.941 Data time: 0.0607, Forward time: 0.7712, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.2490 [2020-10-18 21:15:28,991][root][INFO] - ===> Epoch[1711](8554/5): Loss -0.7521, Sem 0.0314, dir -0.9768, norm 0.1933, swav 0.0000 LR: 8.707e-02 Score 98.929 Data time: 0.0784, Forward time: 0.7712, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.1017 [2020-10-18 21:15:31,494][root][INFO] - ===> Epoch[1711](8555/5): Loss -0.7559, Sem 0.0296, dir -0.9764, norm 0.1909, swav 0.0000 LR: 8.707e-02 Score 99.010 Data time: 0.0935, Forward time: 0.7712, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.3989 [2020-10-18 21:15:33,635][root][INFO] - ===> Epoch[1712](8556/5): Loss -0.6934, Sem 0.0505, dir -0.9743, norm 0.2305, swav 0.0000 LR: 8.707e-02 Score 98.565 Data time: 0.0553, Forward time: 0.7712, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.0173 [2020-10-18 21:15:35,546][root][INFO] - ===> Epoch[1712](8557/5): Loss -0.7458, Sem 0.0350, dir -0.9779, norm 0.1971, swav 0.0000 LR: 8.707e-02 Score 98.821 Data time: 0.0610, Forward time: 0.7712, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 1.8177 [2020-10-18 21:15:37,386][root][INFO] - ===> Epoch[1712](8558/5): Loss -0.7287, Sem 0.0365, dir -0.9740, norm 0.2087, swav 0.0000 LR: 8.707e-02 Score 98.816 Data time: 0.0715, Forward time: 0.7712, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 1.7548 [2020-10-18 21:15:39,417][root][INFO] - ===> Epoch[1712](8559/5): Loss -0.7491, Sem 0.0319, dir -0.9770, norm 0.1960, swav 0.0000 LR: 8.706e-02 Score 98.922 Data time: 0.0427, Forward time: 0.7711, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 1.9213 [2020-10-18 21:15:41,472][root][INFO] - ===> Epoch[1712](8560/5): Loss -0.7527, Sem 0.0305, dir -0.9790, norm 0.1958, swav 0.0000 LR: 8.706e-02 Score 98.987 Data time: 0.0828, Forward time: 0.7712, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 1.9757 [2020-10-18 21:15:43,652][root][INFO] - ===> Epoch[1713](8561/5): Loss -0.7342, Sem 0.0324, dir -0.9758, norm 0.2092, swav 0.0000 LR: 8.706e-02 Score 98.944 Data time: 0.0787, Forward time: 0.7712, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.0659 [2020-10-18 21:15:45,829][root][INFO] - ===> Epoch[1713](8562/5): Loss -0.7211, Sem 0.0346, dir -0.9757, norm 0.2199, swav 0.0000 LR: 8.706e-02 Score 98.849 Data time: 0.0756, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.0636 [2020-10-18 21:15:48,258][root][INFO] - ===> Epoch[1713](8563/5): Loss -0.7129, Sem 0.0385, dir -0.9751, norm 0.2237, swav 0.0000 LR: 8.706e-02 Score 98.717 Data time: 0.1022, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.3233 [2020-10-18 21:15:50,481][root][INFO] - ===> Epoch[1713](8564/5): Loss -0.7109, Sem 0.0334, dir -0.9752, norm 0.2310, swav 0.0000 LR: 8.706e-02 Score 98.880 Data time: 0.0631, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.1101 [2020-10-18 21:15:52,367][root][INFO] - ===> Epoch[1713](8565/5): Loss -0.7428, Sem 0.0309, dir -0.9777, norm 0.2040, swav 0.0000 LR: 8.706e-02 Score 98.959 Data time: 0.0796, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 1.8166 [2020-10-18 21:15:54,514][root][INFO] - ===> Epoch[1714](8566/5): Loss -0.7266, Sem 0.0325, dir -0.9738, norm 0.2148, swav 0.0000 LR: 8.705e-02 Score 98.943 Data time: 0.0664, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.0509 [2020-10-18 21:15:56,865][root][INFO] - ===> Epoch[1714](8567/5): Loss -0.7527, Sem 0.0302, dir -0.9774, norm 0.1945, swav 0.0000 LR: 8.705e-02 Score 98.996 Data time: 0.0812, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.2392 [2020-10-18 21:15:59,236][root][INFO] - ===> Epoch[1714](8568/5): Loss -0.7247, Sem 0.0323, dir -0.9756, norm 0.2186, swav 0.0000 LR: 8.705e-02 Score 98.924 Data time: 0.0525, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.2484 [2020-10-18 21:16:01,684][root][INFO] - ===> Epoch[1714](8569/5): Loss -0.7389, Sem 0.0339, dir -0.9756, norm 0.2028, swav 0.0000 LR: 8.705e-02 Score 98.857 Data time: 0.0788, Forward time: 0.7712, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.3538 [2020-10-18 21:16:03,757][root][INFO] - ===> Epoch[1714](8570/5): Loss -0.7383, Sem 0.0303, dir -0.9759, norm 0.2073, swav 0.0000 LR: 8.705e-02 Score 98.993 Data time: 0.0688, Forward time: 0.7712, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 1.9424 [2020-10-18 21:16:05,758][root][INFO] - ===> Epoch[1715](8571/5): Loss -0.7385, Sem 0.0302, dir -0.9756, norm 0.2070, swav 0.0000 LR: 8.705e-02 Score 98.984 Data time: 0.0762, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 1.9062 [2020-10-18 21:16:08,156][root][INFO] - ===> Epoch[1715](8572/5): Loss -0.7377, Sem 0.0365, dir -0.9762, norm 0.2020, swav 0.0000 LR: 8.705e-02 Score 98.824 Data time: 0.0803, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.3079 [2020-10-18 21:16:10,698][root][INFO] - ===> Epoch[1715](8573/5): Loss -0.7243, Sem 0.0300, dir -0.9762, norm 0.2219, swav 0.0000 LR: 8.704e-02 Score 99.015 Data time: 0.0740, Forward time: 0.7712, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.4266 [2020-10-18 21:16:13,013][root][INFO] - ===> Epoch[1715](8574/5): Loss -0.7633, Sem 0.0292, dir -0.9794, norm 0.1869, swav 0.0000 LR: 8.704e-02 Score 99.034 Data time: 0.0704, Forward time: 0.7712, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.2152 [2020-10-18 21:16:15,653][root][INFO] - ===> Epoch[1715](8575/5): Loss -0.7494, Sem 0.0302, dir -0.9760, norm 0.1964, swav 0.0000 LR: 8.704e-02 Score 98.986 Data time: 0.0670, Forward time: 0.7712, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.5491 [2020-10-18 21:16:17,586][root][INFO] - ===> Epoch[1716](8576/5): Loss -0.7611, Sem 0.0320, dir -0.9768, norm 0.1838, swav 0.0000 LR: 8.704e-02 Score 98.922 Data time: 0.0853, Forward time: 0.7712, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 1.8456 [2020-10-18 21:16:19,696][root][INFO] - ===> Epoch[1716](8577/5): Loss -0.7393, Sem 0.0320, dir -0.9769, norm 0.2056, swav 0.0000 LR: 8.704e-02 Score 98.948 Data time: 0.1016, Forward time: 0.7712, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.0083 [2020-10-18 21:16:21,776][root][INFO] - ===> Epoch[1716](8578/5): Loss -0.7656, Sem 0.0274, dir -0.9802, norm 0.1872, swav 0.0000 LR: 8.704e-02 Score 99.092 Data time: 0.1055, Forward time: 0.7712, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 1.9560 [2020-10-18 21:16:24,451][root][INFO] - ===> Epoch[1716](8579/5): Loss -0.7261, Sem 0.0294, dir -0.9775, norm 0.2220, swav 0.0000 LR: 8.703e-02 Score 99.015 Data time: 0.0913, Forward time: 0.7713, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.5883 [2020-10-18 21:16:26,767][root][INFO] - ===> Epoch[1716](8580/5): Loss -0.7389, Sem 0.0346, dir -0.9753, norm 0.2017, swav 0.0000 LR: 8.703e-02 Score 98.872 Data time: 0.0698, Forward time: 0.7713, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.2074 [2020-10-18 21:16:28,897][root][INFO] - ===> Epoch[1717](8581/5): Loss -0.7255, Sem 0.0321, dir -0.9763, norm 0.2187, swav 0.0000 LR: 8.703e-02 Score 98.962 Data time: 0.0603, Forward time: 0.7713, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.0311 [2020-10-18 21:16:31,242][root][INFO] - ===> Epoch[1717](8582/5): Loss -0.7500, Sem 0.0298, dir -0.9763, norm 0.1965, swav 0.0000 LR: 8.703e-02 Score 98.991 Data time: 0.1007, Forward time: 0.7713, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.2458 [2020-10-18 21:16:33,095][root][INFO] - ===> Epoch[1717](8583/5): Loss -0.7528, Sem 0.0309, dir -0.9775, norm 0.1938, swav 0.0000 LR: 8.703e-02 Score 98.967 Data time: 0.0625, Forward time: 0.7713, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 1.7074 [2020-10-18 21:16:35,248][root][INFO] - ===> Epoch[1717](8584/5): Loss -0.7505, Sem 0.0303, dir -0.9764, norm 0.1956, swav 0.0000 LR: 8.703e-02 Score 98.987 Data time: 0.0856, Forward time: 0.7713, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.1032 [2020-10-18 21:16:37,878][root][INFO] - ===> Epoch[1717](8585/5): Loss -0.7544, Sem 0.0299, dir -0.9768, norm 0.1926, swav 0.0000 LR: 8.703e-02 Score 99.018 Data time: 0.0793, Forward time: 0.7713, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.5433 [2020-10-18 21:16:39,961][root][INFO] - ===> Epoch[1718](8586/5): Loss -0.7471, Sem 0.0308, dir -0.9775, norm 0.1995, swav 0.0000 LR: 8.702e-02 Score 98.952 Data time: 0.0853, Forward time: 0.7713, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 1.9982 [2020-10-18 21:16:42,325][root][INFO] - ===> Epoch[1718](8587/5): Loss -0.7441, Sem 0.0289, dir -0.9772, norm 0.2041, swav 0.0000 LR: 8.702e-02 Score 99.036 Data time: 0.0923, Forward time: 0.7713, Backward time: 1.1850, DDP time: 0.0030, Total iter time: 2.2594 [2020-10-18 21:16:44,381][root][INFO] - ===> Epoch[1718](8588/5): Loss -0.7499, Sem 0.0309, dir -0.9780, norm 0.1972, swav 0.0000 LR: 8.702e-02 Score 98.984 Data time: 0.1078, Forward time: 0.7713, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 1.9543 [2020-10-18 21:16:46,642][root][INFO] - ===> Epoch[1718](8589/5): Loss -0.7437, Sem 0.0322, dir -0.9746, norm 0.1987, swav 0.0000 LR: 8.702e-02 Score 98.936 Data time: 0.0944, Forward time: 0.7714, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.1475 [2020-10-18 21:16:48,621][root][INFO] - ===> Epoch[1718](8590/5): Loss -0.7491, Sem 0.0284, dir -0.9779, norm 0.2004, swav 0.0000 LR: 8.702e-02 Score 99.061 Data time: 0.0700, Forward time: 0.7714, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 1.8562 [2020-10-18 21:16:50,853][root][INFO] - ===> Epoch[1719](8591/5): Loss -0.7386, Sem 0.0331, dir -0.9762, norm 0.2045, swav 0.0000 LR: 8.702e-02 Score 98.928 Data time: 0.0727, Forward time: 0.7714, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.1493 [2020-10-18 21:16:52,914][root][INFO] - ===> Epoch[1719](8592/5): Loss -0.7399, Sem 0.0314, dir -0.9768, norm 0.2055, swav 0.0000 LR: 8.701e-02 Score 98.985 Data time: 0.0722, Forward time: 0.7714, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 1.9513 [2020-10-18 21:16:55,194][root][INFO] - ===> Epoch[1719](8593/5): Loss -0.7253, Sem 0.0349, dir -0.9748, norm 0.2146, swav 0.0000 LR: 8.701e-02 Score 98.888 Data time: 0.0796, Forward time: 0.7714, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.1845 [2020-10-18 21:16:57,248][root][INFO] - ===> Epoch[1719](8594/5): Loss -0.7399, Sem 0.0295, dir -0.9775, norm 0.2081, swav 0.0000 LR: 8.701e-02 Score 99.023 Data time: 0.1146, Forward time: 0.7714, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 1.9728 [2020-10-18 21:16:59,334][root][INFO] - ===> Epoch[1719](8595/5): Loss -0.7202, Sem 0.0349, dir -0.9747, norm 0.2196, swav 0.0000 LR: 8.701e-02 Score 98.841 Data time: 0.0591, Forward time: 0.7714, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 1.9906 [2020-10-18 21:17:01,469][root][INFO] - ===> Epoch[1720](8596/5): Loss -0.7382, Sem 0.0307, dir -0.9767, norm 0.2078, swav 0.0000 LR: 8.701e-02 Score 98.943 Data time: 0.0631, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.0391 [2020-10-18 21:17:03,494][root][INFO] - ===> Epoch[1720](8597/5): Loss -0.7426, Sem 0.0312, dir -0.9754, norm 0.2015, swav 0.0000 LR: 8.701e-02 Score 98.972 Data time: 0.0699, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 1.9454 [2020-10-18 21:17:05,826][root][INFO] - ===> Epoch[1720](8598/5): Loss -0.7381, Sem 0.0284, dir -0.9784, norm 0.2119, swav 0.0000 LR: 8.701e-02 Score 99.046 Data time: 0.0623, Forward time: 0.7713, Backward time: 1.1849, DDP time: 0.0030, Total iter time: 2.2323 [2020-10-18 21:17:07,956][root][INFO] - ===> Epoch[1720](8599/5): Loss -0.7415, Sem 0.0309, dir -0.9761, norm 0.2037, swav 0.0000 LR: 8.700e-02 Score 98.953 Data time: 0.0881, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.0170 [2020-10-18 21:17:10,189][root][INFO] - ===> Epoch[1720](8600/5): Loss -0.7264, Sem 0.0322, dir -0.9741, norm 0.2156, swav 0.0000 LR: 8.700e-02 Score 98.927 Data time: 0.0976, Forward time: 0.7714, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.1072 [2020-10-18 21:17:11,390][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 21:17:11,570][root][INFO] - ===> Start testing [2020-10-18 21:17:49,283][root][INFO] - 68/68: Data time: 0.3496, Iter time: 0.3152 Loss 0.701 (AVG: 0.515) Score 85.526 (AVG: 90.107) mIOU 68.639 mAP 83.627 mAcc 75.864 IOU: 62.169 0.039 79.985 73.207 94.072 91.818 29.183 76.867 97.332 64.402 81.733 85.592 55.916 mAP: 83.153 8.975 96.327 88.401 98.590 98.489 55.201 95.703 99.767 82.965 94.162 95.072 90.341 mAcc: 79.878 0.365 88.069 81.248 95.964 95.380 31.723 90.497 99.039 76.233 90.649 95.252 61.934 [2020-10-18 21:17:49,284][root][INFO] - Finished test. Elapsed time: 37.7129 [2020-10-18 21:17:52,217][root][INFO] - [2020-10-18 21:17:52,217][root][INFO] - ################################################################ [2020-10-18 21:17:52,217][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 21:17:52,217][root][INFO] - ################################################################ [2020-10-18 21:17:52,217][root][INFO] - clutter : nan nan nan [2020-10-18 21:17:52,217][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 21:17:52,217][root][INFO] - board : 0.800 0.846 0.895 [2020-10-18 21:17:52,217][root][INFO] - bookcase : 0.227 0.326 0.479 [2020-10-18 21:17:52,217][root][INFO] - ceiling : 0.508 0.560 0.595 [2020-10-18 21:17:52,218][root][INFO] - chair : 0.803 0.886 0.904 [2020-10-18 21:17:52,218][root][INFO] - column : 0.180 0.266 0.327 [2020-10-18 21:17:52,218][root][INFO] - door : 0.642 0.817 0.886 [2020-10-18 21:17:52,218][root][INFO] - floor : 0.851 0.851 0.880 [2020-10-18 21:17:52,218][root][INFO] - sofa : 0.409 0.608 0.708 [2020-10-18 21:17:52,218][root][INFO] - table : 0.140 0.318 0.601 [2020-10-18 21:17:52,218][root][INFO] - wall : 0.521 0.722 0.826 [2020-10-18 21:17:52,218][root][INFO] - window : 0.514 0.758 0.760 [2020-10-18 21:17:52,218][root][INFO] - ---------------------------------------------------------------- [2020-10-18 21:17:52,218][root][INFO] - average : 0.466 0.580 0.655 [2020-10-18 21:17:52,218][root][INFO] - [2020-10-18 21:17:52,399][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 21:17:52,400][root][INFO] - Current best mIoU: 69.394 at iter 7000 [2020-10-18 21:17:54,122][root][INFO] - ===> Epoch[1721](8601/5): Loss -0.7373, Sem 0.0313, dir -0.9778, norm 0.2091, swav 0.0000 LR: 8.700e-02 Score 98.937 Data time: 0.0723, Forward time: 0.7714, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 1.7168 [2020-10-18 21:17:56,173][root][INFO] - ===> Epoch[1721](8602/5): Loss -0.7389, Sem 0.0277, dir -0.9789, norm 0.2124, swav 0.0000 LR: 8.700e-02 Score 99.087 Data time: 0.0750, Forward time: 0.7714, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 1.9384 [2020-10-18 21:17:58,363][root][INFO] - ===> Epoch[1721](8603/5): Loss -0.7253, Sem 0.0302, dir -0.9749, norm 0.2193, swav 0.0000 LR: 8.700e-02 Score 98.999 Data time: 0.0847, Forward time: 0.7714, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.1097 [2020-10-18 21:18:00,472][root][INFO] - ===> Epoch[1721](8604/5): Loss -0.7312, Sem 0.0335, dir -0.9772, norm 0.2125, swav 0.0000 LR: 8.700e-02 Score 98.918 Data time: 0.0817, Forward time: 0.7714, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.9944 [2020-10-18 21:18:02,340][root][INFO] - ===> Epoch[1721](8605/5): Loss -0.7408, Sem 0.0306, dir -0.9778, norm 0.2063, swav 0.0000 LR: 8.699e-02 Score 98.999 Data time: 0.1692, Forward time: 0.7714, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.7905 [2020-10-18 21:18:05,063][root][INFO] - ===> Epoch[1722](8606/5): Loss -0.7302, Sem 0.0281, dir -0.9762, norm 0.2179, swav 0.0000 LR: 8.699e-02 Score 99.054 Data time: 0.1071, Forward time: 0.7714, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.6225 [2020-10-18 21:18:07,153][root][INFO] - ===> Epoch[1722](8607/5): Loss -0.7108, Sem 0.0352, dir -0.9739, norm 0.2279, swav 0.0000 LR: 8.699e-02 Score 98.849 Data time: 0.0728, Forward time: 0.7714, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.9626 [2020-10-18 21:18:09,372][root][INFO] - ===> Epoch[1722](8608/5): Loss -0.7301, Sem 0.0319, dir -0.9758, norm 0.2138, swav 0.0000 LR: 8.699e-02 Score 98.958 Data time: 0.0829, Forward time: 0.7714, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.1050 [2020-10-18 21:18:11,642][root][INFO] - ===> Epoch[1722](8609/5): Loss -0.7292, Sem 0.0312, dir -0.9776, norm 0.2172, swav 0.0000 LR: 8.699e-02 Score 98.955 Data time: 0.0779, Forward time: 0.7714, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.1727 [2020-10-18 21:18:13,961][root][INFO] - ===> Epoch[1722](8610/5): Loss -0.7005, Sem 0.0313, dir -0.9767, norm 0.2450, swav 0.0000 LR: 8.699e-02 Score 98.977 Data time: 0.0845, Forward time: 0.7714, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.2339 [2020-10-18 21:18:15,931][root][INFO] - ===> Epoch[1723](8611/5): Loss -0.7463, Sem 0.0303, dir -0.9787, norm 0.2021, swav 0.0000 LR: 8.699e-02 Score 98.983 Data time: 0.0738, Forward time: 0.7714, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.8605 [2020-10-18 21:18:17,963][root][INFO] - ===> Epoch[1723](8612/5): Loss -0.7361, Sem 0.0300, dir -0.9782, norm 0.2122, swav 0.0000 LR: 8.698e-02 Score 99.016 Data time: 0.1117, Forward time: 0.7714, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.9337 [2020-10-18 21:18:20,041][root][INFO] - ===> Epoch[1723](8613/5): Loss -0.7369, Sem 0.0336, dir -0.9758, norm 0.2053, swav 0.0000 LR: 8.698e-02 Score 98.889 Data time: 0.1866, Forward time: 0.7714, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.9954 [2020-10-18 21:18:22,195][root][INFO] - ===> Epoch[1723](8614/5): Loss -0.7169, Sem 0.0344, dir -0.9748, norm 0.2236, swav 0.0000 LR: 8.698e-02 Score 98.862 Data time: 0.1514, Forward time: 0.7715, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.0294 [2020-10-18 21:18:24,379][root][INFO] - ===> Epoch[1723](8615/5): Loss -0.7363, Sem 0.0285, dir -0.9760, norm 0.2112, swav 0.0000 LR: 8.698e-02 Score 99.062 Data time: 0.0703, Forward time: 0.7715, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.0763 [2020-10-18 21:18:26,547][root][INFO] - ===> Epoch[1724](8616/5): Loss -0.7329, Sem 0.0302, dir -0.9770, norm 0.2138, swav 0.0000 LR: 8.698e-02 Score 99.008 Data time: 0.0867, Forward time: 0.7715, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.0465 [2020-10-18 21:18:28,655][root][INFO] - ===> Epoch[1724](8617/5): Loss -0.7404, Sem 0.0300, dir -0.9772, norm 0.2069, swav 0.0000 LR: 8.698e-02 Score 99.012 Data time: 0.0561, Forward time: 0.7715, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.0147 [2020-10-18 21:18:30,613][root][INFO] - ===> Epoch[1724](8618/5): Loss -0.7121, Sem 0.0310, dir -0.9739, norm 0.2308, swav 0.0000 LR: 8.698e-02 Score 98.988 Data time: 0.0633, Forward time: 0.7715, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.8720 [2020-10-18 21:18:32,839][root][INFO] - ===> Epoch[1724](8619/5): Loss -0.7380, Sem 0.0328, dir -0.9767, norm 0.2059, swav 0.0000 LR: 8.697e-02 Score 98.905 Data time: 0.0771, Forward time: 0.7714, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.1335 [2020-10-18 21:18:35,120][root][INFO] - ===> Epoch[1724](8620/5): Loss -0.7371, Sem 0.0330, dir -0.9748, norm 0.2046, swav 0.0000 LR: 8.697e-02 Score 98.900 Data time: 0.0725, Forward time: 0.7714, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.1610 [2020-10-18 21:18:37,116][root][INFO] - ===> Epoch[1725](8621/5): Loss -0.7328, Sem 0.0365, dir -0.9768, norm 0.2075, swav 0.0000 LR: 8.697e-02 Score 98.916 Data time: 0.0803, Forward time: 0.7714, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.8988 [2020-10-18 21:18:39,434][root][INFO] - ===> Epoch[1725](8622/5): Loss -0.7229, Sem 0.0324, dir -0.9752, norm 0.2199, swav 0.0000 LR: 8.697e-02 Score 98.939 Data time: 0.0718, Forward time: 0.7714, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.2095 [2020-10-18 21:18:41,500][root][INFO] - ===> Epoch[1725](8623/5): Loss -0.7421, Sem 0.0365, dir -0.9754, norm 0.1969, swav 0.0000 LR: 8.697e-02 Score 98.798 Data time: 0.0848, Forward time: 0.7714, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.9726 [2020-10-18 21:18:43,804][root][INFO] - ===> Epoch[1725](8624/5): Loss -0.7432, Sem 0.0298, dir -0.9761, norm 0.2031, swav 0.0000 LR: 8.697e-02 Score 98.973 Data time: 0.0977, Forward time: 0.7715, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.1841 [2020-10-18 21:18:45,960][root][INFO] - ===> Epoch[1725](8625/5): Loss -0.7351, Sem 0.0354, dir -0.9760, norm 0.2056, swav 0.0000 LR: 8.696e-02 Score 98.869 Data time: 0.1130, Forward time: 0.7715, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.0259 [2020-10-18 21:18:48,119][root][INFO] - ===> Epoch[1726](8626/5): Loss -0.7049, Sem 0.0437, dir -0.9723, norm 0.2237, swav 0.0000 LR: 8.696e-02 Score 98.659 Data time: 0.0495, Forward time: 0.7715, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.0643 [2020-10-18 21:18:50,331][root][INFO] - ===> Epoch[1726](8627/5): Loss -0.7436, Sem 0.0300, dir -0.9778, norm 0.2042, swav 0.0000 LR: 8.696e-02 Score 99.004 Data time: 0.0953, Forward time: 0.7715, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.1321 [2020-10-18 21:18:52,404][root][INFO] - ===> Epoch[1726](8628/5): Loss -0.7357, Sem 0.0311, dir -0.9756, norm 0.2088, swav 0.0000 LR: 8.696e-02 Score 98.950 Data time: 0.0700, Forward time: 0.7715, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.9630 [2020-10-18 21:18:54,979][root][INFO] - ===> Epoch[1726](8629/5): Loss -0.7180, Sem 0.0347, dir -0.9751, norm 0.2224, swav 0.0000 LR: 8.696e-02 Score 98.861 Data time: 0.0539, Forward time: 0.7715, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.5022 [2020-10-18 21:18:57,020][root][INFO] - ===> Epoch[1726](8630/5): Loss -0.7399, Sem 0.0345, dir -0.9755, norm 0.2011, swav 0.0000 LR: 8.696e-02 Score 98.861 Data time: 0.0653, Forward time: 0.7715, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.9738 [2020-10-18 21:18:59,226][root][INFO] - ===> Epoch[1727](8631/5): Loss -0.7543, Sem 0.0323, dir -0.9784, norm 0.1918, swav 0.0000 LR: 8.696e-02 Score 98.952 Data time: 0.0759, Forward time: 0.7715, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.1093 [2020-10-18 21:19:01,265][root][INFO] - ===> Epoch[1727](8632/5): Loss -0.7402, Sem 0.0359, dir -0.9768, norm 0.2008, swav 0.0000 LR: 8.695e-02 Score 98.785 Data time: 0.0639, Forward time: 0.7715, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.9384 [2020-10-18 21:19:03,877][root][INFO] - ===> Epoch[1727](8633/5): Loss -0.7061, Sem 0.0375, dir -0.9734, norm 0.2298, swav 0.0000 LR: 8.695e-02 Score 98.817 Data time: 0.0623, Forward time: 0.7714, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.5180 [2020-10-18 21:19:05,483][root][INFO] - ===> Epoch[1727](8634/5): Loss -0.7570, Sem 0.0325, dir -0.9784, norm 0.1889, swav 0.0000 LR: 8.695e-02 Score 98.940 Data time: 0.0634, Forward time: 0.7714, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.5044 [2020-10-18 21:19:07,688][root][INFO] - ===> Epoch[1727](8635/5): Loss -0.7380, Sem 0.0347, dir -0.9748, norm 0.2021, swav 0.0000 LR: 8.695e-02 Score 98.849 Data time: 0.0819, Forward time: 0.7714, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.1240 [2020-10-18 21:19:09,964][root][INFO] - ===> Epoch[1728](8636/5): Loss -0.7213, Sem 0.0351, dir -0.9748, norm 0.2184, swav 0.0000 LR: 8.695e-02 Score 98.870 Data time: 0.0660, Forward time: 0.7714, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.1664 [2020-10-18 21:19:13,002][root][INFO] - ===> Epoch[1728](8637/5): Loss -0.7222, Sem 0.0373, dir -0.9753, norm 0.2158, swav 0.0000 LR: 8.695e-02 Score 98.758 Data time: 0.0843, Forward time: 0.7714, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.9171 [2020-10-18 21:19:15,684][root][INFO] - ===> Epoch[1728](8638/5): Loss -0.7301, Sem 0.0363, dir -0.9743, norm 0.2080, swav 0.0000 LR: 8.694e-02 Score 98.820 Data time: 0.0758, Forward time: 0.7714, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.5471 [2020-10-18 21:19:18,303][root][INFO] - ===> Epoch[1728](8639/5): Loss -0.7408, Sem 0.0317, dir -0.9761, norm 0.2037, swav 0.0000 LR: 8.694e-02 Score 98.929 Data time: 0.0593, Forward time: 0.7714, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.5131 [2020-10-18 21:19:20,224][root][INFO] - ===> Epoch[1728](8640/5): Loss -0.7429, Sem 0.0331, dir -0.9755, norm 0.1995, swav 0.0000 LR: 8.694e-02 Score 98.911 Data time: 0.0739, Forward time: 0.7714, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.8554 [2020-10-18 21:19:22,251][root][INFO] - ===> Epoch[1729](8641/5): Loss -0.7521, Sem 0.0320, dir -0.9773, norm 0.1931, swav 0.0000 LR: 8.694e-02 Score 98.951 Data time: 0.0751, Forward time: 0.7714, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.9227 [2020-10-18 21:19:24,272][root][INFO] - ===> Epoch[1729](8642/5): Loss -0.7452, Sem 0.0326, dir -0.9742, norm 0.1964, swav 0.0000 LR: 8.694e-02 Score 98.901 Data time: 0.0535, Forward time: 0.7714, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.9302 [2020-10-18 21:19:26,107][root][INFO] - ===> Epoch[1729](8643/5): Loss -0.7351, Sem 0.0338, dir -0.9748, norm 0.2058, swav 0.0000 LR: 8.694e-02 Score 98.878 Data time: 0.0690, Forward time: 0.7714, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.7342 [2020-10-18 21:19:28,323][root][INFO] - ===> Epoch[1729](8644/5): Loss -0.7546, Sem 0.0353, dir -0.9777, norm 0.1878, swav 0.0000 LR: 8.694e-02 Score 98.845 Data time: 0.0953, Forward time: 0.7714, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.1094 [2020-10-18 21:19:31,127][root][INFO] - ===> Epoch[1729](8645/5): Loss -0.7306, Sem 0.0336, dir -0.9769, norm 0.2127, swav 0.0000 LR: 8.693e-02 Score 98.911 Data time: 0.0644, Forward time: 0.7714, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.6823 [2020-10-18 21:19:33,075][root][INFO] - ===> Epoch[1730](8646/5): Loss -0.7290, Sem 0.0360, dir -0.9773, norm 0.2123, swav 0.0000 LR: 8.693e-02 Score 98.821 Data time: 0.0739, Forward time: 0.7714, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.8738 [2020-10-18 21:19:35,571][root][INFO] - ===> Epoch[1730](8647/5): Loss -0.7344, Sem 0.0332, dir -0.9762, norm 0.2086, swav 0.0000 LR: 8.693e-02 Score 98.919 Data time: 0.0748, Forward time: 0.7714, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.3866 [2020-10-18 21:19:37,354][root][INFO] - ===> Epoch[1730](8648/5): Loss -0.7406, Sem 0.0389, dir -0.9749, norm 0.1954, swav 0.0000 LR: 8.693e-02 Score 98.786 Data time: 0.0715, Forward time: 0.7714, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.6465 [2020-10-18 21:19:39,685][root][INFO] - ===> Epoch[1730](8649/5): Loss -0.7364, Sem 0.0346, dir -0.9744, norm 0.2034, swav 0.0000 LR: 8.693e-02 Score 98.881 Data time: 0.0903, Forward time: 0.7714, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.2704 [2020-10-18 21:19:41,919][root][INFO] - ===> Epoch[1730](8650/5): Loss -0.7346, Sem 0.0346, dir -0.9748, norm 0.2055, swav 0.0000 LR: 8.693e-02 Score 98.830 Data time: 0.0784, Forward time: 0.7714, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.1327 [2020-10-18 21:19:44,150][root][INFO] - ===> Epoch[1731](8651/5): Loss -0.7321, Sem 0.0365, dir -0.9745, norm 0.2059, swav 0.0000 LR: 8.692e-02 Score 98.858 Data time: 0.2001, Forward time: 0.7714, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.1264 [2020-10-18 21:19:46,681][root][INFO] - ===> Epoch[1731](8652/5): Loss -0.7394, Sem 0.0350, dir -0.9763, norm 0.2019, swav 0.0000 LR: 8.692e-02 Score 98.826 Data time: 0.0995, Forward time: 0.7714, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.4361 [2020-10-18 21:19:48,618][root][INFO] - ===> Epoch[1731](8653/5): Loss -0.7505, Sem 0.0345, dir -0.9774, norm 0.1924, swav 0.0000 LR: 8.692e-02 Score 98.843 Data time: 0.0862, Forward time: 0.7714, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.8233 [2020-10-18 21:19:50,565][root][INFO] - ===> Epoch[1731](8654/5): Loss -0.7505, Sem 0.0333, dir -0.9781, norm 0.1944, swav 0.0000 LR: 8.692e-02 Score 98.899 Data time: 0.0730, Forward time: 0.7714, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.8652 [2020-10-18 21:19:52,789][root][INFO] - ===> Epoch[1731](8655/5): Loss -0.7607, Sem 0.0310, dir -0.9787, norm 0.1870, swav 0.0000 LR: 8.692e-02 Score 98.971 Data time: 0.1191, Forward time: 0.7714, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.1379 [2020-10-18 21:19:55,015][root][INFO] - ===> Epoch[1732](8656/5): Loss -0.7457, Sem 0.0340, dir -0.9754, norm 0.1956, swav 0.0000 LR: 8.692e-02 Score 98.860 Data time: 0.1552, Forward time: 0.7714, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.1330 [2020-10-18 21:19:57,135][root][INFO] - ===> Epoch[1732](8657/5): Loss -0.7158, Sem 0.0367, dir -0.9746, norm 0.2221, swav 0.0000 LR: 8.692e-02 Score 98.823 Data time: 0.0921, Forward time: 0.7715, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.0144 [2020-10-18 21:19:59,717][root][INFO] - ===> Epoch[1732](8658/5): Loss -0.7434, Sem 0.0367, dir -0.9750, norm 0.1949, swav 0.0000 LR: 8.691e-02 Score 98.763 Data time: 0.0651, Forward time: 0.7714, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.4974 [2020-10-18 21:20:02,180][root][INFO] - ===> Epoch[1732](8659/5): Loss -0.7505, Sem 0.0346, dir -0.9763, norm 0.1913, swav 0.0000 LR: 8.691e-02 Score 98.858 Data time: 0.0551, Forward time: 0.7714, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.4037 [2020-10-18 21:20:04,387][root][INFO] - ===> Epoch[1732](8660/5): Loss -0.7386, Sem 0.0338, dir -0.9757, norm 0.2034, swav 0.0000 LR: 8.691e-02 Score 98.881 Data time: 0.0399, Forward time: 0.7714, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.1446 [2020-10-18 21:20:06,617][root][INFO] - ===> Epoch[1733](8661/5): Loss -0.7307, Sem 0.0351, dir -0.9757, norm 0.2099, swav 0.0000 LR: 8.691e-02 Score 98.830 Data time: 0.0520, Forward time: 0.7714, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.1977 [2020-10-18 21:20:08,883][root][INFO] - ===> Epoch[1733](8662/5): Loss -0.7535, Sem 0.0296, dir -0.9777, norm 0.1946, swav 0.0000 LR: 8.691e-02 Score 98.999 Data time: 0.0714, Forward time: 0.7714, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.2250 [2020-10-18 21:20:10,748][root][INFO] - ===> Epoch[1733](8663/5): Loss -0.7681, Sem 0.0316, dir -0.9767, norm 0.1770, swav 0.0000 LR: 8.691e-02 Score 98.938 Data time: 0.0734, Forward time: 0.7714, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.7719 [2020-10-18 21:20:12,752][root][INFO] - ===> Epoch[1733](8664/5): Loss -0.7343, Sem 0.0345, dir -0.9757, norm 0.2068, swav 0.0000 LR: 8.691e-02 Score 98.853 Data time: 0.0802, Forward time: 0.7714, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.9022 [2020-10-18 21:20:14,981][root][INFO] - ===> Epoch[1733](8665/5): Loss -0.7498, Sem 0.0327, dir -0.9777, norm 0.1952, swav 0.0000 LR: 8.690e-02 Score 98.916 Data time: 0.0579, Forward time: 0.7714, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.1384 [2020-10-18 21:20:17,330][root][INFO] - ===> Epoch[1734](8666/5): Loss -0.7330, Sem 0.0369, dir -0.9754, norm 0.2055, swav 0.0000 LR: 8.690e-02 Score 98.796 Data time: 0.0608, Forward time: 0.7713, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.2580 [2020-10-18 21:20:19,818][root][INFO] - ===> Epoch[1734](8667/5): Loss -0.7293, Sem 0.0315, dir -0.9748, norm 0.2141, swav 0.0000 LR: 8.690e-02 Score 98.969 Data time: 0.0527, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.3856 [2020-10-18 21:20:21,658][root][INFO] - ===> Epoch[1734](8668/5): Loss -0.7521, Sem 0.0315, dir -0.9761, norm 0.1926, swav 0.0000 LR: 8.690e-02 Score 98.950 Data time: 0.0584, Forward time: 0.7713, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.7817 [2020-10-18 21:20:23,654][root][INFO] - ===> Epoch[1734](8669/5): Loss -0.7550, Sem 0.0362, dir -0.9768, norm 0.1856, swav 0.0000 LR: 8.690e-02 Score 98.871 Data time: 0.0800, Forward time: 0.7713, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.8986 [2020-10-18 21:20:26,010][root][INFO] - ===> Epoch[1734](8670/5): Loss -0.7354, Sem 0.0347, dir -0.9760, norm 0.2058, swav 0.0000 LR: 8.690e-02 Score 98.845 Data time: 0.0740, Forward time: 0.7713, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.2450 [2020-10-18 21:20:28,927][root][INFO] - ===> Epoch[1735](8671/5): Loss -0.7494, Sem 0.0357, dir -0.9756, norm 0.1904, swav 0.0000 LR: 8.689e-02 Score 98.807 Data time: 0.0755, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.8402 [2020-10-18 21:20:31,087][root][INFO] - ===> Epoch[1735](8672/5): Loss -0.7582, Sem 0.0285, dir -0.9776, norm 0.1909, swav 0.0000 LR: 8.689e-02 Score 99.055 Data time: 0.0672, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.0494 [2020-10-18 21:20:33,496][root][INFO] - ===> Epoch[1735](8673/5): Loss -0.7473, Sem 0.0358, dir -0.9751, norm 0.1919, swav 0.0000 LR: 8.689e-02 Score 98.792 Data time: 0.0990, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.3464 [2020-10-18 21:20:35,645][root][INFO] - ===> Epoch[1735](8674/5): Loss -0.7073, Sem 0.0372, dir -0.9761, norm 0.2316, swav 0.0000 LR: 8.689e-02 Score 98.822 Data time: 0.0702, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.0376 [2020-10-18 21:20:37,519][root][INFO] - ===> Epoch[1735](8675/5): Loss -0.7572, Sem 0.0305, dir -0.9774, norm 0.1897, swav 0.0000 LR: 8.689e-02 Score 98.992 Data time: 0.0652, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 1.7897 [2020-10-18 21:20:39,776][root][INFO] - ===> Epoch[1736](8676/5): Loss -0.7518, Sem 0.0311, dir -0.9786, norm 0.1957, swav 0.0000 LR: 8.689e-02 Score 98.963 Data time: 0.0705, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.1533 [2020-10-18 21:20:42,066][root][INFO] - ===> Epoch[1736](8677/5): Loss -0.7587, Sem 0.0329, dir -0.9754, norm 0.1838, swav 0.0000 LR: 8.689e-02 Score 98.853 Data time: 0.0891, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.1655 [2020-10-18 21:20:44,329][root][INFO] - ===> Epoch[1736](8678/5): Loss -0.7277, Sem 0.0331, dir -0.9757, norm 0.2149, swav 0.0000 LR: 8.688e-02 Score 98.904 Data time: 0.2523, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.1629 [2020-10-18 21:20:46,687][root][INFO] - ===> Epoch[1736](8679/5): Loss -0.7236, Sem 0.0327, dir -0.9731, norm 0.2167, swav 0.0000 LR: 8.688e-02 Score 98.947 Data time: 0.0820, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.2596 [2020-10-18 21:20:48,918][root][INFO] - ===> Epoch[1736](8680/5): Loss -0.7410, Sem 0.0339, dir -0.9765, norm 0.2016, swav 0.0000 LR: 8.688e-02 Score 98.899 Data time: 0.0785, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.1390 [2020-10-18 21:20:51,253][root][INFO] - ===> Epoch[1737](8681/5): Loss -0.7332, Sem 0.0329, dir -0.9754, norm 0.2094, swav 0.0000 LR: 8.688e-02 Score 98.884 Data time: 0.0826, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.2505 [2020-10-18 21:20:53,097][root][INFO] - ===> Epoch[1737](8682/5): Loss -0.7492, Sem 0.0341, dir -0.9757, norm 0.1925, swav 0.0000 LR: 8.688e-02 Score 98.898 Data time: 0.0840, Forward time: 0.7713, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.7299 [2020-10-18 21:20:55,668][root][INFO] - ===> Epoch[1737](8683/5): Loss -0.7343, Sem 0.0304, dir -0.9781, norm 0.2133, swav 0.0000 LR: 8.688e-02 Score 98.990 Data time: 0.0706, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.4680 [2020-10-18 21:20:57,813][root][INFO] - ===> Epoch[1737](8684/5): Loss -0.7351, Sem 0.0354, dir -0.9761, norm 0.2055, swav 0.0000 LR: 8.687e-02 Score 98.827 Data time: 0.0557, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.0564 [2020-10-18 21:21:00,333][root][INFO] - ===> Epoch[1737](8685/5): Loss -0.7321, Sem 0.0331, dir -0.9740, norm 0.2088, swav 0.0000 LR: 8.687e-02 Score 98.930 Data time: 0.0607, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.4383 [2020-10-18 21:21:02,558][root][INFO] - ===> Epoch[1738](8686/5): Loss -0.7274, Sem 0.0318, dir -0.9764, norm 0.2172, swav 0.0000 LR: 8.687e-02 Score 98.958 Data time: 0.0729, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.1639 [2020-10-18 21:21:04,607][root][INFO] - ===> Epoch[1738](8687/5): Loss -0.7500, Sem 0.0310, dir -0.9768, norm 0.1958, swav 0.0000 LR: 8.687e-02 Score 98.950 Data time: 0.0832, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 1.9372 [2020-10-18 21:21:06,291][root][INFO] - ===> Epoch[1738](8688/5): Loss -0.7308, Sem 0.0323, dir -0.9773, norm 0.2142, swav 0.0000 LR: 8.687e-02 Score 98.910 Data time: 0.0482, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 1.5743 [2020-10-18 21:21:09,175][root][INFO] - ===> Epoch[1738](8689/5): Loss -0.7435, Sem 0.0309, dir -0.9762, norm 0.2018, swav 0.0000 LR: 8.687e-02 Score 98.994 Data time: 0.2277, Forward time: 0.7714, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.8135 [2020-10-18 21:21:11,634][root][INFO] - ===> Epoch[1738](8690/5): Loss -0.7264, Sem 0.0356, dir -0.9746, norm 0.2127, swav 0.0000 LR: 8.687e-02 Score 98.816 Data time: 0.0773, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.3151 [2020-10-18 21:21:13,678][root][INFO] - ===> Epoch[1739](8691/5): Loss -0.7576, Sem 0.0311, dir -0.9778, norm 0.1891, swav 0.0000 LR: 8.686e-02 Score 98.973 Data time: 0.1063, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 1.9566 [2020-10-18 21:21:15,663][root][INFO] - ===> Epoch[1739](8692/5): Loss -0.7437, Sem 0.0289, dir -0.9774, norm 0.2048, swav 0.0000 LR: 8.686e-02 Score 99.006 Data time: 0.0510, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 1.8899 [2020-10-18 21:21:17,771][root][INFO] - ===> Epoch[1739](8693/5): Loss -0.7287, Sem 0.0318, dir -0.9750, norm 0.2145, swav 0.0000 LR: 8.686e-02 Score 98.985 Data time: 0.0904, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 1.9995 [2020-10-18 21:21:19,810][root][INFO] - ===> Epoch[1739](8694/5): Loss -0.7460, Sem 0.0311, dir -0.9768, norm 0.1997, swav 0.0000 LR: 8.686e-02 Score 98.961 Data time: 0.0668, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 1.9232 [2020-10-18 21:21:21,968][root][INFO] - ===> Epoch[1739](8695/5): Loss -0.7364, Sem 0.0356, dir -0.9745, norm 0.2024, swav 0.0000 LR: 8.686e-02 Score 98.815 Data time: 0.0721, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.0743 [2020-10-18 21:21:23,975][root][INFO] - ===> Epoch[1740](8696/5): Loss -0.7075, Sem 0.0392, dir -0.9750, norm 0.2283, swav 0.0000 LR: 8.686e-02 Score 98.749 Data time: 0.0619, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 1.9012 [2020-10-18 21:21:26,160][root][INFO] - ===> Epoch[1740](8697/5): Loss -0.7303, Sem 0.0287, dir -0.9761, norm 0.2171, swav 0.0000 LR: 8.685e-02 Score 99.066 Data time: 0.0684, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.0869 [2020-10-18 21:21:28,169][root][INFO] - ===> Epoch[1740](8698/5): Loss -0.7501, Sem 0.0302, dir -0.9768, norm 0.1964, swav 0.0000 LR: 8.685e-02 Score 98.989 Data time: 0.0727, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 1.9100 [2020-10-18 21:21:30,530][root][INFO] - ===> Epoch[1740](8699/5): Loss -0.7174, Sem 0.0327, dir -0.9765, norm 0.2265, swav 0.0000 LR: 8.685e-02 Score 98.914 Data time: 0.1032, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.2504 [2020-10-18 21:21:32,578][root][INFO] - ===> Epoch[1740](8700/5): Loss -0.7532, Sem 0.0300, dir -0.9760, norm 0.1928, swav 0.0000 LR: 8.685e-02 Score 98.976 Data time: 0.0530, Forward time: 0.7713, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 1.9434 [2020-10-18 21:21:33,721][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 21:21:35,689][root][INFO] - ===> Epoch[1741](8701/5): Loss -0.7172, Sem 0.0320, dir -0.9720, norm 0.2228, swav 0.0000 LR: 8.685e-02 Score 98.955 Data time: 0.1017, Forward time: 0.7713, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.7890 [2020-10-18 21:21:37,911][root][INFO] - ===> Epoch[1741](8702/5): Loss -0.7261, Sem 0.0430, dir -0.9755, norm 0.2064, swav 0.0000 LR: 8.685e-02 Score 98.732 Data time: 0.0904, Forward time: 0.7713, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.1160 [2020-10-18 21:21:39,938][root][INFO] - ===> Epoch[1741](8703/5): Loss -0.7217, Sem 0.0345, dir -0.9747, norm 0.2185, swav 0.0000 LR: 8.685e-02 Score 98.855 Data time: 0.0738, Forward time: 0.7713, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.9195 [2020-10-18 21:21:42,192][root][INFO] - ===> Epoch[1741](8704/5): Loss -0.7473, Sem 0.0331, dir -0.9768, norm 0.1963, swav 0.0000 LR: 8.684e-02 Score 98.888 Data time: 0.0892, Forward time: 0.7713, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.1452 [2020-10-18 21:21:44,294][root][INFO] - ===> Epoch[1741](8705/5): Loss -0.7293, Sem 0.0320, dir -0.9766, norm 0.2153, swav 0.0000 LR: 8.684e-02 Score 98.938 Data time: 0.0640, Forward time: 0.7712, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.0063 [2020-10-18 21:21:46,344][root][INFO] - ===> Epoch[1742](8706/5): Loss -0.7305, Sem 0.0329, dir -0.9757, norm 0.2123, swav 0.0000 LR: 8.684e-02 Score 98.930 Data time: 0.0418, Forward time: 0.7712, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.9561 [2020-10-18 21:21:48,390][root][INFO] - ===> Epoch[1742](8707/5): Loss -0.7417, Sem 0.0333, dir -0.9744, norm 0.1993, swav 0.0000 LR: 8.684e-02 Score 98.883 Data time: 0.1105, Forward time: 0.7712, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.9730 [2020-10-18 21:21:50,599][root][INFO] - ===> Epoch[1742](8708/5): Loss -0.7416, Sem 0.0278, dir -0.9772, norm 0.2078, swav 0.0000 LR: 8.684e-02 Score 99.062 Data time: 0.0918, Forward time: 0.7712, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.1067 [2020-10-18 21:21:52,890][root][INFO] - ===> Epoch[1742](8709/5): Loss -0.7583, Sem 0.0292, dir -0.9760, norm 0.1885, swav 0.0000 LR: 8.684e-02 Score 98.998 Data time: 0.0716, Forward time: 0.7712, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.1752 [2020-10-18 21:21:54,688][root][INFO] - ===> Epoch[1742](8710/5): Loss -0.7479, Sem 0.0323, dir -0.9764, norm 0.1962, swav 0.0000 LR: 8.683e-02 Score 98.933 Data time: 0.0843, Forward time: 0.7712, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.7026 [2020-10-18 21:21:56,832][root][INFO] - ===> Epoch[1743](8711/5): Loss -0.7375, Sem 0.0301, dir -0.9745, norm 0.2069, swav 0.0000 LR: 8.683e-02 Score 99.000 Data time: 0.0840, Forward time: 0.7712, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.0445 [2020-10-18 21:21:58,882][root][INFO] - ===> Epoch[1743](8712/5): Loss -0.7320, Sem 0.0325, dir -0.9769, norm 0.2124, swav 0.0000 LR: 8.683e-02 Score 98.916 Data time: 0.0808, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.9218 [2020-10-18 21:22:00,985][root][INFO] - ===> Epoch[1743](8713/5): Loss -0.7427, Sem 0.0320, dir -0.9765, norm 0.2018, swav 0.0000 LR: 8.683e-02 Score 98.943 Data time: 0.1523, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.0030 [2020-10-18 21:22:03,360][root][INFO] - ===> Epoch[1743](8714/5): Loss -0.7378, Sem 0.0341, dir -0.9770, norm 0.2051, swav 0.0000 LR: 8.683e-02 Score 98.893 Data time: 0.1026, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.2807 [2020-10-18 21:22:05,563][root][INFO] - ===> Epoch[1743](8715/5): Loss -0.7431, Sem 0.0320, dir -0.9771, norm 0.2020, swav 0.0000 LR: 8.683e-02 Score 98.940 Data time: 0.0928, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.0839 [2020-10-18 21:22:08,362][root][INFO] - ===> Epoch[1744](8716/5): Loss -0.7446, Sem 0.0301, dir -0.9778, norm 0.2031, swav 0.0000 LR: 8.683e-02 Score 99.000 Data time: 0.0859, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.7121 [2020-10-18 21:22:10,558][root][INFO] - ===> Epoch[1744](8717/5): Loss -0.7429, Sem 0.0274, dir -0.9767, norm 0.2064, swav 0.0000 LR: 8.682e-02 Score 99.091 Data time: 0.0829, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.1035 [2020-10-18 21:22:12,872][root][INFO] - ===> Epoch[1744](8718/5): Loss -0.7511, Sem 0.0291, dir -0.9773, norm 0.1971, swav 0.0000 LR: 8.682e-02 Score 99.012 Data time: 0.0832, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.2080 [2020-10-18 21:22:14,954][root][INFO] - ===> Epoch[1744](8719/5): Loss -0.7430, Sem 0.0273, dir -0.9777, norm 0.2073, swav 0.0000 LR: 8.682e-02 Score 99.084 Data time: 0.0559, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.9681 [2020-10-18 21:22:16,922][root][INFO] - ===> Epoch[1744](8720/5): Loss -0.7568, Sem 0.0298, dir -0.9763, norm 0.1897, swav 0.0000 LR: 8.682e-02 Score 99.002 Data time: 0.0954, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.8841 [2020-10-18 21:22:18,607][root][INFO] - ===> Epoch[1745](8721/5): Loss -0.7666, Sem 0.0299, dir -0.9776, norm 0.1811, swav 0.0000 LR: 8.682e-02 Score 98.997 Data time: 0.1020, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.5808 [2020-10-18 21:22:21,424][root][INFO] - ===> Epoch[1745](8722/5): Loss -0.7390, Sem 0.0318, dir -0.9762, norm 0.2053, swav 0.0000 LR: 8.682e-02 Score 98.966 Data time: 0.0833, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.7433 [2020-10-18 21:22:23,441][root][INFO] - ===> Epoch[1745](8723/5): Loss -0.7326, Sem 0.0316, dir -0.9762, norm 0.2120, swav 0.0000 LR: 8.682e-02 Score 98.960 Data time: 0.0875, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.9211 [2020-10-18 21:22:25,858][root][INFO] - ===> Epoch[1745](8724/5): Loss -0.7428, Sem 0.0264, dir -0.9774, norm 0.2082, swav 0.0000 LR: 8.681e-02 Score 99.144 Data time: 0.0638, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.2951 [2020-10-18 21:22:28,153][root][INFO] - ===> Epoch[1745](8725/5): Loss -0.7434, Sem 0.0300, dir -0.9763, norm 0.2029, swav 0.0000 LR: 8.681e-02 Score 99.003 Data time: 0.1016, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.2013 [2020-10-18 21:22:30,418][root][INFO] - ===> Epoch[1746](8726/5): Loss -0.7502, Sem 0.0309, dir -0.9771, norm 0.1961, swav 0.0000 LR: 8.681e-02 Score 98.957 Data time: 0.0718, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.1510 [2020-10-18 21:22:32,538][root][INFO] - ===> Epoch[1746](8727/5): Loss -0.7609, Sem 0.0314, dir -0.9780, norm 0.1857, swav 0.0000 LR: 8.681e-02 Score 98.971 Data time: 0.0613, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.0457 [2020-10-18 21:22:34,538][root][INFO] - ===> Epoch[1746](8728/5): Loss -0.7338, Sem 0.0278, dir -0.9760, norm 0.2144, swav 0.0000 LR: 8.681e-02 Score 99.091 Data time: 0.2139, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.9033 [2020-10-18 21:22:37,033][root][INFO] - ===> Epoch[1746](8729/5): Loss -0.7466, Sem 0.0276, dir -0.9761, norm 0.2019, swav 0.0000 LR: 8.681e-02 Score 99.076 Data time: 0.0806, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.4372 [2020-10-18 21:22:39,060][root][INFO] - ===> Epoch[1746](8730/5): Loss -0.7442, Sem 0.0333, dir -0.9777, norm 0.2002, swav 0.0000 LR: 8.680e-02 Score 98.984 Data time: 0.0686, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.9271 [2020-10-18 21:22:40,901][root][INFO] - ===> Epoch[1747](8731/5): Loss -0.7202, Sem 0.0312, dir -0.9740, norm 0.2226, swav 0.0000 LR: 8.680e-02 Score 98.954 Data time: 0.0753, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.7804 [2020-10-18 21:22:43,329][root][INFO] - ===> Epoch[1747](8732/5): Loss -0.7460, Sem 0.0316, dir -0.9772, norm 0.1996, swav 0.0000 LR: 8.680e-02 Score 98.932 Data time: 0.0806, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.3280 [2020-10-18 21:22:45,628][root][INFO] - ===> Epoch[1747](8733/5): Loss -0.7290, Sem 0.0297, dir -0.9750, norm 0.2162, swav 0.0000 LR: 8.680e-02 Score 99.036 Data time: 0.0525, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.1743 [2020-10-18 21:22:48,040][root][INFO] - ===> Epoch[1747](8734/5): Loss -0.7405, Sem 0.0252, dir -0.9769, norm 0.2113, swav 0.0000 LR: 8.680e-02 Score 99.152 Data time: 0.0702, Forward time: 0.7713, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.3543 [2020-10-18 21:22:50,310][root][INFO] - ===> Epoch[1747](8735/5): Loss -0.7319, Sem 0.0338, dir -0.9759, norm 0.2103, swav 0.0000 LR: 8.680e-02 Score 98.891 Data time: 0.0657, Forward time: 0.7712, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.1681 [2020-10-18 21:22:52,545][root][INFO] - ===> Epoch[1748](8736/5): Loss -0.7362, Sem 0.0296, dir -0.9749, norm 0.2090, swav 0.0000 LR: 8.680e-02 Score 98.994 Data time: 0.0906, Forward time: 0.7713, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.1512 [2020-10-18 21:22:55,163][root][INFO] - ===> Epoch[1748](8737/5): Loss -0.7457, Sem 0.0290, dir -0.9771, norm 0.2024, swav 0.0000 LR: 8.679e-02 Score 99.019 Data time: 0.1065, Forward time: 0.7713, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.5150 [2020-10-18 21:22:56,901][root][INFO] - ===> Epoch[1748](8738/5): Loss -0.7528, Sem 0.0279, dir -0.9771, norm 0.1964, swav 0.0000 LR: 8.679e-02 Score 99.047 Data time: 0.0792, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.6327 [2020-10-18 21:22:58,912][root][INFO] - ===> Epoch[1748](8739/5): Loss -0.7380, Sem 0.0343, dir -0.9751, norm 0.2027, swav 0.0000 LR: 8.679e-02 Score 98.902 Data time: 0.1000, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.9326 [2020-10-18 21:23:01,257][root][INFO] - ===> Epoch[1748](8740/5): Loss -0.7611, Sem 0.0263, dir -0.9780, norm 0.1906, swav 0.0000 LR: 8.679e-02 Score 99.143 Data time: 0.0906, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.2322 [2020-10-18 21:23:03,091][root][INFO] - ===> Epoch[1749](8741/5): Loss -0.7254, Sem 0.0325, dir -0.9749, norm 0.2170, swav 0.0000 LR: 8.679e-02 Score 98.945 Data time: 0.0780, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.7108 [2020-10-18 21:23:05,419][root][INFO] - ===> Epoch[1749](8742/5): Loss -0.7559, Sem 0.0278, dir -0.9767, norm 0.1930, swav 0.0000 LR: 8.679e-02 Score 99.075 Data time: 0.0537, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.2194 [2020-10-18 21:23:07,508][root][INFO] - ===> Epoch[1749](8743/5): Loss -0.7499, Sem 0.0316, dir -0.9761, norm 0.1945, swav 0.0000 LR: 8.678e-02 Score 98.959 Data time: 0.0913, Forward time: 0.7713, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.9867 [2020-10-18 21:23:09,379][root][INFO] - ===> Epoch[1749](8744/5): Loss -0.7527, Sem 0.0291, dir -0.9776, norm 0.1958, swav 0.0000 LR: 8.678e-02 Score 99.033 Data time: 0.0829, Forward time: 0.7713, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.7653 [2020-10-18 21:23:11,349][root][INFO] - ===> Epoch[1749](8745/5): Loss -0.7422, Sem 0.0296, dir -0.9761, norm 0.2043, swav 0.0000 LR: 8.678e-02 Score 99.013 Data time: 0.0894, Forward time: 0.7713, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.8614 [2020-10-18 21:23:13,391][root][INFO] - ===> Epoch[1750](8746/5): Loss -0.7372, Sem 0.0307, dir -0.9762, norm 0.2083, swav 0.0000 LR: 8.678e-02 Score 98.979 Data time: 0.0801, Forward time: 0.7713, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.9452 [2020-10-18 21:23:15,421][root][INFO] - ===> Epoch[1750](8747/5): Loss -0.7324, Sem 0.0303, dir -0.9750, norm 0.2122, swav 0.0000 LR: 8.678e-02 Score 99.016 Data time: 0.0868, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.9266 [2020-10-18 21:23:17,386][root][INFO] - ===> Epoch[1750](8748/5): Loss -0.7549, Sem 0.0289, dir -0.9782, norm 0.1944, swav 0.0000 LR: 8.678e-02 Score 99.061 Data time: 0.0704, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.8353 [2020-10-18 21:23:19,534][root][INFO] - ===> Epoch[1750](8749/5): Loss -0.7345, Sem 0.0336, dir -0.9765, norm 0.2083, swav 0.0000 LR: 8.678e-02 Score 98.886 Data time: 0.0986, Forward time: 0.7714, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.0607 [2020-10-18 21:23:21,794][root][INFO] - ===> Epoch[1750](8750/5): Loss -0.7469, Sem 0.0306, dir -0.9773, norm 0.1998, swav 0.0000 LR: 8.677e-02 Score 99.006 Data time: 0.1229, Forward time: 0.7714, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.1528 [2020-10-18 21:23:23,741][root][INFO] - ===> Epoch[1751](8751/5): Loss -0.7377, Sem 0.0336, dir -0.9765, norm 0.2052, swav 0.0000 LR: 8.677e-02 Score 98.937 Data time: 0.0575, Forward time: 0.7714, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.8581 [2020-10-18 21:23:26,059][root][INFO] - ===> Epoch[1751](8752/5): Loss -0.7690, Sem 0.0292, dir -0.9772, norm 0.1790, swav 0.0000 LR: 8.677e-02 Score 99.013 Data time: 0.0760, Forward time: 0.7714, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.2310 [2020-10-18 21:23:28,173][root][INFO] - ===> Epoch[1751](8753/5): Loss -0.7418, Sem 0.0307, dir -0.9775, norm 0.2050, swav 0.0000 LR: 8.677e-02 Score 98.960 Data time: 0.0692, Forward time: 0.7714, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.9857 [2020-10-18 21:23:30,826][root][INFO] - ===> Epoch[1751](8754/5): Loss -0.7462, Sem 0.0297, dir -0.9766, norm 0.2007, swav 0.0000 LR: 8.677e-02 Score 99.043 Data time: 0.0721, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.5444 [2020-10-18 21:23:33,148][root][INFO] - ===> Epoch[1751](8755/5): Loss -0.7475, Sem 0.0284, dir -0.9787, norm 0.2028, swav 0.0000 LR: 8.677e-02 Score 99.057 Data time: 0.0919, Forward time: 0.7714, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.2024 [2020-10-18 21:23:35,328][root][INFO] - ===> Epoch[1752](8756/5): Loss -0.7522, Sem 0.0309, dir -0.9768, norm 0.1936, swav 0.0000 LR: 8.676e-02 Score 98.967 Data time: 0.0894, Forward time: 0.7714, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.0768 [2020-10-18 21:23:37,588][root][INFO] - ===> Epoch[1752](8757/5): Loss -0.7593, Sem 0.0280, dir -0.9779, norm 0.1907, swav 0.0000 LR: 8.676e-02 Score 99.063 Data time: 0.0827, Forward time: 0.7714, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.1299 [2020-10-18 21:23:40,348][root][INFO] - ===> Epoch[1752](8758/5): Loss -0.7752, Sem 0.0288, dir -0.9792, norm 0.1753, swav 0.0000 LR: 8.676e-02 Score 99.029 Data time: 0.0511, Forward time: 0.7714, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.6520 [2020-10-18 21:23:42,341][root][INFO] - ===> Epoch[1752](8759/5): Loss -0.7700, Sem 0.0285, dir -0.9794, norm 0.1809, swav 0.0000 LR: 8.676e-02 Score 99.032 Data time: 0.0801, Forward time: 0.7714, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.9195 [2020-10-18 21:23:44,693][root][INFO] - ===> Epoch[1752](8760/5): Loss -0.7515, Sem 0.0278, dir -0.9772, norm 0.1978, swav 0.0000 LR: 8.676e-02 Score 99.105 Data time: 0.0952, Forward time: 0.7714, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.2306 [2020-10-18 21:23:46,513][root][INFO] - ===> Epoch[1753](8761/5): Loss -0.7642, Sem 0.0325, dir -0.9763, norm 0.1796, swav 0.0000 LR: 8.676e-02 Score 98.919 Data time: 0.0880, Forward time: 0.7714, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.6928 [2020-10-18 21:23:48,748][root][INFO] - ===> Epoch[1753](8762/5): Loss -0.7443, Sem 0.0316, dir -0.9765, norm 0.2006, swav 0.0000 LR: 8.676e-02 Score 98.966 Data time: 0.0486, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.1560 [2020-10-18 21:23:51,197][root][INFO] - ===> Epoch[1753](8763/5): Loss -0.7633, Sem 0.0265, dir -0.9789, norm 0.1891, swav 0.0000 LR: 8.675e-02 Score 99.121 Data time: 0.1020, Forward time: 0.7714, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.3775 [2020-10-18 21:23:53,334][root][INFO] - ===> Epoch[1753](8764/5): Loss -0.7557, Sem 0.0277, dir -0.9767, norm 0.1934, swav 0.0000 LR: 8.675e-02 Score 99.079 Data time: 0.0644, Forward time: 0.7714, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.0562 [2020-10-18 21:23:55,296][root][INFO] - ===> Epoch[1753](8765/5): Loss -0.7499, Sem 0.0296, dir -0.9777, norm 0.1981, swav 0.0000 LR: 8.675e-02 Score 99.018 Data time: 0.0692, Forward time: 0.7714, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.8688 [2020-10-18 21:23:57,326][root][INFO] - ===> Epoch[1754](8766/5): Loss -0.7120, Sem 0.0345, dir -0.9758, norm 0.2294, swav 0.0000 LR: 8.675e-02 Score 98.856 Data time: 0.0816, Forward time: 0.7714, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.9176 [2020-10-18 21:23:59,318][root][INFO] - ===> Epoch[1754](8767/5): Loss -0.7353, Sem 0.0325, dir -0.9745, norm 0.2068, swav 0.0000 LR: 8.675e-02 Score 98.905 Data time: 0.0807, Forward time: 0.7714, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.8802 [2020-10-18 21:24:01,873][root][INFO] - ===> Epoch[1754](8768/5): Loss -0.7362, Sem 0.0272, dir -0.9798, norm 0.2164, swav 0.0000 LR: 8.675e-02 Score 99.092 Data time: 0.0780, Forward time: 0.7714, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.4567 [2020-10-18 21:24:04,062][root][INFO] - ===> Epoch[1754](8769/5): Loss -0.7541, Sem 0.0271, dir -0.9786, norm 0.1974, swav 0.0000 LR: 8.675e-02 Score 99.115 Data time: 0.0552, Forward time: 0.7714, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.0860 [2020-10-18 21:24:05,828][root][INFO] - ===> Epoch[1754](8770/5): Loss -0.7040, Sem 0.0328, dir -0.9753, norm 0.2385, swav 0.0000 LR: 8.674e-02 Score 98.917 Data time: 0.0537, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.6772 [2020-10-18 21:24:08,127][root][INFO] - ===> Epoch[1755](8771/5): Loss -0.7400, Sem 0.0301, dir -0.9754, norm 0.2053, swav 0.0000 LR: 8.674e-02 Score 99.006 Data time: 0.0710, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.2262 [2020-10-18 21:24:10,258][root][INFO] - ===> Epoch[1755](8772/5): Loss -0.7301, Sem 0.0311, dir -0.9757, norm 0.2145, swav 0.0000 LR: 8.674e-02 Score 98.947 Data time: 0.0703, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.0185 [2020-10-18 21:24:12,669][root][INFO] - ===> Epoch[1755](8773/5): Loss -0.7297, Sem 0.0320, dir -0.9775, norm 0.2159, swav 0.0000 LR: 8.674e-02 Score 98.977 Data time: 0.0988, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.3233 [2020-10-18 21:24:14,850][root][INFO] - ===> Epoch[1755](8774/5): Loss -0.7239, Sem 0.0318, dir -0.9767, norm 0.2210, swav 0.0000 LR: 8.674e-02 Score 98.935 Data time: 0.2725, Forward time: 0.7714, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.0509 [2020-10-18 21:24:17,465][root][INFO] - ===> Epoch[1755](8775/5): Loss -0.7398, Sem 0.0322, dir -0.9767, norm 0.2046, swav 0.0000 LR: 8.674e-02 Score 98.913 Data time: 0.1479, Forward time: 0.7714, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.5072 [2020-10-18 21:24:19,649][root][INFO] - ===> Epoch[1756](8776/5): Loss -0.7397, Sem 0.0291, dir -0.9766, norm 0.2078, swav 0.0000 LR: 8.673e-02 Score 99.015 Data time: 0.0728, Forward time: 0.7714, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.0840 [2020-10-18 21:24:22,107][root][INFO] - ===> Epoch[1756](8777/5): Loss -0.7382, Sem 0.0287, dir -0.9775, norm 0.2106, swav 0.0000 LR: 8.673e-02 Score 99.067 Data time: 0.0630, Forward time: 0.7714, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.3666 [2020-10-18 21:24:24,070][root][INFO] - ===> Epoch[1756](8778/5): Loss -0.7501, Sem 0.0299, dir -0.9766, norm 0.1965, swav 0.0000 LR: 8.673e-02 Score 99.011 Data time: 0.0530, Forward time: 0.7714, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.8826 [2020-10-18 21:24:25,887][root][INFO] - ===> Epoch[1756](8779/5): Loss -0.7418, Sem 0.0348, dir -0.9735, norm 0.1969, swav 0.0000 LR: 8.673e-02 Score 98.842 Data time: 0.0755, Forward time: 0.7714, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.7399 [2020-10-18 21:24:28,273][root][INFO] - ===> Epoch[1756](8780/5): Loss -0.7336, Sem 0.0340, dir -0.9774, norm 0.2098, swav 0.0000 LR: 8.673e-02 Score 98.878 Data time: 0.0887, Forward time: 0.7714, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.2699 [2020-10-18 21:24:30,291][root][INFO] - ===> Epoch[1757](8781/5): Loss -0.7601, Sem 0.0293, dir -0.9792, norm 0.1899, swav 0.0000 LR: 8.673e-02 Score 99.014 Data time: 0.0671, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.8761 [2020-10-18 21:24:32,710][root][INFO] - ===> Epoch[1757](8782/5): Loss -0.7496, Sem 0.0290, dir -0.9776, norm 0.1991, swav 0.0000 LR: 8.673e-02 Score 99.048 Data time: 0.0789, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.3143 [2020-10-18 21:24:35,245][root][INFO] - ===> Epoch[1757](8783/5): Loss -0.7224, Sem 0.0331, dir -0.9763, norm 0.2207, swav 0.0000 LR: 8.672e-02 Score 98.920 Data time: 0.0781, Forward time: 0.7713, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.4614 [2020-10-18 21:24:37,683][root][INFO] - ===> Epoch[1757](8784/5): Loss -0.7201, Sem 0.0302, dir -0.9743, norm 0.2239, swav 0.0000 LR: 8.672e-02 Score 99.035 Data time: 0.0539, Forward time: 0.7713, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.3099 [2020-10-18 21:24:39,613][root][INFO] - ===> Epoch[1757](8785/5): Loss -0.7147, Sem 0.0384, dir -0.9740, norm 0.2209, swav 0.0000 LR: 8.672e-02 Score 98.719 Data time: 0.0566, Forward time: 0.7713, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.8574 [2020-10-18 21:24:42,128][root][INFO] - ===> Epoch[1758](8786/5): Loss -0.7506, Sem 0.0324, dir -0.9778, norm 0.1947, swav 0.0000 LR: 8.672e-02 Score 98.942 Data time: 0.0722, Forward time: 0.7713, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.4447 [2020-10-18 21:24:44,347][root][INFO] - ===> Epoch[1758](8787/5): Loss -0.7182, Sem 0.0347, dir -0.9735, norm 0.2205, swav 0.0000 LR: 8.672e-02 Score 98.874 Data time: 0.0609, Forward time: 0.7713, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.1210 [2020-10-18 21:24:46,149][root][INFO] - ===> Epoch[1758](8788/5): Loss -0.7430, Sem 0.0305, dir -0.9772, norm 0.2037, swav 0.0000 LR: 8.672e-02 Score 99.008 Data time: 0.0744, Forward time: 0.7713, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.7036 [2020-10-18 21:24:48,689][root][INFO] - ===> Epoch[1758](8789/5): Loss -0.7364, Sem 0.0310, dir -0.9762, norm 0.2088, swav 0.0000 LR: 8.671e-02 Score 98.977 Data time: 0.0653, Forward time: 0.7713, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.4401 [2020-10-18 21:24:50,916][root][INFO] - ===> Epoch[1758](8790/5): Loss -0.7386, Sem 0.0299, dir -0.9766, norm 0.2081, swav 0.0000 LR: 8.671e-02 Score 99.016 Data time: 0.0680, Forward time: 0.7713, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.1464 [2020-10-18 21:24:52,900][root][INFO] - ===> Epoch[1759](8791/5): Loss -0.7389, Sem 0.0359, dir -0.9765, norm 0.2017, swav 0.0000 LR: 8.671e-02 Score 98.824 Data time: 0.0815, Forward time: 0.7713, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.8795 [2020-10-18 21:24:55,309][root][INFO] - ===> Epoch[1759](8792/5): Loss -0.7189, Sem 0.0323, dir -0.9757, norm 0.2244, swav 0.0000 LR: 8.671e-02 Score 98.949 Data time: 0.0563, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.3097 [2020-10-18 21:24:57,485][root][INFO] - ===> Epoch[1759](8793/5): Loss -0.7347, Sem 0.0309, dir -0.9782, norm 0.2126, swav 0.0000 LR: 8.671e-02 Score 98.980 Data time: 0.0789, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.0769 [2020-10-18 21:24:59,423][root][INFO] - ===> Epoch[1759](8794/5): Loss -0.7297, Sem 0.0297, dir -0.9766, norm 0.2172, swav 0.0000 LR: 8.671e-02 Score 99.013 Data time: 0.0735, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.8483 [2020-10-18 21:25:01,590][root][INFO] - ===> Epoch[1759](8795/5): Loss -0.7455, Sem 0.0299, dir -0.9776, norm 0.2023, swav 0.0000 LR: 8.671e-02 Score 99.026 Data time: 0.0956, Forward time: 0.7713, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.0735 [2020-10-18 21:25:03,679][root][INFO] - ===> Epoch[1760](8796/5): Loss -0.7322, Sem 0.0351, dir -0.9753, norm 0.2080, swav 0.0000 LR: 8.670e-02 Score 98.831 Data time: 0.0581, Forward time: 0.7713, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.9622 [2020-10-18 21:25:05,642][root][INFO] - ===> Epoch[1760](8797/5): Loss -0.7489, Sem 0.0295, dir -0.9771, norm 0.1987, swav 0.0000 LR: 8.670e-02 Score 99.013 Data time: 0.0700, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.8679 [2020-10-18 21:25:07,886][root][INFO] - ===> Epoch[1760](8798/5): Loss -0.7300, Sem 0.0314, dir -0.9761, norm 0.2146, swav 0.0000 LR: 8.670e-02 Score 98.955 Data time: 0.0650, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.1375 [2020-10-18 21:25:09,941][root][INFO] - ===> Epoch[1760](8799/5): Loss -0.7526, Sem 0.0291, dir -0.9778, norm 0.1961, swav 0.0000 LR: 8.670e-02 Score 99.006 Data time: 0.0658, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.9477 [2020-10-18 21:25:12,451][root][INFO] - ===> Epoch[1760](8800/5): Loss -0.7327, Sem 0.0330, dir -0.9762, norm 0.2105, swav 0.0000 LR: 8.670e-02 Score 98.906 Data time: 0.1068, Forward time: 0.7713, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.4032 [2020-10-18 21:25:13,631][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 21:25:13,820][root][INFO] - ===> Start testing [2020-10-18 21:25:52,126][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1235 Loss 0.200 (AVG: 0.538) Score 95.553 (AVG: 89.871) mIOU 68.567 mAP 84.828 mAcc 75.754 IOU: 60.634 0.041 73.162 72.940 93.775 89.554 31.240 77.351 97.385 72.848 80.639 85.165 56.630 mAP: 82.009 17.399 92.662 88.298 98.781 98.508 62.454 95.060 99.785 88.431 93.467 95.080 90.832 mAcc: 78.257 0.273 82.052 81.826 96.063 97.298 36.569 88.112 98.119 81.235 90.728 95.583 58.686 [2020-10-18 21:25:52,127][root][INFO] - Finished test. Elapsed time: 38.3057 [2020-10-18 21:25:55,638][root][INFO] - [2020-10-18 21:25:55,638][root][INFO] - ################################################################ [2020-10-18 21:25:55,638][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 21:25:55,638][root][INFO] - ################################################################ [2020-10-18 21:25:55,638][root][INFO] - clutter : nan nan nan [2020-10-18 21:25:55,638][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 21:25:55,638][root][INFO] - board : 0.700 0.776 0.829 [2020-10-18 21:25:55,638][root][INFO] - bookcase : 0.202 0.327 0.484 [2020-10-18 21:25:55,638][root][INFO] - ceiling : 0.608 0.638 0.727 [2020-10-18 21:25:55,638][root][INFO] - chair : 0.811 0.918 0.926 [2020-10-18 21:25:55,638][root][INFO] - column : 0.192 0.272 0.379 [2020-10-18 21:25:55,638][root][INFO] - door : 0.643 0.844 0.894 [2020-10-18 21:25:55,638][root][INFO] - floor : 0.842 0.846 0.895 [2020-10-18 21:25:55,638][root][INFO] - sofa : 0.443 0.708 0.798 [2020-10-18 21:25:55,638][root][INFO] - table : 0.137 0.311 0.663 [2020-10-18 21:25:55,638][root][INFO] - wall : 0.497 0.698 0.799 [2020-10-18 21:25:55,638][root][INFO] - window : 0.468 0.731 0.767 [2020-10-18 21:25:55,638][root][INFO] - ---------------------------------------------------------------- [2020-10-18 21:25:55,638][root][INFO] - average : 0.462 0.589 0.680 [2020-10-18 21:25:55,639][root][INFO] - [2020-10-18 21:25:55,783][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 21:25:55,784][root][INFO] - Current best mIoU: 69.394 at iter 7000 [2020-10-18 21:25:57,230][root][INFO] - ===> Epoch[1761](8801/5): Loss -0.7272, Sem 0.0364, dir -0.9758, norm 0.2122, swav 0.0000 LR: 8.670e-02 Score 98.796 Data time: 0.0439, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.4400 [2020-10-18 21:25:59,785][root][INFO] - ===> Epoch[1761](8802/5): Loss -0.7141, Sem 0.0375, dir -0.9752, norm 0.2236, swav 0.0000 LR: 8.669e-02 Score 98.801 Data time: 0.1519, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.4455 [2020-10-18 21:26:02,398][root][INFO] - ===> Epoch[1761](8803/5): Loss -0.7254, Sem 0.0383, dir -0.9770, norm 0.2134, swav 0.0000 LR: 8.669e-02 Score 98.812 Data time: 0.0974, Forward time: 0.7713, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.5218 [2020-10-18 21:26:04,555][root][INFO] - ===> Epoch[1761](8804/5): Loss -0.7236, Sem 0.0346, dir -0.9733, norm 0.2151, swav 0.0000 LR: 8.669e-02 Score 98.859 Data time: 0.0788, Forward time: 0.7713, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.0315 [2020-10-18 21:26:06,635][root][INFO] - ===> Epoch[1761](8805/5): Loss -0.7191, Sem 0.0312, dir -0.9758, norm 0.2254, swav 0.0000 LR: 8.669e-02 Score 98.959 Data time: 0.0766, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.9751 [2020-10-18 21:26:09,115][root][INFO] - ===> Epoch[1762](8806/5): Loss -0.7191, Sem 0.0360, dir -0.9746, norm 0.2194, swav 0.0000 LR: 8.669e-02 Score 98.805 Data time: 0.0661, Forward time: 0.7713, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.3906 [2020-10-18 21:26:11,161][root][INFO] - ===> Epoch[1762](8807/5): Loss -0.7286, Sem 0.0393, dir -0.9741, norm 0.2063, swav 0.0000 LR: 8.669e-02 Score 98.705 Data time: 0.0926, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.9194 [2020-10-18 21:26:13,207][root][INFO] - ===> Epoch[1762](8808/5): Loss -0.7274, Sem 0.0370, dir -0.9754, norm 0.2110, swav 0.0000 LR: 8.669e-02 Score 98.775 Data time: 0.0655, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.9402 [2020-10-18 21:26:15,401][root][INFO] - ===> Epoch[1762](8809/5): Loss -0.7219, Sem 0.0302, dir -0.9772, norm 0.2251, swav 0.0000 LR: 8.668e-02 Score 98.992 Data time: 0.0824, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.0901 [2020-10-18 21:26:17,696][root][INFO] - ===> Epoch[1762](8810/5): Loss -0.7015, Sem 0.0382, dir -0.9744, norm 0.2347, swav 0.0000 LR: 8.668e-02 Score 98.712 Data time: 0.0868, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.1871 [2020-10-18 21:26:19,775][root][INFO] - ===> Epoch[1763](8811/5): Loss -0.7442, Sem 0.0310, dir -0.9755, norm 0.2003, swav 0.0000 LR: 8.668e-02 Score 98.962 Data time: 0.0662, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.9568 [2020-10-18 21:26:22,031][root][INFO] - ===> Epoch[1763](8812/5): Loss -0.7283, Sem 0.0356, dir -0.9760, norm 0.2122, swav 0.0000 LR: 8.668e-02 Score 98.807 Data time: 0.0667, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.1505 [2020-10-18 21:26:24,494][root][INFO] - ===> Epoch[1763](8813/5): Loss -0.7353, Sem 0.0300, dir -0.9789, norm 0.2136, swav 0.0000 LR: 8.668e-02 Score 99.003 Data time: 0.0891, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.3707 [2020-10-18 21:26:27,316][root][INFO] - ===> Epoch[1763](8814/5): Loss -0.7272, Sem 0.0342, dir -0.9747, norm 0.2133, swav 0.0000 LR: 8.668e-02 Score 98.858 Data time: 0.0782, Forward time: 0.7713, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.7078 [2020-10-18 21:26:29,062][root][INFO] - ===> Epoch[1763](8815/5): Loss -0.7461, Sem 0.0329, dir -0.9783, norm 0.1993, swav 0.0000 LR: 8.667e-02 Score 98.917 Data time: 0.0697, Forward time: 0.7713, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.6345 [2020-10-18 21:26:30,895][root][INFO] - ===> Epoch[1764](8816/5): Loss -0.7266, Sem 0.0348, dir -0.9742, norm 0.2128, swav 0.0000 LR: 8.667e-02 Score 98.842 Data time: 0.0802, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.7421 [2020-10-18 21:26:33,110][root][INFO] - ===> Epoch[1764](8817/5): Loss -0.7268, Sem 0.0329, dir -0.9758, norm 0.2161, swav 0.0000 LR: 8.667e-02 Score 98.913 Data time: 0.0793, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.1082 [2020-10-18 21:26:35,119][root][INFO] - ===> Epoch[1764](8818/5): Loss -0.7486, Sem 0.0305, dir -0.9775, norm 0.1984, swav 0.0000 LR: 8.667e-02 Score 98.979 Data time: 0.0643, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.8996 [2020-10-18 21:26:37,565][root][INFO] - ===> Epoch[1764](8819/5): Loss -0.7182, Sem 0.0331, dir -0.9746, norm 0.2232, swav 0.0000 LR: 8.667e-02 Score 98.910 Data time: 0.0788, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.3239 [2020-10-18 21:26:39,752][root][INFO] - ===> Epoch[1764](8820/5): Loss -0.6941, Sem 0.0447, dir -0.9740, norm 0.2352, swav 0.0000 LR: 8.667e-02 Score 98.594 Data time: 0.0558, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.0453 [2020-10-18 21:26:41,655][root][INFO] - ===> Epoch[1765](8821/5): Loss -0.7303, Sem 0.0389, dir -0.9740, norm 0.2047, swav 0.0000 LR: 8.667e-02 Score 98.687 Data time: 0.0852, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.8169 [2020-10-18 21:26:43,696][root][INFO] - ===> Epoch[1765](8822/5): Loss -0.7468, Sem 0.0391, dir -0.9764, norm 0.1905, swav 0.0000 LR: 8.666e-02 Score 98.739 Data time: 0.0755, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.9324 [2020-10-18 21:26:45,978][root][INFO] - ===> Epoch[1765](8823/5): Loss -0.7217, Sem 0.0369, dir -0.9768, norm 0.2182, swav 0.0000 LR: 8.666e-02 Score 98.781 Data time: 0.0770, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.1870 [2020-10-18 21:26:48,116][root][INFO] - ===> Epoch[1765](8824/5): Loss -0.7242, Sem 0.0371, dir -0.9747, norm 0.2134, swav 0.0000 LR: 8.666e-02 Score 98.740 Data time: 0.0719, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.0157 [2020-10-18 21:26:49,914][root][INFO] - ===> Epoch[1765](8825/5): Loss -0.7130, Sem 0.0374, dir -0.9732, norm 0.2227, swav 0.0000 LR: 8.666e-02 Score 98.757 Data time: 0.0716, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.6746 [2020-10-18 21:26:52,513][root][INFO] - ===> Epoch[1766](8826/5): Loss -0.6921, Sem 0.0477, dir -0.9753, norm 0.2355, swav 0.0000 LR: 8.666e-02 Score 98.637 Data time: 0.1649, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.4925 [2020-10-18 21:26:54,756][root][INFO] - ===> Epoch[1766](8827/5): Loss -0.7129, Sem 0.0405, dir -0.9742, norm 0.2208, swav 0.0000 LR: 8.666e-02 Score 98.681 Data time: 0.0801, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.1296 [2020-10-18 21:26:57,029][root][INFO] - ===> Epoch[1766](8828/5): Loss -0.7319, Sem 0.0378, dir -0.9735, norm 0.2039, swav 0.0000 LR: 8.666e-02 Score 98.714 Data time: 0.0568, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.1513 [2020-10-18 21:26:59,841][root][INFO] - ===> Epoch[1766](8829/5): Loss -0.6650, Sem 0.0681, dir -0.9741, norm 0.2410, swav 0.0000 LR: 8.665e-02 Score 98.249 Data time: 0.0784, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.7258 [2020-10-18 21:27:02,556][root][INFO] - ===> Epoch[1766](8830/5): Loss -0.6806, Sem 0.0551, dir -0.9708, norm 0.2350, swav 0.0000 LR: 8.665e-02 Score 98.508 Data time: 0.0760, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.6014 [2020-10-18 21:27:04,791][root][INFO] - ===> Epoch[1767](8831/5): Loss -0.6865, Sem 0.0431, dir -0.9717, norm 0.2422, swav 0.0000 LR: 8.665e-02 Score 98.588 Data time: 0.0685, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.1218 [2020-10-18 21:27:06,849][root][INFO] - ===> Epoch[1767](8832/5): Loss -0.7180, Sem 0.0432, dir -0.9732, norm 0.2120, swav 0.0000 LR: 8.665e-02 Score 98.594 Data time: 0.0888, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.9590 [2020-10-18 21:27:08,848][root][INFO] - ===> Epoch[1767](8833/5): Loss -0.7056, Sem 0.0436, dir -0.9731, norm 0.2239, swav 0.0000 LR: 8.665e-02 Score 98.550 Data time: 0.0667, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.8918 [2020-10-18 21:27:10,686][root][INFO] - ===> Epoch[1767](8834/5): Loss -0.6837, Sem 0.0496, dir -0.9727, norm 0.2394, swav 0.0000 LR: 8.665e-02 Score 98.418 Data time: 0.0630, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.7264 [2020-10-18 21:27:12,798][root][INFO] - ===> Epoch[1767](8835/5): Loss -0.6863, Sem 0.0466, dir -0.9712, norm 0.2383, swav 0.0000 LR: 8.664e-02 Score 98.499 Data time: 0.0556, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.9994 [2020-10-18 21:27:14,980][root][INFO] - ===> Epoch[1768](8836/5): Loss -0.7165, Sem 0.0399, dir -0.9733, norm 0.2169, swav 0.0000 LR: 8.664e-02 Score 98.679 Data time: 0.0708, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.0842 [2020-10-18 21:27:17,198][root][INFO] - ===> Epoch[1768](8837/5): Loss -0.6904, Sem 0.0527, dir -0.9732, norm 0.2301, swav 0.0000 LR: 8.664e-02 Score 98.399 Data time: 0.0703, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.1194 [2020-10-18 21:27:19,121][root][INFO] - ===> Epoch[1768](8838/5): Loss -0.7079, Sem 0.0481, dir -0.9737, norm 0.2177, swav 0.0000 LR: 8.664e-02 Score 98.399 Data time: 0.0654, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.8248 [2020-10-18 21:27:21,249][root][INFO] - ===> Epoch[1768](8839/5): Loss -0.7038, Sem 0.0414, dir -0.9719, norm 0.2266, swav 0.0000 LR: 8.664e-02 Score 98.639 Data time: 0.0791, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.0243 [2020-10-18 21:27:23,863][root][INFO] - ===> Epoch[1768](8840/5): Loss -0.6722, Sem 0.0666, dir -0.9717, norm 0.2329, swav 0.0000 LR: 8.664e-02 Score 98.163 Data time: 0.0649, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.5080 [2020-10-18 21:27:25,966][root][INFO] - ===> Epoch[1769](8841/5): Loss -0.7057, Sem 0.0425, dir -0.9702, norm 0.2220, swav 0.0000 LR: 8.664e-02 Score 98.564 Data time: 0.0647, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.0100 [2020-10-18 21:27:28,398][root][INFO] - ===> Epoch[1769](8842/5): Loss -0.6485, Sem 0.0764, dir -0.9707, norm 0.2459, swav 0.0000 LR: 8.663e-02 Score 97.594 Data time: 0.0609, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.3397 [2020-10-18 21:27:30,762][root][INFO] - ===> Epoch[1769](8843/5): Loss -0.6511, Sem 0.1005, dir -0.9715, norm 0.2199, swav 0.0000 LR: 8.663e-02 Score 97.401 Data time: 0.0811, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.2598 [2020-10-18 21:27:33,206][root][INFO] - ===> Epoch[1769](8844/5): Loss -0.6474, Sem 0.0991, dir -0.9692, norm 0.2227, swav 0.0000 LR: 8.663e-02 Score 97.447 Data time: 0.0679, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.3286 [2020-10-18 21:27:35,602][root][INFO] - ===> Epoch[1769](8845/5): Loss -0.6510, Sem 0.0816, dir -0.9708, norm 0.2382, swav 0.0000 LR: 8.663e-02 Score 97.628 Data time: 0.1026, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.2924 [2020-10-18 21:27:37,908][root][INFO] - ===> Epoch[1770](8846/5): Loss -0.6272, Sem 0.0995, dir -0.9670, norm 0.2403, swav 0.0000 LR: 8.663e-02 Score 97.236 Data time: 0.0728, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.1778 [2020-10-18 21:27:39,789][root][INFO] - ===> Epoch[1770](8847/5): Loss -0.6595, Sem 0.0893, dir -0.9727, norm 0.2239, swav 0.0000 LR: 8.663e-02 Score 97.206 Data time: 0.0632, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.7592 [2020-10-18 21:27:41,676][root][INFO] - ===> Epoch[1770](8848/5): Loss -0.6361, Sem 0.0896, dir -0.9668, norm 0.2412, swav 0.0000 LR: 8.662e-02 Score 97.419 Data time: 0.0944, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.7837 [2020-10-18 21:27:43,587][root][INFO] - ===> Epoch[1770](8849/5): Loss -0.6746, Sem 0.0812, dir -0.9709, norm 0.2151, swav 0.0000 LR: 8.662e-02 Score 97.454 Data time: 0.0869, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.7979 [2020-10-18 21:27:46,091][root][INFO] - ===> Epoch[1770](8850/5): Loss -0.6409, Sem 0.1015, dir -0.9672, norm 0.2248, swav 0.0000 LR: 8.662e-02 Score 97.126 Data time: 0.0788, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.3922 [2020-10-18 21:27:48,336][root][INFO] - ===> Epoch[1771](8851/5): Loss -0.6348, Sem 0.0844, dir -0.9692, norm 0.2500, swav 0.0000 LR: 8.662e-02 Score 97.574 Data time: 0.0651, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.1248 [2020-10-18 21:27:50,747][root][INFO] - ===> Epoch[1771](8852/5): Loss -0.6131, Sem 0.1066, dir -0.9681, norm 0.2484, swav 0.0000 LR: 8.662e-02 Score 96.965 Data time: 0.0706, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.3062 [2020-10-18 21:27:52,523][root][INFO] - ===> Epoch[1771](8853/5): Loss -0.6629, Sem 0.0650, dir -0.9655, norm 0.2376, swav 0.0000 LR: 8.662e-02 Score 97.977 Data time: 0.0824, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.6734 [2020-10-18 21:27:54,673][root][INFO] - ===> Epoch[1771](8854/5): Loss -0.6682, Sem 0.0648, dir -0.9700, norm 0.2370, swav 0.0000 LR: 8.662e-02 Score 98.084 Data time: 0.0968, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.0686 [2020-10-18 21:27:56,714][root][INFO] - ===> Epoch[1771](8855/5): Loss -0.6268, Sem 0.0878, dir -0.9638, norm 0.2492, swav 0.0000 LR: 8.661e-02 Score 97.213 Data time: 0.0722, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.9098 [2020-10-18 21:27:58,802][root][INFO] - ===> Epoch[1772](8856/5): Loss -0.6397, Sem 0.0793, dir -0.9690, norm 0.2500, swav 0.0000 LR: 8.661e-02 Score 97.626 Data time: 0.0670, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.0074 [2020-10-18 21:28:01,182][root][INFO] - ===> Epoch[1772](8857/5): Loss -0.6515, Sem 0.0587, dir -0.9648, norm 0.2545, swav 0.0000 LR: 8.661e-02 Score 98.162 Data time: 0.0611, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.3099 [2020-10-18 21:28:03,139][root][INFO] - ===> Epoch[1772](8858/5): Loss -0.6998, Sem 0.0512, dir -0.9701, norm 0.2191, swav 0.0000 LR: 8.661e-02 Score 98.336 Data time: 0.0671, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.8726 [2020-10-18 21:28:05,382][root][INFO] - ===> Epoch[1772](8859/5): Loss -0.6673, Sem 0.0669, dir -0.9677, norm 0.2335, swav 0.0000 LR: 8.661e-02 Score 97.917 Data time: 0.0624, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.1530 [2020-10-18 21:28:07,378][root][INFO] - ===> Epoch[1772](8860/5): Loss -0.6718, Sem 0.0692, dir -0.9699, norm 0.2289, swav 0.0000 LR: 8.661e-02 Score 97.949 Data time: 0.0779, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.8969 [2020-10-18 21:28:09,495][root][INFO] - ===> Epoch[1773](8861/5): Loss -0.6427, Sem 0.0828, dir -0.9666, norm 0.2412, swav 0.0000 LR: 8.660e-02 Score 97.595 Data time: 0.1284, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0130 [2020-10-18 21:28:11,675][root][INFO] - ===> Epoch[1773](8862/5): Loss -0.6572, Sem 0.0707, dir -0.9688, norm 0.2408, swav 0.0000 LR: 8.660e-02 Score 97.777 Data time: 0.0917, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0620 [2020-10-18 21:28:13,636][root][INFO] - ===> Epoch[1773](8863/5): Loss -0.6919, Sem 0.0559, dir -0.9702, norm 0.2224, swav 0.0000 LR: 8.660e-02 Score 98.168 Data time: 0.0634, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.8454 [2020-10-18 21:28:15,723][root][INFO] - ===> Epoch[1773](8864/5): Loss -0.6582, Sem 0.0646, dir -0.9685, norm 0.2457, swav 0.0000 LR: 8.660e-02 Score 97.903 Data time: 0.0820, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0212 [2020-10-18 21:28:18,346][root][INFO] - ===> Epoch[1773](8865/5): Loss -0.6735, Sem 0.0550, dir -0.9704, norm 0.2420, swav 0.0000 LR: 8.660e-02 Score 98.266 Data time: 0.0503, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.5256 [2020-10-18 21:28:20,804][root][INFO] - ===> Epoch[1774](8866/5): Loss -0.6733, Sem 0.0576, dir -0.9684, norm 0.2375, swav 0.0000 LR: 8.660e-02 Score 98.083 Data time: 0.1012, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.3789 [2020-10-18 21:28:23,132][root][INFO] - ===> Epoch[1774](8867/5): Loss -0.6947, Sem 0.0495, dir -0.9736, norm 0.2293, swav 0.0000 LR: 8.660e-02 Score 98.393 Data time: 0.0944, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.2662 [2020-10-18 21:28:25,121][root][INFO] - ===> Epoch[1774](8868/5): Loss -0.6716, Sem 0.0572, dir -0.9704, norm 0.2416, swav 0.0000 LR: 8.659e-02 Score 98.182 Data time: 0.0699, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.8632 [2020-10-18 21:28:27,020][root][INFO] - ===> Epoch[1774](8869/5): Loss -0.6946, Sem 0.0458, dir -0.9709, norm 0.2305, swav 0.0000 LR: 8.659e-02 Score 98.496 Data time: 0.0787, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.8066 [2020-10-18 21:28:29,284][root][INFO] - ===> Epoch[1774](8870/5): Loss -0.6683, Sem 0.0536, dir -0.9688, norm 0.2469, swav 0.0000 LR: 8.659e-02 Score 98.225 Data time: 0.0730, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1343 [2020-10-18 21:28:31,162][root][INFO] - ===> Epoch[1775](8871/5): Loss -0.6925, Sem 0.0482, dir -0.9686, norm 0.2278, swav 0.0000 LR: 8.659e-02 Score 98.486 Data time: 0.0603, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.7688 [2020-10-18 21:28:33,322][root][INFO] - ===> Epoch[1775](8872/5): Loss -0.6927, Sem 0.0479, dir -0.9702, norm 0.2296, swav 0.0000 LR: 8.659e-02 Score 98.446 Data time: 0.0738, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0587 [2020-10-18 21:28:35,048][root][INFO] - ===> Epoch[1775](8873/5): Loss -0.6970, Sem 0.0499, dir -0.9705, norm 0.2236, swav 0.0000 LR: 8.659e-02 Score 98.356 Data time: 0.0564, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.6332 [2020-10-18 21:28:37,681][root][INFO] - ===> Epoch[1775](8874/5): Loss -0.6818, Sem 0.0492, dir -0.9711, norm 0.2402, swav 0.0000 LR: 8.658e-02 Score 98.416 Data time: 0.0935, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.5622 [2020-10-18 21:28:39,990][root][INFO] - ===> Epoch[1775](8875/5): Loss -0.6635, Sem 0.0494, dir -0.9701, norm 0.2572, swav 0.0000 LR: 8.658e-02 Score 98.518 Data time: 0.0943, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1924 [2020-10-18 21:28:42,455][root][INFO] - ===> Epoch[1776](8876/5): Loss -0.6977, Sem 0.0447, dir -0.9711, norm 0.2287, swav 0.0000 LR: 8.658e-02 Score 98.534 Data time: 0.0845, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.3075 [2020-10-18 21:28:44,395][root][INFO] - ===> Epoch[1776](8877/5): Loss -0.6915, Sem 0.0543, dir -0.9692, norm 0.2234, swav 0.0000 LR: 8.658e-02 Score 98.282 Data time: 0.0697, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.8217 [2020-10-18 21:28:46,695][root][INFO] - ===> Epoch[1776](8878/5): Loss -0.7096, Sem 0.0478, dir -0.9727, norm 0.2153, swav 0.0000 LR: 8.658e-02 Score 98.385 Data time: 0.0659, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.2030 [2020-10-18 21:28:49,133][root][INFO] - ===> Epoch[1776](8879/5): Loss -0.7125, Sem 0.0402, dir -0.9724, norm 0.2196, swav 0.0000 LR: 8.658e-02 Score 98.677 Data time: 0.0724, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.3483 [2020-10-18 21:28:51,120][root][INFO] - ===> Epoch[1776](8880/5): Loss -0.6906, Sem 0.0560, dir -0.9694, norm 0.2229, swav 0.0000 LR: 8.658e-02 Score 98.252 Data time: 0.0842, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.8905 [2020-10-18 21:28:53,281][root][INFO] - ===> Epoch[1777](8881/5): Loss -0.7045, Sem 0.0444, dir -0.9697, norm 0.2208, swav 0.0000 LR: 8.657e-02 Score 98.557 Data time: 0.0956, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0600 [2020-10-18 21:28:55,435][root][INFO] - ===> Epoch[1777](8882/5): Loss -0.7154, Sem 0.0432, dir -0.9718, norm 0.2133, swav 0.0000 LR: 8.657e-02 Score 98.608 Data time: 0.0902, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0645 [2020-10-18 21:28:57,618][root][INFO] - ===> Epoch[1777](8883/5): Loss -0.6655, Sem 0.0582, dir -0.9663, norm 0.2427, swav 0.0000 LR: 8.657e-02 Score 98.288 Data time: 0.0745, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0772 [2020-10-18 21:28:59,543][root][INFO] - ===> Epoch[1777](8884/5): Loss -0.7010, Sem 0.0455, dir -0.9698, norm 0.2232, swav 0.0000 LR: 8.657e-02 Score 98.484 Data time: 0.0990, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.8316 [2020-10-18 21:29:01,632][root][INFO] - ===> Epoch[1777](8885/5): Loss -0.7212, Sem 0.0413, dir -0.9754, norm 0.2128, swav 0.0000 LR: 8.657e-02 Score 98.632 Data time: 0.0916, Forward time: 0.7712, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.9938 [2020-10-18 21:29:04,055][root][INFO] - ===> Epoch[1778](8886/5): Loss -0.6992, Sem 0.0460, dir -0.9703, norm 0.2251, swav 0.0000 LR: 8.657e-02 Score 98.498 Data time: 0.0599, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.2992 [2020-10-18 21:29:06,101][root][INFO] - ===> Epoch[1778](8887/5): Loss -0.6895, Sem 0.0458, dir -0.9711, norm 0.2358, swav 0.0000 LR: 8.657e-02 Score 98.492 Data time: 0.0757, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.9535 [2020-10-18 21:29:08,561][root][INFO] - ===> Epoch[1778](8888/5): Loss -0.6978, Sem 0.0513, dir -0.9680, norm 0.2188, swav 0.0000 LR: 8.656e-02 Score 98.345 Data time: 0.0760, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.3651 [2020-10-18 21:29:10,574][root][INFO] - ===> Epoch[1778](8889/5): Loss -0.7347, Sem 0.0342, dir -0.9752, norm 0.2062, swav 0.0000 LR: 8.656e-02 Score 98.880 Data time: 0.0568, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.9225 [2020-10-18 21:29:12,810][root][INFO] - ===> Epoch[1778](8890/5): Loss -0.7086, Sem 0.0475, dir -0.9711, norm 0.2151, swav 0.0000 LR: 8.656e-02 Score 98.443 Data time: 0.0848, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1797 [2020-10-18 21:29:14,753][root][INFO] - ===> Epoch[1779](8891/5): Loss -0.6884, Sem 0.0441, dir -0.9690, norm 0.2365, swav 0.0000 LR: 8.656e-02 Score 98.535 Data time: 0.0740, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.8325 [2020-10-18 21:29:16,870][root][INFO] - ===> Epoch[1779](8892/5): Loss -0.7247, Sem 0.0393, dir -0.9728, norm 0.2089, swav 0.0000 LR: 8.656e-02 Score 98.707 Data time: 0.0579, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0334 [2020-10-18 21:29:19,090][root][INFO] - ===> Epoch[1779](8893/5): Loss -0.7090, Sem 0.0392, dir -0.9710, norm 0.2228, swav 0.0000 LR: 8.656e-02 Score 98.680 Data time: 0.0395, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1216 [2020-10-18 21:29:21,200][root][INFO] - ===> Epoch[1779](8894/5): Loss -0.6949, Sem 0.0455, dir -0.9713, norm 0.2309, swav 0.0000 LR: 8.655e-02 Score 98.520 Data time: 0.0508, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0611 [2020-10-18 21:29:23,308][root][INFO] - ===> Epoch[1779](8895/5): Loss -0.7139, Sem 0.0382, dir -0.9729, norm 0.2208, swav 0.0000 LR: 8.655e-02 Score 98.739 Data time: 0.0889, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0209 [2020-10-18 21:29:25,350][root][INFO] - ===> Epoch[1780](8896/5): Loss -0.6970, Sem 0.0425, dir -0.9734, norm 0.2339, swav 0.0000 LR: 8.655e-02 Score 98.623 Data time: 0.0580, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.9454 [2020-10-18 21:29:27,359][root][INFO] - ===> Epoch[1780](8897/5): Loss -0.7215, Sem 0.0394, dir -0.9725, norm 0.2117, swav 0.0000 LR: 8.655e-02 Score 98.702 Data time: 0.0521, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.9228 [2020-10-18 21:29:29,357][root][INFO] - ===> Epoch[1780](8898/5): Loss -0.6960, Sem 0.0430, dir -0.9697, norm 0.2307, swav 0.0000 LR: 8.655e-02 Score 98.577 Data time: 0.0572, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.9312 [2020-10-18 21:29:31,417][root][INFO] - ===> Epoch[1780](8899/5): Loss -0.7191, Sem 0.0399, dir -0.9725, norm 0.2136, swav 0.0000 LR: 8.655e-02 Score 98.696 Data time: 0.0685, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.9791 [2020-10-18 21:29:33,658][root][INFO] - ===> Epoch[1780](8900/5): Loss -0.7245, Sem 0.0404, dir -0.9733, norm 0.2083, swav 0.0000 LR: 8.655e-02 Score 98.718 Data time: 0.0544, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1169 [2020-10-18 21:29:34,780][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 21:29:36,618][root][INFO] - ===> Epoch[1781](8901/5): Loss -0.7040, Sem 0.0352, dir -0.9725, norm 0.2332, swav 0.0000 LR: 8.654e-02 Score 98.810 Data time: 0.0684, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.6507 [2020-10-18 21:29:38,612][root][INFO] - ===> Epoch[1781](8902/5): Loss -0.7427, Sem 0.0342, dir -0.9776, norm 0.2007, swav 0.0000 LR: 8.654e-02 Score 98.848 Data time: 0.0595, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.8934 [2020-10-18 21:29:41,206][root][INFO] - ===> Epoch[1781](8903/5): Loss -0.7067, Sem 0.0402, dir -0.9703, norm 0.2235, swav 0.0000 LR: 8.654e-02 Score 98.711 Data time: 0.0879, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.5045 [2020-10-18 21:29:43,311][root][INFO] - ===> Epoch[1781](8904/5): Loss -0.7244, Sem 0.0333, dir -0.9741, norm 0.2163, swav 0.0000 LR: 8.654e-02 Score 98.906 Data time: 0.0874, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.9860 [2020-10-18 21:29:45,493][root][INFO] - ===> Epoch[1781](8905/5): Loss -0.7209, Sem 0.0404, dir -0.9729, norm 0.2115, swav 0.0000 LR: 8.654e-02 Score 98.666 Data time: 0.1317, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.0821 [2020-10-18 21:29:47,680][root][INFO] - ===> Epoch[1782](8906/5): Loss -0.7209, Sem 0.0360, dir -0.9729, norm 0.2160, swav 0.0000 LR: 8.654e-02 Score 98.801 Data time: 0.0808, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.1132 [2020-10-18 21:29:49,832][root][INFO] - ===> Epoch[1782](8907/5): Loss -0.7253, Sem 0.0384, dir -0.9740, norm 0.2103, swav 0.0000 LR: 8.653e-02 Score 98.744 Data time: 0.0994, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.0328 [2020-10-18 21:29:51,875][root][INFO] - ===> Epoch[1782](8908/5): Loss -0.7007, Sem 0.0449, dir -0.9723, norm 0.2266, swav 0.0000 LR: 8.653e-02 Score 98.525 Data time: 0.0861, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.9682 [2020-10-18 21:29:54,374][root][INFO] - ===> Epoch[1782](8909/5): Loss -0.7000, Sem 0.0373, dir -0.9736, norm 0.2364, swav 0.0000 LR: 8.653e-02 Score 98.776 Data time: 0.0923, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.3848 [2020-10-18 21:29:56,332][root][INFO] - ===> Epoch[1782](8910/5): Loss -0.7249, Sem 0.0350, dir -0.9754, norm 0.2155, swav 0.0000 LR: 8.653e-02 Score 98.849 Data time: 0.0854, Forward time: 0.7712, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 1.8456 [2020-10-18 21:29:58,819][root][INFO] - ===> Epoch[1783](8911/5): Loss -0.7130, Sem 0.0422, dir -0.9726, norm 0.2174, swav 0.0000 LR: 8.653e-02 Score 98.702 Data time: 0.0674, Forward time: 0.7712, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.3953 [2020-10-18 21:30:00,913][root][INFO] - ===> Epoch[1783](8912/5): Loss -0.7339, Sem 0.0379, dir -0.9745, norm 0.2027, swav 0.0000 LR: 8.653e-02 Score 98.736 Data time: 0.0672, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.9945 [2020-10-18 21:30:02,788][root][INFO] - ===> Epoch[1783](8913/5): Loss -0.7396, Sem 0.0344, dir -0.9744, norm 0.2004, swav 0.0000 LR: 8.653e-02 Score 98.853 Data time: 0.0532, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.7780 [2020-10-18 21:30:05,256][root][INFO] - ===> Epoch[1783](8914/5): Loss -0.7168, Sem 0.0366, dir -0.9719, norm 0.2186, swav 0.0000 LR: 8.652e-02 Score 98.732 Data time: 0.0940, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.3774 [2020-10-18 21:30:07,403][root][INFO] - ===> Epoch[1783](8915/5): Loss -0.7595, Sem 0.0347, dir -0.9769, norm 0.1827, swav 0.0000 LR: 8.652e-02 Score 98.814 Data time: 0.0581, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.0286 [2020-10-18 21:30:10,066][root][INFO] - ===> Epoch[1784](8916/5): Loss -0.6932, Sem 0.0370, dir -0.9742, norm 0.2440, swav 0.0000 LR: 8.652e-02 Score 98.800 Data time: 0.0562, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.5750 [2020-10-18 21:30:12,407][root][INFO] - ===> Epoch[1784](8917/5): Loss -0.7217, Sem 0.0365, dir -0.9721, norm 0.2139, swav 0.0000 LR: 8.652e-02 Score 98.774 Data time: 0.0545, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.2668 [2020-10-18 21:30:14,491][root][INFO] - ===> Epoch[1784](8918/5): Loss -0.7221, Sem 0.0359, dir -0.9735, norm 0.2155, swav 0.0000 LR: 8.652e-02 Score 98.789 Data time: 0.0719, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0018 [2020-10-18 21:30:16,519][root][INFO] - ===> Epoch[1784](8919/5): Loss -0.7408, Sem 0.0377, dir -0.9731, norm 0.1945, swav 0.0000 LR: 8.652e-02 Score 98.717 Data time: 0.0728, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.9240 [2020-10-18 21:30:18,717][root][INFO] - ===> Epoch[1784](8920/5): Loss -0.7160, Sem 0.0349, dir -0.9749, norm 0.2241, swav 0.0000 LR: 8.651e-02 Score 98.866 Data time: 0.0623, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1012 [2020-10-18 21:30:21,123][root][INFO] - ===> Epoch[1785](8921/5): Loss -0.7235, Sem 0.0320, dir -0.9741, norm 0.2186, swav 0.0000 LR: 8.651e-02 Score 98.953 Data time: 0.0690, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.3229 [2020-10-18 21:30:23,505][root][INFO] - ===> Epoch[1785](8922/5): Loss -0.6894, Sem 0.0422, dir -0.9691, norm 0.2375, swav 0.0000 LR: 8.651e-02 Score 98.611 Data time: 0.0545, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.2691 [2020-10-18 21:30:25,721][root][INFO] - ===> Epoch[1785](8923/5): Loss -0.7252, Sem 0.0374, dir -0.9736, norm 0.2109, swav 0.0000 LR: 8.651e-02 Score 98.789 Data time: 0.0736, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1450 [2020-10-18 21:30:28,009][root][INFO] - ===> Epoch[1785](8924/5): Loss -0.6991, Sem 0.0375, dir -0.9705, norm 0.2339, swav 0.0000 LR: 8.651e-02 Score 98.757 Data time: 0.0948, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1750 [2020-10-18 21:30:30,189][root][INFO] - ===> Epoch[1785](8925/5): Loss -0.7147, Sem 0.0378, dir -0.9738, norm 0.2213, swav 0.0000 LR: 8.651e-02 Score 98.777 Data time: 0.0687, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0554 [2020-10-18 21:30:32,638][root][INFO] - ===> Epoch[1786](8926/5): Loss -0.7275, Sem 0.0399, dir -0.9735, norm 0.2061, swav 0.0000 LR: 8.651e-02 Score 98.631 Data time: 0.0703, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.3374 [2020-10-18 21:30:34,827][root][INFO] - ===> Epoch[1786](8927/5): Loss -0.7270, Sem 0.0376, dir -0.9756, norm 0.2110, swav 0.0000 LR: 8.650e-02 Score 98.767 Data time: 0.0965, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0931 [2020-10-18 21:30:36,837][root][INFO] - ===> Epoch[1786](8928/5): Loss -0.7538, Sem 0.0299, dir -0.9776, norm 0.1939, swav 0.0000 LR: 8.650e-02 Score 99.007 Data time: 0.0773, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.8921 [2020-10-18 21:30:39,395][root][INFO] - ===> Epoch[1786](8929/5): Loss -0.6988, Sem 0.0367, dir -0.9727, norm 0.2372, swav 0.0000 LR: 8.650e-02 Score 98.782 Data time: 0.0504, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.4493 [2020-10-18 21:30:41,362][root][INFO] - ===> Epoch[1786](8930/5): Loss -0.7334, Sem 0.0371, dir -0.9724, norm 0.2020, swav 0.0000 LR: 8.650e-02 Score 98.762 Data time: 0.0463, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.8954 [2020-10-18 21:30:43,196][root][INFO] - ===> Epoch[1787](8931/5): Loss -0.7300, Sem 0.0352, dir -0.9739, norm 0.2087, swav 0.0000 LR: 8.650e-02 Score 98.868 Data time: 0.0627, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.7488 [2020-10-18 21:30:45,118][root][INFO] - ===> Epoch[1787](8932/5): Loss -0.7376, Sem 0.0335, dir -0.9746, norm 0.2036, swav 0.0000 LR: 8.650e-02 Score 98.870 Data time: 0.0698, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.8324 [2020-10-18 21:30:47,464][root][INFO] - ===> Epoch[1787](8933/5): Loss -0.7093, Sem 0.0336, dir -0.9733, norm 0.2305, swav 0.0000 LR: 8.650e-02 Score 98.898 Data time: 0.0985, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.2273 [2020-10-18 21:30:49,466][root][INFO] - ===> Epoch[1787](8934/5): Loss -0.7275, Sem 0.0373, dir -0.9758, norm 0.2110, swav 0.0000 LR: 8.649e-02 Score 98.731 Data time: 0.0778, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.8761 [2020-10-18 21:30:51,393][root][INFO] - ===> Epoch[1787](8935/5): Loss -0.7301, Sem 0.0343, dir -0.9737, norm 0.2094, swav 0.0000 LR: 8.649e-02 Score 98.863 Data time: 0.0652, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.8167 [2020-10-18 21:30:54,022][root][INFO] - ===> Epoch[1788](8936/5): Loss -0.7293, Sem 0.0380, dir -0.9723, norm 0.2049, swav 0.0000 LR: 8.649e-02 Score 98.729 Data time: 0.0730, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.5242 [2020-10-18 21:30:56,873][root][INFO] - ===> Epoch[1788](8937/5): Loss -0.7248, Sem 0.0348, dir -0.9750, norm 0.2154, swav 0.0000 LR: 8.649e-02 Score 98.852 Data time: 0.0537, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.7463 [2020-10-18 21:30:58,830][root][INFO] - ===> Epoch[1788](8938/5): Loss -0.7017, Sem 0.0372, dir -0.9734, norm 0.2344, swav 0.0000 LR: 8.649e-02 Score 98.746 Data time: 0.0779, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.8625 [2020-10-18 21:31:01,175][root][INFO] - ===> Epoch[1788](8939/5): Loss -0.7409, Sem 0.0338, dir -0.9767, norm 0.2019, swav 0.0000 LR: 8.649e-02 Score 98.911 Data time: 0.1359, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.2268 [2020-10-18 21:31:03,565][root][INFO] - ===> Epoch[1788](8940/5): Loss -0.7164, Sem 0.0379, dir -0.9755, norm 0.2212, swav 0.0000 LR: 8.648e-02 Score 98.812 Data time: 0.1020, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.2741 [2020-10-18 21:31:05,899][root][INFO] - ===> Epoch[1789](8941/5): Loss -0.7306, Sem 0.0368, dir -0.9731, norm 0.2056, swav 0.0000 LR: 8.648e-02 Score 98.820 Data time: 0.0530, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.2136 [2020-10-18 21:31:08,258][root][INFO] - ===> Epoch[1789](8942/5): Loss -0.7204, Sem 0.0319, dir -0.9788, norm 0.2265, swav 0.0000 LR: 8.648e-02 Score 98.962 Data time: 0.3576, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.2573 [2020-10-18 21:31:10,896][root][INFO] - ===> Epoch[1789](8943/5): Loss -0.7211, Sem 0.0371, dir -0.9729, norm 0.2147, swav 0.0000 LR: 8.648e-02 Score 98.763 Data time: 0.1144, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.5434 [2020-10-18 21:31:12,897][root][INFO] - ===> Epoch[1789](8944/5): Loss -0.7240, Sem 0.0314, dir -0.9774, norm 0.2220, swav 0.0000 LR: 8.648e-02 Score 98.972 Data time: 0.1012, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.8833 [2020-10-18 21:31:14,665][root][INFO] - ===> Epoch[1789](8945/5): Loss -0.7328, Sem 0.0351, dir -0.9759, norm 0.2080, swav 0.0000 LR: 8.648e-02 Score 98.814 Data time: 0.0709, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.6543 [2020-10-18 21:31:16,675][root][INFO] - ===> Epoch[1790](8946/5): Loss -0.7140, Sem 0.0366, dir -0.9729, norm 0.2223, swav 0.0000 LR: 8.648e-02 Score 98.809 Data time: 0.0517, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.9345 [2020-10-18 21:31:18,945][root][INFO] - ===> Epoch[1790](8947/5): Loss -0.7235, Sem 0.0380, dir -0.9751, norm 0.2136, swav 0.0000 LR: 8.647e-02 Score 98.785 Data time: 0.0741, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.1686 [2020-10-18 21:31:20,964][root][INFO] - ===> Epoch[1790](8948/5): Loss -0.7104, Sem 0.0360, dir -0.9728, norm 0.2263, swav 0.0000 LR: 8.647e-02 Score 98.791 Data time: 0.0559, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.9002 [2020-10-18 21:31:22,975][root][INFO] - ===> Epoch[1790](8949/5): Loss -0.7253, Sem 0.0338, dir -0.9749, norm 0.2158, swav 0.0000 LR: 8.647e-02 Score 98.892 Data time: 0.0790, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.9159 [2020-10-18 21:31:25,726][root][INFO] - ===> Epoch[1790](8950/5): Loss -0.6998, Sem 0.0325, dir -0.9756, norm 0.2433, swav 0.0000 LR: 8.647e-02 Score 98.941 Data time: 0.0800, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.6369 [2020-10-18 21:31:27,549][root][INFO] - ===> Epoch[1791](8951/5): Loss -0.7422, Sem 0.0303, dir -0.9768, norm 0.2043, swav 0.0000 LR: 8.647e-02 Score 98.979 Data time: 0.0722, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.7278 [2020-10-18 21:31:30,005][root][INFO] - ===> Epoch[1791](8952/5): Loss -0.7272, Sem 0.0337, dir -0.9748, norm 0.2139, swav 0.0000 LR: 8.647e-02 Score 98.870 Data time: 0.0653, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.3440 [2020-10-18 21:31:32,262][root][INFO] - ===> Epoch[1791](8953/5): Loss -0.7361, Sem 0.0339, dir -0.9756, norm 0.2056, swav 0.0000 LR: 8.646e-02 Score 98.876 Data time: 0.0740, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1536 [2020-10-18 21:31:34,929][root][INFO] - ===> Epoch[1791](8954/5): Loss -0.7203, Sem 0.0355, dir -0.9764, norm 0.2206, swav 0.0000 LR: 8.646e-02 Score 98.867 Data time: 0.0599, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.5527 [2020-10-18 21:31:37,242][root][INFO] - ===> Epoch[1791](8955/5): Loss -0.7455, Sem 0.0313, dir -0.9773, norm 0.2004, swav 0.0000 LR: 8.646e-02 Score 98.959 Data time: 0.0688, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.2294 [2020-10-18 21:31:39,485][root][INFO] - ===> Epoch[1792](8956/5): Loss -0.7155, Sem 0.0393, dir -0.9700, norm 0.2152, swav 0.0000 LR: 8.646e-02 Score 98.694 Data time: 0.0712, Forward time: 0.7710, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.1348 [2020-10-18 21:31:41,396][root][INFO] - ===> Epoch[1792](8957/5): Loss -0.7299, Sem 0.0332, dir -0.9757, norm 0.2127, swav 0.0000 LR: 8.646e-02 Score 98.889 Data time: 0.0877, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.8236 [2020-10-18 21:31:43,435][root][INFO] - ===> Epoch[1792](8958/5): Loss -0.7381, Sem 0.0322, dir -0.9747, norm 0.2044, swav 0.0000 LR: 8.646e-02 Score 98.938 Data time: 0.0618, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.9461 [2020-10-18 21:31:45,355][root][INFO] - ===> Epoch[1792](8959/5): Loss -0.7323, Sem 0.0328, dir -0.9748, norm 0.2097, swav 0.0000 LR: 8.646e-02 Score 98.927 Data time: 0.0808, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.8199 [2020-10-18 21:31:47,228][root][INFO] - ===> Epoch[1792](8960/5): Loss -0.7504, Sem 0.0319, dir -0.9770, norm 0.1946, swav 0.0000 LR: 8.645e-02 Score 98.915 Data time: 0.0599, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.7763 [2020-10-18 21:31:49,638][root][INFO] - ===> Epoch[1793](8961/5): Loss -0.7190, Sem 0.0368, dir -0.9741, norm 0.2183, swav 0.0000 LR: 8.645e-02 Score 98.767 Data time: 0.0597, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.3228 [2020-10-18 21:31:52,091][root][INFO] - ===> Epoch[1793](8962/5): Loss -0.7301, Sem 0.0272, dir -0.9760, norm 0.2187, swav 0.0000 LR: 8.645e-02 Score 99.126 Data time: 0.1238, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.3520 [2020-10-18 21:31:54,197][root][INFO] - ===> Epoch[1793](8963/5): Loss -0.7311, Sem 0.0346, dir -0.9742, norm 0.2085, swav 0.0000 LR: 8.645e-02 Score 98.872 Data time: 0.0841, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.9742 [2020-10-18 21:31:56,369][root][INFO] - ===> Epoch[1793](8964/5): Loss -0.7272, Sem 0.0333, dir -0.9750, norm 0.2145, swav 0.0000 LR: 8.645e-02 Score 98.904 Data time: 0.0888, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0679 [2020-10-18 21:31:58,520][root][INFO] - ===> Epoch[1793](8965/5): Loss -0.7394, Sem 0.0335, dir -0.9756, norm 0.2027, swav 0.0000 LR: 8.645e-02 Score 98.840 Data time: 0.0668, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0638 [2020-10-18 21:32:00,829][root][INFO] - ===> Epoch[1794](8966/5): Loss -0.7268, Sem 0.0328, dir -0.9753, norm 0.2157, swav 0.0000 LR: 8.644e-02 Score 98.946 Data time: 0.0814, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.2261 [2020-10-18 21:32:03,590][root][INFO] - ===> Epoch[1794](8967/5): Loss -0.7178, Sem 0.0325, dir -0.9753, norm 0.2250, swav 0.0000 LR: 8.644e-02 Score 98.916 Data time: 0.0742, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.6396 [2020-10-18 21:32:05,926][root][INFO] - ===> Epoch[1794](8968/5): Loss -0.7210, Sem 0.0304, dir -0.9760, norm 0.2246, swav 0.0000 LR: 8.644e-02 Score 98.994 Data time: 0.0851, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.2363 [2020-10-18 21:32:07,857][root][INFO] - ===> Epoch[1794](8969/5): Loss -0.7271, Sem 0.0335, dir -0.9725, norm 0.2119, swav 0.0000 LR: 8.644e-02 Score 98.866 Data time: 0.0855, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.8126 [2020-10-18 21:32:10,069][root][INFO] - ===> Epoch[1794](8970/5): Loss -0.7458, Sem 0.0296, dir -0.9773, norm 0.2019, swav 0.0000 LR: 8.644e-02 Score 99.025 Data time: 0.0638, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0998 [2020-10-18 21:32:12,149][root][INFO] - ===> Epoch[1795](8971/5): Loss -0.7266, Sem 0.0359, dir -0.9729, norm 0.2104, swav 0.0000 LR: 8.644e-02 Score 98.809 Data time: 0.0668, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.9782 [2020-10-18 21:32:14,077][root][INFO] - ===> Epoch[1795](8972/5): Loss -0.7463, Sem 0.0297, dir -0.9779, norm 0.2018, swav 0.0000 LR: 8.644e-02 Score 99.002 Data time: 0.0651, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.8324 [2020-10-18 21:32:16,283][root][INFO] - ===> Epoch[1795](8973/5): Loss -0.7430, Sem 0.0340, dir -0.9762, norm 0.1992, swav 0.0000 LR: 8.643e-02 Score 98.899 Data time: 0.0554, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0978 [2020-10-18 21:32:18,330][root][INFO] - ===> Epoch[1795](8974/5): Loss -0.7526, Sem 0.0317, dir -0.9754, norm 0.1911, swav 0.0000 LR: 8.643e-02 Score 98.950 Data time: 0.0704, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.9595 [2020-10-18 21:32:20,582][root][INFO] - ===> Epoch[1795](8975/5): Loss -0.7276, Sem 0.0324, dir -0.9715, norm 0.2115, swav 0.0000 LR: 8.643e-02 Score 98.940 Data time: 0.0605, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1499 [2020-10-18 21:32:22,650][root][INFO] - ===> Epoch[1796](8976/5): Loss -0.7543, Sem 0.0286, dir -0.9796, norm 0.1966, swav 0.0000 LR: 8.643e-02 Score 99.036 Data time: 0.0830, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.9927 [2020-10-18 21:32:24,930][root][INFO] - ===> Epoch[1796](8977/5): Loss -0.7356, Sem 0.0317, dir -0.9760, norm 0.2087, swav 0.0000 LR: 8.643e-02 Score 98.956 Data time: 0.0883, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.1582 [2020-10-18 21:32:26,998][root][INFO] - ===> Epoch[1796](8978/5): Loss -0.7382, Sem 0.0363, dir -0.9750, norm 0.2005, swav 0.0000 LR: 8.643e-02 Score 98.786 Data time: 0.0806, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.9642 [2020-10-18 21:32:29,190][root][INFO] - ===> Epoch[1796](8979/5): Loss -0.7681, Sem 0.0285, dir -0.9788, norm 0.1822, swav 0.0000 LR: 8.642e-02 Score 99.037 Data time: 0.0973, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.0728 [2020-10-18 21:32:32,029][root][INFO] - ===> Epoch[1796](8980/5): Loss -0.7435, Sem 0.0309, dir -0.9748, norm 0.2003, swav 0.0000 LR: 8.642e-02 Score 98.959 Data time: 0.0886, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.7332 [2020-10-18 21:32:34,151][root][INFO] - ===> Epoch[1797](8981/5): Loss -0.7606, Sem 0.0284, dir -0.9780, norm 0.1890, swav 0.0000 LR: 8.642e-02 Score 99.036 Data time: 0.0613, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0317 [2020-10-18 21:32:36,260][root][INFO] - ===> Epoch[1797](8982/5): Loss -0.7299, Sem 0.0336, dir -0.9752, norm 0.2117, swav 0.0000 LR: 8.642e-02 Score 98.881 Data time: 0.1447, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.0383 [2020-10-18 21:32:38,703][root][INFO] - ===> Epoch[1797](8983/5): Loss -0.7290, Sem 0.0339, dir -0.9756, norm 0.2127, swav 0.0000 LR: 8.642e-02 Score 98.889 Data time: 0.0929, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.3278 [2020-10-18 21:32:40,901][root][INFO] - ===> Epoch[1797](8984/5): Loss -0.7585, Sem 0.0287, dir -0.9778, norm 0.1906, swav 0.0000 LR: 8.642e-02 Score 99.036 Data time: 0.0723, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.1193 [2020-10-18 21:32:43,546][root][INFO] - ===> Epoch[1797](8985/5): Loss -0.7483, Sem 0.0300, dir -0.9770, norm 0.1987, swav 0.0000 LR: 8.642e-02 Score 99.027 Data time: 0.0580, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.5665 [2020-10-18 21:32:45,658][root][INFO] - ===> Epoch[1798](8986/5): Loss -0.7635, Sem 0.0309, dir -0.9781, norm 0.1838, swav 0.0000 LR: 8.641e-02 Score 98.973 Data time: 0.0664, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0196 [2020-10-18 21:32:48,517][root][INFO] - ===> Epoch[1798](8987/5): Loss -0.7658, Sem 0.0274, dir -0.9774, norm 0.1841, swav 0.0000 LR: 8.641e-02 Score 99.079 Data time: 0.0782, Forward time: 0.7711, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.7700 [2020-10-18 21:32:50,550][root][INFO] - ===> Epoch[1798](8988/5): Loss -0.7596, Sem 0.0288, dir -0.9753, norm 0.1869, swav 0.0000 LR: 8.641e-02 Score 99.056 Data time: 0.0798, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.9294 [2020-10-18 21:32:52,579][root][INFO] - ===> Epoch[1798](8989/5): Loss -0.7375, Sem 0.0321, dir -0.9774, norm 0.2078, swav 0.0000 LR: 8.641e-02 Score 98.939 Data time: 0.0758, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.9183 [2020-10-18 21:32:54,526][root][INFO] - ===> Epoch[1798](8990/5): Loss -0.7442, Sem 0.0392, dir -0.9762, norm 0.1928, swav 0.0000 LR: 8.641e-02 Score 98.816 Data time: 0.0696, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.8278 [2020-10-18 21:32:57,257][root][INFO] - ===> Epoch[1799](8991/5): Loss -0.7410, Sem 0.0323, dir -0.9756, norm 0.2023, swav 0.0000 LR: 8.641e-02 Score 98.955 Data time: 0.0543, Forward time: 0.7711, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.6553 [2020-10-18 21:32:59,408][root][INFO] - ===> Epoch[1799](8992/5): Loss -0.7389, Sem 0.0334, dir -0.9753, norm 0.2031, swav 0.0000 LR: 8.641e-02 Score 98.905 Data time: 0.0629, Forward time: 0.7710, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.0683 [2020-10-18 21:33:01,477][root][INFO] - ===> Epoch[1799](8993/5): Loss -0.7380, Sem 0.0328, dir -0.9765, norm 0.2057, swav 0.0000 LR: 8.640e-02 Score 98.898 Data time: 0.0684, Forward time: 0.7710, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.9822 [2020-10-18 21:33:03,687][root][INFO] - ===> Epoch[1799](8994/5): Loss -0.7594, Sem 0.0272, dir -0.9787, norm 0.1921, swav 0.0000 LR: 8.640e-02 Score 99.096 Data time: 0.1267, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1063 [2020-10-18 21:33:06,021][root][INFO] - ===> Epoch[1799](8995/5): Loss -0.7257, Sem 0.0318, dir -0.9724, norm 0.2149, swav 0.0000 LR: 8.640e-02 Score 98.939 Data time: 0.1799, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.2229 [2020-10-18 21:33:08,421][root][INFO] - ===> Epoch[1800](8996/5): Loss -0.7476, Sem 0.0317, dir -0.9784, norm 0.1991, swav 0.0000 LR: 8.640e-02 Score 98.964 Data time: 0.1177, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.2831 [2020-10-18 21:33:10,213][root][INFO] - ===> Epoch[1800](8997/5): Loss -0.7415, Sem 0.0283, dir -0.9749, norm 0.2052, swav 0.0000 LR: 8.640e-02 Score 99.072 Data time: 0.0691, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.6687 [2020-10-18 21:33:12,295][root][INFO] - ===> Epoch[1800](8998/5): Loss -0.7401, Sem 0.0326, dir -0.9757, norm 0.2030, swav 0.0000 LR: 8.640e-02 Score 98.902 Data time: 0.0599, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.9855 [2020-10-18 21:33:14,149][root][INFO] - ===> Epoch[1800](8999/5): Loss -0.7383, Sem 0.0316, dir -0.9749, norm 0.2050, swav 0.0000 LR: 8.639e-02 Score 98.918 Data time: 0.0649, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.7689 [2020-10-18 21:33:16,497][root][INFO] - ===> Epoch[1800](9000/5): Loss -0.7369, Sem 0.0297, dir -0.9761, norm 0.2094, swav 0.0000 LR: 8.639e-02 Score 99.016 Data time: 0.0978, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.2303 [2020-10-18 21:33:17,523][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 21:33:17,695][root][INFO] - ===> Start testing [2020-10-18 21:33:56,193][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1264 Loss 0.161 (AVG: 0.505) Score 95.804 (AVG: 90.091) mIOU 68.093 mAP 84.372 mAcc 74.940 IOU: 61.077 0.112 84.261 73.553 93.747 92.343 27.479 74.391 96.570 54.356 80.995 86.420 59.903 mAP: 83.379 22.078 96.728 89.043 98.635 98.771 59.560 94.156 99.687 73.432 94.177 94.714 92.480 mAcc: 79.944 0.912 90.919 83.924 96.038 95.389 29.138 89.766 97.562 61.987 87.993 95.038 65.615 [2020-10-18 21:33:56,194][root][INFO] - Finished test. Elapsed time: 38.4975 [2020-10-18 21:33:59,146][root][INFO] - [2020-10-18 21:33:59,146][root][INFO] - ################################################################ [2020-10-18 21:33:59,146][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 21:33:59,147][root][INFO] - ################################################################ [2020-10-18 21:33:59,147][root][INFO] - clutter : nan nan nan [2020-10-18 21:33:59,147][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 21:33:59,147][root][INFO] - board : 0.827 0.903 0.903 [2020-10-18 21:33:59,147][root][INFO] - bookcase : 0.243 0.375 0.497 [2020-10-18 21:33:59,147][root][INFO] - ceiling : 0.626 0.645 0.695 [2020-10-18 21:33:59,147][root][INFO] - chair : 0.789 0.890 0.901 [2020-10-18 21:33:59,147][root][INFO] - column : 0.148 0.233 0.281 [2020-10-18 21:33:59,147][root][INFO] - door : 0.652 0.824 0.890 [2020-10-18 21:33:59,147][root][INFO] - floor : 0.841 0.962 0.990 [2020-10-18 21:33:59,147][root][INFO] - sofa : 0.336 0.513 0.615 [2020-10-18 21:33:59,147][root][INFO] - table : 0.150 0.290 0.626 [2020-10-18 21:33:59,147][root][INFO] - wall : 0.518 0.722 0.815 [2020-10-18 21:33:59,147][root][INFO] - window : 0.568 0.783 0.784 [2020-10-18 21:33:59,147][root][INFO] - ---------------------------------------------------------------- [2020-10-18 21:33:59,147][root][INFO] - average : 0.475 0.595 0.666 [2020-10-18 21:33:59,147][root][INFO] - [2020-10-18 21:33:59,301][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 21:33:59,302][root][INFO] - Current best mIoU: 69.394 at iter 7000 [2020-10-18 21:34:01,004][root][INFO] - ===> Epoch[1801](9001/5): Loss -0.7247, Sem 0.0307, dir -0.9776, norm 0.2221, swav 0.0000 LR: 8.639e-02 Score 98.977 Data time: 0.0563, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.6962 [2020-10-18 21:34:03,336][root][INFO] - ===> Epoch[1801](9002/5): Loss -0.7223, Sem 0.0297, dir -0.9753, norm 0.2233, swav 0.0000 LR: 8.639e-02 Score 99.075 Data time: 0.0799, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.2221 [2020-10-18 21:34:05,304][root][INFO] - ===> Epoch[1801](9003/5): Loss -0.7410, Sem 0.0324, dir -0.9750, norm 0.2016, swav 0.0000 LR: 8.639e-02 Score 98.918 Data time: 0.0866, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.8820 [2020-10-18 21:34:07,673][root][INFO] - ===> Epoch[1801](9004/5): Loss -0.7547, Sem 0.0284, dir -0.9774, norm 0.1942, swav 0.0000 LR: 8.639e-02 Score 99.041 Data time: 0.1398, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.2578 [2020-10-18 21:34:10,032][root][INFO] - ===> Epoch[1801](9005/5): Loss -0.7422, Sem 0.0337, dir -0.9765, norm 0.2006, swav 0.0000 LR: 8.639e-02 Score 98.912 Data time: 0.0894, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.2482 [2020-10-18 21:34:12,537][root][INFO] - ===> Epoch[1802](9006/5): Loss -0.7461, Sem 0.0274, dir -0.9759, norm 0.2024, swav 0.0000 LR: 8.638e-02 Score 99.084 Data time: 0.1513, Forward time: 0.7712, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.4192 [2020-10-18 21:34:15,150][root][INFO] - ===> Epoch[1802](9007/5): Loss -0.7587, Sem 0.0290, dir -0.9771, norm 0.1894, swav 0.0000 LR: 8.638e-02 Score 99.025 Data time: 0.0736, Forward time: 0.7712, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.4843 [2020-10-18 21:34:17,204][root][INFO] - ===> Epoch[1802](9008/5): Loss -0.7458, Sem 0.0320, dir -0.9761, norm 0.1982, swav 0.0000 LR: 8.638e-02 Score 98.953 Data time: 0.0828, Forward time: 0.7712, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.9567 [2020-10-18 21:34:19,082][root][INFO] - ===> Epoch[1802](9009/5): Loss -0.7731, Sem 0.0271, dir -0.9797, norm 0.1795, swav 0.0000 LR: 8.638e-02 Score 99.093 Data time: 0.0643, Forward time: 0.7712, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.7737 [2020-10-18 21:34:21,443][root][INFO] - ===> Epoch[1802](9010/5): Loss -0.7360, Sem 0.0270, dir -0.9774, norm 0.2144, swav 0.0000 LR: 8.638e-02 Score 99.113 Data time: 0.0712, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.2700 [2020-10-18 21:34:23,081][root][INFO] - ===> Epoch[1803](9011/5): Loss -0.7406, Sem 0.0339, dir -0.9753, norm 0.2008, swav 0.0000 LR: 8.638e-02 Score 98.889 Data time: 0.0730, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.5337 [2020-10-18 21:34:25,026][root][INFO] - ===> Epoch[1803](9012/5): Loss -0.7459, Sem 0.0304, dir -0.9757, norm 0.1994, swav 0.0000 LR: 8.637e-02 Score 98.978 Data time: 0.1134, Forward time: 0.7711, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 1.8443 [2020-10-18 21:34:27,428][root][INFO] - ===> Epoch[1803](9013/5): Loss -0.7470, Sem 0.0326, dir -0.9757, norm 0.1961, swav 0.0000 LR: 8.637e-02 Score 98.893 Data time: 0.0851, Forward time: 0.7712, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 2.2916 [2020-10-18 21:34:29,610][root][INFO] - ===> Epoch[1803](9014/5): Loss -0.7660, Sem 0.0280, dir -0.9787, norm 0.1847, swav 0.0000 LR: 8.637e-02 Score 99.066 Data time: 0.0553, Forward time: 0.7711, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 2.0572 [2020-10-18 21:34:32,489][root][INFO] - ===> Epoch[1803](9015/5): Loss -0.7560, Sem 0.0313, dir -0.9765, norm 0.1892, swav 0.0000 LR: 8.637e-02 Score 98.938 Data time: 0.0756, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.7657 [2020-10-18 21:34:34,303][root][INFO] - ===> Epoch[1804](9016/5): Loss -0.7543, Sem 0.0302, dir -0.9774, norm 0.1929, swav 0.0000 LR: 8.637e-02 Score 98.982 Data time: 0.0641, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.7029 [2020-10-18 21:34:36,114][root][INFO] - ===> Epoch[1804](9017/5): Loss -0.7575, Sem 0.0288, dir -0.9782, norm 0.1919, swav 0.0000 LR: 8.637e-02 Score 99.049 Data time: 0.1130, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.7290 [2020-10-18 21:34:38,002][root][INFO] - ===> Epoch[1804](9018/5): Loss -0.7382, Sem 0.0304, dir -0.9767, norm 0.2082, swav 0.0000 LR: 8.637e-02 Score 99.000 Data time: 0.0693, Forward time: 0.7711, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 1.8203 [2020-10-18 21:34:40,420][root][INFO] - ===> Epoch[1804](9019/5): Loss -0.7448, Sem 0.0300, dir -0.9755, norm 0.2006, swav 0.0000 LR: 8.636e-02 Score 98.989 Data time: 0.1029, Forward time: 0.7711, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 2.3007 [2020-10-18 21:34:42,259][root][INFO] - ===> Epoch[1804](9020/5): Loss -0.7432, Sem 0.0327, dir -0.9757, norm 0.1999, swav 0.0000 LR: 8.636e-02 Score 98.948 Data time: 0.0605, Forward time: 0.7711, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 1.7175 [2020-10-18 21:34:44,545][root][INFO] - ===> Epoch[1805](9021/5): Loss -0.7128, Sem 0.0307, dir -0.9769, norm 0.2334, swav 0.0000 LR: 8.636e-02 Score 98.969 Data time: 0.0660, Forward time: 0.7711, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 2.1821 [2020-10-18 21:34:46,652][root][INFO] - ===> Epoch[1805](9022/5): Loss -0.7447, Sem 0.0337, dir -0.9779, norm 0.1996, swav 0.0000 LR: 8.636e-02 Score 98.917 Data time: 0.0697, Forward time: 0.7711, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 2.0014 [2020-10-18 21:34:48,944][root][INFO] - ===> Epoch[1805](9023/5): Loss -0.7454, Sem 0.0319, dir -0.9777, norm 0.2004, swav 0.0000 LR: 8.636e-02 Score 98.942 Data time: 0.0612, Forward time: 0.7711, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 2.1980 [2020-10-18 21:34:51,215][root][INFO] - ===> Epoch[1805](9024/5): Loss -0.7226, Sem 0.0299, dir -0.9767, norm 0.2242, swav 0.0000 LR: 8.636e-02 Score 99.009 Data time: 0.1400, Forward time: 0.7711, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 2.1815 [2020-10-18 21:34:53,436][root][INFO] - ===> Epoch[1805](9025/5): Loss -0.7649, Sem 0.0264, dir -0.9771, norm 0.1858, swav 0.0000 LR: 8.635e-02 Score 99.099 Data time: 0.0837, Forward time: 0.7711, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 2.1325 [2020-10-18 21:34:55,373][root][INFO] - ===> Epoch[1806](9026/5): Loss -0.7301, Sem 0.0310, dir -0.9766, norm 0.2155, swav 0.0000 LR: 8.635e-02 Score 98.948 Data time: 0.0661, Forward time: 0.7711, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 1.8431 [2020-10-18 21:34:57,627][root][INFO] - ===> Epoch[1806](9027/5): Loss -0.7501, Sem 0.0311, dir -0.9781, norm 0.1968, swav 0.0000 LR: 8.635e-02 Score 98.990 Data time: 0.0619, Forward time: 0.7711, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 2.1761 [2020-10-18 21:35:00,269][root][INFO] - ===> Epoch[1806](9028/5): Loss -0.7418, Sem 0.0263, dir -0.9788, norm 0.2106, swav 0.0000 LR: 8.635e-02 Score 99.102 Data time: 0.0712, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.5708 [2020-10-18 21:35:02,502][root][INFO] - ===> Epoch[1806](9029/5): Loss -0.7478, Sem 0.0300, dir -0.9772, norm 0.1994, swav 0.0000 LR: 8.635e-02 Score 98.999 Data time: 0.0494, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.1201 [2020-10-18 21:35:04,342][root][INFO] - ===> Epoch[1806](9030/5): Loss -0.7441, Sem 0.0314, dir -0.9767, norm 0.2012, swav 0.0000 LR: 8.635e-02 Score 98.946 Data time: 0.0716, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.7847 [2020-10-18 21:35:06,741][root][INFO] - ===> Epoch[1807](9031/5): Loss -0.7479, Sem 0.0301, dir -0.9777, norm 0.1997, swav 0.0000 LR: 8.635e-02 Score 98.978 Data time: 0.0669, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.2774 [2020-10-18 21:35:08,787][root][INFO] - ===> Epoch[1807](9032/5): Loss -0.7253, Sem 0.0335, dir -0.9743, norm 0.2155, swav 0.0000 LR: 8.634e-02 Score 98.897 Data time: 0.0969, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.9429 [2020-10-18 21:35:10,681][root][INFO] - ===> Epoch[1807](9033/5): Loss -0.7360, Sem 0.0297, dir -0.9757, norm 0.2100, swav 0.0000 LR: 8.634e-02 Score 98.995 Data time: 0.0709, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.7975 [2020-10-18 21:35:12,914][root][INFO] - ===> Epoch[1807](9034/5): Loss -0.7280, Sem 0.0291, dir -0.9759, norm 0.2188, swav 0.0000 LR: 8.634e-02 Score 99.017 Data time: 0.0661, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.1562 [2020-10-18 21:35:15,162][root][INFO] - ===> Epoch[1807](9035/5): Loss -0.7475, Sem 0.0290, dir -0.9767, norm 0.2002, swav 0.0000 LR: 8.634e-02 Score 99.037 Data time: 0.0526, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.1317 [2020-10-18 21:35:17,256][root][INFO] - ===> Epoch[1808](9036/5): Loss -0.7455, Sem 0.0320, dir -0.9747, norm 0.1972, swav 0.0000 LR: 8.634e-02 Score 98.917 Data time: 0.0532, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.0233 [2020-10-18 21:35:19,576][root][INFO] - ===> Epoch[1808](9037/5): Loss -0.7527, Sem 0.0294, dir -0.9775, norm 0.1955, swav 0.0000 LR: 8.634e-02 Score 99.026 Data time: 0.0773, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.2573 [2020-10-18 21:35:22,474][root][INFO] - ===> Epoch[1808](9038/5): Loss -0.7307, Sem 0.0309, dir -0.9766, norm 0.2150, swav 0.0000 LR: 8.633e-02 Score 98.976 Data time: 0.0526, Forward time: 0.7709, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.7990 [2020-10-18 21:35:24,693][root][INFO] - ===> Epoch[1808](9039/5): Loss -0.7358, Sem 0.0281, dir -0.9779, norm 0.2140, swav 0.0000 LR: 8.633e-02 Score 99.061 Data time: 0.0950, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1337 [2020-10-18 21:35:27,098][root][INFO] - ===> Epoch[1808](9040/5): Loss -0.7198, Sem 0.0311, dir -0.9750, norm 0.2241, swav 0.0000 LR: 8.633e-02 Score 98.979 Data time: 0.0784, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.2869 [2020-10-18 21:35:29,343][root][INFO] - ===> Epoch[1809](9041/5): Loss -0.7454, Sem 0.0313, dir -0.9770, norm 0.2002, swav 0.0000 LR: 8.633e-02 Score 98.968 Data time: 0.0648, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1653 [2020-10-18 21:35:31,494][root][INFO] - ===> Epoch[1809](9042/5): Loss -0.7460, Sem 0.0326, dir -0.9759, norm 0.1972, swav 0.0000 LR: 8.633e-02 Score 98.924 Data time: 0.0617, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0505 [2020-10-18 21:35:33,716][root][INFO] - ===> Epoch[1809](9043/5): Loss -0.7500, Sem 0.0290, dir -0.9785, norm 0.1995, swav 0.0000 LR: 8.633e-02 Score 99.019 Data time: 0.0953, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1342 [2020-10-18 21:35:35,662][root][INFO] - ===> Epoch[1809](9044/5): Loss -0.7576, Sem 0.0293, dir -0.9774, norm 0.1905, swav 0.0000 LR: 8.633e-02 Score 99.044 Data time: 0.0793, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.8291 [2020-10-18 21:35:38,002][root][INFO] - ===> Epoch[1809](9045/5): Loss -0.7343, Sem 0.0321, dir -0.9743, norm 0.2078, swav 0.0000 LR: 8.632e-02 Score 98.943 Data time: 0.0425, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.2356 [2020-10-18 21:35:40,223][root][INFO] - ===> Epoch[1810](9046/5): Loss -0.7517, Sem 0.0308, dir -0.9768, norm 0.1943, swav 0.0000 LR: 8.632e-02 Score 98.987 Data time: 0.0917, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1568 [2020-10-18 21:35:42,082][root][INFO] - ===> Epoch[1810](9047/5): Loss -0.7671, Sem 0.0287, dir -0.9790, norm 0.1832, swav 0.0000 LR: 8.632e-02 Score 99.018 Data time: 0.1961, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.7423 [2020-10-18 21:35:44,535][root][INFO] - ===> Epoch[1810](9048/5): Loss -0.7458, Sem 0.0320, dir -0.9776, norm 0.1998, swav 0.0000 LR: 8.632e-02 Score 98.952 Data time: 0.1016, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.3575 [2020-10-18 21:35:46,637][root][INFO] - ===> Epoch[1810](9049/5): Loss -0.7688, Sem 0.0277, dir -0.9762, norm 0.1797, swav 0.0000 LR: 8.632e-02 Score 99.072 Data time: 0.0684, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.9827 [2020-10-18 21:35:49,132][root][INFO] - ===> Epoch[1810](9050/5): Loss -0.7439, Sem 0.0297, dir -0.9775, norm 0.2039, swav 0.0000 LR: 8.632e-02 Score 99.014 Data time: 0.0738, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.4213 [2020-10-18 21:35:51,119][root][INFO] - ===> Epoch[1811](9051/5): Loss -0.7602, Sem 0.0283, dir -0.9785, norm 0.1900, swav 0.0000 LR: 8.632e-02 Score 99.058 Data time: 0.0739, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.8796 [2020-10-18 21:35:53,369][root][INFO] - ===> Epoch[1811](9052/5): Loss -0.7683, Sem 0.0300, dir -0.9780, norm 0.1797, swav 0.0000 LR: 8.631e-02 Score 99.001 Data time: 0.0765, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.1535 [2020-10-18 21:35:55,428][root][INFO] - ===> Epoch[1811](9053/5): Loss -0.7622, Sem 0.0272, dir -0.9786, norm 0.1893, swav 0.0000 LR: 8.631e-02 Score 99.077 Data time: 0.0901, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.9728 [2020-10-18 21:35:57,582][root][INFO] - ===> Epoch[1811](9054/5): Loss -0.7741, Sem 0.0286, dir -0.9787, norm 0.1760, swav 0.0000 LR: 8.631e-02 Score 99.035 Data time: 0.1191, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.0688 [2020-10-18 21:35:59,742][root][INFO] - ===> Epoch[1811](9055/5): Loss -0.7472, Sem 0.0320, dir -0.9777, norm 0.1985, swav 0.0000 LR: 8.631e-02 Score 98.940 Data time: 0.0845, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.0220 [2020-10-18 21:36:02,078][root][INFO] - ===> Epoch[1812](9056/5): Loss -0.7434, Sem 0.0320, dir -0.9773, norm 0.2019, swav 0.0000 LR: 8.631e-02 Score 98.985 Data time: 0.0722, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.2306 [2020-10-18 21:36:04,199][root][INFO] - ===> Epoch[1812](9057/5): Loss -0.7616, Sem 0.0289, dir -0.9783, norm 0.1877, swav 0.0000 LR: 8.631e-02 Score 99.012 Data time: 0.0673, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.0495 [2020-10-18 21:36:06,319][root][INFO] - ===> Epoch[1812](9058/5): Loss -0.7389, Sem 0.0290, dir -0.9773, norm 0.2094, swav 0.0000 LR: 8.630e-02 Score 99.044 Data time: 0.0898, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.0115 [2020-10-18 21:36:08,733][root][INFO] - ===> Epoch[1812](9059/5): Loss -0.7524, Sem 0.0322, dir -0.9768, norm 0.1922, swav 0.0000 LR: 8.630e-02 Score 98.926 Data time: 0.0776, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.3105 [2020-10-18 21:36:11,022][root][INFO] - ===> Epoch[1812](9060/5): Loss -0.7460, Sem 0.0293, dir -0.9757, norm 0.2005, swav 0.0000 LR: 8.630e-02 Score 99.023 Data time: 0.0804, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.1838 [2020-10-18 21:36:12,990][root][INFO] - ===> Epoch[1813](9061/5): Loss -0.7542, Sem 0.0312, dir -0.9773, norm 0.1919, swav 0.0000 LR: 8.630e-02 Score 98.983 Data time: 0.1065, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.8581 [2020-10-18 21:36:15,973][root][INFO] - ===> Epoch[1813](9062/5): Loss -0.7433, Sem 0.0319, dir -0.9743, norm 0.1991, swav 0.0000 LR: 8.630e-02 Score 98.958 Data time: 0.1291, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.8925 [2020-10-18 21:36:18,524][root][INFO] - ===> Epoch[1813](9063/5): Loss -0.7542, Sem 0.0310, dir -0.9762, norm 0.1910, swav 0.0000 LR: 8.630e-02 Score 98.957 Data time: 0.0691, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.4214 [2020-10-18 21:36:21,264][root][INFO] - ===> Epoch[1813](9064/5): Loss -0.7401, Sem 0.0296, dir -0.9776, norm 0.2080, swav 0.0000 LR: 8.630e-02 Score 99.009 Data time: 0.1089, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.6390 [2020-10-18 21:36:23,141][root][INFO] - ===> Epoch[1813](9065/5): Loss -0.7780, Sem 0.0258, dir -0.9806, norm 0.1769, swav 0.0000 LR: 8.629e-02 Score 99.133 Data time: 0.0791, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.7593 [2020-10-18 21:36:24,968][root][INFO] - ===> Epoch[1814](9066/5): Loss -0.7542, Sem 0.0284, dir -0.9801, norm 0.1975, swav 0.0000 LR: 8.629e-02 Score 99.067 Data time: 0.0532, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.7362 [2020-10-18 21:36:27,075][root][INFO] - ===> Epoch[1814](9067/5): Loss -0.7616, Sem 0.0303, dir -0.9760, norm 0.1840, swav 0.0000 LR: 8.629e-02 Score 98.975 Data time: 0.0521, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.0145 [2020-10-18 21:36:29,270][root][INFO] - ===> Epoch[1814](9068/5): Loss -0.7583, Sem 0.0300, dir -0.9772, norm 0.1889, swav 0.0000 LR: 8.629e-02 Score 99.001 Data time: 0.0576, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1329 [2020-10-18 21:36:31,355][root][INFO] - ===> Epoch[1814](9069/5): Loss -0.7577, Sem 0.0295, dir -0.9774, norm 0.1902, swav 0.0000 LR: 8.629e-02 Score 99.029 Data time: 0.0497, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0212 [2020-10-18 21:36:33,671][root][INFO] - ===> Epoch[1814](9070/5): Loss -0.7387, Sem 0.0349, dir -0.9764, norm 0.2028, swav 0.0000 LR: 8.629e-02 Score 98.892 Data time: 0.1138, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1962 [2020-10-18 21:36:35,904][root][INFO] - ===> Epoch[1815](9071/5): Loss -0.7496, Sem 0.0273, dir -0.9784, norm 0.2016, swav 0.0000 LR: 8.628e-02 Score 99.109 Data time: 0.0703, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1184 [2020-10-18 21:36:38,015][root][INFO] - ===> Epoch[1815](9072/5): Loss -0.7656, Sem 0.0299, dir -0.9771, norm 0.1816, swav 0.0000 LR: 8.628e-02 Score 98.994 Data time: 0.0584, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0096 [2020-10-18 21:36:40,585][root][INFO] - ===> Epoch[1815](9073/5): Loss -0.7266, Sem 0.0324, dir -0.9749, norm 0.2159, swav 0.0000 LR: 8.628e-02 Score 98.950 Data time: 0.0906, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.4831 [2020-10-18 21:36:42,821][root][INFO] - ===> Epoch[1815](9074/5): Loss -0.7487, Sem 0.0299, dir -0.9767, norm 0.1982, swav 0.0000 LR: 8.628e-02 Score 98.996 Data time: 0.0911, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1250 [2020-10-18 21:36:44,946][root][INFO] - ===> Epoch[1815](9075/5): Loss -0.7532, Sem 0.0308, dir -0.9773, norm 0.1933, swav 0.0000 LR: 8.628e-02 Score 98.983 Data time: 0.0844, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0355 [2020-10-18 21:36:46,987][root][INFO] - ===> Epoch[1816](9076/5): Loss -0.7644, Sem 0.0305, dir -0.9775, norm 0.1826, swav 0.0000 LR: 8.628e-02 Score 98.967 Data time: 0.0678, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.9435 [2020-10-18 21:36:49,667][root][INFO] - ===> Epoch[1816](9077/5): Loss -0.7449, Sem 0.0294, dir -0.9764, norm 0.2021, swav 0.0000 LR: 8.628e-02 Score 99.033 Data time: 0.1091, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.5805 [2020-10-18 21:36:51,606][root][INFO] - ===> Epoch[1816](9078/5): Loss -0.7638, Sem 0.0297, dir -0.9778, norm 0.1844, swav 0.0000 LR: 8.627e-02 Score 98.995 Data time: 0.0774, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.8330 [2020-10-18 21:36:53,807][root][INFO] - ===> Epoch[1816](9079/5): Loss -0.7423, Sem 0.0329, dir -0.9759, norm 0.2008, swav 0.0000 LR: 8.627e-02 Score 98.919 Data time: 0.0425, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0779 [2020-10-18 21:36:55,602][root][INFO] - ===> Epoch[1816](9080/5): Loss -0.7600, Sem 0.0302, dir -0.9783, norm 0.1881, swav 0.0000 LR: 8.627e-02 Score 98.988 Data time: 0.0642, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.7329 [2020-10-18 21:36:58,207][root][INFO] - ===> Epoch[1817](9081/5): Loss -0.7516, Sem 0.0278, dir -0.9804, norm 0.2010, swav 0.0000 LR: 8.627e-02 Score 99.101 Data time: 0.1595, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.5144 [2020-10-18 21:37:00,581][root][INFO] - ===> Epoch[1817](9082/5): Loss -0.7601, Sem 0.0288, dir -0.9780, norm 0.1891, swav 0.0000 LR: 8.627e-02 Score 99.031 Data time: 0.0892, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.2500 [2020-10-18 21:37:03,141][root][INFO] - ===> Epoch[1817](9083/5): Loss -0.7279, Sem 0.0313, dir -0.9751, norm 0.2159, swav 0.0000 LR: 8.627e-02 Score 98.945 Data time: 0.1147, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.4321 [2020-10-18 21:37:05,341][root][INFO] - ===> Epoch[1817](9084/5): Loss -0.7519, Sem 0.0306, dir -0.9756, norm 0.1931, swav 0.0000 LR: 8.626e-02 Score 98.978 Data time: 0.0707, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0832 [2020-10-18 21:37:07,533][root][INFO] - ===> Epoch[1817](9085/5): Loss -0.7371, Sem 0.0283, dir -0.9782, norm 0.2128, swav 0.0000 LR: 8.626e-02 Score 99.035 Data time: 0.0915, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0688 [2020-10-18 21:37:09,856][root][INFO] - ===> Epoch[1818](9086/5): Loss -0.7432, Sem 0.0297, dir -0.9776, norm 0.2047, swav 0.0000 LR: 8.626e-02 Score 99.002 Data time: 0.0780, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1990 [2020-10-18 21:37:11,777][root][INFO] - ===> Epoch[1818](9087/5): Loss -0.7453, Sem 0.0310, dir -0.9777, norm 0.2014, swav 0.0000 LR: 8.626e-02 Score 98.967 Data time: 0.0659, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.8061 [2020-10-18 21:37:13,828][root][INFO] - ===> Epoch[1818](9088/5): Loss -0.7552, Sem 0.0309, dir -0.9777, norm 0.1916, swav 0.0000 LR: 8.626e-02 Score 98.975 Data time: 0.0681, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.9471 [2020-10-18 21:37:16,069][root][INFO] - ===> Epoch[1818](9089/5): Loss -0.7164, Sem 0.0293, dir -0.9743, norm 0.2286, swav 0.0000 LR: 8.626e-02 Score 99.036 Data time: 0.0812, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.1216 [2020-10-18 21:37:18,167][root][INFO] - ===> Epoch[1818](9090/5): Loss -0.7548, Sem 0.0306, dir -0.9778, norm 0.1924, swav 0.0000 LR: 8.626e-02 Score 98.975 Data time: 0.0760, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.9679 [2020-10-18 21:37:20,185][root][INFO] - ===> Epoch[1819](9091/5): Loss -0.7351, Sem 0.0281, dir -0.9771, norm 0.2139, swav 0.0000 LR: 8.625e-02 Score 99.072 Data time: 0.0689, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.9237 [2020-10-18 21:37:22,100][root][INFO] - ===> Epoch[1819](9092/5): Loss -0.7453, Sem 0.0299, dir -0.9762, norm 0.2010, swav 0.0000 LR: 8.625e-02 Score 98.991 Data time: 0.0850, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.8120 [2020-10-18 21:37:24,555][root][INFO] - ===> Epoch[1819](9093/5): Loss -0.7452, Sem 0.0297, dir -0.9769, norm 0.2020, swav 0.0000 LR: 8.625e-02 Score 98.985 Data time: 0.0585, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.3362 [2020-10-18 21:37:26,902][root][INFO] - ===> Epoch[1819](9094/5): Loss -0.7585, Sem 0.0271, dir -0.9794, norm 0.1938, swav 0.0000 LR: 8.625e-02 Score 99.108 Data time: 0.0875, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.2438 [2020-10-18 21:37:29,196][root][INFO] - ===> Epoch[1819](9095/5): Loss -0.7511, Sem 0.0271, dir -0.9807, norm 0.2025, swav 0.0000 LR: 8.625e-02 Score 99.110 Data time: 0.0744, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.1812 [2020-10-18 21:37:31,797][root][INFO] - ===> Epoch[1820](9096/5): Loss -0.7260, Sem 0.0310, dir -0.9754, norm 0.2184, swav 0.0000 LR: 8.625e-02 Score 98.975 Data time: 0.0697, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.5246 [2020-10-18 21:37:34,174][root][INFO] - ===> Epoch[1820](9097/5): Loss -0.7486, Sem 0.0277, dir -0.9779, norm 0.2016, swav 0.0000 LR: 8.625e-02 Score 99.102 Data time: 0.0704, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.2589 [2020-10-18 21:37:36,098][root][INFO] - ===> Epoch[1820](9098/5): Loss -0.7434, Sem 0.0295, dir -0.9765, norm 0.2036, swav 0.0000 LR: 8.624e-02 Score 99.009 Data time: 0.0792, Forward time: 0.7711, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.8283 [2020-10-18 21:37:38,715][root][INFO] - ===> Epoch[1820](9099/5): Loss -0.7442, Sem 0.0274, dir -0.9774, norm 0.2058, swav 0.0000 LR: 8.624e-02 Score 99.089 Data time: 0.0592, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.5035 [2020-10-18 21:37:40,717][root][INFO] - ===> Epoch[1820](9100/5): Loss -0.7340, Sem 0.0337, dir -0.9761, norm 0.2084, swav 0.0000 LR: 8.624e-02 Score 98.865 Data time: 0.0437, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.8379 [2020-10-18 21:37:41,735][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 21:37:43,667][root][INFO] - ===> Epoch[1821](9101/5): Loss -0.7530, Sem 0.0289, dir -0.9786, norm 0.1967, swav 0.0000 LR: 8.624e-02 Score 99.043 Data time: 0.0726, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.7590 [2020-10-18 21:37:45,713][root][INFO] - ===> Epoch[1821](9102/5): Loss -0.7527, Sem 0.0290, dir -0.9763, norm 0.1946, swav 0.0000 LR: 8.624e-02 Score 99.011 Data time: 0.0836, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.9466 [2020-10-18 21:37:47,962][root][INFO] - ===> Epoch[1821](9103/5): Loss -0.7336, Sem 0.0272, dir -0.9771, norm 0.2163, swav 0.0000 LR: 8.624e-02 Score 99.102 Data time: 0.0750, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1373 [2020-10-18 21:37:49,849][root][INFO] - ===> Epoch[1821](9104/5): Loss -0.7294, Sem 0.0316, dir -0.9765, norm 0.2155, swav 0.0000 LR: 8.623e-02 Score 98.984 Data time: 0.0679, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.7734 [2020-10-18 21:37:52,198][root][INFO] - ===> Epoch[1821](9105/5): Loss -0.7499, Sem 0.0308, dir -0.9776, norm 0.1970, swav 0.0000 LR: 8.623e-02 Score 98.960 Data time: 0.2704, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.2281 [2020-10-18 21:37:54,509][root][INFO] - ===> Epoch[1822](9106/5): Loss -0.7240, Sem 0.0303, dir -0.9752, norm 0.2210, swav 0.0000 LR: 8.623e-02 Score 99.013 Data time: 0.1254, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.1777 [2020-10-18 21:37:56,487][root][INFO] - ===> Epoch[1822](9107/5): Loss -0.7519, Sem 0.0270, dir -0.9777, norm 0.1989, swav 0.0000 LR: 8.623e-02 Score 99.094 Data time: 0.0849, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.8501 [2020-10-18 21:37:58,214][root][INFO] - ===> Epoch[1822](9108/5): Loss -0.7628, Sem 0.0265, dir -0.9795, norm 0.1901, swav 0.0000 LR: 8.623e-02 Score 99.118 Data time: 0.0931, Forward time: 0.7710, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 1.6232 [2020-10-18 21:38:00,522][root][INFO] - ===> Epoch[1822](9109/5): Loss -0.7468, Sem 0.0290, dir -0.9764, norm 0.2006, swav 0.0000 LR: 8.623e-02 Score 99.012 Data time: 0.0902, Forward time: 0.7711, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 2.1906 [2020-10-18 21:38:02,784][root][INFO] - ===> Epoch[1822](9110/5): Loss -0.7397, Sem 0.0315, dir -0.9759, norm 0.2046, swav 0.0000 LR: 8.623e-02 Score 98.898 Data time: 0.0758, Forward time: 0.7711, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 2.1380 [2020-10-18 21:38:04,869][root][INFO] - ===> Epoch[1823](9111/5): Loss -0.7569, Sem 0.0246, dir -0.9790, norm 0.1975, swav 0.0000 LR: 8.622e-02 Score 99.195 Data time: 0.1043, Forward time: 0.7711, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 2.0007 [2020-10-18 21:38:07,258][root][INFO] - ===> Epoch[1823](9112/5): Loss -0.7447, Sem 0.0315, dir -0.9764, norm 0.2002, swav 0.0000 LR: 8.622e-02 Score 98.946 Data time: 0.0959, Forward time: 0.7711, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 2.2711 [2020-10-18 21:38:09,342][root][INFO] - ===> Epoch[1823](9113/5): Loss -0.7483, Sem 0.0269, dir -0.9778, norm 0.2025, swav 0.0000 LR: 8.622e-02 Score 99.103 Data time: 0.0594, Forward time: 0.7711, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 1.9722 [2020-10-18 21:38:12,060][root][INFO] - ===> Epoch[1823](9114/5): Loss -0.7446, Sem 0.0293, dir -0.9764, norm 0.2026, swav 0.0000 LR: 8.622e-02 Score 99.026 Data time: 0.0834, Forward time: 0.7711, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 2.6073 [2020-10-18 21:38:14,455][root][INFO] - ===> Epoch[1823](9115/5): Loss -0.7395, Sem 0.0282, dir -0.9752, norm 0.2075, swav 0.0000 LR: 8.622e-02 Score 99.081 Data time: 0.0748, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.2828 [2020-10-18 21:38:16,689][root][INFO] - ===> Epoch[1824](9116/5): Loss -0.7502, Sem 0.0307, dir -0.9787, norm 0.1978, swav 0.0000 LR: 8.622e-02 Score 98.971 Data time: 0.0786, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.1188 [2020-10-18 21:38:19,141][root][INFO] - ===> Epoch[1824](9117/5): Loss -0.7684, Sem 0.0292, dir -0.9783, norm 0.1807, swav 0.0000 LR: 8.621e-02 Score 99.015 Data time: 0.0633, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.3455 [2020-10-18 21:38:21,150][root][INFO] - ===> Epoch[1824](9118/5): Loss -0.7569, Sem 0.0260, dir -0.9786, norm 0.1956, swav 0.0000 LR: 8.621e-02 Score 99.138 Data time: 0.0777, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.9099 [2020-10-18 21:38:23,478][root][INFO] - ===> Epoch[1824](9119/5): Loss -0.7517, Sem 0.0314, dir -0.9757, norm 0.1925, swav 0.0000 LR: 8.621e-02 Score 98.940 Data time: 0.0751, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.2162 [2020-10-18 21:38:25,530][root][INFO] - ===> Epoch[1824](9120/5): Loss -0.7389, Sem 0.0305, dir -0.9756, norm 0.2061, swav 0.0000 LR: 8.621e-02 Score 98.989 Data time: 0.0691, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.9414 [2020-10-18 21:38:27,923][root][INFO] - ===> Epoch[1825](9121/5): Loss -0.7527, Sem 0.0288, dir -0.9775, norm 0.1960, swav 0.0000 LR: 8.621e-02 Score 99.038 Data time: 0.0824, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.3075 [2020-10-18 21:38:30,430][root][INFO] - ===> Epoch[1825](9122/5): Loss -0.7519, Sem 0.0275, dir -0.9773, norm 0.1979, swav 0.0000 LR: 8.621e-02 Score 99.085 Data time: 0.0674, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.3916 [2020-10-18 21:38:32,512][root][INFO] - ===> Epoch[1825](9123/5): Loss -0.7590, Sem 0.0314, dir -0.9766, norm 0.1862, swav 0.0000 LR: 8.621e-02 Score 98.931 Data time: 0.0787, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.9790 [2020-10-18 21:38:34,690][root][INFO] - ===> Epoch[1825](9124/5): Loss -0.7347, Sem 0.0310, dir -0.9757, norm 0.2100, swav 0.0000 LR: 8.620e-02 Score 98.966 Data time: 0.0761, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.0782 [2020-10-18 21:38:36,575][root][INFO] - ===> Epoch[1825](9125/5): Loss -0.7713, Sem 0.0263, dir -0.9794, norm 0.1818, swav 0.0000 LR: 8.620e-02 Score 99.104 Data time: 0.1455, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.7980 [2020-10-18 21:38:39,125][root][INFO] - ===> Epoch[1826](9126/5): Loss -0.7279, Sem 0.0263, dir -0.9780, norm 0.2238, swav 0.0000 LR: 8.620e-02 Score 99.149 Data time: 0.1879, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.4627 [2020-10-18 21:38:41,446][root][INFO] - ===> Epoch[1826](9127/5): Loss -0.7543, Sem 0.0282, dir -0.9768, norm 0.1943, swav 0.0000 LR: 8.620e-02 Score 99.050 Data time: 0.0773, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.2039 [2020-10-18 21:38:43,483][root][INFO] - ===> Epoch[1826](9128/5): Loss -0.7444, Sem 0.0311, dir -0.9761, norm 0.2006, swav 0.0000 LR: 8.620e-02 Score 98.968 Data time: 0.0540, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.9340 [2020-10-18 21:38:45,774][root][INFO] - ===> Epoch[1826](9129/5): Loss -0.7446, Sem 0.0296, dir -0.9765, norm 0.2023, swav 0.0000 LR: 8.620e-02 Score 99.019 Data time: 0.0673, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.2212 [2020-10-18 21:38:48,489][root][INFO] - ===> Epoch[1826](9130/5): Loss -0.7267, Sem 0.0302, dir -0.9787, norm 0.2218, swav 0.0000 LR: 8.619e-02 Score 99.005 Data time: 0.0725, Forward time: 0.7710, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.6184 [2020-10-18 21:38:50,815][root][INFO] - ===> Epoch[1827](9131/5): Loss -0.7525, Sem 0.0269, dir -0.9793, norm 0.2000, swav 0.0000 LR: 8.619e-02 Score 99.113 Data time: 0.0850, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.2253 [2020-10-18 21:38:53,046][root][INFO] - ===> Epoch[1827](9132/5): Loss -0.7386, Sem 0.0284, dir -0.9758, norm 0.2087, swav 0.0000 LR: 8.619e-02 Score 99.015 Data time: 0.0955, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.1183 [2020-10-18 21:38:55,147][root][INFO] - ===> Epoch[1827](9133/5): Loss -0.7651, Sem 0.0264, dir -0.9789, norm 0.1873, swav 0.0000 LR: 8.619e-02 Score 99.125 Data time: 0.0512, Forward time: 0.7711, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.0148 [2020-10-18 21:38:57,322][root][INFO] - ===> Epoch[1827](9134/5): Loss -0.7619, Sem 0.0307, dir -0.9765, norm 0.1839, swav 0.0000 LR: 8.619e-02 Score 98.986 Data time: 0.0468, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1118 [2020-10-18 21:39:00,114][root][INFO] - ===> Epoch[1827](9135/5): Loss -0.7364, Sem 0.0306, dir -0.9772, norm 0.2102, swav 0.0000 LR: 8.619e-02 Score 98.995 Data time: 0.0520, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.7374 [2020-10-18 21:39:02,069][root][INFO] - ===> Epoch[1828](9136/5): Loss -0.7687, Sem 0.0308, dir -0.9780, norm 0.1784, swav 0.0000 LR: 8.619e-02 Score 98.994 Data time: 0.0642, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.8531 [2020-10-18 21:39:04,400][root][INFO] - ===> Epoch[1828](9137/5): Loss -0.7391, Sem 0.0250, dir -0.9771, norm 0.2131, swav 0.0000 LR: 8.618e-02 Score 99.157 Data time: 0.0851, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.2516 [2020-10-18 21:39:06,835][root][INFO] - ===> Epoch[1828](9138/5): Loss -0.7673, Sem 0.0249, dir -0.9792, norm 0.1869, swav 0.0000 LR: 8.618e-02 Score 99.153 Data time: 0.0692, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.3324 [2020-10-18 21:39:09,182][root][INFO] - ===> Epoch[1828](9139/5): Loss -0.7370, Sem 0.0331, dir -0.9777, norm 0.2077, swav 0.0000 LR: 8.618e-02 Score 98.886 Data time: 0.0581, Forward time: 0.7710, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.2424 [2020-10-18 21:39:11,163][root][INFO] - ===> Epoch[1828](9140/5): Loss -0.7441, Sem 0.0326, dir -0.9755, norm 0.1988, swav 0.0000 LR: 8.618e-02 Score 98.912 Data time: 0.0696, Forward time: 0.7710, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.9117 [2020-10-18 21:39:13,321][root][INFO] - ===> Epoch[1829](9141/5): Loss -0.7619, Sem 0.0295, dir -0.9783, norm 0.1869, swav 0.0000 LR: 8.618e-02 Score 98.998 Data time: 0.0842, Forward time: 0.7710, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0582 [2020-10-18 21:39:15,902][root][INFO] - ===> Epoch[1829](9142/5): Loss -0.7738, Sem 0.0269, dir -0.9798, norm 0.1791, swav 0.0000 LR: 8.618e-02 Score 99.078 Data time: 0.0756, Forward time: 0.7710, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.4546 [2020-10-18 21:39:18,265][root][INFO] - ===> Epoch[1829](9143/5): Loss -0.7596, Sem 0.0273, dir -0.9791, norm 0.1922, swav 0.0000 LR: 8.617e-02 Score 99.107 Data time: 0.0612, Forward time: 0.7710, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.2678 [2020-10-18 21:39:20,565][root][INFO] - ===> Epoch[1829](9144/5): Loss -0.7264, Sem 0.0293, dir -0.9750, norm 0.2193, swav 0.0000 LR: 8.617e-02 Score 99.045 Data time: 0.0702, Forward time: 0.7710, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.2106 [2020-10-18 21:39:22,860][root][INFO] - ===> Epoch[1829](9145/5): Loss -0.7574, Sem 0.0277, dir -0.9766, norm 0.1915, swav 0.0000 LR: 8.617e-02 Score 99.075 Data time: 0.0779, Forward time: 0.7710, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.2014 [2020-10-18 21:39:25,421][root][INFO] - ===> Epoch[1830](9146/5): Loss -0.7379, Sem 0.0341, dir -0.9753, norm 0.2033, swav 0.0000 LR: 8.617e-02 Score 98.861 Data time: 0.0962, Forward time: 0.7710, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.4639 [2020-10-18 21:39:27,549][root][INFO] - ===> Epoch[1830](9147/5): Loss -0.7608, Sem 0.0283, dir -0.9796, norm 0.1905, swav 0.0000 LR: 8.617e-02 Score 99.056 Data time: 0.0715, Forward time: 0.7710, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.0250 [2020-10-18 21:39:29,630][root][INFO] - ===> Epoch[1830](9148/5): Loss -0.7732, Sem 0.0265, dir -0.9804, norm 0.1806, swav 0.0000 LR: 8.617e-02 Score 99.094 Data time: 0.0835, Forward time: 0.7710, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.9855 [2020-10-18 21:39:31,842][root][INFO] - ===> Epoch[1830](9149/5): Loss -0.7670, Sem 0.0301, dir -0.9786, norm 0.1815, swav 0.0000 LR: 8.617e-02 Score 99.007 Data time: 0.0491, Forward time: 0.7710, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.0994 [2020-10-18 21:39:34,020][root][INFO] - ===> Epoch[1830](9150/5): Loss -0.7525, Sem 0.0298, dir -0.9768, norm 0.1945, swav 0.0000 LR: 8.616e-02 Score 99.011 Data time: 0.0733, Forward time: 0.7710, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.1161 [2020-10-18 21:39:36,473][root][INFO] - ===> Epoch[1831](9151/5): Loss -0.7494, Sem 0.0284, dir -0.9763, norm 0.1985, swav 0.0000 LR: 8.616e-02 Score 99.058 Data time: 0.0703, Forward time: 0.7710, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.3469 [2020-10-18 21:39:38,488][root][INFO] - ===> Epoch[1831](9152/5): Loss -0.7524, Sem 0.0307, dir -0.9778, norm 0.1948, swav 0.0000 LR: 8.616e-02 Score 98.965 Data time: 0.0841, Forward time: 0.7710, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.9145 [2020-10-18 21:39:40,638][root][INFO] - ===> Epoch[1831](9153/5): Loss -0.7561, Sem 0.0255, dir -0.9789, norm 0.1973, swav 0.0000 LR: 8.616e-02 Score 99.162 Data time: 0.0704, Forward time: 0.7710, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.0454 [2020-10-18 21:39:42,625][root][INFO] - ===> Epoch[1831](9154/5): Loss -0.7522, Sem 0.0296, dir -0.9773, norm 0.1954, swav 0.0000 LR: 8.616e-02 Score 99.028 Data time: 0.0605, Forward time: 0.7710, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.8686 [2020-10-18 21:39:44,618][root][INFO] - ===> Epoch[1831](9155/5): Loss -0.7561, Sem 0.0281, dir -0.9785, norm 0.1942, swav 0.0000 LR: 8.616e-02 Score 99.072 Data time: 0.0713, Forward time: 0.7710, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.8939 [2020-10-18 21:39:46,447][root][INFO] - ===> Epoch[1832](9156/5): Loss -0.7582, Sem 0.0287, dir -0.9791, norm 0.1922, swav 0.0000 LR: 8.616e-02 Score 99.010 Data time: 0.0535, Forward time: 0.7710, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.7235 [2020-10-18 21:39:48,958][root][INFO] - ===> Epoch[1832](9157/5): Loss -0.7346, Sem 0.0296, dir -0.9769, norm 0.2128, swav 0.0000 LR: 8.615e-02 Score 99.029 Data time: 0.1207, Forward time: 0.7710, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.4228 [2020-10-18 21:39:51,821][root][INFO] - ===> Epoch[1832](9158/5): Loss -0.7242, Sem 0.0269, dir -0.9786, norm 0.2276, swav 0.0000 LR: 8.615e-02 Score 99.120 Data time: 0.0809, Forward time: 0.7710, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.7174 [2020-10-18 21:39:53,777][root][INFO] - ===> Epoch[1832](9159/5): Loss -0.7622, Sem 0.0279, dir -0.9765, norm 0.1864, swav 0.0000 LR: 8.615e-02 Score 99.066 Data time: 0.0518, Forward time: 0.7710, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.8513 [2020-10-18 21:39:55,747][root][INFO] - ===> Epoch[1832](9160/5): Loss -0.6877, Sem 0.0318, dir -0.9756, norm 0.2561, swav 0.0000 LR: 8.615e-02 Score 98.932 Data time: 0.0775, Forward time: 0.7710, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.8771 [2020-10-18 21:39:57,984][root][INFO] - ===> Epoch[1833](9161/5): Loss -0.7233, Sem 0.0305, dir -0.9770, norm 0.2233, swav 0.0000 LR: 8.615e-02 Score 98.999 Data time: 0.0689, Forward time: 0.7710, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.1361 [2020-10-18 21:40:00,200][root][INFO] - ===> Epoch[1833](9162/5): Loss -0.7161, Sem 0.0287, dir -0.9786, norm 0.2338, swav 0.0000 LR: 8.615e-02 Score 99.043 Data time: 0.0771, Forward time: 0.7710, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.1061 [2020-10-18 21:40:03,024][root][INFO] - ===> Epoch[1833](9163/5): Loss -0.7215, Sem 0.0324, dir -0.9772, norm 0.2233, swav 0.0000 LR: 8.614e-02 Score 98.974 Data time: 0.0622, Forward time: 0.7709, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.7272 [2020-10-18 21:40:05,411][root][INFO] - ===> Epoch[1833](9164/5): Loss -0.7522, Sem 0.0285, dir -0.9786, norm 0.1979, swav 0.0000 LR: 8.614e-02 Score 99.052 Data time: 0.0584, Forward time: 0.7709, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.2846 [2020-10-18 21:40:08,086][root][INFO] - ===> Epoch[1833](9165/5): Loss -0.7339, Sem 0.0284, dir -0.9765, norm 0.2142, swav 0.0000 LR: 8.614e-02 Score 99.051 Data time: 0.1279, Forward time: 0.7710, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.5997 [2020-10-18 21:40:10,293][root][INFO] - ===> Epoch[1834](9166/5): Loss -0.7383, Sem 0.0319, dir -0.9748, norm 0.2045, swav 0.0000 LR: 8.614e-02 Score 98.924 Data time: 0.0934, Forward time: 0.7710, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.0956 [2020-10-18 21:40:13,074][root][INFO] - ===> Epoch[1834](9167/5): Loss -0.7429, Sem 0.0261, dir -0.9791, norm 0.2100, swav 0.0000 LR: 8.614e-02 Score 99.116 Data time: 0.0562, Forward time: 0.7710, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.6855 [2020-10-18 21:40:15,565][root][INFO] - ===> Epoch[1834](9168/5): Loss -0.7335, Sem 0.0272, dir -0.9788, norm 0.2181, swav 0.0000 LR: 8.614e-02 Score 99.085 Data time: 0.0972, Forward time: 0.7710, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.4084 [2020-10-18 21:40:17,640][root][INFO] - ===> Epoch[1834](9169/5): Loss -0.7526, Sem 0.0301, dir -0.9783, norm 0.1955, swav 0.0000 LR: 8.614e-02 Score 98.996 Data time: 0.0907, Forward time: 0.7710, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.9614 [2020-10-18 21:40:19,891][root][INFO] - ===> Epoch[1834](9170/5): Loss -0.7353, Sem 0.0319, dir -0.9768, norm 0.2095, swav 0.0000 LR: 8.613e-02 Score 98.914 Data time: 0.0800, Forward time: 0.7710, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.1667 [2020-10-18 21:40:22,226][root][INFO] - ===> Epoch[1835](9171/5): Loss -0.7367, Sem 0.0259, dir -0.9805, norm 0.2180, swav 0.0000 LR: 8.613e-02 Score 99.170 Data time: 0.0838, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.2409 [2020-10-18 21:40:24,238][root][INFO] - ===> Epoch[1835](9172/5): Loss -0.7230, Sem 0.0307, dir -0.9762, norm 0.2225, swav 0.0000 LR: 8.613e-02 Score 98.995 Data time: 0.0732, Forward time: 0.7711, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.9004 [2020-10-18 21:40:26,548][root][INFO] - ===> Epoch[1835](9173/5): Loss -0.7429, Sem 0.0304, dir -0.9778, norm 0.2045, swav 0.0000 LR: 8.613e-02 Score 98.992 Data time: 0.0654, Forward time: 0.7710, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.2098 [2020-10-18 21:40:28,657][root][INFO] - ===> Epoch[1835](9174/5): Loss -0.7249, Sem 0.0302, dir -0.9769, norm 0.2217, swav 0.0000 LR: 8.613e-02 Score 98.983 Data time: 0.0713, Forward time: 0.7710, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.0085 [2020-10-18 21:40:31,494][root][INFO] - ===> Epoch[1835](9175/5): Loss -0.7262, Sem 0.0286, dir -0.9770, norm 0.2222, swav 0.0000 LR: 8.613e-02 Score 99.030 Data time: 0.0539, Forward time: 0.7710, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.7133 [2020-10-18 21:40:33,741][root][INFO] - ===> Epoch[1836](9176/5): Loss -0.7503, Sem 0.0277, dir -0.9786, norm 0.2005, swav 0.0000 LR: 8.612e-02 Score 99.090 Data time: 0.0546, Forward time: 0.7710, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.1705 [2020-10-18 21:40:35,984][root][INFO] - ===> Epoch[1836](9177/5): Loss -0.7464, Sem 0.0286, dir -0.9773, norm 0.2023, swav 0.0000 LR: 8.612e-02 Score 99.036 Data time: 0.0738, Forward time: 0.7710, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.1731 [2020-10-18 21:40:38,159][root][INFO] - ===> Epoch[1836](9178/5): Loss -0.7489, Sem 0.0288, dir -0.9782, norm 0.2005, swav 0.0000 LR: 8.612e-02 Score 99.047 Data time: 0.0477, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.0794 [2020-10-18 21:40:40,473][root][INFO] - ===> Epoch[1836](9179/5): Loss -0.7175, Sem 0.0327, dir -0.9742, norm 0.2241, swav 0.0000 LR: 8.612e-02 Score 98.926 Data time: 0.0789, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.2667 [2020-10-18 21:40:42,918][root][INFO] - ===> Epoch[1836](9180/5): Loss -0.7506, Sem 0.0287, dir -0.9791, norm 0.1999, swav 0.0000 LR: 8.612e-02 Score 99.040 Data time: 0.0660, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.3239 [2020-10-18 21:40:44,943][root][INFO] - ===> Epoch[1837](9181/5): Loss -0.7484, Sem 0.0304, dir -0.9775, norm 0.1987, swav 0.0000 LR: 8.612e-02 Score 98.998 Data time: 0.1081, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.9356 [2020-10-18 21:40:46,911][root][INFO] - ===> Epoch[1837](9182/5): Loss -0.7482, Sem 0.0317, dir -0.9782, norm 0.1983, swav 0.0000 LR: 8.612e-02 Score 98.968 Data time: 0.2207, Forward time: 0.7709, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.8456 [2020-10-18 21:40:48,970][root][INFO] - ===> Epoch[1837](9183/5): Loss -0.7383, Sem 0.0315, dir -0.9769, norm 0.2071, swav 0.0000 LR: 8.611e-02 Score 98.934 Data time: 0.0750, Forward time: 0.7710, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.0061 [2020-10-18 21:40:50,978][root][INFO] - ===> Epoch[1837](9184/5): Loss -0.7542, Sem 0.0277, dir -0.9793, norm 0.1974, swav 0.0000 LR: 8.611e-02 Score 99.065 Data time: 0.0640, Forward time: 0.7709, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.8872 [2020-10-18 21:40:52,840][root][INFO] - ===> Epoch[1837](9185/5): Loss -0.7647, Sem 0.0308, dir -0.9769, norm 0.1814, swav 0.0000 LR: 8.611e-02 Score 98.990 Data time: 0.0482, Forward time: 0.7709, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.8050 [2020-10-18 21:40:55,590][root][INFO] - ===> Epoch[1838](9186/5): Loss -0.7505, Sem 0.0302, dir -0.9779, norm 0.1973, swav 0.0000 LR: 8.611e-02 Score 99.020 Data time: 0.1207, Forward time: 0.7710, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.6636 [2020-10-18 21:40:58,148][root][INFO] - ===> Epoch[1838](9187/5): Loss -0.7429, Sem 0.0284, dir -0.9786, norm 0.2073, swav 0.0000 LR: 8.611e-02 Score 99.078 Data time: 0.0614, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.4329 [2020-10-18 21:41:00,216][root][INFO] - ===> Epoch[1838](9188/5): Loss -0.7449, Sem 0.0300, dir -0.9761, norm 0.2013, swav 0.0000 LR: 8.611e-02 Score 99.001 Data time: 0.0550, Forward time: 0.7709, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.9652 [2020-10-18 21:41:02,249][root][INFO] - ===> Epoch[1838](9189/5): Loss -0.7443, Sem 0.0301, dir -0.9762, norm 0.2018, swav 0.0000 LR: 8.610e-02 Score 98.997 Data time: 0.0690, Forward time: 0.7709, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.9546 [2020-10-18 21:41:04,623][root][INFO] - ===> Epoch[1838](9190/5): Loss -0.7455, Sem 0.0289, dir -0.9761, norm 0.2017, swav 0.0000 LR: 8.610e-02 Score 99.029 Data time: 0.0571, Forward time: 0.7709, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.2723 [2020-10-18 21:41:07,198][root][INFO] - ===> Epoch[1839](9191/5): Loss -0.7697, Sem 0.0258, dir -0.9798, norm 0.1843, swav 0.0000 LR: 8.610e-02 Score 99.148 Data time: 0.0756, Forward time: 0.7709, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.4664 [2020-10-18 21:41:09,907][root][INFO] - ===> Epoch[1839](9192/5): Loss -0.7705, Sem 0.0264, dir -0.9786, norm 0.1817, swav 0.0000 LR: 8.610e-02 Score 99.111 Data time: 0.0877, Forward time: 0.7709, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.5973 [2020-10-18 21:41:12,211][root][INFO] - ===> Epoch[1839](9193/5): Loss -0.7496, Sem 0.0272, dir -0.9774, norm 0.2005, swav 0.0000 LR: 8.610e-02 Score 99.086 Data time: 0.0979, Forward time: 0.7709, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.1721 [2020-10-18 21:41:14,173][root][INFO] - ===> Epoch[1839](9194/5): Loss -0.7695, Sem 0.0265, dir -0.9807, norm 0.1846, swav 0.0000 LR: 8.610e-02 Score 99.114 Data time: 0.1111, Forward time: 0.7709, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.8491 [2020-10-18 21:41:16,461][root][INFO] - ===> Epoch[1839](9195/5): Loss -0.7383, Sem 0.0324, dir -0.9754, norm 0.2047, swav 0.0000 LR: 8.610e-02 Score 98.921 Data time: 0.1012, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.1870 [2020-10-18 21:41:18,724][root][INFO] - ===> Epoch[1840](9196/5): Loss -0.7572, Sem 0.0321, dir -0.9771, norm 0.1878, swav 0.0000 LR: 8.609e-02 Score 98.918 Data time: 0.1673, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.1321 [2020-10-18 21:41:20,957][root][INFO] - ===> Epoch[1840](9197/5): Loss -0.7486, Sem 0.0331, dir -0.9769, norm 0.1952, swav 0.0000 LR: 8.609e-02 Score 98.916 Data time: 0.0980, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.1109 [2020-10-18 21:41:22,950][root][INFO] - ===> Epoch[1840](9198/5): Loss -0.7659, Sem 0.0280, dir -0.9776, norm 0.1838, swav 0.0000 LR: 8.609e-02 Score 99.047 Data time: 0.0745, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.8715 [2020-10-18 21:41:25,177][root][INFO] - ===> Epoch[1840](9199/5): Loss -0.7725, Sem 0.0286, dir -0.9794, norm 0.1784, swav 0.0000 LR: 8.609e-02 Score 99.060 Data time: 0.0990, Forward time: 0.7710, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.1032 [2020-10-18 21:41:27,555][root][INFO] - ===> Epoch[1840](9200/5): Loss -0.7525, Sem 0.0286, dir -0.9776, norm 0.1965, swav 0.0000 LR: 8.609e-02 Score 99.069 Data time: 0.0612, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.2570 [2020-10-18 21:41:28,624][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 21:41:28,805][root][INFO] - ===> Start testing [2020-10-18 21:42:07,123][root][INFO] - 68/68: Data time: 0.1016, Iter time: 0.1753 Loss 0.294 (AVG: 0.506) Score 92.504 (AVG: 90.235) mIOU 69.429 mAP 85.722 mAcc 76.883 IOU: 60.285 0.324 84.337 72.849 93.743 92.492 35.836 79.679 97.117 60.228 80.747 86.574 58.371 mAP: 81.734 26.952 96.588 88.026 98.934 98.687 63.851 96.604 99.804 81.905 93.725 95.531 92.042 mAcc: 76.701 2.735 90.147 84.155 95.851 97.379 41.217 93.273 97.987 74.043 88.531 95.456 62.001 [2020-10-18 21:42:07,125][root][INFO] - Finished test. Elapsed time: 38.3178 [2020-10-18 21:42:10,019][root][INFO] - [2020-10-18 21:42:10,019][root][INFO] - ################################################################ [2020-10-18 21:42:10,019][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 21:42:10,020][root][INFO] - ################################################################ [2020-10-18 21:42:10,020][root][INFO] - clutter : nan nan nan [2020-10-18 21:42:10,020][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 21:42:10,020][root][INFO] - board : 0.789 0.854 0.902 [2020-10-18 21:42:10,020][root][INFO] - bookcase : 0.230 0.343 0.526 [2020-10-18 21:42:10,020][root][INFO] - ceiling : 0.604 0.659 0.699 [2020-10-18 21:42:10,020][root][INFO] - chair : 0.812 0.901 0.919 [2020-10-18 21:42:10,020][root][INFO] - column : 0.191 0.280 0.417 [2020-10-18 21:42:10,020][root][INFO] - door : 0.649 0.809 0.876 [2020-10-18 21:42:10,020][root][INFO] - floor : 0.714 0.716 0.782 [2020-10-18 21:42:10,020][root][INFO] - sofa : 0.391 0.615 0.774 [2020-10-18 21:42:10,020][root][INFO] - table : 0.168 0.336 0.654 [2020-10-18 21:42:10,020][root][INFO] - wall : 0.487 0.683 0.778 [2020-10-18 21:42:10,020][root][INFO] - window : 0.500 0.781 0.782 [2020-10-18 21:42:10,020][root][INFO] - ---------------------------------------------------------------- [2020-10-18 21:42:10,020][root][INFO] - average : 0.461 0.581 0.676 [2020-10-18 21:42:10,020][root][INFO] - [2020-10-18 21:42:10,185][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 21:42:11,152][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-10-18 21:42:11,294][root][INFO] - Current best mIoU: 69.429 at iter 9200 [2020-10-18 21:42:12,851][root][INFO] - ===> Epoch[1841](9201/5): Loss -0.7606, Sem 0.0328, dir -0.9770, norm 0.1835, swav 0.0000 LR: 8.609e-02 Score 98.900 Data time: 0.0664, Forward time: 0.7710, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.5516 [2020-10-18 21:42:15,165][root][INFO] - ===> Epoch[1841](9202/5): Loss -0.7647, Sem 0.0275, dir -0.9789, norm 0.1867, swav 0.0000 LR: 8.608e-02 Score 99.065 Data time: 0.0830, Forward time: 0.7710, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.2652 [2020-10-18 21:42:17,425][root][INFO] - ===> Epoch[1841](9203/5): Loss -0.7591, Sem 0.0266, dir -0.9785, norm 0.1928, swav 0.0000 LR: 8.608e-02 Score 99.110 Data time: 0.0637, Forward time: 0.7710, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.1394 [2020-10-18 21:42:20,070][root][INFO] - ===> Epoch[1841](9204/5): Loss -0.7534, Sem 0.0273, dir -0.9756, norm 0.1950, swav 0.0000 LR: 8.608e-02 Score 99.094 Data time: 0.0650, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.5603 [2020-10-18 21:42:22,722][root][INFO] - ===> Epoch[1841](9205/5): Loss -0.7601, Sem 0.0289, dir -0.9779, norm 0.1888, swav 0.0000 LR: 8.608e-02 Score 99.060 Data time: 0.0855, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.5595 [2020-10-18 21:42:24,782][root][INFO] - ===> Epoch[1842](9206/5): Loss -0.7690, Sem 0.0284, dir -0.9786, norm 0.1812, swav 0.0000 LR: 8.608e-02 Score 99.054 Data time: 0.0915, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.9718 [2020-10-18 21:42:26,801][root][INFO] - ===> Epoch[1842](9207/5): Loss -0.7541, Sem 0.0301, dir -0.9791, norm 0.1948, swav 0.0000 LR: 8.608e-02 Score 98.983 Data time: 0.0646, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.9060 [2020-10-18 21:42:29,406][root][INFO] - ===> Epoch[1842](9208/5): Loss -0.7438, Sem 0.0301, dir -0.9761, norm 0.2022, swav 0.0000 LR: 8.608e-02 Score 98.992 Data time: 0.0786, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.5176 [2020-10-18 21:42:31,709][root][INFO] - ===> Epoch[1842](9209/5): Loss -0.7764, Sem 0.0284, dir -0.9796, norm 0.1748, swav 0.0000 LR: 8.607e-02 Score 99.032 Data time: 0.0767, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.1854 [2020-10-18 21:42:34,478][root][INFO] - ===> Epoch[1842](9210/5): Loss -0.7452, Sem 0.0283, dir -0.9778, norm 0.2043, swav 0.0000 LR: 8.607e-02 Score 99.065 Data time: 0.0880, Forward time: 0.7710, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.6874 [2020-10-18 21:42:36,552][root][INFO] - ===> Epoch[1843](9211/5): Loss -0.7612, Sem 0.0259, dir -0.9801, norm 0.1930, swav 0.0000 LR: 8.607e-02 Score 99.129 Data time: 0.0823, Forward time: 0.7710, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 1.9496 [2020-10-18 21:42:38,709][root][INFO] - ===> Epoch[1843](9212/5): Loss -0.7572, Sem 0.0315, dir -0.9767, norm 0.1880, swav 0.0000 LR: 8.607e-02 Score 98.973 Data time: 0.0846, Forward time: 0.7710, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.0378 [2020-10-18 21:42:40,906][root][INFO] - ===> Epoch[1843](9213/5): Loss -0.7396, Sem 0.0319, dir -0.9775, norm 0.2060, swav 0.0000 LR: 8.607e-02 Score 98.927 Data time: 0.0640, Forward time: 0.7710, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.0708 [2020-10-18 21:42:43,101][root][INFO] - ===> Epoch[1843](9214/5): Loss -0.7450, Sem 0.0315, dir -0.9744, norm 0.1978, swav 0.0000 LR: 8.607e-02 Score 98.942 Data time: 0.0848, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.0922 [2020-10-18 21:42:45,066][root][INFO] - ===> Epoch[1843](9215/5): Loss -0.7711, Sem 0.0256, dir -0.9809, norm 0.1841, swav 0.0000 LR: 8.607e-02 Score 99.132 Data time: 0.1212, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.8567 [2020-10-18 21:42:47,265][root][INFO] - ===> Epoch[1844](9216/5): Loss -0.7525, Sem 0.0278, dir -0.9771, norm 0.1968, swav 0.0000 LR: 8.606e-02 Score 99.076 Data time: 0.0793, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.0930 [2020-10-18 21:42:50,032][root][INFO] - ===> Epoch[1844](9217/5): Loss -0.7659, Sem 0.0288, dir -0.9793, norm 0.1846, swav 0.0000 LR: 8.606e-02 Score 99.049 Data time: 0.0813, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.6250 [2020-10-18 21:42:52,246][root][INFO] - ===> Epoch[1844](9218/5): Loss -0.7611, Sem 0.0268, dir -0.9788, norm 0.1909, swav 0.0000 LR: 8.606e-02 Score 99.099 Data time: 0.0753, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.1102 [2020-10-18 21:42:54,110][root][INFO] - ===> Epoch[1844](9219/5): Loss -0.7712, Sem 0.0255, dir -0.9808, norm 0.1841, swav 0.0000 LR: 8.606e-02 Score 99.161 Data time: 0.0785, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.7640 [2020-10-18 21:42:56,316][root][INFO] - ===> Epoch[1844](9220/5): Loss -0.7387, Sem 0.0301, dir -0.9783, norm 0.2095, swav 0.0000 LR: 8.606e-02 Score 99.013 Data time: 0.0858, Forward time: 0.7711, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.1130 [2020-10-18 21:42:58,458][root][INFO] - ===> Epoch[1845](9221/5): Loss -0.7544, Sem 0.0351, dir -0.9763, norm 0.1868, swav 0.0000 LR: 8.606e-02 Score 98.839 Data time: 0.0635, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.0317 [2020-10-18 21:43:00,444][root][INFO] - ===> Epoch[1845](9222/5): Loss -0.7329, Sem 0.0328, dir -0.9735, norm 0.2077, swav 0.0000 LR: 8.605e-02 Score 98.925 Data time: 0.0699, Forward time: 0.7711, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.9122 [2020-10-18 21:43:03,080][root][INFO] - ===> Epoch[1845](9223/5): Loss -0.7398, Sem 0.0289, dir -0.9767, norm 0.2081, swav 0.0000 LR: 8.605e-02 Score 99.057 Data time: 0.1003, Forward time: 0.7711, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.5372 [2020-10-18 21:43:05,329][root][INFO] - ===> Epoch[1845](9224/5): Loss -0.7654, Sem 0.0298, dir -0.9793, norm 0.1840, swav 0.0000 LR: 8.605e-02 Score 98.984 Data time: 0.0384, Forward time: 0.7711, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.1084 [2020-10-18 21:43:07,504][root][INFO] - ===> Epoch[1845](9225/5): Loss -0.7387, Sem 0.0292, dir -0.9760, norm 0.2081, swav 0.0000 LR: 8.605e-02 Score 99.049 Data time: 0.0663, Forward time: 0.7711, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.1168 [2020-10-18 21:43:09,503][root][INFO] - ===> Epoch[1846](9226/5): Loss -0.7641, Sem 0.0286, dir -0.9788, norm 0.1861, swav 0.0000 LR: 8.605e-02 Score 99.029 Data time: 0.0872, Forward time: 0.7711, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.9009 [2020-10-18 21:43:12,309][root][INFO] - ===> Epoch[1846](9227/5): Loss -0.7440, Sem 0.0291, dir -0.9781, norm 0.2050, swav 0.0000 LR: 8.605e-02 Score 99.056 Data time: 0.0811, Forward time: 0.7711, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.6859 [2020-10-18 21:43:14,138][root][INFO] - ===> Epoch[1846](9228/5): Loss -0.7681, Sem 0.0317, dir -0.9788, norm 0.1790, swav 0.0000 LR: 8.605e-02 Score 98.925 Data time: 0.0671, Forward time: 0.7711, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.7181 [2020-10-18 21:43:16,590][root][INFO] - ===> Epoch[1846](9229/5): Loss -0.7648, Sem 0.0270, dir -0.9797, norm 0.1878, swav 0.0000 LR: 8.604e-02 Score 99.092 Data time: 0.0696, Forward time: 0.7711, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.3448 [2020-10-18 21:43:18,897][root][INFO] - ===> Epoch[1846](9230/5): Loss -0.7604, Sem 0.0262, dir -0.9782, norm 0.1915, swav 0.0000 LR: 8.604e-02 Score 99.148 Data time: 0.0647, Forward time: 0.7711, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.1899 [2020-10-18 21:43:21,067][root][INFO] - ===> Epoch[1847](9231/5): Loss -0.7476, Sem 0.0303, dir -0.9769, norm 0.1990, swav 0.0000 LR: 8.604e-02 Score 98.966 Data time: 0.0716, Forward time: 0.7711, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.0670 [2020-10-18 21:43:23,058][root][INFO] - ===> Epoch[1847](9232/5): Loss -0.7618, Sem 0.0280, dir -0.9769, norm 0.1871, swav 0.0000 LR: 8.604e-02 Score 99.045 Data time: 0.0595, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.8901 [2020-10-18 21:43:24,951][root][INFO] - ===> Epoch[1847](9233/5): Loss -0.7652, Sem 0.0262, dir -0.9795, norm 0.1881, swav 0.0000 LR: 8.604e-02 Score 99.126 Data time: 0.0664, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.7922 [2020-10-18 21:43:27,270][root][INFO] - ===> Epoch[1847](9234/5): Loss -0.7525, Sem 0.0297, dir -0.9787, norm 0.1965, swav 0.0000 LR: 8.604e-02 Score 99.030 Data time: 0.0645, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.2158 [2020-10-18 21:43:29,473][root][INFO] - ===> Epoch[1847](9235/5): Loss -0.7735, Sem 0.0256, dir -0.9785, norm 0.1794, swav 0.0000 LR: 8.603e-02 Score 99.131 Data time: 0.0680, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.1051 [2020-10-18 21:43:31,371][root][INFO] - ===> Epoch[1848](9236/5): Loss -0.7497, Sem 0.0320, dir -0.9762, norm 0.1945, swav 0.0000 LR: 8.603e-02 Score 98.926 Data time: 0.0614, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.7627 [2020-10-18 21:43:33,324][root][INFO] - ===> Epoch[1848](9237/5): Loss -0.7699, Sem 0.0256, dir -0.9795, norm 0.1840, swav 0.0000 LR: 8.603e-02 Score 99.149 Data time: 0.1284, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.8596 [2020-10-18 21:43:35,413][root][INFO] - ===> Epoch[1848](9238/5): Loss -0.7410, Sem 0.0321, dir -0.9762, norm 0.2031, swav 0.0000 LR: 8.603e-02 Score 98.940 Data time: 0.0766, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.0328 [2020-10-18 21:43:38,200][root][INFO] - ===> Epoch[1848](9239/5): Loss -0.7614, Sem 0.0284, dir -0.9782, norm 0.1883, swav 0.0000 LR: 8.603e-02 Score 99.053 Data time: 0.0760, Forward time: 0.7710, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.6749 [2020-10-18 21:43:40,564][root][INFO] - ===> Epoch[1848](9240/5): Loss -0.7545, Sem 0.0323, dir -0.9789, norm 0.1921, swav 0.0000 LR: 8.603e-02 Score 98.960 Data time: 0.0566, Forward time: 0.7710, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.2495 [2020-10-18 21:43:42,641][root][INFO] - ===> Epoch[1849](9241/5): Loss -0.7550, Sem 0.0284, dir -0.9778, norm 0.1944, swav 0.0000 LR: 8.603e-02 Score 99.040 Data time: 0.0810, Forward time: 0.7710, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 1.9648 [2020-10-18 21:43:44,750][root][INFO] - ===> Epoch[1849](9242/5): Loss -0.7350, Sem 0.0334, dir -0.9762, norm 0.2078, swav 0.0000 LR: 8.602e-02 Score 98.909 Data time: 0.0976, Forward time: 0.7710, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.0175 [2020-10-18 21:43:46,996][root][INFO] - ===> Epoch[1849](9243/5): Loss -0.7440, Sem 0.0312, dir -0.9772, norm 0.2020, swav 0.0000 LR: 8.602e-02 Score 98.968 Data time: 0.0967, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.1398 [2020-10-18 21:43:49,190][root][INFO] - ===> Epoch[1849](9244/5): Loss -0.7464, Sem 0.0319, dir -0.9782, norm 0.2000, swav 0.0000 LR: 8.602e-02 Score 98.946 Data time: 0.0626, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.0514 [2020-10-18 21:43:51,040][root][INFO] - ===> Epoch[1849](9245/5): Loss -0.7707, Sem 0.0287, dir -0.9782, norm 0.1788, swav 0.0000 LR: 8.602e-02 Score 99.036 Data time: 0.0642, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.7786 [2020-10-18 21:43:53,362][root][INFO] - ===> Epoch[1850](9246/5): Loss -0.7582, Sem 0.0322, dir -0.9770, norm 0.1866, swav 0.0000 LR: 8.602e-02 Score 98.935 Data time: 0.0723, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.2433 [2020-10-18 21:43:55,940][root][INFO] - ===> Epoch[1850](9247/5): Loss -0.7525, Sem 0.0290, dir -0.9780, norm 0.1965, swav 0.0000 LR: 8.602e-02 Score 99.038 Data time: 0.0748, Forward time: 0.7710, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.4777 [2020-10-18 21:43:58,754][root][INFO] - ===> Epoch[1850](9248/5): Loss -0.7689, Sem 0.0270, dir -0.9801, norm 0.1841, swav 0.0000 LR: 8.601e-02 Score 99.101 Data time: 0.0795, Forward time: 0.7710, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.7146 [2020-10-18 21:44:00,475][root][INFO] - ===> Epoch[1850](9249/5): Loss -0.7683, Sem 0.0317, dir -0.9790, norm 0.1790, swav 0.0000 LR: 8.601e-02 Score 98.933 Data time: 0.0551, Forward time: 0.7709, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 1.6042 [2020-10-18 21:44:02,988][root][INFO] - ===> Epoch[1850](9250/5): Loss -0.7611, Sem 0.0281, dir -0.9780, norm 0.1888, swav 0.0000 LR: 8.601e-02 Score 99.066 Data time: 0.0627, Forward time: 0.7709, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.4270 [2020-10-18 21:44:05,250][root][INFO] - ===> Epoch[1851](9251/5): Loss -0.7448, Sem 0.0289, dir -0.9753, norm 0.2017, swav 0.0000 LR: 8.601e-02 Score 99.052 Data time: 0.0758, Forward time: 0.7709, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.1348 [2020-10-18 21:44:07,224][root][INFO] - ===> Epoch[1851](9252/5): Loss -0.7548, Sem 0.0296, dir -0.9786, norm 0.1942, swav 0.0000 LR: 8.601e-02 Score 99.013 Data time: 0.0854, Forward time: 0.7709, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 1.8573 [2020-10-18 21:44:09,411][root][INFO] - ===> Epoch[1851](9253/5): Loss -0.7357, Sem 0.0264, dir -0.9792, norm 0.2171, swav 0.0000 LR: 8.601e-02 Score 99.144 Data time: 0.0893, Forward time: 0.7709, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.0583 [2020-10-18 21:44:11,256][root][INFO] - ===> Epoch[1851](9254/5): Loss -0.7597, Sem 0.0297, dir -0.9789, norm 0.1894, swav 0.0000 LR: 8.601e-02 Score 99.015 Data time: 0.2136, Forward time: 0.7709, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.7204 [2020-10-18 21:44:14,005][root][INFO] - ===> Epoch[1851](9255/5): Loss -0.7302, Sem 0.0304, dir -0.9769, norm 0.2163, swav 0.0000 LR: 8.600e-02 Score 99.001 Data time: 0.1076, Forward time: 0.7710, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.6423 [2020-10-18 21:44:16,129][root][INFO] - ===> Epoch[1852](9256/5): Loss -0.7504, Sem 0.0291, dir -0.9775, norm 0.1980, swav 0.0000 LR: 8.600e-02 Score 99.041 Data time: 0.0818, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.9954 [2020-10-18 21:44:18,517][root][INFO] - ===> Epoch[1852](9257/5): Loss -0.7402, Sem 0.0303, dir -0.9787, norm 0.2082, swav 0.0000 LR: 8.600e-02 Score 99.010 Data time: 0.0625, Forward time: 0.7710, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.2993 [2020-10-18 21:44:20,712][root][INFO] - ===> Epoch[1852](9258/5): Loss -0.7577, Sem 0.0251, dir -0.9777, norm 0.1948, swav 0.0000 LR: 8.600e-02 Score 99.159 Data time: 0.0630, Forward time: 0.7710, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.1225 [2020-10-18 21:44:23,157][root][INFO] - ===> Epoch[1852](9259/5): Loss -0.7525, Sem 0.0295, dir -0.9773, norm 0.1953, swav 0.0000 LR: 8.600e-02 Score 99.016 Data time: 0.1066, Forward time: 0.7710, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.3417 [2020-10-18 21:44:25,300][root][INFO] - ===> Epoch[1852](9260/5): Loss -0.7608, Sem 0.0327, dir -0.9769, norm 0.1834, swav 0.0000 LR: 8.600e-02 Score 98.946 Data time: 0.0747, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.0053 [2020-10-18 21:44:27,309][root][INFO] - ===> Epoch[1853](9261/5): Loss -0.7628, Sem 0.0264, dir -0.9793, norm 0.1901, swav 0.0000 LR: 8.599e-02 Score 99.090 Data time: 0.0723, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.9373 [2020-10-18 21:44:29,343][root][INFO] - ===> Epoch[1853](9262/5): Loss -0.7480, Sem 0.0286, dir -0.9778, norm 0.2011, swav 0.0000 LR: 8.599e-02 Score 99.035 Data time: 0.0582, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.9327 [2020-10-18 21:44:31,838][root][INFO] - ===> Epoch[1853](9263/5): Loss -0.7774, Sem 0.0275, dir -0.9795, norm 0.1747, swav 0.0000 LR: 8.599e-02 Score 99.081 Data time: 0.0585, Forward time: 0.7710, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.4011 [2020-10-18 21:44:34,134][root][INFO] - ===> Epoch[1853](9264/5): Loss -0.7506, Sem 0.0303, dir -0.9773, norm 0.1965, swav 0.0000 LR: 8.599e-02 Score 98.995 Data time: 0.1382, Forward time: 0.7710, Backward time: 1.1848, DDP time: 0.0030, Total iter time: 2.2084 [2020-10-18 21:44:36,107][root][INFO] - ===> Epoch[1853](9265/5): Loss -0.7746, Sem 0.0268, dir -0.9799, norm 0.1785, swav 0.0000 LR: 8.599e-02 Score 99.105 Data time: 0.0877, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.8637 [2020-10-18 21:44:38,467][root][INFO] - ===> Epoch[1854](9266/5): Loss -0.7503, Sem 0.0282, dir -0.9780, norm 0.1995, swav 0.0000 LR: 8.599e-02 Score 99.065 Data time: 0.0687, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.2391 [2020-10-18 21:44:40,701][root][INFO] - ===> Epoch[1854](9267/5): Loss -0.7336, Sem 0.0287, dir -0.9777, norm 0.2153, swav 0.0000 LR: 8.599e-02 Score 99.051 Data time: 0.1097, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.1293 [2020-10-18 21:44:42,919][root][INFO] - ===> Epoch[1854](9268/5): Loss -0.7514, Sem 0.0322, dir -0.9768, norm 0.1932, swav 0.0000 LR: 8.598e-02 Score 98.952 Data time: 0.0770, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.1118 [2020-10-18 21:44:45,101][root][INFO] - ===> Epoch[1854](9269/5): Loss -0.7345, Sem 0.0280, dir -0.9774, norm 0.2148, swav 0.0000 LR: 8.598e-02 Score 99.089 Data time: 0.0761, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.0869 [2020-10-18 21:44:46,884][root][INFO] - ===> Epoch[1854](9270/5): Loss -0.7673, Sem 0.0283, dir -0.9795, norm 0.1840, swav 0.0000 LR: 8.598e-02 Score 99.038 Data time: 0.0628, Forward time: 0.7710, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.6899 [2020-10-18 21:44:49,364][root][INFO] - ===> Epoch[1855](9271/5): Loss -0.7545, Sem 0.0256, dir -0.9773, norm 0.1972, swav 0.0000 LR: 8.598e-02 Score 99.149 Data time: 0.2224, Forward time: 0.7711, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.3776 [2020-10-18 21:44:51,787][root][INFO] - ===> Epoch[1855](9272/5): Loss -0.7589, Sem 0.0286, dir -0.9785, norm 0.1910, swav 0.0000 LR: 8.598e-02 Score 99.024 Data time: 0.0652, Forward time: 0.7711, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.2909 [2020-10-18 21:44:53,861][root][INFO] - ===> Epoch[1855](9273/5): Loss -0.7585, Sem 0.0280, dir -0.9797, norm 0.1932, swav 0.0000 LR: 8.598e-02 Score 99.079 Data time: 0.0772, Forward time: 0.7711, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.9847 [2020-10-18 21:44:55,937][root][INFO] - ===> Epoch[1855](9274/5): Loss -0.7405, Sem 0.0340, dir -0.9781, norm 0.2037, swav 0.0000 LR: 8.598e-02 Score 98.924 Data time: 0.0874, Forward time: 0.7711, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 1.9674 [2020-10-18 21:44:57,986][root][INFO] - ===> Epoch[1855](9275/5): Loss -0.7361, Sem 0.0301, dir -0.9766, norm 0.2104, swav 0.0000 LR: 8.597e-02 Score 98.986 Data time: 0.0882, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.9396 [2020-10-18 21:44:59,992][root][INFO] - ===> Epoch[1856](9276/5): Loss -0.7454, Sem 0.0265, dir -0.9795, norm 0.2076, swav 0.0000 LR: 8.597e-02 Score 99.107 Data time: 0.0876, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.8898 [2020-10-18 21:45:02,037][root][INFO] - ===> Epoch[1856](9277/5): Loss -0.7496, Sem 0.0259, dir -0.9795, norm 0.2040, swav 0.0000 LR: 8.597e-02 Score 99.132 Data time: 0.0628, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.9228 [2020-10-18 21:45:04,136][root][INFO] - ===> Epoch[1856](9278/5): Loss -0.7701, Sem 0.0272, dir -0.9786, norm 0.1814, swav 0.0000 LR: 8.597e-02 Score 99.081 Data time: 0.0985, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.0115 [2020-10-18 21:45:06,016][root][INFO] - ===> Epoch[1856](9279/5): Loss -0.7438, Sem 0.0283, dir -0.9787, norm 0.2066, swav 0.0000 LR: 8.597e-02 Score 99.039 Data time: 0.1005, Forward time: 0.7711, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.7808 [2020-10-18 21:45:08,402][root][INFO] - ===> Epoch[1856](9280/5): Loss -0.7398, Sem 0.0272, dir -0.9788, norm 0.2117, swav 0.0000 LR: 8.597e-02 Score 99.094 Data time: 0.1512, Forward time: 0.7711, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.2793 [2020-10-18 21:45:10,621][root][INFO] - ===> Epoch[1857](9281/5): Loss -0.7189, Sem 0.0297, dir -0.9739, norm 0.2253, swav 0.0000 LR: 8.596e-02 Score 99.036 Data time: 0.0798, Forward time: 0.7711, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.0916 [2020-10-18 21:45:12,778][root][INFO] - ===> Epoch[1857](9282/5): Loss -0.7587, Sem 0.0283, dir -0.9770, norm 0.1900, swav 0.0000 LR: 8.596e-02 Score 99.048 Data time: 0.0494, Forward time: 0.7711, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.0555 [2020-10-18 21:45:15,560][root][INFO] - ===> Epoch[1857](9283/5): Loss -0.7297, Sem 0.0275, dir -0.9777, norm 0.2206, swav 0.0000 LR: 8.596e-02 Score 99.093 Data time: 0.0627, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.7459 [2020-10-18 21:45:17,792][root][INFO] - ===> Epoch[1857](9284/5): Loss -0.7604, Sem 0.0278, dir -0.9789, norm 0.1907, swav 0.0000 LR: 8.596e-02 Score 99.066 Data time: 0.0726, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.1252 [2020-10-18 21:45:19,833][root][INFO] - ===> Epoch[1857](9285/5): Loss -0.7507, Sem 0.0269, dir -0.9793, norm 0.2017, swav 0.0000 LR: 8.596e-02 Score 99.093 Data time: 0.0707, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.9353 [2020-10-18 21:45:21,916][root][INFO] - ===> Epoch[1858](9286/5): Loss -0.7672, Sem 0.0283, dir -0.9774, norm 0.1819, swav 0.0000 LR: 8.596e-02 Score 99.044 Data time: 0.0678, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.9759 [2020-10-18 21:45:24,122][root][INFO] - ===> Epoch[1858](9287/5): Loss -0.7373, Sem 0.0301, dir -0.9779, norm 0.2105, swav 0.0000 LR: 8.596e-02 Score 98.999 Data time: 0.0692, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.1220 [2020-10-18 21:45:26,402][root][INFO] - ===> Epoch[1858](9288/5): Loss -0.7427, Sem 0.0271, dir -0.9776, norm 0.2078, swav 0.0000 LR: 8.595e-02 Score 99.107 Data time: 0.0918, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.1706 [2020-10-18 21:45:28,587][root][INFO] - ===> Epoch[1858](9289/5): Loss -0.7429, Sem 0.0273, dir -0.9786, norm 0.2084, swav 0.0000 LR: 8.595e-02 Score 99.092 Data time: 0.0873, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.0837 [2020-10-18 21:45:30,736][root][INFO] - ===> Epoch[1858](9290/5): Loss -0.7622, Sem 0.0268, dir -0.9795, norm 0.1906, swav 0.0000 LR: 8.595e-02 Score 99.096 Data time: 0.0789, Forward time: 0.7711, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.0409 [2020-10-18 21:45:32,675][root][INFO] - ===> Epoch[1859](9291/5): Loss -0.7141, Sem 0.0299, dir -0.9760, norm 0.2320, swav 0.0000 LR: 8.595e-02 Score 99.014 Data time: 0.0814, Forward time: 0.7711, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.8363 [2020-10-18 21:45:34,737][root][INFO] - ===> Epoch[1859](9292/5): Loss -0.7649, Sem 0.0275, dir -0.9789, norm 0.1865, swav 0.0000 LR: 8.595e-02 Score 99.079 Data time: 0.0544, Forward time: 0.7711, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.9273 [2020-10-18 21:45:37,696][root][INFO] - ===> Epoch[1859](9293/5): Loss -0.7424, Sem 0.0292, dir -0.9764, norm 0.2048, swav 0.0000 LR: 8.595e-02 Score 99.025 Data time: 0.0780, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.8868 [2020-10-18 21:45:39,529][root][INFO] - ===> Epoch[1859](9294/5): Loss -0.7586, Sem 0.0292, dir -0.9788, norm 0.1910, swav 0.0000 LR: 8.594e-02 Score 99.016 Data time: 0.0651, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.7286 [2020-10-18 21:45:42,084][root][INFO] - ===> Epoch[1859](9295/5): Loss -0.7545, Sem 0.0277, dir -0.9789, norm 0.1967, swav 0.0000 LR: 8.594e-02 Score 99.061 Data time: 0.0663, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.4602 [2020-10-18 21:45:44,448][root][INFO] - ===> Epoch[1860](9296/5): Loss -0.7728, Sem 0.0260, dir -0.9785, norm 0.1797, swav 0.0000 LR: 8.594e-02 Score 99.129 Data time: 0.0814, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.2474 [2020-10-18 21:45:47,046][root][INFO] - ===> Epoch[1860](9297/5): Loss -0.7576, Sem 0.0290, dir -0.9802, norm 0.1936, swav 0.0000 LR: 8.594e-02 Score 99.042 Data time: 0.0650, Forward time: 0.7711, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.4856 [2020-10-18 21:45:49,081][root][INFO] - ===> Epoch[1860](9298/5): Loss -0.7615, Sem 0.0259, dir -0.9794, norm 0.1919, swav 0.0000 LR: 8.594e-02 Score 99.116 Data time: 0.0845, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.9343 [2020-10-18 21:45:51,197][root][INFO] - ===> Epoch[1860](9299/5): Loss -0.7493, Sem 0.0295, dir -0.9764, norm 0.1976, swav 0.0000 LR: 8.594e-02 Score 99.031 Data time: 0.0828, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.0099 [2020-10-18 21:45:53,830][root][INFO] - ===> Epoch[1860](9300/5): Loss -0.7562, Sem 0.0269, dir -0.9788, norm 0.1958, swav 0.0000 LR: 8.594e-02 Score 99.096 Data time: 0.0677, Forward time: 0.7711, Backward time: 1.1847, DDP time: 0.0030, Total iter time: 2.5404 [2020-10-18 21:45:54,882][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 21:45:56,628][root][INFO] - ===> Epoch[1861](9301/5): Loss -0.7850, Sem 0.0269, dir -0.9791, norm 0.1671, swav 0.0000 LR: 8.593e-02 Score 99.082 Data time: 0.1023, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.5707 [2020-10-18 21:45:58,903][root][INFO] - ===> Epoch[1861](9302/5): Loss -0.7696, Sem 0.0257, dir -0.9807, norm 0.1854, swav 0.0000 LR: 8.593e-02 Score 99.130 Data time: 0.0716, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.1870 [2020-10-18 21:46:01,287][root][INFO] - ===> Epoch[1861](9303/5): Loss -0.7359, Sem 0.0285, dir -0.9762, norm 0.2119, swav 0.0000 LR: 8.593e-02 Score 99.052 Data time: 0.0790, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.2934 [2020-10-18 21:46:03,321][root][INFO] - ===> Epoch[1861](9304/5): Loss -0.7548, Sem 0.0323, dir -0.9767, norm 0.1897, swav 0.0000 LR: 8.593e-02 Score 98.941 Data time: 0.0836, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.9364 [2020-10-18 21:46:05,400][root][INFO] - ===> Epoch[1861](9305/5): Loss -0.7562, Sem 0.0275, dir -0.9787, norm 0.1950, swav 0.0000 LR: 8.593e-02 Score 99.086 Data time: 0.0697, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.9660 [2020-10-18 21:46:07,529][root][INFO] - ===> Epoch[1862](9306/5): Loss -0.7444, Sem 0.0274, dir -0.9778, norm 0.2060, swav 0.0000 LR: 8.593e-02 Score 99.086 Data time: 0.0794, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.0508 [2020-10-18 21:46:10,251][root][INFO] - ===> Epoch[1862](9307/5): Loss -0.7460, Sem 0.0304, dir -0.9780, norm 0.2016, swav 0.0000 LR: 8.592e-02 Score 99.001 Data time: 0.0811, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.5910 [2020-10-18 21:46:12,430][root][INFO] - ===> Epoch[1862](9308/5): Loss -0.7571, Sem 0.0276, dir -0.9778, norm 0.1930, swav 0.0000 LR: 8.592e-02 Score 99.057 Data time: 0.0843, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.0587 [2020-10-18 21:46:14,545][root][INFO] - ===> Epoch[1862](9309/5): Loss -0.7344, Sem 0.0322, dir -0.9770, norm 0.2104, swav 0.0000 LR: 8.592e-02 Score 98.944 Data time: 0.1307, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 2.0185 [2020-10-18 21:46:16,648][root][INFO] - ===> Epoch[1862](9310/5): Loss -0.7685, Sem 0.0273, dir -0.9779, norm 0.1821, swav 0.0000 LR: 8.592e-02 Score 99.078 Data time: 0.0927, Forward time: 0.7711, Backward time: 1.1846, DDP time: 0.0030, Total iter time: 1.9820 [2020-10-18 21:46:18,756][root][INFO] - ===> Epoch[1863](9311/5): Loss -0.7537, Sem 0.0236, dir -0.9795, norm 0.2022, swav 0.0000 LR: 8.592e-02 Score 99.231 Data time: 0.0720, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.9995 [2020-10-18 21:46:20,873][root][INFO] - ===> Epoch[1863](9312/5): Loss -0.7497, Sem 0.0343, dir -0.9753, norm 0.1913, swav 0.0000 LR: 8.592e-02 Score 98.850 Data time: 0.0599, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.0173 [2020-10-18 21:46:23,374][root][INFO] - ===> Epoch[1863](9313/5): Loss -0.7388, Sem 0.0280, dir -0.9784, norm 0.2116, swav 0.0000 LR: 8.592e-02 Score 99.071 Data time: 0.1026, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.3927 [2020-10-18 21:46:25,454][root][INFO] - ===> Epoch[1863](9314/5): Loss -0.7543, Sem 0.0314, dir -0.9783, norm 0.1926, swav 0.0000 LR: 8.591e-02 Score 98.991 Data time: 0.0930, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.9518 [2020-10-18 21:46:27,517][root][INFO] - ===> Epoch[1863](9315/5): Loss -0.7371, Sem 0.0277, dir -0.9782, norm 0.2133, swav 0.0000 LR: 8.591e-02 Score 99.072 Data time: 0.0908, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.9613 [2020-10-18 21:46:29,793][root][INFO] - ===> Epoch[1864](9316/5): Loss -0.7442, Sem 0.0297, dir -0.9775, norm 0.2037, swav 0.0000 LR: 8.591e-02 Score 99.017 Data time: 0.0710, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.1970 [2020-10-18 21:46:31,677][root][INFO] - ===> Epoch[1864](9317/5): Loss -0.7646, Sem 0.0281, dir -0.9775, norm 0.1848, swav 0.0000 LR: 8.591e-02 Score 99.063 Data time: 0.0654, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 1.7891 [2020-10-18 21:46:33,748][root][INFO] - ===> Epoch[1864](9318/5): Loss -0.7651, Sem 0.0276, dir -0.9800, norm 0.1873, swav 0.0000 LR: 8.591e-02 Score 99.076 Data time: 0.0900, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.9762 [2020-10-18 21:46:35,719][root][INFO] - ===> Epoch[1864](9319/5): Loss -0.7468, Sem 0.0311, dir -0.9768, norm 0.1988, swav 0.0000 LR: 8.591e-02 Score 98.964 Data time: 0.0679, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.8623 [2020-10-18 21:46:37,848][root][INFO] - ===> Epoch[1864](9320/5): Loss -0.7512, Sem 0.0285, dir -0.9780, norm 0.1983, swav 0.0000 LR: 8.590e-02 Score 99.052 Data time: 0.0664, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.0241 [2020-10-18 21:46:40,615][root][INFO] - ===> Epoch[1865](9321/5): Loss -0.7587, Sem 0.0275, dir -0.9775, norm 0.1913, swav 0.0000 LR: 8.590e-02 Score 99.093 Data time: 0.0737, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.6833 [2020-10-18 21:46:42,783][root][INFO] - ===> Epoch[1865](9322/5): Loss -0.7508, Sem 0.0281, dir -0.9763, norm 0.1974, swav 0.0000 LR: 8.590e-02 Score 99.056 Data time: 0.0912, Forward time: 0.7712, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.0558 [2020-10-18 21:46:45,307][root][INFO] - ===> Epoch[1865](9323/5): Loss -0.7576, Sem 0.0280, dir -0.9784, norm 0.1928, swav 0.0000 LR: 8.590e-02 Score 99.079 Data time: 0.1063, Forward time: 0.7713, Backward time: 1.1845, DDP time: 0.0030, Total iter time: 2.4114 [2020-10-18 21:46:47,470][root][INFO] - ===> Epoch[1865](9324/5): Loss -0.7472, Sem 0.0271, dir -0.9781, norm 0.2038, swav 0.0000 LR: 8.590e-02 Score 99.111 Data time: 0.0810, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.0358 [2020-10-18 21:46:49,362][root][INFO] - ===> Epoch[1865](9325/5): Loss -0.7717, Sem 0.0271, dir -0.9788, norm 0.1801, swav 0.0000 LR: 8.590e-02 Score 99.091 Data time: 0.0829, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.7911 [2020-10-18 21:46:51,352][root][INFO] - ===> Epoch[1866](9326/5): Loss -0.7484, Sem 0.0314, dir -0.9749, norm 0.1951, swav 0.0000 LR: 8.590e-02 Score 98.947 Data time: 0.0692, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.8966 [2020-10-18 21:46:53,460][root][INFO] - ===> Epoch[1866](9327/5): Loss -0.7450, Sem 0.0288, dir -0.9778, norm 0.2040, swav 0.0000 LR: 8.589e-02 Score 99.030 Data time: 0.0641, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.0334 [2020-10-18 21:46:56,112][root][INFO] - ===> Epoch[1866](9328/5): Loss -0.7463, Sem 0.0269, dir -0.9779, norm 0.2047, swav 0.0000 LR: 8.589e-02 Score 99.148 Data time: 0.2889, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.5580 [2020-10-18 21:46:58,098][root][INFO] - ===> Epoch[1866](9329/5): Loss -0.7232, Sem 0.0323, dir -0.9760, norm 0.2205, swav 0.0000 LR: 8.589e-02 Score 98.943 Data time: 0.0823, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.9171 [2020-10-18 21:47:00,104][root][INFO] - ===> Epoch[1866](9330/5): Loss -0.7798, Sem 0.0260, dir -0.9806, norm 0.1747, swav 0.0000 LR: 8.589e-02 Score 99.134 Data time: 0.0600, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.9178 [2020-10-18 21:47:02,105][root][INFO] - ===> Epoch[1867](9331/5): Loss -0.7439, Sem 0.0281, dir -0.9762, norm 0.2041, swav 0.0000 LR: 8.589e-02 Score 99.060 Data time: 0.0786, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.9160 [2020-10-18 21:47:04,340][root][INFO] - ===> Epoch[1867](9332/5): Loss -0.7374, Sem 0.0298, dir -0.9778, norm 0.2106, swav 0.0000 LR: 8.589e-02 Score 99.000 Data time: 0.0580, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.1513 [2020-10-18 21:47:06,631][root][INFO] - ===> Epoch[1867](9333/5): Loss -0.7634, Sem 0.0265, dir -0.9778, norm 0.1879, swav 0.0000 LR: 8.589e-02 Score 99.128 Data time: 0.0787, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.2110 [2020-10-18 21:47:09,185][root][INFO] - ===> Epoch[1867](9334/5): Loss -0.7476, Sem 0.0296, dir -0.9789, norm 0.2017, swav 0.0000 LR: 8.588e-02 Score 99.019 Data time: 0.0618, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.4418 [2020-10-18 21:47:11,392][root][INFO] - ===> Epoch[1867](9335/5): Loss -0.7509, Sem 0.0271, dir -0.9773, norm 0.1993, swav 0.0000 LR: 8.588e-02 Score 99.106 Data time: 0.0766, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.1152 [2020-10-18 21:47:13,205][root][INFO] - ===> Epoch[1868](9336/5): Loss -0.7528, Sem 0.0303, dir -0.9772, norm 0.1941, swav 0.0000 LR: 8.588e-02 Score 98.983 Data time: 0.0752, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.7075 [2020-10-18 21:47:15,528][root][INFO] - ===> Epoch[1868](9337/5): Loss -0.7693, Sem 0.0268, dir -0.9807, norm 0.1846, swav 0.0000 LR: 8.588e-02 Score 99.086 Data time: 0.0851, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.2343 [2020-10-18 21:47:18,226][root][INFO] - ===> Epoch[1868](9338/5): Loss -0.7485, Sem 0.0269, dir -0.9779, norm 0.2026, swav 0.0000 LR: 8.588e-02 Score 99.123 Data time: 0.0839, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.5839 [2020-10-18 21:47:20,126][root][INFO] - ===> Epoch[1868](9339/5): Loss -0.7435, Sem 0.0284, dir -0.9763, norm 0.2044, swav 0.0000 LR: 8.588e-02 Score 99.055 Data time: 0.0845, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.7958 [2020-10-18 21:47:22,245][root][INFO] - ===> Epoch[1868](9340/5): Loss -0.7400, Sem 0.0289, dir -0.9765, norm 0.2076, swav 0.0000 LR: 8.587e-02 Score 99.049 Data time: 0.1325, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.0142 [2020-10-18 21:47:24,495][root][INFO] - ===> Epoch[1869](9341/5): Loss -0.7494, Sem 0.0286, dir -0.9772, norm 0.1992, swav 0.0000 LR: 8.587e-02 Score 99.048 Data time: 0.2050, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.1906 [2020-10-18 21:47:26,608][root][INFO] - ===> Epoch[1869](9342/5): Loss -0.7588, Sem 0.0289, dir -0.9791, norm 0.1914, swav 0.0000 LR: 8.587e-02 Score 99.031 Data time: 0.0898, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.0063 [2020-10-18 21:47:28,561][root][INFO] - ===> Epoch[1869](9343/5): Loss -0.7533, Sem 0.0289, dir -0.9771, norm 0.1950, swav 0.0000 LR: 8.587e-02 Score 99.042 Data time: 0.0607, Forward time: 0.7712, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.8538 [2020-10-18 21:47:30,599][root][INFO] - ===> Epoch[1869](9344/5): Loss -0.7440, Sem 0.0302, dir -0.9775, norm 0.2033, swav 0.0000 LR: 8.587e-02 Score 98.977 Data time: 0.0862, Forward time: 0.7713, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.9576 [2020-10-18 21:47:32,936][root][INFO] - ===> Epoch[1869](9345/5): Loss -0.7284, Sem 0.0327, dir -0.9771, norm 0.2160, swav 0.0000 LR: 8.587e-02 Score 98.926 Data time: 0.0675, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.2291 [2020-10-18 21:47:34,874][root][INFO] - ===> Epoch[1870](9346/5): Loss -0.7510, Sem 0.0271, dir -0.9778, norm 0.1997, swav 0.0000 LR: 8.587e-02 Score 99.098 Data time: 0.0699, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.8507 [2020-10-18 21:47:37,496][root][INFO] - ===> Epoch[1870](9347/5): Loss -0.7552, Sem 0.0262, dir -0.9779, norm 0.1965, swav 0.0000 LR: 8.586e-02 Score 99.149 Data time: 0.0983, Forward time: 0.7713, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.5228 [2020-10-18 21:47:39,719][root][INFO] - ===> Epoch[1870](9348/5): Loss -0.7257, Sem 0.0314, dir -0.9738, norm 0.2167, swav 0.0000 LR: 8.586e-02 Score 98.970 Data time: 0.0751, Forward time: 0.7713, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1047 [2020-10-18 21:47:41,632][root][INFO] - ===> Epoch[1870](9349/5): Loss -0.7200, Sem 0.0282, dir -0.9768, norm 0.2285, swav 0.0000 LR: 8.586e-02 Score 99.072 Data time: 0.0621, Forward time: 0.7712, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.8170 [2020-10-18 21:47:43,746][root][INFO] - ===> Epoch[1870](9350/5): Loss -0.7664, Sem 0.0272, dir -0.9781, norm 0.1846, swav 0.0000 LR: 8.586e-02 Score 99.081 Data time: 0.1259, Forward time: 0.7713, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0467 [2020-10-18 21:47:45,983][root][INFO] - ===> Epoch[1871](9351/5): Loss -0.7339, Sem 0.0299, dir -0.9779, norm 0.2141, swav 0.0000 LR: 8.586e-02 Score 99.016 Data time: 0.0892, Forward time: 0.7713, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1263 [2020-10-18 21:47:48,717][root][INFO] - ===> Epoch[1871](9352/5): Loss -0.7616, Sem 0.0293, dir -0.9787, norm 0.1878, swav 0.0000 LR: 8.586e-02 Score 99.016 Data time: 0.1119, Forward time: 0.7713, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.6264 [2020-10-18 21:47:51,802][root][INFO] - ===> Epoch[1871](9353/5): Loss -0.7164, Sem 0.0289, dir -0.9752, norm 0.2300, swav 0.0000 LR: 8.585e-02 Score 99.031 Data time: 0.0831, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.9702 [2020-10-18 21:47:53,713][root][INFO] - ===> Epoch[1871](9354/5): Loss -0.7663, Sem 0.0284, dir -0.9794, norm 0.1848, swav 0.0000 LR: 8.585e-02 Score 99.078 Data time: 0.0657, Forward time: 0.7713, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.8216 [2020-10-18 21:47:55,854][root][INFO] - ===> Epoch[1871](9355/5): Loss -0.7500, Sem 0.0264, dir -0.9782, norm 0.2017, swav 0.0000 LR: 8.585e-02 Score 99.136 Data time: 0.0949, Forward time: 0.7714, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0493 [2020-10-18 21:47:57,989][root][INFO] - ===> Epoch[1872](9356/5): Loss -0.7524, Sem 0.0293, dir -0.9771, norm 0.1954, swav 0.0000 LR: 8.585e-02 Score 99.040 Data time: 0.0692, Forward time: 0.7713, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.0205 [2020-10-18 21:48:00,711][root][INFO] - ===> Epoch[1872](9357/5): Loss -0.7762, Sem 0.0260, dir -0.9795, norm 0.1773, swav 0.0000 LR: 8.585e-02 Score 99.139 Data time: 0.0804, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.6223 [2020-10-18 21:48:02,842][root][INFO] - ===> Epoch[1872](9358/5): Loss -0.7601, Sem 0.0288, dir -0.9782, norm 0.1892, swav 0.0000 LR: 8.585e-02 Score 99.029 Data time: 0.0861, Forward time: 0.7714, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.0223 [2020-10-18 21:48:04,859][root][INFO] - ===> Epoch[1872](9359/5): Loss -0.7473, Sem 0.0276, dir -0.9774, norm 0.2024, swav 0.0000 LR: 8.585e-02 Score 99.087 Data time: 0.0587, Forward time: 0.7713, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.9016 [2020-10-18 21:48:07,128][root][INFO] - ===> Epoch[1872](9360/5): Loss -0.7768, Sem 0.0270, dir -0.9813, norm 0.1775, swav 0.0000 LR: 8.584e-02 Score 99.078 Data time: 0.0608, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.1898 [2020-10-18 21:48:09,420][root][INFO] - ===> Epoch[1873](9361/5): Loss -0.7293, Sem 0.0329, dir -0.9752, norm 0.2130, swav 0.0000 LR: 8.584e-02 Score 98.899 Data time: 0.0747, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.1859 [2020-10-18 21:48:11,487][root][INFO] - ===> Epoch[1873](9362/5): Loss -0.7511, Sem 0.0309, dir -0.9761, norm 0.1941, swav 0.0000 LR: 8.584e-02 Score 99.003 Data time: 0.0572, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.9536 [2020-10-18 21:48:13,505][root][INFO] - ===> Epoch[1873](9363/5): Loss -0.7623, Sem 0.0268, dir -0.9799, norm 0.1908, swav 0.0000 LR: 8.584e-02 Score 99.132 Data time: 0.0736, Forward time: 0.7713, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.9648 [2020-10-18 21:48:15,705][root][INFO] - ===> Epoch[1873](9364/5): Loss -0.7455, Sem 0.0302, dir -0.9769, norm 0.2011, swav 0.0000 LR: 8.584e-02 Score 99.025 Data time: 0.0870, Forward time: 0.7713, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1036 [2020-10-18 21:48:18,166][root][INFO] - ===> Epoch[1873](9365/5): Loss -0.7496, Sem 0.0261, dir -0.9791, norm 0.2035, swav 0.0000 LR: 8.584e-02 Score 99.127 Data time: 0.1023, Forward time: 0.7714, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.3509 [2020-10-18 21:48:19,885][root][INFO] - ===> Epoch[1874](9366/5): Loss -0.7609, Sem 0.0297, dir -0.9768, norm 0.1862, swav 0.0000 LR: 8.583e-02 Score 98.993 Data time: 0.1021, Forward time: 0.7714, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.5869 [2020-10-18 21:48:22,450][root][INFO] - ===> Epoch[1874](9367/5): Loss -0.7187, Sem 0.0317, dir -0.9742, norm 0.2238, swav 0.0000 LR: 8.583e-02 Score 98.937 Data time: 0.1077, Forward time: 0.7714, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.4834 [2020-10-18 21:48:25,052][root][INFO] - ===> Epoch[1874](9368/5): Loss -0.7455, Sem 0.0290, dir -0.9774, norm 0.2030, swav 0.0000 LR: 8.583e-02 Score 99.031 Data time: 0.0676, Forward time: 0.7714, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.4952 [2020-10-18 21:48:27,310][root][INFO] - ===> Epoch[1874](9369/5): Loss -0.7476, Sem 0.0262, dir -0.9779, norm 0.2041, swav 0.0000 LR: 8.583e-02 Score 99.118 Data time: 0.0684, Forward time: 0.7714, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1475 [2020-10-18 21:48:29,179][root][INFO] - ===> Epoch[1874](9370/5): Loss -0.7537, Sem 0.0286, dir -0.9776, norm 0.1953, swav 0.0000 LR: 8.583e-02 Score 99.038 Data time: 0.0883, Forward time: 0.7714, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.7901 [2020-10-18 21:48:31,549][root][INFO] - ===> Epoch[1875](9371/5): Loss -0.7488, Sem 0.0263, dir -0.9780, norm 0.2030, swav 0.0000 LR: 8.583e-02 Score 99.136 Data time: 0.0830, Forward time: 0.7714, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.2598 [2020-10-18 21:48:34,322][root][INFO] - ===> Epoch[1875](9372/5): Loss -0.7282, Sem 0.0283, dir -0.9775, norm 0.2210, swav 0.0000 LR: 8.583e-02 Score 99.060 Data time: 0.0750, Forward time: 0.7714, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 2.6661 [2020-10-18 21:48:36,212][root][INFO] - ===> Epoch[1875](9373/5): Loss -0.7613, Sem 0.0270, dir -0.9772, norm 0.1889, swav 0.0000 LR: 8.582e-02 Score 99.091 Data time: 0.0480, Forward time: 0.7714, Backward time: 1.1844, DDP time: 0.0030, Total iter time: 1.7870 [2020-10-18 21:48:38,422][root][INFO] - ===> Epoch[1875](9374/5): Loss -0.7444, Sem 0.0264, dir -0.9797, norm 0.2089, swav 0.0000 LR: 8.582e-02 Score 99.124 Data time: 0.0854, Forward time: 0.7714, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.1319 [2020-10-18 21:48:40,285][root][INFO] - ===> Epoch[1875](9375/5): Loss -0.7354, Sem 0.0311, dir -0.9755, norm 0.2090, swav 0.0000 LR: 8.582e-02 Score 98.956 Data time: 0.0783, Forward time: 0.7714, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.7557 [2020-10-18 21:48:42,075][root][INFO] - ===> Epoch[1876](9376/5): Loss -0.7559, Sem 0.0283, dir -0.9783, norm 0.1941, swav 0.0000 LR: 8.582e-02 Score 99.051 Data time: 0.0459, Forward time: 0.7714, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.6950 [2020-10-18 21:48:44,902][root][INFO] - ===> Epoch[1876](9377/5): Loss -0.7459, Sem 0.0292, dir -0.9778, norm 0.2027, swav 0.0000 LR: 8.582e-02 Score 99.048 Data time: 0.3693, Forward time: 0.7714, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.7310 [2020-10-18 21:48:47,468][root][INFO] - ===> Epoch[1876](9378/5): Loss -0.7418, Sem 0.0285, dir -0.9773, norm 0.2070, swav 0.0000 LR: 8.582e-02 Score 99.064 Data time: 0.2065, Forward time: 0.7715, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.4479 [2020-10-18 21:48:49,984][root][INFO] - ===> Epoch[1876](9379/5): Loss -0.7528, Sem 0.0289, dir -0.9791, norm 0.1974, swav 0.0000 LR: 8.581e-02 Score 99.042 Data time: 0.1469, Forward time: 0.7714, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.3895 [2020-10-18 21:48:52,292][root][INFO] - ===> Epoch[1876](9380/5): Loss -0.7534, Sem 0.0286, dir -0.9795, norm 0.1975, swav 0.0000 LR: 8.581e-02 Score 99.038 Data time: 0.0743, Forward time: 0.7714, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 2.2087 [2020-10-18 21:48:54,251][root][INFO] - ===> Epoch[1877](9381/5): Loss -0.7694, Sem 0.0259, dir -0.9787, norm 0.1833, swav 0.0000 LR: 8.581e-02 Score 99.138 Data time: 0.0815, Forward time: 0.7714, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.8755 [2020-10-18 21:48:56,123][root][INFO] - ===> Epoch[1877](9382/5): Loss -0.7542, Sem 0.0302, dir -0.9775, norm 0.1930, swav 0.0000 LR: 8.581e-02 Score 98.974 Data time: 0.0672, Forward time: 0.7715, Backward time: 1.1843, DDP time: 0.0030, Total iter time: 1.7587 [2020-10-18 21:48:58,277][root][INFO] - ===> Epoch[1877](9383/5): Loss -0.7677, Sem 0.0284, dir -0.9797, norm 0.1836, swav 0.0000 LR: 8.581e-02 Score 99.055 Data time: 0.0861, Forward time: 0.7715, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.0592 [2020-10-18 21:49:00,676][root][INFO] - ===> Epoch[1877](9384/5): Loss -0.7508, Sem 0.0278, dir -0.9780, norm 0.1994, swav 0.0000 LR: 8.581e-02 Score 99.076 Data time: 0.1263, Forward time: 0.7715, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.2923 [2020-10-18 21:49:02,918][root][INFO] - ===> Epoch[1877](9385/5): Loss -0.7430, Sem 0.0296, dir -0.9776, norm 0.2050, swav 0.0000 LR: 8.581e-02 Score 98.992 Data time: 0.0560, Forward time: 0.7715, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.1387 [2020-10-18 21:49:04,746][root][INFO] - ===> Epoch[1878](9386/5): Loss -0.7312, Sem 0.0352, dir -0.9774, norm 0.2110, swav 0.0000 LR: 8.580e-02 Score 98.882 Data time: 0.2514, Forward time: 0.7715, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.7588 [2020-10-18 21:49:06,887][root][INFO] - ===> Epoch[1878](9387/5): Loss -0.7376, Sem 0.0299, dir -0.9778, norm 0.2103, swav 0.0000 LR: 8.580e-02 Score 99.004 Data time: 0.0934, Forward time: 0.7715, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.0678 [2020-10-18 21:49:09,046][root][INFO] - ===> Epoch[1878](9388/5): Loss -0.7757, Sem 0.0249, dir -0.9787, norm 0.1781, swav 0.0000 LR: 8.580e-02 Score 99.199 Data time: 0.0606, Forward time: 0.7715, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.0320 [2020-10-18 21:49:10,928][root][INFO] - ===> Epoch[1878](9389/5): Loss -0.7705, Sem 0.0257, dir -0.9806, norm 0.1844, swav 0.0000 LR: 8.580e-02 Score 99.116 Data time: 0.0583, Forward time: 0.7715, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.8141 [2020-10-18 21:49:13,149][root][INFO] - ===> Epoch[1878](9390/5): Loss -0.7244, Sem 0.0318, dir -0.9759, norm 0.2197, swav 0.0000 LR: 8.580e-02 Score 98.943 Data time: 0.0704, Forward time: 0.7715, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.1621 [2020-10-18 21:49:15,563][root][INFO] - ===> Epoch[1879](9391/5): Loss -0.7616, Sem 0.0288, dir -0.9789, norm 0.1885, swav 0.0000 LR: 8.580e-02 Score 99.015 Data time: 0.0744, Forward time: 0.7715, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.3070 [2020-10-18 21:49:18,019][root][INFO] - ===> Epoch[1879](9392/5): Loss -0.7332, Sem 0.0289, dir -0.9769, norm 0.2149, swav 0.0000 LR: 8.580e-02 Score 99.073 Data time: 0.0792, Forward time: 0.7715, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.3590 [2020-10-18 21:49:19,951][root][INFO] - ===> Epoch[1879](9393/5): Loss -0.7570, Sem 0.0274, dir -0.9792, norm 0.1948, swav 0.0000 LR: 8.579e-02 Score 99.080 Data time: 0.0877, Forward time: 0.7715, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.8125 [2020-10-18 21:49:21,995][root][INFO] - ===> Epoch[1879](9394/5): Loss -0.7669, Sem 0.0278, dir -0.9802, norm 0.1855, swav 0.0000 LR: 8.579e-02 Score 99.088 Data time: 0.0829, Forward time: 0.7715, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.9458 [2020-10-18 21:49:24,932][root][INFO] - ===> Epoch[1879](9395/5): Loss -0.7533, Sem 0.0331, dir -0.9792, norm 0.1928, swav 0.0000 LR: 8.579e-02 Score 98.874 Data time: 0.0532, Forward time: 0.7715, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.8199 [2020-10-18 21:49:27,203][root][INFO] - ===> Epoch[1880](9396/5): Loss -0.7644, Sem 0.0246, dir -0.9787, norm 0.1896, swav 0.0000 LR: 8.579e-02 Score 99.188 Data time: 0.0858, Forward time: 0.7715, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.1925 [2020-10-18 21:49:29,338][root][INFO] - ===> Epoch[1880](9397/5): Loss -0.7330, Sem 0.0289, dir -0.9763, norm 0.2144, swav 0.0000 LR: 8.579e-02 Score 99.032 Data time: 0.0930, Forward time: 0.7715, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.0214 [2020-10-18 21:49:31,739][root][INFO] - ===> Epoch[1880](9398/5): Loss -0.7479, Sem 0.0311, dir -0.9775, norm 0.1985, swav 0.0000 LR: 8.579e-02 Score 98.972 Data time: 0.0856, Forward time: 0.7715, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.2723 [2020-10-18 21:49:33,716][root][INFO] - ===> Epoch[1880](9399/5): Loss -0.7361, Sem 0.0391, dir -0.9780, norm 0.2028, swav 0.0000 LR: 8.578e-02 Score 98.824 Data time: 0.0600, Forward time: 0.7715, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.8982 [2020-10-18 21:49:35,862][root][INFO] - ===> Epoch[1880](9400/5): Loss -0.7432, Sem 0.0294, dir -0.9770, norm 0.2044, swav 0.0000 LR: 8.578e-02 Score 99.033 Data time: 0.0754, Forward time: 0.7715, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.0565 [2020-10-18 21:49:36,808][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 21:49:36,953][root][INFO] - ===> Start testing [2020-10-18 21:50:15,754][root][INFO] - 68/68: Data time: 0.0022, Iter time: 0.1038 Loss 0.357 (AVG: 0.510) Score 92.122 (AVG: 90.176) mIOU 69.514 mAP 84.795 mAcc 76.692 IOU: 61.061 0.146 83.864 73.503 93.643 92.184 32.933 78.814 97.079 68.574 79.561 86.044 56.277 mAP: 82.362 24.595 96.400 88.689 99.040 98.646 57.025 97.476 99.747 79.961 93.549 94.712 90.138 mAcc: 76.795 1.185 91.138 83.590 95.747 97.309 36.601 95.661 98.762 75.562 89.276 95.178 60.191 [2020-10-18 21:50:15,755][root][INFO] - Finished test. Elapsed time: 38.8002 [2020-10-18 21:50:19,364][root][INFO] - [2020-10-18 21:50:19,364][root][INFO] - ################################################################ [2020-10-18 21:50:19,365][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 21:50:19,365][root][INFO] - ################################################################ [2020-10-18 21:50:19,365][root][INFO] - clutter : nan nan nan [2020-10-18 21:50:19,365][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 21:50:19,365][root][INFO] - board : 0.787 0.875 0.902 [2020-10-18 21:50:19,365][root][INFO] - bookcase : 0.241 0.380 0.538 [2020-10-18 21:50:19,365][root][INFO] - ceiling : 0.531 0.562 0.649 [2020-10-18 21:50:19,365][root][INFO] - chair : 0.814 0.902 0.916 [2020-10-18 21:50:19,365][root][INFO] - column : 0.173 0.248 0.351 [2020-10-18 21:50:19,365][root][INFO] - door : 0.733 0.867 0.924 [2020-10-18 21:50:19,365][root][INFO] - floor : 0.653 0.653 0.687 [2020-10-18 21:50:19,365][root][INFO] - sofa : 0.410 0.636 0.717 [2020-10-18 21:50:19,365][root][INFO] - table : 0.166 0.390 0.656 [2020-10-18 21:50:19,365][root][INFO] - wall : 0.511 0.712 0.816 [2020-10-18 21:50:19,365][root][INFO] - window : 0.385 0.587 0.708 [2020-10-18 21:50:19,365][root][INFO] - ---------------------------------------------------------------- [2020-10-18 21:50:19,365][root][INFO] - average : 0.450 0.567 0.655 [2020-10-18 21:50:19,365][root][INFO] - [2020-10-18 21:50:19,524][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 21:50:20,809][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-10-18 21:50:20,949][root][INFO] - Current best mIoU: 69.514 at iter 9400 [2020-10-18 21:50:22,724][root][INFO] - ===> Epoch[1881](9401/5): Loss -0.7629, Sem 0.0309, dir -0.9791, norm 0.1854, swav 0.0000 LR: 8.578e-02 Score 98.953 Data time: 0.0799, Forward time: 0.7715, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 1.7699 [2020-10-18 21:50:25,182][root][INFO] - ===> Epoch[1881](9402/5): Loss -0.7450, Sem 0.0312, dir -0.9795, norm 0.2032, swav 0.0000 LR: 8.578e-02 Score 99.017 Data time: 0.0832, Forward time: 0.7715, Backward time: 1.1842, DDP time: 0.0030, Total iter time: 2.3635 [2020-10-18 21:50:27,539][root][INFO] - ===> Epoch[1881](9403/5): Loss -0.7608, Sem 0.0295, dir -0.9780, norm 0.1877, swav 0.0000 LR: 8.578e-02 Score 99.028 Data time: 0.1136, Forward time: 0.7716, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 2.2194 [2020-10-18 21:50:29,578][root][INFO] - ===> Epoch[1881](9404/5): Loss -0.7418, Sem 0.0377, dir -0.9764, norm 0.1970, swav 0.0000 LR: 8.578e-02 Score 98.748 Data time: 0.0737, Forward time: 0.7716, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 1.9293 [2020-10-18 21:50:31,602][root][INFO] - ===> Epoch[1881](9405/5): Loss -0.7537, Sem 0.0309, dir -0.9793, norm 0.1947, swav 0.0000 LR: 8.578e-02 Score 98.991 Data time: 0.0665, Forward time: 0.7716, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 1.9246 [2020-10-18 21:50:33,646][root][INFO] - ===> Epoch[1882](9406/5): Loss -0.7573, Sem 0.0316, dir -0.9759, norm 0.1870, swav 0.0000 LR: 8.577e-02 Score 98.956 Data time: 0.0808, Forward time: 0.7716, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 1.9696 [2020-10-18 21:50:35,943][root][INFO] - ===> Epoch[1882](9407/5): Loss -0.7477, Sem 0.0292, dir -0.9801, norm 0.2032, swav 0.0000 LR: 8.577e-02 Score 99.056 Data time: 0.0845, Forward time: 0.7716, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 2.1682 [2020-10-18 21:50:38,032][root][INFO] - ===> Epoch[1882](9408/5): Loss -0.7549, Sem 0.0323, dir -0.9768, norm 0.1896, swav 0.0000 LR: 8.577e-02 Score 98.917 Data time: 0.0829, Forward time: 0.7716, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 1.9916 [2020-10-18 21:50:40,065][root][INFO] - ===> Epoch[1882](9409/5): Loss -0.7369, Sem 0.0316, dir -0.9801, norm 0.2117, swav 0.0000 LR: 8.577e-02 Score 99.023 Data time: 0.0853, Forward time: 0.7716, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 1.9264 [2020-10-18 21:50:42,099][root][INFO] - ===> Epoch[1882](9410/5): Loss -0.7422, Sem 0.0276, dir -0.9769, norm 0.2070, swav 0.0000 LR: 8.577e-02 Score 99.110 Data time: 0.0794, Forward time: 0.7716, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 1.9213 [2020-10-18 21:50:44,325][root][INFO] - ===> Epoch[1883](9411/5): Loss -0.7718, Sem 0.0303, dir -0.9778, norm 0.1757, swav 0.0000 LR: 8.577e-02 Score 99.007 Data time: 0.0815, Forward time: 0.7716, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 2.1325 [2020-10-18 21:50:46,212][root][INFO] - ===> Epoch[1883](9412/5): Loss -0.7504, Sem 0.0282, dir -0.9762, norm 0.1976, swav 0.0000 LR: 8.576e-02 Score 99.043 Data time: 0.0701, Forward time: 0.7716, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 1.7728 [2020-10-18 21:50:48,252][root][INFO] - ===> Epoch[1883](9413/5): Loss -0.7552, Sem 0.0327, dir -0.9774, norm 0.1896, swav 0.0000 LR: 8.576e-02 Score 98.924 Data time: 0.0844, Forward time: 0.7716, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 1.9491 [2020-10-18 21:50:50,866][root][INFO] - ===> Epoch[1883](9414/5): Loss -0.7408, Sem 0.0320, dir -0.9760, norm 0.2033, swav 0.0000 LR: 8.576e-02 Score 98.960 Data time: 0.0983, Forward time: 0.7716, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 2.5105 [2020-10-18 21:50:53,153][root][INFO] - ===> Epoch[1883](9415/5): Loss -0.7469, Sem 0.0306, dir -0.9780, norm 0.2006, swav 0.0000 LR: 8.576e-02 Score 98.991 Data time: 0.0849, Forward time: 0.7716, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 2.1874 [2020-10-18 21:50:55,610][root][INFO] - ===> Epoch[1884](9416/5): Loss -0.7607, Sem 0.0284, dir -0.9805, norm 0.1914, swav 0.0000 LR: 8.576e-02 Score 99.072 Data time: 0.0907, Forward time: 0.7716, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 2.3386 [2020-10-18 21:50:57,541][root][INFO] - ===> Epoch[1884](9417/5): Loss -0.7482, Sem 0.0307, dir -0.9767, norm 0.1979, swav 0.0000 LR: 8.576e-02 Score 98.981 Data time: 0.0802, Forward time: 0.7716, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 1.8145 [2020-10-18 21:50:59,562][root][INFO] - ===> Epoch[1884](9418/5): Loss -0.7407, Sem 0.0313, dir -0.9754, norm 0.2034, swav 0.0000 LR: 8.576e-02 Score 98.968 Data time: 0.1005, Forward time: 0.7716, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 1.9197 [2020-10-18 21:51:01,688][root][INFO] - ===> Epoch[1884](9419/5): Loss -0.7484, Sem 0.0312, dir -0.9780, norm 0.1984, swav 0.0000 LR: 8.575e-02 Score 98.978 Data time: 0.0683, Forward time: 0.7716, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 2.0272 [2020-10-18 21:51:03,613][root][INFO] - ===> Epoch[1884](9420/5): Loss -0.7586, Sem 0.0278, dir -0.9789, norm 0.1925, swav 0.0000 LR: 8.575e-02 Score 99.066 Data time: 0.0713, Forward time: 0.7716, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 1.8098 [2020-10-18 21:51:05,725][root][INFO] - ===> Epoch[1885](9421/5): Loss -0.7600, Sem 0.0320, dir -0.9797, norm 0.1878, swav 0.0000 LR: 8.575e-02 Score 99.007 Data time: 0.0730, Forward time: 0.7716, Backward time: 1.1839, DDP time: 0.0030, Total iter time: 1.9998 [2020-10-18 21:51:07,589][root][INFO] - ===> Epoch[1885](9422/5): Loss -0.7530, Sem 0.0295, dir -0.9777, norm 0.1951, swav 0.0000 LR: 8.575e-02 Score 99.024 Data time: 0.0558, Forward time: 0.7716, Backward time: 1.1839, DDP time: 0.0030, Total iter time: 1.7557 [2020-10-18 21:51:09,611][root][INFO] - ===> Epoch[1885](9423/5): Loss -0.7342, Sem 0.0328, dir -0.9753, norm 0.2084, swav 0.0000 LR: 8.575e-02 Score 98.941 Data time: 0.0622, Forward time: 0.7716, Backward time: 1.1839, DDP time: 0.0030, Total iter time: 1.9254 [2020-10-18 21:51:12,327][root][INFO] - ===> Epoch[1885](9424/5): Loss -0.7416, Sem 0.0340, dir -0.9768, norm 0.2012, swav 0.0000 LR: 8.575e-02 Score 98.877 Data time: 0.0502, Forward time: 0.7716, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 2.6242 [2020-10-18 21:51:14,482][root][INFO] - ===> Epoch[1885](9425/5): Loss -0.7531, Sem 0.0259, dir -0.9793, norm 0.2002, swav 0.0000 LR: 8.574e-02 Score 99.126 Data time: 0.0736, Forward time: 0.7716, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 2.0749 [2020-10-18 21:51:16,928][root][INFO] - ===> Epoch[1886](9426/5): Loss -0.7345, Sem 0.0268, dir -0.9771, norm 0.2157, swav 0.0000 LR: 8.574e-02 Score 99.113 Data time: 0.0959, Forward time: 0.7716, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 2.3262 [2020-10-18 21:51:19,159][root][INFO] - ===> Epoch[1886](9427/5): Loss -0.7419, Sem 0.0328, dir -0.9770, norm 0.2022, swav 0.0000 LR: 8.574e-02 Score 98.891 Data time: 0.0847, Forward time: 0.7716, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 2.1100 [2020-10-18 21:51:21,221][root][INFO] - ===> Epoch[1886](9428/5): Loss -0.7457, Sem 0.0305, dir -0.9773, norm 0.2011, swav 0.0000 LR: 8.574e-02 Score 98.983 Data time: 0.0693, Forward time: 0.7716, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 1.9533 [2020-10-18 21:51:23,122][root][INFO] - ===> Epoch[1886](9429/5): Loss -0.7410, Sem 0.0357, dir -0.9752, norm 0.1984, swav 0.0000 LR: 8.574e-02 Score 98.852 Data time: 0.0598, Forward time: 0.7716, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 1.8250 [2020-10-18 21:51:25,235][root][INFO] - ===> Epoch[1886](9430/5): Loss -0.7645, Sem 0.0284, dir -0.9772, norm 0.1843, swav 0.0000 LR: 8.574e-02 Score 99.086 Data time: 0.0561, Forward time: 0.7715, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 2.0199 [2020-10-18 21:51:27,358][root][INFO] - ===> Epoch[1887](9431/5): Loss -0.7486, Sem 0.0300, dir -0.9790, norm 0.2005, swav 0.0000 LR: 8.574e-02 Score 99.006 Data time: 0.1081, Forward time: 0.7715, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 2.0410 [2020-10-18 21:51:29,986][root][INFO] - ===> Epoch[1887](9432/5): Loss -0.7497, Sem 0.0297, dir -0.9758, norm 0.1965, swav 0.0000 LR: 8.573e-02 Score 99.013 Data time: 0.0884, Forward time: 0.7715, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 2.5403 [2020-10-18 21:51:32,178][root][INFO] - ===> Epoch[1887](9433/5): Loss -0.7606, Sem 0.0285, dir -0.9785, norm 0.1893, swav 0.0000 LR: 8.573e-02 Score 99.018 Data time: 0.0852, Forward time: 0.7716, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 2.0764 [2020-10-18 21:51:35,128][root][INFO] - ===> Epoch[1887](9434/5): Loss -0.7454, Sem 0.0304, dir -0.9773, norm 0.2016, swav 0.0000 LR: 8.573e-02 Score 98.982 Data time: 0.0833, Forward time: 0.7716, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 2.8347 [2020-10-18 21:51:36,944][root][INFO] - ===> Epoch[1887](9435/5): Loss -0.7701, Sem 0.0272, dir -0.9786, norm 0.1813, swav 0.0000 LR: 8.573e-02 Score 99.106 Data time: 0.0611, Forward time: 0.7715, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 1.7007 [2020-10-18 21:51:39,394][root][INFO] - ===> Epoch[1888](9436/5): Loss -0.7578, Sem 0.0286, dir -0.9792, norm 0.1927, swav 0.0000 LR: 8.573e-02 Score 99.059 Data time: 0.1034, Forward time: 0.7716, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 2.3402 [2020-10-18 21:51:41,926][root][INFO] - ===> Epoch[1888](9437/5): Loss -0.7525, Sem 0.0299, dir -0.9770, norm 0.1945, swav 0.0000 LR: 8.573e-02 Score 99.034 Data time: 0.0947, Forward time: 0.7716, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 2.4302 [2020-10-18 21:51:43,874][root][INFO] - ===> Epoch[1888](9438/5): Loss -0.7582, Sem 0.0280, dir -0.9782, norm 0.1921, swav 0.0000 LR: 8.572e-02 Score 99.085 Data time: 0.0569, Forward time: 0.7716, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 1.8285 [2020-10-18 21:51:46,456][root][INFO] - ===> Epoch[1888](9439/5): Loss -0.7543, Sem 0.0308, dir -0.9765, norm 0.1914, swav 0.0000 LR: 8.572e-02 Score 98.983 Data time: 0.0834, Forward time: 0.7716, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 2.4841 [2020-10-18 21:51:48,586][root][INFO] - ===> Epoch[1888](9440/5): Loss -0.7540, Sem 0.0294, dir -0.9773, norm 0.1939, swav 0.0000 LR: 8.572e-02 Score 99.015 Data time: 0.0621, Forward time: 0.7716, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 2.0194 [2020-10-18 21:51:50,840][root][INFO] - ===> Epoch[1889](9441/5): Loss -0.7904, Sem 0.0264, dir -0.9816, norm 0.1648, swav 0.0000 LR: 8.572e-02 Score 99.087 Data time: 0.0984, Forward time: 0.7715, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 2.1545 [2020-10-18 21:51:53,244][root][INFO] - ===> Epoch[1889](9442/5): Loss -0.7585, Sem 0.0289, dir -0.9780, norm 0.1906, swav 0.0000 LR: 8.572e-02 Score 99.054 Data time: 0.0795, Forward time: 0.7716, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 2.3028 [2020-10-18 21:51:55,637][root][INFO] - ===> Epoch[1889](9443/5): Loss -0.7706, Sem 0.0258, dir -0.9803, norm 0.1839, swav 0.0000 LR: 8.572e-02 Score 99.161 Data time: 0.1274, Forward time: 0.7716, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 2.2825 [2020-10-18 21:51:57,784][root][INFO] - ===> Epoch[1889](9444/5): Loss -0.7581, Sem 0.0279, dir -0.9780, norm 0.1921, swav 0.0000 LR: 8.572e-02 Score 99.084 Data time: 0.0827, Forward time: 0.7716, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 2.0274 [2020-10-18 21:51:59,956][root][INFO] - ===> Epoch[1889](9445/5): Loss -0.7662, Sem 0.0289, dir -0.9773, norm 0.1823, swav 0.0000 LR: 8.571e-02 Score 99.025 Data time: 0.0793, Forward time: 0.7716, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 2.0686 [2020-10-18 21:52:02,303][root][INFO] - ===> Epoch[1890](9446/5): Loss -0.7528, Sem 0.0264, dir -0.9790, norm 0.1999, swav 0.0000 LR: 8.571e-02 Score 99.111 Data time: 0.0749, Forward time: 0.7716, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 2.2256 [2020-10-18 21:52:04,526][root][INFO] - ===> Epoch[1890](9447/5): Loss -0.7739, Sem 0.0287, dir -0.9798, norm 0.1772, swav 0.0000 LR: 8.571e-02 Score 99.023 Data time: 0.1314, Forward time: 0.7716, Backward time: 1.1841, DDP time: 0.0030, Total iter time: 2.1020 [2020-10-18 21:52:06,996][root][INFO] - ===> Epoch[1890](9448/5): Loss -0.7535, Sem 0.0278, dir -0.9783, norm 0.1969, swav 0.0000 LR: 8.571e-02 Score 99.091 Data time: 0.2069, Forward time: 0.7716, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 2.3734 [2020-10-18 21:52:09,081][root][INFO] - ===> Epoch[1890](9449/5): Loss -0.7850, Sem 0.0272, dir -0.9801, norm 0.1678, swav 0.0000 LR: 8.571e-02 Score 99.092 Data time: 0.0912, Forward time: 0.7717, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 1.9417 [2020-10-18 21:52:11,488][root][INFO] - ===> Epoch[1890](9450/5): Loss -0.7759, Sem 0.0271, dir -0.9796, norm 0.1767, swav 0.0000 LR: 8.571e-02 Score 99.086 Data time: 0.0696, Forward time: 0.7717, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 2.2918 [2020-10-18 21:52:13,638][root][INFO] - ===> Epoch[1891](9451/5): Loss -0.7502, Sem 0.0288, dir -0.9772, norm 0.1982, swav 0.0000 LR: 8.571e-02 Score 99.032 Data time: 0.0860, Forward time: 0.7717, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 2.0412 [2020-10-18 21:52:15,467][root][INFO] - ===> Epoch[1891](9452/5): Loss -0.7587, Sem 0.0279, dir -0.9792, norm 0.1925, swav 0.0000 LR: 8.570e-02 Score 99.024 Data time: 0.0795, Forward time: 0.7717, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 1.6989 [2020-10-18 21:52:17,650][root][INFO] - ===> Epoch[1891](9453/5): Loss -0.7609, Sem 0.0259, dir -0.9774, norm 0.1906, swav 0.0000 LR: 8.570e-02 Score 99.127 Data time: 0.0594, Forward time: 0.7717, Backward time: 1.1840, DDP time: 0.0030, Total iter time: 2.0767 [2020-10-18 21:52:19,831][root][INFO] - ===> Epoch[1891](9454/5): Loss -0.7336, Sem 0.0294, dir -0.9775, norm 0.2145, swav 0.0000 LR: 8.570e-02 Score 99.018 Data time: 0.0921, Forward time: 0.7717, Backward time: 1.1839, DDP time: 0.0030, Total iter time: 2.0703 [2020-10-18 21:52:21,685][root][INFO] - ===> Epoch[1891](9455/5): Loss -0.7766, Sem 0.0290, dir -0.9794, norm 0.1738, swav 0.0000 LR: 8.570e-02 Score 99.030 Data time: 0.1225, Forward time: 0.7717, Backward time: 1.1839, DDP time: 0.0030, Total iter time: 1.7327 [2020-10-18 21:52:24,233][root][INFO] - ===> Epoch[1892](9456/5): Loss -0.7567, Sem 0.0266, dir -0.9783, norm 0.1950, swav 0.0000 LR: 8.570e-02 Score 99.135 Data time: 0.1550, Forward time: 0.7717, Backward time: 1.1839, DDP time: 0.0030, Total iter time: 2.4643 [2020-10-18 21:52:26,239][root][INFO] - ===> Epoch[1892](9457/5): Loss -0.7689, Sem 0.0271, dir -0.9802, norm 0.1842, swav 0.0000 LR: 8.570e-02 Score 99.096 Data time: 0.0808, Forward time: 0.7717, Backward time: 1.1839, DDP time: 0.0030, Total iter time: 1.8772 [2020-10-18 21:52:28,765][root][INFO] - ===> Epoch[1892](9458/5): Loss -0.7532, Sem 0.0303, dir -0.9779, norm 0.1944, swav 0.0000 LR: 8.569e-02 Score 99.003 Data time: 0.0521, Forward time: 0.7717, Backward time: 1.1839, DDP time: 0.0030, Total iter time: 2.4237 [2020-10-18 21:52:30,887][root][INFO] - ===> Epoch[1892](9459/5): Loss -0.7429, Sem 0.0300, dir -0.9785, norm 0.2056, swav 0.0000 LR: 8.569e-02 Score 98.991 Data time: 0.0983, Forward time: 0.7717, Backward time: 1.1839, DDP time: 0.0030, Total iter time: 2.0153 [2020-10-18 21:52:33,009][root][INFO] - ===> Epoch[1892](9460/5): Loss -0.7570, Sem 0.0286, dir -0.9772, norm 0.1916, swav 0.0000 LR: 8.569e-02 Score 99.063 Data time: 0.0818, Forward time: 0.7717, Backward time: 1.1839, DDP time: 0.0030, Total iter time: 2.0117 [2020-10-18 21:52:35,268][root][INFO] - ===> Epoch[1893](9461/5): Loss -0.7510, Sem 0.0306, dir -0.9775, norm 0.1959, swav 0.0000 LR: 8.569e-02 Score 99.001 Data time: 0.0693, Forward time: 0.7717, Backward time: 1.1839, DDP time: 0.0030, Total iter time: 2.1573 [2020-10-18 21:52:37,141][root][INFO] - ===> Epoch[1893](9462/5): Loss -0.7359, Sem 0.0291, dir -0.9758, norm 0.2109, swav 0.0000 LR: 8.569e-02 Score 99.063 Data time: 0.0527, Forward time: 0.7717, Backward time: 1.1839, DDP time: 0.0030, Total iter time: 1.8026 [2020-10-18 21:52:39,133][root][INFO] - ===> Epoch[1893](9463/5): Loss -0.7294, Sem 0.0262, dir -0.9779, norm 0.2224, swav 0.0000 LR: 8.569e-02 Score 99.120 Data time: 0.0698, Forward time: 0.7717, Backward time: 1.1839, DDP time: 0.0030, Total iter time: 1.9266 [2020-10-18 21:52:40,906][root][INFO] - ===> Epoch[1893](9464/5): Loss -0.7614, Sem 0.0297, dir -0.9804, norm 0.1893, swav 0.0000 LR: 8.569e-02 Score 99.017 Data time: 0.0601, Forward time: 0.7717, Backward time: 1.1838, DDP time: 0.0030, Total iter time: 1.6672 [2020-10-18 21:52:42,790][root][INFO] - ===> Epoch[1893](9465/5): Loss -0.7385, Sem 0.0289, dir -0.9786, norm 0.2112, swav 0.0000 LR: 8.568e-02 Score 99.034 Data time: 0.0764, Forward time: 0.7717, Backward time: 1.1838, DDP time: 0.0030, Total iter time: 1.7967 [2020-10-18 21:52:44,953][root][INFO] - ===> Epoch[1894](9466/5): Loss -0.7654, Sem 0.0255, dir -0.9793, norm 0.1883, swav 0.0000 LR: 8.568e-02 Score 99.150 Data time: 0.0713, Forward time: 0.7717, Backward time: 1.1838, DDP time: 0.0030, Total iter time: 2.0612 [2020-10-18 21:52:47,020][root][INFO] - ===> Epoch[1894](9467/5): Loss -0.7337, Sem 0.0292, dir -0.9768, norm 0.2139, swav 0.0000 LR: 8.568e-02 Score 99.015 Data time: 0.0743, Forward time: 0.7717, Backward time: 1.1838, DDP time: 0.0030, Total iter time: 1.9749 [2020-10-18 21:52:49,575][root][INFO] - ===> Epoch[1894](9468/5): Loss -0.7669, Sem 0.0267, dir -0.9784, norm 0.1848, swav 0.0000 LR: 8.568e-02 Score 99.124 Data time: 0.0802, Forward time: 0.7717, Backward time: 1.1838, DDP time: 0.0030, Total iter time: 2.4564 [2020-10-18 21:52:51,724][root][INFO] - ===> Epoch[1894](9469/5): Loss -0.7456, Sem 0.0269, dir -0.9792, norm 0.2067, swav 0.0000 LR: 8.568e-02 Score 99.097 Data time: 0.0691, Forward time: 0.7717, Backward time: 1.1838, DDP time: 0.0030, Total iter time: 2.0448 [2020-10-18 21:52:54,252][root][INFO] - ===> Epoch[1894](9470/5): Loss -0.7400, Sem 0.0286, dir -0.9768, norm 0.2083, swav 0.0000 LR: 8.568e-02 Score 99.029 Data time: 0.1010, Forward time: 0.7717, Backward time: 1.1838, DDP time: 0.0030, Total iter time: 2.4221 [2020-10-18 21:52:56,195][root][INFO] - ===> Epoch[1895](9471/5): Loss -0.7381, Sem 0.0301, dir -0.9762, norm 0.2080, swav 0.0000 LR: 8.567e-02 Score 99.018 Data time: 0.1099, Forward time: 0.7717, Backward time: 1.1838, DDP time: 0.0030, Total iter time: 1.8225 [2020-10-18 21:52:58,305][root][INFO] - ===> Epoch[1895](9472/5): Loss -0.7450, Sem 0.0263, dir -0.9777, norm 0.2065, swav 0.0000 LR: 8.567e-02 Score 99.116 Data time: 0.0846, Forward time: 0.7717, Backward time: 1.1838, DDP time: 0.0030, Total iter time: 1.9933 [2020-10-18 21:53:00,524][root][INFO] - ===> Epoch[1895](9473/5): Loss -0.7431, Sem 0.0262, dir -0.9799, norm 0.2106, swav 0.0000 LR: 8.567e-02 Score 99.108 Data time: 0.0631, Forward time: 0.7717, Backward time: 1.1838, DDP time: 0.0030, Total iter time: 2.0971 [2020-10-18 21:53:03,138][root][INFO] - ===> Epoch[1895](9474/5): Loss -0.7277, Sem 0.0283, dir -0.9754, norm 0.2194, swav 0.0000 LR: 8.567e-02 Score 99.073 Data time: 0.1505, Forward time: 0.7718, Backward time: 1.1838, DDP time: 0.0030, Total iter time: 2.5081 [2020-10-18 21:53:05,570][root][INFO] - ===> Epoch[1895](9475/5): Loss -0.7371, Sem 0.0290, dir -0.9770, norm 0.2110, swav 0.0000 LR: 8.567e-02 Score 99.035 Data time: 0.0867, Forward time: 0.7718, Backward time: 1.1838, DDP time: 0.0030, Total iter time: 2.3061 [2020-10-18 21:53:07,376][root][INFO] - ===> Epoch[1896](9476/5): Loss -0.7479, Sem 0.0259, dir -0.9810, norm 0.2072, swav 0.0000 LR: 8.567e-02 Score 99.158 Data time: 0.0676, Forward time: 0.7718, Backward time: 1.1838, DDP time: 0.0030, Total iter time: 1.6851 [2020-10-18 21:53:09,858][root][INFO] - ===> Epoch[1896](9477/5): Loss -0.7412, Sem 0.0263, dir -0.9786, norm 0.2111, swav 0.0000 LR: 8.567e-02 Score 99.129 Data time: 0.0498, Forward time: 0.7718, Backward time: 1.1838, DDP time: 0.0030, Total iter time: 2.3934 [2020-10-18 21:53:11,956][root][INFO] - ===> Epoch[1896](9478/5): Loss -0.7474, Sem 0.0260, dir -0.9777, norm 0.2043, swav 0.0000 LR: 8.566e-02 Score 99.148 Data time: 0.0927, Forward time: 0.7718, Backward time: 1.1838, DDP time: 0.0030, Total iter time: 2.0013 [2020-10-18 21:53:13,699][root][INFO] - ===> Epoch[1896](9479/5): Loss -0.7677, Sem 0.0272, dir -0.9799, norm 0.1850, swav 0.0000 LR: 8.566e-02 Score 99.091 Data time: 0.0699, Forward time: 0.7718, Backward time: 1.1837, DDP time: 0.0030, Total iter time: 1.6402 [2020-10-18 21:53:15,863][root][INFO] - ===> Epoch[1896](9480/5): Loss -0.7600, Sem 0.0247, dir -0.9769, norm 0.1922, swav 0.0000 LR: 8.566e-02 Score 99.170 Data time: 0.0713, Forward time: 0.7718, Backward time: 1.1837, DDP time: 0.0030, Total iter time: 2.0725 [2020-10-18 21:53:17,929][root][INFO] - ===> Epoch[1897](9481/5): Loss -0.7358, Sem 0.0296, dir -0.9775, norm 0.2121, swav 0.0000 LR: 8.566e-02 Score 99.013 Data time: 0.0853, Forward time: 0.7718, Backward time: 1.1837, DDP time: 0.0030, Total iter time: 1.9660 [2020-10-18 21:53:19,802][root][INFO] - ===> Epoch[1897](9482/5): Loss -0.7585, Sem 0.0320, dir -0.9759, norm 0.1855, swav 0.0000 LR: 8.566e-02 Score 98.912 Data time: 0.0750, Forward time: 0.7718, Backward time: 1.1837, DDP time: 0.0030, Total iter time: 1.7663 [2020-10-18 21:53:21,918][root][INFO] - ===> Epoch[1897](9483/5): Loss -0.7430, Sem 0.0256, dir -0.9797, norm 0.2111, swav 0.0000 LR: 8.566e-02 Score 99.170 Data time: 0.0685, Forward time: 0.7718, Backward time: 1.1837, DDP time: 0.0030, Total iter time: 2.0212 [2020-10-18 21:53:24,472][root][INFO] - ===> Epoch[1897](9484/5): Loss -0.7701, Sem 0.0251, dir -0.9797, norm 0.1845, swav 0.0000 LR: 8.565e-02 Score 99.143 Data time: 0.0885, Forward time: 0.7718, Backward time: 1.1837, DDP time: 0.0030, Total iter time: 2.4387 [2020-10-18 21:53:26,769][root][INFO] - ===> Epoch[1897](9485/5): Loss -0.7610, Sem 0.0271, dir -0.9773, norm 0.1892, swav 0.0000 LR: 8.565e-02 Score 99.078 Data time: 0.0935, Forward time: 0.7718, Backward time: 1.1837, DDP time: 0.0030, Total iter time: 2.1767 [2020-10-18 21:53:29,014][root][INFO] - ===> Epoch[1898](9486/5): Loss -0.7311, Sem 0.0297, dir -0.9740, norm 0.2132, swav 0.0000 LR: 8.565e-02 Score 99.029 Data time: 0.0817, Forward time: 0.7718, Backward time: 1.1837, DDP time: 0.0030, Total iter time: 2.1341 [2020-10-18 21:53:31,409][root][INFO] - ===> Epoch[1898](9487/5): Loss -0.7608, Sem 0.0265, dir -0.9796, norm 0.1923, swav 0.0000 LR: 8.565e-02 Score 99.122 Data time: 0.0876, Forward time: 0.7718, Backward time: 1.1837, DDP time: 0.0030, Total iter time: 2.2779 [2020-10-18 21:53:33,407][root][INFO] - ===> Epoch[1898](9488/5): Loss -0.7688, Sem 0.0282, dir -0.9792, norm 0.1822, swav 0.0000 LR: 8.565e-02 Score 99.075 Data time: 0.0779, Forward time: 0.7719, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 1.8640 [2020-10-18 21:53:35,246][root][INFO] - ===> Epoch[1898](9489/5): Loss -0.7536, Sem 0.0299, dir -0.9792, norm 0.1957, swav 0.0000 LR: 8.565e-02 Score 99.005 Data time: 0.0590, Forward time: 0.7718, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 1.7410 [2020-10-18 21:53:37,339][root][INFO] - ===> Epoch[1898](9490/5): Loss -0.7483, Sem 0.0303, dir -0.9779, norm 0.1993, swav 0.0000 LR: 8.565e-02 Score 98.979 Data time: 0.0549, Forward time: 0.7718, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 2.0171 [2020-10-18 21:53:39,315][root][INFO] - ===> Epoch[1899](9491/5): Loss -0.7593, Sem 0.0301, dir -0.9777, norm 0.1883, swav 0.0000 LR: 8.564e-02 Score 98.975 Data time: 0.0825, Forward time: 0.7718, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 1.8730 [2020-10-18 21:53:41,409][root][INFO] - ===> Epoch[1899](9492/5): Loss -0.7456, Sem 0.0308, dir -0.9759, norm 0.1995, swav 0.0000 LR: 8.564e-02 Score 98.961 Data time: 0.0881, Forward time: 0.7719, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 1.9794 [2020-10-18 21:53:43,754][root][INFO] - ===> Epoch[1899](9493/5): Loss -0.7675, Sem 0.0253, dir -0.9807, norm 0.1879, swav 0.0000 LR: 8.564e-02 Score 99.172 Data time: 0.0575, Forward time: 0.7718, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 2.2124 [2020-10-18 21:53:45,899][root][INFO] - ===> Epoch[1899](9494/5): Loss -0.7598, Sem 0.0298, dir -0.9778, norm 0.1882, swav 0.0000 LR: 8.564e-02 Score 99.011 Data time: 0.0790, Forward time: 0.7718, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 2.0517 [2020-10-18 21:53:48,062][root][INFO] - ===> Epoch[1899](9495/5): Loss -0.7542, Sem 0.0279, dir -0.9763, norm 0.1941, swav 0.0000 LR: 8.564e-02 Score 99.075 Data time: 0.1090, Forward time: 0.7719, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 2.0601 [2020-10-18 21:53:49,957][root][INFO] - ===> Epoch[1900](9496/5): Loss -0.7498, Sem 0.0305, dir -0.9789, norm 0.1986, swav 0.0000 LR: 8.564e-02 Score 98.985 Data time: 0.0459, Forward time: 0.7718, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 1.7800 [2020-10-18 21:53:51,622][root][INFO] - ===> Epoch[1900](9497/5): Loss -0.7656, Sem 0.0255, dir -0.9787, norm 0.1876, swav 0.0000 LR: 8.563e-02 Score 99.143 Data time: 0.0906, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 1.5744 [2020-10-18 21:53:54,265][root][INFO] - ===> Epoch[1900](9498/5): Loss -0.7509, Sem 0.0310, dir -0.9780, norm 0.1961, swav 0.0000 LR: 8.563e-02 Score 98.963 Data time: 0.0737, Forward time: 0.7718, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 2.5374 [2020-10-18 21:53:56,456][root][INFO] - ===> Epoch[1900](9499/5): Loss -0.7510, Sem 0.0274, dir -0.9781, norm 0.1997, swav 0.0000 LR: 8.563e-02 Score 99.111 Data time: 0.0763, Forward time: 0.7718, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 2.0679 [2020-10-18 21:53:58,634][root][INFO] - ===> Epoch[1900](9500/5): Loss -0.7490, Sem 0.0285, dir -0.9763, norm 0.1988, swav 0.0000 LR: 8.563e-02 Score 99.050 Data time: 0.0739, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 2.0653 [2020-10-18 21:53:59,723][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 21:54:02,050][root][INFO] - ===> Epoch[1901](9501/5): Loss -0.7445, Sem 0.0308, dir -0.9769, norm 0.2015, swav 0.0000 LR: 8.563e-02 Score 98.968 Data time: 0.1069, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 2.1466 [2020-10-18 21:54:04,174][root][INFO] - ===> Epoch[1901](9502/5): Loss -0.7794, Sem 0.0259, dir -0.9804, norm 0.1751, swav 0.0000 LR: 8.563e-02 Score 99.124 Data time: 0.0705, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 2.0054 [2020-10-18 21:54:06,135][root][INFO] - ===> Epoch[1901](9503/5): Loss -0.7652, Sem 0.0262, dir -0.9797, norm 0.1883, swav 0.0000 LR: 8.563e-02 Score 99.114 Data time: 0.0613, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 1.8857 [2020-10-18 21:54:08,318][root][INFO] - ===> Epoch[1901](9504/5): Loss -0.7573, Sem 0.0307, dir -0.9785, norm 0.1905, swav 0.0000 LR: 8.562e-02 Score 99.003 Data time: 0.0790, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 2.0929 [2020-10-18 21:54:10,844][root][INFO] - ===> Epoch[1901](9505/5): Loss -0.7710, Sem 0.0273, dir -0.9797, norm 0.1814, swav 0.0000 LR: 8.562e-02 Score 99.096 Data time: 0.0884, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 2.4029 [2020-10-18 21:54:12,904][root][INFO] - ===> Epoch[1902](9506/5): Loss -0.7488, Sem 0.0286, dir -0.9782, norm 0.2008, swav 0.0000 LR: 8.562e-02 Score 99.036 Data time: 0.1149, Forward time: 0.7719, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 1.9343 [2020-10-18 21:54:15,045][root][INFO] - ===> Epoch[1902](9507/5): Loss -0.7454, Sem 0.0267, dir -0.9796, norm 0.2074, swav 0.0000 LR: 8.562e-02 Score 99.113 Data time: 0.0760, Forward time: 0.7719, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 2.0317 [2020-10-18 21:54:17,247][root][INFO] - ===> Epoch[1902](9508/5): Loss -0.7376, Sem 0.0294, dir -0.9763, norm 0.2093, swav 0.0000 LR: 8.562e-02 Score 99.037 Data time: 0.0640, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 2.0965 [2020-10-18 21:54:19,374][root][INFO] - ===> Epoch[1902](9509/5): Loss -0.7532, Sem 0.0289, dir -0.9767, norm 0.1946, swav 0.0000 LR: 8.562e-02 Score 99.031 Data time: 0.0685, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 2.0270 [2020-10-18 21:54:21,572][root][INFO] - ===> Epoch[1902](9510/5): Loss -0.7552, Sem 0.0296, dir -0.9770, norm 0.1922, swav 0.0000 LR: 8.562e-02 Score 99.014 Data time: 0.0695, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 2.0897 [2020-10-18 21:54:23,594][root][INFO] - ===> Epoch[1903](9511/5): Loss -0.7356, Sem 0.0279, dir -0.9762, norm 0.2128, swav 0.0000 LR: 8.561e-02 Score 99.099 Data time: 0.0711, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 1.9388 [2020-10-18 21:54:25,995][root][INFO] - ===> Epoch[1903](9512/5): Loss -0.7534, Sem 0.0283, dir -0.9802, norm 0.1985, swav 0.0000 LR: 8.561e-02 Score 99.066 Data time: 0.0845, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 2.2933 [2020-10-18 21:54:28,052][root][INFO] - ===> Epoch[1903](9513/5): Loss -0.7438, Sem 0.0300, dir -0.9773, norm 0.2036, swav 0.0000 LR: 8.561e-02 Score 98.991 Data time: 0.0853, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 1.9287 [2020-10-18 21:54:30,219][root][INFO] - ===> Epoch[1903](9514/5): Loss -0.7456, Sem 0.0279, dir -0.9782, norm 0.2047, swav 0.0000 LR: 8.561e-02 Score 99.073 Data time: 0.0743, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 2.0768 [2020-10-18 21:54:32,264][root][INFO] - ===> Epoch[1903](9515/5): Loss -0.7753, Sem 0.0278, dir -0.9777, norm 0.1746, swav 0.0000 LR: 8.561e-02 Score 99.071 Data time: 0.0620, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 1.9461 [2020-10-18 21:54:34,628][root][INFO] - ===> Epoch[1904](9516/5): Loss -0.7591, Sem 0.0245, dir -0.9801, norm 0.1965, swav 0.0000 LR: 8.561e-02 Score 99.179 Data time: 0.0636, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 2.2610 [2020-10-18 21:54:37,080][root][INFO] - ===> Epoch[1904](9517/5): Loss -0.7626, Sem 0.0312, dir -0.9800, norm 0.1861, swav 0.0000 LR: 8.560e-02 Score 98.985 Data time: 0.0725, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 2.3247 [2020-10-18 21:54:39,370][root][INFO] - ===> Epoch[1904](9518/5): Loss -0.7646, Sem 0.0312, dir -0.9781, norm 0.1823, swav 0.0000 LR: 8.560e-02 Score 98.944 Data time: 0.0544, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 2.1727 [2020-10-18 21:54:41,381][root][INFO] - ===> Epoch[1904](9519/5): Loss -0.7555, Sem 0.0265, dir -0.9785, norm 0.1965, swav 0.0000 LR: 8.560e-02 Score 99.116 Data time: 0.0786, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 1.9189 [2020-10-18 21:54:43,864][root][INFO] - ===> Epoch[1904](9520/5): Loss -0.7342, Sem 0.0298, dir -0.9766, norm 0.2126, swav 0.0000 LR: 8.560e-02 Score 99.022 Data time: 0.0658, Forward time: 0.7718, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 2.4004 [2020-10-18 21:54:46,155][root][INFO] - ===> Epoch[1905](9521/5): Loss -0.7594, Sem 0.0275, dir -0.9787, norm 0.1918, swav 0.0000 LR: 8.560e-02 Score 99.072 Data time: 0.0650, Forward time: 0.7717, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 2.1860 [2020-10-18 21:54:48,187][root][INFO] - ===> Epoch[1905](9522/5): Loss -0.7413, Sem 0.0419, dir -0.9773, norm 0.1940, swav 0.0000 LR: 8.560e-02 Score 98.776 Data time: 0.1837, Forward time: 0.7717, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 1.9499 [2020-10-18 21:54:50,646][root][INFO] - ===> Epoch[1905](9523/5): Loss -0.7581, Sem 0.0269, dir -0.9790, norm 0.1940, swav 0.0000 LR: 8.560e-02 Score 99.092 Data time: 0.0869, Forward time: 0.7717, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 2.3668 [2020-10-18 21:54:52,377][root][INFO] - ===> Epoch[1905](9524/5): Loss -0.7588, Sem 0.0323, dir -0.9779, norm 0.1867, swav 0.0000 LR: 8.559e-02 Score 98.905 Data time: 0.0656, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 1.6116 [2020-10-18 21:54:54,576][root][INFO] - ===> Epoch[1905](9525/5): Loss -0.7434, Sem 0.0267, dir -0.9785, norm 0.2084, swav 0.0000 LR: 8.559e-02 Score 99.101 Data time: 0.0827, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 2.0994 [2020-10-18 21:54:57,026][root][INFO] - ===> Epoch[1906](9526/5): Loss -0.7437, Sem 0.0317, dir -0.9758, norm 0.2004, swav 0.0000 LR: 8.559e-02 Score 98.956 Data time: 0.0812, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 2.3026 [2020-10-18 21:54:59,119][root][INFO] - ===> Epoch[1906](9527/5): Loss -0.7341, Sem 0.0324, dir -0.9774, norm 0.2109, swav 0.0000 LR: 8.559e-02 Score 98.976 Data time: 0.0881, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 1.9736 [2020-10-18 21:55:01,085][root][INFO] - ===> Epoch[1906](9528/5): Loss -0.7617, Sem 0.0260, dir -0.9780, norm 0.1902, swav 0.0000 LR: 8.559e-02 Score 99.132 Data time: 0.0782, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 1.8718 [2020-10-18 21:55:03,452][root][INFO] - ===> Epoch[1906](9529/5): Loss -0.7637, Sem 0.0318, dir -0.9788, norm 0.1833, swav 0.0000 LR: 8.559e-02 Score 98.928 Data time: 0.0799, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 2.2756 [2020-10-18 21:55:06,298][root][INFO] - ===> Epoch[1906](9530/5): Loss -0.7548, Sem 0.0295, dir -0.9774, norm 0.1931, swav 0.0000 LR: 8.558e-02 Score 99.034 Data time: 0.0829, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 2.7490 [2020-10-18 21:55:08,418][root][INFO] - ===> Epoch[1907](9531/5): Loss -0.7633, Sem 0.0285, dir -0.9783, norm 0.1865, swav 0.0000 LR: 8.558e-02 Score 99.050 Data time: 0.0944, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 2.0153 [2020-10-18 21:55:11,230][root][INFO] - ===> Epoch[1907](9532/5): Loss -0.7687, Sem 0.0276, dir -0.9792, norm 0.1829, swav 0.0000 LR: 8.558e-02 Score 99.092 Data time: 0.0606, Forward time: 0.7718, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 2.6995 [2020-10-18 21:55:13,052][root][INFO] - ===> Epoch[1907](9533/5): Loss -0.7470, Sem 0.0344, dir -0.9750, norm 0.1936, swav 0.0000 LR: 8.558e-02 Score 98.837 Data time: 0.0508, Forward time: 0.7718, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 1.7399 [2020-10-18 21:55:15,394][root][INFO] - ===> Epoch[1907](9534/5): Loss -0.7617, Sem 0.0252, dir -0.9792, norm 0.1923, swav 0.0000 LR: 8.558e-02 Score 99.157 Data time: 0.0687, Forward time: 0.7718, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 2.2653 [2020-10-18 21:55:17,412][root][INFO] - ===> Epoch[1907](9535/5): Loss -0.7702, Sem 0.0295, dir -0.9805, norm 0.1808, swav 0.0000 LR: 8.558e-02 Score 99.037 Data time: 0.1656, Forward time: 0.7718, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 1.9070 [2020-10-18 21:55:19,565][root][INFO] - ===> Epoch[1908](9536/5): Loss -0.7435, Sem 0.0265, dir -0.9763, norm 0.2063, swav 0.0000 LR: 8.558e-02 Score 99.141 Data time: 0.1517, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 2.0601 [2020-10-18 21:55:22,210][root][INFO] - ===> Epoch[1908](9537/5): Loss -0.7553, Sem 0.0293, dir -0.9763, norm 0.1917, swav 0.0000 LR: 8.557e-02 Score 98.998 Data time: 0.0636, Forward time: 0.7718, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 2.5443 [2020-10-18 21:55:24,507][root][INFO] - ===> Epoch[1908](9538/5): Loss -0.7507, Sem 0.0303, dir -0.9791, norm 0.1981, swav 0.0000 LR: 8.557e-02 Score 98.990 Data time: 0.0908, Forward time: 0.7718, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 2.2111 [2020-10-18 21:55:26,354][root][INFO] - ===> Epoch[1908](9539/5): Loss -0.7711, Sem 0.0293, dir -0.9785, norm 0.1782, swav 0.0000 LR: 8.557e-02 Score 99.009 Data time: 0.0794, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 1.7332 [2020-10-18 21:55:28,404][root][INFO] - ===> Epoch[1908](9540/5): Loss -0.7407, Sem 0.0305, dir -0.9755, norm 0.2044, swav 0.0000 LR: 8.557e-02 Score 98.970 Data time: 0.0849, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 1.9555 [2020-10-18 21:55:30,400][root][INFO] - ===> Epoch[1909](9541/5): Loss -0.7715, Sem 0.0271, dir -0.9780, norm 0.1793, swav 0.0000 LR: 8.557e-02 Score 99.078 Data time: 0.0736, Forward time: 0.7718, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 1.8819 [2020-10-18 21:55:33,383][root][INFO] - ===> Epoch[1909](9542/5): Loss -0.7315, Sem 0.0280, dir -0.9768, norm 0.2174, swav 0.0000 LR: 8.557e-02 Score 99.097 Data time: 0.0587, Forward time: 0.7718, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 2.8726 [2020-10-18 21:55:35,485][root][INFO] - ===> Epoch[1909](9543/5): Loss -0.7426, Sem 0.0317, dir -0.9761, norm 0.2018, swav 0.0000 LR: 8.556e-02 Score 98.964 Data time: 0.0625, Forward time: 0.7718, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 2.0156 [2020-10-18 21:55:37,781][root][INFO] - ===> Epoch[1909](9544/5): Loss -0.7519, Sem 0.0294, dir -0.9776, norm 0.1963, swav 0.0000 LR: 8.556e-02 Score 99.042 Data time: 0.0718, Forward time: 0.7718, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 2.1915 [2020-10-18 21:55:39,699][root][INFO] - ===> Epoch[1909](9545/5): Loss -0.7509, Sem 0.0279, dir -0.9766, norm 0.1978, swav 0.0000 LR: 8.556e-02 Score 99.089 Data time: 0.0835, Forward time: 0.7718, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 1.8128 [2020-10-18 21:55:42,037][root][INFO] - ===> Epoch[1910](9546/5): Loss -0.7557, Sem 0.0295, dir -0.9765, norm 0.1913, swav 0.0000 LR: 8.556e-02 Score 99.007 Data time: 0.0725, Forward time: 0.7718, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 2.2286 [2020-10-18 21:55:44,397][root][INFO] - ===> Epoch[1910](9547/5): Loss -0.7297, Sem 0.0323, dir -0.9757, norm 0.2137, swav 0.0000 LR: 8.556e-02 Score 98.966 Data time: 0.0946, Forward time: 0.7718, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 2.2513 [2020-10-18 21:55:46,720][root][INFO] - ===> Epoch[1910](9548/5): Loss -0.7296, Sem 0.0313, dir -0.9782, norm 0.2174, swav 0.0000 LR: 8.556e-02 Score 98.973 Data time: 0.0791, Forward time: 0.7718, Backward time: 1.1836, DDP time: 0.0030, Total iter time: 2.2028 [2020-10-18 21:55:48,890][root][INFO] - ===> Epoch[1910](9549/5): Loss -0.7569, Sem 0.0312, dir -0.9770, norm 0.1889, swav 0.0000 LR: 8.556e-02 Score 98.973 Data time: 0.0843, Forward time: 0.7719, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 2.0522 [2020-10-18 21:55:50,955][root][INFO] - ===> Epoch[1910](9550/5): Loss -0.7536, Sem 0.0303, dir -0.9780, norm 0.1940, swav 0.0000 LR: 8.555e-02 Score 98.983 Data time: 0.0860, Forward time: 0.7719, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 1.9350 [2020-10-18 21:55:53,017][root][INFO] - ===> Epoch[1911](9551/5): Loss -0.7492, Sem 0.0296, dir -0.9782, norm 0.1994, swav 0.0000 LR: 8.555e-02 Score 99.018 Data time: 0.0768, Forward time: 0.7719, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 1.9419 [2020-10-18 21:55:54,941][root][INFO] - ===> Epoch[1911](9552/5): Loss -0.7582, Sem 0.0261, dir -0.9801, norm 0.1958, swav 0.0000 LR: 8.555e-02 Score 99.112 Data time: 0.0720, Forward time: 0.7719, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 1.8072 [2020-10-18 21:55:56,877][root][INFO] - ===> Epoch[1911](9553/5): Loss -0.7483, Sem 0.0379, dir -0.9786, norm 0.1924, swav 0.0000 LR: 8.555e-02 Score 98.858 Data time: 0.0719, Forward time: 0.7719, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 1.8318 [2020-10-18 21:55:58,958][root][INFO] - ===> Epoch[1911](9554/5): Loss -0.7402, Sem 0.0316, dir -0.9765, norm 0.2047, swav 0.0000 LR: 8.555e-02 Score 98.943 Data time: 0.1163, Forward time: 0.7719, Backward time: 1.1834, DDP time: 0.0030, Total iter time: 1.9685 [2020-10-18 21:56:01,148][root][INFO] - ===> Epoch[1911](9555/5): Loss -0.7330, Sem 0.0378, dir -0.9756, norm 0.2048, swav 0.0000 LR: 8.555e-02 Score 98.823 Data time: 0.0895, Forward time: 0.7719, Backward time: 1.1834, DDP time: 0.0030, Total iter time: 2.0626 [2020-10-18 21:56:04,060][root][INFO] - ===> Epoch[1912](9556/5): Loss -0.7730, Sem 0.0267, dir -0.9809, norm 0.1812, swav 0.0000 LR: 8.554e-02 Score 99.138 Data time: 0.0806, Forward time: 0.7719, Backward time: 1.1835, DDP time: 0.0030, Total iter time: 2.7890 [2020-10-18 21:56:06,062][root][INFO] - ===> Epoch[1912](9557/5): Loss -0.7490, Sem 0.0355, dir -0.9766, norm 0.1920, swav 0.0000 LR: 8.554e-02 Score 98.829 Data time: 0.0916, Forward time: 0.7719, Backward time: 1.1834, DDP time: 0.0030, Total iter time: 1.8808 [2020-10-18 21:56:08,164][root][INFO] - ===> Epoch[1912](9558/5): Loss -0.7287, Sem 0.0350, dir -0.9770, norm 0.2133, swav 0.0000 LR: 8.554e-02 Score 98.882 Data time: 0.0888, Forward time: 0.7719, Backward time: 1.1834, DDP time: 0.0030, Total iter time: 1.9883 [2020-10-18 21:56:10,416][root][INFO] - ===> Epoch[1912](9559/5): Loss -0.7475, Sem 0.0293, dir -0.9791, norm 0.2023, swav 0.0000 LR: 8.554e-02 Score 99.030 Data time: 0.0774, Forward time: 0.7719, Backward time: 1.1834, DDP time: 0.0030, Total iter time: 2.1255 [2020-10-18 21:56:12,712][root][INFO] - ===> Epoch[1912](9560/5): Loss -0.7521, Sem 0.0277, dir -0.9793, norm 0.1995, swav 0.0000 LR: 8.554e-02 Score 99.057 Data time: 0.0699, Forward time: 0.7719, Backward time: 1.1834, DDP time: 0.0030, Total iter time: 2.1807 [2020-10-18 21:56:14,544][root][INFO] - ===> Epoch[1913](9561/5): Loss -0.7581, Sem 0.0273, dir -0.9801, norm 0.1946, swav 0.0000 LR: 8.554e-02 Score 99.123 Data time: 0.0780, Forward time: 0.7719, Backward time: 1.1834, DDP time: 0.0030, Total iter time: 1.7283 [2020-10-18 21:56:16,562][root][INFO] - ===> Epoch[1913](9562/5): Loss -0.7557, Sem 0.0262, dir -0.9800, norm 0.1981, swav 0.0000 LR: 8.554e-02 Score 99.143 Data time: 0.0594, Forward time: 0.7719, Backward time: 1.1834, DDP time: 0.0030, Total iter time: 1.9250 [2020-10-18 21:56:18,747][root][INFO] - ===> Epoch[1913](9563/5): Loss -0.7432, Sem 0.0308, dir -0.9776, norm 0.2035, swav 0.0000 LR: 8.553e-02 Score 98.956 Data time: 0.0746, Forward time: 0.7719, Backward time: 1.1834, DDP time: 0.0030, Total iter time: 2.0765 [2020-10-18 21:56:20,669][root][INFO] - ===> Epoch[1913](9564/5): Loss -0.7140, Sem 0.0417, dir -0.9751, norm 0.2194, swav 0.0000 LR: 8.553e-02 Score 98.772 Data time: 0.1955, Forward time: 0.7719, Backward time: 1.1834, DDP time: 0.0030, Total iter time: 1.8115 [2020-10-18 21:56:22,943][root][INFO] - ===> Epoch[1913](9565/5): Loss -0.7174, Sem 0.0342, dir -0.9760, norm 0.2244, swav 0.0000 LR: 8.553e-02 Score 98.846 Data time: 0.0977, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.1712 [2020-10-18 21:56:24,831][root][INFO] - ===> Epoch[1914](9566/5): Loss -0.7562, Sem 0.0311, dir -0.9781, norm 0.1908, swav 0.0000 LR: 8.553e-02 Score 98.943 Data time: 0.0543, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 1.7545 [2020-10-18 21:56:27,038][root][INFO] - ===> Epoch[1914](9567/5): Loss -0.7461, Sem 0.0272, dir -0.9782, norm 0.2049, swav 0.0000 LR: 8.553e-02 Score 99.112 Data time: 0.0669, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.1206 [2020-10-18 21:56:29,200][root][INFO] - ===> Epoch[1914](9568/5): Loss -0.7152, Sem 0.0427, dir -0.9773, norm 0.2194, swav 0.0000 LR: 8.553e-02 Score 98.832 Data time: 0.0621, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.0576 [2020-10-18 21:56:31,507][root][INFO] - ===> Epoch[1914](9569/5): Loss -0.7288, Sem 0.0348, dir -0.9739, norm 0.2103, swav 0.0000 LR: 8.552e-02 Score 98.833 Data time: 0.0632, Forward time: 0.7719, Backward time: 1.1834, DDP time: 0.0030, Total iter time: 2.2004 [2020-10-18 21:56:33,418][root][INFO] - ===> Epoch[1914](9570/5): Loss -0.7071, Sem 0.0399, dir -0.9770, norm 0.2300, swav 0.0000 LR: 8.552e-02 Score 98.752 Data time: 0.0674, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 1.8163 [2020-10-18 21:56:35,890][root][INFO] - ===> Epoch[1915](9571/5): Loss -0.7104, Sem 0.0279, dir -0.9766, norm 0.2383, swav 0.0000 LR: 8.552e-02 Score 99.085 Data time: 0.0596, Forward time: 0.7718, Backward time: 1.1834, DDP time: 0.0030, Total iter time: 2.3671 [2020-10-18 21:56:38,400][root][INFO] - ===> Epoch[1915](9572/5): Loss -0.7279, Sem 0.0335, dir -0.9762, norm 0.2148, swav 0.0000 LR: 8.552e-02 Score 98.900 Data time: 0.0785, Forward time: 0.7718, Backward time: 1.1834, DDP time: 0.0030, Total iter time: 2.4134 [2020-10-18 21:56:40,482][root][INFO] - ===> Epoch[1915](9573/5): Loss -0.7381, Sem 0.0321, dir -0.9764, norm 0.2061, swav 0.0000 LR: 8.552e-02 Score 98.909 Data time: 0.0957, Forward time: 0.7719, Backward time: 1.1834, DDP time: 0.0030, Total iter time: 1.9789 [2020-10-18 21:56:42,862][root][INFO] - ===> Epoch[1915](9574/5): Loss -0.7526, Sem 0.0259, dir -0.9791, norm 0.2007, swav 0.0000 LR: 8.552e-02 Score 99.129 Data time: 0.0898, Forward time: 0.7719, Backward time: 1.1834, DDP time: 0.0030, Total iter time: 2.2675 [2020-10-18 21:56:44,883][root][INFO] - ===> Epoch[1915](9575/5): Loss -0.7307, Sem 0.0323, dir -0.9758, norm 0.2128, swav 0.0000 LR: 8.552e-02 Score 98.921 Data time: 0.0843, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 1.9061 [2020-10-18 21:56:47,227][root][INFO] - ===> Epoch[1916](9576/5): Loss -0.7372, Sem 0.0301, dir -0.9768, norm 0.2094, swav 0.0000 LR: 8.551e-02 Score 99.002 Data time: 0.0878, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.2350 [2020-10-18 21:56:49,223][root][INFO] - ===> Epoch[1916](9577/5): Loss -0.7387, Sem 0.0283, dir -0.9778, norm 0.2108, swav 0.0000 LR: 8.551e-02 Score 99.055 Data time: 0.0946, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 1.8903 [2020-10-18 21:56:51,342][root][INFO] - ===> Epoch[1916](9578/5): Loss -0.7513, Sem 0.0285, dir -0.9769, norm 0.1971, swav 0.0000 LR: 8.551e-02 Score 99.043 Data time: 0.0955, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.0039 [2020-10-18 21:56:53,535][root][INFO] - ===> Epoch[1916](9579/5): Loss -0.7696, Sem 0.0297, dir -0.9798, norm 0.1804, swav 0.0000 LR: 8.551e-02 Score 99.017 Data time: 0.1586, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.0929 [2020-10-18 21:56:56,232][root][INFO] - ===> Epoch[1916](9580/5): Loss -0.7292, Sem 0.0313, dir -0.9778, norm 0.2173, swav 0.0000 LR: 8.551e-02 Score 98.969 Data time: 0.1077, Forward time: 0.7720, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.6133 [2020-10-18 21:56:58,364][root][INFO] - ===> Epoch[1917](9581/5): Loss -0.7489, Sem 0.0286, dir -0.9776, norm 0.2001, swav 0.0000 LR: 8.551e-02 Score 99.041 Data time: 0.0669, Forward time: 0.7720, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.0204 [2020-10-18 21:57:00,310][root][INFO] - ===> Epoch[1917](9582/5): Loss -0.7498, Sem 0.0295, dir -0.9774, norm 0.1981, swav 0.0000 LR: 8.551e-02 Score 99.009 Data time: 0.0646, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 1.8646 [2020-10-18 21:57:02,570][root][INFO] - ===> Epoch[1917](9583/5): Loss -0.7463, Sem 0.0331, dir -0.9759, norm 0.1965, swav 0.0000 LR: 8.550e-02 Score 98.889 Data time: 0.1009, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.1854 [2020-10-18 21:57:04,652][root][INFO] - ===> Epoch[1917](9584/5): Loss -0.7432, Sem 0.0305, dir -0.9770, norm 0.2033, swav 0.0000 LR: 8.550e-02 Score 99.027 Data time: 0.0663, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 1.9767 [2020-10-18 21:57:06,900][root][INFO] - ===> Epoch[1917](9585/5): Loss -0.7537, Sem 0.0291, dir -0.9781, norm 0.1953, swav 0.0000 LR: 8.550e-02 Score 99.001 Data time: 0.0824, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.1615 [2020-10-18 21:57:09,199][root][INFO] - ===> Epoch[1918](9586/5): Loss -0.7693, Sem 0.0297, dir -0.9793, norm 0.1803, swav 0.0000 LR: 8.550e-02 Score 98.986 Data time: 0.0576, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.1579 [2020-10-18 21:57:11,411][root][INFO] - ===> Epoch[1918](9587/5): Loss -0.7572, Sem 0.0309, dir -0.9788, norm 0.1907, swav 0.0000 LR: 8.550e-02 Score 98.975 Data time: 0.0552, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.1264 [2020-10-18 21:57:13,486][root][INFO] - ===> Epoch[1918](9588/5): Loss -0.7725, Sem 0.0286, dir -0.9784, norm 0.1773, swav 0.0000 LR: 8.550e-02 Score 99.031 Data time: 0.0430, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.0281 [2020-10-18 21:57:15,562][root][INFO] - ===> Epoch[1918](9589/5): Loss -0.7371, Sem 0.0333, dir -0.9756, norm 0.2052, swav 0.0000 LR: 8.549e-02 Score 98.933 Data time: 0.0624, Forward time: 0.7718, Backward time: 1.1834, DDP time: 0.0030, Total iter time: 2.0168 [2020-10-18 21:57:17,813][root][INFO] - ===> Epoch[1918](9590/5): Loss -0.7416, Sem 0.0337, dir -0.9766, norm 0.2013, swav 0.0000 LR: 8.549e-02 Score 98.920 Data time: 0.0887, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.1756 [2020-10-18 21:57:20,013][root][INFO] - ===> Epoch[1919](9591/5): Loss -0.7552, Sem 0.0301, dir -0.9771, norm 0.1918, swav 0.0000 LR: 8.549e-02 Score 98.967 Data time: 0.0804, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.0776 [2020-10-18 21:57:22,105][root][INFO] - ===> Epoch[1919](9592/5): Loss -0.7611, Sem 0.0297, dir -0.9780, norm 0.1872, swav 0.0000 LR: 8.549e-02 Score 99.025 Data time: 0.0718, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 1.9800 [2020-10-18 21:57:24,556][root][INFO] - ===> Epoch[1919](9593/5): Loss -0.7593, Sem 0.0289, dir -0.9788, norm 0.1906, swav 0.0000 LR: 8.549e-02 Score 99.058 Data time: 0.0545, Forward time: 0.7718, Backward time: 1.1834, DDP time: 0.0030, Total iter time: 2.3547 [2020-10-18 21:57:26,387][root][INFO] - ===> Epoch[1919](9594/5): Loss -0.7637, Sem 0.0278, dir -0.9790, norm 0.1875, swav 0.0000 LR: 8.549e-02 Score 99.072 Data time: 0.0703, Forward time: 0.7718, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 1.7598 [2020-10-18 21:57:28,599][root][INFO] - ===> Epoch[1919](9595/5): Loss -0.7524, Sem 0.0285, dir -0.9766, norm 0.1958, swav 0.0000 LR: 8.549e-02 Score 99.035 Data time: 0.0875, Forward time: 0.7718, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.1290 [2020-10-18 21:57:30,741][root][INFO] - ===> Epoch[1920](9596/5): Loss -0.7391, Sem 0.0329, dir -0.9763, norm 0.2043, swav 0.0000 LR: 8.548e-02 Score 98.896 Data time: 0.0704, Forward time: 0.7718, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.0211 [2020-10-18 21:57:32,900][root][INFO] - ===> Epoch[1920](9597/5): Loss -0.7735, Sem 0.0256, dir -0.9802, norm 0.1811, swav 0.0000 LR: 8.548e-02 Score 99.169 Data time: 0.0635, Forward time: 0.7718, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.0461 [2020-10-18 21:57:35,145][root][INFO] - ===> Epoch[1920](9598/5): Loss -0.7569, Sem 0.0267, dir -0.9795, norm 0.1959, swav 0.0000 LR: 8.548e-02 Score 99.100 Data time: 0.0700, Forward time: 0.7718, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.1332 [2020-10-18 21:57:37,196][root][INFO] - ===> Epoch[1920](9599/5): Loss -0.7619, Sem 0.0280, dir -0.9787, norm 0.1888, swav 0.0000 LR: 8.548e-02 Score 99.056 Data time: 0.0643, Forward time: 0.7718, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 1.9413 [2020-10-18 21:57:39,829][root][INFO] - ===> Epoch[1920](9600/5): Loss -0.7466, Sem 0.0281, dir -0.9786, norm 0.2038, swav 0.0000 LR: 8.548e-02 Score 99.056 Data time: 0.2166, Forward time: 0.7718, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.5204 [2020-10-18 21:57:41,032][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 21:57:41,196][root][INFO] - ===> Start testing [2020-10-18 21:58:19,881][root][INFO] - 68/68: Data time: 0.0025, Iter time: 0.1443 Loss 0.437 (AVG: 0.489) Score 90.638 (AVG: 90.538) mIOU 69.713 mAP 84.347 mAcc 76.668 IOU: 61.788 0.021 82.760 74.120 94.402 92.177 31.874 78.797 98.252 65.641 80.781 86.298 59.354 mAP: 82.283 10.762 96.522 88.486 99.058 98.630 59.290 96.053 99.806 83.799 94.679 95.245 91.904 mAcc: 78.584 0.182 90.128 82.697 95.943 97.590 35.247 90.761 99.060 76.204 90.408 95.931 63.952 [2020-10-18 21:58:19,882][root][INFO] - Finished test. Elapsed time: 38.6845 [2020-10-18 21:58:22,815][root][INFO] - [2020-10-18 21:58:22,815][root][INFO] - ################################################################ [2020-10-18 21:58:22,815][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 21:58:22,816][root][INFO] - ################################################################ [2020-10-18 21:58:22,816][root][INFO] - clutter : nan nan nan [2020-10-18 21:58:22,816][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 21:58:22,816][root][INFO] - board : 0.735 0.827 0.902 [2020-10-18 21:58:22,816][root][INFO] - bookcase : 0.213 0.348 0.503 [2020-10-18 21:58:22,816][root][INFO] - ceiling : 0.692 0.738 0.841 [2020-10-18 21:58:22,816][root][INFO] - chair : 0.810 0.895 0.910 [2020-10-18 21:58:22,816][root][INFO] - column : 0.170 0.272 0.385 [2020-10-18 21:58:22,816][root][INFO] - door : 0.540 0.718 0.855 [2020-10-18 21:58:22,816][root][INFO] - floor : 0.843 0.843 0.898 [2020-10-18 21:58:22,816][root][INFO] - sofa : 0.429 0.624 0.683 [2020-10-18 21:58:22,816][root][INFO] - table : 0.142 0.306 0.600 [2020-10-18 21:58:22,816][root][INFO] - wall : 0.458 0.654 0.780 [2020-10-18 21:58:22,816][root][INFO] - window : 0.532 0.782 0.782 [2020-10-18 21:58:22,816][root][INFO] - ---------------------------------------------------------------- [2020-10-18 21:58:22,816][root][INFO] - average : 0.464 0.584 0.678 [2020-10-18 21:58:22,816][root][INFO] - [2020-10-18 21:58:22,974][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 21:58:24,005][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-10-18 21:58:24,152][root][INFO] - Current best mIoU: 69.713 at iter 9600 [2020-10-18 21:58:26,363][root][INFO] - ===> Epoch[1921](9601/5): Loss -0.7712, Sem 0.0277, dir -0.9807, norm 0.1819, swav 0.0000 LR: 8.548e-02 Score 99.090 Data time: 0.1200, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.2067 [2020-10-18 21:58:28,320][root][INFO] - ===> Epoch[1921](9602/5): Loss -0.7361, Sem 0.0313, dir -0.9766, norm 0.2092, swav 0.0000 LR: 8.547e-02 Score 98.953 Data time: 0.0811, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 1.8474 [2020-10-18 21:58:30,653][root][INFO] - ===> Epoch[1921](9603/5): Loss -0.7492, Sem 0.0310, dir -0.9778, norm 0.1977, swav 0.0000 LR: 8.547e-02 Score 98.981 Data time: 0.0476, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.2683 [2020-10-18 21:58:32,649][root][INFO] - ===> Epoch[1921](9604/5): Loss -0.7482, Sem 0.0293, dir -0.9762, norm 0.1986, swav 0.0000 LR: 8.547e-02 Score 99.023 Data time: 0.0874, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 1.9077 [2020-10-18 21:58:35,265][root][INFO] - ===> Epoch[1921](9605/5): Loss -0.7658, Sem 0.0279, dir -0.9794, norm 0.1857, swav 0.0000 LR: 8.547e-02 Score 99.062 Data time: 0.0602, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.5087 [2020-10-18 21:58:37,455][root][INFO] - ===> Epoch[1922](9606/5): Loss -0.7540, Sem 0.0258, dir -0.9794, norm 0.1996, swav 0.0000 LR: 8.547e-02 Score 99.138 Data time: 0.0953, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.1046 [2020-10-18 21:58:39,661][root][INFO] - ===> Epoch[1922](9607/5): Loss -0.7688, Sem 0.0290, dir -0.9795, norm 0.1818, swav 0.0000 LR: 8.547e-02 Score 99.030 Data time: 0.0982, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.0773 [2020-10-18 21:58:41,785][root][INFO] - ===> Epoch[1922](9608/5): Loss -0.7510, Sem 0.0258, dir -0.9806, norm 0.2038, swav 0.0000 LR: 8.547e-02 Score 99.172 Data time: 0.0973, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.0201 [2020-10-18 21:58:43,645][root][INFO] - ===> Epoch[1922](9609/5): Loss -0.7468, Sem 0.0310, dir -0.9763, norm 0.1985, swav 0.0000 LR: 8.546e-02 Score 98.983 Data time: 0.0613, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 1.7778 [2020-10-18 21:58:45,745][root][INFO] - ===> Epoch[1922](9610/5): Loss -0.7647, Sem 0.0300, dir -0.9789, norm 0.1842, swav 0.0000 LR: 8.546e-02 Score 98.972 Data time: 0.0947, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.0432 [2020-10-18 21:58:48,892][root][INFO] - ===> Epoch[1923](9611/5): Loss -0.7439, Sem 0.0297, dir -0.9777, norm 0.2042, swav 0.0000 LR: 8.546e-02 Score 99.016 Data time: 0.0828, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 3.0356 [2020-10-18 21:58:50,875][root][INFO] - ===> Epoch[1923](9612/5): Loss -0.7745, Sem 0.0266, dir -0.9806, norm 0.1795, swav 0.0000 LR: 8.546e-02 Score 99.107 Data time: 0.0696, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 1.8821 [2020-10-18 21:58:53,307][root][INFO] - ===> Epoch[1923](9613/5): Loss -0.7075, Sem 0.0312, dir -0.9771, norm 0.2384, swav 0.0000 LR: 8.546e-02 Score 98.991 Data time: 0.0705, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.3278 [2020-10-18 21:58:55,259][root][INFO] - ===> Epoch[1923](9614/5): Loss -0.7714, Sem 0.0277, dir -0.9798, norm 0.1808, swav 0.0000 LR: 8.546e-02 Score 99.052 Data time: 0.0869, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 1.8494 [2020-10-18 21:58:57,382][root][INFO] - ===> Epoch[1923](9615/5): Loss -0.7439, Sem 0.0306, dir -0.9784, norm 0.2040, swav 0.0000 LR: 8.545e-02 Score 98.984 Data time: 0.0933, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 1.9955 [2020-10-18 21:58:59,702][root][INFO] - ===> Epoch[1924](9616/5): Loss -0.7352, Sem 0.0300, dir -0.9753, norm 0.2101, swav 0.0000 LR: 8.545e-02 Score 99.051 Data time: 0.0767, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.2072 [2020-10-18 21:59:02,144][root][INFO] - ===> Epoch[1924](9617/5): Loss -0.7634, Sem 0.0257, dir -0.9800, norm 0.1908, swav 0.0000 LR: 8.545e-02 Score 99.160 Data time: 0.0976, Forward time: 0.7720, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.3456 [2020-10-18 21:59:04,160][root][INFO] - ===> Epoch[1924](9618/5): Loss -0.7484, Sem 0.0273, dir -0.9789, norm 0.2032, swav 0.0000 LR: 8.545e-02 Score 99.094 Data time: 0.0758, Forward time: 0.7720, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 1.9089 [2020-10-18 21:59:06,294][root][INFO] - ===> Epoch[1924](9619/5): Loss -0.7322, Sem 0.0289, dir -0.9800, norm 0.2189, swav 0.0000 LR: 8.545e-02 Score 99.035 Data time: 0.0702, Forward time: 0.7720, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.0352 [2020-10-18 21:59:08,627][root][INFO] - ===> Epoch[1924](9620/5): Loss -0.7522, Sem 0.0343, dir -0.9768, norm 0.1903, swav 0.0000 LR: 8.545e-02 Score 98.854 Data time: 0.0592, Forward time: 0.7720, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.2257 [2020-10-18 21:59:10,631][root][INFO] - ===> Epoch[1925](9621/5): Loss -0.7633, Sem 0.0260, dir -0.9805, norm 0.1912, swav 0.0000 LR: 8.545e-02 Score 99.117 Data time: 0.0710, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 1.9180 [2020-10-18 21:59:13,035][root][INFO] - ===> Epoch[1925](9622/5): Loss -0.7481, Sem 0.0306, dir -0.9782, norm 0.1994, swav 0.0000 LR: 8.544e-02 Score 99.006 Data time: 0.0792, Forward time: 0.7720, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.2870 [2020-10-18 21:59:15,381][root][INFO] - ===> Epoch[1925](9623/5): Loss -0.7493, Sem 0.0290, dir -0.9770, norm 0.1986, swav 0.0000 LR: 8.544e-02 Score 99.048 Data time: 0.0531, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.2286 [2020-10-18 21:59:18,263][root][INFO] - ===> Epoch[1925](9624/5): Loss -0.7559, Sem 0.0302, dir -0.9785, norm 0.1925, swav 0.0000 LR: 8.544e-02 Score 98.975 Data time: 0.0438, Forward time: 0.7719, Backward time: 1.1834, DDP time: 0.0030, Total iter time: 2.7847 [2020-10-18 21:59:20,723][root][INFO] - ===> Epoch[1925](9625/5): Loss -0.7482, Sem 0.0351, dir -0.9773, norm 0.1940, swav 0.0000 LR: 8.544e-02 Score 98.824 Data time: 0.0903, Forward time: 0.7719, Backward time: 1.1834, DDP time: 0.0030, Total iter time: 2.3788 [2020-10-18 21:59:22,695][root][INFO] - ===> Epoch[1926](9626/5): Loss -0.7730, Sem 0.0282, dir -0.9797, norm 0.1785, swav 0.0000 LR: 8.544e-02 Score 99.056 Data time: 0.0532, Forward time: 0.7719, Backward time: 1.1834, DDP time: 0.0030, Total iter time: 1.8456 [2020-10-18 21:59:24,834][root][INFO] - ===> Epoch[1926](9627/5): Loss -0.7578, Sem 0.0262, dir -0.9791, norm 0.1951, swav 0.0000 LR: 8.544e-02 Score 99.143 Data time: 0.0628, Forward time: 0.7719, Backward time: 1.1834, DDP time: 0.0030, Total iter time: 2.0509 [2020-10-18 21:59:26,905][root][INFO] - ===> Epoch[1926](9628/5): Loss -0.7561, Sem 0.0278, dir -0.9772, norm 0.1934, swav 0.0000 LR: 8.543e-02 Score 99.080 Data time: 0.0650, Forward time: 0.7719, Backward time: 1.1834, DDP time: 0.0030, Total iter time: 1.9774 [2020-10-18 21:59:29,016][root][INFO] - ===> Epoch[1926](9629/5): Loss -0.7473, Sem 0.0300, dir -0.9777, norm 0.2004, swav 0.0000 LR: 8.543e-02 Score 99.002 Data time: 0.0957, Forward time: 0.7719, Backward time: 1.1834, DDP time: 0.0030, Total iter time: 1.9780 [2020-10-18 21:59:31,030][root][INFO] - ===> Epoch[1926](9630/5): Loss -0.7727, Sem 0.0285, dir -0.9798, norm 0.1786, swav 0.0000 LR: 8.543e-02 Score 99.029 Data time: 0.0730, Forward time: 0.7719, Backward time: 1.1834, DDP time: 0.0030, Total iter time: 1.8850 [2020-10-18 21:59:33,281][root][INFO] - ===> Epoch[1927](9631/5): Loss -0.7487, Sem 0.0297, dir -0.9783, norm 0.1999, swav 0.0000 LR: 8.543e-02 Score 99.041 Data time: 0.0783, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.1458 [2020-10-18 21:59:35,760][root][INFO] - ===> Epoch[1927](9632/5): Loss -0.7534, Sem 0.0301, dir -0.9764, norm 0.1928, swav 0.0000 LR: 8.543e-02 Score 98.997 Data time: 0.0781, Forward time: 0.7719, Backward time: 1.1834, DDP time: 0.0030, Total iter time: 2.3538 [2020-10-18 21:59:37,803][root][INFO] - ===> Epoch[1927](9633/5): Loss -0.7607, Sem 0.0281, dir -0.9774, norm 0.1886, swav 0.0000 LR: 8.543e-02 Score 99.052 Data time: 0.0625, Forward time: 0.7719, Backward time: 1.1834, DDP time: 0.0030, Total iter time: 1.9189 [2020-10-18 21:59:40,104][root][INFO] - ===> Epoch[1927](9634/5): Loss -0.7559, Sem 0.0250, dir -0.9792, norm 0.1984, swav 0.0000 LR: 8.543e-02 Score 99.182 Data time: 0.1299, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.1980 [2020-10-18 21:59:42,091][root][INFO] - ===> Epoch[1927](9635/5): Loss -0.7617, Sem 0.0301, dir -0.9761, norm 0.1844, swav 0.0000 LR: 8.542e-02 Score 98.991 Data time: 0.0608, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 1.8548 [2020-10-18 21:59:44,155][root][INFO] - ===> Epoch[1928](9636/5): Loss -0.7594, Sem 0.0274, dir -0.9781, norm 0.1914, swav 0.0000 LR: 8.542e-02 Score 99.070 Data time: 0.0616, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 1.9525 [2020-10-18 21:59:46,695][root][INFO] - ===> Epoch[1928](9637/5): Loss -0.7592, Sem 0.0269, dir -0.9780, norm 0.1919, swav 0.0000 LR: 8.542e-02 Score 99.098 Data time: 0.3912, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.3372 [2020-10-18 21:59:49,424][root][INFO] - ===> Epoch[1928](9638/5): Loss -0.7565, Sem 0.0237, dir -0.9807, norm 0.2005, swav 0.0000 LR: 8.542e-02 Score 99.246 Data time: 0.1444, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.6175 [2020-10-18 21:59:51,848][root][INFO] - ===> Epoch[1928](9639/5): Loss -0.7611, Sem 0.0279, dir -0.9780, norm 0.1890, swav 0.0000 LR: 8.542e-02 Score 99.055 Data time: 0.0908, Forward time: 0.7720, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.2987 [2020-10-18 21:59:53,863][root][INFO] - ===> Epoch[1928](9640/5): Loss -0.7560, Sem 0.0275, dir -0.9791, norm 0.1956, swav 0.0000 LR: 8.542e-02 Score 99.070 Data time: 0.0579, Forward time: 0.7720, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 1.8923 [2020-10-18 21:59:55,903][root][INFO] - ===> Epoch[1929](9641/5): Loss -0.7418, Sem 0.0273, dir -0.9791, norm 0.2100, swav 0.0000 LR: 8.542e-02 Score 99.076 Data time: 0.0639, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 1.9660 [2020-10-18 21:59:58,348][root][INFO] - ===> Epoch[1929](9642/5): Loss -0.7578, Sem 0.0290, dir -0.9803, norm 0.1935, swav 0.0000 LR: 8.541e-02 Score 99.023 Data time: 0.0669, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.3544 [2020-10-18 22:00:00,578][root][INFO] - ===> Epoch[1929](9643/5): Loss -0.7265, Sem 0.0290, dir -0.9780, norm 0.2225, swav 0.0000 LR: 8.541e-02 Score 99.074 Data time: 0.0646, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.1198 [2020-10-18 22:00:02,617][root][INFO] - ===> Epoch[1929](9644/5): Loss -0.7438, Sem 0.0339, dir -0.9773, norm 0.1996, swav 0.0000 LR: 8.541e-02 Score 98.874 Data time: 0.0742, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 1.9429 [2020-10-18 22:00:04,583][root][INFO] - ===> Epoch[1929](9645/5): Loss -0.7523, Sem 0.0257, dir -0.9791, norm 0.2011, swav 0.0000 LR: 8.541e-02 Score 99.160 Data time: 0.0880, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 1.8674 [2020-10-18 22:00:06,927][root][INFO] - ===> Epoch[1930](9646/5): Loss -0.7458, Sem 0.0313, dir -0.9766, norm 0.1995, swav 0.0000 LR: 8.541e-02 Score 98.937 Data time: 0.0742, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.2321 [2020-10-18 22:00:08,906][root][INFO] - ===> Epoch[1930](9647/5): Loss -0.7644, Sem 0.0277, dir -0.9797, norm 0.1876, swav 0.0000 LR: 8.541e-02 Score 99.071 Data time: 0.0802, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 1.8752 [2020-10-18 22:00:11,058][root][INFO] - ===> Epoch[1930](9648/5): Loss -0.7303, Sem 0.0307, dir -0.9773, norm 0.2163, swav 0.0000 LR: 8.540e-02 Score 98.976 Data time: 0.0892, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.0692 [2020-10-18 22:00:13,433][root][INFO] - ===> Epoch[1930](9649/5): Loss -0.7479, Sem 0.0263, dir -0.9785, norm 0.2043, swav 0.0000 LR: 8.540e-02 Score 99.115 Data time: 0.0769, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.2582 [2020-10-18 22:00:15,546][root][INFO] - ===> Epoch[1930](9650/5): Loss -0.7632, Sem 0.0270, dir -0.9790, norm 0.1888, swav 0.0000 LR: 8.540e-02 Score 99.074 Data time: 0.0703, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.0134 [2020-10-18 22:00:17,544][root][INFO] - ===> Epoch[1931](9651/5): Loss -0.7455, Sem 0.0304, dir -0.9762, norm 0.2003, swav 0.0000 LR: 8.540e-02 Score 98.995 Data time: 0.0939, Forward time: 0.7719, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 1.8977 [2020-10-18 22:00:19,950][root][INFO] - ===> Epoch[1931](9652/5): Loss -0.7290, Sem 0.0313, dir -0.9767, norm 0.2165, swav 0.0000 LR: 8.540e-02 Score 98.983 Data time: 0.1952, Forward time: 0.7720, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.3013 [2020-10-18 22:00:22,167][root][INFO] - ===> Epoch[1931](9653/5): Loss -0.7458, Sem 0.0320, dir -0.9763, norm 0.1986, swav 0.0000 LR: 8.540e-02 Score 98.947 Data time: 0.0930, Forward time: 0.7720, Backward time: 1.1832, DDP time: 0.0030, Total iter time: 2.0986 [2020-10-18 22:00:23,988][root][INFO] - ===> Epoch[1931](9654/5): Loss -0.7719, Sem 0.0256, dir -0.9807, norm 0.1832, swav 0.0000 LR: 8.540e-02 Score 99.156 Data time: 0.0598, Forward time: 0.7720, Backward time: 1.1832, DDP time: 0.0030, Total iter time: 1.7105 [2020-10-18 22:00:26,453][root][INFO] - ===> Epoch[1931](9655/5): Loss -0.7556, Sem 0.0282, dir -0.9794, norm 0.1956, swav 0.0000 LR: 8.539e-02 Score 99.079 Data time: 0.0710, Forward time: 0.7720, Backward time: 1.1832, DDP time: 0.0030, Total iter time: 2.3763 [2020-10-18 22:00:29,408][root][INFO] - ===> Epoch[1932](9656/5): Loss -0.7635, Sem 0.0259, dir -0.9795, norm 0.1901, swav 0.0000 LR: 8.539e-02 Score 99.118 Data time: 0.1809, Forward time: 0.7720, Backward time: 1.1833, DDP time: 0.0030, Total iter time: 2.8641 [2020-10-18 22:00:31,389][root][INFO] - ===> Epoch[1932](9657/5): Loss -0.7525, Sem 0.0290, dir -0.9781, norm 0.1966, swav 0.0000 LR: 8.539e-02 Score 99.040 Data time: 0.0748, Forward time: 0.7720, Backward time: 1.1832, DDP time: 0.0030, Total iter time: 1.8597 [2020-10-18 22:00:33,758][root][INFO] - ===> Epoch[1932](9658/5): Loss -0.7405, Sem 0.0336, dir -0.9757, norm 0.2017, swav 0.0000 LR: 8.539e-02 Score 98.914 Data time: 0.1033, Forward time: 0.7721, Backward time: 1.1832, DDP time: 0.0030, Total iter time: 2.2658 [2020-10-18 22:00:35,631][root][INFO] - ===> Epoch[1932](9659/5): Loss -0.7321, Sem 0.0325, dir -0.9765, norm 0.2119, swav 0.0000 LR: 8.539e-02 Score 98.929 Data time: 0.0661, Forward time: 0.7721, Backward time: 1.1832, DDP time: 0.0030, Total iter time: 1.7646 [2020-10-18 22:00:38,148][root][INFO] - ===> Epoch[1932](9660/5): Loss -0.7567, Sem 0.0252, dir -0.9804, norm 0.1984, swav 0.0000 LR: 8.539e-02 Score 99.173 Data time: 0.0992, Forward time: 0.7721, Backward time: 1.1832, DDP time: 0.0030, Total iter time: 2.4333 [2020-10-18 22:00:40,492][root][INFO] - ===> Epoch[1933](9661/5): Loss -0.7345, Sem 0.0269, dir -0.9786, norm 0.2172, swav 0.0000 LR: 8.538e-02 Score 99.113 Data time: 0.1080, Forward time: 0.7721, Backward time: 1.1832, DDP time: 0.0030, Total iter time: 2.2293 [2020-10-18 22:00:42,565][root][INFO] - ===> Epoch[1933](9662/5): Loss -0.7383, Sem 0.0291, dir -0.9764, norm 0.2090, swav 0.0000 LR: 8.538e-02 Score 99.019 Data time: 0.0922, Forward time: 0.7721, Backward time: 1.1832, DDP time: 0.0030, Total iter time: 1.9662 [2020-10-18 22:00:44,524][root][INFO] - ===> Epoch[1933](9663/5): Loss -0.7338, Sem 0.0277, dir -0.9771, norm 0.2156, swav 0.0000 LR: 8.538e-02 Score 99.068 Data time: 0.0866, Forward time: 0.7721, Backward time: 1.1832, DDP time: 0.0030, Total iter time: 1.8325 [2020-10-18 22:00:46,535][root][INFO] - ===> Epoch[1933](9664/5): Loss -0.7469, Sem 0.0294, dir -0.9785, norm 0.2023, swav 0.0000 LR: 8.538e-02 Score 99.020 Data time: 0.1384, Forward time: 0.7721, Backward time: 1.1831, DDP time: 0.0030, Total iter time: 1.9143 [2020-10-18 22:00:49,088][root][INFO] - ===> Epoch[1933](9665/5): Loss -0.7463, Sem 0.0266, dir -0.9790, norm 0.2060, swav 0.0000 LR: 8.538e-02 Score 99.102 Data time: 0.1687, Forward time: 0.7721, Backward time: 1.1831, DDP time: 0.0030, Total iter time: 2.4422 [2020-10-18 22:00:51,527][root][INFO] - ===> Epoch[1934](9666/5): Loss -0.7525, Sem 0.0286, dir -0.9783, norm 0.1971, swav 0.0000 LR: 8.538e-02 Score 99.030 Data time: 0.1269, Forward time: 0.7721, Backward time: 1.1831, DDP time: 0.0030, Total iter time: 2.3177 [2020-10-18 22:00:53,652][root][INFO] - ===> Epoch[1934](9667/5): Loss -0.7085, Sem 0.0306, dir -0.9755, norm 0.2364, swav 0.0000 LR: 8.538e-02 Score 98.976 Data time: 0.0695, Forward time: 0.7721, Backward time: 1.1831, DDP time: 0.0030, Total iter time: 2.0236 [2020-10-18 22:00:56,019][root][INFO] - ===> Epoch[1934](9668/5): Loss -0.7522, Sem 0.0242, dir -0.9787, norm 0.2023, swav 0.0000 LR: 8.537e-02 Score 99.200 Data time: 0.0774, Forward time: 0.7721, Backward time: 1.1831, DDP time: 0.0030, Total iter time: 2.2969 [2020-10-18 22:00:58,399][root][INFO] - ===> Epoch[1934](9669/5): Loss -0.7315, Sem 0.0285, dir -0.9792, norm 0.2193, swav 0.0000 LR: 8.537e-02 Score 99.057 Data time: 0.0847, Forward time: 0.7721, Backward time: 1.1831, DDP time: 0.0030, Total iter time: 2.2532 [2020-10-18 22:01:00,496][root][INFO] - ===> Epoch[1934](9670/5): Loss -0.7648, Sem 0.0266, dir -0.9792, norm 0.1878, swav 0.0000 LR: 8.537e-02 Score 99.106 Data time: 0.1002, Forward time: 0.7722, Backward time: 1.1831, DDP time: 0.0030, Total iter time: 1.9896 [2020-10-18 22:01:02,544][root][INFO] - ===> Epoch[1935](9671/5): Loss -0.7593, Sem 0.0290, dir -0.9784, norm 0.1901, swav 0.0000 LR: 8.537e-02 Score 99.032 Data time: 0.0675, Forward time: 0.7721, Backward time: 1.1831, DDP time: 0.0030, Total iter time: 1.9523 [2020-10-18 22:01:04,806][root][INFO] - ===> Epoch[1935](9672/5): Loss -0.7441, Sem 0.0303, dir -0.9759, norm 0.2015, swav 0.0000 LR: 8.537e-02 Score 98.998 Data time: 0.0771, Forward time: 0.7721, Backward time: 1.1831, DDP time: 0.0030, Total iter time: 2.1613 [2020-10-18 22:01:06,862][root][INFO] - ===> Epoch[1935](9673/5): Loss -0.7579, Sem 0.0267, dir -0.9793, norm 0.1947, swav 0.0000 LR: 8.537e-02 Score 99.116 Data time: 0.0745, Forward time: 0.7721, Backward time: 1.1831, DDP time: 0.0030, Total iter time: 1.9542 [2020-10-18 22:01:09,002][root][INFO] - ===> Epoch[1935](9674/5): Loss -0.7753, Sem 0.0278, dir -0.9794, norm 0.1764, swav 0.0000 LR: 8.536e-02 Score 99.051 Data time: 0.1583, Forward time: 0.7721, Backward time: 1.1831, DDP time: 0.0030, Total iter time: 2.0330 [2020-10-18 22:01:11,282][root][INFO] - ===> Epoch[1935](9675/5): Loss -0.7533, Sem 0.0284, dir -0.9786, norm 0.1969, swav 0.0000 LR: 8.536e-02 Score 99.058 Data time: 0.0917, Forward time: 0.7721, Backward time: 1.1831, DDP time: 0.0030, Total iter time: 2.1795 [2020-10-18 22:01:13,230][root][INFO] - ===> Epoch[1936](9676/5): Loss -0.7532, Sem 0.0299, dir -0.9766, norm 0.1935, swav 0.0000 LR: 8.536e-02 Score 98.992 Data time: 0.0819, Forward time: 0.7721, Backward time: 1.1831, DDP time: 0.0030, Total iter time: 1.8275 [2020-10-18 22:01:15,511][root][INFO] - ===> Epoch[1936](9677/5): Loss -0.7653, Sem 0.0234, dir -0.9781, norm 0.1893, swav 0.0000 LR: 8.536e-02 Score 99.221 Data time: 0.0851, Forward time: 0.7722, Backward time: 1.1831, DDP time: 0.0030, Total iter time: 2.1800 [2020-10-18 22:01:18,055][root][INFO] - ===> Epoch[1936](9678/5): Loss -0.7652, Sem 0.0258, dir -0.9797, norm 0.1887, swav 0.0000 LR: 8.536e-02 Score 99.141 Data time: 0.0618, Forward time: 0.7721, Backward time: 1.1831, DDP time: 0.0030, Total iter time: 2.4332 [2020-10-18 22:01:20,321][root][INFO] - ===> Epoch[1936](9679/5): Loss -0.7693, Sem 0.0266, dir -0.9804, norm 0.1845, swav 0.0000 LR: 8.536e-02 Score 99.104 Data time: 0.0643, Forward time: 0.7721, Backward time: 1.1831, DDP time: 0.0030, Total iter time: 2.1996 [2020-10-18 22:01:22,390][root][INFO] - ===> Epoch[1936](9680/5): Loss -0.7507, Sem 0.0336, dir -0.9774, norm 0.1931, swav 0.0000 LR: 8.536e-02 Score 98.884 Data time: 0.0834, Forward time: 0.7721, Backward time: 1.1831, DDP time: 0.0030, Total iter time: 1.9744 [2020-10-18 22:01:24,366][root][INFO] - ===> Epoch[1937](9681/5): Loss -0.7506, Sem 0.0329, dir -0.9761, norm 0.1926, swav 0.0000 LR: 8.535e-02 Score 98.882 Data time: 0.0820, Forward time: 0.7721, Backward time: 1.1831, DDP time: 0.0030, Total iter time: 1.8651 [2020-10-18 22:01:26,424][root][INFO] - ===> Epoch[1937](9682/5): Loss -0.7776, Sem 0.0263, dir -0.9792, norm 0.1753, swav 0.0000 LR: 8.535e-02 Score 99.118 Data time: 0.3112, Forward time: 0.7721, Backward time: 1.1830, DDP time: 0.0030, Total iter time: 1.9575 [2020-10-18 22:01:29,041][root][INFO] - ===> Epoch[1937](9683/5): Loss -0.7572, Sem 0.0289, dir -0.9780, norm 0.1919, swav 0.0000 LR: 8.535e-02 Score 99.045 Data time: 0.0891, Forward time: 0.7722, Backward time: 1.1831, DDP time: 0.0030, Total iter time: 2.5022 [2020-10-18 22:01:30,919][root][INFO] - ===> Epoch[1937](9684/5): Loss -0.7652, Sem 0.0290, dir -0.9775, norm 0.1833, swav 0.0000 LR: 8.535e-02 Score 99.034 Data time: 0.0705, Forward time: 0.7722, Backward time: 1.1830, DDP time: 0.0030, Total iter time: 1.7746 [2020-10-18 22:01:33,189][root][INFO] - ===> Epoch[1937](9685/5): Loss -0.7421, Sem 0.0256, dir -0.9791, norm 0.2114, swav 0.0000 LR: 8.535e-02 Score 99.151 Data time: 0.0699, Forward time: 0.7722, Backward time: 1.1831, DDP time: 0.0030, Total iter time: 2.1724 [2020-10-18 22:01:35,239][root][INFO] - ===> Epoch[1938](9686/5): Loss -0.7625, Sem 0.0295, dir -0.9789, norm 0.1869, swav 0.0000 LR: 8.535e-02 Score 99.020 Data time: 0.0655, Forward time: 0.7721, Backward time: 1.1830, DDP time: 0.0030, Total iter time: 1.9564 [2020-10-18 22:01:37,628][root][INFO] - ===> Epoch[1938](9687/5): Loss -0.7554, Sem 0.0261, dir -0.9787, norm 0.1972, swav 0.0000 LR: 8.534e-02 Score 99.129 Data time: 0.0703, Forward time: 0.7721, Backward time: 1.1831, DDP time: 0.0030, Total iter time: 2.2915 [2020-10-18 22:01:39,617][root][INFO] - ===> Epoch[1938](9688/5): Loss -0.7807, Sem 0.0252, dir -0.9800, norm 0.1741, swav 0.0000 LR: 8.534e-02 Score 99.144 Data time: 0.0823, Forward time: 0.7722, Backward time: 1.1830, DDP time: 0.0030, Total iter time: 1.8768 [2020-10-18 22:01:41,639][root][INFO] - ===> Epoch[1938](9689/5): Loss -0.7350, Sem 0.0328, dir -0.9764, norm 0.2086, swav 0.0000 LR: 8.534e-02 Score 98.917 Data time: 0.0565, Forward time: 0.7721, Backward time: 1.1830, DDP time: 0.0030, Total iter time: 1.9162 [2020-10-18 22:01:43,550][root][INFO] - ===> Epoch[1938](9690/5): Loss -0.7685, Sem 0.0255, dir -0.9772, norm 0.1832, swav 0.0000 LR: 8.534e-02 Score 99.136 Data time: 0.0751, Forward time: 0.7721, Backward time: 1.1830, DDP time: 0.0030, Total iter time: 1.7998 [2020-10-18 22:01:45,608][root][INFO] - ===> Epoch[1939](9691/5): Loss -0.7486, Sem 0.0270, dir -0.9796, norm 0.2039, swav 0.0000 LR: 8.534e-02 Score 99.094 Data time: 0.0901, Forward time: 0.7721, Backward time: 1.1830, DDP time: 0.0030, Total iter time: 1.9566 [2020-10-18 22:01:47,561][root][INFO] - ===> Epoch[1939](9692/5): Loss -0.7672, Sem 0.0304, dir -0.9790, norm 0.1815, swav 0.0000 LR: 8.534e-02 Score 98.981 Data time: 0.0603, Forward time: 0.7721, Backward time: 1.1830, DDP time: 0.0030, Total iter time: 1.8493 [2020-10-18 22:01:49,581][root][INFO] - ===> Epoch[1939](9693/5): Loss -0.7396, Sem 0.0313, dir -0.9769, norm 0.2059, swav 0.0000 LR: 8.534e-02 Score 98.972 Data time: 0.0743, Forward time: 0.7721, Backward time: 1.1830, DDP time: 0.0030, Total iter time: 1.9029 [2020-10-18 22:01:52,375][root][INFO] - ===> Epoch[1939](9694/5): Loss -0.7569, Sem 0.0320, dir -0.9769, norm 0.1879, swav 0.0000 LR: 8.533e-02 Score 98.952 Data time: 0.0730, Forward time: 0.7721, Backward time: 1.1830, DDP time: 0.0030, Total iter time: 2.6961 [2020-10-18 22:01:54,227][root][INFO] - ===> Epoch[1939](9695/5): Loss -0.7516, Sem 0.0288, dir -0.9783, norm 0.1979, swav 0.0000 LR: 8.533e-02 Score 99.035 Data time: 0.0641, Forward time: 0.7721, Backward time: 1.1830, DDP time: 0.0030, Total iter time: 1.7263 [2020-10-18 22:01:56,623][root][INFO] - ===> Epoch[1940](9696/5): Loss -0.7623, Sem 0.0283, dir -0.9796, norm 0.1890, swav 0.0000 LR: 8.533e-02 Score 99.069 Data time: 0.0623, Forward time: 0.7721, Backward time: 1.1830, DDP time: 0.0030, Total iter time: 2.2897 [2020-10-18 22:01:58,621][root][INFO] - ===> Epoch[1940](9697/5): Loss -0.7523, Sem 0.0293, dir -0.9777, norm 0.1961, swav 0.0000 LR: 8.533e-02 Score 99.028 Data time: 0.0903, Forward time: 0.7721, Backward time: 1.1830, DDP time: 0.0030, Total iter time: 1.9023 [2020-10-18 22:02:01,094][root][INFO] - ===> Epoch[1940](9698/5): Loss -0.7483, Sem 0.0301, dir -0.9766, norm 0.1982, swav 0.0000 LR: 8.533e-02 Score 99.031 Data time: 0.0818, Forward time: 0.7721, Backward time: 1.1830, DDP time: 0.0030, Total iter time: 2.3618 [2020-10-18 22:02:02,988][root][INFO] - ===> Epoch[1940](9699/5): Loss -0.7679, Sem 0.0262, dir -0.9797, norm 0.1856, swav 0.0000 LR: 8.533e-02 Score 99.142 Data time: 0.0809, Forward time: 0.7721, Backward time: 1.1830, DDP time: 0.0030, Total iter time: 1.7553 [2020-10-18 22:02:05,389][root][INFO] - ===> Epoch[1940](9700/5): Loss -0.7524, Sem 0.0284, dir -0.9786, norm 0.1978, swav 0.0000 LR: 8.533e-02 Score 99.048 Data time: 0.0801, Forward time: 0.7721, Backward time: 1.1830, DDP time: 0.0030, Total iter time: 2.2804 [2020-10-18 22:02:06,631][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 22:02:08,647][root][INFO] - ===> Epoch[1941](9701/5): Loss -0.7846, Sem 0.0272, dir -0.9811, norm 0.1693, swav 0.0000 LR: 8.532e-02 Score 99.081 Data time: 0.1147, Forward time: 0.7721, Backward time: 1.1830, DDP time: 0.0030, Total iter time: 1.8477 [2020-10-18 22:02:10,950][root][INFO] - ===> Epoch[1941](9702/5): Loss -0.7324, Sem 0.0290, dir -0.9755, norm 0.2141, swav 0.0000 LR: 8.532e-02 Score 99.035 Data time: 0.0890, Forward time: 0.7721, Backward time: 1.1830, DDP time: 0.0030, Total iter time: 2.1878 [2020-10-18 22:02:13,218][root][INFO] - ===> Epoch[1941](9703/5): Loss -0.7541, Sem 0.0308, dir -0.9768, norm 0.1919, swav 0.0000 LR: 8.532e-02 Score 98.971 Data time: 0.0847, Forward time: 0.7721, Backward time: 1.1830, DDP time: 0.0030, Total iter time: 2.1501 [2020-10-18 22:02:15,458][root][INFO] - ===> Epoch[1941](9704/5): Loss -0.6987, Sem 0.0297, dir -0.9752, norm 0.2468, swav 0.0000 LR: 8.532e-02 Score 99.042 Data time: 0.0827, Forward time: 0.7721, Backward time: 1.1830, DDP time: 0.0030, Total iter time: 2.1363 [2020-10-18 22:02:18,040][root][INFO] - ===> Epoch[1941](9705/5): Loss -0.7537, Sem 0.0305, dir -0.9767, norm 0.1925, swav 0.0000 LR: 8.532e-02 Score 98.976 Data time: 0.0808, Forward time: 0.7721, Backward time: 1.1830, DDP time: 0.0030, Total iter time: 2.4650 [2020-10-18 22:02:19,833][root][INFO] - ===> Epoch[1942](9706/5): Loss -0.7751, Sem 0.0282, dir -0.9806, norm 0.1773, swav 0.0000 LR: 8.532e-02 Score 99.070 Data time: 0.1079, Forward time: 0.7721, Backward time: 1.1830, DDP time: 0.0030, Total iter time: 1.6960 [2020-10-18 22:02:22,011][root][INFO] - ===> Epoch[1942](9707/5): Loss -0.7523, Sem 0.0289, dir -0.9774, norm 0.1962, swav 0.0000 LR: 8.531e-02 Score 99.062 Data time: 0.0854, Forward time: 0.7721, Backward time: 1.1830, DDP time: 0.0030, Total iter time: 2.0765 [2020-10-18 22:02:23,986][root][INFO] - ===> Epoch[1942](9708/5): Loss -0.7513, Sem 0.0302, dir -0.9785, norm 0.1970, swav 0.0000 LR: 8.531e-02 Score 98.990 Data time: 0.1761, Forward time: 0.7721, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 1.8680 [2020-10-18 22:02:26,149][root][INFO] - ===> Epoch[1942](9709/5): Loss -0.7602, Sem 0.0302, dir -0.9782, norm 0.1879, swav 0.0000 LR: 8.531e-02 Score 98.969 Data time: 0.0963, Forward time: 0.7721, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 2.0689 [2020-10-18 22:02:28,070][root][INFO] - ===> Epoch[1942](9710/5): Loss -0.7451, Sem 0.0265, dir -0.9787, norm 0.2071, swav 0.0000 LR: 8.531e-02 Score 99.121 Data time: 0.0673, Forward time: 0.7721, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 1.7941 [2020-10-18 22:02:30,041][root][INFO] - ===> Epoch[1943](9711/5): Loss -0.7434, Sem 0.0290, dir -0.9777, norm 0.2053, swav 0.0000 LR: 8.531e-02 Score 99.029 Data time: 0.0784, Forward time: 0.7721, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 1.8834 [2020-10-18 22:02:31,960][root][INFO] - ===> Epoch[1943](9712/5): Loss -0.7526, Sem 0.0280, dir -0.9782, norm 0.1975, swav 0.0000 LR: 8.531e-02 Score 99.081 Data time: 0.2375, Forward time: 0.7721, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.8156 [2020-10-18 22:02:34,273][root][INFO] - ===> Epoch[1943](9713/5): Loss -0.7407, Sem 0.0282, dir -0.9782, norm 0.2092, swav 0.0000 LR: 8.531e-02 Score 99.070 Data time: 0.0799, Forward time: 0.7721, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.2244 [2020-10-18 22:02:36,683][root][INFO] - ===> Epoch[1943](9714/5): Loss -0.7695, Sem 0.0288, dir -0.9785, norm 0.1802, swav 0.0000 LR: 8.530e-02 Score 99.010 Data time: 0.0762, Forward time: 0.7721, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.2833 [2020-10-18 22:02:39,422][root][INFO] - ===> Epoch[1943](9715/5): Loss -0.7468, Sem 0.0283, dir -0.9783, norm 0.2032, swav 0.0000 LR: 8.530e-02 Score 99.065 Data time: 0.0888, Forward time: 0.7721, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 2.6540 [2020-10-18 22:02:41,608][root][INFO] - ===> Epoch[1944](9716/5): Loss -0.7275, Sem 0.0275, dir -0.9772, norm 0.2221, swav 0.0000 LR: 8.530e-02 Score 99.092 Data time: 0.0944, Forward time: 0.7722, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 2.0759 [2020-10-18 22:02:43,790][root][INFO] - ===> Epoch[1944](9717/5): Loss -0.7684, Sem 0.0249, dir -0.9797, norm 0.1865, swav 0.0000 LR: 8.530e-02 Score 99.158 Data time: 0.0783, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.0601 [2020-10-18 22:02:45,762][root][INFO] - ===> Epoch[1944](9718/5): Loss -0.7660, Sem 0.0243, dir -0.9794, norm 0.1891, swav 0.0000 LR: 8.530e-02 Score 99.197 Data time: 0.0873, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.8671 [2020-10-18 22:02:48,145][root][INFO] - ===> Epoch[1944](9719/5): Loss -0.7340, Sem 0.0333, dir -0.9755, norm 0.2082, swav 0.0000 LR: 8.530e-02 Score 98.880 Data time: 0.0667, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.2669 [2020-10-18 22:02:50,063][root][INFO] - ===> Epoch[1944](9720/5): Loss -0.7685, Sem 0.0283, dir -0.9794, norm 0.1825, swav 0.0000 LR: 8.529e-02 Score 99.035 Data time: 0.1090, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.8214 [2020-10-18 22:02:52,191][root][INFO] - ===> Epoch[1945](9721/5): Loss -0.7645, Sem 0.0238, dir -0.9791, norm 0.1908, swav 0.0000 LR: 8.529e-02 Score 99.208 Data time: 0.1206, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.0175 [2020-10-18 22:02:54,624][root][INFO] - ===> Epoch[1945](9722/5): Loss -0.7390, Sem 0.0299, dir -0.9771, norm 0.2082, swav 0.0000 LR: 8.529e-02 Score 99.018 Data time: 0.0847, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.3154 [2020-10-18 22:02:56,963][root][INFO] - ===> Epoch[1945](9723/5): Loss -0.7603, Sem 0.0300, dir -0.9788, norm 0.1885, swav 0.0000 LR: 8.529e-02 Score 99.010 Data time: 0.0733, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.2261 [2020-10-18 22:02:59,062][root][INFO] - ===> Epoch[1945](9724/5): Loss -0.7317, Sem 0.0323, dir -0.9763, norm 0.2122, swav 0.0000 LR: 8.529e-02 Score 98.932 Data time: 0.0722, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.9960 [2020-10-18 22:03:01,028][root][INFO] - ===> Epoch[1945](9725/5): Loss -0.7553, Sem 0.0305, dir -0.9770, norm 0.1912, swav 0.0000 LR: 8.529e-02 Score 99.003 Data time: 0.0675, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.8343 [2020-10-18 22:03:02,998][root][INFO] - ===> Epoch[1946](9726/5): Loss -0.7479, Sem 0.0267, dir -0.9796, norm 0.2050, swav 0.0000 LR: 8.529e-02 Score 99.098 Data time: 0.0750, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.8569 [2020-10-18 22:03:05,266][root][INFO] - ===> Epoch[1946](9727/5): Loss -0.7274, Sem 0.0323, dir -0.9766, norm 0.2169, swav 0.0000 LR: 8.528e-02 Score 98.934 Data time: 0.0615, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.1408 [2020-10-18 22:03:07,462][root][INFO] - ===> Epoch[1946](9728/5): Loss -0.7520, Sem 0.0283, dir -0.9791, norm 0.1988, swav 0.0000 LR: 8.528e-02 Score 99.061 Data time: 0.1616, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.0975 [2020-10-18 22:03:09,727][root][INFO] - ===> Epoch[1946](9729/5): Loss -0.7597, Sem 0.0295, dir -0.9782, norm 0.1891, swav 0.0000 LR: 8.528e-02 Score 99.004 Data time: 0.1042, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.1630 [2020-10-18 22:03:12,237][root][INFO] - ===> Epoch[1946](9730/5): Loss -0.7450, Sem 0.0312, dir -0.9751, norm 0.1990, swav 0.0000 LR: 8.528e-02 Score 98.963 Data time: 0.0692, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.4079 [2020-10-18 22:03:14,347][root][INFO] - ===> Epoch[1947](9731/5): Loss -0.7634, Sem 0.0281, dir -0.9792, norm 0.1877, swav 0.0000 LR: 8.528e-02 Score 99.064 Data time: 0.0558, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.9990 [2020-10-18 22:03:16,505][root][INFO] - ===> Epoch[1947](9732/5): Loss -0.7504, Sem 0.0282, dir -0.9788, norm 0.2002, swav 0.0000 LR: 8.528e-02 Score 99.074 Data time: 0.0612, Forward time: 0.7721, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.0953 [2020-10-18 22:03:18,618][root][INFO] - ===> Epoch[1947](9733/5): Loss -0.7641, Sem 0.0270, dir -0.9797, norm 0.1886, swav 0.0000 LR: 8.527e-02 Score 99.105 Data time: 0.0930, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.0262 [2020-10-18 22:03:20,622][root][INFO] - ===> Epoch[1947](9734/5): Loss -0.7570, Sem 0.0300, dir -0.9782, norm 0.1911, swav 0.0000 LR: 8.527e-02 Score 98.992 Data time: 0.0953, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.8955 [2020-10-18 22:03:22,713][root][INFO] - ===> Epoch[1947](9735/5): Loss -0.7515, Sem 0.0289, dir -0.9780, norm 0.1976, swav 0.0000 LR: 8.527e-02 Score 99.030 Data time: 0.0532, Forward time: 0.7721, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.9974 [2020-10-18 22:03:24,583][root][INFO] - ===> Epoch[1948](9736/5): Loss -0.7626, Sem 0.0280, dir -0.9789, norm 0.1883, swav 0.0000 LR: 8.527e-02 Score 99.089 Data time: 0.0718, Forward time: 0.7721, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.7852 [2020-10-18 22:03:27,275][root][INFO] - ===> Epoch[1948](9737/5): Loss -0.7387, Sem 0.0279, dir -0.9761, norm 0.2096, swav 0.0000 LR: 8.527e-02 Score 99.074 Data time: 0.0819, Forward time: 0.7721, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.6016 [2020-10-18 22:03:29,492][root][INFO] - ===> Epoch[1948](9738/5): Loss -0.7233, Sem 0.0320, dir -0.9747, norm 0.2193, swav 0.0000 LR: 8.527e-02 Score 98.940 Data time: 0.0813, Forward time: 0.7721, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.1033 [2020-10-18 22:03:31,731][root][INFO] - ===> Epoch[1948](9739/5): Loss -0.7619, Sem 0.0278, dir -0.9814, norm 0.1917, swav 0.0000 LR: 8.527e-02 Score 99.099 Data time: 0.0817, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.1356 [2020-10-18 22:03:34,032][root][INFO] - ===> Epoch[1948](9740/5): Loss -0.7431, Sem 0.0333, dir -0.9765, norm 0.2001, swav 0.0000 LR: 8.526e-02 Score 98.882 Data time: 0.0678, Forward time: 0.7721, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.1659 [2020-10-18 22:03:36,180][root][INFO] - ===> Epoch[1949](9741/5): Loss -0.7560, Sem 0.0331, dir -0.9765, norm 0.1874, swav 0.0000 LR: 8.526e-02 Score 98.907 Data time: 0.0635, Forward time: 0.7721, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.0670 [2020-10-18 22:03:38,642][root][INFO] - ===> Epoch[1949](9742/5): Loss -0.7519, Sem 0.0345, dir -0.9786, norm 0.1921, swav 0.0000 LR: 8.526e-02 Score 98.906 Data time: 0.0640, Forward time: 0.7721, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.3642 [2020-10-18 22:03:41,077][root][INFO] - ===> Epoch[1949](9743/5): Loss -0.7608, Sem 0.0309, dir -0.9766, norm 0.1849, swav 0.0000 LR: 8.526e-02 Score 98.958 Data time: 0.0525, Forward time: 0.7721, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.3423 [2020-10-18 22:03:43,233][root][INFO] - ===> Epoch[1949](9744/5): Loss -0.7648, Sem 0.0278, dir -0.9799, norm 0.1874, swav 0.0000 LR: 8.526e-02 Score 99.077 Data time: 0.0697, Forward time: 0.7721, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 2.0718 [2020-10-18 22:03:45,529][root][INFO] - ===> Epoch[1949](9745/5): Loss -0.7455, Sem 0.0334, dir -0.9761, norm 0.1972, swav 0.0000 LR: 8.526e-02 Score 98.916 Data time: 0.0805, Forward time: 0.7721, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 2.1934 [2020-10-18 22:03:47,502][root][INFO] - ===> Epoch[1950](9746/5): Loss -0.7484, Sem 0.0331, dir -0.9777, norm 0.1962, swav 0.0000 LR: 8.525e-02 Score 98.866 Data time: 0.0729, Forward time: 0.7721, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.7297 [2020-10-18 22:03:49,608][root][INFO] - ===> Epoch[1950](9747/5): Loss -0.7495, Sem 0.0286, dir -0.9794, norm 0.2013, swav 0.0000 LR: 8.525e-02 Score 99.044 Data time: 0.2964, Forward time: 0.7721, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.0107 [2020-10-18 22:03:51,829][root][INFO] - ===> Epoch[1950](9748/5): Loss -0.7314, Sem 0.0313, dir -0.9773, norm 0.2146, swav 0.0000 LR: 8.525e-02 Score 98.987 Data time: 0.0792, Forward time: 0.7721, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.1235 [2020-10-18 22:03:54,232][root][INFO] - ===> Epoch[1950](9749/5): Loss -0.7577, Sem 0.0325, dir -0.9782, norm 0.1880, swav 0.0000 LR: 8.525e-02 Score 98.929 Data time: 0.0934, Forward time: 0.7721, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.2847 [2020-10-18 22:03:56,513][root][INFO] - ===> Epoch[1950](9750/5): Loss -0.7542, Sem 0.0319, dir -0.9777, norm 0.1916, swav 0.0000 LR: 8.525e-02 Score 98.940 Data time: 0.0778, Forward time: 0.7721, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.1616 [2020-10-18 22:03:58,739][root][INFO] - ===> Epoch[1951](9751/5): Loss -0.7528, Sem 0.0312, dir -0.9778, norm 0.1937, swav 0.0000 LR: 8.525e-02 Score 98.957 Data time: 0.0906, Forward time: 0.7721, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.1132 [2020-10-18 22:04:01,254][root][INFO] - ===> Epoch[1951](9752/5): Loss -0.7348, Sem 0.0427, dir -0.9760, norm 0.1985, swav 0.0000 LR: 8.525e-02 Score 98.750 Data time: 0.0598, Forward time: 0.7721, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.4093 [2020-10-18 22:04:03,327][root][INFO] - ===> Epoch[1951](9753/5): Loss -0.7288, Sem 0.0352, dir -0.9745, norm 0.2106, swav 0.0000 LR: 8.524e-02 Score 98.836 Data time: 0.0958, Forward time: 0.7721, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.9866 [2020-10-18 22:04:05,492][root][INFO] - ===> Epoch[1951](9754/5): Loss -0.7267, Sem 0.0400, dir -0.9798, norm 0.2130, swav 0.0000 LR: 8.524e-02 Score 98.734 Data time: 0.0777, Forward time: 0.7721, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.0599 [2020-10-18 22:04:07,901][root][INFO] - ===> Epoch[1951](9755/5): Loss -0.7363, Sem 0.0299, dir -0.9769, norm 0.2107, swav 0.0000 LR: 8.524e-02 Score 98.989 Data time: 0.0793, Forward time: 0.7721, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.3076 [2020-10-18 22:04:09,966][root][INFO] - ===> Epoch[1952](9756/5): Loss -0.7436, Sem 0.0318, dir -0.9773, norm 0.2019, swav 0.0000 LR: 8.524e-02 Score 98.939 Data time: 0.1920, Forward time: 0.7721, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.9658 [2020-10-18 22:04:12,367][root][INFO] - ===> Epoch[1952](9757/5): Loss -0.7396, Sem 0.0330, dir -0.9783, norm 0.2056, swav 0.0000 LR: 8.524e-02 Score 98.887 Data time: 0.1486, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.2939 [2020-10-18 22:04:14,231][root][INFO] - ===> Epoch[1952](9758/5): Loss -0.7150, Sem 0.0491, dir -0.9752, norm 0.2111, swav 0.0000 LR: 8.524e-02 Score 98.575 Data time: 0.0740, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.7578 [2020-10-18 22:04:16,725][root][INFO] - ===> Epoch[1952](9759/5): Loss -0.7295, Sem 0.0364, dir -0.9773, norm 0.2114, swav 0.0000 LR: 8.523e-02 Score 98.804 Data time: 0.0746, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.4138 [2020-10-18 22:04:19,022][root][INFO] - ===> Epoch[1952](9760/5): Loss -0.7465, Sem 0.0329, dir -0.9766, norm 0.1972, swav 0.0000 LR: 8.523e-02 Score 98.948 Data time: 0.0657, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.2165 [2020-10-18 22:04:21,682][root][INFO] - ===> Epoch[1953](9761/5): Loss -0.7278, Sem 0.0325, dir -0.9776, norm 0.2173, swav 0.0000 LR: 8.523e-02 Score 98.920 Data time: 0.0763, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.5807 [2020-10-18 22:04:23,813][root][INFO] - ===> Epoch[1953](9762/5): Loss -0.7251, Sem 0.0394, dir -0.9755, norm 0.2109, swav 0.0000 LR: 8.523e-02 Score 98.705 Data time: 0.0942, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.0328 [2020-10-18 22:04:25,884][root][INFO] - ===> Epoch[1953](9763/5): Loss -0.7361, Sem 0.0322, dir -0.9787, norm 0.2104, swav 0.0000 LR: 8.523e-02 Score 98.927 Data time: 0.0778, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.9462 [2020-10-18 22:04:27,986][root][INFO] - ===> Epoch[1953](9764/5): Loss -0.7374, Sem 0.0341, dir -0.9783, norm 0.2068, swav 0.0000 LR: 8.523e-02 Score 98.880 Data time: 0.0756, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.9928 [2020-10-18 22:04:29,989][root][INFO] - ===> Epoch[1953](9765/5): Loss -0.7189, Sem 0.0308, dir -0.9758, norm 0.2261, swav 0.0000 LR: 8.523e-02 Score 98.979 Data time: 0.0827, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.8900 [2020-10-18 22:04:32,606][root][INFO] - ===> Epoch[1954](9766/5): Loss -0.7258, Sem 0.0344, dir -0.9774, norm 0.2172, swav 0.0000 LR: 8.522e-02 Score 98.860 Data time: 0.0629, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.5354 [2020-10-18 22:04:34,429][root][INFO] - ===> Epoch[1954](9767/5): Loss -0.7189, Sem 0.0385, dir -0.9761, norm 0.2187, swav 0.0000 LR: 8.522e-02 Score 98.736 Data time: 0.0744, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.7531 [2020-10-18 22:04:36,533][root][INFO] - ===> Epoch[1954](9768/5): Loss -0.7261, Sem 0.0369, dir -0.9742, norm 0.2113, swav 0.0000 LR: 8.522e-02 Score 98.767 Data time: 0.0930, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.9881 [2020-10-18 22:04:38,609][root][INFO] - ===> Epoch[1954](9769/5): Loss -0.7406, Sem 0.0292, dir -0.9786, norm 0.2088, swav 0.0000 LR: 8.522e-02 Score 99.030 Data time: 0.1484, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.9713 [2020-10-18 22:04:41,254][root][INFO] - ===> Epoch[1954](9770/5): Loss -0.7169, Sem 0.0334, dir -0.9750, norm 0.2246, swav 0.0000 LR: 8.522e-02 Score 98.884 Data time: 0.0781, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.5466 [2020-10-18 22:04:43,237][root][INFO] - ===> Epoch[1955](9771/5): Loss -0.7537, Sem 0.0327, dir -0.9778, norm 0.1914, swav 0.0000 LR: 8.522e-02 Score 98.916 Data time: 0.0755, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.8627 [2020-10-18 22:04:45,269][root][INFO] - ===> Epoch[1955](9772/5): Loss -0.7317, Sem 0.0378, dir -0.9762, norm 0.2066, swav 0.0000 LR: 8.522e-02 Score 98.821 Data time: 0.0643, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.9446 [2020-10-18 22:04:47,643][root][INFO] - ===> Epoch[1955](9773/5): Loss -0.7251, Sem 0.0321, dir -0.9761, norm 0.2188, swav 0.0000 LR: 8.521e-02 Score 98.946 Data time: 0.0793, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.2826 [2020-10-18 22:04:49,734][root][INFO] - ===> Epoch[1955](9774/5): Loss -0.7361, Sem 0.0334, dir -0.9749, norm 0.2054, swav 0.0000 LR: 8.521e-02 Score 98.870 Data time: 0.0854, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.9803 [2020-10-18 22:04:51,983][root][INFO] - ===> Epoch[1955](9775/5): Loss -0.7394, Sem 0.0310, dir -0.9771, norm 0.2067, swav 0.0000 LR: 8.521e-02 Score 98.971 Data time: 0.0566, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.1016 [2020-10-18 22:04:53,949][root][INFO] - ===> Epoch[1956](9776/5): Loss -0.7492, Sem 0.0292, dir -0.9795, norm 0.2012, swav 0.0000 LR: 8.521e-02 Score 99.018 Data time: 0.0515, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.8675 [2020-10-18 22:04:56,318][root][INFO] - ===> Epoch[1956](9777/5): Loss -0.7340, Sem 0.0328, dir -0.9780, norm 0.2113, swav 0.0000 LR: 8.521e-02 Score 98.920 Data time: 0.0977, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.2708 [2020-10-18 22:04:58,225][root][INFO] - ===> Epoch[1956](9778/5): Loss -0.7297, Sem 0.0360, dir -0.9779, norm 0.2121, swav 0.0000 LR: 8.521e-02 Score 98.832 Data time: 0.0781, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.7884 [2020-10-18 22:05:00,755][root][INFO] - ===> Epoch[1956](9779/5): Loss -0.7326, Sem 0.0360, dir -0.9767, norm 0.2080, swav 0.0000 LR: 8.520e-02 Score 98.787 Data time: 0.0801, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.4137 [2020-10-18 22:05:02,644][root][INFO] - ===> Epoch[1956](9780/5): Loss -0.7225, Sem 0.0349, dir -0.9732, norm 0.2158, swav 0.0000 LR: 8.520e-02 Score 98.833 Data time: 0.0565, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.7652 [2020-10-18 22:05:05,312][root][INFO] - ===> Epoch[1957](9781/5): Loss -0.7218, Sem 0.0384, dir -0.9759, norm 0.2157, swav 0.0000 LR: 8.520e-02 Score 98.789 Data time: 0.0810, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.5509 [2020-10-18 22:05:07,710][root][INFO] - ===> Epoch[1957](9782/5): Loss -0.7529, Sem 0.0318, dir -0.9780, norm 0.1933, swav 0.0000 LR: 8.520e-02 Score 98.918 Data time: 0.0555, Forward time: 0.7722, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.2633 [2020-10-18 22:05:09,591][root][INFO] - ===> Epoch[1957](9783/5): Loss -0.7490, Sem 0.0330, dir -0.9785, norm 0.1965, swav 0.0000 LR: 8.520e-02 Score 98.919 Data time: 0.0894, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.7534 [2020-10-18 22:05:11,777][root][INFO] - ===> Epoch[1957](9784/5): Loss -0.7346, Sem 0.0400, dir -0.9750, norm 0.2004, swav 0.0000 LR: 8.520e-02 Score 98.685 Data time: 0.0669, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.0919 [2020-10-18 22:05:13,777][root][INFO] - ===> Epoch[1957](9785/5): Loss -0.7489, Sem 0.0314, dir -0.9779, norm 0.1976, swav 0.0000 LR: 8.520e-02 Score 98.948 Data time: 0.0860, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.8844 [2020-10-18 22:05:15,818][root][INFO] - ===> Epoch[1958](9786/5): Loss -0.7531, Sem 0.0358, dir -0.9769, norm 0.1879, swav 0.0000 LR: 8.519e-02 Score 98.811 Data time: 0.0567, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.9232 [2020-10-18 22:05:17,926][root][INFO] - ===> Epoch[1958](9787/5): Loss -0.7467, Sem 0.0299, dir -0.9795, norm 0.2029, swav 0.0000 LR: 8.519e-02 Score 99.032 Data time: 0.0865, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.0117 [2020-10-18 22:05:20,141][root][INFO] - ===> Epoch[1958](9788/5): Loss -0.7413, Sem 0.0349, dir -0.9760, norm 0.1998, swav 0.0000 LR: 8.519e-02 Score 98.864 Data time: 0.0866, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.0951 [2020-10-18 22:05:22,572][root][INFO] - ===> Epoch[1958](9789/5): Loss -0.7588, Sem 0.0300, dir -0.9777, norm 0.1889, swav 0.0000 LR: 8.519e-02 Score 99.014 Data time: 0.0773, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.3166 [2020-10-18 22:05:24,606][root][INFO] - ===> Epoch[1958](9790/5): Loss -0.7558, Sem 0.0301, dir -0.9795, norm 0.1936, swav 0.0000 LR: 8.519e-02 Score 99.001 Data time: 0.0760, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.9288 [2020-10-18 22:05:26,509][root][INFO] - ===> Epoch[1959](9791/5): Loss -0.7531, Sem 0.0335, dir -0.9780, norm 0.1915, swav 0.0000 LR: 8.519e-02 Score 98.901 Data time: 0.0691, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.8021 [2020-10-18 22:05:28,949][root][INFO] - ===> Epoch[1959](9792/5): Loss -0.7482, Sem 0.0342, dir -0.9765, norm 0.1940, swav 0.0000 LR: 8.518e-02 Score 98.869 Data time: 0.0874, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.3328 [2020-10-18 22:05:31,585][root][INFO] - ===> Epoch[1959](9793/5): Loss -0.7515, Sem 0.0307, dir -0.9766, norm 0.1944, swav 0.0000 LR: 8.518e-02 Score 99.015 Data time: 0.1120, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.5262 [2020-10-18 22:05:33,794][root][INFO] - ===> Epoch[1959](9794/5): Loss -0.7572, Sem 0.0292, dir -0.9773, norm 0.1909, swav 0.0000 LR: 8.518e-02 Score 99.004 Data time: 0.1304, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.1049 [2020-10-18 22:05:36,012][root][INFO] - ===> Epoch[1959](9795/5): Loss -0.7460, Sem 0.0333, dir -0.9768, norm 0.1974, swav 0.0000 LR: 8.518e-02 Score 98.931 Data time: 0.0701, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.1131 [2020-10-18 22:05:38,088][root][INFO] - ===> Epoch[1960](9796/5): Loss -0.7463, Sem 0.0289, dir -0.9768, norm 0.2016, swav 0.0000 LR: 8.518e-02 Score 99.017 Data time: 0.0593, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.9785 [2020-10-18 22:05:40,179][root][INFO] - ===> Epoch[1960](9797/5): Loss -0.7664, Sem 0.0279, dir -0.9788, norm 0.1845, swav 0.0000 LR: 8.518e-02 Score 99.044 Data time: 0.0980, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.0355 [2020-10-18 22:05:42,490][root][INFO] - ===> Epoch[1960](9798/5): Loss -0.7263, Sem 0.0370, dir -0.9734, norm 0.2101, swav 0.0000 LR: 8.518e-02 Score 98.757 Data time: 0.1575, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.2053 [2020-10-18 22:05:44,608][root][INFO] - ===> Epoch[1960](9799/5): Loss -0.7394, Sem 0.0308, dir -0.9761, norm 0.2059, swav 0.0000 LR: 8.517e-02 Score 98.969 Data time: 0.0567, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.0058 [2020-10-18 22:05:47,078][root][INFO] - ===> Epoch[1960](9800/5): Loss -0.7543, Sem 0.0294, dir -0.9782, norm 0.1945, swav 0.0000 LR: 8.517e-02 Score 99.026 Data time: 0.0948, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.3889 [2020-10-18 22:05:48,083][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 22:05:48,239][root][INFO] - ===> Start testing [2020-10-18 22:06:25,943][root][INFO] - 68/68: Data time: 0.0030, Iter time: 0.1940 Loss 1.306 (AVG: 0.501) Score 78.225 (AVG: 90.251) mIOU 69.657 mAP 84.421 mAcc 76.195 IOU: 60.678 0.000 85.179 72.973 93.303 91.859 36.683 81.812 96.846 58.288 81.500 86.356 60.068 mAP: 82.418 10.480 95.328 88.237 98.767 98.337 63.905 96.639 99.712 81.767 94.268 95.168 92.447 mAcc: 80.479 0.000 89.596 81.190 95.224 95.133 38.900 93.178 98.263 67.966 89.684 95.519 65.406 [2020-10-18 22:06:25,945][root][INFO] - Finished test. Elapsed time: 37.7033 [2020-10-18 22:06:28,938][root][INFO] - [2020-10-18 22:06:28,938][root][INFO] - ################################################################ [2020-10-18 22:06:28,938][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 22:06:28,938][root][INFO] - ################################################################ [2020-10-18 22:06:28,938][root][INFO] - clutter : nan nan nan [2020-10-18 22:06:28,938][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 22:06:28,939][root][INFO] - board : 0.742 0.842 0.904 [2020-10-18 22:06:28,939][root][INFO] - bookcase : 0.262 0.413 0.534 [2020-10-18 22:06:28,939][root][INFO] - ceiling : 0.521 0.561 0.638 [2020-10-18 22:06:28,939][root][INFO] - chair : 0.821 0.902 0.914 [2020-10-18 22:06:28,939][root][INFO] - column : 0.174 0.252 0.415 [2020-10-18 22:06:28,939][root][INFO] - door : 0.700 0.895 0.966 [2020-10-18 22:06:28,939][root][INFO] - floor : 0.795 0.795 0.906 [2020-10-18 22:06:28,939][root][INFO] - sofa : 0.374 0.636 0.636 [2020-10-18 22:06:28,939][root][INFO] - table : 0.135 0.295 0.621 [2020-10-18 22:06:28,939][root][INFO] - wall : 0.502 0.700 0.797 [2020-10-18 22:06:28,939][root][INFO] - window : 0.500 0.763 0.783 [2020-10-18 22:06:28,939][root][INFO] - ---------------------------------------------------------------- [2020-10-18 22:06:28,939][root][INFO] - average : 0.461 0.588 0.676 [2020-10-18 22:06:28,939][root][INFO] - [2020-10-18 22:06:29,126][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 22:06:29,127][root][INFO] - Current best mIoU: 69.713 at iter 9600 [2020-10-18 22:06:30,621][root][INFO] - ===> Epoch[1961](9801/5): Loss -0.7511, Sem 0.0306, dir -0.9770, norm 0.1953, swav 0.0000 LR: 8.517e-02 Score 98.981 Data time: 0.0498, Forward time: 0.7722, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.4885 [2020-10-18 22:06:32,782][root][INFO] - ===> Epoch[1961](9802/5): Loss -0.7577, Sem 0.0277, dir -0.9791, norm 0.1936, swav 0.0000 LR: 8.517e-02 Score 99.074 Data time: 0.0633, Forward time: 0.7722, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.0717 [2020-10-18 22:06:35,385][root][INFO] - ===> Epoch[1961](9803/5): Loss -0.7349, Sem 0.0320, dir -0.9752, norm 0.2082, swav 0.0000 LR: 8.517e-02 Score 98.930 Data time: 0.0638, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.5179 [2020-10-18 22:06:37,220][root][INFO] - ===> Epoch[1961](9804/5): Loss -0.7646, Sem 0.0284, dir -0.9795, norm 0.1865, swav 0.0000 LR: 8.517e-02 Score 99.052 Data time: 0.0680, Forward time: 0.7722, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.7277 [2020-10-18 22:06:39,632][root][INFO] - ===> Epoch[1961](9805/5): Loss -0.7562, Sem 0.0300, dir -0.9770, norm 0.1908, swav 0.0000 LR: 8.516e-02 Score 99.016 Data time: 0.0813, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.3216 [2020-10-18 22:06:41,844][root][INFO] - ===> Epoch[1962](9806/5): Loss -0.7503, Sem 0.0275, dir -0.9807, norm 0.2030, swav 0.0000 LR: 8.516e-02 Score 99.082 Data time: 0.0854, Forward time: 0.7722, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.0957 [2020-10-18 22:06:44,068][root][INFO] - ===> Epoch[1962](9807/5): Loss -0.7282, Sem 0.0315, dir -0.9774, norm 0.2177, swav 0.0000 LR: 8.516e-02 Score 98.932 Data time: 0.0878, Forward time: 0.7722, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.1065 [2020-10-18 22:06:46,115][root][INFO] - ===> Epoch[1962](9808/5): Loss -0.7640, Sem 0.0280, dir -0.9787, norm 0.1867, swav 0.0000 LR: 8.516e-02 Score 99.050 Data time: 0.0719, Forward time: 0.7722, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9420 [2020-10-18 22:06:48,171][root][INFO] - ===> Epoch[1962](9809/5): Loss -0.7562, Sem 0.0281, dir -0.9780, norm 0.1937, swav 0.0000 LR: 8.516e-02 Score 99.082 Data time: 0.0764, Forward time: 0.7722, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9477 [2020-10-18 22:06:50,233][root][INFO] - ===> Epoch[1962](9810/5): Loss -0.7167, Sem 0.0342, dir -0.9757, norm 0.2248, swav 0.0000 LR: 8.516e-02 Score 98.886 Data time: 0.0607, Forward time: 0.7722, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9538 [2020-10-18 22:06:52,466][root][INFO] - ===> Epoch[1963](9811/5): Loss -0.7454, Sem 0.0287, dir -0.9776, norm 0.2035, swav 0.0000 LR: 8.516e-02 Score 99.072 Data time: 0.0650, Forward time: 0.7722, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.1473 [2020-10-18 22:06:54,745][root][INFO] - ===> Epoch[1963](9812/5): Loss -0.7512, Sem 0.0286, dir -0.9792, norm 0.1994, swav 0.0000 LR: 8.515e-02 Score 99.062 Data time: 0.0774, Forward time: 0.7722, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.1801 [2020-10-18 22:06:57,325][root][INFO] - ===> Epoch[1963](9813/5): Loss -0.7280, Sem 0.0302, dir -0.9771, norm 0.2190, swav 0.0000 LR: 8.515e-02 Score 99.016 Data time: 0.0671, Forward time: 0.7721, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.4658 [2020-10-18 22:06:59,528][root][INFO] - ===> Epoch[1963](9814/5): Loss -0.7318, Sem 0.0305, dir -0.9774, norm 0.2150, swav 0.0000 LR: 8.515e-02 Score 98.977 Data time: 0.0544, Forward time: 0.7721, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.1055 [2020-10-18 22:07:01,321][root][INFO] - ===> Epoch[1963](9815/5): Loss -0.7735, Sem 0.0294, dir -0.9791, norm 0.1761, swav 0.0000 LR: 8.515e-02 Score 98.979 Data time: 0.0762, Forward time: 0.7721, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.7083 [2020-10-18 22:07:03,347][root][INFO] - ===> Epoch[1964](9816/5): Loss -0.7356, Sem 0.0311, dir -0.9776, norm 0.2109, swav 0.0000 LR: 8.515e-02 Score 98.941 Data time: 0.0793, Forward time: 0.7721, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9203 [2020-10-18 22:07:05,321][root][INFO] - ===> Epoch[1964](9817/5): Loss -0.7538, Sem 0.0288, dir -0.9769, norm 0.1943, swav 0.0000 LR: 8.515e-02 Score 99.055 Data time: 0.0621, Forward time: 0.7721, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.8638 [2020-10-18 22:07:07,536][root][INFO] - ===> Epoch[1964](9818/5): Loss -0.7378, Sem 0.0314, dir -0.9748, norm 0.2055, swav 0.0000 LR: 8.514e-02 Score 98.926 Data time: 0.0762, Forward time: 0.7721, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.1179 [2020-10-18 22:07:09,449][root][INFO] - ===> Epoch[1964](9819/5): Loss -0.7519, Sem 0.0244, dir -0.9794, norm 0.2031, swav 0.0000 LR: 8.514e-02 Score 99.178 Data time: 0.0644, Forward time: 0.7721, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.7997 [2020-10-18 22:07:11,845][root][INFO] - ===> Epoch[1964](9820/5): Loss -0.7596, Sem 0.0284, dir -0.9784, norm 0.1903, swav 0.0000 LR: 8.514e-02 Score 99.042 Data time: 0.0780, Forward time: 0.7721, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.2994 [2020-10-18 22:07:14,006][root][INFO] - ===> Epoch[1965](9821/5): Loss -0.7420, Sem 0.0293, dir -0.9776, norm 0.2064, swav 0.0000 LR: 8.514e-02 Score 99.028 Data time: 0.0540, Forward time: 0.7721, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.0423 [2020-10-18 22:07:16,354][root][INFO] - ===> Epoch[1965](9822/5): Loss -0.7722, Sem 0.0238, dir -0.9808, norm 0.1848, swav 0.0000 LR: 8.514e-02 Score 99.186 Data time: 0.0704, Forward time: 0.7721, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.2713 [2020-10-18 22:07:18,655][root][INFO] - ===> Epoch[1965](9823/5): Loss -0.7367, Sem 0.0303, dir -0.9766, norm 0.2097, swav 0.0000 LR: 8.514e-02 Score 98.987 Data time: 0.0922, Forward time: 0.7721, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.2018 [2020-10-18 22:07:20,860][root][INFO] - ===> Epoch[1965](9824/5): Loss -0.7574, Sem 0.0297, dir -0.9790, norm 0.1919, swav 0.0000 LR: 8.514e-02 Score 98.992 Data time: 0.0624, Forward time: 0.7721, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.0960 [2020-10-18 22:07:22,914][root][INFO] - ===> Epoch[1965](9825/5): Loss -0.7575, Sem 0.0267, dir -0.9795, norm 0.1952, swav 0.0000 LR: 8.513e-02 Score 99.117 Data time: 0.0899, Forward time: 0.7721, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9481 [2020-10-18 22:07:25,002][root][INFO] - ===> Epoch[1966](9826/5): Loss -0.7413, Sem 0.0310, dir -0.9773, norm 0.2050, swav 0.0000 LR: 8.513e-02 Score 98.956 Data time: 0.1035, Forward time: 0.7721, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9563 [2020-10-18 22:07:26,945][root][INFO] - ===> Epoch[1966](9827/5): Loss -0.7719, Sem 0.0271, dir -0.9784, norm 0.1794, swav 0.0000 LR: 8.513e-02 Score 99.096 Data time: 0.0757, Forward time: 0.7721, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.8483 [2020-10-18 22:07:29,159][root][INFO] - ===> Epoch[1966](9828/5): Loss -0.7538, Sem 0.0306, dir -0.9776, norm 0.1931, swav 0.0000 LR: 8.513e-02 Score 98.978 Data time: 0.0780, Forward time: 0.7721, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.1158 [2020-10-18 22:07:31,087][root][INFO] - ===> Epoch[1966](9829/5): Loss -0.7642, Sem 0.0278, dir -0.9799, norm 0.1880, swav 0.0000 LR: 8.513e-02 Score 99.065 Data time: 0.0629, Forward time: 0.7721, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.8230 [2020-10-18 22:07:33,375][root][INFO] - ===> Epoch[1966](9830/5): Loss -0.7569, Sem 0.0264, dir -0.9780, norm 0.1947, swav 0.0000 LR: 8.513e-02 Score 99.138 Data time: 0.0786, Forward time: 0.7721, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.1696 [2020-10-18 22:07:35,710][root][INFO] - ===> Epoch[1967](9831/5): Loss -0.7795, Sem 0.0282, dir -0.9796, norm 0.1718, swav 0.0000 LR: 8.512e-02 Score 99.052 Data time: 0.0660, Forward time: 0.7721, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.2259 [2020-10-18 22:07:38,053][root][INFO] - ===> Epoch[1967](9832/5): Loss -0.7536, Sem 0.0310, dir -0.9769, norm 0.1923, swav 0.0000 LR: 8.512e-02 Score 98.976 Data time: 0.0784, Forward time: 0.7721, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.2407 [2020-10-18 22:07:39,862][root][INFO] - ===> Epoch[1967](9833/5): Loss -0.7726, Sem 0.0288, dir -0.9797, norm 0.1783, swav 0.0000 LR: 8.512e-02 Score 99.027 Data time: 0.0716, Forward time: 0.7721, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.6979 [2020-10-18 22:07:42,056][root][INFO] - ===> Epoch[1967](9834/5): Loss -0.7664, Sem 0.0281, dir -0.9792, norm 0.1846, swav 0.0000 LR: 8.512e-02 Score 99.058 Data time: 0.0725, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.0915 [2020-10-18 22:07:44,739][root][INFO] - ===> Epoch[1967](9835/5): Loss -0.7713, Sem 0.0279, dir -0.9793, norm 0.1801, swav 0.0000 LR: 8.512e-02 Score 99.079 Data time: 0.0537, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.5706 [2020-10-18 22:07:47,417][root][INFO] - ===> Epoch[1968](9836/5): Loss -0.7564, Sem 0.0288, dir -0.9790, norm 0.1939, swav 0.0000 LR: 8.512e-02 Score 99.041 Data time: 0.0695, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.5835 [2020-10-18 22:07:49,423][root][INFO] - ===> Epoch[1968](9837/5): Loss -0.7653, Sem 0.0298, dir -0.9785, norm 0.1835, swav 0.0000 LR: 8.512e-02 Score 98.991 Data time: 0.0824, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.8866 [2020-10-18 22:07:51,542][root][INFO] - ===> Epoch[1968](9838/5): Loss -0.7553, Sem 0.0279, dir -0.9751, norm 0.1920, swav 0.0000 LR: 8.511e-02 Score 99.079 Data time: 0.0911, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.0281 [2020-10-18 22:07:53,619][root][INFO] - ===> Epoch[1968](9839/5): Loss -0.7646, Sem 0.0237, dir -0.9808, norm 0.1924, swav 0.0000 LR: 8.511e-02 Score 99.205 Data time: 0.0798, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.9616 [2020-10-18 22:07:55,739][root][INFO] - ===> Epoch[1968](9840/5): Loss -0.7460, Sem 0.0301, dir -0.9765, norm 0.2005, swav 0.0000 LR: 8.511e-02 Score 99.013 Data time: 0.0829, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9944 [2020-10-18 22:07:58,308][root][INFO] - ===> Epoch[1969](9841/5): Loss -0.7370, Sem 0.0301, dir -0.9764, norm 0.2092, swav 0.0000 LR: 8.511e-02 Score 98.992 Data time: 0.0564, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.4407 [2020-10-18 22:08:00,583][root][INFO] - ===> Epoch[1969](9842/5): Loss -0.7436, Sem 0.0252, dir -0.9792, norm 0.2105, swav 0.0000 LR: 8.511e-02 Score 99.165 Data time: 0.0925, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.1778 [2020-10-18 22:08:02,887][root][INFO] - ===> Epoch[1969](9843/5): Loss -0.7646, Sem 0.0283, dir -0.9776, norm 0.1848, swav 0.0000 LR: 8.511e-02 Score 99.060 Data time: 0.0587, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.1792 [2020-10-18 22:08:04,726][root][INFO] - ===> Epoch[1969](9844/5): Loss -0.7423, Sem 0.0262, dir -0.9782, norm 0.2097, swav 0.0000 LR: 8.511e-02 Score 99.119 Data time: 0.1091, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.7631 [2020-10-18 22:08:07,058][root][INFO] - ===> Epoch[1969](9845/5): Loss -0.7455, Sem 0.0334, dir -0.9757, norm 0.1968, swav 0.0000 LR: 8.510e-02 Score 98.903 Data time: 0.0969, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.2336 [2020-10-18 22:08:09,072][root][INFO] - ===> Epoch[1970](9846/5): Loss -0.7583, Sem 0.0293, dir -0.9795, norm 0.1919, swav 0.0000 LR: 8.510e-02 Score 99.023 Data time: 0.0581, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9029 [2020-10-18 22:08:11,356][root][INFO] - ===> Epoch[1970](9847/5): Loss -0.7621, Sem 0.0226, dir -0.9800, norm 0.1953, swav 0.0000 LR: 8.510e-02 Score 99.271 Data time: 0.0862, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.1933 [2020-10-18 22:08:13,449][root][INFO] - ===> Epoch[1970](9848/5): Loss -0.7493, Sem 0.0318, dir -0.9784, norm 0.1972, swav 0.0000 LR: 8.510e-02 Score 98.921 Data time: 0.0672, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9873 [2020-10-18 22:08:15,895][root][INFO] - ===> Epoch[1970](9849/5): Loss -0.7418, Sem 0.0308, dir -0.9768, norm 0.2042, swav 0.0000 LR: 8.510e-02 Score 98.960 Data time: 0.0733, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.3480 [2020-10-18 22:08:18,013][root][INFO] - ===> Epoch[1970](9850/5): Loss -0.7401, Sem 0.0312, dir -0.9751, norm 0.2038, swav 0.0000 LR: 8.510e-02 Score 98.922 Data time: 0.0765, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.0134 [2020-10-18 22:08:20,669][root][INFO] - ===> Epoch[1971](9851/5): Loss -0.7481, Sem 0.0286, dir -0.9783, norm 0.2016, swav 0.0000 LR: 8.509e-02 Score 99.043 Data time: 0.0574, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.5461 [2020-10-18 22:08:22,511][root][INFO] - ===> Epoch[1971](9852/5): Loss -0.7500, Sem 0.0284, dir -0.9784, norm 0.2000, swav 0.0000 LR: 8.509e-02 Score 99.068 Data time: 0.0629, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.7778 [2020-10-18 22:08:24,768][root][INFO] - ===> Epoch[1971](9853/5): Loss -0.7539, Sem 0.0316, dir -0.9787, norm 0.1932, swav 0.0000 LR: 8.509e-02 Score 98.960 Data time: 0.0659, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.1895 [2020-10-18 22:08:27,106][root][INFO] - ===> Epoch[1971](9854/5): Loss -0.7726, Sem 0.0273, dir -0.9797, norm 0.1798, swav 0.0000 LR: 8.509e-02 Score 99.133 Data time: 0.0491, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.2544 [2020-10-18 22:08:29,340][root][INFO] - ===> Epoch[1971](9855/5): Loss -0.7242, Sem 0.0303, dir -0.9759, norm 0.2213, swav 0.0000 LR: 8.509e-02 Score 98.996 Data time: 0.0766, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.1672 [2020-10-18 22:08:31,484][root][INFO] - ===> Epoch[1972](9856/5): Loss -0.7757, Sem 0.0278, dir -0.9803, norm 0.1769, swav 0.0000 LR: 8.509e-02 Score 99.065 Data time: 0.1030, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.0318 [2020-10-18 22:08:33,512][root][INFO] - ===> Epoch[1972](9857/5): Loss -0.7398, Sem 0.0307, dir -0.9751, norm 0.2046, swav 0.0000 LR: 8.509e-02 Score 98.986 Data time: 0.0935, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.9159 [2020-10-18 22:08:35,488][root][INFO] - ===> Epoch[1972](9858/5): Loss -0.7614, Sem 0.0263, dir -0.9785, norm 0.1908, swav 0.0000 LR: 8.508e-02 Score 99.126 Data time: 0.0864, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.8817 [2020-10-18 22:08:37,891][root][INFO] - ===> Epoch[1972](9859/5): Loss -0.7380, Sem 0.0321, dir -0.9769, norm 0.2068, swav 0.0000 LR: 8.508e-02 Score 98.966 Data time: 0.0726, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.2888 [2020-10-18 22:08:40,004][root][INFO] - ===> Epoch[1972](9860/5): Loss -0.7433, Sem 0.0322, dir -0.9775, norm 0.2020, swav 0.0000 LR: 8.508e-02 Score 98.906 Data time: 0.0874, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.0295 [2020-10-18 22:08:42,386][root][INFO] - ===> Epoch[1973](9861/5): Loss -0.7556, Sem 0.0271, dir -0.9782, norm 0.1955, swav 0.0000 LR: 8.508e-02 Score 99.109 Data time: 0.0958, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.2743 [2020-10-18 22:08:44,356][root][INFO] - ===> Epoch[1973](9862/5): Loss -0.7547, Sem 0.0269, dir -0.9789, norm 0.1974, swav 0.0000 LR: 8.508e-02 Score 99.109 Data time: 0.0887, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.8614 [2020-10-18 22:08:46,594][root][INFO] - ===> Epoch[1973](9863/5): Loss -0.7576, Sem 0.0265, dir -0.9783, norm 0.1942, swav 0.0000 LR: 8.508e-02 Score 99.102 Data time: 0.0836, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.1303 [2020-10-18 22:08:49,092][root][INFO] - ===> Epoch[1973](9864/5): Loss -0.7548, Sem 0.0280, dir -0.9793, norm 0.1966, swav 0.0000 LR: 8.507e-02 Score 99.087 Data time: 0.0670, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.3954 [2020-10-18 22:08:51,674][root][INFO] - ===> Epoch[1973](9865/5): Loss -0.7410, Sem 0.0341, dir -0.9766, norm 0.2015, swav 0.0000 LR: 8.507e-02 Score 98.898 Data time: 0.0911, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.4851 [2020-10-18 22:08:53,619][root][INFO] - ===> Epoch[1974](9866/5): Loss -0.7424, Sem 0.0311, dir -0.9777, norm 0.2042, swav 0.0000 LR: 8.507e-02 Score 98.981 Data time: 0.1067, Forward time: 0.7721, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.8511 [2020-10-18 22:08:56,185][root][INFO] - ===> Epoch[1974](9867/5): Loss -0.7618, Sem 0.0273, dir -0.9778, norm 0.1886, swav 0.0000 LR: 8.507e-02 Score 99.082 Data time: 0.1027, Forward time: 0.7721, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.4833 [2020-10-18 22:08:58,301][root][INFO] - ===> Epoch[1974](9868/5): Loss -0.7590, Sem 0.0303, dir -0.9795, norm 0.1902, swav 0.0000 LR: 8.507e-02 Score 98.993 Data time: 0.0879, Forward time: 0.7721, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.0259 [2020-10-18 22:09:00,010][root][INFO] - ===> Epoch[1974](9869/5): Loss -0.7591, Sem 0.0299, dir -0.9759, norm 0.1868, swav 0.0000 LR: 8.507e-02 Score 98.999 Data time: 0.0706, Forward time: 0.7721, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.6014 [2020-10-18 22:09:02,475][root][INFO] - ===> Epoch[1974](9870/5): Loss -0.7388, Sem 0.0284, dir -0.9760, norm 0.2089, swav 0.0000 LR: 8.507e-02 Score 99.057 Data time: 0.2905, Forward time: 0.7721, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.3688 [2020-10-18 22:09:04,517][root][INFO] - ===> Epoch[1975](9871/5): Loss -0.7451, Sem 0.0320, dir -0.9770, norm 0.1999, swav 0.0000 LR: 8.506e-02 Score 98.952 Data time: 0.0649, Forward time: 0.7721, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9176 [2020-10-18 22:09:07,015][root][INFO] - ===> Epoch[1975](9872/5): Loss -0.7238, Sem 0.0317, dir -0.9744, norm 0.2189, swav 0.0000 LR: 8.506e-02 Score 98.970 Data time: 0.1056, Forward time: 0.7722, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.4143 [2020-10-18 22:09:08,989][root][INFO] - ===> Epoch[1975](9873/5): Loss -0.7541, Sem 0.0369, dir -0.9784, norm 0.1873, swav 0.0000 LR: 8.506e-02 Score 98.887 Data time: 0.0646, Forward time: 0.7721, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.8649 [2020-10-18 22:09:11,202][root][INFO] - ===> Epoch[1975](9874/5): Loss -0.7310, Sem 0.0327, dir -0.9748, norm 0.2111, swav 0.0000 LR: 8.506e-02 Score 98.925 Data time: 0.0720, Forward time: 0.7721, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.1283 [2020-10-18 22:09:13,706][root][INFO] - ===> Epoch[1975](9875/5): Loss -0.7467, Sem 0.0302, dir -0.9796, norm 0.2027, swav 0.0000 LR: 8.506e-02 Score 98.976 Data time: 0.0750, Forward time: 0.7721, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.4105 [2020-10-18 22:09:15,927][root][INFO] - ===> Epoch[1976](9876/5): Loss -0.7332, Sem 0.0332, dir -0.9756, norm 0.2092, swav 0.0000 LR: 8.506e-02 Score 98.924 Data time: 0.0710, Forward time: 0.7721, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.0776 [2020-10-18 22:09:18,473][root][INFO] - ===> Epoch[1976](9877/5): Loss -0.7448, Sem 0.0344, dir -0.9769, norm 0.1977, swav 0.0000 LR: 8.505e-02 Score 98.905 Data time: 0.0761, Forward time: 0.7721, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.4548 [2020-10-18 22:09:20,981][root][INFO] - ===> Epoch[1976](9878/5): Loss -0.7532, Sem 0.0307, dir -0.9761, norm 0.1922, swav 0.0000 LR: 8.505e-02 Score 98.979 Data time: 0.0566, Forward time: 0.7721, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.3912 [2020-10-18 22:09:22,970][root][INFO] - ===> Epoch[1976](9879/5): Loss -0.7526, Sem 0.0336, dir -0.9770, norm 0.1908, swav 0.0000 LR: 8.505e-02 Score 98.884 Data time: 0.0487, Forward time: 0.7721, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.9175 [2020-10-18 22:09:25,553][root][INFO] - ===> Epoch[1976](9880/5): Loss -0.7594, Sem 0.0306, dir -0.9788, norm 0.1888, swav 0.0000 LR: 8.505e-02 Score 98.976 Data time: 0.0787, Forward time: 0.7721, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.5092 [2020-10-18 22:09:27,840][root][INFO] - ===> Epoch[1977](9881/5): Loss -0.7336, Sem 0.0314, dir -0.9759, norm 0.2109, swav 0.0000 LR: 8.505e-02 Score 98.957 Data time: 0.0782, Forward time: 0.7721, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.2116 [2020-10-18 22:09:29,966][root][INFO] - ===> Epoch[1977](9882/5): Loss -0.7564, Sem 0.0285, dir -0.9792, norm 0.1943, swav 0.0000 LR: 8.505e-02 Score 99.047 Data time: 0.0914, Forward time: 0.7721, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.0089 [2020-10-18 22:09:32,158][root][INFO] - ===> Epoch[1977](9883/5): Loss -0.7376, Sem 0.0344, dir -0.9770, norm 0.2050, swav 0.0000 LR: 8.505e-02 Score 98.879 Data time: 0.0811, Forward time: 0.7721, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.0869 [2020-10-18 22:09:34,558][root][INFO] - ===> Epoch[1977](9884/5): Loss -0.7669, Sem 0.0300, dir -0.9790, norm 0.1822, swav 0.0000 LR: 8.504e-02 Score 98.983 Data time: 0.0685, Forward time: 0.7721, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.2804 [2020-10-18 22:09:36,668][root][INFO] - ===> Epoch[1977](9885/5): Loss -0.7479, Sem 0.0280, dir -0.9766, norm 0.2007, swav 0.0000 LR: 8.504e-02 Score 99.076 Data time: 0.0819, Forward time: 0.7721, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.0147 [2020-10-18 22:09:38,837][root][INFO] - ===> Epoch[1978](9886/5): Loss -0.7549, Sem 0.0297, dir -0.9794, norm 0.1947, swav 0.0000 LR: 8.504e-02 Score 99.017 Data time: 0.0980, Forward time: 0.7721, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.0630 [2020-10-18 22:09:41,140][root][INFO] - ===> Epoch[1978](9887/5): Loss -0.7628, Sem 0.0316, dir -0.9788, norm 0.1844, swav 0.0000 LR: 8.504e-02 Score 98.936 Data time: 0.0962, Forward time: 0.7721, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.2010 [2020-10-18 22:09:43,389][root][INFO] - ===> Epoch[1978](9888/5): Loss -0.7375, Sem 0.0292, dir -0.9769, norm 0.2102, swav 0.0000 LR: 8.504e-02 Score 99.072 Data time: 0.0662, Forward time: 0.7721, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.1365 [2020-10-18 22:09:45,424][root][INFO] - ===> Epoch[1978](9889/5): Loss -0.7458, Sem 0.0314, dir -0.9745, norm 0.1973, swav 0.0000 LR: 8.504e-02 Score 98.929 Data time: 0.0728, Forward time: 0.7721, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.9266 [2020-10-18 22:09:47,321][root][INFO] - ===> Epoch[1978](9890/5): Loss -0.7492, Sem 0.0291, dir -0.9781, norm 0.1998, swav 0.0000 LR: 8.503e-02 Score 99.061 Data time: 0.0636, Forward time: 0.7721, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.7701 [2020-10-18 22:09:49,455][root][INFO] - ===> Epoch[1979](9891/5): Loss -0.7569, Sem 0.0290, dir -0.9774, norm 0.1914, swav 0.0000 LR: 8.503e-02 Score 99.014 Data time: 0.0684, Forward time: 0.7721, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.0357 [2020-10-18 22:09:51,373][root][INFO] - ===> Epoch[1979](9892/5): Loss -0.7515, Sem 0.0349, dir -0.9761, norm 0.1897, swav 0.0000 LR: 8.503e-02 Score 98.823 Data time: 0.0513, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.7270 [2020-10-18 22:09:53,946][root][INFO] - ===> Epoch[1979](9893/5): Loss -0.7620, Sem 0.0287, dir -0.9793, norm 0.1886, swav 0.0000 LR: 8.503e-02 Score 99.062 Data time: 0.0584, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.5095 [2020-10-18 22:09:56,183][root][INFO] - ===> Epoch[1979](9894/5): Loss -0.7648, Sem 0.0279, dir -0.9798, norm 0.1871, swav 0.0000 LR: 8.503e-02 Score 99.078 Data time: 0.0595, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.1382 [2020-10-18 22:09:58,472][root][INFO] - ===> Epoch[1979](9895/5): Loss -0.7682, Sem 0.0305, dir -0.9798, norm 0.1811, swav 0.0000 LR: 8.503e-02 Score 98.977 Data time: 0.0938, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.2008 [2020-10-18 22:10:00,498][root][INFO] - ===> Epoch[1980](9896/5): Loss -0.7545, Sem 0.0304, dir -0.9759, norm 0.1910, swav 0.0000 LR: 8.503e-02 Score 98.980 Data time: 0.1011, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.9017 [2020-10-18 22:10:02,660][root][INFO] - ===> Epoch[1980](9897/5): Loss -0.7559, Sem 0.0281, dir -0.9765, norm 0.1925, swav 0.0000 LR: 8.502e-02 Score 99.059 Data time: 0.0842, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.0445 [2020-10-18 22:10:04,530][root][INFO] - ===> Epoch[1980](9898/5): Loss -0.7649, Sem 0.0297, dir -0.9786, norm 0.1839, swav 0.0000 LR: 8.502e-02 Score 99.016 Data time: 0.0817, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.7549 [2020-10-18 22:10:06,533][root][INFO] - ===> Epoch[1980](9899/5): Loss -0.7619, Sem 0.0312, dir -0.9779, norm 0.1848, swav 0.0000 LR: 8.502e-02 Score 98.970 Data time: 0.0553, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.8968 [2020-10-18 22:10:09,034][root][INFO] - ===> Epoch[1980](9900/5): Loss -0.7430, Sem 0.0308, dir -0.9773, norm 0.2036, swav 0.0000 LR: 8.502e-02 Score 98.973 Data time: 0.0883, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.4081 [2020-10-18 22:10:10,405][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 22:10:12,239][root][INFO] - ===> Epoch[1981](9901/5): Loss -0.7600, Sem 0.0264, dir -0.9810, norm 0.1947, swav 0.0000 LR: 8.502e-02 Score 99.125 Data time: 0.0845, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.6763 [2020-10-18 22:10:13,993][root][INFO] - ===> Epoch[1981](9902/5): Loss -0.7478, Sem 0.0336, dir -0.9757, norm 0.1943, swav 0.0000 LR: 8.502e-02 Score 98.886 Data time: 0.0652, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.6355 [2020-10-18 22:10:15,995][root][INFO] - ===> Epoch[1981](9903/5): Loss -0.7773, Sem 0.0294, dir -0.9784, norm 0.1718, swav 0.0000 LR: 8.502e-02 Score 99.005 Data time: 0.1181, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9010 [2020-10-18 22:10:18,337][root][INFO] - ===> Epoch[1981](9904/5): Loss -0.7249, Sem 0.0297, dir -0.9767, norm 0.2221, swav 0.0000 LR: 8.501e-02 Score 99.045 Data time: 0.0872, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.2627 [2020-10-18 22:10:20,367][root][INFO] - ===> Epoch[1981](9905/5): Loss -0.7682, Sem 0.0271, dir -0.9801, norm 0.1848, swav 0.0000 LR: 8.501e-02 Score 99.082 Data time: 0.0861, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9267 [2020-10-18 22:10:22,644][root][INFO] - ===> Epoch[1982](9906/5): Loss -0.7552, Sem 0.0310, dir -0.9779, norm 0.1917, swav 0.0000 LR: 8.501e-02 Score 98.958 Data time: 0.0711, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.1641 [2020-10-18 22:10:24,593][root][INFO] - ===> Epoch[1982](9907/5): Loss -0.7671, Sem 0.0300, dir -0.9791, norm 0.1819, swav 0.0000 LR: 8.501e-02 Score 99.007 Data time: 0.0532, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.8400 [2020-10-18 22:10:26,640][root][INFO] - ===> Epoch[1982](9908/5): Loss -0.7578, Sem 0.0264, dir -0.9775, norm 0.1933, swav 0.0000 LR: 8.501e-02 Score 99.116 Data time: 0.1285, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9976 [2020-10-18 22:10:29,147][root][INFO] - ===> Epoch[1982](9909/5): Loss -0.7595, Sem 0.0302, dir -0.9787, norm 0.1890, swav 0.0000 LR: 8.501e-02 Score 99.021 Data time: 0.0817, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.4137 [2020-10-18 22:10:31,029][root][INFO] - ===> Epoch[1982](9910/5): Loss -0.7588, Sem 0.0291, dir -0.9782, norm 0.1903, swav 0.0000 LR: 8.500e-02 Score 99.020 Data time: 0.0709, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.7840 [2020-10-18 22:10:33,283][root][INFO] - ===> Epoch[1983](9911/5): Loss -0.7586, Sem 0.0301, dir -0.9781, norm 0.1894, swav 0.0000 LR: 8.500e-02 Score 98.976 Data time: 0.0725, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.1525 [2020-10-18 22:10:35,430][root][INFO] - ===> Epoch[1983](9912/5): Loss -0.7428, Sem 0.0294, dir -0.9788, norm 0.2066, swav 0.0000 LR: 8.500e-02 Score 99.047 Data time: 0.0890, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.0455 [2020-10-18 22:10:37,576][root][INFO] - ===> Epoch[1983](9913/5): Loss -0.7585, Sem 0.0315, dir -0.9783, norm 0.1882, swav 0.0000 LR: 8.500e-02 Score 98.975 Data time: 0.0631, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.0206 [2020-10-18 22:10:39,679][root][INFO] - ===> Epoch[1983](9914/5): Loss -0.7670, Sem 0.0299, dir -0.9767, norm 0.1798, swav 0.0000 LR: 8.500e-02 Score 98.998 Data time: 0.0564, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.0103 [2020-10-18 22:10:41,626][root][INFO] - ===> Epoch[1983](9915/5): Loss -0.7662, Sem 0.0280, dir -0.9783, norm 0.1842, swav 0.0000 LR: 8.500e-02 Score 99.072 Data time: 0.0930, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.8776 [2020-10-18 22:10:44,048][root][INFO] - ===> Epoch[1984](9916/5): Loss -0.7628, Sem 0.0289, dir -0.9798, norm 0.1881, swav 0.0000 LR: 8.500e-02 Score 99.046 Data time: 0.1087, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.3136 [2020-10-18 22:10:46,288][root][INFO] - ===> Epoch[1984](9917/5): Loss -0.7539, Sem 0.0294, dir -0.9774, norm 0.1940, swav 0.0000 LR: 8.499e-02 Score 99.030 Data time: 0.0856, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.1246 [2020-10-18 22:10:48,119][root][INFO] - ===> Epoch[1984](9918/5): Loss -0.7711, Sem 0.0303, dir -0.9782, norm 0.1767, swav 0.0000 LR: 8.499e-02 Score 98.984 Data time: 0.0769, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.7060 [2020-10-18 22:10:50,296][root][INFO] - ===> Epoch[1984](9919/5): Loss -0.7520, Sem 0.0283, dir -0.9764, norm 0.1961, swav 0.0000 LR: 8.499e-02 Score 99.062 Data time: 0.0820, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.0861 [2020-10-18 22:10:52,227][root][INFO] - ===> Epoch[1984](9920/5): Loss -0.7724, Sem 0.0285, dir -0.9798, norm 0.1789, swav 0.0000 LR: 8.499e-02 Score 99.021 Data time: 0.0780, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.8813 [2020-10-18 22:10:54,421][root][INFO] - ===> Epoch[1985](9921/5): Loss -0.7469, Sem 0.0293, dir -0.9764, norm 0.2002, swav 0.0000 LR: 8.499e-02 Score 99.015 Data time: 0.0711, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.0842 [2020-10-18 22:10:56,949][root][INFO] - ===> Epoch[1985](9922/5): Loss -0.7506, Sem 0.0304, dir -0.9778, norm 0.1968, swav 0.0000 LR: 8.499e-02 Score 98.990 Data time: 0.0717, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.4176 [2020-10-18 22:10:59,683][root][INFO] - ===> Epoch[1985](9923/5): Loss -0.7514, Sem 0.0247, dir -0.9800, norm 0.2039, swav 0.0000 LR: 8.498e-02 Score 99.180 Data time: 0.0805, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.6344 [2020-10-18 22:11:01,609][root][INFO] - ===> Epoch[1985](9924/5): Loss -0.7361, Sem 0.0333, dir -0.9768, norm 0.2074, swav 0.0000 LR: 8.498e-02 Score 98.900 Data time: 0.0583, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.8119 [2020-10-18 22:11:03,714][root][INFO] - ===> Epoch[1985](9925/5): Loss -0.7556, Sem 0.0303, dir -0.9788, norm 0.1930, swav 0.0000 LR: 8.498e-02 Score 98.980 Data time: 0.0502, Forward time: 0.7719, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.0224 [2020-10-18 22:11:05,793][root][INFO] - ===> Epoch[1986](9926/5): Loss -0.7605, Sem 0.0298, dir -0.9774, norm 0.1871, swav 0.0000 LR: 8.498e-02 Score 99.001 Data time: 0.1351, Forward time: 0.7719, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.0154 [2020-10-18 22:11:08,530][root][INFO] - ===> Epoch[1986](9927/5): Loss -0.7489, Sem 0.0273, dir -0.9770, norm 0.2008, swav 0.0000 LR: 8.498e-02 Score 99.094 Data time: 0.1084, Forward time: 0.7719, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.6071 [2020-10-18 22:11:10,832][root][INFO] - ===> Epoch[1986](9928/5): Loss -0.7639, Sem 0.0289, dir -0.9810, norm 0.1882, swav 0.0000 LR: 8.498e-02 Score 99.015 Data time: 0.0968, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.1834 [2020-10-18 22:11:13,213][root][INFO] - ===> Epoch[1986](9929/5): Loss -0.7721, Sem 0.0231, dir -0.9798, norm 0.1846, swav 0.0000 LR: 8.498e-02 Score 99.224 Data time: 0.0550, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.2530 [2020-10-18 22:11:15,203][root][INFO] - ===> Epoch[1986](9930/5): Loss -0.7485, Sem 0.0305, dir -0.9771, norm 0.1980, swav 0.0000 LR: 8.497e-02 Score 98.984 Data time: 0.0805, Forward time: 0.7719, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.8843 [2020-10-18 22:11:17,268][root][INFO] - ===> Epoch[1987](9931/5): Loss -0.7569, Sem 0.0291, dir -0.9777, norm 0.1917, swav 0.0000 LR: 8.497e-02 Score 99.025 Data time: 0.0842, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.9817 [2020-10-18 22:11:19,599][root][INFO] - ===> Epoch[1987](9932/5): Loss -0.7480, Sem 0.0307, dir -0.9789, norm 0.2002, swav 0.0000 LR: 8.497e-02 Score 99.008 Data time: 0.0917, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.2223 [2020-10-18 22:11:21,920][root][INFO] - ===> Epoch[1987](9933/5): Loss -0.7724, Sem 0.0273, dir -0.9793, norm 0.1796, swav 0.0000 LR: 8.497e-02 Score 99.077 Data time: 0.0571, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.2014 [2020-10-18 22:11:23,809][root][INFO] - ===> Epoch[1987](9934/5): Loss -0.7395, Sem 0.0331, dir -0.9770, norm 0.2044, swav 0.0000 LR: 8.497e-02 Score 98.897 Data time: 0.0976, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.7895 [2020-10-18 22:11:26,437][root][INFO] - ===> Epoch[1987](9935/5): Loss -0.7541, Sem 0.0263, dir -0.9793, norm 0.1989, swav 0.0000 LR: 8.497e-02 Score 99.110 Data time: 0.0757, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.5318 [2020-10-18 22:11:28,436][root][INFO] - ===> Epoch[1988](9936/5): Loss -0.7649, Sem 0.0247, dir -0.9797, norm 0.1902, swav 0.0000 LR: 8.496e-02 Score 99.180 Data time: 0.0734, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.9087 [2020-10-18 22:11:31,277][root][INFO] - ===> Epoch[1988](9937/5): Loss -0.7513, Sem 0.0283, dir -0.9786, norm 0.1989, swav 0.0000 LR: 8.496e-02 Score 99.069 Data time: 0.0695, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.7415 [2020-10-18 22:11:33,302][root][INFO] - ===> Epoch[1988](9938/5): Loss -0.7514, Sem 0.0280, dir -0.9776, norm 0.1982, swav 0.0000 LR: 8.496e-02 Score 99.076 Data time: 0.0763, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9301 [2020-10-18 22:11:35,313][root][INFO] - ===> Epoch[1988](9939/5): Loss -0.7545, Sem 0.0308, dir -0.9758, norm 0.1906, swav 0.0000 LR: 8.496e-02 Score 98.971 Data time: 0.0816, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9067 [2020-10-18 22:11:37,320][root][INFO] - ===> Epoch[1988](9940/5): Loss -0.7828, Sem 0.0266, dir -0.9810, norm 0.1716, swav 0.0000 LR: 8.496e-02 Score 99.129 Data time: 0.0657, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.9041 [2020-10-18 22:11:39,712][root][INFO] - ===> Epoch[1989](9941/5): Loss -0.7737, Sem 0.0258, dir -0.9797, norm 0.1803, swav 0.0000 LR: 8.496e-02 Score 99.136 Data time: 0.0776, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.2925 [2020-10-18 22:11:42,066][root][INFO] - ===> Epoch[1989](9942/5): Loss -0.7743, Sem 0.0269, dir -0.9799, norm 0.1787, swav 0.0000 LR: 8.496e-02 Score 99.112 Data time: 0.0734, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.2367 [2020-10-18 22:11:44,267][root][INFO] - ===> Epoch[1989](9943/5): Loss -0.7690, Sem 0.0313, dir -0.9786, norm 0.1782, swav 0.0000 LR: 8.495e-02 Score 98.947 Data time: 0.0494, Forward time: 0.7719, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.0884 [2020-10-18 22:11:46,976][root][INFO] - ===> Epoch[1989](9944/5): Loss -0.7616, Sem 0.0271, dir -0.9774, norm 0.1887, swav 0.0000 LR: 8.495e-02 Score 99.096 Data time: 0.0773, Forward time: 0.7719, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.6510 [2020-10-18 22:11:49,074][root][INFO] - ===> Epoch[1989](9945/5): Loss -0.7649, Sem 0.0276, dir -0.9792, norm 0.1867, swav 0.0000 LR: 8.495e-02 Score 99.074 Data time: 0.0614, Forward time: 0.7719, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9918 [2020-10-18 22:11:51,236][root][INFO] - ===> Epoch[1990](9946/5): Loss -0.7758, Sem 0.0240, dir -0.9808, norm 0.1810, swav 0.0000 LR: 8.495e-02 Score 99.216 Data time: 0.0707, Forward time: 0.7719, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.0634 [2020-10-18 22:11:53,202][root][INFO] - ===> Epoch[1990](9947/5): Loss -0.7511, Sem 0.0326, dir -0.9786, norm 0.1950, swav 0.0000 LR: 8.495e-02 Score 98.933 Data time: 0.0576, Forward time: 0.7719, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.8620 [2020-10-18 22:11:55,355][root][INFO] - ===> Epoch[1990](9948/5): Loss -0.7460, Sem 0.0283, dir -0.9753, norm 0.2011, swav 0.0000 LR: 8.495e-02 Score 99.066 Data time: 0.0852, Forward time: 0.7719, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.0577 [2020-10-18 22:11:57,949][root][INFO] - ===> Epoch[1990](9949/5): Loss -0.7477, Sem 0.0300, dir -0.9768, norm 0.1991, swav 0.0000 LR: 8.494e-02 Score 98.983 Data time: 0.0474, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.4808 [2020-10-18 22:12:00,685][root][INFO] - ===> Epoch[1990](9950/5): Loss -0.7461, Sem 0.0264, dir -0.9776, norm 0.2050, swav 0.0000 LR: 8.494e-02 Score 99.128 Data time: 0.0797, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.6500 [2020-10-18 22:12:03,189][root][INFO] - ===> Epoch[1991](9951/5): Loss -0.7505, Sem 0.0291, dir -0.9783, norm 0.1987, swav 0.0000 LR: 8.494e-02 Score 99.040 Data time: 0.1067, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.3986 [2020-10-18 22:12:05,527][root][INFO] - ===> Epoch[1991](9952/5): Loss -0.7633, Sem 0.0264, dir -0.9793, norm 0.1896, swav 0.0000 LR: 8.494e-02 Score 99.136 Data time: 0.0672, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.2061 [2020-10-18 22:12:07,745][root][INFO] - ===> Epoch[1991](9953/5): Loss -0.7462, Sem 0.0268, dir -0.9798, norm 0.2068, swav 0.0000 LR: 8.494e-02 Score 99.121 Data time: 0.0975, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.1056 [2020-10-18 22:12:09,862][root][INFO] - ===> Epoch[1991](9954/5): Loss -0.7770, Sem 0.0273, dir -0.9793, norm 0.1750, swav 0.0000 LR: 8.494e-02 Score 99.079 Data time: 0.0707, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.0054 [2020-10-18 22:12:11,775][root][INFO] - ===> Epoch[1991](9955/5): Loss -0.7564, Sem 0.0296, dir -0.9777, norm 0.1917, swav 0.0000 LR: 8.494e-02 Score 99.016 Data time: 0.0855, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.8144 [2020-10-18 22:12:14,373][root][INFO] - ===> Epoch[1992](9956/5): Loss -0.7669, Sem 0.0280, dir -0.9787, norm 0.1838, swav 0.0000 LR: 8.493e-02 Score 99.065 Data time: 0.0807, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.4843 [2020-10-18 22:12:16,391][root][INFO] - ===> Epoch[1992](9957/5): Loss -0.7528, Sem 0.0258, dir -0.9788, norm 0.2002, swav 0.0000 LR: 8.493e-02 Score 99.159 Data time: 0.0818, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.9123 [2020-10-18 22:12:19,220][root][INFO] - ===> Epoch[1992](9958/5): Loss -0.7429, Sem 0.0320, dir -0.9767, norm 0.2019, swav 0.0000 LR: 8.493e-02 Score 98.954 Data time: 0.0694, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.7204 [2020-10-18 22:12:21,917][root][INFO] - ===> Epoch[1992](9959/5): Loss -0.7643, Sem 0.0285, dir -0.9788, norm 0.1860, swav 0.0000 LR: 8.493e-02 Score 99.048 Data time: 0.0641, Forward time: 0.7720, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.5938 [2020-10-18 22:12:24,138][root][INFO] - ===> Epoch[1992](9960/5): Loss -0.7532, Sem 0.0249, dir -0.9779, norm 0.1998, swav 0.0000 LR: 8.493e-02 Score 99.172 Data time: 0.0840, Forward time: 0.7720, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.1040 [2020-10-18 22:12:26,700][root][INFO] - ===> Epoch[1993](9961/5): Loss -0.7493, Sem 0.0274, dir -0.9772, norm 0.2005, swav 0.0000 LR: 8.493e-02 Score 99.104 Data time: 0.1155, Forward time: 0.7720, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.4458 [2020-10-18 22:12:28,841][root][INFO] - ===> Epoch[1993](9962/5): Loss -0.7527, Sem 0.0290, dir -0.9783, norm 0.1965, swav 0.0000 LR: 8.492e-02 Score 99.025 Data time: 0.0641, Forward time: 0.7720, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.0274 [2020-10-18 22:12:30,775][root][INFO] - ===> Epoch[1993](9963/5): Loss -0.7491, Sem 0.0295, dir -0.9738, norm 0.1953, swav 0.0000 LR: 8.492e-02 Score 99.019 Data time: 0.0538, Forward time: 0.7720, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.8177 [2020-10-18 22:12:33,616][root][INFO] - ===> Epoch[1993](9964/5): Loss -0.7560, Sem 0.0263, dir -0.9789, norm 0.1967, swav 0.0000 LR: 8.492e-02 Score 99.135 Data time: 0.0636, Forward time: 0.7720, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.7498 [2020-10-18 22:12:35,875][root][INFO] - ===> Epoch[1993](9965/5): Loss -0.7429, Sem 0.0304, dir -0.9764, norm 0.2030, swav 0.0000 LR: 8.492e-02 Score 98.996 Data time: 0.0789, Forward time: 0.7720, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.1454 [2020-10-18 22:12:37,756][root][INFO] - ===> Epoch[1994](9966/5): Loss -0.7503, Sem 0.0268, dir -0.9766, norm 0.1994, swav 0.0000 LR: 8.492e-02 Score 99.094 Data time: 0.0768, Forward time: 0.7720, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.7537 [2020-10-18 22:12:39,672][root][INFO] - ===> Epoch[1994](9967/5): Loss -0.7585, Sem 0.0272, dir -0.9772, norm 0.1915, swav 0.0000 LR: 8.492e-02 Score 99.067 Data time: 0.0689, Forward time: 0.7720, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.7792 [2020-10-18 22:12:41,792][root][INFO] - ===> Epoch[1994](9968/5): Loss -0.7606, Sem 0.0300, dir -0.9767, norm 0.1861, swav 0.0000 LR: 8.492e-02 Score 99.006 Data time: 0.0952, Forward time: 0.7720, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.0182 [2020-10-18 22:12:43,917][root][INFO] - ===> Epoch[1994](9969/5): Loss -0.7649, Sem 0.0260, dir -0.9785, norm 0.1876, swav 0.0000 LR: 8.491e-02 Score 99.144 Data time: 0.0671, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.0220 [2020-10-18 22:12:46,465][root][INFO] - ===> Epoch[1994](9970/5): Loss -0.7528, Sem 0.0267, dir -0.9790, norm 0.1996, swav 0.0000 LR: 8.491e-02 Score 99.124 Data time: 0.0932, Forward time: 0.7720, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.4392 [2020-10-18 22:12:48,713][root][INFO] - ===> Epoch[1995](9971/5): Loss -0.7512, Sem 0.0289, dir -0.9780, norm 0.1979, swav 0.0000 LR: 8.491e-02 Score 99.043 Data time: 0.0756, Forward time: 0.7720, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.1207 [2020-10-18 22:12:51,312][root][INFO] - ===> Epoch[1995](9972/5): Loss -0.7494, Sem 0.0315, dir -0.9771, norm 0.1962, swav 0.0000 LR: 8.491e-02 Score 98.970 Data time: 0.0669, Forward time: 0.7720, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.4915 [2020-10-18 22:12:53,487][root][INFO] - ===> Epoch[1995](9973/5): Loss -0.7540, Sem 0.0286, dir -0.9786, norm 0.1961, swav 0.0000 LR: 8.491e-02 Score 99.070 Data time: 0.0534, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.0907 [2020-10-18 22:12:55,837][root][INFO] - ===> Epoch[1995](9974/5): Loss -0.7519, Sem 0.0307, dir -0.9785, norm 0.1958, swav 0.0000 LR: 8.491e-02 Score 98.961 Data time: 0.0685, Forward time: 0.7719, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 2.2566 [2020-10-18 22:12:57,779][root][INFO] - ===> Epoch[1995](9975/5): Loss -0.7784, Sem 0.0257, dir -0.9789, norm 0.1748, swav 0.0000 LR: 8.491e-02 Score 99.142 Data time: 0.0887, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.8385 [2020-10-18 22:12:59,925][root][INFO] - ===> Epoch[1996](9976/5): Loss -0.7630, Sem 0.0275, dir -0.9810, norm 0.1905, swav 0.0000 LR: 8.490e-02 Score 99.098 Data time: 0.0843, Forward time: 0.7720, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.0339 [2020-10-18 22:13:01,992][root][INFO] - ===> Epoch[1996](9977/5): Loss -0.7733, Sem 0.0278, dir -0.9789, norm 0.1778, swav 0.0000 LR: 8.490e-02 Score 99.074 Data time: 0.0757, Forward time: 0.7720, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.9562 [2020-10-18 22:13:04,133][root][INFO] - ===> Epoch[1996](9978/5): Loss -0.7494, Sem 0.0300, dir -0.9770, norm 0.1976, swav 0.0000 LR: 8.490e-02 Score 98.986 Data time: 0.0705, Forward time: 0.7720, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.0345 [2020-10-18 22:13:06,405][root][INFO] - ===> Epoch[1996](9979/5): Loss -0.7380, Sem 0.0280, dir -0.9768, norm 0.2108, swav 0.0000 LR: 8.490e-02 Score 99.090 Data time: 0.0883, Forward time: 0.7720, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.1793 [2020-10-18 22:13:08,816][root][INFO] - ===> Epoch[1996](9980/5): Loss -0.7319, Sem 0.0337, dir -0.9773, norm 0.2117, swav 0.0000 LR: 8.490e-02 Score 98.918 Data time: 0.0747, Forward time: 0.7720, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.3009 [2020-10-18 22:13:11,245][root][INFO] - ===> Epoch[1997](9981/5): Loss -0.7623, Sem 0.0308, dir -0.9777, norm 0.1846, swav 0.0000 LR: 8.490e-02 Score 98.968 Data time: 0.0675, Forward time: 0.7720, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.3265 [2020-10-18 22:13:13,605][root][INFO] - ===> Epoch[1997](9982/5): Loss -0.7810, Sem 0.0271, dir -0.9806, norm 0.1725, swav 0.0000 LR: 8.489e-02 Score 99.081 Data time: 0.0609, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.2628 [2020-10-18 22:13:15,957][root][INFO] - ===> Epoch[1997](9983/5): Loss -0.7646, Sem 0.0306, dir -0.9786, norm 0.1835, swav 0.0000 LR: 8.489e-02 Score 98.977 Data time: 0.0646, Forward time: 0.7719, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 2.2662 [2020-10-18 22:13:18,337][root][INFO] - ===> Epoch[1997](9984/5): Loss -0.7272, Sem 0.0281, dir -0.9758, norm 0.2204, swav 0.0000 LR: 8.489e-02 Score 99.081 Data time: 0.0743, Forward time: 0.7719, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 2.2923 [2020-10-18 22:13:20,464][root][INFO] - ===> Epoch[1997](9985/5): Loss -0.7617, Sem 0.0292, dir -0.9776, norm 0.1867, swav 0.0000 LR: 8.489e-02 Score 99.024 Data time: 0.0933, Forward time: 0.7719, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 2.0185 [2020-10-18 22:13:22,320][root][INFO] - ===> Epoch[1998](9986/5): Loss -0.7526, Sem 0.0312, dir -0.9766, norm 0.1928, swav 0.0000 LR: 8.489e-02 Score 98.967 Data time: 0.0582, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.7404 [2020-10-18 22:13:24,304][root][INFO] - ===> Epoch[1998](9987/5): Loss -0.7648, Sem 0.0287, dir -0.9796, norm 0.1861, swav 0.0000 LR: 8.489e-02 Score 99.036 Data time: 0.1820, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.9213 [2020-10-18 22:13:26,592][root][INFO] - ===> Epoch[1998](9988/5): Loss -0.7565, Sem 0.0276, dir -0.9789, norm 0.1948, swav 0.0000 LR: 8.489e-02 Score 99.095 Data time: 0.0724, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.2395 [2020-10-18 22:13:29,227][root][INFO] - ===> Epoch[1998](9989/5): Loss -0.7364, Sem 0.0289, dir -0.9779, norm 0.2126, swav 0.0000 LR: 8.488e-02 Score 99.051 Data time: 0.0895, Forward time: 0.7719, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 2.5062 [2020-10-18 22:13:31,166][root][INFO] - ===> Epoch[1998](9990/5): Loss -0.7568, Sem 0.0282, dir -0.9799, norm 0.1950, swav 0.0000 LR: 8.488e-02 Score 99.060 Data time: 0.0707, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.8177 [2020-10-18 22:13:33,293][root][INFO] - ===> Epoch[1999](9991/5): Loss -0.7624, Sem 0.0282, dir -0.9770, norm 0.1863, swav 0.0000 LR: 8.488e-02 Score 99.052 Data time: 0.0645, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.0364 [2020-10-18 22:13:35,329][root][INFO] - ===> Epoch[1999](9992/5): Loss -0.7562, Sem 0.0324, dir -0.9775, norm 0.1890, swav 0.0000 LR: 8.488e-02 Score 98.913 Data time: 0.0730, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.9582 [2020-10-18 22:13:37,605][root][INFO] - ===> Epoch[1999](9993/5): Loss -0.7602, Sem 0.0256, dir -0.9780, norm 0.1922, swav 0.0000 LR: 8.488e-02 Score 99.164 Data time: 0.0560, Forward time: 0.7719, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 2.1464 [2020-10-18 22:13:39,809][root][INFO] - ===> Epoch[1999](9994/5): Loss -0.7312, Sem 0.0290, dir -0.9775, norm 0.2173, swav 0.0000 LR: 8.488e-02 Score 99.031 Data time: 0.1065, Forward time: 0.7719, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 2.1355 [2020-10-18 22:13:42,084][root][INFO] - ===> Epoch[1999](9995/5): Loss -0.7604, Sem 0.0278, dir -0.9793, norm 0.1910, swav 0.0000 LR: 8.487e-02 Score 99.065 Data time: 0.0977, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.1715 [2020-10-18 22:13:44,250][root][INFO] - ===> Epoch[2000](9996/5): Loss -0.7584, Sem 0.0297, dir -0.9781, norm 0.1900, swav 0.0000 LR: 8.487e-02 Score 99.011 Data time: 0.0681, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.0474 [2020-10-18 22:13:46,093][root][INFO] - ===> Epoch[2000](9997/5): Loss -0.7669, Sem 0.0316, dir -0.9782, norm 0.1797, swav 0.0000 LR: 8.487e-02 Score 98.933 Data time: 0.0881, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.7598 [2020-10-18 22:13:48,664][root][INFO] - ===> Epoch[2000](9998/5): Loss -0.7741, Sem 0.0276, dir -0.9795, norm 0.1778, swav 0.0000 LR: 8.487e-02 Score 99.077 Data time: 0.0877, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.4735 [2020-10-18 22:13:50,617][root][INFO] - ===> Epoch[2000](9999/5): Loss -0.7695, Sem 0.0275, dir -0.9799, norm 0.1829, swav 0.0000 LR: 8.487e-02 Score 99.080 Data time: 0.0798, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.8412 [2020-10-18 22:13:52,759][root][INFO] - ===> Epoch[2000](10000/5): Loss -0.7513, Sem 0.0267, dir -0.9799, norm 0.2019, swav 0.0000 LR: 8.487e-02 Score 99.125 Data time: 0.0718, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.0029 [2020-10-18 22:13:53,893][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 22:13:54,055][root][INFO] - ===> Start testing [2020-10-18 22:14:31,510][root][INFO] - 68/68: Data time: 0.0025, Iter time: 0.1517 Loss 0.280 (AVG: 0.501) Score 93.849 (AVG: 90.612) mIOU 70.272 mAP 84.701 mAcc 76.706 IOU: 61.606 0.052 85.482 73.209 94.655 92.147 33.416 79.226 97.690 67.993 81.793 86.937 59.333 mAP: 81.898 15.484 95.230 87.619 99.034 98.560 58.568 96.968 99.755 87.106 93.690 95.362 91.834 mAcc: 80.767 0.365 88.689 81.204 96.308 96.535 36.117 94.055 99.028 75.197 89.501 95.690 63.719 [2020-10-18 22:14:31,512][root][INFO] - Finished test. Elapsed time: 37.4547 [2020-10-18 22:14:34,506][root][INFO] - [2020-10-18 22:14:34,506][root][INFO] - ################################################################ [2020-10-18 22:14:34,506][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 22:14:34,506][root][INFO] - ################################################################ [2020-10-18 22:14:34,506][root][INFO] - clutter : nan nan nan [2020-10-18 22:14:34,506][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 22:14:34,506][root][INFO] - board : 0.752 0.852 0.879 [2020-10-18 22:14:34,506][root][INFO] - bookcase : 0.247 0.370 0.517 [2020-10-18 22:14:34,507][root][INFO] - ceiling : 0.533 0.568 0.651 [2020-10-18 22:14:34,507][root][INFO] - chair : 0.818 0.895 0.910 [2020-10-18 22:14:34,507][root][INFO] - column : 0.182 0.262 0.398 [2020-10-18 22:14:34,507][root][INFO] - door : 0.675 0.807 0.891 [2020-10-18 22:14:34,507][root][INFO] - floor : 0.737 0.744 0.793 [2020-10-18 22:14:34,507][root][INFO] - sofa : 0.372 0.636 0.801 [2020-10-18 22:14:34,507][root][INFO] - table : 0.130 0.302 0.643 [2020-10-18 22:14:34,507][root][INFO] - wall : 0.483 0.670 0.792 [2020-10-18 22:14:34,507][root][INFO] - window : 0.525 0.765 0.784 [2020-10-18 22:14:34,507][root][INFO] - ---------------------------------------------------------------- [2020-10-18 22:14:34,507][root][INFO] - average : 0.455 0.573 0.672 [2020-10-18 22:14:34,507][root][INFO] - [2020-10-18 22:14:34,652][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 22:14:35,583][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-10-18 22:14:35,730][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-18 22:14:37,391][root][INFO] - ===> Epoch[2001](10001/5): Loss -0.7348, Sem 0.0288, dir -0.9783, norm 0.2147, swav 0.0000 LR: 8.487e-02 Score 99.100 Data time: 0.0708, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.6561 [2020-10-18 22:14:39,456][root][INFO] - ===> Epoch[2001](10002/5): Loss -0.7473, Sem 0.0296, dir -0.9775, norm 0.2006, swav 0.0000 LR: 8.486e-02 Score 99.015 Data time: 0.0449, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.9462 [2020-10-18 22:14:41,896][root][INFO] - ===> Epoch[2001](10003/5): Loss -0.7333, Sem 0.0279, dir -0.9766, norm 0.2154, swav 0.0000 LR: 8.486e-02 Score 99.076 Data time: 0.0822, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.3654 [2020-10-18 22:14:44,046][root][INFO] - ===> Epoch[2001](10004/5): Loss -0.7475, Sem 0.0267, dir -0.9770, norm 0.2028, swav 0.0000 LR: 8.486e-02 Score 99.118 Data time: 0.0667, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.0371 [2020-10-18 22:14:45,905][root][INFO] - ===> Epoch[2001](10005/5): Loss -0.7521, Sem 0.0294, dir -0.9777, norm 0.1962, swav 0.0000 LR: 8.486e-02 Score 99.044 Data time: 0.0817, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.7519 [2020-10-18 22:14:49,025][root][INFO] - ===> Epoch[2002](10006/5): Loss -0.7747, Sem 0.0271, dir -0.9796, norm 0.1779, swav 0.0000 LR: 8.486e-02 Score 99.094 Data time: 0.0749, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 3.0126 [2020-10-18 22:14:50,922][root][INFO] - ===> Epoch[2002](10007/5): Loss -0.7502, Sem 0.0260, dir -0.9783, norm 0.2020, swav 0.0000 LR: 8.486e-02 Score 99.148 Data time: 0.0655, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.7622 [2020-10-18 22:14:53,472][root][INFO] - ===> Epoch[2002](10008/5): Loss -0.7563, Sem 0.0284, dir -0.9768, norm 0.1921, swav 0.0000 LR: 8.485e-02 Score 99.062 Data time: 0.0635, Forward time: 0.7719, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 2.4497 [2020-10-18 22:14:55,550][root][INFO] - ===> Epoch[2002](10009/5): Loss -0.7609, Sem 0.0290, dir -0.9799, norm 0.1900, swav 0.0000 LR: 8.485e-02 Score 99.023 Data time: 0.0701, Forward time: 0.7718, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 1.9758 [2020-10-18 22:14:57,567][root][INFO] - ===> Epoch[2002](10010/5): Loss -0.7639, Sem 0.0288, dir -0.9778, norm 0.1852, swav 0.0000 LR: 8.485e-02 Score 99.037 Data time: 0.0784, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.9048 [2020-10-18 22:14:59,745][root][INFO] - ===> Epoch[2003](10011/5): Loss -0.7761, Sem 0.0261, dir -0.9819, norm 0.1797, swav 0.0000 LR: 8.485e-02 Score 99.145 Data time: 0.0444, Forward time: 0.7718, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.0639 [2020-10-18 22:15:01,737][root][INFO] - ===> Epoch[2003](10012/5): Loss -0.7589, Sem 0.0254, dir -0.9804, norm 0.1961, swav 0.0000 LR: 8.485e-02 Score 99.170 Data time: 0.0684, Forward time: 0.7718, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.8841 [2020-10-18 22:15:04,081][root][INFO] - ===> Epoch[2003](10013/5): Loss -0.7606, Sem 0.0277, dir -0.9776, norm 0.1893, swav 0.0000 LR: 8.485e-02 Score 99.058 Data time: 0.1259, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.2329 [2020-10-18 22:15:06,461][root][INFO] - ===> Epoch[2003](10014/5): Loss -0.7551, Sem 0.0279, dir -0.9786, norm 0.1956, swav 0.0000 LR: 8.485e-02 Score 99.073 Data time: 0.0768, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.2581 [2020-10-18 22:15:08,754][root][INFO] - ===> Epoch[2003](10015/5): Loss -0.7500, Sem 0.0269, dir -0.9793, norm 0.2024, swav 0.0000 LR: 8.484e-02 Score 99.111 Data time: 0.0782, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.1918 [2020-10-18 22:15:11,829][root][INFO] - ===> Epoch[2004](10016/5): Loss -0.7477, Sem 0.0295, dir -0.9783, norm 0.2011, swav 0.0000 LR: 8.484e-02 Score 99.030 Data time: 0.0910, Forward time: 0.7719, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 2.9742 [2020-10-18 22:15:14,122][root][INFO] - ===> Epoch[2004](10017/5): Loss -0.7604, Sem 0.0255, dir -0.9796, norm 0.1936, swav 0.0000 LR: 8.484e-02 Score 99.140 Data time: 0.0611, Forward time: 0.7719, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 2.1683 [2020-10-18 22:15:16,871][root][INFO] - ===> Epoch[2004](10018/5): Loss -0.7690, Sem 0.0284, dir -0.9798, norm 0.1824, swav 0.0000 LR: 8.484e-02 Score 99.045 Data time: 0.0603, Forward time: 0.7719, Backward time: 1.1830, DDP time: 0.0030, Total iter time: 2.6656 [2020-10-18 22:15:18,671][root][INFO] - ===> Epoch[2004](10019/5): Loss -0.7754, Sem 0.0249, dir -0.9817, norm 0.1814, swav 0.0000 LR: 8.484e-02 Score 99.142 Data time: 0.0636, Forward time: 0.7718, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 1.7186 [2020-10-18 22:15:21,047][root][INFO] - ===> Epoch[2004](10020/5): Loss -0.7687, Sem 0.0252, dir -0.9809, norm 0.1869, swav 0.0000 LR: 8.484e-02 Score 99.166 Data time: 0.0736, Forward time: 0.7718, Backward time: 1.1830, DDP time: 0.0030, Total iter time: 2.2906 [2020-10-18 22:15:23,342][root][INFO] - ===> Epoch[2005](10021/5): Loss -0.7501, Sem 0.0304, dir -0.9769, norm 0.1964, swav 0.0000 LR: 8.483e-02 Score 98.980 Data time: 0.0773, Forward time: 0.7718, Backward time: 1.1830, DDP time: 0.0030, Total iter time: 2.1926 [2020-10-18 22:15:25,283][root][INFO] - ===> Epoch[2005](10022/5): Loss -0.7657, Sem 0.0286, dir -0.9785, norm 0.1842, swav 0.0000 LR: 8.483e-02 Score 99.018 Data time: 0.0860, Forward time: 0.7718, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 1.8346 [2020-10-18 22:15:27,565][root][INFO] - ===> Epoch[2005](10023/5): Loss -0.7477, Sem 0.0241, dir -0.9798, norm 0.2080, swav 0.0000 LR: 8.483e-02 Score 99.206 Data time: 0.1036, Forward time: 0.7719, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 2.1698 [2020-10-18 22:15:29,747][root][INFO] - ===> Epoch[2005](10024/5): Loss -0.7719, Sem 0.0255, dir -0.9799, norm 0.1825, swav 0.0000 LR: 8.483e-02 Score 99.153 Data time: 0.0640, Forward time: 0.7718, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 2.0821 [2020-10-18 22:15:31,651][root][INFO] - ===> Epoch[2005](10025/5): Loss -0.7580, Sem 0.0292, dir -0.9784, norm 0.1911, swav 0.0000 LR: 8.483e-02 Score 99.015 Data time: 0.0686, Forward time: 0.7718, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 1.8164 [2020-10-18 22:15:33,677][root][INFO] - ===> Epoch[2006](10026/5): Loss -0.7570, Sem 0.0294, dir -0.9789, norm 0.1925, swav 0.0000 LR: 8.483e-02 Score 99.033 Data time: 0.0486, Forward time: 0.7718, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 1.9253 [2020-10-18 22:15:35,798][root][INFO] - ===> Epoch[2006](10027/5): Loss -0.7556, Sem 0.0276, dir -0.9782, norm 0.1951, swav 0.0000 LR: 8.483e-02 Score 99.085 Data time: 0.0843, Forward time: 0.7718, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 2.0367 [2020-10-18 22:15:37,957][root][INFO] - ===> Epoch[2006](10028/5): Loss -0.7612, Sem 0.0255, dir -0.9800, norm 0.1934, swav 0.0000 LR: 8.482e-02 Score 99.150 Data time: 0.0781, Forward time: 0.7718, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 2.0440 [2020-10-18 22:15:39,786][root][INFO] - ===> Epoch[2006](10029/5): Loss -0.7689, Sem 0.0273, dir -0.9797, norm 0.1835, swav 0.0000 LR: 8.482e-02 Score 99.066 Data time: 0.0751, Forward time: 0.7718, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 1.7201 [2020-10-18 22:15:41,891][root][INFO] - ===> Epoch[2006](10030/5): Loss -0.7482, Sem 0.0307, dir -0.9755, norm 0.1965, swav 0.0000 LR: 8.482e-02 Score 98.988 Data time: 0.1004, Forward time: 0.7718, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 1.9925 [2020-10-18 22:15:44,590][root][INFO] - ===> Epoch[2007](10031/5): Loss -0.7583, Sem 0.0247, dir -0.9797, norm 0.1967, swav 0.0000 LR: 8.482e-02 Score 99.187 Data time: 0.0831, Forward time: 0.7718, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 2.6105 [2020-10-18 22:15:46,403][root][INFO] - ===> Epoch[2007](10032/5): Loss -0.7750, Sem 0.0261, dir -0.9818, norm 0.1806, swav 0.0000 LR: 8.482e-02 Score 99.118 Data time: 0.0561, Forward time: 0.7718, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 1.6996 [2020-10-18 22:15:48,307][root][INFO] - ===> Epoch[2007](10033/5): Loss -0.7700, Sem 0.0275, dir -0.9789, norm 0.1814, swav 0.0000 LR: 8.482e-02 Score 99.088 Data time: 0.0803, Forward time: 0.7718, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 1.8053 [2020-10-18 22:15:50,544][root][INFO] - ===> Epoch[2007](10034/5): Loss -0.7595, Sem 0.0299, dir -0.9779, norm 0.1885, swav 0.0000 LR: 8.481e-02 Score 98.980 Data time: 0.0843, Forward time: 0.7718, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 2.1475 [2020-10-18 22:15:52,510][root][INFO] - ===> Epoch[2007](10035/5): Loss -0.7671, Sem 0.0271, dir -0.9793, norm 0.1851, swav 0.0000 LR: 8.481e-02 Score 99.084 Data time: 0.0771, Forward time: 0.7718, Backward time: 1.1829, DDP time: 0.0030, Total iter time: 1.8405 [2020-10-18 22:15:54,620][root][INFO] - ===> Epoch[2008](10036/5): Loss -0.7626, Sem 0.0246, dir -0.9801, norm 0.1929, swav 0.0000 LR: 8.481e-02 Score 99.191 Data time: 0.0717, Forward time: 0.7718, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.9925 [2020-10-18 22:15:56,625][root][INFO] - ===> Epoch[2008](10037/5): Loss -0.7654, Sem 0.0283, dir -0.9794, norm 0.1857, swav 0.0000 LR: 8.481e-02 Score 99.066 Data time: 0.0732, Forward time: 0.7718, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.9141 [2020-10-18 22:15:58,740][root][INFO] - ===> Epoch[2008](10038/5): Loss -0.7545, Sem 0.0282, dir -0.9788, norm 0.1960, swav 0.0000 LR: 8.481e-02 Score 99.044 Data time: 0.0852, Forward time: 0.7718, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.0075 [2020-10-18 22:16:00,883][root][INFO] - ===> Epoch[2008](10039/5): Loss -0.7414, Sem 0.0292, dir -0.9795, norm 0.2089, swav 0.0000 LR: 8.481e-02 Score 99.059 Data time: 0.1636, Forward time: 0.7718, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.0154 [2020-10-18 22:16:03,361][root][INFO] - ===> Epoch[2008](10040/5): Loss -0.7562, Sem 0.0258, dir -0.9792, norm 0.1972, swav 0.0000 LR: 8.481e-02 Score 99.135 Data time: 0.1319, Forward time: 0.7718, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.3667 [2020-10-18 22:16:05,504][root][INFO] - ===> Epoch[2009](10041/5): Loss -0.7675, Sem 0.0256, dir -0.9774, norm 0.1842, swav 0.0000 LR: 8.480e-02 Score 99.148 Data time: 0.0916, Forward time: 0.7718, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.0203 [2020-10-18 22:16:07,745][root][INFO] - ===> Epoch[2009](10042/5): Loss -0.7581, Sem 0.0281, dir -0.9798, norm 0.1937, swav 0.0000 LR: 8.480e-02 Score 99.068 Data time: 0.0719, Forward time: 0.7718, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.1195 [2020-10-18 22:16:10,046][root][INFO] - ===> Epoch[2009](10043/5): Loss -0.7698, Sem 0.0239, dir -0.9815, norm 0.1877, swav 0.0000 LR: 8.480e-02 Score 99.202 Data time: 0.0984, Forward time: 0.7718, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.2188 [2020-10-18 22:16:12,586][root][INFO] - ===> Epoch[2009](10044/5): Loss -0.7492, Sem 0.0292, dir -0.9789, norm 0.2005, swav 0.0000 LR: 8.480e-02 Score 99.039 Data time: 0.1089, Forward time: 0.7718, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.4401 [2020-10-18 22:16:14,825][root][INFO] - ===> Epoch[2009](10045/5): Loss -0.7654, Sem 0.0275, dir -0.9792, norm 0.1863, swav 0.0000 LR: 8.480e-02 Score 99.085 Data time: 0.0714, Forward time: 0.7718, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.1144 [2020-10-18 22:16:17,345][root][INFO] - ===> Epoch[2010](10046/5): Loss -0.7557, Sem 0.0269, dir -0.9799, norm 0.1974, swav 0.0000 LR: 8.480e-02 Score 99.103 Data time: 0.2303, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.4078 [2020-10-18 22:16:19,941][root][INFO] - ===> Epoch[2010](10047/5): Loss -0.7669, Sem 0.0255, dir -0.9797, norm 0.1872, swav 0.0000 LR: 8.480e-02 Score 99.148 Data time: 0.1704, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.4676 [2020-10-18 22:16:22,470][root][INFO] - ===> Epoch[2010](10048/5): Loss -0.7483, Sem 0.0286, dir -0.9796, norm 0.2027, swav 0.0000 LR: 8.479e-02 Score 99.062 Data time: 0.0758, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.4144 [2020-10-18 22:16:24,449][root][INFO] - ===> Epoch[2010](10049/5): Loss -0.7562, Sem 0.0285, dir -0.9780, norm 0.1934, swav 0.0000 LR: 8.479e-02 Score 99.056 Data time: 0.0769, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 1.8758 [2020-10-18 22:16:26,676][root][INFO] - ===> Epoch[2010](10050/5): Loss -0.7516, Sem 0.0294, dir -0.9779, norm 0.1969, swav 0.0000 LR: 8.479e-02 Score 99.007 Data time: 0.0980, Forward time: 0.7719, Backward time: 1.1828, DDP time: 0.0030, Total iter time: 2.1276 [2020-10-18 22:16:28,799][root][INFO] - ===> Epoch[2011](10051/5): Loss -0.7574, Sem 0.0276, dir -0.9799, norm 0.1949, swav 0.0000 LR: 8.479e-02 Score 99.143 Data time: 0.0932, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.9810 [2020-10-18 22:16:30,567][root][INFO] - ===> Epoch[2011](10052/5): Loss -0.7750, Sem 0.0274, dir -0.9795, norm 0.1771, swav 0.0000 LR: 8.479e-02 Score 99.079 Data time: 0.0631, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.6620 [2020-10-18 22:16:32,625][root][INFO] - ===> Epoch[2011](10053/5): Loss -0.7298, Sem 0.0302, dir -0.9783, norm 0.2183, swav 0.0000 LR: 8.479e-02 Score 99.011 Data time: 0.0787, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.9667 [2020-10-18 22:16:34,764][root][INFO] - ===> Epoch[2011](10054/5): Loss -0.7507, Sem 0.0298, dir -0.9774, norm 0.1969, swav 0.0000 LR: 8.478e-02 Score 99.012 Data time: 0.0564, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.0136 [2020-10-18 22:16:36,942][root][INFO] - ===> Epoch[2011](10055/5): Loss -0.7454, Sem 0.0282, dir -0.9789, norm 0.2054, swav 0.0000 LR: 8.478e-02 Score 99.069 Data time: 0.0767, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.1053 [2020-10-18 22:16:39,332][root][INFO] - ===> Epoch[2012](10056/5): Loss -0.7637, Sem 0.0290, dir -0.9775, norm 0.1848, swav 0.0000 LR: 8.478e-02 Score 99.032 Data time: 0.1004, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.2916 [2020-10-18 22:16:41,489][root][INFO] - ===> Epoch[2012](10057/5): Loss -0.7323, Sem 0.0320, dir -0.9782, norm 0.2138, swav 0.0000 LR: 8.478e-02 Score 99.000 Data time: 0.0578, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.0279 [2020-10-18 22:16:43,674][root][INFO] - ===> Epoch[2012](10058/5): Loss -0.7711, Sem 0.0300, dir -0.9798, norm 0.1787, swav 0.0000 LR: 8.478e-02 Score 98.988 Data time: 0.0809, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.1236 [2020-10-18 22:16:45,714][root][INFO] - ===> Epoch[2012](10059/5): Loss -0.7369, Sem 0.0306, dir -0.9767, norm 0.2093, swav 0.0000 LR: 8.478e-02 Score 99.007 Data time: 0.0857, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.9606 [2020-10-18 22:16:47,911][root][INFO] - ===> Epoch[2012](10060/5): Loss -0.7442, Sem 0.0312, dir -0.9768, norm 0.2014, swav 0.0000 LR: 8.478e-02 Score 99.008 Data time: 0.0627, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.1097 [2020-10-18 22:16:49,641][root][INFO] - ===> Epoch[2013](10061/5): Loss -0.7230, Sem 0.0329, dir -0.9771, norm 0.2212, swav 0.0000 LR: 8.477e-02 Score 98.995 Data time: 0.0693, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.6695 [2020-10-18 22:16:51,554][root][INFO] - ===> Epoch[2013](10062/5): Loss -0.7522, Sem 0.0291, dir -0.9790, norm 0.1977, swav 0.0000 LR: 8.477e-02 Score 99.020 Data time: 0.0759, Forward time: 0.7719, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.8200 [2020-10-18 22:16:53,825][root][INFO] - ===> Epoch[2013](10063/5): Loss -0.7553, Sem 0.0321, dir -0.9784, norm 0.1909, swav 0.0000 LR: 8.477e-02 Score 98.968 Data time: 0.1562, Forward time: 0.7719, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.1747 [2020-10-18 22:16:55,861][root][INFO] - ===> Epoch[2013](10064/5): Loss -0.7544, Sem 0.0295, dir -0.9796, norm 0.1957, swav 0.0000 LR: 8.477e-02 Score 99.017 Data time: 0.0595, Forward time: 0.7719, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9160 [2020-10-18 22:16:57,996][root][INFO] - ===> Epoch[2013](10065/5): Loss -0.7537, Sem 0.0290, dir -0.9780, norm 0.1952, swav 0.0000 LR: 8.477e-02 Score 99.039 Data time: 0.0807, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.0511 [2020-10-18 22:17:00,386][root][INFO] - ===> Epoch[2014](10066/5): Loss -0.7584, Sem 0.0309, dir -0.9782, norm 0.1889, swav 0.0000 LR: 8.477e-02 Score 98.977 Data time: 0.1232, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.2623 [2020-10-18 22:17:02,988][root][INFO] - ===> Epoch[2014](10067/5): Loss -0.7521, Sem 0.0282, dir -0.9774, norm 0.1971, swav 0.0000 LR: 8.476e-02 Score 99.076 Data time: 0.0704, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.4908 [2020-10-18 22:17:04,882][root][INFO] - ===> Epoch[2014](10068/5): Loss -0.7604, Sem 0.0262, dir -0.9802, norm 0.1937, swav 0.0000 LR: 8.476e-02 Score 99.142 Data time: 0.0654, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.8102 [2020-10-18 22:17:07,177][root][INFO] - ===> Epoch[2014](10069/5): Loss -0.7369, Sem 0.0352, dir -0.9759, norm 0.2038, swav 0.0000 LR: 8.476e-02 Score 98.885 Data time: 0.0655, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.2084 [2020-10-18 22:17:09,636][root][INFO] - ===> Epoch[2014](10070/5): Loss -0.7644, Sem 0.0268, dir -0.9791, norm 0.1879, swav 0.0000 LR: 8.476e-02 Score 99.111 Data time: 0.0703, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.3592 [2020-10-18 22:17:11,872][root][INFO] - ===> Epoch[2015](10071/5): Loss -0.7547, Sem 0.0283, dir -0.9796, norm 0.1966, swav 0.0000 LR: 8.476e-02 Score 99.081 Data time: 0.0522, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.1283 [2020-10-18 22:17:14,062][root][INFO] - ===> Epoch[2015](10072/5): Loss -0.7681, Sem 0.0250, dir -0.9807, norm 0.1876, swav 0.0000 LR: 8.476e-02 Score 99.147 Data time: 0.0992, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.1264 [2020-10-18 22:17:16,517][root][INFO] - ===> Epoch[2015](10073/5): Loss -0.7362, Sem 0.0310, dir -0.9762, norm 0.2090, swav 0.0000 LR: 8.476e-02 Score 98.977 Data time: 0.0809, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.3586 [2020-10-18 22:17:18,839][root][INFO] - ===> Epoch[2015](10074/5): Loss -0.7762, Sem 0.0276, dir -0.9802, norm 0.1764, swav 0.0000 LR: 8.475e-02 Score 99.082 Data time: 0.0763, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.2068 [2020-10-18 22:17:20,808][root][INFO] - ===> Epoch[2015](10075/5): Loss -0.7463, Sem 0.0326, dir -0.9769, norm 0.1981, swav 0.0000 LR: 8.475e-02 Score 98.930 Data time: 0.0652, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.8764 [2020-10-18 22:17:22,888][root][INFO] - ===> Epoch[2016](10076/5): Loss -0.7626, Sem 0.0263, dir -0.9785, norm 0.1896, swav 0.0000 LR: 8.475e-02 Score 99.133 Data time: 0.0823, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.9846 [2020-10-18 22:17:25,244][root][INFO] - ===> Epoch[2016](10077/5): Loss -0.7512, Sem 0.0279, dir -0.9781, norm 0.1989, swav 0.0000 LR: 8.475e-02 Score 99.069 Data time: 0.0941, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.2533 [2020-10-18 22:17:27,687][root][INFO] - ===> Epoch[2016](10078/5): Loss -0.7610, Sem 0.0271, dir -0.9797, norm 0.1916, swav 0.0000 LR: 8.475e-02 Score 99.071 Data time: 0.0871, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.3335 [2020-10-18 22:17:29,705][root][INFO] - ===> Epoch[2016](10079/5): Loss -0.7493, Sem 0.0319, dir -0.9774, norm 0.1963, swav 0.0000 LR: 8.475e-02 Score 98.926 Data time: 0.0769, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9129 [2020-10-18 22:17:31,861][root][INFO] - ===> Epoch[2016](10080/5): Loss -0.7789, Sem 0.0246, dir -0.9809, norm 0.1774, swav 0.0000 LR: 8.474e-02 Score 99.196 Data time: 0.1036, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.0508 [2020-10-18 22:17:34,526][root][INFO] - ===> Epoch[2017](10081/5): Loss -0.7557, Sem 0.0272, dir -0.9781, norm 0.1952, swav 0.0000 LR: 8.474e-02 Score 99.088 Data time: 0.0681, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.5568 [2020-10-18 22:17:36,469][root][INFO] - ===> Epoch[2017](10082/5): Loss -0.7670, Sem 0.0277, dir -0.9795, norm 0.1849, swav 0.0000 LR: 8.474e-02 Score 99.057 Data time: 0.0712, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.8360 [2020-10-18 22:17:38,727][root][INFO] - ===> Epoch[2017](10083/5): Loss -0.7581, Sem 0.0282, dir -0.9789, norm 0.1925, swav 0.0000 LR: 8.474e-02 Score 99.044 Data time: 0.0821, Forward time: 0.7720, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.1678 [2020-10-18 22:17:40,814][root][INFO] - ===> Epoch[2017](10084/5): Loss -0.7347, Sem 0.0299, dir -0.9772, norm 0.2126, swav 0.0000 LR: 8.474e-02 Score 99.016 Data time: 0.0690, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.9797 [2020-10-18 22:17:43,039][root][INFO] - ===> Epoch[2017](10085/5): Loss -0.7576, Sem 0.0301, dir -0.9779, norm 0.1901, swav 0.0000 LR: 8.474e-02 Score 98.995 Data time: 0.0807, Forward time: 0.7719, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.1315 [2020-10-18 22:17:44,887][root][INFO] - ===> Epoch[2018](10086/5): Loss -0.7766, Sem 0.0281, dir -0.9794, norm 0.1747, swav 0.0000 LR: 8.474e-02 Score 99.072 Data time: 0.0842, Forward time: 0.7719, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.7434 [2020-10-18 22:17:47,095][root][INFO] - ===> Epoch[2018](10087/5): Loss -0.7662, Sem 0.0249, dir -0.9799, norm 0.1888, swav 0.0000 LR: 8.473e-02 Score 99.182 Data time: 0.0788, Forward time: 0.7719, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.1021 [2020-10-18 22:17:49,318][root][INFO] - ===> Epoch[2018](10088/5): Loss -0.7630, Sem 0.0291, dir -0.9776, norm 0.1854, swav 0.0000 LR: 8.473e-02 Score 99.031 Data time: 0.0713, Forward time: 0.7719, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.1119 [2020-10-18 22:17:51,607][root][INFO] - ===> Epoch[2018](10089/5): Loss -0.7614, Sem 0.0300, dir -0.9789, norm 0.1875, swav 0.0000 LR: 8.473e-02 Score 99.032 Data time: 0.1114, Forward time: 0.7719, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.1787 [2020-10-18 22:17:53,806][root][INFO] - ===> Epoch[2018](10090/5): Loss -0.7765, Sem 0.0275, dir -0.9797, norm 0.1757, swav 0.0000 LR: 8.473e-02 Score 99.096 Data time: 0.0952, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.0799 [2020-10-18 22:17:55,852][root][INFO] - ===> Epoch[2019](10091/5): Loss -0.7592, Sem 0.0285, dir -0.9785, norm 0.1908, swav 0.0000 LR: 8.473e-02 Score 99.069 Data time: 0.0750, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9360 [2020-10-18 22:17:57,716][root][INFO] - ===> Epoch[2019](10092/5): Loss -0.7628, Sem 0.0278, dir -0.9776, norm 0.1869, swav 0.0000 LR: 8.473e-02 Score 99.063 Data time: 0.1567, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.7794 [2020-10-18 22:17:59,809][root][INFO] - ===> Epoch[2019](10093/5): Loss -0.7627, Sem 0.0272, dir -0.9789, norm 0.1890, swav 0.0000 LR: 8.472e-02 Score 99.077 Data time: 0.0859, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.9886 [2020-10-18 22:18:01,918][root][INFO] - ===> Epoch[2019](10094/5): Loss -0.7769, Sem 0.0280, dir -0.9788, norm 0.1739, swav 0.0000 LR: 8.472e-02 Score 99.072 Data time: 0.0879, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.0014 [2020-10-18 22:18:04,131][root][INFO] - ===> Epoch[2019](10095/5): Loss -0.7660, Sem 0.0303, dir -0.9803, norm 0.1839, swav 0.0000 LR: 8.472e-02 Score 99.023 Data time: 0.0635, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.1350 [2020-10-18 22:18:06,520][root][INFO] - ===> Epoch[2020](10096/5): Loss -0.7288, Sem 0.0294, dir -0.9771, norm 0.2189, swav 0.0000 LR: 8.472e-02 Score 99.048 Data time: 0.0763, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.3088 [2020-10-18 22:18:08,715][root][INFO] - ===> Epoch[2020](10097/5): Loss -0.7669, Sem 0.0272, dir -0.9791, norm 0.1851, swav 0.0000 LR: 8.472e-02 Score 99.086 Data time: 0.0551, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.1036 [2020-10-18 22:18:10,734][root][INFO] - ===> Epoch[2020](10098/5): Loss -0.7755, Sem 0.0267, dir -0.9793, norm 0.1771, swav 0.0000 LR: 8.472e-02 Score 99.092 Data time: 0.0566, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.9308 [2020-10-18 22:18:12,878][root][INFO] - ===> Epoch[2020](10099/5): Loss -0.7651, Sem 0.0294, dir -0.9784, norm 0.1839, swav 0.0000 LR: 8.472e-02 Score 99.018 Data time: 0.0648, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.0868 [2020-10-18 22:18:14,845][root][INFO] - ===> Epoch[2020](10100/5): Loss -0.7502, Sem 0.0299, dir -0.9784, norm 0.1984, swav 0.0000 LR: 8.471e-02 Score 99.028 Data time: 0.0712, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.8714 [2020-10-18 22:18:15,877][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 22:18:17,707][root][INFO] - ===> Epoch[2021](10101/5): Loss -0.7416, Sem 0.0369, dir -0.9770, norm 0.1985, swav 0.0000 LR: 8.471e-02 Score 98.834 Data time: 0.0576, Forward time: 0.7719, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.6482 [2020-10-18 22:18:19,604][root][INFO] - ===> Epoch[2021](10102/5): Loss -0.7702, Sem 0.0289, dir -0.9793, norm 0.1802, swav 0.0000 LR: 8.471e-02 Score 99.033 Data time: 0.0528, Forward time: 0.7719, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.7967 [2020-10-18 22:18:21,723][root][INFO] - ===> Epoch[2021](10103/5): Loss -0.7788, Sem 0.0240, dir -0.9806, norm 0.1778, swav 0.0000 LR: 8.471e-02 Score 99.178 Data time: 0.0658, Forward time: 0.7719, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.0592 [2020-10-18 22:18:23,832][root][INFO] - ===> Epoch[2021](10104/5): Loss -0.7415, Sem 0.0279, dir -0.9779, norm 0.2084, swav 0.0000 LR: 8.471e-02 Score 99.098 Data time: 0.1726, Forward time: 0.7719, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.0180 [2020-10-18 22:18:26,202][root][INFO] - ===> Epoch[2021](10105/5): Loss -0.7614, Sem 0.0281, dir -0.9797, norm 0.1901, swav 0.0000 LR: 8.471e-02 Score 99.071 Data time: 0.0730, Forward time: 0.7719, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.2430 [2020-10-18 22:18:28,426][root][INFO] - ===> Epoch[2022](10106/5): Loss -0.7585, Sem 0.0298, dir -0.9794, norm 0.1911, swav 0.0000 LR: 8.470e-02 Score 98.977 Data time: 0.0946, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.1172 [2020-10-18 22:18:31,015][root][INFO] - ===> Epoch[2022](10107/5): Loss -0.7637, Sem 0.0340, dir -0.9773, norm 0.1796, swav 0.0000 LR: 8.470e-02 Score 98.866 Data time: 0.0718, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.4731 [2020-10-18 22:18:34,018][root][INFO] - ===> Epoch[2022](10108/5): Loss -0.7646, Sem 0.0256, dir -0.9800, norm 0.1898, swav 0.0000 LR: 8.470e-02 Score 99.127 Data time: 0.1017, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.9042 [2020-10-18 22:18:36,233][root][INFO] - ===> Epoch[2022](10109/5): Loss -0.7618, Sem 0.0261, dir -0.9799, norm 0.1920, swav 0.0000 LR: 8.470e-02 Score 99.111 Data time: 0.0694, Forward time: 0.7720, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.0915 [2020-10-18 22:18:38,250][root][INFO] - ===> Epoch[2022](10110/5): Loss -0.7439, Sem 0.0353, dir -0.9807, norm 0.2015, swav 0.0000 LR: 8.470e-02 Score 98.969 Data time: 0.0721, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.9150 [2020-10-18 22:18:40,435][root][INFO] - ===> Epoch[2023](10111/5): Loss -0.7595, Sem 0.0292, dir -0.9793, norm 0.1906, swav 0.0000 LR: 8.470e-02 Score 99.030 Data time: 0.0805, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.0800 [2020-10-18 22:18:42,928][root][INFO] - ===> Epoch[2023](10112/5): Loss -0.7430, Sem 0.0285, dir -0.9770, norm 0.2056, swav 0.0000 LR: 8.470e-02 Score 99.038 Data time: 0.1347, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.3827 [2020-10-18 22:18:45,504][root][INFO] - ===> Epoch[2023](10113/5): Loss -0.7567, Sem 0.0306, dir -0.9764, norm 0.1891, swav 0.0000 LR: 8.469e-02 Score 98.981 Data time: 0.1117, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.4689 [2020-10-18 22:18:47,386][root][INFO] - ===> Epoch[2023](10114/5): Loss -0.7764, Sem 0.0277, dir -0.9811, norm 0.1770, swav 0.0000 LR: 8.469e-02 Score 99.065 Data time: 0.0639, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.7656 [2020-10-18 22:18:49,371][root][INFO] - ===> Epoch[2023](10115/5): Loss -0.7544, Sem 0.0329, dir -0.9777, norm 0.1905, swav 0.0000 LR: 8.469e-02 Score 98.952 Data time: 0.0704, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.8910 [2020-10-18 22:18:51,520][root][INFO] - ===> Epoch[2024](10116/5): Loss -0.7596, Sem 0.0319, dir -0.9795, norm 0.1881, swav 0.0000 LR: 8.469e-02 Score 98.944 Data time: 0.0767, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.0641 [2020-10-18 22:18:53,684][root][INFO] - ===> Epoch[2024](10117/5): Loss -0.7634, Sem 0.0258, dir -0.9794, norm 0.1901, swav 0.0000 LR: 8.469e-02 Score 99.138 Data time: 0.1075, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.0594 [2020-10-18 22:18:55,588][root][INFO] - ===> Epoch[2024](10118/5): Loss -0.7598, Sem 0.0282, dir -0.9808, norm 0.1928, swav 0.0000 LR: 8.469e-02 Score 99.119 Data time: 0.0846, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.7889 [2020-10-18 22:18:57,891][root][INFO] - ===> Epoch[2024](10119/5): Loss -0.7553, Sem 0.0330, dir -0.9774, norm 0.1892, swav 0.0000 LR: 8.469e-02 Score 98.906 Data time: 0.0790, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.1894 [2020-10-18 22:18:59,934][root][INFO] - ===> Epoch[2024](10120/5): Loss -0.7371, Sem 0.0313, dir -0.9771, norm 0.2087, swav 0.0000 LR: 8.468e-02 Score 98.976 Data time: 0.0563, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.9446 [2020-10-18 22:19:02,167][root][INFO] - ===> Epoch[2025](10121/5): Loss -0.7734, Sem 0.0265, dir -0.9795, norm 0.1796, swav 0.0000 LR: 8.468e-02 Score 99.099 Data time: 0.0656, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.1535 [2020-10-18 22:19:04,034][root][INFO] - ===> Epoch[2025](10122/5): Loss -0.7755, Sem 0.0279, dir -0.9812, norm 0.1778, swav 0.0000 LR: 8.468e-02 Score 99.074 Data time: 0.0513, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.7697 [2020-10-18 22:19:06,187][root][INFO] - ===> Epoch[2025](10123/5): Loss -0.7663, Sem 0.0298, dir -0.9787, norm 0.1826, swav 0.0000 LR: 8.468e-02 Score 99.016 Data time: 0.0709, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.0546 [2020-10-18 22:19:08,320][root][INFO] - ===> Epoch[2025](10124/5): Loss -0.7555, Sem 0.0312, dir -0.9785, norm 0.1919, swav 0.0000 LR: 8.468e-02 Score 98.993 Data time: 0.0532, Forward time: 0.7720, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.0300 [2020-10-18 22:19:10,569][root][INFO] - ===> Epoch[2025](10125/5): Loss -0.7662, Sem 0.0273, dir -0.9799, norm 0.1864, swav 0.0000 LR: 8.468e-02 Score 99.089 Data time: 0.0484, Forward time: 0.7719, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.1680 [2020-10-18 22:19:12,600][root][INFO] - ===> Epoch[2026](10126/5): Loss -0.7631, Sem 0.0285, dir -0.9797, norm 0.1881, swav 0.0000 LR: 8.467e-02 Score 99.031 Data time: 0.0458, Forward time: 0.7719, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.9301 [2020-10-18 22:19:14,766][root][INFO] - ===> Epoch[2026](10127/5): Loss -0.7509, Sem 0.0298, dir -0.9780, norm 0.1973, swav 0.0000 LR: 8.467e-02 Score 99.015 Data time: 0.0915, Forward time: 0.7719, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.0941 [2020-10-18 22:19:16,881][root][INFO] - ===> Epoch[2026](10128/5): Loss -0.7772, Sem 0.0263, dir -0.9801, norm 0.1766, swav 0.0000 LR: 8.467e-02 Score 99.108 Data time: 0.0824, Forward time: 0.7719, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.9998 [2020-10-18 22:19:19,245][root][INFO] - ===> Epoch[2026](10129/5): Loss -0.7591, Sem 0.0277, dir -0.9791, norm 0.1924, swav 0.0000 LR: 8.467e-02 Score 99.093 Data time: 0.0600, Forward time: 0.7719, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.2545 [2020-10-18 22:19:21,500][root][INFO] - ===> Epoch[2026](10130/5): Loss -0.7564, Sem 0.0312, dir -0.9792, norm 0.1915, swav 0.0000 LR: 8.467e-02 Score 98.952 Data time: 0.0771, Forward time: 0.7719, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.1632 [2020-10-18 22:19:23,554][root][INFO] - ===> Epoch[2027](10131/5): Loss -0.7644, Sem 0.0322, dir -0.9780, norm 0.1814, swav 0.0000 LR: 8.467e-02 Score 98.914 Data time: 0.0598, Forward time: 0.7719, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.9478 [2020-10-18 22:19:26,052][root][INFO] - ===> Epoch[2027](10132/5): Loss -0.7649, Sem 0.0271, dir -0.9804, norm 0.1885, swav 0.0000 LR: 8.467e-02 Score 99.088 Data time: 0.0767, Forward time: 0.7719, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.4145 [2020-10-18 22:19:27,968][root][INFO] - ===> Epoch[2027](10133/5): Loss -0.7514, Sem 0.0318, dir -0.9775, norm 0.1944, swav 0.0000 LR: 8.466e-02 Score 98.972 Data time: 0.0979, Forward time: 0.7719, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.8094 [2020-10-18 22:19:30,004][root][INFO] - ===> Epoch[2027](10134/5): Loss -0.7804, Sem 0.0257, dir -0.9813, norm 0.1752, swav 0.0000 LR: 8.466e-02 Score 99.171 Data time: 0.1471, Forward time: 0.7719, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.9288 [2020-10-18 22:19:32,519][root][INFO] - ===> Epoch[2027](10135/5): Loss -0.7538, Sem 0.0265, dir -0.9779, norm 0.1976, swav 0.0000 LR: 8.466e-02 Score 99.119 Data time: 0.1003, Forward time: 0.7719, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.4116 [2020-10-18 22:19:34,732][root][INFO] - ===> Epoch[2028](10136/5): Loss -0.7495, Sem 0.0285, dir -0.9794, norm 0.2015, swav 0.0000 LR: 8.466e-02 Score 99.053 Data time: 0.0872, Forward time: 0.7719, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.0926 [2020-10-18 22:19:36,787][root][INFO] - ===> Epoch[2028](10137/5): Loss -0.7650, Sem 0.0289, dir -0.9786, norm 0.1848, swav 0.0000 LR: 8.466e-02 Score 99.024 Data time: 0.0884, Forward time: 0.7719, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.9353 [2020-10-18 22:19:39,171][root][INFO] - ===> Epoch[2028](10138/5): Loss -0.7342, Sem 0.0299, dir -0.9762, norm 0.2121, swav 0.0000 LR: 8.466e-02 Score 99.028 Data time: 0.0607, Forward time: 0.7719, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.2716 [2020-10-18 22:19:41,633][root][INFO] - ===> Epoch[2028](10139/5): Loss -0.7581, Sem 0.0298, dir -0.9773, norm 0.1894, swav 0.0000 LR: 8.465e-02 Score 98.996 Data time: 0.0646, Forward time: 0.7719, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.3655 [2020-10-18 22:19:43,648][root][INFO] - ===> Epoch[2028](10140/5): Loss -0.7406, Sem 0.0300, dir -0.9775, norm 0.2069, swav 0.0000 LR: 8.465e-02 Score 99.009 Data time: 0.0854, Forward time: 0.7719, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.9023 [2020-10-18 22:19:45,593][root][INFO] - ===> Epoch[2029](10141/5): Loss -0.7589, Sem 0.0287, dir -0.9793, norm 0.1917, swav 0.0000 LR: 8.465e-02 Score 99.041 Data time: 0.0819, Forward time: 0.7719, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.8288 [2020-10-18 22:19:47,839][root][INFO] - ===> Epoch[2029](10142/5): Loss -0.7227, Sem 0.0294, dir -0.9759, norm 0.2238, swav 0.0000 LR: 8.465e-02 Score 99.049 Data time: 0.0650, Forward time: 0.7719, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.1552 [2020-10-18 22:19:50,006][root][INFO] - ===> Epoch[2029](10143/5): Loss -0.7605, Sem 0.0286, dir -0.9803, norm 0.1911, swav 0.0000 LR: 8.465e-02 Score 99.033 Data time: 0.0744, Forward time: 0.7719, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.0717 [2020-10-18 22:19:52,071][root][INFO] - ===> Epoch[2029](10144/5): Loss -0.7630, Sem 0.0328, dir -0.9791, norm 0.1832, swav 0.0000 LR: 8.465e-02 Score 98.921 Data time: 0.0699, Forward time: 0.7719, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.9606 [2020-10-18 22:19:54,197][root][INFO] - ===> Epoch[2029](10145/5): Loss -0.7647, Sem 0.0249, dir -0.9796, norm 0.1899, swav 0.0000 LR: 8.465e-02 Score 99.158 Data time: 0.0837, Forward time: 0.7719, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.0263 [2020-10-18 22:19:56,290][root][INFO] - ===> Epoch[2030](10146/5): Loss -0.7473, Sem 0.0273, dir -0.9765, norm 0.2019, swav 0.0000 LR: 8.464e-02 Score 99.090 Data time: 0.0833, Forward time: 0.7719, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.9822 [2020-10-18 22:19:58,838][root][INFO] - ===> Epoch[2030](10147/5): Loss -0.7429, Sem 0.0276, dir -0.9797, norm 0.2092, swav 0.0000 LR: 8.464e-02 Score 99.077 Data time: 0.0875, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.4272 [2020-10-18 22:20:01,147][root][INFO] - ===> Epoch[2030](10148/5): Loss -0.7192, Sem 0.0348, dir -0.9756, norm 0.2216, swav 0.0000 LR: 8.464e-02 Score 98.899 Data time: 0.0665, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.1898 [2020-10-18 22:20:03,319][root][INFO] - ===> Epoch[2030](10149/5): Loss -0.7553, Sem 0.0276, dir -0.9789, norm 0.1960, swav 0.0000 LR: 8.464e-02 Score 99.066 Data time: 0.0882, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.0810 [2020-10-18 22:20:05,411][root][INFO] - ===> Epoch[2030](10150/5): Loss -0.7625, Sem 0.0290, dir -0.9801, norm 0.1885, swav 0.0000 LR: 8.464e-02 Score 99.029 Data time: 0.1095, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.9816 [2020-10-18 22:20:07,676][root][INFO] - ===> Epoch[2031](10151/5): Loss -0.7298, Sem 0.0315, dir -0.9755, norm 0.2142, swav 0.0000 LR: 8.464e-02 Score 98.978 Data time: 0.0491, Forward time: 0.7719, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.1440 [2020-10-18 22:20:09,968][root][INFO] - ===> Epoch[2031](10152/5): Loss -0.7662, Sem 0.0263, dir -0.9789, norm 0.1864, swav 0.0000 LR: 8.463e-02 Score 99.142 Data time: 0.0584, Forward time: 0.7719, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.1874 [2020-10-18 22:20:12,039][root][INFO] - ===> Epoch[2031](10153/5): Loss -0.7773, Sem 0.0277, dir -0.9789, norm 0.1738, swav 0.0000 LR: 8.463e-02 Score 99.062 Data time: 0.0861, Forward time: 0.7719, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.9615 [2020-10-18 22:20:14,135][root][INFO] - ===> Epoch[2031](10154/5): Loss -0.7599, Sem 0.0299, dir -0.9785, norm 0.1886, swav 0.0000 LR: 8.463e-02 Score 99.026 Data time: 0.0838, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.9946 [2020-10-18 22:20:16,370][root][INFO] - ===> Epoch[2031](10155/5): Loss -0.7689, Sem 0.0292, dir -0.9779, norm 0.1799, swav 0.0000 LR: 8.463e-02 Score 99.023 Data time: 0.0837, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.1115 [2020-10-18 22:20:18,605][root][INFO] - ===> Epoch[2032](10156/5): Loss -0.7457, Sem 0.0315, dir -0.9776, norm 0.2004, swav 0.0000 LR: 8.463e-02 Score 98.949 Data time: 0.0740, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.1364 [2020-10-18 22:20:20,780][root][INFO] - ===> Epoch[2032](10157/5): Loss -0.7508, Sem 0.0268, dir -0.9788, norm 0.2012, swav 0.0000 LR: 8.463e-02 Score 99.110 Data time: 0.0648, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.0667 [2020-10-18 22:20:22,626][root][INFO] - ===> Epoch[2032](10158/5): Loss -0.7748, Sem 0.0264, dir -0.9815, norm 0.1803, swav 0.0000 LR: 8.463e-02 Score 99.102 Data time: 0.0749, Forward time: 0.7720, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.7377 [2020-10-18 22:20:25,098][root][INFO] - ===> Epoch[2032](10159/5): Loss -0.7318, Sem 0.0279, dir -0.9778, norm 0.2181, swav 0.0000 LR: 8.462e-02 Score 99.099 Data time: 0.0836, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.3660 [2020-10-18 22:20:27,170][root][INFO] - ===> Epoch[2032](10160/5): Loss -0.7356, Sem 0.0353, dir -0.9748, norm 0.2039, swav 0.0000 LR: 8.462e-02 Score 98.869 Data time: 0.0700, Forward time: 0.7720, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.9498 [2020-10-18 22:20:29,506][root][INFO] - ===> Epoch[2033](10161/5): Loss -0.7334, Sem 0.0300, dir -0.9773, norm 0.2139, swav 0.0000 LR: 8.462e-02 Score 99.028 Data time: 0.0733, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.2383 [2020-10-18 22:20:32,399][root][INFO] - ===> Epoch[2033](10162/5): Loss -0.7472, Sem 0.0294, dir -0.9792, norm 0.2026, swav 0.0000 LR: 8.462e-02 Score 98.979 Data time: 0.0980, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.7826 [2020-10-18 22:20:34,666][root][INFO] - ===> Epoch[2033](10163/5): Loss -0.7645, Sem 0.0275, dir -0.9792, norm 0.1872, swav 0.0000 LR: 8.462e-02 Score 99.070 Data time: 0.0757, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.1538 [2020-10-18 22:20:36,378][root][INFO] - ===> Epoch[2033](10164/5): Loss -0.7677, Sem 0.0262, dir -0.9793, norm 0.1853, swav 0.0000 LR: 8.462e-02 Score 99.122 Data time: 0.0739, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.5923 [2020-10-18 22:20:38,185][root][INFO] - ===> Epoch[2033](10165/5): Loss -0.7522, Sem 0.0304, dir -0.9765, norm 0.1939, swav 0.0000 LR: 8.461e-02 Score 98.971 Data time: 0.0556, Forward time: 0.7720, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.7242 [2020-10-18 22:20:40,548][root][INFO] - ===> Epoch[2034](10166/5): Loss -0.7548, Sem 0.0293, dir -0.9783, norm 0.1941, swav 0.0000 LR: 8.461e-02 Score 99.034 Data time: 0.0848, Forward time: 0.7720, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.2584 [2020-10-18 22:20:42,556][root][INFO] - ===> Epoch[2034](10167/5): Loss -0.7493, Sem 0.0318, dir -0.9798, norm 0.1987, swav 0.0000 LR: 8.461e-02 Score 98.951 Data time: 0.0603, Forward time: 0.7720, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.8766 [2020-10-18 22:20:45,418][root][INFO] - ===> Epoch[2034](10168/5): Loss -0.7604, Sem 0.0259, dir -0.9800, norm 0.1937, swav 0.0000 LR: 8.461e-02 Score 99.147 Data time: 0.1104, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.7654 [2020-10-18 22:20:47,454][root][INFO] - ===> Epoch[2034](10169/5): Loss -0.7361, Sem 0.0319, dir -0.9764, norm 0.2084, swav 0.0000 LR: 8.461e-02 Score 98.957 Data time: 0.0692, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.9277 [2020-10-18 22:20:49,744][root][INFO] - ===> Epoch[2034](10170/5): Loss -0.7717, Sem 0.0267, dir -0.9800, norm 0.1817, swav 0.0000 LR: 8.461e-02 Score 99.120 Data time: 0.1014, Forward time: 0.7720, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.2069 [2020-10-18 22:20:51,593][root][INFO] - ===> Epoch[2035](10171/5): Loss -0.7608, Sem 0.0287, dir -0.9788, norm 0.1894, swav 0.0000 LR: 8.461e-02 Score 99.041 Data time: 0.0584, Forward time: 0.7720, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.7421 [2020-10-18 22:20:54,018][root][INFO] - ===> Epoch[2035](10172/5): Loss -0.7346, Sem 0.0307, dir -0.9762, norm 0.2109, swav 0.0000 LR: 8.460e-02 Score 98.979 Data time: 0.1711, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.3661 [2020-10-18 22:20:56,157][root][INFO] - ===> Epoch[2035](10173/5): Loss -0.7443, Sem 0.0281, dir -0.9763, norm 0.2039, swav 0.0000 LR: 8.460e-02 Score 99.075 Data time: 0.2376, Forward time: 0.7720, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.0435 [2020-10-18 22:20:58,324][root][INFO] - ===> Epoch[2035](10174/5): Loss -0.7631, Sem 0.0260, dir -0.9801, norm 0.1910, swav 0.0000 LR: 8.460e-02 Score 99.152 Data time: 0.0894, Forward time: 0.7720, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.0261 [2020-10-18 22:21:01,090][root][INFO] - ===> Epoch[2035](10175/5): Loss -0.7710, Sem 0.0259, dir -0.9792, norm 0.1823, swav 0.0000 LR: 8.460e-02 Score 99.117 Data time: 0.0702, Forward time: 0.7720, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.6737 [2020-10-18 22:21:03,030][root][INFO] - ===> Epoch[2036](10176/5): Loss -0.7617, Sem 0.0287, dir -0.9800, norm 0.1896, swav 0.0000 LR: 8.460e-02 Score 99.036 Data time: 0.0662, Forward time: 0.7720, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.8557 [2020-10-18 22:21:05,514][root][INFO] - ===> Epoch[2036](10177/5): Loss -0.7436, Sem 0.0277, dir -0.9786, norm 0.2073, swav 0.0000 LR: 8.460e-02 Score 99.085 Data time: 0.0737, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.3966 [2020-10-18 22:21:07,631][root][INFO] - ===> Epoch[2036](10178/5): Loss -0.7493, Sem 0.0294, dir -0.9774, norm 0.1988, swav 0.0000 LR: 8.459e-02 Score 99.016 Data time: 0.0752, Forward time: 0.7720, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.9915 [2020-10-18 22:21:09,706][root][INFO] - ===> Epoch[2036](10179/5): Loss -0.7589, Sem 0.0303, dir -0.9775, norm 0.1883, swav 0.0000 LR: 8.459e-02 Score 99.021 Data time: 0.0778, Forward time: 0.7720, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.9932 [2020-10-18 22:21:12,094][root][INFO] - ===> Epoch[2036](10180/5): Loss -0.7675, Sem 0.0238, dir -0.9812, norm 0.1899, swav 0.0000 LR: 8.459e-02 Score 99.217 Data time: 0.0574, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.2498 [2020-10-18 22:21:14,578][root][INFO] - ===> Epoch[2037](10181/5): Loss -0.7629, Sem 0.0280, dir -0.9793, norm 0.1884, swav 0.0000 LR: 8.459e-02 Score 99.045 Data time: 0.0748, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.3984 [2020-10-18 22:21:17,148][root][INFO] - ===> Epoch[2037](10182/5): Loss -0.7583, Sem 0.0257, dir -0.9800, norm 0.1960, swav 0.0000 LR: 8.459e-02 Score 99.125 Data time: 0.0636, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.4527 [2020-10-18 22:21:18,996][root][INFO] - ===> Epoch[2037](10183/5): Loss -0.7574, Sem 0.0296, dir -0.9763, norm 0.1893, swav 0.0000 LR: 8.459e-02 Score 99.018 Data time: 0.0549, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.7620 [2020-10-18 22:21:21,014][root][INFO] - ===> Epoch[2037](10184/5): Loss -0.7616, Sem 0.0279, dir -0.9773, norm 0.1879, swav 0.0000 LR: 8.459e-02 Score 99.073 Data time: 0.1519, Forward time: 0.7719, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.9383 [2020-10-18 22:21:23,307][root][INFO] - ===> Epoch[2037](10185/5): Loss -0.7721, Sem 0.0265, dir -0.9803, norm 0.1817, swav 0.0000 LR: 8.458e-02 Score 99.096 Data time: 0.0918, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.2048 [2020-10-18 22:21:25,690][root][INFO] - ===> Epoch[2038](10186/5): Loss -0.7556, Sem 0.0297, dir -0.9801, norm 0.1949, swav 0.0000 LR: 8.458e-02 Score 99.065 Data time: 0.0762, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.2614 [2020-10-18 22:21:27,549][root][INFO] - ===> Epoch[2038](10187/5): Loss -0.7596, Sem 0.0249, dir -0.9780, norm 0.1935, swav 0.0000 LR: 8.458e-02 Score 99.163 Data time: 0.0866, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.7752 [2020-10-18 22:21:29,711][root][INFO] - ===> Epoch[2038](10188/5): Loss -0.7458, Sem 0.0299, dir -0.9786, norm 0.2029, swav 0.0000 LR: 8.458e-02 Score 98.994 Data time: 0.0894, Forward time: 0.7720, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.0567 [2020-10-18 22:21:31,707][root][INFO] - ===> Epoch[2038](10189/5): Loss -0.7618, Sem 0.0264, dir -0.9784, norm 0.1901, swav 0.0000 LR: 8.458e-02 Score 99.135 Data time: 0.0624, Forward time: 0.7720, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.8777 [2020-10-18 22:21:33,744][root][INFO] - ===> Epoch[2038](10190/5): Loss -0.7455, Sem 0.0294, dir -0.9791, norm 0.2041, swav 0.0000 LR: 8.458e-02 Score 99.014 Data time: 0.0618, Forward time: 0.7720, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.9629 [2020-10-18 22:21:35,927][root][INFO] - ===> Epoch[2039](10191/5): Loss -0.7453, Sem 0.0260, dir -0.9780, norm 0.2067, swav 0.0000 LR: 8.458e-02 Score 99.151 Data time: 0.0653, Forward time: 0.7719, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.0733 [2020-10-18 22:21:37,929][root][INFO] - ===> Epoch[2039](10192/5): Loss -0.7553, Sem 0.0298, dir -0.9790, norm 0.1940, swav 0.0000 LR: 8.457e-02 Score 99.030 Data time: 0.0633, Forward time: 0.7719, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.8882 [2020-10-18 22:21:40,059][root][INFO] - ===> Epoch[2039](10193/5): Loss -0.7500, Sem 0.0286, dir -0.9789, norm 0.2003, swav 0.0000 LR: 8.457e-02 Score 99.039 Data time: 0.0767, Forward time: 0.7719, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.0367 [2020-10-18 22:21:42,017][root][INFO] - ===> Epoch[2039](10194/5): Loss -0.7650, Sem 0.0261, dir -0.9789, norm 0.1877, swav 0.0000 LR: 8.457e-02 Score 99.142 Data time: 0.0877, Forward time: 0.7720, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.8487 [2020-10-18 22:21:43,935][root][INFO] - ===> Epoch[2039](10195/5): Loss -0.7504, Sem 0.0294, dir -0.9781, norm 0.1983, swav 0.0000 LR: 8.457e-02 Score 99.034 Data time: 0.0626, Forward time: 0.7720, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.8424 [2020-10-18 22:21:45,905][root][INFO] - ===> Epoch[2040](10196/5): Loss -0.7672, Sem 0.0281, dir -0.9796, norm 0.1843, swav 0.0000 LR: 8.457e-02 Score 99.077 Data time: 0.0711, Forward time: 0.7720, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.8706 [2020-10-18 22:21:47,892][root][INFO] - ===> Epoch[2040](10197/5): Loss -0.7507, Sem 0.0283, dir -0.9765, norm 0.1975, swav 0.0000 LR: 8.457e-02 Score 99.032 Data time: 0.0800, Forward time: 0.7720, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 1.8825 [2020-10-18 22:21:49,946][root][INFO] - ===> Epoch[2040](10198/5): Loss -0.7521, Sem 0.0281, dir -0.9783, norm 0.1980, swav 0.0000 LR: 8.456e-02 Score 99.065 Data time: 0.0577, Forward time: 0.7720, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 1.9469 [2020-10-18 22:21:51,845][root][INFO] - ===> Epoch[2040](10199/5): Loss -0.7533, Sem 0.0290, dir -0.9773, norm 0.1950, swav 0.0000 LR: 8.456e-02 Score 99.037 Data time: 0.0884, Forward time: 0.7720, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 1.7855 [2020-10-18 22:21:54,275][root][INFO] - ===> Epoch[2040](10200/5): Loss -0.7421, Sem 0.0315, dir -0.9791, norm 0.2055, swav 0.0000 LR: 8.456e-02 Score 98.962 Data time: 0.0774, Forward time: 0.7720, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 2.3124 [2020-10-18 22:21:55,357][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 22:21:55,528][root][INFO] - ===> Start testing [2020-10-18 22:22:34,174][root][INFO] - 68/68: Data time: 0.0025, Iter time: 0.1521 Loss 0.207 (AVG: 0.503) Score 94.879 (AVG: 90.383) mIOU 69.431 mAP 84.597 mAcc 76.746 IOU: 61.491 0.000 78.971 74.026 94.279 92.497 34.745 75.926 97.150 69.133 82.271 86.338 55.778 mAP: 82.390 15.505 95.907 88.039 99.031 98.519 56.967 95.568 99.785 87.930 94.893 95.144 90.089 mAcc: 77.304 0.000 92.015 84.659 96.611 96.796 36.922 87.942 97.883 82.863 90.126 96.098 58.476 [2020-10-18 22:22:34,186][root][INFO] - Finished test. Elapsed time: 38.6457 [2020-10-18 22:22:37,074][root][INFO] - [2020-10-18 22:22:37,074][root][INFO] - ################################################################ [2020-10-18 22:22:37,075][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 22:22:37,075][root][INFO] - ################################################################ [2020-10-18 22:22:37,075][root][INFO] - clutter : nan nan nan [2020-10-18 22:22:37,075][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 22:22:37,075][root][INFO] - board : 0.804 0.894 0.923 [2020-10-18 22:22:37,075][root][INFO] - bookcase : 0.252 0.386 0.544 [2020-10-18 22:22:37,075][root][INFO] - ceiling : 0.531 0.568 0.639 [2020-10-18 22:22:37,075][root][INFO] - chair : 0.811 0.911 0.919 [2020-10-18 22:22:37,075][root][INFO] - column : 0.221 0.309 0.358 [2020-10-18 22:22:37,075][root][INFO] - door : 0.640 0.821 0.865 [2020-10-18 22:22:37,075][root][INFO] - floor : 0.946 0.946 0.980 [2020-10-18 22:22:37,075][root][INFO] - sofa : 0.447 0.727 0.727 [2020-10-18 22:22:37,075][root][INFO] - table : 0.149 0.324 0.615 [2020-10-18 22:22:37,075][root][INFO] - wall : 0.504 0.717 0.809 [2020-10-18 22:22:37,075][root][INFO] - window : 0.468 0.710 0.748 [2020-10-18 22:22:37,075][root][INFO] - ---------------------------------------------------------------- [2020-10-18 22:22:37,075][root][INFO] - average : 0.481 0.609 0.677 [2020-10-18 22:22:37,075][root][INFO] - [2020-10-18 22:22:37,234][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 22:22:37,235][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-18 22:22:38,845][root][INFO] - ===> Epoch[2041](10201/5): Loss -0.7543, Sem 0.0253, dir -0.9772, norm 0.1976, swav 0.0000 LR: 8.456e-02 Score 99.154 Data time: 0.0568, Forward time: 0.7720, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 1.6046 [2020-10-18 22:22:41,602][root][INFO] - ===> Epoch[2041](10202/5): Loss -0.7568, Sem 0.0267, dir -0.9794, norm 0.1959, swav 0.0000 LR: 8.456e-02 Score 99.090 Data time: 0.0681, Forward time: 0.7720, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 2.6504 [2020-10-18 22:22:43,656][root][INFO] - ===> Epoch[2041](10203/5): Loss -0.7459, Sem 0.0296, dir -0.9775, norm 0.2021, swav 0.0000 LR: 8.456e-02 Score 99.019 Data time: 0.0665, Forward time: 0.7719, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 1.9529 [2020-10-18 22:22:45,755][root][INFO] - ===> Epoch[2041](10204/5): Loss -0.7532, Sem 0.0275, dir -0.9797, norm 0.1990, swav 0.0000 LR: 8.456e-02 Score 99.090 Data time: 0.0772, Forward time: 0.7719, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 1.9996 [2020-10-18 22:22:47,806][root][INFO] - ===> Epoch[2041](10205/5): Loss -0.7633, Sem 0.0266, dir -0.9801, norm 0.1902, swav 0.0000 LR: 8.455e-02 Score 99.096 Data time: 0.0876, Forward time: 0.7719, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 1.9333 [2020-10-18 22:22:50,107][root][INFO] - ===> Epoch[2042](10206/5): Loss -0.7498, Sem 0.0299, dir -0.9784, norm 0.1987, swav 0.0000 LR: 8.455e-02 Score 99.020 Data time: 0.0698, Forward time: 0.7719, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 2.2015 [2020-10-18 22:22:52,170][root][INFO] - ===> Epoch[2042](10207/5): Loss -0.7489, Sem 0.0261, dir -0.9782, norm 0.2032, swav 0.0000 LR: 8.455e-02 Score 99.140 Data time: 0.0836, Forward time: 0.7720, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 1.9365 [2020-10-18 22:22:54,505][root][INFO] - ===> Epoch[2042](10208/5): Loss -0.7745, Sem 0.0274, dir -0.9803, norm 0.1785, swav 0.0000 LR: 8.455e-02 Score 99.090 Data time: 0.0664, Forward time: 0.7719, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 2.2097 [2020-10-18 22:22:56,674][root][INFO] - ===> Epoch[2042](10209/5): Loss -0.7462, Sem 0.0276, dir -0.9789, norm 0.2052, swav 0.0000 LR: 8.455e-02 Score 99.072 Data time: 0.0730, Forward time: 0.7719, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 2.0670 [2020-10-18 22:22:59,020][root][INFO] - ===> Epoch[2042](10210/5): Loss -0.7630, Sem 0.0288, dir -0.9803, norm 0.1884, swav 0.0000 LR: 8.455e-02 Score 99.029 Data time: 0.0771, Forward time: 0.7719, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 2.2407 [2020-10-18 22:23:00,971][root][INFO] - ===> Epoch[2043](10211/5): Loss -0.7601, Sem 0.0261, dir -0.9803, norm 0.1941, swav 0.0000 LR: 8.454e-02 Score 99.132 Data time: 0.0723, Forward time: 0.7719, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 1.8370 [2020-10-18 22:23:03,063][root][INFO] - ===> Epoch[2043](10212/5): Loss -0.7603, Sem 0.0285, dir -0.9777, norm 0.1890, swav 0.0000 LR: 8.454e-02 Score 99.065 Data time: 0.0819, Forward time: 0.7719, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 1.9914 [2020-10-18 22:23:05,026][root][INFO] - ===> Epoch[2043](10213/5): Loss -0.7544, Sem 0.0270, dir -0.9790, norm 0.1976, swav 0.0000 LR: 8.454e-02 Score 99.114 Data time: 0.0759, Forward time: 0.7719, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.8508 [2020-10-18 22:23:08,213][root][INFO] - ===> Epoch[2043](10214/5): Loss -0.7555, Sem 0.0297, dir -0.9790, norm 0.1938, swav 0.0000 LR: 8.454e-02 Score 99.015 Data time: 0.0837, Forward time: 0.7719, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 3.0755 [2020-10-18 22:23:10,856][root][INFO] - ===> Epoch[2043](10215/5): Loss -0.7634, Sem 0.0260, dir -0.9814, norm 0.1920, swav 0.0000 LR: 8.454e-02 Score 99.138 Data time: 0.0795, Forward time: 0.7719, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.5363 [2020-10-18 22:23:13,228][root][INFO] - ===> Epoch[2044](10216/5): Loss -0.7722, Sem 0.0251, dir -0.9786, norm 0.1813, swav 0.0000 LR: 8.454e-02 Score 99.166 Data time: 0.0681, Forward time: 0.7719, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.2772 [2020-10-18 22:23:15,291][root][INFO] - ===> Epoch[2044](10217/5): Loss -0.7346, Sem 0.0295, dir -0.9770, norm 0.2128, swav 0.0000 LR: 8.454e-02 Score 99.036 Data time: 0.0585, Forward time: 0.7719, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.9599 [2020-10-18 22:23:17,461][root][INFO] - ===> Epoch[2044](10218/5): Loss -0.7522, Sem 0.0318, dir -0.9766, norm 0.1925, swav 0.0000 LR: 8.453e-02 Score 98.929 Data time: 0.0591, Forward time: 0.7719, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.1009 [2020-10-18 22:23:19,690][root][INFO] - ===> Epoch[2044](10219/5): Loss -0.7641, Sem 0.0256, dir -0.9781, norm 0.1883, swav 0.0000 LR: 8.453e-02 Score 99.142 Data time: 0.0816, Forward time: 0.7719, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.1427 [2020-10-18 22:23:22,139][root][INFO] - ===> Epoch[2044](10220/5): Loss -0.7590, Sem 0.0308, dir -0.9793, norm 0.1895, swav 0.0000 LR: 8.453e-02 Score 98.980 Data time: 0.0682, Forward time: 0.7719, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.3452 [2020-10-18 22:23:24,144][root][INFO] - ===> Epoch[2045](10221/5): Loss -0.7606, Sem 0.0292, dir -0.9797, norm 0.1899, swav 0.0000 LR: 8.453e-02 Score 99.023 Data time: 0.0425, Forward time: 0.7719, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.8942 [2020-10-18 22:23:26,466][root][INFO] - ===> Epoch[2045](10222/5): Loss -0.7545, Sem 0.0318, dir -0.9751, norm 0.1889, swav 0.0000 LR: 8.453e-02 Score 98.961 Data time: 0.1037, Forward time: 0.7719, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.2353 [2020-10-18 22:23:28,664][root][INFO] - ===> Epoch[2045](10223/5): Loss -0.7399, Sem 0.0289, dir -0.9789, norm 0.2101, swav 0.0000 LR: 8.453e-02 Score 99.041 Data time: 0.0604, Forward time: 0.7719, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.0741 [2020-10-18 22:23:30,885][root][INFO] - ===> Epoch[2045](10224/5): Loss -0.7631, Sem 0.0273, dir -0.9794, norm 0.1890, swav 0.0000 LR: 8.452e-02 Score 99.102 Data time: 0.0588, Forward time: 0.7719, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.1308 [2020-10-18 22:23:33,212][root][INFO] - ===> Epoch[2045](10225/5): Loss -0.7594, Sem 0.0254, dir -0.9785, norm 0.1937, swav 0.0000 LR: 8.452e-02 Score 99.166 Data time: 0.0716, Forward time: 0.7719, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.2392 [2020-10-18 22:23:35,200][root][INFO] - ===> Epoch[2046](10226/5): Loss -0.7594, Sem 0.0293, dir -0.9793, norm 0.1906, swav 0.0000 LR: 8.452e-02 Score 99.023 Data time: 0.0668, Forward time: 0.7718, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.8731 [2020-10-18 22:23:37,289][root][INFO] - ===> Epoch[2046](10227/5): Loss -0.7486, Sem 0.0288, dir -0.9766, norm 0.1992, swav 0.0000 LR: 8.452e-02 Score 99.055 Data time: 0.0616, Forward time: 0.7718, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.0083 [2020-10-18 22:23:39,202][root][INFO] - ===> Epoch[2046](10228/5): Loss -0.7625, Sem 0.0291, dir -0.9788, norm 0.1872, swav 0.0000 LR: 8.452e-02 Score 99.034 Data time: 0.0623, Forward time: 0.7718, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.8147 [2020-10-18 22:23:40,958][root][INFO] - ===> Epoch[2046](10229/5): Loss -0.7807, Sem 0.0253, dir -0.9810, norm 0.1750, swav 0.0000 LR: 8.452e-02 Score 99.147 Data time: 0.0929, Forward time: 0.7718, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.6688 [2020-10-18 22:23:43,423][root][INFO] - ===> Epoch[2046](10230/5): Loss -0.7397, Sem 0.0262, dir -0.9777, norm 0.2117, swav 0.0000 LR: 8.452e-02 Score 99.144 Data time: 0.0607, Forward time: 0.7718, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.3631 [2020-10-18 22:23:45,631][root][INFO] - ===> Epoch[2047](10231/5): Loss -0.7560, Sem 0.0290, dir -0.9785, norm 0.1935, swav 0.0000 LR: 8.451e-02 Score 99.036 Data time: 0.0618, Forward time: 0.7718, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.1065 [2020-10-18 22:23:47,812][root][INFO] - ===> Epoch[2047](10232/5): Loss -0.7787, Sem 0.0246, dir -0.9808, norm 0.1774, swav 0.0000 LR: 8.451e-02 Score 99.171 Data time: 0.0565, Forward time: 0.7718, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.0816 [2020-10-18 22:23:50,192][root][INFO] - ===> Epoch[2047](10233/5): Loss -0.7445, Sem 0.0269, dir -0.9796, norm 0.2081, swav 0.0000 LR: 8.451e-02 Score 99.065 Data time: 0.0918, Forward time: 0.7718, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.3146 [2020-10-18 22:23:52,081][root][INFO] - ===> Epoch[2047](10234/5): Loss -0.7564, Sem 0.0273, dir -0.9759, norm 0.1922, swav 0.0000 LR: 8.451e-02 Score 99.117 Data time: 0.0632, Forward time: 0.7718, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.7805 [2020-10-18 22:23:54,457][root][INFO] - ===> Epoch[2047](10235/5): Loss -0.7601, Sem 0.0308, dir -0.9789, norm 0.1880, swav 0.0000 LR: 8.451e-02 Score 98.976 Data time: 0.1021, Forward time: 0.7718, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.2799 [2020-10-18 22:23:56,648][root][INFO] - ===> Epoch[2048](10236/5): Loss -0.7295, Sem 0.0291, dir -0.9765, norm 0.2180, swav 0.0000 LR: 8.451e-02 Score 99.047 Data time: 0.0959, Forward time: 0.7718, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.0966 [2020-10-18 22:23:58,943][root][INFO] - ===> Epoch[2048](10237/5): Loss -0.7161, Sem 0.0291, dir -0.9763, norm 0.2311, swav 0.0000 LR: 8.450e-02 Score 99.058 Data time: 0.0780, Forward time: 0.7718, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.1714 [2020-10-18 22:24:00,753][root][INFO] - ===> Epoch[2048](10238/5): Loss -0.7415, Sem 0.0286, dir -0.9790, norm 0.2088, swav 0.0000 LR: 8.450e-02 Score 99.044 Data time: 0.0820, Forward time: 0.7718, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.7072 [2020-10-18 22:24:02,996][root][INFO] - ===> Epoch[2048](10239/5): Loss -0.7581, Sem 0.0294, dir -0.9786, norm 0.1911, swav 0.0000 LR: 8.450e-02 Score 99.014 Data time: 0.0762, Forward time: 0.7718, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.1406 [2020-10-18 22:24:05,366][root][INFO] - ===> Epoch[2048](10240/5): Loss -0.7510, Sem 0.0249, dir -0.9797, norm 0.2038, swav 0.0000 LR: 8.450e-02 Score 99.158 Data time: 0.0479, Forward time: 0.7718, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.2624 [2020-10-18 22:24:07,641][root][INFO] - ===> Epoch[2049](10241/5): Loss -0.7508, Sem 0.0242, dir -0.9773, norm 0.2023, swav 0.0000 LR: 8.450e-02 Score 99.186 Data time: 0.0587, Forward time: 0.7718, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.2163 [2020-10-18 22:24:09,856][root][INFO] - ===> Epoch[2049](10242/5): Loss -0.7653, Sem 0.0276, dir -0.9773, norm 0.1843, swav 0.0000 LR: 8.450e-02 Score 99.068 Data time: 0.0694, Forward time: 0.7718, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.1248 [2020-10-18 22:24:12,001][root][INFO] - ===> Epoch[2049](10243/5): Loss -0.7496, Sem 0.0290, dir -0.9800, norm 0.2014, swav 0.0000 LR: 8.450e-02 Score 99.034 Data time: 0.0899, Forward time: 0.7718, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.0485 [2020-10-18 22:24:14,333][root][INFO] - ===> Epoch[2049](10244/5): Loss -0.7394, Sem 0.0268, dir -0.9784, norm 0.2122, swav 0.0000 LR: 8.449e-02 Score 99.126 Data time: 0.0669, Forward time: 0.7718, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.2111 [2020-10-18 22:24:16,849][root][INFO] - ===> Epoch[2049](10245/5): Loss -0.7602, Sem 0.0263, dir -0.9791, norm 0.1926, swav 0.0000 LR: 8.449e-02 Score 99.120 Data time: 0.0466, Forward time: 0.7718, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.4100 [2020-10-18 22:24:18,964][root][INFO] - ===> Epoch[2050](10246/5): Loss -0.7387, Sem 0.0309, dir -0.9784, norm 0.2088, swav 0.0000 LR: 8.449e-02 Score 98.995 Data time: 0.0639, Forward time: 0.7717, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.0340 [2020-10-18 22:24:20,977][root][INFO] - ===> Epoch[2050](10247/5): Loss -0.7563, Sem 0.0294, dir -0.9777, norm 0.1920, swav 0.0000 LR: 8.449e-02 Score 98.992 Data time: 0.0795, Forward time: 0.7718, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.9111 [2020-10-18 22:24:23,214][root][INFO] - ===> Epoch[2050](10248/5): Loss -0.7359, Sem 0.0307, dir -0.9774, norm 0.2109, swav 0.0000 LR: 8.449e-02 Score 98.977 Data time: 0.1830, Forward time: 0.7718, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.1244 [2020-10-18 22:24:25,450][root][INFO] - ===> Epoch[2050](10249/5): Loss -0.7563, Sem 0.0285, dir -0.9791, norm 0.1944, swav 0.0000 LR: 8.449e-02 Score 99.082 Data time: 0.0730, Forward time: 0.7718, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.0985 [2020-10-18 22:24:27,894][root][INFO] - ===> Epoch[2050](10250/5): Loss -0.7405, Sem 0.0314, dir -0.9769, norm 0.2050, swav 0.0000 LR: 8.448e-02 Score 98.974 Data time: 0.0601, Forward time: 0.7718, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.3448 [2020-10-18 22:24:30,301][root][INFO] - ===> Epoch[2051](10251/5): Loss -0.7604, Sem 0.0287, dir -0.9791, norm 0.1901, swav 0.0000 LR: 8.448e-02 Score 99.033 Data time: 0.0740, Forward time: 0.7717, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.3137 [2020-10-18 22:24:32,049][root][INFO] - ===> Epoch[2051](10252/5): Loss -0.7786, Sem 0.0304, dir -0.9798, norm 0.1708, swav 0.0000 LR: 8.448e-02 Score 98.989 Data time: 0.0718, Forward time: 0.7717, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.6287 [2020-10-18 22:24:34,237][root][INFO] - ===> Epoch[2051](10253/5): Loss -0.7463, Sem 0.0296, dir -0.9771, norm 0.2011, swav 0.0000 LR: 8.448e-02 Score 99.056 Data time: 0.0457, Forward time: 0.7717, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.0983 [2020-10-18 22:24:36,299][root][INFO] - ===> Epoch[2051](10254/5): Loss -0.7675, Sem 0.0282, dir -0.9781, norm 0.1824, swav 0.0000 LR: 8.448e-02 Score 99.057 Data time: 0.0859, Forward time: 0.7717, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.9939 [2020-10-18 22:24:38,220][root][INFO] - ===> Epoch[2051](10255/5): Loss -0.7678, Sem 0.0272, dir -0.9806, norm 0.1857, swav 0.0000 LR: 8.448e-02 Score 99.100 Data time: 0.1460, Forward time: 0.7717, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.7863 [2020-10-18 22:24:40,566][root][INFO] - ===> Epoch[2052](10256/5): Loss -0.7590, Sem 0.0272, dir -0.9799, norm 0.1938, swav 0.0000 LR: 8.448e-02 Score 99.086 Data time: 0.0948, Forward time: 0.7718, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.2629 [2020-10-18 22:24:42,787][root][INFO] - ===> Epoch[2052](10257/5): Loss -0.7477, Sem 0.0290, dir -0.9782, norm 0.2015, swav 0.0000 LR: 8.447e-02 Score 99.063 Data time: 0.0578, Forward time: 0.7717, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.1091 [2020-10-18 22:24:45,162][root][INFO] - ===> Epoch[2052](10258/5): Loss -0.7607, Sem 0.0264, dir -0.9806, norm 0.1935, swav 0.0000 LR: 8.447e-02 Score 99.113 Data time: 0.1032, Forward time: 0.7718, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.2826 [2020-10-18 22:24:46,983][root][INFO] - ===> Epoch[2052](10259/5): Loss -0.7647, Sem 0.0291, dir -0.9771, norm 0.1833, swav 0.0000 LR: 8.447e-02 Score 99.019 Data time: 0.0575, Forward time: 0.7718, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.7265 [2020-10-18 22:24:49,405][root][INFO] - ===> Epoch[2052](10260/5): Loss -0.7498, Sem 0.0284, dir -0.9774, norm 0.1992, swav 0.0000 LR: 8.447e-02 Score 99.053 Data time: 0.0635, Forward time: 0.7717, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.3261 [2020-10-18 22:24:51,660][root][INFO] - ===> Epoch[2053](10261/5): Loss -0.7703, Sem 0.0290, dir -0.9790, norm 0.1797, swav 0.0000 LR: 8.447e-02 Score 99.031 Data time: 0.2681, Forward time: 0.7717, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.1814 [2020-10-18 22:24:54,121][root][INFO] - ===> Epoch[2053](10262/5): Loss -0.7541, Sem 0.0258, dir -0.9777, norm 0.1979, swav 0.0000 LR: 8.447e-02 Score 99.151 Data time: 0.1079, Forward time: 0.7718, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.3422 [2020-10-18 22:24:56,614][root][INFO] - ===> Epoch[2053](10263/5): Loss -0.7594, Sem 0.0275, dir -0.9785, norm 0.1916, swav 0.0000 LR: 8.447e-02 Score 99.098 Data time: 0.0723, Forward time: 0.7718, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.3834 [2020-10-18 22:24:58,704][root][INFO] - ===> Epoch[2053](10264/5): Loss -0.7545, Sem 0.0283, dir -0.9789, norm 0.1961, swav 0.0000 LR: 8.446e-02 Score 99.046 Data time: 0.0783, Forward time: 0.7718, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.9833 [2020-10-18 22:25:00,788][root][INFO] - ===> Epoch[2053](10265/5): Loss -0.7541, Sem 0.0303, dir -0.9794, norm 0.1950, swav 0.0000 LR: 8.446e-02 Score 99.020 Data time: 0.0796, Forward time: 0.7718, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.9735 [2020-10-18 22:25:03,307][root][INFO] - ===> Epoch[2054](10266/5): Loss -0.7477, Sem 0.0284, dir -0.9765, norm 0.2004, swav 0.0000 LR: 8.446e-02 Score 99.052 Data time: 0.1730, Forward time: 0.7718, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.4199 [2020-10-18 22:25:05,641][root][INFO] - ===> Epoch[2054](10267/5): Loss -0.7544, Sem 0.0278, dir -0.9785, norm 0.1963, swav 0.0000 LR: 8.446e-02 Score 99.097 Data time: 0.0942, Forward time: 0.7718, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.2184 [2020-10-18 22:25:07,796][root][INFO] - ===> Epoch[2054](10268/5): Loss -0.7586, Sem 0.0281, dir -0.9792, norm 0.1925, swav 0.0000 LR: 8.446e-02 Score 99.088 Data time: 0.1077, Forward time: 0.7718, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.0188 [2020-10-18 22:25:09,613][root][INFO] - ===> Epoch[2054](10269/5): Loss -0.7556, Sem 0.0284, dir -0.9775, norm 0.1935, swav 0.0000 LR: 8.446e-02 Score 99.051 Data time: 0.0535, Forward time: 0.7718, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.7204 [2020-10-18 22:25:11,743][root][INFO] - ===> Epoch[2054](10270/5): Loss -0.7542, Sem 0.0261, dir -0.9803, norm 0.2000, swav 0.0000 LR: 8.445e-02 Score 99.120 Data time: 0.0925, Forward time: 0.7718, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.0457 [2020-10-18 22:25:13,975][root][INFO] - ===> Epoch[2055](10271/5): Loss -0.7561, Sem 0.0249, dir -0.9800, norm 0.1990, swav 0.0000 LR: 8.445e-02 Score 99.180 Data time: 0.1475, Forward time: 0.7718, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.1276 [2020-10-18 22:25:16,260][root][INFO] - ===> Epoch[2055](10272/5): Loss -0.7726, Sem 0.0291, dir -0.9783, norm 0.1766, swav 0.0000 LR: 8.445e-02 Score 99.022 Data time: 0.0917, Forward time: 0.7718, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.2132 [2020-10-18 22:25:18,409][root][INFO] - ===> Epoch[2055](10273/5): Loss -0.7605, Sem 0.0253, dir -0.9795, norm 0.1936, swav 0.0000 LR: 8.445e-02 Score 99.169 Data time: 0.0784, Forward time: 0.7718, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.0585 [2020-10-18 22:25:20,699][root][INFO] - ===> Epoch[2055](10274/5): Loss -0.7683, Sem 0.0292, dir -0.9795, norm 0.1820, swav 0.0000 LR: 8.445e-02 Score 99.011 Data time: 0.0703, Forward time: 0.7718, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.2079 [2020-10-18 22:25:23,036][root][INFO] - ===> Epoch[2055](10275/5): Loss -0.7592, Sem 0.0281, dir -0.9782, norm 0.1908, swav 0.0000 LR: 8.445e-02 Score 99.069 Data time: 0.0616, Forward time: 0.7718, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.2491 [2020-10-18 22:25:25,744][root][INFO] - ===> Epoch[2056](10276/5): Loss -0.7457, Sem 0.0262, dir -0.9785, norm 0.2067, swav 0.0000 LR: 8.445e-02 Score 99.146 Data time: 0.0642, Forward time: 0.7718, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.6129 [2020-10-18 22:25:27,935][root][INFO] - ===> Epoch[2056](10277/5): Loss -0.7657, Sem 0.0282, dir -0.9794, norm 0.1855, swav 0.0000 LR: 8.444e-02 Score 99.041 Data time: 0.0582, Forward time: 0.7718, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.1043 [2020-10-18 22:25:30,044][root][INFO] - ===> Epoch[2056](10278/5): Loss -0.7591, Sem 0.0252, dir -0.9805, norm 0.1962, swav 0.0000 LR: 8.444e-02 Score 99.149 Data time: 0.0685, Forward time: 0.7718, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.0505 [2020-10-18 22:25:31,992][root][INFO] - ===> Epoch[2056](10279/5): Loss -0.7763, Sem 0.0275, dir -0.9787, norm 0.1748, swav 0.0000 LR: 8.444e-02 Score 99.058 Data time: 0.0663, Forward time: 0.7717, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.8392 [2020-10-18 22:25:34,295][root][INFO] - ===> Epoch[2056](10280/5): Loss -0.7626, Sem 0.0245, dir -0.9792, norm 0.1922, swav 0.0000 LR: 8.444e-02 Score 99.187 Data time: 0.0725, Forward time: 0.7717, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.2064 [2020-10-18 22:25:36,592][root][INFO] - ===> Epoch[2057](10281/5): Loss -0.7662, Sem 0.0279, dir -0.9796, norm 0.1855, swav 0.0000 LR: 8.444e-02 Score 99.099 Data time: 0.0807, Forward time: 0.7717, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.1929 [2020-10-18 22:25:38,904][root][INFO] - ===> Epoch[2057](10282/5): Loss -0.7735, Sem 0.0297, dir -0.9790, norm 0.1757, swav 0.0000 LR: 8.444e-02 Score 98.993 Data time: 0.0754, Forward time: 0.7717, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.2120 [2020-10-18 22:25:40,967][root][INFO] - ===> Epoch[2057](10283/5): Loss -0.7576, Sem 0.0299, dir -0.9784, norm 0.1909, swav 0.0000 LR: 8.443e-02 Score 99.012 Data time: 0.0584, Forward time: 0.7717, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.9697 [2020-10-18 22:25:43,282][root][INFO] - ===> Epoch[2057](10284/5): Loss -0.7596, Sem 0.0248, dir -0.9808, norm 0.1965, swav 0.0000 LR: 8.443e-02 Score 99.183 Data time: 0.0925, Forward time: 0.7717, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.2190 [2020-10-18 22:25:45,223][root][INFO] - ===> Epoch[2057](10285/5): Loss -0.7554, Sem 0.0305, dir -0.9762, norm 0.1903, swav 0.0000 LR: 8.443e-02 Score 98.959 Data time: 0.0609, Forward time: 0.7717, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.8182 [2020-10-18 22:25:47,393][root][INFO] - ===> Epoch[2058](10286/5): Loss -0.7424, Sem 0.0278, dir -0.9778, norm 0.2075, swav 0.0000 LR: 8.443e-02 Score 99.081 Data time: 0.0553, Forward time: 0.7717, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.0786 [2020-10-18 22:25:49,603][root][INFO] - ===> Epoch[2058](10287/5): Loss -0.7499, Sem 0.0285, dir -0.9795, norm 0.2011, swav 0.0000 LR: 8.443e-02 Score 99.069 Data time: 0.0440, Forward time: 0.7717, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.1325 [2020-10-18 22:25:52,135][root][INFO] - ===> Epoch[2058](10288/5): Loss -0.7549, Sem 0.0282, dir -0.9788, norm 0.1958, swav 0.0000 LR: 8.443e-02 Score 99.058 Data time: 0.0516, Forward time: 0.7717, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.4752 [2020-10-18 22:25:54,046][root][INFO] - ===> Epoch[2058](10289/5): Loss -0.7721, Sem 0.0255, dir -0.9809, norm 0.1834, swav 0.0000 LR: 8.443e-02 Score 99.141 Data time: 0.1036, Forward time: 0.7717, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.8023 [2020-10-18 22:25:56,261][root][INFO] - ===> Epoch[2058](10290/5): Loss -0.7487, Sem 0.0274, dir -0.9773, norm 0.2011, swav 0.0000 LR: 8.442e-02 Score 99.109 Data time: 0.0990, Forward time: 0.7717, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.1239 [2020-10-18 22:25:58,390][root][INFO] - ===> Epoch[2059](10291/5): Loss -0.7555, Sem 0.0281, dir -0.9773, norm 0.1936, swav 0.0000 LR: 8.442e-02 Score 99.045 Data time: 0.0584, Forward time: 0.7717, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.9995 [2020-10-18 22:26:00,704][root][INFO] - ===> Epoch[2059](10292/5): Loss -0.7647, Sem 0.0254, dir -0.9797, norm 0.1896, swav 0.0000 LR: 8.442e-02 Score 99.141 Data time: 0.0592, Forward time: 0.7717, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.2416 [2020-10-18 22:26:03,284][root][INFO] - ===> Epoch[2059](10293/5): Loss -0.7740, Sem 0.0272, dir -0.9803, norm 0.1791, swav 0.0000 LR: 8.442e-02 Score 99.099 Data time: 0.0792, Forward time: 0.7717, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.5066 [2020-10-18 22:26:05,699][root][INFO] - ===> Epoch[2059](10294/5): Loss -0.7627, Sem 0.0300, dir -0.9783, norm 0.1856, swav 0.0000 LR: 8.442e-02 Score 98.981 Data time: 0.0613, Forward time: 0.7716, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.2854 [2020-10-18 22:26:07,798][root][INFO] - ===> Epoch[2059](10295/5): Loss -0.7818, Sem 0.0261, dir -0.9815, norm 0.1735, swav 0.0000 LR: 8.442e-02 Score 99.113 Data time: 0.0629, Forward time: 0.7716, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.9973 [2020-10-18 22:26:10,396][root][INFO] - ===> Epoch[2060](10296/5): Loss -0.7517, Sem 0.0257, dir -0.9776, norm 0.2002, swav 0.0000 LR: 8.441e-02 Score 99.167 Data time: 0.0772, Forward time: 0.7716, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.5256 [2020-10-18 22:26:12,481][root][INFO] - ===> Epoch[2060](10297/5): Loss -0.7547, Sem 0.0307, dir -0.9777, norm 0.1923, swav 0.0000 LR: 8.441e-02 Score 98.976 Data time: 0.1113, Forward time: 0.7716, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.9717 [2020-10-18 22:26:14,839][root][INFO] - ===> Epoch[2060](10298/5): Loss -0.7675, Sem 0.0303, dir -0.9784, norm 0.1806, swav 0.0000 LR: 8.441e-02 Score 98.998 Data time: 0.0869, Forward time: 0.7717, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.2383 [2020-10-18 22:26:16,923][root][INFO] - ===> Epoch[2060](10299/5): Loss -0.7679, Sem 0.0266, dir -0.9804, norm 0.1859, swav 0.0000 LR: 8.441e-02 Score 99.118 Data time: 0.0655, Forward time: 0.7716, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.9579 [2020-10-18 22:26:18,780][root][INFO] - ===> Epoch[2060](10300/5): Loss -0.7810, Sem 0.0263, dir -0.9802, norm 0.1730, swav 0.0000 LR: 8.441e-02 Score 99.138 Data time: 0.0830, Forward time: 0.7717, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.7721 [2020-10-18 22:26:19,799][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 22:26:21,733][root][INFO] - ===> Epoch[2061](10301/5): Loss -0.7235, Sem 0.0280, dir -0.9776, norm 0.2261, swav 0.0000 LR: 8.441e-02 Score 99.082 Data time: 0.0720, Forward time: 0.7716, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.7624 [2020-10-18 22:26:24,219][root][INFO] - ===> Epoch[2061](10302/5): Loss -0.7717, Sem 0.0277, dir -0.9805, norm 0.1810, swav 0.0000 LR: 8.441e-02 Score 99.069 Data time: 0.1003, Forward time: 0.7716, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.3787 [2020-10-18 22:26:26,417][root][INFO] - ===> Epoch[2061](10303/5): Loss -0.7687, Sem 0.0242, dir -0.9807, norm 0.1878, swav 0.0000 LR: 8.440e-02 Score 99.206 Data time: 0.0958, Forward time: 0.7717, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.0859 [2020-10-18 22:26:28,302][root][INFO] - ===> Epoch[2061](10304/5): Loss -0.7782, Sem 0.0287, dir -0.9781, norm 0.1712, swav 0.0000 LR: 8.440e-02 Score 99.031 Data time: 0.0700, Forward time: 0.7717, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.7599 [2020-10-18 22:26:30,795][root][INFO] - ===> Epoch[2061](10305/5): Loss -0.7597, Sem 0.0260, dir -0.9782, norm 0.1924, swav 0.0000 LR: 8.440e-02 Score 99.138 Data time: 0.1253, Forward time: 0.7717, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.3932 [2020-10-18 22:26:33,173][root][INFO] - ===> Epoch[2062](10306/5): Loss -0.7643, Sem 0.0286, dir -0.9780, norm 0.1851, swav 0.0000 LR: 8.440e-02 Score 99.036 Data time: 0.0824, Forward time: 0.7717, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.2589 [2020-10-18 22:26:35,259][root][INFO] - ===> Epoch[2062](10307/5): Loss -0.7570, Sem 0.0242, dir -0.9801, norm 0.1990, swav 0.0000 LR: 8.440e-02 Score 99.195 Data time: 0.0801, Forward time: 0.7717, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.9802 [2020-10-18 22:26:38,883][root][INFO] - ===> Epoch[2062](10308/5): Loss -0.7484, Sem 0.0261, dir -0.9789, norm 0.2045, swav 0.0000 LR: 8.440e-02 Score 99.138 Data time: 0.0620, Forward time: 0.7717, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 3.5236 [2020-10-18 22:26:40,931][root][INFO] - ===> Epoch[2062](10309/5): Loss -0.7618, Sem 0.0289, dir -0.9781, norm 0.1874, swav 0.0000 LR: 8.439e-02 Score 99.037 Data time: 0.0623, Forward time: 0.7717, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9728 [2020-10-18 22:26:43,612][root][INFO] - ===> Epoch[2062](10310/5): Loss -0.7501, Sem 0.0260, dir -0.9773, norm 0.2013, swav 0.0000 LR: 8.439e-02 Score 99.155 Data time: 0.0534, Forward time: 0.7717, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.5721 [2020-10-18 22:26:45,603][root][INFO] - ===> Epoch[2063](10311/5): Loss -0.7686, Sem 0.0269, dir -0.9784, norm 0.1830, swav 0.0000 LR: 8.439e-02 Score 99.091 Data time: 0.0379, Forward time: 0.7716, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9242 [2020-10-18 22:26:48,028][root][INFO] - ===> Epoch[2063](10312/5): Loss -0.7471, Sem 0.0261, dir -0.9798, norm 0.2065, swav 0.0000 LR: 8.439e-02 Score 99.124 Data time: 0.0328, Forward time: 0.7716, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.3551 [2020-10-18 22:26:50,138][root][INFO] - ===> Epoch[2063](10313/5): Loss -0.7491, Sem 0.0263, dir -0.9769, norm 0.2015, swav 0.0000 LR: 8.439e-02 Score 99.125 Data time: 0.2480, Forward time: 0.7716, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.0680 [2020-10-18 22:26:52,297][root][INFO] - ===> Epoch[2063](10314/5): Loss -0.7574, Sem 0.0253, dir -0.9805, norm 0.1978, swav 0.0000 LR: 8.439e-02 Score 99.173 Data time: 0.0949, Forward time: 0.7716, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.0559 [2020-10-18 22:26:54,699][root][INFO] - ===> Epoch[2063](10315/5): Loss -0.7417, Sem 0.0276, dir -0.9747, norm 0.2054, swav 0.0000 LR: 8.439e-02 Score 99.083 Data time: 0.0790, Forward time: 0.7716, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.2694 [2020-10-18 22:26:56,809][root][INFO] - ===> Epoch[2064](10316/5): Loss -0.7542, Sem 0.0268, dir -0.9763, norm 0.1952, swav 0.0000 LR: 8.438e-02 Score 99.091 Data time: 0.0758, Forward time: 0.7716, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9890 [2020-10-18 22:26:58,905][root][INFO] - ===> Epoch[2064](10317/5): Loss -0.7442, Sem 0.0267, dir -0.9773, norm 0.2064, swav 0.0000 LR: 8.438e-02 Score 99.090 Data time: 0.1079, Forward time: 0.7716, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.0421 [2020-10-18 22:27:01,162][root][INFO] - ===> Epoch[2064](10318/5): Loss -0.7443, Sem 0.0267, dir -0.9783, norm 0.2073, swav 0.0000 LR: 8.438e-02 Score 99.135 Data time: 0.0887, Forward time: 0.7717, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.1556 [2020-10-18 22:27:03,456][root][INFO] - ===> Epoch[2064](10319/5): Loss -0.7681, Sem 0.0253, dir -0.9800, norm 0.1866, swav 0.0000 LR: 8.438e-02 Score 99.140 Data time: 0.0757, Forward time: 0.7717, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.1829 [2020-10-18 22:27:05,532][root][INFO] - ===> Epoch[2064](10320/5): Loss -0.7448, Sem 0.0275, dir -0.9775, norm 0.2052, swav 0.0000 LR: 8.438e-02 Score 99.073 Data time: 0.0789, Forward time: 0.7717, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9969 [2020-10-18 22:27:07,696][root][INFO] - ===> Epoch[2065](10321/5): Loss -0.7668, Sem 0.0263, dir -0.9797, norm 0.1867, swav 0.0000 LR: 8.438e-02 Score 99.113 Data time: 0.0680, Forward time: 0.7716, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.0627 [2020-10-18 22:27:10,133][root][INFO] - ===> Epoch[2065](10322/5): Loss -0.7506, Sem 0.0259, dir -0.9786, norm 0.2021, swav 0.0000 LR: 8.437e-02 Score 99.144 Data time: 0.0606, Forward time: 0.7716, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.3395 [2020-10-18 22:27:12,596][root][INFO] - ===> Epoch[2065](10323/5): Loss -0.7552, Sem 0.0273, dir -0.9789, norm 0.1964, swav 0.0000 LR: 8.437e-02 Score 99.106 Data time: 0.0544, Forward time: 0.7716, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.4200 [2020-10-18 22:27:14,765][root][INFO] - ===> Epoch[2065](10324/5): Loss -0.7711, Sem 0.0272, dir -0.9801, norm 0.1817, swav 0.0000 LR: 8.437e-02 Score 99.090 Data time: 0.0604, Forward time: 0.7716, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.0673 [2020-10-18 22:27:16,640][root][INFO] - ===> Epoch[2065](10325/5): Loss -0.7411, Sem 0.0269, dir -0.9788, norm 0.2108, swav 0.0000 LR: 8.437e-02 Score 99.105 Data time: 0.0664, Forward time: 0.7716, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 1.7822 [2020-10-18 22:27:18,851][root][INFO] - ===> Epoch[2066](10326/5): Loss -0.7540, Sem 0.0267, dir -0.9790, norm 0.1983, swav 0.0000 LR: 8.437e-02 Score 99.104 Data time: 0.0580, Forward time: 0.7716, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.1216 [2020-10-18 22:27:21,212][root][INFO] - ===> Epoch[2066](10327/5): Loss -0.7684, Sem 0.0233, dir -0.9813, norm 0.1897, swav 0.0000 LR: 8.437e-02 Score 99.215 Data time: 0.0859, Forward time: 0.7716, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.2515 [2020-10-18 22:27:23,542][root][INFO] - ===> Epoch[2066](10328/5): Loss -0.7511, Sem 0.0313, dir -0.9773, norm 0.1950, swav 0.0000 LR: 8.437e-02 Score 98.967 Data time: 0.2449, Forward time: 0.7716, Backward time: 1.1827, DDP time: 0.0030, Total iter time: 2.2232 [2020-10-18 22:27:25,889][root][INFO] - ===> Epoch[2066](10329/5): Loss -0.7609, Sem 0.0290, dir -0.9778, norm 0.1879, swav 0.0000 LR: 8.436e-02 Score 99.015 Data time: 0.1010, Forward time: 0.7716, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.2679 [2020-10-18 22:27:27,908][root][INFO] - ===> Epoch[2066](10330/5): Loss -0.7838, Sem 0.0242, dir -0.9813, norm 0.1733, swav 0.0000 LR: 8.436e-02 Score 99.190 Data time: 0.0813, Forward time: 0.7717, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9186 [2020-10-18 22:27:29,986][root][INFO] - ===> Epoch[2067](10331/5): Loss -0.7729, Sem 0.0231, dir -0.9802, norm 0.1842, swav 0.0000 LR: 8.436e-02 Score 99.230 Data time: 0.0526, Forward time: 0.7716, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9850 [2020-10-18 22:27:32,360][root][INFO] - ===> Epoch[2067](10332/5): Loss -0.7678, Sem 0.0263, dir -0.9799, norm 0.1858, swav 0.0000 LR: 8.436e-02 Score 99.110 Data time: 0.1303, Forward time: 0.7717, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.2947 [2020-10-18 22:27:34,367][root][INFO] - ===> Epoch[2067](10333/5): Loss -0.7724, Sem 0.0288, dir -0.9784, norm 0.1771, swav 0.0000 LR: 8.436e-02 Score 99.053 Data time: 0.0664, Forward time: 0.7717, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.8966 [2020-10-18 22:27:36,623][root][INFO] - ===> Epoch[2067](10334/5): Loss -0.7445, Sem 0.0265, dir -0.9778, norm 0.2067, swav 0.0000 LR: 8.436e-02 Score 99.136 Data time: 0.0765, Forward time: 0.7717, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.1788 [2020-10-18 22:27:38,722][root][INFO] - ===> Epoch[2067](10335/5): Loss -0.7708, Sem 0.0273, dir -0.9805, norm 0.1824, swav 0.0000 LR: 8.435e-02 Score 99.086 Data time: 0.0754, Forward time: 0.7717, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9909 [2020-10-18 22:27:40,840][root][INFO] - ===> Epoch[2068](10336/5): Loss -0.7701, Sem 0.0258, dir -0.9789, norm 0.1830, swav 0.0000 LR: 8.435e-02 Score 99.143 Data time: 0.0596, Forward time: 0.7717, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.0253 [2020-10-18 22:27:42,763][root][INFO] - ===> Epoch[2068](10337/5): Loss -0.7562, Sem 0.0245, dir -0.9793, norm 0.1986, swav 0.0000 LR: 8.435e-02 Score 99.183 Data time: 0.1132, Forward time: 0.7717, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.8455 [2020-10-18 22:27:44,820][root][INFO] - ===> Epoch[2068](10338/5): Loss -0.7663, Sem 0.0262, dir -0.9814, norm 0.1890, swav 0.0000 LR: 8.435e-02 Score 99.131 Data time: 0.0638, Forward time: 0.7717, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.9555 [2020-10-18 22:27:47,215][root][INFO] - ===> Epoch[2068](10339/5): Loss -0.7425, Sem 0.0289, dir -0.9767, norm 0.2053, swav 0.0000 LR: 8.435e-02 Score 99.034 Data time: 0.0662, Forward time: 0.7716, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 2.3052 [2020-10-18 22:27:49,145][root][INFO] - ===> Epoch[2068](10340/5): Loss -0.7529, Sem 0.0287, dir -0.9785, norm 0.1970, swav 0.0000 LR: 8.435e-02 Score 99.039 Data time: 0.0784, Forward time: 0.7716, Backward time: 1.1826, DDP time: 0.0030, Total iter time: 1.8401 [2020-10-18 22:27:51,325][root][INFO] - ===> Epoch[2069](10341/5): Loss -0.7689, Sem 0.0267, dir -0.9802, norm 0.1846, swav 0.0000 LR: 8.435e-02 Score 99.126 Data time: 0.0997, Forward time: 0.7717, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.0742 [2020-10-18 22:27:53,591][root][INFO] - ===> Epoch[2069](10342/5): Loss -0.7682, Sem 0.0247, dir -0.9802, norm 0.1873, swav 0.0000 LR: 8.434e-02 Score 99.165 Data time: 0.0863, Forward time: 0.7717, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.1522 [2020-10-18 22:27:55,972][root][INFO] - ===> Epoch[2069](10343/5): Loss -0.7418, Sem 0.0302, dir -0.9782, norm 0.2062, swav 0.0000 LR: 8.434e-02 Score 99.026 Data time: 0.0916, Forward time: 0.7717, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.2782 [2020-10-18 22:27:57,785][root][INFO] - ===> Epoch[2069](10344/5): Loss -0.7727, Sem 0.0252, dir -0.9801, norm 0.1822, swav 0.0000 LR: 8.434e-02 Score 99.165 Data time: 0.0938, Forward time: 0.7717, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.7359 [2020-10-18 22:27:59,857][root][INFO] - ===> Epoch[2069](10345/5): Loss -0.7626, Sem 0.0268, dir -0.9791, norm 0.1898, swav 0.0000 LR: 8.434e-02 Score 99.117 Data time: 0.0998, Forward time: 0.7717, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.9823 [2020-10-18 22:28:02,084][root][INFO] - ===> Epoch[2070](10346/5): Loss -0.7606, Sem 0.0241, dir -0.9794, norm 0.1947, swav 0.0000 LR: 8.434e-02 Score 99.179 Data time: 0.0720, Forward time: 0.7717, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.1210 [2020-10-18 22:28:04,687][root][INFO] - ===> Epoch[2070](10347/5): Loss -0.7663, Sem 0.0301, dir -0.9796, norm 0.1832, swav 0.0000 LR: 8.434e-02 Score 99.000 Data time: 0.0529, Forward time: 0.7717, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.5357 [2020-10-18 22:28:06,691][root][INFO] - ===> Epoch[2070](10348/5): Loss -0.7568, Sem 0.0278, dir -0.9786, norm 0.1940, swav 0.0000 LR: 8.434e-02 Score 99.077 Data time: 0.0651, Forward time: 0.7717, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.9088 [2020-10-18 22:28:08,771][root][INFO] - ===> Epoch[2070](10349/5): Loss -0.7563, Sem 0.0281, dir -0.9795, norm 0.1951, swav 0.0000 LR: 8.433e-02 Score 99.092 Data time: 0.0865, Forward time: 0.7717, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.0020 [2020-10-18 22:28:10,970][root][INFO] - ===> Epoch[2070](10350/5): Loss -0.7596, Sem 0.0267, dir -0.9796, norm 0.1934, swav 0.0000 LR: 8.433e-02 Score 99.101 Data time: 0.1258, Forward time: 0.7717, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.0736 [2020-10-18 22:28:13,316][root][INFO] - ===> Epoch[2071](10351/5): Loss -0.7360, Sem 0.0272, dir -0.9782, norm 0.2150, swav 0.0000 LR: 8.433e-02 Score 99.111 Data time: 0.0919, Forward time: 0.7717, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.2506 [2020-10-18 22:28:15,444][root][INFO] - ===> Epoch[2071](10352/5): Loss -0.7403, Sem 0.0279, dir -0.9792, norm 0.2110, swav 0.0000 LR: 8.433e-02 Score 99.071 Data time: 0.0665, Forward time: 0.7717, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.0070 [2020-10-18 22:28:17,631][root][INFO] - ===> Epoch[2071](10353/5): Loss -0.7588, Sem 0.0281, dir -0.9799, norm 0.1930, swav 0.0000 LR: 8.433e-02 Score 99.064 Data time: 0.0583, Forward time: 0.7717, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.0967 [2020-10-18 22:28:19,684][root][INFO] - ===> Epoch[2071](10354/5): Loss -0.7436, Sem 0.0265, dir -0.9785, norm 0.2084, swav 0.0000 LR: 8.433e-02 Score 99.117 Data time: 0.0665, Forward time: 0.7716, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.9549 [2020-10-18 22:28:21,834][root][INFO] - ===> Epoch[2071](10355/5): Loss -0.7286, Sem 0.0305, dir -0.9759, norm 0.2168, swav 0.0000 LR: 8.432e-02 Score 99.018 Data time: 0.0635, Forward time: 0.7716, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.0609 [2020-10-18 22:28:23,817][root][INFO] - ===> Epoch[2072](10356/5): Loss -0.7182, Sem 0.0304, dir -0.9771, norm 0.2285, swav 0.0000 LR: 8.432e-02 Score 98.997 Data time: 0.1139, Forward time: 0.7716, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.8812 [2020-10-18 22:28:25,909][root][INFO] - ===> Epoch[2072](10357/5): Loss -0.7491, Sem 0.0243, dir -0.9785, norm 0.2051, swav 0.0000 LR: 8.432e-02 Score 99.178 Data time: 0.0929, Forward time: 0.7716, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.9893 [2020-10-18 22:28:28,297][root][INFO] - ===> Epoch[2072](10358/5): Loss -0.7390, Sem 0.0283, dir -0.9791, norm 0.2118, swav 0.0000 LR: 8.432e-02 Score 99.058 Data time: 0.1526, Forward time: 0.7716, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.2713 [2020-10-18 22:28:30,262][root][INFO] - ===> Epoch[2072](10359/5): Loss -0.7528, Sem 0.0273, dir -0.9776, norm 0.1976, swav 0.0000 LR: 8.432e-02 Score 99.077 Data time: 0.0675, Forward time: 0.7716, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.8720 [2020-10-18 22:28:32,277][root][INFO] - ===> Epoch[2072](10360/5): Loss -0.7594, Sem 0.0270, dir -0.9790, norm 0.1926, swav 0.0000 LR: 8.432e-02 Score 99.118 Data time: 0.0512, Forward time: 0.7716, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.9104 [2020-10-18 22:28:34,902][root][INFO] - ===> Epoch[2073](10361/5): Loss -0.7389, Sem 0.0274, dir -0.9796, norm 0.2133, swav 0.0000 LR: 8.432e-02 Score 99.093 Data time: 0.0650, Forward time: 0.7716, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.5591 [2020-10-18 22:28:36,813][root][INFO] - ===> Epoch[2073](10362/5): Loss -0.7755, Sem 0.0252, dir -0.9794, norm 0.1788, swav 0.0000 LR: 8.431e-02 Score 99.166 Data time: 0.0529, Forward time: 0.7716, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.8032 [2020-10-18 22:28:39,037][root][INFO] - ===> Epoch[2073](10363/5): Loss -0.7491, Sem 0.0245, dir -0.9787, norm 0.2051, swav 0.0000 LR: 8.431e-02 Score 99.190 Data time: 0.0735, Forward time: 0.7716, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.1358 [2020-10-18 22:28:41,332][root][INFO] - ===> Epoch[2073](10364/5): Loss -0.7620, Sem 0.0286, dir -0.9782, norm 0.1876, swav 0.0000 LR: 8.431e-02 Score 99.042 Data time: 0.0991, Forward time: 0.7716, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.1649 [2020-10-18 22:28:43,353][root][INFO] - ===> Epoch[2073](10365/5): Loss -0.7355, Sem 0.0310, dir -0.9784, norm 0.2119, swav 0.0000 LR: 8.431e-02 Score 98.976 Data time: 0.0576, Forward time: 0.7716, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.9042 [2020-10-18 22:28:45,470][root][INFO] - ===> Epoch[2074](10366/5): Loss -0.7437, Sem 0.0269, dir -0.9779, norm 0.2074, swav 0.0000 LR: 8.431e-02 Score 99.114 Data time: 0.0640, Forward time: 0.7716, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.0122 [2020-10-18 22:28:47,530][root][INFO] - ===> Epoch[2074](10367/5): Loss -0.7679, Sem 0.0275, dir -0.9787, norm 0.1832, swav 0.0000 LR: 8.431e-02 Score 99.086 Data time: 0.0965, Forward time: 0.7716, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.9826 [2020-10-18 22:28:49,786][root][INFO] - ===> Epoch[2074](10368/5): Loss -0.7262, Sem 0.0283, dir -0.9766, norm 0.2221, swav 0.0000 LR: 8.430e-02 Score 99.070 Data time: 0.0845, Forward time: 0.7716, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.1431 [2020-10-18 22:28:51,623][root][INFO] - ===> Epoch[2074](10369/5): Loss -0.7583, Sem 0.0270, dir -0.9789, norm 0.1936, swav 0.0000 LR: 8.430e-02 Score 99.104 Data time: 0.0630, Forward time: 0.7716, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 1.7145 [2020-10-18 22:28:53,811][root][INFO] - ===> Epoch[2074](10370/5): Loss -0.7641, Sem 0.0298, dir -0.9785, norm 0.1845, swav 0.0000 LR: 8.430e-02 Score 99.053 Data time: 0.0533, Forward time: 0.7716, Backward time: 1.1825, DDP time: 0.0030, Total iter time: 2.0857 [2020-10-18 22:28:55,593][root][INFO] - ===> Epoch[2075](10371/5): Loss -0.7718, Sem 0.0295, dir -0.9786, norm 0.1773, swav 0.0000 LR: 8.430e-02 Score 99.020 Data time: 0.0735, Forward time: 0.7716, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.6971 [2020-10-18 22:28:57,798][root][INFO] - ===> Epoch[2075](10372/5): Loss -0.7450, Sem 0.0282, dir -0.9774, norm 0.2042, swav 0.0000 LR: 8.430e-02 Score 99.067 Data time: 0.0945, Forward time: 0.7716, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.1003 [2020-10-18 22:28:59,591][root][INFO] - ===> Epoch[2075](10373/5): Loss -0.7756, Sem 0.0253, dir -0.9826, norm 0.1818, swav 0.0000 LR: 8.430e-02 Score 99.151 Data time: 0.0611, Forward time: 0.7716, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.6840 [2020-10-18 22:29:01,864][root][INFO] - ===> Epoch[2075](10374/5): Loss -0.7576, Sem 0.0260, dir -0.9797, norm 0.1961, swav 0.0000 LR: 8.430e-02 Score 99.134 Data time: 0.1626, Forward time: 0.7716, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.1665 [2020-10-18 22:29:03,941][root][INFO] - ===> Epoch[2075](10375/5): Loss -0.7750, Sem 0.0247, dir -0.9804, norm 0.1807, swav 0.0000 LR: 8.429e-02 Score 99.164 Data time: 0.0803, Forward time: 0.7716, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.9602 [2020-10-18 22:29:05,905][root][INFO] - ===> Epoch[2076](10376/5): Loss -0.7768, Sem 0.0255, dir -0.9808, norm 0.1785, swav 0.0000 LR: 8.429e-02 Score 99.137 Data time: 0.0758, Forward time: 0.7716, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.8308 [2020-10-18 22:29:08,129][root][INFO] - ===> Epoch[2076](10377/5): Loss -0.7522, Sem 0.0287, dir -0.9774, norm 0.1965, swav 0.0000 LR: 8.429e-02 Score 99.050 Data time: 0.0721, Forward time: 0.7716, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 2.1297 [2020-10-18 22:29:10,217][root][INFO] - ===> Epoch[2076](10378/5): Loss -0.7819, Sem 0.0254, dir -0.9793, norm 0.1720, swav 0.0000 LR: 8.429e-02 Score 99.164 Data time: 0.0690, Forward time: 0.7716, Backward time: 1.1824, DDP time: 0.0030, Total iter time: 1.9781 [2020-10-18 22:29:12,236][root][INFO] - ===> Epoch[2076](10379/5): Loss -0.7695, Sem 0.0259, dir -0.9780, norm 0.1826, swav 0.0000 LR: 8.429e-02 Score 99.123 Data time: 0.0855, Forward time: 0.7716, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.9170 [2020-10-18 22:29:14,696][root][INFO] - ===> Epoch[2076](10380/5): Loss -0.7603, Sem 0.0248, dir -0.9805, norm 0.1953, swav 0.0000 LR: 8.429e-02 Score 99.187 Data time: 0.1319, Forward time: 0.7716, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.3459 [2020-10-18 22:29:16,674][root][INFO] - ===> Epoch[2077](10381/5): Loss -0.7526, Sem 0.0324, dir -0.9770, norm 0.1920, swav 0.0000 LR: 8.428e-02 Score 98.946 Data time: 0.0764, Forward time: 0.7716, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.8322 [2020-10-18 22:29:18,620][root][INFO] - ===> Epoch[2077](10382/5): Loss -0.7650, Sem 0.0283, dir -0.9797, norm 0.1864, swav 0.0000 LR: 8.428e-02 Score 99.073 Data time: 0.0587, Forward time: 0.7716, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.8483 [2020-10-18 22:29:20,794][root][INFO] - ===> Epoch[2077](10383/5): Loss -0.7691, Sem 0.0264, dir -0.9797, norm 0.1842, swav 0.0000 LR: 8.428e-02 Score 99.139 Data time: 0.0834, Forward time: 0.7716, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.0923 [2020-10-18 22:29:22,906][root][INFO] - ===> Epoch[2077](10384/5): Loss -0.7706, Sem 0.0271, dir -0.9784, norm 0.1808, swav 0.0000 LR: 8.428e-02 Score 99.092 Data time: 0.0763, Forward time: 0.7716, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.0446 [2020-10-18 22:29:24,889][root][INFO] - ===> Epoch[2077](10385/5): Loss -0.7733, Sem 0.0255, dir -0.9787, norm 0.1800, swav 0.0000 LR: 8.428e-02 Score 99.144 Data time: 0.0601, Forward time: 0.7716, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.8824 [2020-10-18 22:29:27,195][root][INFO] - ===> Epoch[2078](10386/5): Loss -0.7662, Sem 0.0274, dir -0.9786, norm 0.1849, swav 0.0000 LR: 8.428e-02 Score 99.085 Data time: 0.0746, Forward time: 0.7716, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.2351 [2020-10-18 22:29:29,364][root][INFO] - ===> Epoch[2078](10387/5): Loss -0.7626, Sem 0.0274, dir -0.9791, norm 0.1890, swav 0.0000 LR: 8.428e-02 Score 99.094 Data time: 0.0841, Forward time: 0.7716, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.0450 [2020-10-18 22:29:31,218][root][INFO] - ===> Epoch[2078](10388/5): Loss -0.7721, Sem 0.0268, dir -0.9808, norm 0.1819, swav 0.0000 LR: 8.427e-02 Score 99.112 Data time: 0.0689, Forward time: 0.7716, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 1.7667 [2020-10-18 22:29:33,465][root][INFO] - ===> Epoch[2078](10389/5): Loss -0.7675, Sem 0.0282, dir -0.9787, norm 0.1830, swav 0.0000 LR: 8.427e-02 Score 99.055 Data time: 0.0760, Forward time: 0.7716, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.1644 [2020-10-18 22:29:35,525][root][INFO] - ===> Epoch[2078](10390/5): Loss -0.7680, Sem 0.0270, dir -0.9784, norm 0.1835, swav 0.0000 LR: 8.427e-02 Score 99.108 Data time: 0.0841, Forward time: 0.7716, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 1.9449 [2020-10-18 22:29:37,530][root][INFO] - ===> Epoch[2079](10391/5): Loss -0.7506, Sem 0.0330, dir -0.9773, norm 0.1937, swav 0.0000 LR: 8.427e-02 Score 98.931 Data time: 0.0470, Forward time: 0.7716, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 1.8933 [2020-10-18 22:29:39,456][root][INFO] - ===> Epoch[2079](10392/5): Loss -0.7865, Sem 0.0264, dir -0.9791, norm 0.1662, swav 0.0000 LR: 8.427e-02 Score 99.112 Data time: 0.0831, Forward time: 0.7716, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 1.8617 [2020-10-18 22:29:41,758][root][INFO] - ===> Epoch[2079](10393/5): Loss -0.7702, Sem 0.0268, dir -0.9796, norm 0.1826, swav 0.0000 LR: 8.427e-02 Score 99.087 Data time: 0.0820, Forward time: 0.7716, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 2.2123 [2020-10-18 22:29:43,716][root][INFO] - ===> Epoch[2079](10394/5): Loss -0.7913, Sem 0.0230, dir -0.9828, norm 0.1685, swav 0.0000 LR: 8.426e-02 Score 99.228 Data time: 0.0583, Forward time: 0.7716, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 1.8483 [2020-10-18 22:29:46,579][root][INFO] - ===> Epoch[2079](10395/5): Loss -0.7504, Sem 0.0287, dir -0.9786, norm 0.1994, swav 0.0000 LR: 8.426e-02 Score 99.019 Data time: 0.0685, Forward time: 0.7716, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.7705 [2020-10-18 22:29:48,850][root][INFO] - ===> Epoch[2080](10396/5): Loss -0.7655, Sem 0.0257, dir -0.9795, norm 0.1883, swav 0.0000 LR: 8.426e-02 Score 99.152 Data time: 0.1055, Forward time: 0.7716, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.1577 [2020-10-18 22:29:51,038][root][INFO] - ===> Epoch[2080](10397/5): Loss -0.7782, Sem 0.0282, dir -0.9809, norm 0.1745, swav 0.0000 LR: 8.426e-02 Score 99.104 Data time: 0.0876, Forward time: 0.7716, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 2.0759 [2020-10-18 22:29:53,524][root][INFO] - ===> Epoch[2080](10398/5): Loss -0.7663, Sem 0.0273, dir -0.9797, norm 0.1861, swav 0.0000 LR: 8.426e-02 Score 99.083 Data time: 0.2097, Forward time: 0.7716, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 2.3934 [2020-10-18 22:29:55,650][root][INFO] - ===> Epoch[2080](10399/5): Loss -0.7744, Sem 0.0266, dir -0.9799, norm 0.1789, swav 0.0000 LR: 8.426e-02 Score 99.103 Data time: 0.0927, Forward time: 0.7717, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 2.0325 [2020-10-18 22:29:58,021][root][INFO] - ===> Epoch[2080](10400/5): Loss -0.7730, Sem 0.0268, dir -0.9801, norm 0.1803, swav 0.0000 LR: 8.426e-02 Score 99.094 Data time: 0.1002, Forward time: 0.7717, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 2.2830 [2020-10-18 22:29:59,400][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 22:29:59,595][root][INFO] - ===> Start testing [2020-10-18 22:30:38,443][root][INFO] - 68/68: Data time: 0.0024, Iter time: 0.1336 Loss 0.582 (AVG: 0.506) Score 91.139 (AVG: 90.418) mIOU 69.827 mAP 84.467 mAcc 77.020 IOU: 61.678 0.087 81.157 72.457 94.684 92.585 33.187 76.985 97.655 69.541 81.163 86.348 60.230 mAP: 82.205 9.761 97.416 88.214 99.012 98.617 59.060 96.105 99.774 86.378 94.201 95.256 92.076 mAcc: 78.565 0.729 91.443 80.919 96.734 97.104 36.642 88.510 98.995 79.805 91.182 95.599 65.031 [2020-10-18 22:30:38,445][root][INFO] - Finished test. Elapsed time: 38.8475 [2020-10-18 22:30:41,457][root][INFO] - [2020-10-18 22:30:41,457][root][INFO] - ################################################################ [2020-10-18 22:30:41,457][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 22:30:41,457][root][INFO] - ################################################################ [2020-10-18 22:30:41,457][root][INFO] - clutter : nan nan nan [2020-10-18 22:30:41,458][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 22:30:41,458][root][INFO] - board : 0.807 0.872 0.941 [2020-10-18 22:30:41,458][root][INFO] - bookcase : 0.277 0.424 0.513 [2020-10-18 22:30:41,458][root][INFO] - ceiling : 0.520 0.573 0.668 [2020-10-18 22:30:41,458][root][INFO] - chair : 0.817 0.903 0.922 [2020-10-18 22:30:41,458][root][INFO] - column : 0.189 0.270 0.349 [2020-10-18 22:30:41,458][root][INFO] - door : 0.659 0.828 0.892 [2020-10-18 22:30:41,458][root][INFO] - floor : 0.643 0.725 0.767 [2020-10-18 22:30:41,458][root][INFO] - sofa : 0.413 0.624 0.727 [2020-10-18 22:30:41,458][root][INFO] - table : 0.158 0.322 0.686 [2020-10-18 22:30:41,458][root][INFO] - wall : 0.522 0.717 0.830 [2020-10-18 22:30:41,458][root][INFO] - window : 0.550 0.780 0.781 [2020-10-18 22:30:41,458][root][INFO] - ---------------------------------------------------------------- [2020-10-18 22:30:41,458][root][INFO] - average : 0.463 0.587 0.673 [2020-10-18 22:30:41,458][root][INFO] - [2020-10-18 22:30:41,624][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 22:30:41,625][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-18 22:30:42,925][root][INFO] - ===> Epoch[2081](10401/5): Loss -0.7802, Sem 0.0243, dir -0.9811, norm 0.1766, swav 0.0000 LR: 8.425e-02 Score 99.172 Data time: 0.0560, Forward time: 0.7717, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.2942 [2020-10-18 22:30:45,209][root][INFO] - ===> Epoch[2081](10402/5): Loss -0.7667, Sem 0.0297, dir -0.9779, norm 0.1816, swav 0.0000 LR: 8.425e-02 Score 99.034 Data time: 0.1275, Forward time: 0.7716, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 2.2262 [2020-10-18 22:30:47,581][root][INFO] - ===> Epoch[2081](10403/5): Loss -0.7757, Sem 0.0246, dir -0.9800, norm 0.1797, swav 0.0000 LR: 8.425e-02 Score 99.192 Data time: 0.0761, Forward time: 0.7716, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 2.3159 [2020-10-18 22:30:49,506][root][INFO] - ===> Epoch[2081](10404/5): Loss -0.7772, Sem 0.0275, dir -0.9803, norm 0.1756, swav 0.0000 LR: 8.425e-02 Score 99.075 Data time: 0.1046, Forward time: 0.7717, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.8272 [2020-10-18 22:30:52,142][root][INFO] - ===> Epoch[2081](10405/5): Loss -0.7685, Sem 0.0279, dir -0.9799, norm 0.1836, swav 0.0000 LR: 8.425e-02 Score 99.071 Data time: 0.0587, Forward time: 0.7717, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 2.5474 [2020-10-18 22:30:54,932][root][INFO] - ===> Epoch[2082](10406/5): Loss -0.7794, Sem 0.0233, dir -0.9819, norm 0.1792, swav 0.0000 LR: 8.425e-02 Score 99.229 Data time: 0.0787, Forward time: 0.7717, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 2.7118 [2020-10-18 22:30:57,236][root][INFO] - ===> Epoch[2082](10407/5): Loss -0.7717, Sem 0.0265, dir -0.9803, norm 0.1820, swav 0.0000 LR: 8.424e-02 Score 99.112 Data time: 0.0665, Forward time: 0.7717, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 2.2270 [2020-10-18 22:30:59,407][root][INFO] - ===> Epoch[2082](10408/5): Loss -0.7829, Sem 0.0281, dir -0.9800, norm 0.1690, swav 0.0000 LR: 8.424e-02 Score 99.064 Data time: 0.0844, Forward time: 0.7717, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 2.0917 [2020-10-18 22:31:01,369][root][INFO] - ===> Epoch[2082](10409/5): Loss -0.7712, Sem 0.0251, dir -0.9805, norm 0.1843, swav 0.0000 LR: 8.424e-02 Score 99.148 Data time: 0.0748, Forward time: 0.7717, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 1.8772 [2020-10-18 22:31:03,769][root][INFO] - ===> Epoch[2082](10410/5): Loss -0.7784, Sem 0.0256, dir -0.9796, norm 0.1756, swav 0.0000 LR: 8.424e-02 Score 99.132 Data time: 0.0662, Forward time: 0.7717, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 2.3125 [2020-10-18 22:31:06,552][root][INFO] - ===> Epoch[2083](10411/5): Loss -0.7633, Sem 0.0280, dir -0.9775, norm 0.1862, swav 0.0000 LR: 8.424e-02 Score 99.073 Data time: 0.0759, Forward time: 0.7717, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.6913 [2020-10-18 22:31:08,778][root][INFO] - ===> Epoch[2083](10412/5): Loss -0.7634, Sem 0.0273, dir -0.9803, norm 0.1895, swav 0.0000 LR: 8.424e-02 Score 99.095 Data time: 0.0985, Forward time: 0.7717, Backward time: 1.1823, DDP time: 0.0030, Total iter time: 2.1238 [2020-10-18 22:31:10,511][root][INFO] - ===> Epoch[2083](10413/5): Loss -0.7604, Sem 0.0274, dir -0.9808, norm 0.1931, swav 0.0000 LR: 8.424e-02 Score 99.090 Data time: 0.0725, Forward time: 0.7717, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 1.6318 [2020-10-18 22:31:12,964][root][INFO] - ===> Epoch[2083](10414/5): Loss -0.7489, Sem 0.0260, dir -0.9787, norm 0.2037, swav 0.0000 LR: 8.423e-02 Score 99.147 Data time: 0.1590, Forward time: 0.7717, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 2.3782 [2020-10-18 22:31:15,201][root][INFO] - ===> Epoch[2083](10415/5): Loss -0.7642, Sem 0.0276, dir -0.9787, norm 0.1869, swav 0.0000 LR: 8.423e-02 Score 99.058 Data time: 0.0855, Forward time: 0.7717, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 2.1309 [2020-10-18 22:31:17,041][root][INFO] - ===> Epoch[2084](10416/5): Loss -0.7855, Sem 0.0252, dir -0.9815, norm 0.1708, swav 0.0000 LR: 8.423e-02 Score 99.163 Data time: 0.0740, Forward time: 0.7717, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 1.7297 [2020-10-18 22:31:19,094][root][INFO] - ===> Epoch[2084](10417/5): Loss -0.7746, Sem 0.0274, dir -0.9806, norm 0.1786, swav 0.0000 LR: 8.423e-02 Score 99.093 Data time: 0.1568, Forward time: 0.7717, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 1.9660 [2020-10-18 22:31:21,078][root][INFO] - ===> Epoch[2084](10418/5): Loss -0.7660, Sem 0.0242, dir -0.9785, norm 0.1884, swav 0.0000 LR: 8.423e-02 Score 99.179 Data time: 0.0756, Forward time: 0.7717, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 1.9029 [2020-10-18 22:31:23,081][root][INFO] - ===> Epoch[2084](10419/5): Loss -0.7803, Sem 0.0254, dir -0.9801, norm 0.1744, swav 0.0000 LR: 8.423e-02 Score 99.149 Data time: 0.0764, Forward time: 0.7717, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.9114 [2020-10-18 22:31:25,330][root][INFO] - ===> Epoch[2084](10420/5): Loss -0.7466, Sem 0.0315, dir -0.9770, norm 0.1988, swav 0.0000 LR: 8.423e-02 Score 98.929 Data time: 0.0753, Forward time: 0.7717, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.1385 [2020-10-18 22:31:27,282][root][INFO] - ===> Epoch[2085](10421/5): Loss -0.7485, Sem 0.0295, dir -0.9799, norm 0.2019, swav 0.0000 LR: 8.422e-02 Score 99.025 Data time: 0.0592, Forward time: 0.7717, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.8892 [2020-10-18 22:31:29,426][root][INFO] - ===> Epoch[2085](10422/5): Loss -0.7711, Sem 0.0245, dir -0.9815, norm 0.1859, swav 0.0000 LR: 8.422e-02 Score 99.179 Data time: 0.0660, Forward time: 0.7717, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.0435 [2020-10-18 22:31:31,347][root][INFO] - ===> Epoch[2085](10423/5): Loss -0.7450, Sem 0.0284, dir -0.9785, norm 0.2051, swav 0.0000 LR: 8.422e-02 Score 99.009 Data time: 0.0791, Forward time: 0.7717, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.8166 [2020-10-18 22:31:33,433][root][INFO] - ===> Epoch[2085](10424/5): Loss -0.7666, Sem 0.0262, dir -0.9800, norm 0.1873, swav 0.0000 LR: 8.422e-02 Score 99.129 Data time: 0.0965, Forward time: 0.7717, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.9768 [2020-10-18 22:31:35,696][root][INFO] - ===> Epoch[2085](10425/5): Loss -0.7578, Sem 0.0255, dir -0.9795, norm 0.1961, swav 0.0000 LR: 8.422e-02 Score 99.169 Data time: 0.0958, Forward time: 0.7717, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.1685 [2020-10-18 22:31:37,702][root][INFO] - ===> Epoch[2086](10426/5): Loss -0.7751, Sem 0.0274, dir -0.9795, norm 0.1770, swav 0.0000 LR: 8.422e-02 Score 99.075 Data time: 0.0839, Forward time: 0.7717, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.8744 [2020-10-18 22:31:39,896][root][INFO] - ===> Epoch[2086](10427/5): Loss -0.7642, Sem 0.0267, dir -0.9808, norm 0.1899, swav 0.0000 LR: 8.421e-02 Score 99.120 Data time: 0.1597, Forward time: 0.7717, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.1046 [2020-10-18 22:31:42,258][root][INFO] - ===> Epoch[2086](10428/5): Loss -0.7603, Sem 0.0254, dir -0.9792, norm 0.1935, swav 0.0000 LR: 8.421e-02 Score 99.132 Data time: 0.0904, Forward time: 0.7717, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.2517 [2020-10-18 22:31:44,060][root][INFO] - ===> Epoch[2086](10429/5): Loss -0.7693, Sem 0.0287, dir -0.9805, norm 0.1825, swav 0.0000 LR: 8.421e-02 Score 99.033 Data time: 0.0806, Forward time: 0.7717, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.7007 [2020-10-18 22:31:46,058][root][INFO] - ===> Epoch[2086](10430/5): Loss -0.7326, Sem 0.0302, dir -0.9780, norm 0.2152, swav 0.0000 LR: 8.421e-02 Score 98.993 Data time: 0.0724, Forward time: 0.7717, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.9224 [2020-10-18 22:31:47,850][root][INFO] - ===> Epoch[2087](10431/5): Loss -0.7752, Sem 0.0253, dir -0.9805, norm 0.1800, swav 0.0000 LR: 8.421e-02 Score 99.147 Data time: 0.1211, Forward time: 0.7717, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.6820 [2020-10-18 22:31:50,656][root][INFO] - ===> Epoch[2087](10432/5): Loss -0.7528, Sem 0.0258, dir -0.9795, norm 0.2009, swav 0.0000 LR: 8.421e-02 Score 99.127 Data time: 0.0760, Forward time: 0.7717, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.6999 [2020-10-18 22:31:52,741][root][INFO] - ===> Epoch[2087](10433/5): Loss -0.7602, Sem 0.0277, dir -0.9792, norm 0.1912, swav 0.0000 LR: 8.421e-02 Score 99.069 Data time: 0.0530, Forward time: 0.7717, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.9736 [2020-10-18 22:31:54,953][root][INFO] - ===> Epoch[2087](10434/5): Loss -0.7464, Sem 0.0263, dir -0.9785, norm 0.2059, swav 0.0000 LR: 8.420e-02 Score 99.114 Data time: 0.0918, Forward time: 0.7717, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.1234 [2020-10-18 22:31:57,046][root][INFO] - ===> Epoch[2087](10435/5): Loss -0.7595, Sem 0.0269, dir -0.9787, norm 0.1923, swav 0.0000 LR: 8.420e-02 Score 99.114 Data time: 0.0891, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.9677 [2020-10-18 22:31:59,057][root][INFO] - ===> Epoch[2088](10436/5): Loss -0.7742, Sem 0.0287, dir -0.9805, norm 0.1775, swav 0.0000 LR: 8.420e-02 Score 99.042 Data time: 0.1038, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.9154 [2020-10-18 22:32:00,922][root][INFO] - ===> Epoch[2088](10437/5): Loss -0.7717, Sem 0.0267, dir -0.9802, norm 0.1818, swav 0.0000 LR: 8.420e-02 Score 99.097 Data time: 0.0722, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.7823 [2020-10-18 22:32:03,241][root][INFO] - ===> Epoch[2088](10438/5): Loss -0.7570, Sem 0.0275, dir -0.9803, norm 0.1959, swav 0.0000 LR: 8.420e-02 Score 99.095 Data time: 0.1122, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.2228 [2020-10-18 22:32:05,348][root][INFO] - ===> Epoch[2088](10439/5): Loss -0.7422, Sem 0.0287, dir -0.9762, norm 0.2053, swav 0.0000 LR: 8.420e-02 Score 99.052 Data time: 0.0628, Forward time: 0.7717, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.9731 [2020-10-18 22:32:07,249][root][INFO] - ===> Epoch[2088](10440/5): Loss -0.7557, Sem 0.0285, dir -0.9780, norm 0.1938, swav 0.0000 LR: 8.419e-02 Score 99.038 Data time: 0.0607, Forward time: 0.7717, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.8249 [2020-10-18 22:32:09,846][root][INFO] - ===> Epoch[2089](10441/5): Loss -0.7637, Sem 0.0271, dir -0.9793, norm 0.1885, swav 0.0000 LR: 8.419e-02 Score 99.131 Data time: 0.0635, Forward time: 0.7717, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.5073 [2020-10-18 22:32:11,858][root][INFO] - ===> Epoch[2089](10442/5): Loss -0.7654, Sem 0.0304, dir -0.9776, norm 0.1819, swav 0.0000 LR: 8.419e-02 Score 98.974 Data time: 0.0615, Forward time: 0.7717, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.9050 [2020-10-18 22:32:14,071][root][INFO] - ===> Epoch[2089](10443/5): Loss -0.7810, Sem 0.0236, dir -0.9821, norm 0.1775, swav 0.0000 LR: 8.419e-02 Score 99.206 Data time: 0.0614, Forward time: 0.7717, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.1188 [2020-10-18 22:32:16,410][root][INFO] - ===> Epoch[2089](10444/5): Loss -0.7653, Sem 0.0284, dir -0.9778, norm 0.1840, swav 0.0000 LR: 8.419e-02 Score 99.040 Data time: 0.0588, Forward time: 0.7717, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.2383 [2020-10-18 22:32:18,810][root][INFO] - ===> Epoch[2089](10445/5): Loss -0.7337, Sem 0.0254, dir -0.9790, norm 0.2199, swav 0.0000 LR: 8.419e-02 Score 99.180 Data time: 0.0842, Forward time: 0.7717, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.3341 [2020-10-18 22:32:20,690][root][INFO] - ===> Epoch[2090](10446/5): Loss -0.7586, Sem 0.0290, dir -0.9795, norm 0.1920, swav 0.0000 LR: 8.419e-02 Score 99.035 Data time: 0.0690, Forward time: 0.7717, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.7500 [2020-10-18 22:32:22,664][root][INFO] - ===> Epoch[2090](10447/5): Loss -0.7711, Sem 0.0274, dir -0.9795, norm 0.1811, swav 0.0000 LR: 8.418e-02 Score 99.089 Data time: 0.0791, Forward time: 0.7717, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.8810 [2020-10-18 22:32:24,663][root][INFO] - ===> Epoch[2090](10448/5): Loss -0.7694, Sem 0.0261, dir -0.9799, norm 0.1843, swav 0.0000 LR: 8.418e-02 Score 99.125 Data time: 0.0866, Forward time: 0.7717, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.8814 [2020-10-18 22:32:26,960][root][INFO] - ===> Epoch[2090](10449/5): Loss -0.7683, Sem 0.0266, dir -0.9792, norm 0.1842, swav 0.0000 LR: 8.418e-02 Score 99.119 Data time: 0.1260, Forward time: 0.7717, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.2137 [2020-10-18 22:32:29,577][root][INFO] - ===> Epoch[2090](10450/5): Loss -0.7517, Sem 0.0286, dir -0.9787, norm 0.1983, swav 0.0000 LR: 8.418e-02 Score 99.059 Data time: 0.0744, Forward time: 0.7717, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.5010 [2020-10-18 22:32:31,813][root][INFO] - ===> Epoch[2091](10451/5): Loss -0.7732, Sem 0.0278, dir -0.9809, norm 0.1799, swav 0.0000 LR: 8.418e-02 Score 99.084 Data time: 0.0584, Forward time: 0.7717, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.1470 [2020-10-18 22:32:33,700][root][INFO] - ===> Epoch[2091](10452/5): Loss -0.7579, Sem 0.0283, dir -0.9796, norm 0.1934, swav 0.0000 LR: 8.418e-02 Score 99.080 Data time: 0.0652, Forward time: 0.7717, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.8193 [2020-10-18 22:32:35,758][root][INFO] - ===> Epoch[2091](10453/5): Loss -0.7442, Sem 0.0341, dir -0.9766, norm 0.1984, swav 0.0000 LR: 8.417e-02 Score 98.857 Data time: 0.0465, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.9529 [2020-10-18 22:32:37,696][root][INFO] - ===> Epoch[2091](10454/5): Loss -0.7577, Sem 0.0263, dir -0.9794, norm 0.1954, swav 0.0000 LR: 8.417e-02 Score 99.115 Data time: 0.0709, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.8807 [2020-10-18 22:32:40,268][root][INFO] - ===> Epoch[2091](10455/5): Loss -0.7491, Sem 0.0272, dir -0.9800, norm 0.2037, swav 0.0000 LR: 8.417e-02 Score 99.114 Data time: 0.0725, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.4668 [2020-10-18 22:32:42,220][root][INFO] - ===> Epoch[2092](10456/5): Loss -0.7842, Sem 0.0245, dir -0.9808, norm 0.1721, swav 0.0000 LR: 8.417e-02 Score 99.164 Data time: 0.0561, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.8281 [2020-10-18 22:32:44,293][root][INFO] - ===> Epoch[2092](10457/5): Loss -0.7789, Sem 0.0238, dir -0.9810, norm 0.1783, swav 0.0000 LR: 8.417e-02 Score 99.200 Data time: 0.0820, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.9898 [2020-10-18 22:32:46,522][root][INFO] - ===> Epoch[2092](10458/5): Loss -0.7702, Sem 0.0239, dir -0.9805, norm 0.1865, swav 0.0000 LR: 8.417e-02 Score 99.224 Data time: 0.0848, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.1502 [2020-10-18 22:32:48,605][root][INFO] - ===> Epoch[2092](10459/5): Loss -0.7435, Sem 0.0301, dir -0.9785, norm 0.2049, swav 0.0000 LR: 8.417e-02 Score 98.970 Data time: 0.0801, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.9731 [2020-10-18 22:32:50,332][root][INFO] - ===> Epoch[2092](10460/5): Loss -0.7501, Sem 0.0266, dir -0.9801, norm 0.2034, swav 0.0000 LR: 8.416e-02 Score 99.112 Data time: 0.0745, Forward time: 0.7716, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.6265 [2020-10-18 22:32:52,638][root][INFO] - ===> Epoch[2093](10461/5): Loss -0.7629, Sem 0.0297, dir -0.9807, norm 0.1880, swav 0.0000 LR: 8.416e-02 Score 99.040 Data time: 0.0775, Forward time: 0.7716, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.2189 [2020-10-18 22:32:55,242][root][INFO] - ===> Epoch[2093](10462/5): Loss -0.7495, Sem 0.0287, dir -0.9782, norm 0.2000, swav 0.0000 LR: 8.416e-02 Score 99.033 Data time: 0.1233, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.5007 [2020-10-18 22:32:57,618][root][INFO] - ===> Epoch[2093](10463/5): Loss -0.7516, Sem 0.0270, dir -0.9809, norm 0.2023, swav 0.0000 LR: 8.416e-02 Score 99.111 Data time: 0.1032, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.3042 [2020-10-18 22:32:59,546][root][INFO] - ===> Epoch[2093](10464/5): Loss -0.7615, Sem 0.0287, dir -0.9788, norm 0.1886, swav 0.0000 LR: 8.416e-02 Score 99.031 Data time: 0.0842, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.8190 [2020-10-18 22:33:01,444][root][INFO] - ===> Epoch[2093](10465/5): Loss -0.7631, Sem 0.0265, dir -0.9791, norm 0.1895, swav 0.0000 LR: 8.416e-02 Score 99.111 Data time: 0.0728, Forward time: 0.7716, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.8070 [2020-10-18 22:33:03,731][root][INFO] - ===> Epoch[2094](10466/5): Loss -0.7743, Sem 0.0248, dir -0.9806, norm 0.1815, swav 0.0000 LR: 8.415e-02 Score 99.175 Data time: 0.0876, Forward time: 0.7716, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.1955 [2020-10-18 22:33:06,660][root][INFO] - ===> Epoch[2094](10467/5): Loss -0.7657, Sem 0.0238, dir -0.9800, norm 0.1905, swav 0.0000 LR: 8.415e-02 Score 99.209 Data time: 0.0521, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.8278 [2020-10-18 22:33:08,759][root][INFO] - ===> Epoch[2094](10468/5): Loss -0.7712, Sem 0.0288, dir -0.9802, norm 0.1802, swav 0.0000 LR: 8.415e-02 Score 99.022 Data time: 0.0701, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.0453 [2020-10-18 22:33:10,957][root][INFO] - ===> Epoch[2094](10469/5): Loss -0.7647, Sem 0.0251, dir -0.9806, norm 0.1907, swav 0.0000 LR: 8.415e-02 Score 99.167 Data time: 0.1894, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.1014 [2020-10-18 22:33:13,288][root][INFO] - ===> Epoch[2094](10470/5): Loss -0.7706, Sem 0.0292, dir -0.9788, norm 0.1789, swav 0.0000 LR: 8.415e-02 Score 99.003 Data time: 0.1068, Forward time: 0.7717, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.2216 [2020-10-18 22:33:15,303][root][INFO] - ===> Epoch[2095](10471/5): Loss -0.7738, Sem 0.0284, dir -0.9813, norm 0.1791, swav 0.0000 LR: 8.415e-02 Score 99.065 Data time: 0.0908, Forward time: 0.7717, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.9157 [2020-10-18 22:33:17,561][root][INFO] - ===> Epoch[2095](10472/5): Loss -0.7497, Sem 0.0271, dir -0.9781, norm 0.2012, swav 0.0000 LR: 8.415e-02 Score 99.112 Data time: 0.1236, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.1803 [2020-10-18 22:33:19,979][root][INFO] - ===> Epoch[2095](10473/5): Loss -0.7422, Sem 0.0279, dir -0.9788, norm 0.2088, swav 0.0000 LR: 8.414e-02 Score 99.051 Data time: 0.0891, Forward time: 0.7717, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.3447 [2020-10-18 22:33:21,845][root][INFO] - ===> Epoch[2095](10474/5): Loss -0.7854, Sem 0.0251, dir -0.9820, norm 0.1715, swav 0.0000 LR: 8.414e-02 Score 99.192 Data time: 0.0767, Forward time: 0.7717, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.7417 [2020-10-18 22:33:24,920][root][INFO] - ===> Epoch[2095](10475/5): Loss -0.7572, Sem 0.0270, dir -0.9800, norm 0.1958, swav 0.0000 LR: 8.414e-02 Score 99.098 Data time: 0.0455, Forward time: 0.7717, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 3.0189 [2020-10-18 22:33:27,218][root][INFO] - ===> Epoch[2096](10476/5): Loss -0.7592, Sem 0.0288, dir -0.9779, norm 0.1898, swav 0.0000 LR: 8.414e-02 Score 99.043 Data time: 0.0508, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.2304 [2020-10-18 22:33:29,558][root][INFO] - ===> Epoch[2096](10477/5): Loss -0.7434, Sem 0.0264, dir -0.9795, norm 0.2097, swav 0.0000 LR: 8.414e-02 Score 99.113 Data time: 0.0607, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.2693 [2020-10-18 22:33:31,845][root][INFO] - ===> Epoch[2096](10478/5): Loss -0.7628, Sem 0.0278, dir -0.9796, norm 0.1890, swav 0.0000 LR: 8.414e-02 Score 99.074 Data time: 0.0731, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.1810 [2020-10-18 22:33:34,400][root][INFO] - ===> Epoch[2096](10479/5): Loss -0.7306, Sem 0.0310, dir -0.9772, norm 0.2155, swav 0.0000 LR: 8.413e-02 Score 99.043 Data time: 0.0643, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.4509 [2020-10-18 22:33:36,641][root][INFO] - ===> Epoch[2096](10480/5): Loss -0.7602, Sem 0.0270, dir -0.9784, norm 0.1912, swav 0.0000 LR: 8.413e-02 Score 99.090 Data time: 0.0912, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.1409 [2020-10-18 22:33:38,683][root][INFO] - ===> Epoch[2097](10481/5): Loss -0.7500, Sem 0.0278, dir -0.9798, norm 0.2020, swav 0.0000 LR: 8.413e-02 Score 99.066 Data time: 0.0936, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.9401 [2020-10-18 22:33:41,288][root][INFO] - ===> Epoch[2097](10482/5): Loss -0.7641, Sem 0.0276, dir -0.9804, norm 0.1886, swav 0.0000 LR: 8.413e-02 Score 99.074 Data time: 0.0911, Forward time: 0.7717, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.5139 [2020-10-18 22:33:43,502][root][INFO] - ===> Epoch[2097](10483/5): Loss -0.7526, Sem 0.0292, dir -0.9777, norm 0.1959, swav 0.0000 LR: 8.413e-02 Score 99.038 Data time: 0.0651, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.0975 [2020-10-18 22:33:45,337][root][INFO] - ===> Epoch[2097](10484/5): Loss -0.7610, Sem 0.0252, dir -0.9786, norm 0.1924, swav 0.0000 LR: 8.413e-02 Score 99.179 Data time: 0.0802, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.7546 [2020-10-18 22:33:47,449][root][INFO] - ===> Epoch[2097](10485/5): Loss -0.7442, Sem 0.0280, dir -0.9794, norm 0.2071, swav 0.0000 LR: 8.413e-02 Score 99.064 Data time: 0.0965, Forward time: 0.7717, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.0136 [2020-10-18 22:33:49,597][root][INFO] - ===> Epoch[2098](10486/5): Loss -0.7604, Sem 0.0276, dir -0.9795, norm 0.1914, swav 0.0000 LR: 8.412e-02 Score 99.071 Data time: 0.0603, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.0215 [2020-10-18 22:33:51,832][root][INFO] - ===> Epoch[2098](10487/5): Loss -0.7716, Sem 0.0263, dir -0.9807, norm 0.1829, swav 0.0000 LR: 8.412e-02 Score 99.130 Data time: 0.0577, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.1673 [2020-10-18 22:33:54,659][root][INFO] - ===> Epoch[2098](10488/5): Loss -0.7535, Sem 0.0318, dir -0.9776, norm 0.1923, swav 0.0000 LR: 8.412e-02 Score 98.925 Data time: 0.0552, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.7308 [2020-10-18 22:33:56,828][root][INFO] - ===> Epoch[2098](10489/5): Loss -0.7664, Sem 0.0264, dir -0.9798, norm 0.1869, swav 0.0000 LR: 8.412e-02 Score 99.116 Data time: 0.0515, Forward time: 0.7716, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 2.0815 [2020-10-18 22:33:58,897][root][INFO] - ===> Epoch[2098](10490/5): Loss -0.7553, Sem 0.0294, dir -0.9782, norm 0.1935, swav 0.0000 LR: 8.412e-02 Score 99.015 Data time: 0.0583, Forward time: 0.7716, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 1.9946 [2020-10-18 22:34:01,290][root][INFO] - ===> Epoch[2099](10491/5): Loss -0.7432, Sem 0.0283, dir -0.9797, norm 0.2082, swav 0.0000 LR: 8.412e-02 Score 99.083 Data time: 0.0947, Forward time: 0.7716, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 2.3008 [2020-10-18 22:34:03,410][root][INFO] - ===> Epoch[2099](10492/5): Loss -0.7473, Sem 0.0285, dir -0.9790, norm 0.2032, swav 0.0000 LR: 8.411e-02 Score 99.038 Data time: 0.0696, Forward time: 0.7716, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 1.9952 [2020-10-18 22:34:05,326][root][INFO] - ===> Epoch[2099](10493/5): Loss -0.7771, Sem 0.0271, dir -0.9806, norm 0.1764, swav 0.0000 LR: 8.411e-02 Score 99.075 Data time: 0.0926, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.8127 [2020-10-18 22:34:07,350][root][INFO] - ===> Epoch[2099](10494/5): Loss -0.7498, Sem 0.0282, dir -0.9791, norm 0.2011, swav 0.0000 LR: 8.411e-02 Score 99.071 Data time: 0.0877, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.8966 [2020-10-18 22:34:09,664][root][INFO] - ===> Epoch[2099](10495/5): Loss -0.7390, Sem 0.0269, dir -0.9781, norm 0.2122, swav 0.0000 LR: 8.411e-02 Score 99.131 Data time: 0.0622, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.1905 [2020-10-18 22:34:11,764][root][INFO] - ===> Epoch[2100](10496/5): Loss -0.7213, Sem 0.0336, dir -0.9773, norm 0.2224, swav 0.0000 LR: 8.411e-02 Score 98.895 Data time: 0.0788, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.9963 [2020-10-18 22:34:13,774][root][INFO] - ===> Epoch[2100](10497/5): Loss -0.7522, Sem 0.0268, dir -0.9792, norm 0.2001, swav 0.0000 LR: 8.411e-02 Score 99.104 Data time: 0.0853, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.8997 [2020-10-18 22:34:16,125][root][INFO] - ===> Epoch[2100](10498/5): Loss -0.7467, Sem 0.0317, dir -0.9787, norm 0.2003, swav 0.0000 LR: 8.411e-02 Score 98.933 Data time: 0.0562, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.2394 [2020-10-18 22:34:18,663][root][INFO] - ===> Epoch[2100](10499/5): Loss -0.7324, Sem 0.0303, dir -0.9792, norm 0.2165, swav 0.0000 LR: 8.410e-02 Score 99.045 Data time: 0.0606, Forward time: 0.7716, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 2.4586 [2020-10-18 22:34:21,091][root][INFO] - ===> Epoch[2100](10500/5): Loss -0.7421, Sem 0.0426, dir -0.9773, norm 0.1926, swav 0.0000 LR: 8.410e-02 Score 98.734 Data time: 0.0662, Forward time: 0.7716, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 2.3752 [2020-10-18 22:34:22,105][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 22:34:23,790][root][INFO] - ===> Epoch[2101](10501/5): Loss -0.7520, Sem 0.0274, dir -0.9777, norm 0.1983, swav 0.0000 LR: 8.410e-02 Score 99.098 Data time: 0.0608, Forward time: 0.7715, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.5067 [2020-10-18 22:34:25,982][root][INFO] - ===> Epoch[2101](10502/5): Loss -0.7686, Sem 0.0272, dir -0.9784, norm 0.1826, swav 0.0000 LR: 8.410e-02 Score 99.090 Data time: 0.0913, Forward time: 0.7715, Backward time: 1.1822, DDP time: 0.0030, Total iter time: 2.1057 [2020-10-18 22:34:28,030][root][INFO] - ===> Epoch[2101](10503/5): Loss -0.7420, Sem 0.0322, dir -0.9788, norm 0.2046, swav 0.0000 LR: 8.410e-02 Score 98.975 Data time: 0.0822, Forward time: 0.7715, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.9651 [2020-10-18 22:34:30,656][root][INFO] - ===> Epoch[2101](10504/5): Loss -0.7649, Sem 0.0318, dir -0.9795, norm 0.1828, swav 0.0000 LR: 8.410e-02 Score 98.948 Data time: 0.1180, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.5125 [2020-10-18 22:34:32,611][root][INFO] - ===> Epoch[2101](10505/5): Loss -0.7240, Sem 0.0365, dir -0.9755, norm 0.2150, swav 0.0000 LR: 8.410e-02 Score 98.793 Data time: 0.0767, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.8484 [2020-10-18 22:34:35,038][root][INFO] - ===> Epoch[2102](10506/5): Loss -0.7641, Sem 0.0309, dir -0.9770, norm 0.1820, swav 0.0000 LR: 8.409e-02 Score 98.984 Data time: 0.0597, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.3296 [2020-10-18 22:34:37,141][root][INFO] - ===> Epoch[2102](10507/5): Loss -0.7666, Sem 0.0315, dir -0.9800, norm 0.1818, swav 0.0000 LR: 8.409e-02 Score 98.977 Data time: 0.0841, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.0092 [2020-10-18 22:34:39,095][root][INFO] - ===> Epoch[2102](10508/5): Loss -0.7534, Sem 0.0289, dir -0.9798, norm 0.1975, swav 0.0000 LR: 8.409e-02 Score 99.045 Data time: 0.1431, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.8446 [2020-10-18 22:34:41,223][root][INFO] - ===> Epoch[2102](10509/5): Loss -0.7569, Sem 0.0352, dir -0.9777, norm 0.1856, swav 0.0000 LR: 8.409e-02 Score 98.843 Data time: 0.0835, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.0121 [2020-10-18 22:34:43,651][root][INFO] - ===> Epoch[2102](10510/5): Loss -0.7613, Sem 0.0290, dir -0.9794, norm 0.1891, swav 0.0000 LR: 8.409e-02 Score 99.055 Data time: 0.0626, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.3105 [2020-10-18 22:34:45,715][root][INFO] - ===> Epoch[2103](10511/5): Loss -0.7536, Sem 0.0327, dir -0.9783, norm 0.1920, swav 0.0000 LR: 8.409e-02 Score 98.965 Data time: 0.1592, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.9944 [2020-10-18 22:34:47,998][root][INFO] - ===> Epoch[2103](10512/5): Loss -0.7366, Sem 0.0295, dir -0.9769, norm 0.2107, swav 0.0000 LR: 8.408e-02 Score 99.027 Data time: 0.0924, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.1710 [2020-10-18 22:34:50,024][root][INFO] - ===> Epoch[2103](10513/5): Loss -0.7545, Sem 0.0286, dir -0.9793, norm 0.1962, swav 0.0000 LR: 8.408e-02 Score 99.028 Data time: 0.0850, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.8703 [2020-10-18 22:34:52,052][root][INFO] - ===> Epoch[2103](10514/5): Loss -0.7451, Sem 0.0306, dir -0.9772, norm 0.2014, swav 0.0000 LR: 8.408e-02 Score 98.980 Data time: 0.0732, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.9196 [2020-10-18 22:34:54,256][root][INFO] - ===> Epoch[2103](10515/5): Loss -0.7437, Sem 0.0286, dir -0.9779, norm 0.2056, swav 0.0000 LR: 8.408e-02 Score 99.029 Data time: 0.0835, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.0857 [2020-10-18 22:34:56,406][root][INFO] - ===> Epoch[2104](10516/5): Loss -0.7451, Sem 0.0326, dir -0.9775, norm 0.1998, swav 0.0000 LR: 8.408e-02 Score 98.907 Data time: 0.0766, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.0662 [2020-10-18 22:34:58,144][root][INFO] - ===> Epoch[2104](10517/5): Loss -0.7533, Sem 0.0306, dir -0.9798, norm 0.1959, swav 0.0000 LR: 8.408e-02 Score 99.011 Data time: 0.0783, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.6129 [2020-10-18 22:35:00,305][root][INFO] - ===> Epoch[2104](10518/5): Loss -0.7580, Sem 0.0274, dir -0.9782, norm 0.1929, swav 0.0000 LR: 8.408e-02 Score 99.093 Data time: 0.0784, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.0478 [2020-10-18 22:35:02,315][root][INFO] - ===> Epoch[2104](10519/5): Loss -0.7461, Sem 0.0275, dir -0.9799, norm 0.2064, swav 0.0000 LR: 8.407e-02 Score 99.089 Data time: 0.0558, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.8985 [2020-10-18 22:35:04,474][root][INFO] - ===> Epoch[2104](10520/5): Loss -0.7541, Sem 0.0296, dir -0.9775, norm 0.1937, swav 0.0000 LR: 8.407e-02 Score 98.995 Data time: 0.0653, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.0834 [2020-10-18 22:35:07,134][root][INFO] - ===> Epoch[2105](10521/5): Loss -0.7720, Sem 0.0259, dir -0.9789, norm 0.1809, swav 0.0000 LR: 8.407e-02 Score 99.126 Data time: 0.0782, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.5543 [2020-10-18 22:35:09,242][root][INFO] - ===> Epoch[2105](10522/5): Loss -0.7676, Sem 0.0278, dir -0.9791, norm 0.1837, swav 0.0000 LR: 8.407e-02 Score 99.075 Data time: 0.0984, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.9995 [2020-10-18 22:35:11,597][root][INFO] - ===> Epoch[2105](10523/5): Loss -0.7681, Sem 0.0287, dir -0.9801, norm 0.1834, swav 0.0000 LR: 8.407e-02 Score 99.057 Data time: 0.0694, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.2460 [2020-10-18 22:35:13,747][root][INFO] - ===> Epoch[2105](10524/5): Loss -0.7671, Sem 0.0312, dir -0.9793, norm 0.1809, swav 0.0000 LR: 8.407e-02 Score 98.993 Data time: 0.0771, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.0445 [2020-10-18 22:35:16,415][root][INFO] - ===> Epoch[2105](10525/5): Loss -0.7616, Sem 0.0290, dir -0.9790, norm 0.1885, swav 0.0000 LR: 8.406e-02 Score 99.022 Data time: 0.0793, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.5790 [2020-10-18 22:35:18,570][root][INFO] - ===> Epoch[2106](10526/5): Loss -0.7508, Sem 0.0276, dir -0.9772, norm 0.1988, swav 0.0000 LR: 8.406e-02 Score 99.081 Data time: 0.0791, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.0314 [2020-10-18 22:35:20,536][root][INFO] - ===> Epoch[2106](10527/5): Loss -0.7448, Sem 0.0308, dir -0.9795, norm 0.2040, swav 0.0000 LR: 8.406e-02 Score 98.976 Data time: 0.0714, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.8650 [2020-10-18 22:35:22,667][root][INFO] - ===> Epoch[2106](10528/5): Loss -0.7593, Sem 0.0273, dir -0.9785, norm 0.1918, swav 0.0000 LR: 8.406e-02 Score 99.085 Data time: 0.0650, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.0383 [2020-10-18 22:35:25,255][root][INFO] - ===> Epoch[2106](10529/5): Loss -0.7533, Sem 0.0266, dir -0.9786, norm 0.1987, swav 0.0000 LR: 8.406e-02 Score 99.130 Data time: 0.0989, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.4778 [2020-10-18 22:35:27,973][root][INFO] - ===> Epoch[2106](10530/5): Loss -0.7439, Sem 0.0281, dir -0.9779, norm 0.2059, swav 0.0000 LR: 8.406e-02 Score 99.078 Data time: 0.0757, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.6170 [2020-10-18 22:35:30,049][root][INFO] - ===> Epoch[2107](10531/5): Loss -0.7383, Sem 0.0250, dir -0.9774, norm 0.2140, swav 0.0000 LR: 8.406e-02 Score 99.168 Data time: 0.0703, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.9718 [2020-10-18 22:35:32,393][root][INFO] - ===> Epoch[2107](10532/5): Loss -0.7680, Sem 0.0273, dir -0.9793, norm 0.1839, swav 0.0000 LR: 8.405e-02 Score 99.083 Data time: 0.0732, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.2561 [2020-10-18 22:35:34,673][root][INFO] - ===> Epoch[2107](10533/5): Loss -0.7466, Sem 0.0281, dir -0.9793, norm 0.2047, swav 0.0000 LR: 8.405e-02 Score 99.054 Data time: 0.0831, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.1802 [2020-10-18 22:35:36,823][root][INFO] - ===> Epoch[2107](10534/5): Loss -0.7593, Sem 0.0263, dir -0.9788, norm 0.1933, swav 0.0000 LR: 8.405e-02 Score 99.143 Data time: 0.0656, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.0486 [2020-10-18 22:35:39,577][root][INFO] - ===> Epoch[2107](10535/5): Loss -0.7187, Sem 0.0247, dir -0.9784, norm 0.2351, swav 0.0000 LR: 8.405e-02 Score 99.190 Data time: 0.1850, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.6549 [2020-10-18 22:35:41,817][root][INFO] - ===> Epoch[2108](10536/5): Loss -0.7676, Sem 0.0268, dir -0.9796, norm 0.1852, swav 0.0000 LR: 8.405e-02 Score 99.101 Data time: 0.0890, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.1329 [2020-10-18 22:35:43,778][root][INFO] - ===> Epoch[2108](10537/5): Loss -0.7552, Sem 0.0296, dir -0.9774, norm 0.1926, swav 0.0000 LR: 8.405e-02 Score 99.017 Data time: 0.0854, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.8388 [2020-10-18 22:35:45,762][root][INFO] - ===> Epoch[2108](10538/5): Loss -0.7702, Sem 0.0284, dir -0.9794, norm 0.1807, swav 0.0000 LR: 8.404e-02 Score 99.050 Data time: 0.1010, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.8918 [2020-10-18 22:35:47,641][root][INFO] - ===> Epoch[2108](10539/5): Loss -0.7610, Sem 0.0262, dir -0.9814, norm 0.1942, swav 0.0000 LR: 8.404e-02 Score 99.104 Data time: 0.0572, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.7974 [2020-10-18 22:35:50,694][root][INFO] - ===> Epoch[2108](10540/5): Loss -0.7659, Sem 0.0265, dir -0.9786, norm 0.1862, swav 0.0000 LR: 8.404e-02 Score 99.114 Data time: 0.0621, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.9794 [2020-10-18 22:35:52,687][root][INFO] - ===> Epoch[2109](10541/5): Loss -0.7590, Sem 0.0254, dir -0.9816, norm 0.1972, swav 0.0000 LR: 8.404e-02 Score 99.162 Data time: 0.0782, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.8955 [2020-10-18 22:35:54,837][root][INFO] - ===> Epoch[2109](10542/5): Loss -0.7878, Sem 0.0245, dir -0.9806, norm 0.1683, swav 0.0000 LR: 8.404e-02 Score 99.172 Data time: 0.0762, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.0345 [2020-10-18 22:35:57,330][root][INFO] - ===> Epoch[2109](10543/5): Loss -0.7486, Sem 0.0303, dir -0.9776, norm 0.1987, swav 0.0000 LR: 8.404e-02 Score 99.011 Data time: 0.1129, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.3967 [2020-10-18 22:35:59,233][root][INFO] - ===> Epoch[2109](10544/5): Loss -0.7628, Sem 0.0297, dir -0.9788, norm 0.1862, swav 0.0000 LR: 8.404e-02 Score 99.018 Data time: 0.0859, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.7876 [2020-10-18 22:36:01,265][root][INFO] - ===> Epoch[2109](10545/5): Loss -0.7807, Sem 0.0236, dir -0.9814, norm 0.1771, swav 0.0000 LR: 8.403e-02 Score 99.213 Data time: 0.0864, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.9233 [2020-10-18 22:36:03,738][root][INFO] - ===> Epoch[2110](10546/5): Loss -0.7459, Sem 0.0285, dir -0.9776, norm 0.2031, swav 0.0000 LR: 8.403e-02 Score 99.050 Data time: 0.0708, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.3659 [2020-10-18 22:36:05,532][root][INFO] - ===> Epoch[2110](10547/5): Loss -0.7527, Sem 0.0271, dir -0.9786, norm 0.1989, swav 0.0000 LR: 8.403e-02 Score 99.094 Data time: 0.0800, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.6775 [2020-10-18 22:36:07,794][root][INFO] - ===> Epoch[2110](10548/5): Loss -0.7656, Sem 0.0253, dir -0.9799, norm 0.1890, swav 0.0000 LR: 8.403e-02 Score 99.164 Data time: 0.0783, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.1566 [2020-10-18 22:36:10,027][root][INFO] - ===> Epoch[2110](10549/5): Loss -0.7565, Sem 0.0279, dir -0.9784, norm 0.1941, swav 0.0000 LR: 8.403e-02 Score 99.077 Data time: 0.0784, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.1267 [2020-10-18 22:36:12,649][root][INFO] - ===> Epoch[2110](10550/5): Loss -0.7398, Sem 0.0279, dir -0.9794, norm 0.2116, swav 0.0000 LR: 8.403e-02 Score 99.079 Data time: 0.0805, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.5244 [2020-10-18 22:36:14,469][root][INFO] - ===> Epoch[2111](10551/5): Loss -0.7452, Sem 0.0301, dir -0.9767, norm 0.2014, swav 0.0000 LR: 8.402e-02 Score 98.992 Data time: 0.0631, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.7102 [2020-10-18 22:36:16,673][root][INFO] - ===> Epoch[2111](10552/5): Loss -0.7467, Sem 0.0265, dir -0.9775, norm 0.2042, swav 0.0000 LR: 8.402e-02 Score 99.129 Data time: 0.0915, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.0959 [2020-10-18 22:36:18,926][root][INFO] - ===> Epoch[2111](10553/5): Loss -0.7849, Sem 0.0262, dir -0.9818, norm 0.1707, swav 0.0000 LR: 8.402e-02 Score 99.088 Data time: 0.0641, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.1314 [2020-10-18 22:36:20,906][root][INFO] - ===> Epoch[2111](10554/5): Loss -0.7495, Sem 0.0263, dir -0.9782, norm 0.2024, swav 0.0000 LR: 8.402e-02 Score 99.122 Data time: 0.0788, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.8793 [2020-10-18 22:36:23,146][root][INFO] - ===> Epoch[2111](10555/5): Loss -0.7499, Sem 0.0300, dir -0.9771, norm 0.1973, swav 0.0000 LR: 8.402e-02 Score 99.023 Data time: 0.0811, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.1237 [2020-10-18 22:36:25,184][root][INFO] - ===> Epoch[2112](10556/5): Loss -0.7269, Sem 0.0269, dir -0.9777, norm 0.2240, swav 0.0000 LR: 8.402e-02 Score 99.127 Data time: 0.0665, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.9210 [2020-10-18 22:36:27,288][root][INFO] - ===> Epoch[2112](10557/5): Loss -0.7466, Sem 0.0265, dir -0.9796, norm 0.2064, swav 0.0000 LR: 8.402e-02 Score 99.116 Data time: 0.0696, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.9813 [2020-10-18 22:36:30,503][root][INFO] - ===> Epoch[2112](10558/5): Loss -0.7672, Sem 0.0264, dir -0.9781, norm 0.1844, swav 0.0000 LR: 8.401e-02 Score 99.142 Data time: 0.0714, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 3.0993 [2020-10-18 22:36:32,529][root][INFO] - ===> Epoch[2112](10559/5): Loss -0.7601, Sem 0.0301, dir -0.9778, norm 0.1876, swav 0.0000 LR: 8.401e-02 Score 98.990 Data time: 0.0661, Forward time: 0.7715, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.9256 [2020-10-18 22:36:34,527][root][INFO] - ===> Epoch[2112](10560/5): Loss -0.7637, Sem 0.0255, dir -0.9788, norm 0.1896, swav 0.0000 LR: 8.401e-02 Score 99.148 Data time: 0.0883, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.8890 [2020-10-18 22:36:36,807][root][INFO] - ===> Epoch[2113](10561/5): Loss -0.7414, Sem 0.0303, dir -0.9793, norm 0.2076, swav 0.0000 LR: 8.401e-02 Score 99.012 Data time: 0.0835, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.1641 [2020-10-18 22:36:39,050][root][INFO] - ===> Epoch[2113](10562/5): Loss -0.7655, Sem 0.0260, dir -0.9791, norm 0.1876, swav 0.0000 LR: 8.401e-02 Score 99.123 Data time: 0.0596, Forward time: 0.7715, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.1568 [2020-10-18 22:36:41,131][root][INFO] - ===> Epoch[2113](10563/5): Loss -0.7660, Sem 0.0248, dir -0.9802, norm 0.1893, swav 0.0000 LR: 8.401e-02 Score 99.162 Data time: 0.0603, Forward time: 0.7715, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.9946 [2020-10-18 22:36:43,287][root][INFO] - ===> Epoch[2113](10564/5): Loss -0.7585, Sem 0.0298, dir -0.9767, norm 0.1884, swav 0.0000 LR: 8.400e-02 Score 98.998 Data time: 0.0742, Forward time: 0.7715, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.0608 [2020-10-18 22:36:45,490][root][INFO] - ===> Epoch[2113](10565/5): Loss -0.7561, Sem 0.0256, dir -0.9788, norm 0.1971, swav 0.0000 LR: 8.400e-02 Score 99.128 Data time: 0.0813, Forward time: 0.7715, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.1061 [2020-10-18 22:36:48,072][root][INFO] - ===> Epoch[2114](10566/5): Loss -0.7783, Sem 0.0252, dir -0.9801, norm 0.1766, swav 0.0000 LR: 8.400e-02 Score 99.147 Data time: 0.0929, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.4839 [2020-10-18 22:36:50,180][root][INFO] - ===> Epoch[2114](10567/5): Loss -0.7501, Sem 0.0297, dir -0.9782, norm 0.1984, swav 0.0000 LR: 8.400e-02 Score 98.988 Data time: 0.0825, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.0106 [2020-10-18 22:36:52,542][root][INFO] - ===> Epoch[2114](10568/5): Loss -0.7363, Sem 0.0251, dir -0.9762, norm 0.2148, swav 0.0000 LR: 8.400e-02 Score 99.168 Data time: 0.0745, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.2677 [2020-10-18 22:36:54,468][root][INFO] - ===> Epoch[2114](10569/5): Loss -0.7691, Sem 0.0263, dir -0.9802, norm 0.1848, swav 0.0000 LR: 8.400e-02 Score 99.125 Data time: 0.0559, Forward time: 0.7715, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.8258 [2020-10-18 22:36:56,155][root][INFO] - ===> Epoch[2114](10570/5): Loss -0.7724, Sem 0.0271, dir -0.9814, norm 0.1820, swav 0.0000 LR: 8.400e-02 Score 99.123 Data time: 0.0584, Forward time: 0.7715, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.6079 [2020-10-18 22:36:58,441][root][INFO] - ===> Epoch[2115](10571/5): Loss -0.7463, Sem 0.0289, dir -0.9770, norm 0.2018, swav 0.0000 LR: 8.399e-02 Score 99.022 Data time: 0.0751, Forward time: 0.7715, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.1895 [2020-10-18 22:37:00,874][root][INFO] - ===> Epoch[2115](10572/5): Loss -0.7415, Sem 0.0277, dir -0.9759, norm 0.2067, swav 0.0000 LR: 8.399e-02 Score 99.094 Data time: 0.1005, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.3066 [2020-10-18 22:37:03,019][root][INFO] - ===> Epoch[2115](10573/5): Loss -0.7497, Sem 0.0266, dir -0.9796, norm 0.2032, swav 0.0000 LR: 8.399e-02 Score 99.129 Data time: 0.0556, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.0396 [2020-10-18 22:37:05,172][root][INFO] - ===> Epoch[2115](10574/5): Loss -0.7224, Sem 0.0321, dir -0.9768, norm 0.2224, swav 0.0000 LR: 8.399e-02 Score 98.927 Data time: 0.0921, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.0753 [2020-10-18 22:37:07,531][root][INFO] - ===> Epoch[2115](10575/5): Loss -0.7518, Sem 0.0271, dir -0.9793, norm 0.2004, swav 0.0000 LR: 8.399e-02 Score 99.111 Data time: 0.0765, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.2462 [2020-10-18 22:37:09,481][root][INFO] - ===> Epoch[2116](10576/5): Loss -0.7663, Sem 0.0290, dir -0.9781, norm 0.1828, swav 0.0000 LR: 8.399e-02 Score 99.029 Data time: 0.0698, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.8783 [2020-10-18 22:37:11,816][root][INFO] - ===> Epoch[2116](10577/5): Loss -0.7689, Sem 0.0244, dir -0.9797, norm 0.1864, swav 0.0000 LR: 8.398e-02 Score 99.178 Data time: 0.0778, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.2463 [2020-10-18 22:37:13,800][root][INFO] - ===> Epoch[2116](10578/5): Loss -0.7545, Sem 0.0302, dir -0.9792, norm 0.1945, swav 0.0000 LR: 8.398e-02 Score 99.007 Data time: 0.0784, Forward time: 0.7716, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 1.8890 [2020-10-18 22:37:15,894][root][INFO] - ===> Epoch[2116](10579/5): Loss -0.7459, Sem 0.0260, dir -0.9790, norm 0.2072, swav 0.0000 LR: 8.398e-02 Score 99.127 Data time: 0.0810, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.9907 [2020-10-18 22:37:18,027][root][INFO] - ===> Epoch[2116](10580/5): Loss -0.7517, Sem 0.0270, dir -0.9794, norm 0.2008, swav 0.0000 LR: 8.398e-02 Score 99.104 Data time: 0.0635, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.0111 [2020-10-18 22:37:20,115][root][INFO] - ===> Epoch[2117](10581/5): Loss -0.7450, Sem 0.0297, dir -0.9782, norm 0.2035, swav 0.0000 LR: 8.398e-02 Score 99.010 Data time: 0.0729, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.0276 [2020-10-18 22:37:22,016][root][INFO] - ===> Epoch[2117](10582/5): Loss -0.7718, Sem 0.0293, dir -0.9778, norm 0.1767, swav 0.0000 LR: 8.398e-02 Score 99.000 Data time: 0.0651, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.7904 [2020-10-18 22:37:23,981][root][INFO] - ===> Epoch[2117](10583/5): Loss -0.7635, Sem 0.0276, dir -0.9802, norm 0.1891, swav 0.0000 LR: 8.398e-02 Score 99.083 Data time: 0.0656, Forward time: 0.7715, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.8787 [2020-10-18 22:37:26,209][root][INFO] - ===> Epoch[2117](10584/5): Loss -0.7653, Sem 0.0273, dir -0.9789, norm 0.1863, swav 0.0000 LR: 8.397e-02 Score 99.087 Data time: 0.0734, Forward time: 0.7715, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.1154 [2020-10-18 22:37:28,348][root][INFO] - ===> Epoch[2117](10585/5): Loss -0.7778, Sem 0.0279, dir -0.9803, norm 0.1746, swav 0.0000 LR: 8.397e-02 Score 99.088 Data time: 0.0767, Forward time: 0.7715, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.0304 [2020-10-18 22:37:30,527][root][INFO] - ===> Epoch[2118](10586/5): Loss -0.7444, Sem 0.0279, dir -0.9764, norm 0.2040, swav 0.0000 LR: 8.397e-02 Score 99.089 Data time: 0.0545, Forward time: 0.7715, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.0653 [2020-10-18 22:37:32,387][root][INFO] - ===> Epoch[2118](10587/5): Loss -0.7651, Sem 0.0281, dir -0.9773, norm 0.1841, swav 0.0000 LR: 8.397e-02 Score 99.051 Data time: 0.0565, Forward time: 0.7715, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.7965 [2020-10-18 22:37:34,654][root][INFO] - ===> Epoch[2118](10588/5): Loss -0.7701, Sem 0.0261, dir -0.9794, norm 0.1832, swav 0.0000 LR: 8.397e-02 Score 99.129 Data time: 0.0962, Forward time: 0.7715, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.1343 [2020-10-18 22:37:37,190][root][INFO] - ===> Epoch[2118](10589/5): Loss -0.7878, Sem 0.0270, dir -0.9822, norm 0.1673, swav 0.0000 LR: 8.397e-02 Score 99.114 Data time: 0.0662, Forward time: 0.7715, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.3809 [2020-10-18 22:37:39,491][root][INFO] - ===> Epoch[2118](10590/5): Loss -0.7560, Sem 0.0287, dir -0.9765, norm 0.1918, swav 0.0000 LR: 8.397e-02 Score 99.030 Data time: 0.0716, Forward time: 0.7715, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.1898 [2020-10-18 22:37:41,654][root][INFO] - ===> Epoch[2119](10591/5): Loss -0.7559, Sem 0.0252, dir -0.9804, norm 0.1994, swav 0.0000 LR: 8.396e-02 Score 99.166 Data time: 0.0996, Forward time: 0.7715, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.0434 [2020-10-18 22:37:43,628][root][INFO] - ===> Epoch[2119](10592/5): Loss -0.7746, Sem 0.0259, dir -0.9794, norm 0.1790, swav 0.0000 LR: 8.396e-02 Score 99.113 Data time: 0.1053, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.8489 [2020-10-18 22:37:45,549][root][INFO] - ===> Epoch[2119](10593/5): Loss -0.7670, Sem 0.0305, dir -0.9781, norm 0.1805, swav 0.0000 LR: 8.396e-02 Score 98.994 Data time: 0.0665, Forward time: 0.7715, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.8153 [2020-10-18 22:37:47,727][root][INFO] - ===> Epoch[2119](10594/5): Loss -0.7667, Sem 0.0259, dir -0.9788, norm 0.1863, swav 0.0000 LR: 8.396e-02 Score 99.184 Data time: 0.0824, Forward time: 0.7716, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.0901 [2020-10-18 22:37:50,160][root][INFO] - ===> Epoch[2119](10595/5): Loss -0.7547, Sem 0.0274, dir -0.9808, norm 0.1987, swav 0.0000 LR: 8.396e-02 Score 99.083 Data time: 0.0794, Forward time: 0.7716, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.2988 [2020-10-18 22:37:52,220][root][INFO] - ===> Epoch[2120](10596/5): Loss -0.7835, Sem 0.0251, dir -0.9809, norm 0.1723, swav 0.0000 LR: 8.396e-02 Score 99.160 Data time: 0.0754, Forward time: 0.7716, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.9366 [2020-10-18 22:37:54,359][root][INFO] - ===> Epoch[2120](10597/5): Loss -0.7396, Sem 0.0293, dir -0.9777, norm 0.2089, swav 0.0000 LR: 8.395e-02 Score 99.050 Data time: 0.1413, Forward time: 0.7715, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.0356 [2020-10-18 22:37:56,770][root][INFO] - ===> Epoch[2120](10598/5): Loss -0.7686, Sem 0.0276, dir -0.9786, norm 0.1824, swav 0.0000 LR: 8.395e-02 Score 99.071 Data time: 0.1033, Forward time: 0.7716, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.3143 [2020-10-18 22:37:59,081][root][INFO] - ===> Epoch[2120](10599/5): Loss -0.7662, Sem 0.0283, dir -0.9798, norm 0.1853, swav 0.0000 LR: 8.395e-02 Score 99.038 Data time: 0.0931, Forward time: 0.7716, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.2100 [2020-10-18 22:38:01,073][root][INFO] - ===> Epoch[2120](10600/5): Loss -0.7694, Sem 0.0263, dir -0.9801, norm 0.1844, swav 0.0000 LR: 8.395e-02 Score 99.138 Data time: 0.0816, Forward time: 0.7716, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.8964 [2020-10-18 22:38:02,145][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 22:38:02,321][root][INFO] - ===> Start testing [2020-10-18 22:38:41,041][root][INFO] - 68/68: Data time: 0.4728, Iter time: 0.2881 Loss 0.199 (AVG: 0.529) Score 95.243 (AVG: 90.064) mIOU 69.112 mAP 83.528 mAcc 76.293 IOU: 62.097 0.000 79.729 73.113 93.807 92.271 31.363 74.438 96.130 72.077 80.102 86.106 57.226 mAP: 82.165 8.642 97.696 88.020 98.783 98.668 55.816 94.040 99.730 83.073 93.712 95.056 90.468 mAcc: 79.775 0.000 91.510 82.780 96.697 97.217 35.225 88.988 96.889 78.591 88.616 95.359 60.157 [2020-10-18 22:38:41,043][root][INFO] - Finished test. Elapsed time: 38.7197 [2020-10-18 22:38:44,073][root][INFO] - [2020-10-18 22:38:44,073][root][INFO] - ################################################################ [2020-10-18 22:38:44,073][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 22:38:44,073][root][INFO] - ################################################################ [2020-10-18 22:38:44,073][root][INFO] - clutter : nan nan nan [2020-10-18 22:38:44,073][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 22:38:44,073][root][INFO] - board : 0.792 0.890 0.942 [2020-10-18 22:38:44,073][root][INFO] - bookcase : 0.237 0.356 0.513 [2020-10-18 22:38:44,073][root][INFO] - ceiling : 0.513 0.550 0.676 [2020-10-18 22:38:44,073][root][INFO] - chair : 0.795 0.896 0.907 [2020-10-18 22:38:44,073][root][INFO] - column : 0.165 0.257 0.353 [2020-10-18 22:38:44,073][root][INFO] - door : 0.678 0.834 0.909 [2020-10-18 22:38:44,073][root][INFO] - floor : 0.888 0.948 0.977 [2020-10-18 22:38:44,073][root][INFO] - sofa : 0.436 0.708 0.708 [2020-10-18 22:38:44,073][root][INFO] - table : 0.149 0.340 0.664 [2020-10-18 22:38:44,073][root][INFO] - wall : 0.505 0.695 0.814 [2020-10-18 22:38:44,073][root][INFO] - window : 0.502 0.746 0.785 [2020-10-18 22:38:44,073][root][INFO] - ---------------------------------------------------------------- [2020-10-18 22:38:44,073][root][INFO] - average : 0.472 0.602 0.687 [2020-10-18 22:38:44,073][root][INFO] - [2020-10-18 22:38:44,249][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 22:38:44,250][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-18 22:38:45,922][root][INFO] - ===> Epoch[2121](10601/5): Loss -0.7721, Sem 0.0231, dir -0.9802, norm 0.1850, swav 0.0000 LR: 8.395e-02 Score 99.226 Data time: 0.0400, Forward time: 0.7716, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.6672 [2020-10-18 22:38:48,220][root][INFO] - ===> Epoch[2121](10602/5): Loss -0.7689, Sem 0.0296, dir -0.9795, norm 0.1810, swav 0.0000 LR: 8.395e-02 Score 99.004 Data time: 0.0657, Forward time: 0.7716, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.2161 [2020-10-18 22:38:50,326][root][INFO] - ===> Epoch[2121](10603/5): Loss -0.7614, Sem 0.0305, dir -0.9780, norm 0.1861, swav 0.0000 LR: 8.395e-02 Score 98.994 Data time: 0.0569, Forward time: 0.7716, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.0179 [2020-10-18 22:38:52,300][root][INFO] - ===> Epoch[2121](10604/5): Loss -0.7685, Sem 0.0284, dir -0.9800, norm 0.1830, swav 0.0000 LR: 8.394e-02 Score 99.065 Data time: 0.0634, Forward time: 0.7715, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.8797 [2020-10-18 22:38:54,484][root][INFO] - ===> Epoch[2121](10605/5): Loss -0.7523, Sem 0.0271, dir -0.9788, norm 0.1994, swav 0.0000 LR: 8.394e-02 Score 99.079 Data time: 0.0726, Forward time: 0.7715, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.0863 [2020-10-18 22:38:57,229][root][INFO] - ===> Epoch[2122](10606/5): Loss -0.7602, Sem 0.0286, dir -0.9784, norm 0.1896, swav 0.0000 LR: 8.394e-02 Score 99.043 Data time: 0.0921, Forward time: 0.7716, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.6337 [2020-10-18 22:38:59,422][root][INFO] - ===> Epoch[2122](10607/5): Loss -0.7715, Sem 0.0272, dir -0.9784, norm 0.1797, swav 0.0000 LR: 8.394e-02 Score 99.107 Data time: 0.0894, Forward time: 0.7716, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.0846 [2020-10-18 22:39:01,197][root][INFO] - ===> Epoch[2122](10608/5): Loss -0.7660, Sem 0.0307, dir -0.9796, norm 0.1830, swav 0.0000 LR: 8.394e-02 Score 98.990 Data time: 0.0670, Forward time: 0.7716, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.6707 [2020-10-18 22:39:02,946][root][INFO] - ===> Epoch[2122](10609/5): Loss -0.7866, Sem 0.0273, dir -0.9818, norm 0.1679, swav 0.0000 LR: 8.394e-02 Score 99.070 Data time: 0.1371, Forward time: 0.7716, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.6594 [2020-10-18 22:39:05,051][root][INFO] - ===> Epoch[2122](10610/5): Loss -0.7713, Sem 0.0291, dir -0.9790, norm 0.1786, swav 0.0000 LR: 8.393e-02 Score 99.021 Data time: 0.0657, Forward time: 0.7716, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.0091 [2020-10-18 22:39:07,223][root][INFO] - ===> Epoch[2123](10611/5): Loss -0.7532, Sem 0.0264, dir -0.9782, norm 0.1986, swav 0.0000 LR: 8.393e-02 Score 99.129 Data time: 0.0902, Forward time: 0.7716, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.0692 [2020-10-18 22:39:09,204][root][INFO] - ===> Epoch[2123](10612/5): Loss -0.7777, Sem 0.0278, dir -0.9803, norm 0.1747, swav 0.0000 LR: 8.393e-02 Score 99.082 Data time: 0.0693, Forward time: 0.7716, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.8667 [2020-10-18 22:39:11,158][root][INFO] - ===> Epoch[2123](10613/5): Loss -0.7718, Sem 0.0299, dir -0.9808, norm 0.1791, swav 0.0000 LR: 8.393e-02 Score 99.033 Data time: 0.0992, Forward time: 0.7716, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.8798 [2020-10-18 22:39:13,064][root][INFO] - ===> Epoch[2123](10614/5): Loss -0.7724, Sem 0.0270, dir -0.9778, norm 0.1785, swav 0.0000 LR: 8.393e-02 Score 99.094 Data time: 0.0712, Forward time: 0.7716, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.8117 [2020-10-18 22:39:15,672][root][INFO] - ===> Epoch[2123](10615/5): Loss -0.7389, Sem 0.0417, dir -0.9787, norm 0.1981, swav 0.0000 LR: 8.393e-02 Score 98.717 Data time: 0.1251, Forward time: 0.7716, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.5083 [2020-10-18 22:39:17,987][root][INFO] - ===> Epoch[2124](10616/5): Loss -0.7660, Sem 0.0288, dir -0.9786, norm 0.1838, swav 0.0000 LR: 8.393e-02 Score 99.087 Data time: 0.0767, Forward time: 0.7716, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1796 [2020-10-18 22:39:19,818][root][INFO] - ===> Epoch[2124](10617/5): Loss -0.7718, Sem 0.0301, dir -0.9799, norm 0.1780, swav 0.0000 LR: 8.392e-02 Score 98.991 Data time: 0.0642, Forward time: 0.7716, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.7437 [2020-10-18 22:39:21,797][root][INFO] - ===> Epoch[2124](10618/5): Loss -0.7648, Sem 0.0289, dir -0.9801, norm 0.1864, swav 0.0000 LR: 8.392e-02 Score 99.042 Data time: 0.0630, Forward time: 0.7716, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.8965 [2020-10-18 22:39:23,928][root][INFO] - ===> Epoch[2124](10619/5): Loss -0.7516, Sem 0.0359, dir -0.9790, norm 0.1914, swav 0.0000 LR: 8.392e-02 Score 98.839 Data time: 0.1300, Forward time: 0.7716, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.0348 [2020-10-18 22:39:26,501][root][INFO] - ===> Epoch[2124](10620/5): Loss -0.7546, Sem 0.0247, dir -0.9796, norm 0.2003, swav 0.0000 LR: 8.392e-02 Score 99.190 Data time: 0.0958, Forward time: 0.7716, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.4954 [2020-10-18 22:39:28,778][root][INFO] - ===> Epoch[2125](10621/5): Loss -0.7691, Sem 0.0312, dir -0.9790, norm 0.1788, swav 0.0000 LR: 8.392e-02 Score 99.009 Data time: 0.0964, Forward time: 0.7716, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1447 [2020-10-18 22:39:30,934][root][INFO] - ===> Epoch[2125](10622/5): Loss -0.7670, Sem 0.0279, dir -0.9801, norm 0.1851, swav 0.0000 LR: 8.392e-02 Score 99.053 Data time: 0.0849, Forward time: 0.7716, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.0480 [2020-10-18 22:39:32,996][root][INFO] - ===> Epoch[2125](10623/5): Loss -0.7569, Sem 0.0279, dir -0.9814, norm 0.1967, swav 0.0000 LR: 8.391e-02 Score 99.105 Data time: 0.0665, Forward time: 0.7716, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.9653 [2020-10-18 22:39:35,690][root][INFO] - ===> Epoch[2125](10624/5): Loss -0.7537, Sem 0.0292, dir -0.9786, norm 0.1957, swav 0.0000 LR: 8.391e-02 Score 99.021 Data time: 0.0815, Forward time: 0.7717, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.6209 [2020-10-18 22:39:38,033][root][INFO] - ===> Epoch[2125](10625/5): Loss -0.7312, Sem 0.0335, dir -0.9783, norm 0.2136, swav 0.0000 LR: 8.391e-02 Score 98.974 Data time: 0.0555, Forward time: 0.7716, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.2009 [2020-10-18 22:39:40,084][root][INFO] - ===> Epoch[2126](10626/5): Loss -0.7583, Sem 0.0320, dir -0.9776, norm 0.1873, swav 0.0000 LR: 8.391e-02 Score 98.969 Data time: 0.0706, Forward time: 0.7716, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.9658 [2020-10-18 22:39:42,047][root][INFO] - ===> Epoch[2126](10627/5): Loss -0.7520, Sem 0.0272, dir -0.9793, norm 0.2001, swav 0.0000 LR: 8.391e-02 Score 99.130 Data time: 0.0818, Forward time: 0.7716, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.8693 [2020-10-18 22:39:44,271][root][INFO] - ===> Epoch[2126](10628/5): Loss -0.7599, Sem 0.0310, dir -0.9782, norm 0.1873, swav 0.0000 LR: 8.391e-02 Score 98.959 Data time: 0.0667, Forward time: 0.7716, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1077 [2020-10-18 22:39:46,394][root][INFO] - ===> Epoch[2126](10629/5): Loss -0.7601, Sem 0.0263, dir -0.9807, norm 0.1943, swav 0.0000 LR: 8.391e-02 Score 99.124 Data time: 0.0884, Forward time: 0.7716, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.0325 [2020-10-18 22:39:48,593][root][INFO] - ===> Epoch[2126](10630/5): Loss -0.7407, Sem 0.0268, dir -0.9779, norm 0.2104, swav 0.0000 LR: 8.390e-02 Score 99.114 Data time: 0.1010, Forward time: 0.7717, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.0595 [2020-10-18 22:39:50,488][root][INFO] - ===> Epoch[2127](10631/5): Loss -0.7867, Sem 0.0267, dir -0.9810, norm 0.1676, swav 0.0000 LR: 8.390e-02 Score 99.090 Data time: 0.1653, Forward time: 0.7717, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.7852 [2020-10-18 22:39:52,766][root][INFO] - ===> Epoch[2127](10632/5): Loss -0.7534, Sem 0.0306, dir -0.9762, norm 0.1923, swav 0.0000 LR: 8.390e-02 Score 99.005 Data time: 0.1352, Forward time: 0.7717, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1769 [2020-10-18 22:39:55,093][root][INFO] - ===> Epoch[2127](10633/5): Loss -0.7595, Sem 0.0324, dir -0.9790, norm 0.1871, swav 0.0000 LR: 8.390e-02 Score 98.936 Data time: 0.1310, Forward time: 0.7717, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.2195 [2020-10-18 22:39:57,101][root][INFO] - ===> Epoch[2127](10634/5): Loss -0.7670, Sem 0.0235, dir -0.9830, norm 0.1925, swav 0.0000 LR: 8.390e-02 Score 99.227 Data time: 0.1830, Forward time: 0.7717, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.8825 [2020-10-18 22:39:59,515][root][INFO] - ===> Epoch[2127](10635/5): Loss -0.7525, Sem 0.0294, dir -0.9790, norm 0.1971, swav 0.0000 LR: 8.390e-02 Score 99.004 Data time: 0.1074, Forward time: 0.7717, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.3255 [2020-10-18 22:40:02,015][root][INFO] - ===> Epoch[2128](10636/5): Loss -0.7704, Sem 0.0246, dir -0.9809, norm 0.1859, swav 0.0000 LR: 8.389e-02 Score 99.177 Data time: 0.0650, Forward time: 0.7717, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.3836 [2020-10-18 22:40:04,062][root][INFO] - ===> Epoch[2128](10637/5): Loss -0.7639, Sem 0.0243, dir -0.9797, norm 0.1915, swav 0.0000 LR: 8.389e-02 Score 99.185 Data time: 0.0752, Forward time: 0.7717, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9660 [2020-10-18 22:40:06,273][root][INFO] - ===> Epoch[2128](10638/5): Loss -0.7878, Sem 0.0256, dir -0.9797, norm 0.1663, swav 0.0000 LR: 8.389e-02 Score 99.134 Data time: 0.0792, Forward time: 0.7717, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1114 [2020-10-18 22:40:08,603][root][INFO] - ===> Epoch[2128](10639/5): Loss -0.7539, Sem 0.0296, dir -0.9795, norm 0.1961, swav 0.0000 LR: 8.389e-02 Score 99.011 Data time: 0.0606, Forward time: 0.7717, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.2211 [2020-10-18 22:40:11,328][root][INFO] - ===> Epoch[2128](10640/5): Loss -0.7562, Sem 0.0317, dir -0.9778, norm 0.1899, swav 0.0000 LR: 8.389e-02 Score 98.967 Data time: 0.0904, Forward time: 0.7717, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.6477 [2020-10-18 22:40:13,845][root][INFO] - ===> Epoch[2129](10641/5): Loss -0.7549, Sem 0.0269, dir -0.9815, norm 0.1996, swav 0.0000 LR: 8.389e-02 Score 99.125 Data time: 0.0807, Forward time: 0.7717, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.4062 [2020-10-18 22:40:15,867][root][INFO] - ===> Epoch[2129](10642/5): Loss -0.7849, Sem 0.0243, dir -0.9818, norm 0.1727, swav 0.0000 LR: 8.389e-02 Score 99.197 Data time: 0.0794, Forward time: 0.7717, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9406 [2020-10-18 22:40:18,057][root][INFO] - ===> Epoch[2129](10643/5): Loss -0.7601, Sem 0.0305, dir -0.9806, norm 0.1900, swav 0.0000 LR: 8.388e-02 Score 99.025 Data time: 0.1690, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.0949 [2020-10-18 22:40:20,713][root][INFO] - ===> Epoch[2129](10644/5): Loss -0.7500, Sem 0.0255, dir -0.9801, norm 0.2046, swav 0.0000 LR: 8.388e-02 Score 99.175 Data time: 0.0907, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.5411 [2020-10-18 22:40:22,820][root][INFO] - ===> Epoch[2129](10645/5): Loss -0.7249, Sem 0.0295, dir -0.9795, norm 0.2250, swav 0.0000 LR: 8.388e-02 Score 99.015 Data time: 0.0829, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.0138 [2020-10-18 22:40:24,666][root][INFO] - ===> Epoch[2130](10646/5): Loss -0.7473, Sem 0.0280, dir -0.9807, norm 0.2055, swav 0.0000 LR: 8.388e-02 Score 99.062 Data time: 0.0844, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.7548 [2020-10-18 22:40:27,169][root][INFO] - ===> Epoch[2130](10647/5): Loss -0.7584, Sem 0.0267, dir -0.9790, norm 0.1939, swav 0.0000 LR: 8.388e-02 Score 99.097 Data time: 0.0695, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.4046 [2020-10-18 22:40:29,073][root][INFO] - ===> Epoch[2130](10648/5): Loss -0.7505, Sem 0.0261, dir -0.9794, norm 0.2028, swav 0.0000 LR: 8.388e-02 Score 99.117 Data time: 0.0764, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.8169 [2020-10-18 22:40:31,412][root][INFO] - ===> Epoch[2130](10649/5): Loss -0.7791, Sem 0.0242, dir -0.9805, norm 0.1773, swav 0.0000 LR: 8.387e-02 Score 99.189 Data time: 0.1059, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.2217 [2020-10-18 22:40:33,215][root][INFO] - ===> Epoch[2130](10650/5): Loss -0.7481, Sem 0.0305, dir -0.9790, norm 0.2004, swav 0.0000 LR: 8.387e-02 Score 98.971 Data time: 0.0821, Forward time: 0.7718, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.6827 [2020-10-18 22:40:35,682][root][INFO] - ===> Epoch[2131](10651/5): Loss -0.7520, Sem 0.0299, dir -0.9779, norm 0.1960, swav 0.0000 LR: 8.387e-02 Score 99.010 Data time: 0.0810, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.3781 [2020-10-18 22:40:37,860][root][INFO] - ===> Epoch[2131](10652/5): Loss -0.7399, Sem 0.0281, dir -0.9794, norm 0.2113, swav 0.0000 LR: 8.387e-02 Score 99.070 Data time: 0.0837, Forward time: 0.7718, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.0764 [2020-10-18 22:40:40,990][root][INFO] - ===> Epoch[2131](10653/5): Loss -0.7539, Sem 0.0259, dir -0.9811, norm 0.2014, swav 0.0000 LR: 8.387e-02 Score 99.160 Data time: 0.0584, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 3.0318 [2020-10-18 22:40:42,811][root][INFO] - ===> Epoch[2131](10654/5): Loss -0.7506, Sem 0.0303, dir -0.9786, norm 0.1977, swav 0.0000 LR: 8.387e-02 Score 98.992 Data time: 0.0607, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.7231 [2020-10-18 22:40:44,844][root][INFO] - ===> Epoch[2131](10655/5): Loss -0.7422, Sem 0.0308, dir -0.9772, norm 0.2042, swav 0.0000 LR: 8.387e-02 Score 98.966 Data time: 0.0924, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9345 [2020-10-18 22:40:47,090][root][INFO] - ===> Epoch[2132](10656/5): Loss -0.7436, Sem 0.0318, dir -0.9769, norm 0.2015, swav 0.0000 LR: 8.386e-02 Score 98.937 Data time: 0.1030, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1226 [2020-10-18 22:40:49,275][root][INFO] - ===> Epoch[2132](10657/5): Loss -0.7292, Sem 0.0269, dir -0.9779, norm 0.2219, swav 0.0000 LR: 8.386e-02 Score 99.105 Data time: 0.0899, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.0791 [2020-10-18 22:40:51,257][root][INFO] - ===> Epoch[2132](10658/5): Loss -0.7519, Sem 0.0293, dir -0.9772, norm 0.1960, swav 0.0000 LR: 8.386e-02 Score 99.021 Data time: 0.0606, Forward time: 0.7718, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.8561 [2020-10-18 22:40:53,155][root][INFO] - ===> Epoch[2132](10659/5): Loss -0.7648, Sem 0.0256, dir -0.9790, norm 0.1886, swav 0.0000 LR: 8.386e-02 Score 99.143 Data time: 0.0717, Forward time: 0.7718, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.7935 [2020-10-18 22:40:55,233][root][INFO] - ===> Epoch[2132](10660/5): Loss -0.7429, Sem 0.0259, dir -0.9789, norm 0.2101, swav 0.0000 LR: 8.386e-02 Score 99.133 Data time: 0.0705, Forward time: 0.7718, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.9754 [2020-10-18 22:40:57,638][root][INFO] - ===> Epoch[2133](10661/5): Loss -0.7594, Sem 0.0256, dir -0.9786, norm 0.1936, swav 0.0000 LR: 8.386e-02 Score 99.134 Data time: 0.0789, Forward time: 0.7718, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.3044 [2020-10-18 22:40:59,573][root][INFO] - ===> Epoch[2133](10662/5): Loss -0.7493, Sem 0.0310, dir -0.9768, norm 0.1964, swav 0.0000 LR: 8.385e-02 Score 98.953 Data time: 0.0669, Forward time: 0.7718, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.8220 [2020-10-18 22:41:01,588][root][INFO] - ===> Epoch[2133](10663/5): Loss -0.7400, Sem 0.0271, dir -0.9772, norm 0.2102, swav 0.0000 LR: 8.385e-02 Score 99.088 Data time: 0.0568, Forward time: 0.7718, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.9110 [2020-10-18 22:41:03,544][root][INFO] - ===> Epoch[2133](10664/5): Loss -0.7564, Sem 0.0273, dir -0.9802, norm 0.1965, swav 0.0000 LR: 8.385e-02 Score 99.097 Data time: 0.0678, Forward time: 0.7718, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.8584 [2020-10-18 22:41:05,691][root][INFO] - ===> Epoch[2133](10665/5): Loss -0.7210, Sem 0.0310, dir -0.9785, norm 0.2265, swav 0.0000 LR: 8.385e-02 Score 99.004 Data time: 0.0698, Forward time: 0.7718, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.0205 [2020-10-18 22:41:08,140][root][INFO] - ===> Epoch[2134](10666/5): Loss -0.7574, Sem 0.0272, dir -0.9777, norm 0.1931, swav 0.0000 LR: 8.385e-02 Score 99.100 Data time: 0.0879, Forward time: 0.7718, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.3846 [2020-10-18 22:41:10,032][root][INFO] - ===> Epoch[2134](10667/5): Loss -0.7572, Sem 0.0257, dir -0.9808, norm 0.1978, swav 0.0000 LR: 8.385e-02 Score 99.172 Data time: 0.0844, Forward time: 0.7718, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.7869 [2020-10-18 22:41:12,148][root][INFO] - ===> Epoch[2134](10668/5): Loss -0.7654, Sem 0.0279, dir -0.9782, norm 0.1849, swav 0.0000 LR: 8.385e-02 Score 99.077 Data time: 0.0806, Forward time: 0.7718, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.0079 [2020-10-18 22:41:14,213][root][INFO] - ===> Epoch[2134](10669/5): Loss -0.7691, Sem 0.0266, dir -0.9797, norm 0.1840, swav 0.0000 LR: 8.384e-02 Score 99.112 Data time: 0.0851, Forward time: 0.7718, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9508 [2020-10-18 22:41:16,081][root][INFO] - ===> Epoch[2134](10670/5): Loss -0.7702, Sem 0.0271, dir -0.9782, norm 0.1809, swav 0.0000 LR: 8.384e-02 Score 99.111 Data time: 0.1322, Forward time: 0.7718, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.7553 [2020-10-18 22:41:18,284][root][INFO] - ===> Epoch[2135](10671/5): Loss -0.7283, Sem 0.0284, dir -0.9774, norm 0.2207, swav 0.0000 LR: 8.384e-02 Score 99.049 Data time: 0.0935, Forward time: 0.7718, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.1405 [2020-10-18 22:41:20,664][root][INFO] - ===> Epoch[2135](10672/5): Loss -0.7512, Sem 0.0282, dir -0.9796, norm 0.2001, swav 0.0000 LR: 8.384e-02 Score 99.042 Data time: 0.0890, Forward time: 0.7718, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.2680 [2020-10-18 22:41:22,672][root][INFO] - ===> Epoch[2135](10673/5): Loss -0.7710, Sem 0.0253, dir -0.9804, norm 0.1840, swav 0.0000 LR: 8.384e-02 Score 99.152 Data time: 0.0848, Forward time: 0.7718, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9098 [2020-10-18 22:41:25,391][root][INFO] - ===> Epoch[2135](10674/5): Loss -0.7542, Sem 0.0277, dir -0.9778, norm 0.1959, swav 0.0000 LR: 8.384e-02 Score 99.096 Data time: 0.2001, Forward time: 0.7718, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.6194 [2020-10-18 22:41:27,834][root][INFO] - ===> Epoch[2135](10675/5): Loss -0.7499, Sem 0.0288, dir -0.9778, norm 0.1992, swav 0.0000 LR: 8.384e-02 Score 99.033 Data time: 0.0890, Forward time: 0.7719, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.3620 [2020-10-18 22:41:29,701][root][INFO] - ===> Epoch[2136](10676/5): Loss -0.7697, Sem 0.0248, dir -0.9803, norm 0.1859, swav 0.0000 LR: 8.383e-02 Score 99.148 Data time: 0.0764, Forward time: 0.7719, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.7425 [2020-10-18 22:41:31,237][root][INFO] - ===> Epoch[2136](10677/5): Loss -0.7679, Sem 0.0265, dir -0.9791, norm 0.1847, swav 0.0000 LR: 8.383e-02 Score 99.118 Data time: 0.0580, Forward time: 0.7718, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.4381 [2020-10-18 22:41:33,564][root][INFO] - ===> Epoch[2136](10678/5): Loss -0.7626, Sem 0.0267, dir -0.9797, norm 0.1903, swav 0.0000 LR: 8.383e-02 Score 99.108 Data time: 0.0770, Forward time: 0.7718, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.2328 [2020-10-18 22:41:35,989][root][INFO] - ===> Epoch[2136](10679/5): Loss -0.7647, Sem 0.0262, dir -0.9790, norm 0.1881, swav 0.0000 LR: 8.383e-02 Score 99.106 Data time: 0.0610, Forward time: 0.7718, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.2995 [2020-10-18 22:41:38,048][root][INFO] - ===> Epoch[2136](10680/5): Loss -0.7496, Sem 0.0278, dir -0.9782, norm 0.2008, swav 0.0000 LR: 8.383e-02 Score 99.079 Data time: 0.0909, Forward time: 0.7719, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9503 [2020-10-18 22:41:40,308][root][INFO] - ===> Epoch[2137](10681/5): Loss -0.7505, Sem 0.0300, dir -0.9767, norm 0.1962, swav 0.0000 LR: 8.383e-02 Score 99.008 Data time: 0.0690, Forward time: 0.7718, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.1447 [2020-10-18 22:41:42,251][root][INFO] - ===> Epoch[2137](10682/5): Loss -0.7608, Sem 0.0310, dir -0.9775, norm 0.1857, swav 0.0000 LR: 8.382e-02 Score 98.958 Data time: 0.0472, Forward time: 0.7718, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.8542 [2020-10-18 22:41:44,301][root][INFO] - ===> Epoch[2137](10683/5): Loss -0.7651, Sem 0.0282, dir -0.9801, norm 0.1868, swav 0.0000 LR: 8.382e-02 Score 99.063 Data time: 0.0653, Forward time: 0.7718, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9602 [2020-10-18 22:41:46,847][root][INFO] - ===> Epoch[2137](10684/5): Loss -0.7388, Sem 0.0263, dir -0.9771, norm 0.2120, swav 0.0000 LR: 8.382e-02 Score 99.140 Data time: 0.0739, Forward time: 0.7718, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.4429 [2020-10-18 22:41:48,779][root][INFO] - ===> Epoch[2137](10685/5): Loss -0.7777, Sem 0.0265, dir -0.9794, norm 0.1752, swav 0.0000 LR: 8.382e-02 Score 99.117 Data time: 0.0725, Forward time: 0.7718, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.8163 [2020-10-18 22:41:50,734][root][INFO] - ===> Epoch[2138](10686/5): Loss -0.7608, Sem 0.0283, dir -0.9788, norm 0.1897, swav 0.0000 LR: 8.382e-02 Score 99.057 Data time: 0.0825, Forward time: 0.7718, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 1.8525 [2020-10-18 22:41:53,049][root][INFO] - ===> Epoch[2138](10687/5): Loss -0.7557, Sem 0.0264, dir -0.9801, norm 0.1980, swav 0.0000 LR: 8.382e-02 Score 99.117 Data time: 0.0609, Forward time: 0.7718, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.2111 [2020-10-18 22:41:55,804][root][INFO] - ===> Epoch[2138](10688/5): Loss -0.7435, Sem 0.0264, dir -0.9788, norm 0.2090, swav 0.0000 LR: 8.382e-02 Score 99.121 Data time: 0.0771, Forward time: 0.7718, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.6569 [2020-10-18 22:41:57,742][root][INFO] - ===> Epoch[2138](10689/5): Loss -0.7592, Sem 0.0289, dir -0.9779, norm 0.1898, swav 0.0000 LR: 8.381e-02 Score 99.017 Data time: 0.0478, Forward time: 0.7718, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.8237 [2020-10-18 22:41:59,744][root][INFO] - ===> Epoch[2138](10690/5): Loss -0.7705, Sem 0.0262, dir -0.9808, norm 0.1842, swav 0.0000 LR: 8.381e-02 Score 99.135 Data time: 0.0633, Forward time: 0.7718, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9458 [2020-10-18 22:42:02,655][root][INFO] - ===> Epoch[2139](10691/5): Loss -0.7733, Sem 0.0273, dir -0.9795, norm 0.1789, swav 0.0000 LR: 8.381e-02 Score 99.085 Data time: 0.0690, Forward time: 0.7718, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.7872 [2020-10-18 22:42:05,161][root][INFO] - ===> Epoch[2139](10692/5): Loss -0.7769, Sem 0.0261, dir -0.9817, norm 0.1787, swav 0.0000 LR: 8.381e-02 Score 99.127 Data time: 0.0593, Forward time: 0.7718, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.3846 [2020-10-18 22:42:07,225][root][INFO] - ===> Epoch[2139](10693/5): Loss -0.7776, Sem 0.0277, dir -0.9806, norm 0.1753, swav 0.0000 LR: 8.381e-02 Score 99.064 Data time: 0.0807, Forward time: 0.7718, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.9653 [2020-10-18 22:42:09,697][root][INFO] - ===> Epoch[2139](10694/5): Loss -0.7477, Sem 0.0265, dir -0.9781, norm 0.2039, swav 0.0000 LR: 8.381e-02 Score 99.129 Data time: 0.1214, Forward time: 0.7718, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.3563 [2020-10-18 22:42:11,894][root][INFO] - ===> Epoch[2139](10695/5): Loss -0.7587, Sem 0.0278, dir -0.9788, norm 0.1923, swav 0.0000 LR: 8.380e-02 Score 99.066 Data time: 0.0933, Forward time: 0.7718, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.0941 [2020-10-18 22:42:14,155][root][INFO] - ===> Epoch[2140](10696/5): Loss -0.7688, Sem 0.0292, dir -0.9794, norm 0.1814, swav 0.0000 LR: 8.380e-02 Score 99.033 Data time: 0.0896, Forward time: 0.7718, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.1277 [2020-10-18 22:42:16,002][root][INFO] - ===> Epoch[2140](10697/5): Loss -0.7774, Sem 0.0261, dir -0.9804, norm 0.1770, swav 0.0000 LR: 8.380e-02 Score 99.111 Data time: 0.0784, Forward time: 0.7718, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.7280 [2020-10-18 22:42:18,271][root][INFO] - ===> Epoch[2140](10698/5): Loss -0.7543, Sem 0.0281, dir -0.9800, norm 0.1976, swav 0.0000 LR: 8.380e-02 Score 99.086 Data time: 0.0756, Forward time: 0.7718, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.1770 [2020-10-18 22:42:20,705][root][INFO] - ===> Epoch[2140](10699/5): Loss -0.7552, Sem 0.0261, dir -0.9804, norm 0.1991, swav 0.0000 LR: 8.380e-02 Score 99.132 Data time: 0.0796, Forward time: 0.7718, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.3210 [2020-10-18 22:42:22,976][root][INFO] - ===> Epoch[2140](10700/5): Loss -0.7756, Sem 0.0273, dir -0.9789, norm 0.1760, swav 0.0000 LR: 8.380e-02 Score 99.082 Data time: 0.0587, Forward time: 0.7718, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.1582 [2020-10-18 22:42:24,119][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 22:42:26,161][root][INFO] - ===> Epoch[2141](10701/5): Loss -0.7629, Sem 0.0272, dir -0.9802, norm 0.1901, swav 0.0000 LR: 8.380e-02 Score 99.083 Data time: 0.0821, Forward time: 0.7718, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.8727 [2020-10-18 22:42:28,699][root][INFO] - ===> Epoch[2141](10702/5): Loss -0.7561, Sem 0.0286, dir -0.9797, norm 0.1951, swav 0.0000 LR: 8.379e-02 Score 99.050 Data time: 0.1112, Forward time: 0.7718, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.4320 [2020-10-18 22:42:30,976][root][INFO] - ===> Epoch[2141](10703/5): Loss -0.7658, Sem 0.0256, dir -0.9792, norm 0.1878, swav 0.0000 LR: 8.379e-02 Score 99.144 Data time: 0.0894, Forward time: 0.7718, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.1244 [2020-10-18 22:42:33,166][root][INFO] - ===> Epoch[2141](10704/5): Loss -0.7655, Sem 0.0252, dir -0.9799, norm 0.1892, swav 0.0000 LR: 8.379e-02 Score 99.151 Data time: 0.0966, Forward time: 0.7719, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.0922 [2020-10-18 22:42:35,251][root][INFO] - ===> Epoch[2141](10705/5): Loss -0.7612, Sem 0.0250, dir -0.9794, norm 0.1932, swav 0.0000 LR: 8.379e-02 Score 99.162 Data time: 0.0609, Forward time: 0.7719, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9741 [2020-10-18 22:42:37,364][root][INFO] - ===> Epoch[2142](10706/5): Loss -0.7621, Sem 0.0268, dir -0.9782, norm 0.1893, swav 0.0000 LR: 8.379e-02 Score 99.087 Data time: 0.0861, Forward time: 0.7719, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.0141 [2020-10-18 22:42:40,006][root][INFO] - ===> Epoch[2142](10707/5): Loss -0.7500, Sem 0.0273, dir -0.9790, norm 0.2017, swav 0.0000 LR: 8.379e-02 Score 99.094 Data time: 0.1446, Forward time: 0.7719, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.5238 [2020-10-18 22:42:41,838][root][INFO] - ===> Epoch[2142](10708/5): Loss -0.7617, Sem 0.0269, dir -0.9784, norm 0.1897, swav 0.0000 LR: 8.378e-02 Score 99.104 Data time: 0.0766, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 1.7125 [2020-10-18 22:42:43,920][root][INFO] - ===> Epoch[2142](10709/5): Loss -0.7594, Sem 0.0246, dir -0.9799, norm 0.1959, swav 0.0000 LR: 8.378e-02 Score 99.197 Data time: 0.0624, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 1.9977 [2020-10-18 22:42:46,642][root][INFO] - ===> Epoch[2142](10710/5): Loss -0.7547, Sem 0.0261, dir -0.9791, norm 0.1983, swav 0.0000 LR: 8.378e-02 Score 99.137 Data time: 0.0598, Forward time: 0.7719, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.6085 [2020-10-18 22:42:48,993][root][INFO] - ===> Epoch[2143](10711/5): Loss -0.7697, Sem 0.0253, dir -0.9794, norm 0.1844, swav 0.0000 LR: 8.378e-02 Score 99.143 Data time: 0.0642, Forward time: 0.7719, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.2934 [2020-10-18 22:42:51,226][root][INFO] - ===> Epoch[2143](10712/5): Loss -0.7651, Sem 0.0275, dir -0.9815, norm 0.1889, swav 0.0000 LR: 8.378e-02 Score 99.091 Data time: 0.0868, Forward time: 0.7719, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.1238 [2020-10-18 22:42:53,580][root][INFO] - ===> Epoch[2143](10713/5): Loss -0.7556, Sem 0.0251, dir -0.9772, norm 0.1965, swav 0.0000 LR: 8.378e-02 Score 99.160 Data time: 0.0971, Forward time: 0.7719, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.2364 [2020-10-18 22:42:56,239][root][INFO] - ===> Epoch[2143](10714/5): Loss -0.7549, Sem 0.0273, dir -0.9786, norm 0.1963, swav 0.0000 LR: 8.378e-02 Score 99.081 Data time: 0.0869, Forward time: 0.7719, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.5385 [2020-10-18 22:42:58,308][root][INFO] - ===> Epoch[2143](10715/5): Loss -0.7769, Sem 0.0257, dir -0.9816, norm 0.1791, swav 0.0000 LR: 8.377e-02 Score 99.144 Data time: 0.0686, Forward time: 0.7719, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9635 [2020-10-18 22:43:00,360][root][INFO] - ===> Epoch[2144](10716/5): Loss -0.7626, Sem 0.0251, dir -0.9803, norm 0.1925, swav 0.0000 LR: 8.377e-02 Score 99.172 Data time: 0.0627, Forward time: 0.7719, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9447 [2020-10-18 22:43:02,681][root][INFO] - ===> Epoch[2144](10717/5): Loss -0.7527, Sem 0.0282, dir -0.9792, norm 0.1982, swav 0.0000 LR: 8.377e-02 Score 99.076 Data time: 0.0852, Forward time: 0.7719, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.2356 [2020-10-18 22:43:04,938][root][INFO] - ===> Epoch[2144](10718/5): Loss -0.7612, Sem 0.0272, dir -0.9798, norm 0.1913, swav 0.0000 LR: 8.377e-02 Score 99.083 Data time: 0.0971, Forward time: 0.7719, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.1491 [2020-10-18 22:43:07,241][root][INFO] - ===> Epoch[2144](10719/5): Loss -0.7704, Sem 0.0273, dir -0.9800, norm 0.1824, swav 0.0000 LR: 8.377e-02 Score 99.079 Data time: 0.0988, Forward time: 0.7719, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.2205 [2020-10-18 22:43:09,680][root][INFO] - ===> Epoch[2144](10720/5): Loss -0.7490, Sem 0.0274, dir -0.9781, norm 0.2018, swav 0.0000 LR: 8.377e-02 Score 99.085 Data time: 0.0923, Forward time: 0.7719, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.3296 [2020-10-18 22:43:12,120][root][INFO] - ===> Epoch[2145](10721/5): Loss -0.7448, Sem 0.0239, dir -0.9795, norm 0.2107, swav 0.0000 LR: 8.376e-02 Score 99.215 Data time: 0.1282, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.3736 [2020-10-18 22:43:14,198][root][INFO] - ===> Epoch[2145](10722/5): Loss -0.7693, Sem 0.0257, dir -0.9795, norm 0.1845, swav 0.0000 LR: 8.376e-02 Score 99.116 Data time: 0.0765, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9671 [2020-10-18 22:43:16,317][root][INFO] - ===> Epoch[2145](10723/5): Loss -0.7858, Sem 0.0246, dir -0.9819, norm 0.1715, swav 0.0000 LR: 8.376e-02 Score 99.184 Data time: 0.0946, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.0216 [2020-10-18 22:43:18,919][root][INFO] - ===> Epoch[2145](10724/5): Loss -0.7501, Sem 0.0276, dir -0.9796, norm 0.2019, swav 0.0000 LR: 8.376e-02 Score 99.075 Data time: 0.0697, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.4981 [2020-10-18 22:43:21,318][root][INFO] - ===> Epoch[2145](10725/5): Loss -0.7317, Sem 0.0235, dir -0.9771, norm 0.2219, swav 0.0000 LR: 8.376e-02 Score 99.242 Data time: 0.0819, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.2963 [2020-10-18 22:43:23,631][root][INFO] - ===> Epoch[2146](10726/5): Loss -0.7507, Sem 0.0259, dir -0.9795, norm 0.2028, swav 0.0000 LR: 8.376e-02 Score 99.145 Data time: 0.0705, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.2085 [2020-10-18 22:43:26,010][root][INFO] - ===> Epoch[2146](10727/5): Loss -0.7517, Sem 0.0239, dir -0.9801, norm 0.2045, swav 0.0000 LR: 8.376e-02 Score 99.195 Data time: 0.0992, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.2815 [2020-10-18 22:43:28,015][root][INFO] - ===> Epoch[2146](10728/5): Loss -0.7552, Sem 0.0297, dir -0.9776, norm 0.1927, swav 0.0000 LR: 8.375e-02 Score 99.008 Data time: 0.0626, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.8737 [2020-10-18 22:43:30,208][root][INFO] - ===> Epoch[2146](10729/5): Loss -0.7549, Sem 0.0277, dir -0.9792, norm 0.1966, swav 0.0000 LR: 8.375e-02 Score 99.092 Data time: 0.0447, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.1200 [2020-10-18 22:43:32,273][root][INFO] - ===> Epoch[2146](10730/5): Loss -0.7672, Sem 0.0240, dir -0.9813, norm 0.1901, swav 0.0000 LR: 8.375e-02 Score 99.190 Data time: 0.0717, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.0122 [2020-10-18 22:43:34,612][root][INFO] - ===> Epoch[2147](10731/5): Loss -0.7561, Sem 0.0275, dir -0.9779, norm 0.1944, swav 0.0000 LR: 8.375e-02 Score 99.071 Data time: 0.0697, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.2290 [2020-10-18 22:43:36,648][root][INFO] - ===> Epoch[2147](10732/5): Loss -0.7440, Sem 0.0243, dir -0.9783, norm 0.2100, swav 0.0000 LR: 8.375e-02 Score 99.183 Data time: 0.0423, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.9478 [2020-10-18 22:43:38,656][root][INFO] - ===> Epoch[2147](10733/5): Loss -0.7710, Sem 0.0246, dir -0.9795, norm 0.1839, swav 0.0000 LR: 8.375e-02 Score 99.164 Data time: 0.0597, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.9316 [2020-10-18 22:43:40,738][root][INFO] - ===> Epoch[2147](10734/5): Loss -0.7634, Sem 0.0307, dir -0.9805, norm 0.1864, swav 0.0000 LR: 8.374e-02 Score 98.988 Data time: 0.0451, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.9894 [2020-10-18 22:43:43,820][root][INFO] - ===> Epoch[2147](10735/5): Loss -0.7582, Sem 0.0260, dir -0.9796, norm 0.1954, swav 0.0000 LR: 8.374e-02 Score 99.131 Data time: 0.0616, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 3.0095 [2020-10-18 22:43:45,987][root][INFO] - ===> Epoch[2148](10736/5): Loss -0.7688, Sem 0.0250, dir -0.9815, norm 0.1877, swav 0.0000 LR: 8.374e-02 Score 99.173 Data time: 0.0416, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.0602 [2020-10-18 22:43:48,087][root][INFO] - ===> Epoch[2148](10737/5): Loss -0.7539, Sem 0.0262, dir -0.9811, norm 0.2010, swav 0.0000 LR: 8.374e-02 Score 99.124 Data time: 0.0661, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.0523 [2020-10-18 22:43:50,871][root][INFO] - ===> Epoch[2148](10738/5): Loss -0.7841, Sem 0.0228, dir -0.9815, norm 0.1747, swav 0.0000 LR: 8.374e-02 Score 99.256 Data time: 0.0585, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.6718 [2020-10-18 22:43:52,860][root][INFO] - ===> Epoch[2148](10739/5): Loss -0.7632, Sem 0.0296, dir -0.9778, norm 0.1850, swav 0.0000 LR: 8.374e-02 Score 99.002 Data time: 0.0591, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.8991 [2020-10-18 22:43:55,105][root][INFO] - ===> Epoch[2148](10740/5): Loss -0.7666, Sem 0.0283, dir -0.9804, norm 0.1854, swav 0.0000 LR: 8.374e-02 Score 99.069 Data time: 0.0593, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1501 [2020-10-18 22:43:57,370][root][INFO] - ===> Epoch[2149](10741/5): Loss -0.7488, Sem 0.0259, dir -0.9784, norm 0.2037, swav 0.0000 LR: 8.373e-02 Score 99.140 Data time: 0.1109, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1624 [2020-10-18 22:43:59,465][root][INFO] - ===> Epoch[2149](10742/5): Loss -0.7730, Sem 0.0272, dir -0.9807, norm 0.1805, swav 0.0000 LR: 8.373e-02 Score 99.092 Data time: 0.0887, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9797 [2020-10-18 22:44:01,338][root][INFO] - ===> Epoch[2149](10743/5): Loss -0.7704, Sem 0.0298, dir -0.9777, norm 0.1775, swav 0.0000 LR: 8.373e-02 Score 98.985 Data time: 0.0765, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.7556 [2020-10-18 22:44:03,707][root][INFO] - ===> Epoch[2149](10744/5): Loss -0.7531, Sem 0.0232, dir -0.9813, norm 0.2050, swav 0.0000 LR: 8.373e-02 Score 99.235 Data time: 0.0768, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.2449 [2020-10-18 22:44:06,092][root][INFO] - ===> Epoch[2149](10745/5): Loss -0.7452, Sem 0.0271, dir -0.9801, norm 0.2078, swav 0.0000 LR: 8.373e-02 Score 99.130 Data time: 0.0784, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.2351 [2020-10-18 22:44:08,300][root][INFO] - ===> Epoch[2150](10746/5): Loss -0.7539, Sem 0.0311, dir -0.9782, norm 0.1932, swav 0.0000 LR: 8.373e-02 Score 98.972 Data time: 0.0594, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.0925 [2020-10-18 22:44:10,462][root][INFO] - ===> Epoch[2150](10747/5): Loss -0.7352, Sem 0.0276, dir -0.9800, norm 0.2172, swav 0.0000 LR: 8.372e-02 Score 99.088 Data time: 0.0740, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.0541 [2020-10-18 22:44:12,853][root][INFO] - ===> Epoch[2150](10748/5): Loss -0.7703, Sem 0.0265, dir -0.9798, norm 0.1830, swav 0.0000 LR: 8.372e-02 Score 99.121 Data time: 0.0639, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.2601 [2020-10-18 22:44:14,864][root][INFO] - ===> Epoch[2150](10749/5): Loss -0.7466, Sem 0.0279, dir -0.9787, norm 0.2042, swav 0.0000 LR: 8.372e-02 Score 99.082 Data time: 0.0587, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9120 [2020-10-18 22:44:16,772][root][INFO] - ===> Epoch[2150](10750/5): Loss -0.7291, Sem 0.0291, dir -0.9781, norm 0.2198, swav 0.0000 LR: 8.372e-02 Score 99.045 Data time: 0.1724, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.8209 [2020-10-18 22:44:18,907][root][INFO] - ===> Epoch[2151](10751/5): Loss -0.7266, Sem 0.0266, dir -0.9805, norm 0.2272, swav 0.0000 LR: 8.372e-02 Score 99.141 Data time: 0.0856, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.0318 [2020-10-18 22:44:21,315][root][INFO] - ===> Epoch[2151](10752/5): Loss -0.7485, Sem 0.0241, dir -0.9805, norm 0.2078, swav 0.0000 LR: 8.372e-02 Score 99.192 Data time: 0.0973, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.2848 [2020-10-18 22:44:23,173][root][INFO] - ===> Epoch[2151](10753/5): Loss -0.7450, Sem 0.0314, dir -0.9768, norm 0.2004, swav 0.0000 LR: 8.372e-02 Score 98.960 Data time: 0.0553, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.7450 [2020-10-18 22:44:25,245][root][INFO] - ===> Epoch[2151](10754/5): Loss -0.7041, Sem 0.0273, dir -0.9773, norm 0.2458, swav 0.0000 LR: 8.371e-02 Score 99.121 Data time: 0.0709, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.0027 [2020-10-18 22:44:27,839][root][INFO] - ===> Epoch[2151](10755/5): Loss -0.7434, Sem 0.0288, dir -0.9782, norm 0.2060, swav 0.0000 LR: 8.371e-02 Score 99.031 Data time: 0.0642, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.5084 [2020-10-18 22:44:30,076][root][INFO] - ===> Epoch[2152](10756/5): Loss -0.7272, Sem 0.0259, dir -0.9785, norm 0.2253, swav 0.0000 LR: 8.371e-02 Score 99.135 Data time: 0.0566, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1594 [2020-10-18 22:44:32,807][root][INFO] - ===> Epoch[2152](10757/5): Loss -0.7423, Sem 0.0278, dir -0.9788, norm 0.2086, swav 0.0000 LR: 8.371e-02 Score 99.107 Data time: 0.0972, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.6351 [2020-10-18 22:44:35,156][root][INFO] - ===> Epoch[2152](10758/5): Loss -0.7337, Sem 0.0259, dir -0.9801, norm 0.2205, swav 0.0000 LR: 8.371e-02 Score 99.131 Data time: 0.0984, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.2925 [2020-10-18 22:44:37,343][root][INFO] - ===> Epoch[2152](10759/5): Loss -0.7463, Sem 0.0263, dir -0.9762, norm 0.2036, swav 0.0000 LR: 8.371e-02 Score 99.142 Data time: 0.0821, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.0532 [2020-10-18 22:44:39,330][root][INFO] - ===> Epoch[2152](10760/5): Loss -0.7449, Sem 0.0295, dir -0.9769, norm 0.2025, swav 0.0000 LR: 8.371e-02 Score 99.005 Data time: 0.1457, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9037 [2020-10-18 22:44:42,037][root][INFO] - ===> Epoch[2153](10761/5): Loss -0.7531, Sem 0.0267, dir -0.9802, norm 0.2004, swav 0.0000 LR: 8.370e-02 Score 99.122 Data time: 0.0932, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.6046 [2020-10-18 22:44:44,260][root][INFO] - ===> Epoch[2153](10762/5): Loss -0.7670, Sem 0.0274, dir -0.9800, norm 0.1855, swav 0.0000 LR: 8.370e-02 Score 99.115 Data time: 0.0763, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1037 [2020-10-18 22:44:46,628][root][INFO] - ===> Epoch[2153](10763/5): Loss -0.7285, Sem 0.0320, dir -0.9767, norm 0.2162, swav 0.0000 LR: 8.370e-02 Score 98.939 Data time: 0.0589, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.2783 [2020-10-18 22:44:49,175][root][INFO] - ===> Epoch[2153](10764/5): Loss -0.7660, Sem 0.0229, dir -0.9788, norm 0.1899, swav 0.0000 LR: 8.370e-02 Score 99.224 Data time: 0.0661, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.4611 [2020-10-18 22:44:51,440][root][INFO] - ===> Epoch[2153](10765/5): Loss -0.7719, Sem 0.0249, dir -0.9814, norm 0.1846, swav 0.0000 LR: 8.370e-02 Score 99.164 Data time: 0.1011, Forward time: 0.7719, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1693 [2020-10-18 22:44:53,752][root][INFO] - ===> Epoch[2154](10766/5): Loss -0.7761, Sem 0.0277, dir -0.9796, norm 0.1758, swav 0.0000 LR: 8.370e-02 Score 99.063 Data time: 0.0628, Forward time: 0.7719, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1851 [2020-10-18 22:44:55,791][root][INFO] - ===> Epoch[2154](10767/5): Loss -0.7686, Sem 0.0275, dir -0.9804, norm 0.1843, swav 0.0000 LR: 8.369e-02 Score 99.074 Data time: 0.0575, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.9511 [2020-10-18 22:44:57,907][root][INFO] - ===> Epoch[2154](10768/5): Loss -0.7450, Sem 0.0271, dir -0.9771, norm 0.2050, swav 0.0000 LR: 8.369e-02 Score 99.120 Data time: 0.0704, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.0429 [2020-10-18 22:44:59,877][root][INFO] - ===> Epoch[2154](10769/5): Loss -0.7569, Sem 0.0273, dir -0.9768, norm 0.1925, swav 0.0000 LR: 8.369e-02 Score 99.099 Data time: 0.1012, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.8639 [2020-10-18 22:45:02,452][root][INFO] - ===> Epoch[2154](10770/5): Loss -0.7693, Sem 0.0303, dir -0.9791, norm 0.1795, swav 0.0000 LR: 8.369e-02 Score 98.996 Data time: 0.0571, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.4521 [2020-10-18 22:45:04,615][root][INFO] - ===> Epoch[2155](10771/5): Loss -0.7819, Sem 0.0239, dir -0.9815, norm 0.1757, swav 0.0000 LR: 8.369e-02 Score 99.202 Data time: 0.0539, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.0923 [2020-10-18 22:45:06,650][root][INFO] - ===> Epoch[2155](10772/5): Loss -0.7545, Sem 0.0278, dir -0.9794, norm 0.1972, swav 0.0000 LR: 8.369e-02 Score 99.072 Data time: 0.0677, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.9647 [2020-10-18 22:45:08,718][root][INFO] - ===> Epoch[2155](10773/5): Loss -0.7679, Sem 0.0269, dir -0.9805, norm 0.1858, swav 0.0000 LR: 8.369e-02 Score 99.127 Data time: 0.0761, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.9660 [2020-10-18 22:45:10,581][root][INFO] - ===> Epoch[2155](10774/5): Loss -0.7591, Sem 0.0292, dir -0.9785, norm 0.1901, swav 0.0000 LR: 8.368e-02 Score 99.040 Data time: 0.0630, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.7547 [2020-10-18 22:45:12,777][root][INFO] - ===> Epoch[2155](10775/5): Loss -0.7571, Sem 0.0284, dir -0.9773, norm 0.1918, swav 0.0000 LR: 8.368e-02 Score 99.060 Data time: 0.0836, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1019 [2020-10-18 22:45:15,010][root][INFO] - ===> Epoch[2156](10776/5): Loss -0.7528, Sem 0.0269, dir -0.9797, norm 0.2001, swav 0.0000 LR: 8.368e-02 Score 99.122 Data time: 0.0744, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1011 [2020-10-18 22:45:17,176][root][INFO] - ===> Epoch[2156](10777/5): Loss -0.7729, Sem 0.0243, dir -0.9800, norm 0.1828, swav 0.0000 LR: 8.368e-02 Score 99.188 Data time: 0.0955, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.0396 [2020-10-18 22:45:19,112][root][INFO] - ===> Epoch[2156](10778/5): Loss -0.7635, Sem 0.0256, dir -0.9795, norm 0.1904, swav 0.0000 LR: 8.368e-02 Score 99.147 Data time: 0.0901, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.8080 [2020-10-18 22:45:21,518][root][INFO] - ===> Epoch[2156](10779/5): Loss -0.7777, Sem 0.0250, dir -0.9807, norm 0.1780, swav 0.0000 LR: 8.368e-02 Score 99.166 Data time: 0.0748, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.3141 [2020-10-18 22:45:23,657][root][INFO] - ===> Epoch[2156](10780/5): Loss -0.7501, Sem 0.0246, dir -0.9782, norm 0.2034, swav 0.0000 LR: 8.367e-02 Score 99.199 Data time: 0.0759, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.0414 [2020-10-18 22:45:26,230][root][INFO] - ===> Epoch[2157](10781/5): Loss -0.7819, Sem 0.0272, dir -0.9809, norm 0.1717, swav 0.0000 LR: 8.367e-02 Score 99.073 Data time: 0.0793, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.4722 [2020-10-18 22:45:28,652][root][INFO] - ===> Epoch[2157](10782/5): Loss -0.7678, Sem 0.0246, dir -0.9800, norm 0.1875, swav 0.0000 LR: 8.367e-02 Score 99.185 Data time: 0.0850, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.2934 [2020-10-18 22:45:30,765][root][INFO] - ===> Epoch[2157](10783/5): Loss -0.7635, Sem 0.0289, dir -0.9798, norm 0.1875, swav 0.0000 LR: 8.367e-02 Score 99.040 Data time: 0.0846, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9980 [2020-10-18 22:45:33,234][root][INFO] - ===> Epoch[2157](10784/5): Loss -0.7599, Sem 0.0299, dir -0.9791, norm 0.1893, swav 0.0000 LR: 8.367e-02 Score 99.008 Data time: 0.1018, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.3560 [2020-10-18 22:45:35,747][root][INFO] - ===> Epoch[2157](10785/5): Loss -0.7720, Sem 0.0253, dir -0.9804, norm 0.1832, swav 0.0000 LR: 8.367e-02 Score 99.177 Data time: 0.0655, Forward time: 0.7719, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.3895 [2020-10-18 22:45:37,710][root][INFO] - ===> Epoch[2158](10786/5): Loss -0.7737, Sem 0.0240, dir -0.9807, norm 0.1830, swav 0.0000 LR: 8.367e-02 Score 99.199 Data time: 0.0626, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.8672 [2020-10-18 22:45:39,462][root][INFO] - ===> Epoch[2158](10787/5): Loss -0.7678, Sem 0.0279, dir -0.9807, norm 0.1850, swav 0.0000 LR: 8.366e-02 Score 99.082 Data time: 0.0527, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.6784 [2020-10-18 22:45:42,189][root][INFO] - ===> Epoch[2158](10788/5): Loss -0.7514, Sem 0.0264, dir -0.9779, norm 0.2001, swav 0.0000 LR: 8.366e-02 Score 99.121 Data time: 0.1230, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.6458 [2020-10-18 22:45:44,267][root][INFO] - ===> Epoch[2158](10789/5): Loss -0.7879, Sem 0.0253, dir -0.9813, norm 0.1682, swav 0.0000 LR: 8.366e-02 Score 99.150 Data time: 0.0781, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9659 [2020-10-18 22:45:46,484][root][INFO] - ===> Epoch[2158](10790/5): Loss -0.7805, Sem 0.0273, dir -0.9806, norm 0.1728, swav 0.0000 LR: 8.366e-02 Score 99.101 Data time: 0.0721, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1252 [2020-10-18 22:45:48,527][root][INFO] - ===> Epoch[2159](10791/5): Loss -0.7751, Sem 0.0285, dir -0.9807, norm 0.1771, swav 0.0000 LR: 8.366e-02 Score 99.074 Data time: 0.0540, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9512 [2020-10-18 22:45:50,604][root][INFO] - ===> Epoch[2159](10792/5): Loss -0.7744, Sem 0.0264, dir -0.9807, norm 0.1798, swav 0.0000 LR: 8.366e-02 Score 99.133 Data time: 0.0842, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9889 [2020-10-18 22:45:53,196][root][INFO] - ===> Epoch[2159](10793/5): Loss -0.7529, Sem 0.0246, dir -0.9785, norm 0.2010, swav 0.0000 LR: 8.365e-02 Score 99.193 Data time: 0.0788, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.4890 [2020-10-18 22:45:55,025][root][INFO] - ===> Epoch[2159](10794/5): Loss -0.7803, Sem 0.0260, dir -0.9808, norm 0.1745, swav 0.0000 LR: 8.365e-02 Score 99.109 Data time: 0.0714, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.7100 [2020-10-18 22:45:57,220][root][INFO] - ===> Epoch[2159](10795/5): Loss -0.7862, Sem 0.0242, dir -0.9824, norm 0.1721, swav 0.0000 LR: 8.365e-02 Score 99.188 Data time: 0.0447, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.0681 [2020-10-18 22:45:59,636][root][INFO] - ===> Epoch[2160](10796/5): Loss -0.7745, Sem 0.0286, dir -0.9782, norm 0.1751, swav 0.0000 LR: 8.365e-02 Score 99.032 Data time: 0.0568, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.3486 [2020-10-18 22:46:02,339][root][INFO] - ===> Epoch[2160](10797/5): Loss -0.7791, Sem 0.0260, dir -0.9806, norm 0.1754, swav 0.0000 LR: 8.365e-02 Score 99.124 Data time: 0.0930, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.6071 [2020-10-18 22:46:04,930][root][INFO] - ===> Epoch[2160](10798/5): Loss -0.7548, Sem 0.0256, dir -0.9802, norm 0.1998, swav 0.0000 LR: 8.365e-02 Score 99.172 Data time: 0.0928, Forward time: 0.7719, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.4978 [2020-10-18 22:46:07,096][root][INFO] - ===> Epoch[2160](10799/5): Loss -0.7829, Sem 0.0258, dir -0.9819, norm 0.1732, swav 0.0000 LR: 8.365e-02 Score 99.143 Data time: 0.0574, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.0379 [2020-10-18 22:46:09,062][root][INFO] - ===> Epoch[2160](10800/5): Loss -0.7646, Sem 0.0277, dir -0.9788, norm 0.1865, swav 0.0000 LR: 8.364e-02 Score 99.074 Data time: 0.0787, Forward time: 0.7719, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.8741 [2020-10-18 22:46:10,244][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 22:46:10,402][root][INFO] - ===> Start testing [2020-10-18 22:46:48,019][root][INFO] - 68/68: Data time: 0.0016, Iter time: 0.0637 Loss 0.804 (AVG: 0.510) Score 78.308 (AVG: 90.425) mIOU 69.489 mAP 83.818 mAcc 77.172 IOU: 62.529 0.064 78.012 73.706 94.235 92.457 33.616 80.259 97.195 65.546 80.023 86.302 59.419 mAP: 82.567 8.771 96.861 88.214 98.787 98.629 59.176 97.277 99.673 78.950 94.141 95.166 91.421 mAcc: 80.234 0.547 88.908 81.766 96.718 96.920 39.201 94.050 98.419 77.289 91.076 94.579 63.527 [2020-10-18 22:46:48,020][root][INFO] - Finished test. Elapsed time: 37.6158 [2020-10-18 22:46:50,876][root][INFO] - [2020-10-18 22:46:50,876][root][INFO] - ################################################################ [2020-10-18 22:46:50,876][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 22:46:50,876][root][INFO] - ################################################################ [2020-10-18 22:46:50,876][root][INFO] - clutter : nan nan nan [2020-10-18 22:46:50,876][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 22:46:50,876][root][INFO] - board : 0.787 0.844 0.917 [2020-10-18 22:46:50,876][root][INFO] - bookcase : 0.265 0.376 0.525 [2020-10-18 22:46:50,876][root][INFO] - ceiling : 0.474 0.503 0.593 [2020-10-18 22:46:50,876][root][INFO] - chair : 0.826 0.904 0.916 [2020-10-18 22:46:50,876][root][INFO] - column : 0.171 0.258 0.320 [2020-10-18 22:46:50,876][root][INFO] - door : 0.499 0.640 0.862 [2020-10-18 22:46:50,876][root][INFO] - floor : 0.608 0.620 0.649 [2020-10-18 22:46:50,876][root][INFO] - sofa : 0.386 0.708 0.708 [2020-10-18 22:46:50,876][root][INFO] - table : 0.140 0.295 0.609 [2020-10-18 22:46:50,876][root][INFO] - wall : 0.453 0.660 0.747 [2020-10-18 22:46:50,877][root][INFO] - window : 0.465 0.687 0.726 [2020-10-18 22:46:50,877][root][INFO] - ---------------------------------------------------------------- [2020-10-18 22:46:50,877][root][INFO] - average : 0.423 0.541 0.631 [2020-10-18 22:46:50,877][root][INFO] - [2020-10-18 22:46:51,019][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 22:46:51,020][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-18 22:46:52,356][root][INFO] - ===> Epoch[2161](10801/5): Loss -0.7786, Sem 0.0255, dir -0.9795, norm 0.1754, swav 0.0000 LR: 8.364e-02 Score 99.148 Data time: 0.0329, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.3308 [2020-10-18 22:46:54,927][root][INFO] - ===> Epoch[2161](10802/5): Loss -0.7626, Sem 0.0266, dir -0.9808, norm 0.1917, swav 0.0000 LR: 8.364e-02 Score 99.124 Data time: 0.0615, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.4718 [2020-10-18 22:46:57,262][root][INFO] - ===> Epoch[2161](10803/5): Loss -0.7685, Sem 0.0267, dir -0.9804, norm 0.1852, swav 0.0000 LR: 8.364e-02 Score 99.109 Data time: 0.0671, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.2160 [2020-10-18 22:47:00,415][root][INFO] - ===> Epoch[2161](10804/5): Loss -0.7618, Sem 0.0262, dir -0.9790, norm 0.1910, swav 0.0000 LR: 8.364e-02 Score 99.134 Data time: 0.0977, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 3.0595 [2020-10-18 22:47:02,334][root][INFO] - ===> Epoch[2161](10805/5): Loss -0.7996, Sem 0.0253, dir -0.9810, norm 0.1561, swav 0.0000 LR: 8.364e-02 Score 99.148 Data time: 0.0633, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.7809 [2020-10-18 22:47:04,479][root][INFO] - ===> Epoch[2162](10806/5): Loss -0.7689, Sem 0.0237, dir -0.9811, norm 0.1886, swav 0.0000 LR: 8.363e-02 Score 99.201 Data time: 0.0603, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.0389 [2020-10-18 22:47:06,564][root][INFO] - ===> Epoch[2162](10807/5): Loss -0.7729, Sem 0.0267, dir -0.9805, norm 0.1810, swav 0.0000 LR: 8.363e-02 Score 99.101 Data time: 0.0857, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.9859 [2020-10-18 22:47:09,156][root][INFO] - ===> Epoch[2162](10808/5): Loss -0.7558, Sem 0.0247, dir -0.9800, norm 0.1995, swav 0.0000 LR: 8.363e-02 Score 99.186 Data time: 0.0706, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.4863 [2020-10-18 22:47:11,313][root][INFO] - ===> Epoch[2162](10809/5): Loss -0.7701, Sem 0.0248, dir -0.9800, norm 0.1851, swav 0.0000 LR: 8.363e-02 Score 99.180 Data time: 0.0882, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.0538 [2020-10-18 22:47:13,856][root][INFO] - ===> Epoch[2162](10810/5): Loss -0.7653, Sem 0.0252, dir -0.9806, norm 0.1901, swav 0.0000 LR: 8.363e-02 Score 99.162 Data time: 0.0780, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.4248 [2020-10-18 22:47:15,611][root][INFO] - ===> Epoch[2163](10811/5): Loss -0.7913, Sem 0.0259, dir -0.9813, norm 0.1641, swav 0.0000 LR: 8.363e-02 Score 99.132 Data time: 0.0632, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.6495 [2020-10-18 22:47:17,586][root][INFO] - ===> Epoch[2163](10812/5): Loss -0.7719, Sem 0.0266, dir -0.9791, norm 0.1807, swav 0.0000 LR: 8.363e-02 Score 99.103 Data time: 0.1334, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.9108 [2020-10-18 22:47:19,625][root][INFO] - ===> Epoch[2163](10813/5): Loss -0.7627, Sem 0.0267, dir -0.9792, norm 0.1898, swav 0.0000 LR: 8.362e-02 Score 99.132 Data time: 0.0776, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.9518 [2020-10-18 22:47:21,871][root][INFO] - ===> Epoch[2163](10814/5): Loss -0.7839, Sem 0.0250, dir -0.9808, norm 0.1719, swav 0.0000 LR: 8.362e-02 Score 99.152 Data time: 0.0913, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1315 [2020-10-18 22:47:24,156][root][INFO] - ===> Epoch[2163](10815/5): Loss -0.7603, Sem 0.0279, dir -0.9776, norm 0.1893, swav 0.0000 LR: 8.362e-02 Score 99.067 Data time: 0.1322, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1697 [2020-10-18 22:47:26,208][root][INFO] - ===> Epoch[2164](10816/5): Loss -0.7813, Sem 0.0244, dir -0.9807, norm 0.1750, swav 0.0000 LR: 8.362e-02 Score 99.182 Data time: 0.0771, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.9694 [2020-10-18 22:47:28,314][root][INFO] - ===> Epoch[2164](10817/5): Loss -0.7617, Sem 0.0265, dir -0.9776, norm 0.1895, swav 0.0000 LR: 8.362e-02 Score 99.107 Data time: 0.0871, Forward time: 0.7719, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.0249 [2020-10-18 22:47:30,165][root][INFO] - ===> Epoch[2164](10818/5): Loss -0.7817, Sem 0.0268, dir -0.9805, norm 0.1720, swav 0.0000 LR: 8.362e-02 Score 99.083 Data time: 0.0772, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.7284 [2020-10-18 22:47:32,086][root][INFO] - ===> Epoch[2164](10819/5): Loss -0.7901, Sem 0.0254, dir -0.9816, norm 0.1661, swav 0.0000 LR: 8.361e-02 Score 99.144 Data time: 0.0526, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.8215 [2020-10-18 22:47:34,354][root][INFO] - ===> Epoch[2164](10820/5): Loss -0.7552, Sem 0.0273, dir -0.9787, norm 0.1961, swav 0.0000 LR: 8.361e-02 Score 99.085 Data time: 0.0593, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1853 [2020-10-18 22:47:36,581][root][INFO] - ===> Epoch[2165](10821/5): Loss -0.7821, Sem 0.0256, dir -0.9819, norm 0.1742, swav 0.0000 LR: 8.361e-02 Score 99.140 Data time: 0.0603, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1426 [2020-10-18 22:47:38,723][root][INFO] - ===> Epoch[2165](10822/5): Loss -0.7887, Sem 0.0272, dir -0.9791, norm 0.1632, swav 0.0000 LR: 8.361e-02 Score 99.080 Data time: 0.0620, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.0598 [2020-10-18 22:47:41,057][root][INFO] - ===> Epoch[2165](10823/5): Loss -0.7672, Sem 0.0257, dir -0.9799, norm 0.1870, swav 0.0000 LR: 8.361e-02 Score 99.157 Data time: 0.0738, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.2422 [2020-10-18 22:47:43,244][root][INFO] - ===> Epoch[2165](10824/5): Loss -0.7888, Sem 0.0238, dir -0.9826, norm 0.1700, swav 0.0000 LR: 8.361e-02 Score 99.213 Data time: 0.0574, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.0618 [2020-10-18 22:47:45,298][root][INFO] - ===> Epoch[2165](10825/5): Loss -0.7886, Sem 0.0265, dir -0.9810, norm 0.1659, swav 0.0000 LR: 8.361e-02 Score 99.116 Data time: 0.1310, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.9740 [2020-10-18 22:47:47,540][root][INFO] - ===> Epoch[2166](10826/5): Loss -0.7723, Sem 0.0257, dir -0.9811, norm 0.1831, swav 0.0000 LR: 8.360e-02 Score 99.150 Data time: 0.0944, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1341 [2020-10-18 22:47:49,798][root][INFO] - ===> Epoch[2166](10827/5): Loss -0.7727, Sem 0.0264, dir -0.9809, norm 0.1818, swav 0.0000 LR: 8.360e-02 Score 99.112 Data time: 0.1343, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1739 [2020-10-18 22:47:51,973][root][INFO] - ===> Epoch[2166](10828/5): Loss -0.7734, Sem 0.0262, dir -0.9782, norm 0.1786, swav 0.0000 LR: 8.360e-02 Score 99.130 Data time: 0.0935, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.0301 [2020-10-18 22:47:54,206][root][INFO] - ===> Epoch[2166](10829/5): Loss -0.7808, Sem 0.0249, dir -0.9802, norm 0.1745, swav 0.0000 LR: 8.360e-02 Score 99.154 Data time: 0.0745, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1426 [2020-10-18 22:47:56,676][root][INFO] - ===> Epoch[2166](10830/5): Loss -0.7858, Sem 0.0264, dir -0.9815, norm 0.1693, swav 0.0000 LR: 8.360e-02 Score 99.124 Data time: 0.0657, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.3884 [2020-10-18 22:47:58,990][root][INFO] - ===> Epoch[2167](10831/5): Loss -0.7718, Sem 0.0257, dir -0.9811, norm 0.1837, swav 0.0000 LR: 8.360e-02 Score 99.136 Data time: 0.0678, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.2492 [2020-10-18 22:48:01,041][root][INFO] - ===> Epoch[2167](10832/5): Loss -0.7523, Sem 0.0309, dir -0.9775, norm 0.1944, swav 0.0000 LR: 8.359e-02 Score 98.974 Data time: 0.0845, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9546 [2020-10-18 22:48:03,282][root][INFO] - ===> Epoch[2167](10833/5): Loss -0.7703, Sem 0.0242, dir -0.9792, norm 0.1848, swav 0.0000 LR: 8.359e-02 Score 99.207 Data time: 0.0879, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1357 [2020-10-18 22:48:05,470][root][INFO] - ===> Epoch[2167](10834/5): Loss -0.7729, Sem 0.0273, dir -0.9788, norm 0.1786, swav 0.0000 LR: 8.359e-02 Score 99.108 Data time: 0.0781, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.0784 [2020-10-18 22:48:07,731][root][INFO] - ===> Epoch[2167](10835/5): Loss -0.7767, Sem 0.0251, dir -0.9807, norm 0.1790, swav 0.0000 LR: 8.359e-02 Score 99.156 Data time: 0.0735, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1773 [2020-10-18 22:48:09,697][root][INFO] - ===> Epoch[2168](10836/5): Loss -0.7759, Sem 0.0271, dir -0.9805, norm 0.1775, swav 0.0000 LR: 8.359e-02 Score 99.093 Data time: 0.0750, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.8704 [2020-10-18 22:48:11,756][root][INFO] - ===> Epoch[2168](10837/5): Loss -0.7857, Sem 0.0256, dir -0.9805, norm 0.1692, swav 0.0000 LR: 8.359e-02 Score 99.135 Data time: 0.0773, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9320 [2020-10-18 22:48:13,945][root][INFO] - ===> Epoch[2168](10838/5): Loss -0.7654, Sem 0.0261, dir -0.9795, norm 0.1879, swav 0.0000 LR: 8.359e-02 Score 99.132 Data time: 0.0796, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.0726 [2020-10-18 22:48:15,814][root][INFO] - ===> Epoch[2168](10839/5): Loss -0.7743, Sem 0.0281, dir -0.9801, norm 0.1777, swav 0.0000 LR: 8.358e-02 Score 99.064 Data time: 0.0787, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.7879 [2020-10-18 22:48:18,762][root][INFO] - ===> Epoch[2168](10840/5): Loss -0.7756, Sem 0.0240, dir -0.9805, norm 0.1810, swav 0.0000 LR: 8.358e-02 Score 99.195 Data time: 0.0702, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.8453 [2020-10-18 22:48:20,963][root][INFO] - ===> Epoch[2169](10841/5): Loss -0.7799, Sem 0.0248, dir -0.9817, norm 0.1769, swav 0.0000 LR: 8.358e-02 Score 99.166 Data time: 0.0925, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.0846 [2020-10-18 22:48:22,841][root][INFO] - ===> Epoch[2169](10842/5): Loss -0.7761, Sem 0.0272, dir -0.9804, norm 0.1771, swav 0.0000 LR: 8.358e-02 Score 99.090 Data time: 0.0651, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.7640 [2020-10-18 22:48:24,707][root][INFO] - ===> Epoch[2169](10843/5): Loss -0.7672, Sem 0.0292, dir -0.9799, norm 0.1835, swav 0.0000 LR: 8.358e-02 Score 99.017 Data time: 0.0762, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.7786 [2020-10-18 22:48:26,613][root][INFO] - ===> Epoch[2169](10844/5): Loss -0.7638, Sem 0.0267, dir -0.9782, norm 0.1877, swav 0.0000 LR: 8.358e-02 Score 99.106 Data time: 0.0776, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.8094 [2020-10-18 22:48:29,255][root][INFO] - ===> Epoch[2169](10845/5): Loss -0.7667, Sem 0.0290, dir -0.9807, norm 0.1850, swav 0.0000 LR: 8.357e-02 Score 99.050 Data time: 0.0858, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.5385 [2020-10-18 22:48:31,376][root][INFO] - ===> Epoch[2170](10846/5): Loss -0.7729, Sem 0.0236, dir -0.9814, norm 0.1849, swav 0.0000 LR: 8.357e-02 Score 99.221 Data time: 0.0892, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.0179 [2020-10-18 22:48:33,333][root][INFO] - ===> Epoch[2170](10847/5): Loss -0.7439, Sem 0.0295, dir -0.9783, norm 0.2049, swav 0.0000 LR: 8.357e-02 Score 99.014 Data time: 0.0705, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.8351 [2020-10-18 22:48:35,459][root][INFO] - ===> Epoch[2170](10848/5): Loss -0.7655, Sem 0.0280, dir -0.9796, norm 0.1861, swav 0.0000 LR: 8.357e-02 Score 99.070 Data time: 0.0569, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.0281 [2020-10-18 22:48:37,968][root][INFO] - ===> Epoch[2170](10849/5): Loss -0.7850, Sem 0.0261, dir -0.9815, norm 0.1703, swav 0.0000 LR: 8.357e-02 Score 99.142 Data time: 0.1040, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.4229 [2020-10-18 22:48:40,318][root][INFO] - ===> Epoch[2170](10850/5): Loss -0.7851, Sem 0.0249, dir -0.9804, norm 0.1704, swav 0.0000 LR: 8.357e-02 Score 99.148 Data time: 0.0598, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.2179 [2020-10-18 22:48:42,603][root][INFO] - ===> Epoch[2171](10851/5): Loss -0.7797, Sem 0.0247, dir -0.9817, norm 0.1774, swav 0.0000 LR: 8.357e-02 Score 99.196 Data time: 0.1885, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.2064 [2020-10-18 22:48:45,079][root][INFO] - ===> Epoch[2171](10852/5): Loss -0.7660, Sem 0.0278, dir -0.9785, norm 0.1847, swav 0.0000 LR: 8.356e-02 Score 99.074 Data time: 0.0996, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.3979 [2020-10-18 22:48:47,746][root][INFO] - ===> Epoch[2171](10853/5): Loss -0.7770, Sem 0.0266, dir -0.9810, norm 0.1774, swav 0.0000 LR: 8.356e-02 Score 99.116 Data time: 0.0947, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.5343 [2020-10-18 22:48:49,820][root][INFO] - ===> Epoch[2171](10854/5): Loss -0.7776, Sem 0.0250, dir -0.9802, norm 0.1776, swav 0.0000 LR: 8.356e-02 Score 99.158 Data time: 0.0697, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.9656 [2020-10-18 22:48:51,880][root][INFO] - ===> Epoch[2171](10855/5): Loss -0.7962, Sem 0.0240, dir -0.9826, norm 0.1624, swav 0.0000 LR: 8.356e-02 Score 99.203 Data time: 0.0680, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.9610 [2020-10-18 22:48:53,978][root][INFO] - ===> Epoch[2172](10856/5): Loss -0.7799, Sem 0.0276, dir -0.9795, norm 0.1720, swav 0.0000 LR: 8.356e-02 Score 99.082 Data time: 0.0734, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.0178 [2020-10-18 22:48:56,970][root][INFO] - ===> Epoch[2172](10857/5): Loss -0.7876, Sem 0.0231, dir -0.9814, norm 0.1708, swav 0.0000 LR: 8.356e-02 Score 99.233 Data time: 0.0768, Forward time: 0.7720, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.8911 [2020-10-18 22:48:59,223][root][INFO] - ===> Epoch[2172](10858/5): Loss -0.7797, Sem 0.0281, dir -0.9813, norm 0.1736, swav 0.0000 LR: 8.356e-02 Score 99.038 Data time: 0.0982, Forward time: 0.7720, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1188 [2020-10-18 22:49:02,055][root][INFO] - ===> Epoch[2172](10859/5): Loss -0.7697, Sem 0.0270, dir -0.9814, norm 0.1847, swav 0.0000 LR: 8.355e-02 Score 99.101 Data time: 0.0672, Forward time: 0.7720, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.7221 [2020-10-18 22:49:04,278][root][INFO] - ===> Epoch[2172](10860/5): Loss -0.7722, Sem 0.0272, dir -0.9801, norm 0.1806, swav 0.0000 LR: 8.355e-02 Score 99.099 Data time: 0.1239, Forward time: 0.7720, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1350 [2020-10-18 22:49:07,708][root][INFO] - ===> Epoch[2173](10861/5): Loss -0.7616, Sem 0.0306, dir -0.9771, norm 0.1848, swav 0.0000 LR: 8.355e-02 Score 99.011 Data time: 0.0672, Forward time: 0.7720, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 3.3291 [2020-10-18 22:49:09,906][root][INFO] - ===> Epoch[2173](10862/5): Loss -0.7847, Sem 0.0266, dir -0.9807, norm 0.1694, swav 0.0000 LR: 8.355e-02 Score 99.110 Data time: 0.0595, Forward time: 0.7720, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1187 [2020-10-18 22:49:11,914][root][INFO] - ===> Epoch[2173](10863/5): Loss -0.7974, Sem 0.0244, dir -0.9825, norm 0.1606, swav 0.0000 LR: 8.355e-02 Score 99.156 Data time: 0.0755, Forward time: 0.7720, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.9408 [2020-10-18 22:49:13,760][root][INFO] - ===> Epoch[2173](10864/5): Loss -0.7653, Sem 0.0249, dir -0.9799, norm 0.1898, swav 0.0000 LR: 8.355e-02 Score 99.165 Data time: 0.0787, Forward time: 0.7720, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.7552 [2020-10-18 22:49:15,867][root][INFO] - ===> Epoch[2173](10865/5): Loss -0.7531, Sem 0.0268, dir -0.9776, norm 0.1976, swav 0.0000 LR: 8.354e-02 Score 99.124 Data time: 0.0569, Forward time: 0.7720, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.0013 [2020-10-18 22:49:17,840][root][INFO] - ===> Epoch[2174](10866/5): Loss -0.7801, Sem 0.0275, dir -0.9805, norm 0.1729, swav 0.0000 LR: 8.354e-02 Score 99.092 Data time: 0.0777, Forward time: 0.7720, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.8923 [2020-10-18 22:49:19,920][root][INFO] - ===> Epoch[2174](10867/5): Loss -0.7684, Sem 0.0270, dir -0.9782, norm 0.1828, swav 0.0000 LR: 8.354e-02 Score 99.100 Data time: 0.0669, Forward time: 0.7720, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.9744 [2020-10-18 22:49:22,349][root][INFO] - ===> Epoch[2174](10868/5): Loss -0.7865, Sem 0.0231, dir -0.9833, norm 0.1736, swav 0.0000 LR: 8.354e-02 Score 99.218 Data time: 0.0807, Forward time: 0.7720, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.3374 [2020-10-18 22:49:24,786][root][INFO] - ===> Epoch[2174](10869/5): Loss -0.7938, Sem 0.0242, dir -0.9814, norm 0.1634, swav 0.0000 LR: 8.354e-02 Score 99.212 Data time: 0.0756, Forward time: 0.7720, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.3334 [2020-10-18 22:49:27,074][root][INFO] - ===> Epoch[2174](10870/5): Loss -0.7840, Sem 0.0256, dir -0.9806, norm 0.1710, swav 0.0000 LR: 8.354e-02 Score 99.161 Data time: 0.0600, Forward time: 0.7720, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1854 [2020-10-18 22:49:29,265][root][INFO] - ===> Epoch[2175](10871/5): Loss -0.7728, Sem 0.0276, dir -0.9787, norm 0.1783, swav 0.0000 LR: 8.354e-02 Score 99.063 Data time: 0.0623, Forward time: 0.7720, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1061 [2020-10-18 22:49:31,176][root][INFO] - ===> Epoch[2175](10872/5): Loss -0.7804, Sem 0.0280, dir -0.9806, norm 0.1722, swav 0.0000 LR: 8.353e-02 Score 99.073 Data time: 0.0741, Forward time: 0.7720, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.8581 [2020-10-18 22:49:34,154][root][INFO] - ===> Epoch[2175](10873/5): Loss -0.7686, Sem 0.0273, dir -0.9791, norm 0.1832, swav 0.0000 LR: 8.353e-02 Score 99.102 Data time: 0.0748, Forward time: 0.7720, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.8711 [2020-10-18 22:49:36,649][root][INFO] - ===> Epoch[2175](10874/5): Loss -0.7576, Sem 0.0286, dir -0.9818, norm 0.1956, swav 0.0000 LR: 8.353e-02 Score 99.066 Data time: 0.0778, Forward time: 0.7720, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.4129 [2020-10-18 22:49:38,754][root][INFO] - ===> Epoch[2175](10875/5): Loss -0.7682, Sem 0.0243, dir -0.9809, norm 0.1884, swav 0.0000 LR: 8.353e-02 Score 99.207 Data time: 0.0853, Forward time: 0.7720, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.0103 [2020-10-18 22:49:40,956][root][INFO] - ===> Epoch[2176](10876/5): Loss -0.7782, Sem 0.0288, dir -0.9793, norm 0.1723, swav 0.0000 LR: 8.353e-02 Score 99.037 Data time: 0.0581, Forward time: 0.7720, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.0903 [2020-10-18 22:49:43,204][root][INFO] - ===> Epoch[2176](10877/5): Loss -0.7670, Sem 0.0270, dir -0.9791, norm 0.1852, swav 0.0000 LR: 8.353e-02 Score 99.095 Data time: 0.0662, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.1385 [2020-10-18 22:49:45,625][root][INFO] - ===> Epoch[2176](10878/5): Loss -0.7776, Sem 0.0274, dir -0.9802, norm 0.1752, swav 0.0000 LR: 8.352e-02 Score 99.102 Data time: 0.0663, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.3268 [2020-10-18 22:49:47,507][root][INFO] - ===> Epoch[2176](10879/5): Loss -0.7692, Sem 0.0250, dir -0.9813, norm 0.1871, swav 0.0000 LR: 8.352e-02 Score 99.144 Data time: 0.0735, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.7885 [2020-10-18 22:49:49,422][root][INFO] - ===> Epoch[2176](10880/5): Loss -0.7729, Sem 0.0288, dir -0.9804, norm 0.1787, swav 0.0000 LR: 8.352e-02 Score 99.036 Data time: 0.0846, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.7865 [2020-10-18 22:49:51,640][root][INFO] - ===> Epoch[2177](10881/5): Loss -0.7632, Sem 0.0287, dir -0.9781, norm 0.1862, swav 0.0000 LR: 8.352e-02 Score 99.046 Data time: 0.0761, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.1055 [2020-10-18 22:49:53,781][root][INFO] - ===> Epoch[2177](10882/5): Loss -0.7778, Sem 0.0263, dir -0.9794, norm 0.1752, swav 0.0000 LR: 8.352e-02 Score 99.105 Data time: 0.0752, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.0227 [2020-10-18 22:49:56,337][root][INFO] - ===> Epoch[2177](10883/5): Loss -0.7744, Sem 0.0266, dir -0.9795, norm 0.1785, swav 0.0000 LR: 8.352e-02 Score 99.103 Data time: 0.0850, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.4498 [2020-10-18 22:49:58,947][root][INFO] - ===> Epoch[2177](10884/5): Loss -0.7487, Sem 0.0290, dir -0.9805, norm 0.2028, swav 0.0000 LR: 8.352e-02 Score 99.066 Data time: 0.0975, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.5152 [2020-10-18 22:50:01,353][root][INFO] - ===> Epoch[2177](10885/5): Loss -0.7824, Sem 0.0261, dir -0.9806, norm 0.1722, swav 0.0000 LR: 8.351e-02 Score 99.133 Data time: 0.0824, Forward time: 0.7720, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.2952 [2020-10-18 22:50:03,292][root][INFO] - ===> Epoch[2178](10886/5): Loss -0.7803, Sem 0.0271, dir -0.9818, norm 0.1744, swav 0.0000 LR: 8.351e-02 Score 99.079 Data time: 0.0711, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.8557 [2020-10-18 22:50:05,863][root][INFO] - ===> Epoch[2178](10887/5): Loss -0.7712, Sem 0.0250, dir -0.9805, norm 0.1843, swav 0.0000 LR: 8.351e-02 Score 99.166 Data time: 0.0738, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.4899 [2020-10-18 22:50:07,771][root][INFO] - ===> Epoch[2178](10888/5): Loss -0.7548, Sem 0.0262, dir -0.9791, norm 0.1982, swav 0.0000 LR: 8.351e-02 Score 99.113 Data time: 0.0738, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.7988 [2020-10-18 22:50:09,733][root][INFO] - ===> Epoch[2178](10889/5): Loss -0.7410, Sem 0.0296, dir -0.9785, norm 0.2079, swav 0.0000 LR: 8.351e-02 Score 99.052 Data time: 0.0863, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.8472 [2020-10-18 22:50:12,309][root][INFO] - ===> Epoch[2178](10890/5): Loss -0.7442, Sem 0.0257, dir -0.9780, norm 0.2081, swav 0.0000 LR: 8.351e-02 Score 99.132 Data time: 0.0789, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.4531 [2020-10-18 22:50:14,081][root][INFO] - ===> Epoch[2179](10891/5): Loss -0.7631, Sem 0.0288, dir -0.9795, norm 0.1877, swav 0.0000 LR: 8.350e-02 Score 99.044 Data time: 0.0780, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.6666 [2020-10-18 22:50:16,528][root][INFO] - ===> Epoch[2179](10892/5): Loss -0.7513, Sem 0.0282, dir -0.9811, norm 0.2017, swav 0.0000 LR: 8.350e-02 Score 99.072 Data time: 0.0790, Forward time: 0.7720, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.3556 [2020-10-18 22:50:18,597][root][INFO] - ===> Epoch[2179](10893/5): Loss -0.7355, Sem 0.0290, dir -0.9772, norm 0.2127, swav 0.0000 LR: 8.350e-02 Score 99.040 Data time: 0.0804, Forward time: 0.7720, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.9500 [2020-10-18 22:50:20,779][root][INFO] - ===> Epoch[2179](10894/5): Loss -0.7418, Sem 0.0284, dir -0.9780, norm 0.2078, swav 0.0000 LR: 8.350e-02 Score 99.073 Data time: 0.0594, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.0858 [2020-10-18 22:50:22,826][root][INFO] - ===> Epoch[2179](10895/5): Loss -0.7622, Sem 0.0245, dir -0.9807, norm 0.1940, swav 0.0000 LR: 8.350e-02 Score 99.189 Data time: 0.0919, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.9610 [2020-10-18 22:50:24,917][root][INFO] - ===> Epoch[2180](10896/5): Loss -0.7541, Sem 0.0263, dir -0.9789, norm 0.1985, swav 0.0000 LR: 8.350e-02 Score 99.119 Data time: 0.0886, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.9991 [2020-10-18 22:50:27,175][root][INFO] - ===> Epoch[2180](10897/5): Loss -0.7331, Sem 0.0316, dir -0.9775, norm 0.2127, swav 0.0000 LR: 8.350e-02 Score 98.979 Data time: 0.0730, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.1311 [2020-10-18 22:50:29,265][root][INFO] - ===> Epoch[2180](10898/5): Loss -0.7636, Sem 0.0256, dir -0.9798, norm 0.1907, swav 0.0000 LR: 8.349e-02 Score 99.149 Data time: 0.0664, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.0095 [2020-10-18 22:50:32,052][root][INFO] - ===> Epoch[2180](10899/5): Loss -0.7509, Sem 0.0259, dir -0.9783, norm 0.2015, swav 0.0000 LR: 8.349e-02 Score 99.143 Data time: 0.0561, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.6811 [2020-10-18 22:50:34,863][root][INFO] - ===> Epoch[2180](10900/5): Loss -0.7619, Sem 0.0237, dir -0.9800, norm 0.1944, swav 0.0000 LR: 8.349e-02 Score 99.212 Data time: 0.0611, Forward time: 0.7719, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.6934 [2020-10-18 22:50:35,996][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 22:50:37,771][root][INFO] - ===> Epoch[2181](10901/5): Loss -0.7713, Sem 0.0271, dir -0.9794, norm 0.1811, swav 0.0000 LR: 8.349e-02 Score 99.095 Data time: 0.0853, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.6069 [2020-10-18 22:50:40,262][root][INFO] - ===> Epoch[2181](10902/5): Loss -0.7526, Sem 0.0251, dir -0.9784, norm 0.2006, swav 0.0000 LR: 8.349e-02 Score 99.142 Data time: 0.1093, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.3987 [2020-10-18 22:50:42,140][root][INFO] - ===> Epoch[2181](10903/5): Loss -0.7577, Sem 0.0285, dir -0.9775, norm 0.1913, swav 0.0000 LR: 8.349e-02 Score 99.028 Data time: 0.0734, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.7548 [2020-10-18 22:50:44,625][root][INFO] - ===> Epoch[2181](10904/5): Loss -0.7279, Sem 0.0320, dir -0.9782, norm 0.2184, swav 0.0000 LR: 8.348e-02 Score 98.955 Data time: 0.0772, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.4016 [2020-10-18 22:50:47,051][root][INFO] - ===> Epoch[2181](10905/5): Loss -0.7568, Sem 0.0286, dir -0.9787, norm 0.1934, swav 0.0000 LR: 8.348e-02 Score 99.036 Data time: 0.0817, Forward time: 0.7719, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.3156 [2020-10-18 22:50:49,053][root][INFO] - ===> Epoch[2182](10906/5): Loss -0.7714, Sem 0.0226, dir -0.9793, norm 0.1853, swav 0.0000 LR: 8.348e-02 Score 99.247 Data time: 0.0834, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.8974 [2020-10-18 22:50:51,089][root][INFO] - ===> Epoch[2182](10907/5): Loss -0.7859, Sem 0.0248, dir -0.9822, norm 0.1715, swav 0.0000 LR: 8.348e-02 Score 99.164 Data time: 0.0722, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.9240 [2020-10-18 22:50:53,051][root][INFO] - ===> Epoch[2182](10908/5): Loss -0.7667, Sem 0.0274, dir -0.9782, norm 0.1841, swav 0.0000 LR: 8.348e-02 Score 99.072 Data time: 0.0566, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.8964 [2020-10-18 22:50:55,740][root][INFO] - ===> Epoch[2182](10909/5): Loss -0.7658, Sem 0.0245, dir -0.9806, norm 0.1902, swav 0.0000 LR: 8.348e-02 Score 99.194 Data time: 0.0786, Forward time: 0.7719, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.6131 [2020-10-18 22:50:58,041][root][INFO] - ===> Epoch[2182](10910/5): Loss -0.7675, Sem 0.0244, dir -0.9796, norm 0.1876, swav 0.0000 LR: 8.348e-02 Score 99.185 Data time: 0.0861, Forward time: 0.7719, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.1679 [2020-10-18 22:51:00,046][root][INFO] - ===> Epoch[2183](10911/5): Loss -0.7734, Sem 0.0286, dir -0.9805, norm 0.1786, swav 0.0000 LR: 8.347e-02 Score 99.065 Data time: 0.0824, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.8867 [2020-10-18 22:51:02,075][root][INFO] - ===> Epoch[2183](10912/5): Loss -0.7513, Sem 0.0271, dir -0.9782, norm 0.1999, swav 0.0000 LR: 8.347e-02 Score 99.084 Data time: 0.0625, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.9194 [2020-10-18 22:51:04,395][root][INFO] - ===> Epoch[2183](10913/5): Loss -0.7747, Sem 0.0272, dir -0.9805, norm 0.1786, swav 0.0000 LR: 8.347e-02 Score 99.085 Data time: 0.0775, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.2301 [2020-10-18 22:51:06,482][root][INFO] - ===> Epoch[2183](10914/5): Loss -0.7745, Sem 0.0257, dir -0.9818, norm 0.1817, swav 0.0000 LR: 8.347e-02 Score 99.140 Data time: 0.0738, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.9814 [2020-10-18 22:51:08,559][root][INFO] - ===> Epoch[2183](10915/5): Loss -0.7782, Sem 0.0260, dir -0.9809, norm 0.1768, swav 0.0000 LR: 8.347e-02 Score 99.124 Data time: 0.0827, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.9609 [2020-10-18 22:51:10,868][root][INFO] - ===> Epoch[2184](10916/5): Loss -0.7561, Sem 0.0246, dir -0.9798, norm 0.1991, swav 0.0000 LR: 8.347e-02 Score 99.186 Data time: 0.0988, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.1932 [2020-10-18 22:51:13,322][root][INFO] - ===> Epoch[2184](10917/5): Loss -0.7746, Sem 0.0281, dir -0.9800, norm 0.1773, swav 0.0000 LR: 8.346e-02 Score 99.060 Data time: 0.0500, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.3192 [2020-10-18 22:51:15,298][root][INFO] - ===> Epoch[2184](10918/5): Loss -0.7795, Sem 0.0290, dir -0.9799, norm 0.1713, swav 0.0000 LR: 8.346e-02 Score 99.025 Data time: 0.0542, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.8896 [2020-10-18 22:51:17,175][root][INFO] - ===> Epoch[2184](10919/5): Loss -0.7852, Sem 0.0226, dir -0.9811, norm 0.1734, swav 0.0000 LR: 8.346e-02 Score 99.267 Data time: 0.0707, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.8233 [2020-10-18 22:51:19,571][root][INFO] - ===> Epoch[2184](10920/5): Loss -0.7529, Sem 0.0276, dir -0.9787, norm 0.1982, swav 0.0000 LR: 8.346e-02 Score 99.101 Data time: 0.0633, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.2939 [2020-10-18 22:51:22,297][root][INFO] - ===> Epoch[2185](10921/5): Loss -0.7548, Sem 0.0276, dir -0.9780, norm 0.1956, swav 0.0000 LR: 8.346e-02 Score 99.047 Data time: 0.0698, Forward time: 0.7719, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.6713 [2020-10-18 22:51:24,629][root][INFO] - ===> Epoch[2185](10922/5): Loss -0.7837, Sem 0.0238, dir -0.9818, norm 0.1743, swav 0.0000 LR: 8.346e-02 Score 99.205 Data time: 0.0623, Forward time: 0.7719, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.2019 [2020-10-18 22:51:26,513][root][INFO] - ===> Epoch[2185](10923/5): Loss -0.7860, Sem 0.0267, dir -0.9797, norm 0.1669, swav 0.0000 LR: 8.346e-02 Score 99.096 Data time: 0.0770, Forward time: 0.7719, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.8017 [2020-10-18 22:51:28,703][root][INFO] - ===> Epoch[2185](10924/5): Loss -0.7646, Sem 0.0259, dir -0.9801, norm 0.1895, swav 0.0000 LR: 8.345e-02 Score 99.152 Data time: 0.0568, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.0872 [2020-10-18 22:51:30,661][root][INFO] - ===> Epoch[2185](10925/5): Loss -0.7839, Sem 0.0260, dir -0.9809, norm 0.1710, swav 0.0000 LR: 8.345e-02 Score 99.135 Data time: 0.0442, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.8540 [2020-10-18 22:51:32,972][root][INFO] - ===> Epoch[2186](10926/5): Loss -0.7657, Sem 0.0274, dir -0.9796, norm 0.1865, swav 0.0000 LR: 8.345e-02 Score 99.088 Data time: 0.0966, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.2537 [2020-10-18 22:51:35,094][root][INFO] - ===> Epoch[2186](10927/5): Loss -0.7790, Sem 0.0246, dir -0.9796, norm 0.1760, swav 0.0000 LR: 8.345e-02 Score 99.171 Data time: 0.0956, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.0202 [2020-10-18 22:51:37,569][root][INFO] - ===> Epoch[2186](10928/5): Loss -0.7657, Sem 0.0327, dir -0.9794, norm 0.1810, swav 0.0000 LR: 8.345e-02 Score 99.008 Data time: 0.1170, Forward time: 0.7719, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.3604 [2020-10-18 22:51:39,482][root][INFO] - ===> Epoch[2186](10929/5): Loss -0.7771, Sem 0.0259, dir -0.9804, norm 0.1773, swav 0.0000 LR: 8.345e-02 Score 99.122 Data time: 0.0689, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.7957 [2020-10-18 22:51:41,713][root][INFO] - ===> Epoch[2186](10930/5): Loss -0.7904, Sem 0.0249, dir -0.9814, norm 0.1661, swav 0.0000 LR: 8.344e-02 Score 99.159 Data time: 0.0816, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.1396 [2020-10-18 22:51:43,950][root][INFO] - ===> Epoch[2187](10931/5): Loss -0.7572, Sem 0.0269, dir -0.9792, norm 0.1950, swav 0.0000 LR: 8.344e-02 Score 99.080 Data time: 0.0739, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.1090 [2020-10-18 22:51:45,881][root][INFO] - ===> Epoch[2187](10932/5): Loss -0.7866, Sem 0.0233, dir -0.9799, norm 0.1700, swav 0.0000 LR: 8.344e-02 Score 99.229 Data time: 0.0543, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.8257 [2020-10-18 22:51:48,172][root][INFO] - ===> Epoch[2187](10933/5): Loss -0.7717, Sem 0.0275, dir -0.9813, norm 0.1821, swav 0.0000 LR: 8.344e-02 Score 99.089 Data time: 0.0588, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.2195 [2020-10-18 22:51:50,397][root][INFO] - ===> Epoch[2187](10934/5): Loss -0.7682, Sem 0.0269, dir -0.9790, norm 0.1839, swav 0.0000 LR: 8.344e-02 Score 99.128 Data time: 0.0830, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.1237 [2020-10-18 22:51:52,575][root][INFO] - ===> Epoch[2187](10935/5): Loss -0.7657, Sem 0.0252, dir -0.9814, norm 0.1905, swav 0.0000 LR: 8.344e-02 Score 99.169 Data time: 0.0788, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.0686 [2020-10-18 22:51:54,600][root][INFO] - ===> Epoch[2188](10936/5): Loss -0.7662, Sem 0.0267, dir -0.9798, norm 0.1869, swav 0.0000 LR: 8.344e-02 Score 99.102 Data time: 0.1538, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.9188 [2020-10-18 22:51:56,758][root][INFO] - ===> Epoch[2188](10937/5): Loss -0.7830, Sem 0.0276, dir -0.9804, norm 0.1698, swav 0.0000 LR: 8.343e-02 Score 99.090 Data time: 0.0950, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.0438 [2020-10-18 22:51:58,906][root][INFO] - ===> Epoch[2188](10938/5): Loss -0.7650, Sem 0.0297, dir -0.9785, norm 0.1839, swav 0.0000 LR: 8.343e-02 Score 99.016 Data time: 0.0684, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.0461 [2020-10-18 22:52:00,791][root][INFO] - ===> Epoch[2188](10939/5): Loss -0.7716, Sem 0.0298, dir -0.9802, norm 0.1788, swav 0.0000 LR: 8.343e-02 Score 99.007 Data time: 0.0600, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.7849 [2020-10-18 22:52:02,782][root][INFO] - ===> Epoch[2188](10940/5): Loss -0.7792, Sem 0.0268, dir -0.9807, norm 0.1746, swav 0.0000 LR: 8.343e-02 Score 99.108 Data time: 0.0622, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.8991 [2020-10-18 22:52:05,058][root][INFO] - ===> Epoch[2189](10941/5): Loss -0.7742, Sem 0.0244, dir -0.9806, norm 0.1821, swav 0.0000 LR: 8.343e-02 Score 99.184 Data time: 0.0661, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.1662 [2020-10-18 22:52:07,247][root][INFO] - ===> Epoch[2189](10942/5): Loss -0.7536, Sem 0.0283, dir -0.9796, norm 0.1977, swav 0.0000 LR: 8.343e-02 Score 99.059 Data time: 0.0963, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.0712 [2020-10-18 22:52:09,161][root][INFO] - ===> Epoch[2189](10943/5): Loss -0.7638, Sem 0.0314, dir -0.9799, norm 0.1848, swav 0.0000 LR: 8.342e-02 Score 98.966 Data time: 0.0787, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.7983 [2020-10-18 22:52:11,340][root][INFO] - ===> Epoch[2189](10944/5): Loss -0.7483, Sem 0.0276, dir -0.9786, norm 0.2027, swav 0.0000 LR: 8.342e-02 Score 99.105 Data time: 0.0684, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.0766 [2020-10-18 22:52:13,307][root][INFO] - ===> Epoch[2189](10945/5): Loss -0.7854, Sem 0.0260, dir -0.9818, norm 0.1704, swav 0.0000 LR: 8.342e-02 Score 99.135 Data time: 0.0745, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.8650 [2020-10-18 22:52:15,319][root][INFO] - ===> Epoch[2190](10946/5): Loss -0.7630, Sem 0.0271, dir -0.9777, norm 0.1876, swav 0.0000 LR: 8.342e-02 Score 99.100 Data time: 0.0760, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.8969 [2020-10-18 22:52:17,663][root][INFO] - ===> Epoch[2190](10947/5): Loss -0.7731, Sem 0.0262, dir -0.9796, norm 0.1802, swav 0.0000 LR: 8.342e-02 Score 99.123 Data time: 0.0869, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.2420 [2020-10-18 22:52:19,809][root][INFO] - ===> Epoch[2190](10948/5): Loss -0.7535, Sem 0.0328, dir -0.9767, norm 0.1904, swav 0.0000 LR: 8.342e-02 Score 98.904 Data time: 0.0643, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.0200 [2020-10-18 22:52:21,837][root][INFO] - ===> Epoch[2190](10949/5): Loss -0.7627, Sem 0.0247, dir -0.9798, norm 0.1924, swav 0.0000 LR: 8.342e-02 Score 99.167 Data time: 0.0890, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.9440 [2020-10-18 22:52:23,929][root][INFO] - ===> Epoch[2190](10950/5): Loss -0.7815, Sem 0.0247, dir -0.9802, norm 0.1741, swav 0.0000 LR: 8.341e-02 Score 99.184 Data time: 0.0744, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.9867 [2020-10-18 22:52:25,781][root][INFO] - ===> Epoch[2191](10951/5): Loss -0.7764, Sem 0.0299, dir -0.9803, norm 0.1740, swav 0.0000 LR: 8.341e-02 Score 99.023 Data time: 0.1331, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.7876 [2020-10-18 22:52:27,871][root][INFO] - ===> Epoch[2191](10952/5): Loss -0.7614, Sem 0.0271, dir -0.9796, norm 0.1911, swav 0.0000 LR: 8.341e-02 Score 99.089 Data time: 0.1120, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.9887 [2020-10-18 22:52:29,878][root][INFO] - ===> Epoch[2191](10953/5): Loss -0.7672, Sem 0.0286, dir -0.9797, norm 0.1839, swav 0.0000 LR: 8.341e-02 Score 99.049 Data time: 0.0756, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9016 [2020-10-18 22:52:32,567][root][INFO] - ===> Epoch[2191](10954/5): Loss -0.7621, Sem 0.0251, dir -0.9817, norm 0.1944, swav 0.0000 LR: 8.341e-02 Score 99.182 Data time: 0.0778, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.5861 [2020-10-18 22:52:34,441][root][INFO] - ===> Epoch[2191](10955/5): Loss -0.7738, Sem 0.0277, dir -0.9796, norm 0.1781, swav 0.0000 LR: 8.341e-02 Score 99.068 Data time: 0.0679, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.7664 [2020-10-18 22:52:36,515][root][INFO] - ===> Epoch[2192](10956/5): Loss -0.7819, Sem 0.0247, dir -0.9795, norm 0.1729, swav 0.0000 LR: 8.341e-02 Score 99.180 Data time: 0.0926, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9713 [2020-10-18 22:52:38,865][root][INFO] - ===> Epoch[2192](10957/5): Loss -0.7689, Sem 0.0281, dir -0.9802, norm 0.1832, swav 0.0000 LR: 8.340e-02 Score 99.080 Data time: 0.0731, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.2411 [2020-10-18 22:52:40,855][root][INFO] - ===> Epoch[2192](10958/5): Loss -0.7802, Sem 0.0280, dir -0.9796, norm 0.1715, swav 0.0000 LR: 8.340e-02 Score 99.068 Data time: 0.0505, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.8734 [2020-10-18 22:52:43,006][root][INFO] - ===> Epoch[2192](10959/5): Loss -0.7694, Sem 0.0273, dir -0.9797, norm 0.1830, swav 0.0000 LR: 8.340e-02 Score 99.104 Data time: 0.0669, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.0927 [2020-10-18 22:52:45,031][root][INFO] - ===> Epoch[2192](10960/5): Loss -0.7763, Sem 0.0291, dir -0.9793, norm 0.1739, swav 0.0000 LR: 8.340e-02 Score 99.047 Data time: 0.0785, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9332 [2020-10-18 22:52:47,250][root][INFO] - ===> Epoch[2193](10961/5): Loss -0.7515, Sem 0.0286, dir -0.9779, norm 0.1979, swav 0.0000 LR: 8.340e-02 Score 99.055 Data time: 0.0903, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1098 [2020-10-18 22:52:49,493][root][INFO] - ===> Epoch[2193](10962/5): Loss -0.7664, Sem 0.0277, dir -0.9806, norm 0.1865, swav 0.0000 LR: 8.340e-02 Score 99.075 Data time: 0.0704, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1251 [2020-10-18 22:52:51,952][root][INFO] - ===> Epoch[2193](10963/5): Loss -0.7786, Sem 0.0252, dir -0.9821, norm 0.1783, swav 0.0000 LR: 8.339e-02 Score 99.167 Data time: 0.0589, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.3793 [2020-10-18 22:52:54,000][root][INFO] - ===> Epoch[2193](10964/5): Loss -0.7615, Sem 0.0297, dir -0.9788, norm 0.1876, swav 0.0000 LR: 8.339e-02 Score 99.015 Data time: 0.0398, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9781 [2020-10-18 22:52:56,061][root][INFO] - ===> Epoch[2193](10965/5): Loss -0.7744, Sem 0.0252, dir -0.9813, norm 0.1817, swav 0.0000 LR: 8.339e-02 Score 99.172 Data time: 0.0825, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9843 [2020-10-18 22:52:58,446][root][INFO] - ===> Epoch[2194](10966/5): Loss -0.7786, Sem 0.0253, dir -0.9806, norm 0.1767, swav 0.0000 LR: 8.339e-02 Score 99.159 Data time: 0.0459, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.2862 [2020-10-18 22:53:00,919][root][INFO] - ===> Epoch[2194](10967/5): Loss -0.7822, Sem 0.0263, dir -0.9804, norm 0.1718, swav 0.0000 LR: 8.339e-02 Score 99.110 Data time: 0.0776, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.3894 [2020-10-18 22:53:02,912][root][INFO] - ===> Epoch[2194](10968/5): Loss -0.7681, Sem 0.0282, dir -0.9792, norm 0.1829, swav 0.0000 LR: 8.339e-02 Score 99.055 Data time: 0.0729, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.8836 [2020-10-18 22:53:04,684][root][INFO] - ===> Epoch[2194](10969/5): Loss -0.7801, Sem 0.0256, dir -0.9785, norm 0.1728, swav 0.0000 LR: 8.339e-02 Score 99.164 Data time: 0.0752, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.6635 [2020-10-18 22:53:07,057][root][INFO] - ===> Epoch[2194](10970/5): Loss -0.7729, Sem 0.0270, dir -0.9816, norm 0.1816, swav 0.0000 LR: 8.338e-02 Score 99.116 Data time: 0.0995, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.2724 [2020-10-18 22:53:09,157][root][INFO] - ===> Epoch[2195](10971/5): Loss -0.7702, Sem 0.0302, dir -0.9789, norm 0.1786, swav 0.0000 LR: 8.338e-02 Score 98.999 Data time: 0.0848, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9981 [2020-10-18 22:53:11,368][root][INFO] - ===> Epoch[2195](10972/5): Loss -0.7660, Sem 0.0290, dir -0.9788, norm 0.1838, swav 0.0000 LR: 8.338e-02 Score 99.050 Data time: 0.0798, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1000 [2020-10-18 22:53:13,404][root][INFO] - ===> Epoch[2195](10973/5): Loss -0.7793, Sem 0.0264, dir -0.9799, norm 0.1742, swav 0.0000 LR: 8.338e-02 Score 99.118 Data time: 0.0668, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9194 [2020-10-18 22:53:15,281][root][INFO] - ===> Epoch[2195](10974/5): Loss -0.7820, Sem 0.0264, dir -0.9803, norm 0.1720, swav 0.0000 LR: 8.338e-02 Score 99.107 Data time: 0.0807, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.7712 [2020-10-18 22:53:17,552][root][INFO] - ===> Epoch[2195](10975/5): Loss -0.7427, Sem 0.0290, dir -0.9803, norm 0.2085, swav 0.0000 LR: 8.338e-02 Score 99.083 Data time: 0.0662, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1666 [2020-10-18 22:53:20,212][root][INFO] - ===> Epoch[2196](10976/5): Loss -0.7520, Sem 0.0277, dir -0.9785, norm 0.1989, swav 0.0000 LR: 8.337e-02 Score 99.083 Data time: 0.0790, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.5462 [2020-10-18 22:53:22,323][root][INFO] - ===> Epoch[2196](10977/5): Loss -0.7554, Sem 0.0288, dir -0.9766, norm 0.1924, swav 0.0000 LR: 8.337e-02 Score 99.047 Data time: 0.0785, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9666 [2020-10-18 22:53:24,543][root][INFO] - ===> Epoch[2196](10978/5): Loss -0.7559, Sem 0.0309, dir -0.9797, norm 0.1930, swav 0.0000 LR: 8.337e-02 Score 98.947 Data time: 0.0781, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1177 [2020-10-18 22:53:27,047][root][INFO] - ===> Epoch[2196](10979/5): Loss -0.7641, Sem 0.0254, dir -0.9798, norm 0.1903, swav 0.0000 LR: 8.337e-02 Score 99.171 Data time: 0.0654, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.3970 [2020-10-18 22:53:29,100][root][INFO] - ===> Epoch[2196](10980/5): Loss -0.7574, Sem 0.0290, dir -0.9793, norm 0.1929, swav 0.0000 LR: 8.337e-02 Score 99.032 Data time: 0.0771, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9546 [2020-10-18 22:53:30,973][root][INFO] - ===> Epoch[2197](10981/5): Loss -0.7774, Sem 0.0246, dir -0.9810, norm 0.1790, swav 0.0000 LR: 8.337e-02 Score 99.189 Data time: 0.0744, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.7634 [2020-10-18 22:53:33,463][root][INFO] - ===> Epoch[2197](10982/5): Loss -0.7395, Sem 0.0269, dir -0.9798, norm 0.2134, swav 0.0000 LR: 8.337e-02 Score 99.097 Data time: 0.0980, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.3818 [2020-10-18 22:53:35,344][root][INFO] - ===> Epoch[2197](10983/5): Loss -0.7668, Sem 0.0279, dir -0.9798, norm 0.1852, swav 0.0000 LR: 8.336e-02 Score 99.071 Data time: 0.0795, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.7537 [2020-10-18 22:53:37,620][root][INFO] - ===> Epoch[2197](10984/5): Loss -0.7459, Sem 0.0273, dir -0.9783, norm 0.2051, swav 0.0000 LR: 8.336e-02 Score 99.084 Data time: 0.0788, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1623 [2020-10-18 22:53:39,832][root][INFO] - ===> Epoch[2197](10985/5): Loss -0.7713, Sem 0.0236, dir -0.9792, norm 0.1843, swav 0.0000 LR: 8.336e-02 Score 99.219 Data time: 0.0807, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1218 [2020-10-18 22:53:42,417][root][INFO] - ===> Epoch[2198](10986/5): Loss -0.7690, Sem 0.0271, dir -0.9806, norm 0.1844, swav 0.0000 LR: 8.336e-02 Score 99.087 Data time: 0.0773, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.4612 [2020-10-18 22:53:44,820][root][INFO] - ===> Epoch[2198](10987/5): Loss -0.7622, Sem 0.0266, dir -0.9752, norm 0.1864, swav 0.0000 LR: 8.336e-02 Score 99.121 Data time: 0.0552, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.3021 [2020-10-18 22:53:48,259][root][INFO] - ===> Epoch[2198](10988/5): Loss -0.7368, Sem 0.0294, dir -0.9790, norm 0.2129, swav 0.0000 LR: 8.336e-02 Score 99.033 Data time: 0.0680, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 3.3589 [2020-10-18 22:53:50,106][root][INFO] - ===> Epoch[2198](10989/5): Loss -0.7865, Sem 0.0245, dir -0.9817, norm 0.1707, swav 0.0000 LR: 8.335e-02 Score 99.174 Data time: 0.0674, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.7492 [2020-10-18 22:53:52,300][root][INFO] - ===> Epoch[2198](10990/5): Loss -0.7460, Sem 0.0255, dir -0.9791, norm 0.2077, swav 0.0000 LR: 8.335e-02 Score 99.182 Data time: 0.0791, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.0988 [2020-10-18 22:53:55,182][root][INFO] - ===> Epoch[2199](10991/5): Loss -0.7650, Sem 0.0250, dir -0.9795, norm 0.1894, swav 0.0000 LR: 8.335e-02 Score 99.175 Data time: 0.0732, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.7664 [2020-10-18 22:53:57,875][root][INFO] - ===> Epoch[2199](10992/5): Loss -0.7434, Sem 0.0266, dir -0.9785, norm 0.2085, swav 0.0000 LR: 8.335e-02 Score 99.103 Data time: 0.0773, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.5713 [2020-10-18 22:53:59,946][root][INFO] - ===> Epoch[2199](10993/5): Loss -0.7572, Sem 0.0284, dir -0.9804, norm 0.1947, swav 0.0000 LR: 8.335e-02 Score 99.052 Data time: 0.0599, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.9581 [2020-10-18 22:54:01,764][root][INFO] - ===> Epoch[2199](10994/5): Loss -0.7841, Sem 0.0274, dir -0.9832, norm 0.1717, swav 0.0000 LR: 8.335e-02 Score 99.092 Data time: 0.0737, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.7194 [2020-10-18 22:54:03,929][root][INFO] - ===> Epoch[2199](10995/5): Loss -0.7677, Sem 0.0282, dir -0.9792, norm 0.1833, swav 0.0000 LR: 8.335e-02 Score 99.090 Data time: 0.0723, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.0683 [2020-10-18 22:54:06,147][root][INFO] - ===> Epoch[2200](10996/5): Loss -0.7513, Sem 0.0271, dir -0.9794, norm 0.2010, swav 0.0000 LR: 8.334e-02 Score 99.130 Data time: 0.0613, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.1029 [2020-10-18 22:54:08,229][root][INFO] - ===> Epoch[2200](10997/5): Loss -0.7685, Sem 0.0251, dir -0.9802, norm 0.1865, swav 0.0000 LR: 8.334e-02 Score 99.179 Data time: 0.0637, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.9727 [2020-10-18 22:54:10,524][root][INFO] - ===> Epoch[2200](10998/5): Loss -0.7633, Sem 0.0294, dir -0.9787, norm 0.1860, swav 0.0000 LR: 8.334e-02 Score 99.014 Data time: 0.0745, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.2015 [2020-10-18 22:54:12,718][root][INFO] - ===> Epoch[2200](10999/5): Loss -0.7641, Sem 0.0271, dir -0.9776, norm 0.1863, swav 0.0000 LR: 8.334e-02 Score 99.087 Data time: 0.0915, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.0809 [2020-10-18 22:54:15,290][root][INFO] - ===> Epoch[2200](11000/5): Loss -0.7657, Sem 0.0270, dir -0.9804, norm 0.1876, swav 0.0000 LR: 8.334e-02 Score 99.133 Data time: 0.0671, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.4660 [2020-10-18 22:54:16,478][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 22:54:16,632][root][INFO] - ===> Start testing [2020-10-18 22:54:54,834][root][INFO] - 68/68: Data time: 0.0019, Iter time: 0.0934 Loss 0.141 (AVG: 0.519) Score 96.674 (AVG: 90.251) mIOU 69.372 mAP 83.981 mAcc 76.132 IOU: 60.716 0.049 80.266 73.854 94.247 92.540 30.062 79.699 97.421 68.628 81.463 85.949 56.947 mAP: 80.515 11.069 96.816 88.597 98.754 98.395 57.936 96.163 99.741 83.762 94.021 95.317 90.670 mAcc: 76.061 0.547 93.538 84.904 95.844 96.144 33.299 89.550 99.043 75.128 90.464 95.788 59.399 [2020-10-18 22:54:54,836][root][INFO] - Finished test. Elapsed time: 38.2012 [2020-10-18 22:54:57,668][root][INFO] - [2020-10-18 22:54:57,668][root][INFO] - ################################################################ [2020-10-18 22:54:57,669][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 22:54:57,669][root][INFO] - ################################################################ [2020-10-18 22:54:57,669][root][INFO] - clutter : nan nan nan [2020-10-18 22:54:57,669][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 22:54:57,669][root][INFO] - board : 0.822 0.895 0.923 [2020-10-18 22:54:57,669][root][INFO] - bookcase : 0.242 0.350 0.520 [2020-10-18 22:54:57,669][root][INFO] - ceiling : 0.506 0.550 0.639 [2020-10-18 22:54:57,669][root][INFO] - chair : 0.814 0.889 0.907 [2020-10-18 22:54:57,669][root][INFO] - column : 0.163 0.250 0.401 [2020-10-18 22:54:57,669][root][INFO] - door : 0.728 0.889 0.948 [2020-10-18 22:54:57,669][root][INFO] - floor : 0.571 0.571 0.608 [2020-10-18 22:54:57,669][root][INFO] - sofa : 0.389 0.594 0.708 [2020-10-18 22:54:57,669][root][INFO] - table : 0.146 0.336 0.680 [2020-10-18 22:54:57,669][root][INFO] - wall : 0.527 0.752 0.834 [2020-10-18 22:54:57,669][root][INFO] - window : 0.451 0.683 0.762 [2020-10-18 22:54:57,669][root][INFO] - ---------------------------------------------------------------- [2020-10-18 22:54:57,669][root][INFO] - average : 0.447 0.563 0.661 [2020-10-18 22:54:57,669][root][INFO] - [2020-10-18 22:54:57,823][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 22:54:57,824][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-18 22:54:59,421][root][INFO] - ===> Epoch[2201](11001/5): Loss -0.7728, Sem 0.0328, dir -0.9799, norm 0.1743, swav 0.0000 LR: 8.334e-02 Score 99.012 Data time: 0.0575, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.5910 [2020-10-18 22:55:01,729][root][INFO] - ===> Epoch[2201](11002/5): Loss -0.7626, Sem 0.0252, dir -0.9813, norm 0.1935, swav 0.0000 LR: 8.333e-02 Score 99.153 Data time: 0.0793, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.1901 [2020-10-18 22:55:04,088][root][INFO] - ===> Epoch[2201](11003/5): Loss -0.7678, Sem 0.0278, dir -0.9806, norm 0.1850, swav 0.0000 LR: 8.333e-02 Score 99.095 Data time: 0.0717, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.2355 [2020-10-18 22:55:06,010][root][INFO] - ===> Epoch[2201](11004/5): Loss -0.7892, Sem 0.0267, dir -0.9812, norm 0.1653, swav 0.0000 LR: 8.333e-02 Score 99.101 Data time: 0.0867, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.8128 [2020-10-18 22:55:07,915][root][INFO] - ===> Epoch[2201](11005/5): Loss -0.7714, Sem 0.0290, dir -0.9807, norm 0.1803, swav 0.0000 LR: 8.333e-02 Score 99.036 Data time: 0.0869, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.7942 [2020-10-18 22:55:10,059][root][INFO] - ===> Epoch[2202](11006/5): Loss -0.7605, Sem 0.0292, dir -0.9777, norm 0.1880, swav 0.0000 LR: 8.333e-02 Score 99.014 Data time: 0.0732, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.0095 [2020-10-18 22:55:12,698][root][INFO] - ===> Epoch[2202](11007/5): Loss -0.7592, Sem 0.0302, dir -0.9785, norm 0.1890, swav 0.0000 LR: 8.333e-02 Score 99.028 Data time: 0.0680, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.5246 [2020-10-18 22:55:14,593][root][INFO] - ===> Epoch[2202](11008/5): Loss -0.7970, Sem 0.0267, dir -0.9816, norm 0.1579, swav 0.0000 LR: 8.333e-02 Score 99.100 Data time: 0.0617, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.7944 [2020-10-18 22:55:16,872][root][INFO] - ===> Epoch[2202](11009/5): Loss -0.7598, Sem 0.0251, dir -0.9798, norm 0.1948, swav 0.0000 LR: 8.332e-02 Score 99.153 Data time: 0.0835, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.2016 [2020-10-18 22:55:19,109][root][INFO] - ===> Epoch[2202](11010/5): Loss -0.7493, Sem 0.0303, dir -0.9790, norm 0.1994, swav 0.0000 LR: 8.332e-02 Score 99.003 Data time: 0.1235, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1182 [2020-10-18 22:55:21,362][root][INFO] - ===> Epoch[2203](11011/5): Loss -0.7544, Sem 0.0272, dir -0.9793, norm 0.1977, swav 0.0000 LR: 8.332e-02 Score 99.107 Data time: 0.0884, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1648 [2020-10-18 22:55:23,651][root][INFO] - ===> Epoch[2203](11012/5): Loss -0.7748, Sem 0.0272, dir -0.9804, norm 0.1784, swav 0.0000 LR: 8.332e-02 Score 99.112 Data time: 0.0762, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1629 [2020-10-18 22:55:25,554][root][INFO] - ===> Epoch[2203](11013/5): Loss -0.7525, Sem 0.0288, dir -0.9795, norm 0.1982, swav 0.0000 LR: 8.332e-02 Score 99.070 Data time: 0.0597, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.7899 [2020-10-18 22:55:27,792][root][INFO] - ===> Epoch[2203](11014/5): Loss -0.7769, Sem 0.0279, dir -0.9791, norm 0.1744, swav 0.0000 LR: 8.332e-02 Score 99.047 Data time: 0.0649, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1542 [2020-10-18 22:55:30,310][root][INFO] - ===> Epoch[2203](11015/5): Loss -0.7553, Sem 0.0243, dir -0.9780, norm 0.1985, swav 0.0000 LR: 8.331e-02 Score 99.184 Data time: 0.1756, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.3924 [2020-10-18 22:55:32,643][root][INFO] - ===> Epoch[2204](11016/5): Loss -0.7949, Sem 0.0247, dir -0.9819, norm 0.1623, swav 0.0000 LR: 8.331e-02 Score 99.179 Data time: 0.0673, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.2194 [2020-10-18 22:55:35,079][root][INFO] - ===> Epoch[2204](11017/5): Loss -0.7604, Sem 0.0240, dir -0.9804, norm 0.1959, swav 0.0000 LR: 8.331e-02 Score 99.215 Data time: 0.0853, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.3371 [2020-10-18 22:55:37,298][root][INFO] - ===> Epoch[2204](11018/5): Loss -0.7690, Sem 0.0299, dir -0.9784, norm 0.1795, swav 0.0000 LR: 8.331e-02 Score 98.983 Data time: 0.0621, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1190 [2020-10-18 22:55:39,308][root][INFO] - ===> Epoch[2204](11019/5): Loss -0.7485, Sem 0.0341, dir -0.9804, norm 0.1978, swav 0.0000 LR: 8.331e-02 Score 98.966 Data time: 0.0726, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.9273 [2020-10-18 22:55:41,505][root][INFO] - ===> Epoch[2204](11020/5): Loss -0.7641, Sem 0.0280, dir -0.9781, norm 0.1860, swav 0.0000 LR: 8.331e-02 Score 99.071 Data time: 0.0710, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.0960 [2020-10-18 22:55:43,756][root][INFO] - ===> Epoch[2205](11021/5): Loss -0.7594, Sem 0.0257, dir -0.9782, norm 0.1932, swav 0.0000 LR: 8.331e-02 Score 99.135 Data time: 0.0874, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1517 [2020-10-18 22:55:46,135][root][INFO] - ===> Epoch[2205](11022/5): Loss -0.7685, Sem 0.0261, dir -0.9809, norm 0.1862, swav 0.0000 LR: 8.330e-02 Score 99.121 Data time: 0.0705, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.2493 [2020-10-18 22:55:48,487][root][INFO] - ===> Epoch[2205](11023/5): Loss -0.7340, Sem 0.0306, dir -0.9769, norm 0.2124, swav 0.0000 LR: 8.330e-02 Score 99.005 Data time: 0.1063, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.2481 [2020-10-18 22:55:50,636][root][INFO] - ===> Epoch[2205](11024/5): Loss -0.7419, Sem 0.0296, dir -0.9808, norm 0.2093, swav 0.0000 LR: 8.330e-02 Score 99.051 Data time: 0.0835, Forward time: 0.7719, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.0227 [2020-10-18 22:55:52,860][root][INFO] - ===> Epoch[2205](11025/5): Loss -0.7642, Sem 0.0273, dir -0.9789, norm 0.1873, swav 0.0000 LR: 8.330e-02 Score 99.087 Data time: 0.0756, Forward time: 0.7719, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1099 [2020-10-18 22:55:55,239][root][INFO] - ===> Epoch[2206](11026/5): Loss -0.7570, Sem 0.0267, dir -0.9790, norm 0.1953, swav 0.0000 LR: 8.330e-02 Score 99.100 Data time: 0.0701, Forward time: 0.7719, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.2784 [2020-10-18 22:55:57,485][root][INFO] - ===> Epoch[2206](11027/5): Loss -0.7474, Sem 0.0281, dir -0.9796, norm 0.2041, swav 0.0000 LR: 8.330e-02 Score 99.115 Data time: 0.0845, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1539 [2020-10-18 22:55:59,752][root][INFO] - ===> Epoch[2206](11028/5): Loss -0.7482, Sem 0.0280, dir -0.9813, norm 0.2050, swav 0.0000 LR: 8.329e-02 Score 99.062 Data time: 0.0548, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1721 [2020-10-18 22:56:02,079][root][INFO] - ===> Epoch[2206](11029/5): Loss -0.7504, Sem 0.0266, dir -0.9806, norm 0.2036, swav 0.0000 LR: 8.329e-02 Score 99.115 Data time: 0.1016, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.2421 [2020-10-18 22:56:04,533][root][INFO] - ===> Epoch[2206](11030/5): Loss -0.7296, Sem 0.0283, dir -0.9772, norm 0.2193, swav 0.0000 LR: 8.329e-02 Score 99.053 Data time: 0.0718, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.3351 [2020-10-18 22:56:06,690][root][INFO] - ===> Epoch[2207](11031/5): Loss -0.7545, Sem 0.0281, dir -0.9789, norm 0.1963, swav 0.0000 LR: 8.329e-02 Score 99.052 Data time: 0.0532, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.0656 [2020-10-18 22:56:08,863][root][INFO] - ===> Epoch[2207](11032/5): Loss -0.7785, Sem 0.0261, dir -0.9800, norm 0.1754, swav 0.0000 LR: 8.329e-02 Score 99.126 Data time: 0.0852, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.1008 [2020-10-18 22:56:10,691][root][INFO] - ===> Epoch[2207](11033/5): Loss -0.7646, Sem 0.0291, dir -0.9783, norm 0.1846, swav 0.0000 LR: 8.329e-02 Score 99.036 Data time: 0.0728, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.7207 [2020-10-18 22:56:12,823][root][INFO] - ===> Epoch[2207](11034/5): Loss -0.7429, Sem 0.0273, dir -0.9766, norm 0.2064, swav 0.0000 LR: 8.329e-02 Score 99.085 Data time: 0.0977, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.0448 [2020-10-18 22:56:14,905][root][INFO] - ===> Epoch[2207](11035/5): Loss -0.7580, Sem 0.0270, dir -0.9794, norm 0.1944, swav 0.0000 LR: 8.328e-02 Score 99.090 Data time: 0.0612, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.9838 [2020-10-18 22:56:17,021][root][INFO] - ===> Epoch[2208](11036/5): Loss -0.7442, Sem 0.0295, dir -0.9765, norm 0.2028, swav 0.0000 LR: 8.328e-02 Score 99.021 Data time: 0.0634, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.0441 [2020-10-18 22:56:19,397][root][INFO] - ===> Epoch[2208](11037/5): Loss -0.7417, Sem 0.0316, dir -0.9779, norm 0.2046, swav 0.0000 LR: 8.328e-02 Score 99.001 Data time: 0.0674, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.2672 [2020-10-18 22:56:22,293][root][INFO] - ===> Epoch[2208](11038/5): Loss -0.7661, Sem 0.0245, dir -0.9786, norm 0.1880, swav 0.0000 LR: 8.328e-02 Score 99.189 Data time: 0.0697, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.7798 [2020-10-18 22:56:24,530][root][INFO] - ===> Epoch[2208](11039/5): Loss -0.7613, Sem 0.0270, dir -0.9796, norm 0.1913, swav 0.0000 LR: 8.328e-02 Score 99.084 Data time: 0.0634, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.1550 [2020-10-18 22:56:26,526][root][INFO] - ===> Epoch[2208](11040/5): Loss -0.7700, Sem 0.0269, dir -0.9790, norm 0.1821, swav 0.0000 LR: 8.328e-02 Score 99.087 Data time: 0.0628, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.8992 [2020-10-18 22:56:28,501][root][INFO] - ===> Epoch[2209](11041/5): Loss -0.7694, Sem 0.0285, dir -0.9809, norm 0.1831, swav 0.0000 LR: 8.327e-02 Score 99.079 Data time: 0.0797, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.8901 [2020-10-18 22:56:30,946][root][INFO] - ===> Epoch[2209](11042/5): Loss -0.7711, Sem 0.0301, dir -0.9790, norm 0.1777, swav 0.0000 LR: 8.327e-02 Score 99.007 Data time: 0.1077, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.3295 [2020-10-18 22:56:33,079][root][INFO] - ===> Epoch[2209](11043/5): Loss -0.7645, Sem 0.0288, dir -0.9805, norm 0.1872, swav 0.0000 LR: 8.327e-02 Score 99.030 Data time: 0.0906, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.0389 [2020-10-18 22:56:35,328][root][INFO] - ===> Epoch[2209](11044/5): Loss -0.7481, Sem 0.0259, dir -0.9766, norm 0.2026, swav 0.0000 LR: 8.327e-02 Score 99.152 Data time: 0.0804, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.1251 [2020-10-18 22:56:37,897][root][INFO] - ===> Epoch[2209](11045/5): Loss -0.7707, Sem 0.0281, dir -0.9812, norm 0.1824, swav 0.0000 LR: 8.327e-02 Score 99.099 Data time: 0.0962, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.4903 [2020-10-18 22:56:39,962][root][INFO] - ===> Epoch[2210](11046/5): Loss -0.7520, Sem 0.0294, dir -0.9804, norm 0.1991, swav 0.0000 LR: 8.327e-02 Score 99.036 Data time: 0.0756, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.9555 [2020-10-18 22:56:42,675][root][INFO] - ===> Epoch[2210](11047/5): Loss -0.7766, Sem 0.0256, dir -0.9807, norm 0.1785, swav 0.0000 LR: 8.327e-02 Score 99.142 Data time: 0.0807, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.6027 [2020-10-18 22:56:45,311][root][INFO] - ===> Epoch[2210](11048/5): Loss -0.7374, Sem 0.0264, dir -0.9764, norm 0.2126, swav 0.0000 LR: 8.326e-02 Score 99.128 Data time: 0.0735, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.5626 [2020-10-18 22:56:47,448][root][INFO] - ===> Epoch[2210](11049/5): Loss -0.7810, Sem 0.0258, dir -0.9808, norm 0.1740, swav 0.0000 LR: 8.326e-02 Score 99.130 Data time: 0.0744, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.0226 [2020-10-18 22:56:49,910][root][INFO] - ===> Epoch[2210](11050/5): Loss -0.7660, Sem 0.0288, dir -0.9794, norm 0.1846, swav 0.0000 LR: 8.326e-02 Score 99.036 Data time: 0.1110, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.3489 [2020-10-18 22:56:51,707][root][INFO] - ===> Epoch[2211](11051/5): Loss -0.7766, Sem 0.0291, dir -0.9799, norm 0.1742, swav 0.0000 LR: 8.326e-02 Score 99.020 Data time: 0.1616, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.6883 [2020-10-18 22:56:54,029][root][INFO] - ===> Epoch[2211](11052/5): Loss -0.7524, Sem 0.0281, dir -0.9774, norm 0.1970, swav 0.0000 LR: 8.326e-02 Score 99.055 Data time: 0.0958, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.2282 [2020-10-18 22:56:56,398][root][INFO] - ===> Epoch[2211](11053/5): Loss -0.7569, Sem 0.0284, dir -0.9771, norm 0.1918, swav 0.0000 LR: 8.326e-02 Score 99.061 Data time: 0.0704, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.2652 [2020-10-18 22:56:59,321][root][INFO] - ===> Epoch[2211](11054/5): Loss -0.7629, Sem 0.0254, dir -0.9791, norm 0.1909, swav 0.0000 LR: 8.326e-02 Score 99.163 Data time: 0.0747, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.8540 [2020-10-18 22:57:01,634][root][INFO] - ===> Epoch[2211](11055/5): Loss -0.7650, Sem 0.0254, dir -0.9804, norm 0.1899, swav 0.0000 LR: 8.325e-02 Score 99.154 Data time: 0.1000, Forward time: 0.7719, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.2241 [2020-10-18 22:57:03,701][root][INFO] - ===> Epoch[2212](11056/5): Loss -0.7638, Sem 0.0290, dir -0.9815, norm 0.1888, swav 0.0000 LR: 8.325e-02 Score 99.077 Data time: 0.0687, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.9485 [2020-10-18 22:57:05,757][root][INFO] - ===> Epoch[2212](11057/5): Loss -0.7620, Sem 0.0294, dir -0.9781, norm 0.1867, swav 0.0000 LR: 8.325e-02 Score 99.009 Data time: 0.0804, Forward time: 0.7719, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.9643 [2020-10-18 22:57:07,833][root][INFO] - ===> Epoch[2212](11058/5): Loss -0.7741, Sem 0.0243, dir -0.9795, norm 0.1811, swav 0.0000 LR: 8.325e-02 Score 99.190 Data time: 0.2043, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.9733 [2020-10-18 22:57:09,984][root][INFO] - ===> Epoch[2212](11059/5): Loss -0.7793, Sem 0.0239, dir -0.9807, norm 0.1775, swav 0.0000 LR: 8.325e-02 Score 99.170 Data time: 0.0876, Forward time: 0.7719, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.0826 [2020-10-18 22:57:13,235][root][INFO] - ===> Epoch[2212](11060/5): Loss -0.7651, Sem 0.0247, dir -0.9802, norm 0.1903, swav 0.0000 LR: 8.325e-02 Score 99.178 Data time: 0.0724, Forward time: 0.7719, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 3.1636 [2020-10-18 22:57:15,217][root][INFO] - ===> Epoch[2213](11061/5): Loss -0.7656, Sem 0.0260, dir -0.9820, norm 0.1904, swav 0.0000 LR: 8.324e-02 Score 99.124 Data time: 0.0832, Forward time: 0.7719, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.9120 [2020-10-18 22:57:18,032][root][INFO] - ===> Epoch[2213](11062/5): Loss -0.7719, Sem 0.0256, dir -0.9806, norm 0.1831, swav 0.0000 LR: 8.324e-02 Score 99.139 Data time: 0.0742, Forward time: 0.7719, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.7080 [2020-10-18 22:57:20,026][root][INFO] - ===> Epoch[2213](11063/5): Loss -0.7769, Sem 0.0281, dir -0.9799, norm 0.1749, swav 0.0000 LR: 8.324e-02 Score 99.047 Data time: 0.0533, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.9151 [2020-10-18 22:57:22,074][root][INFO] - ===> Epoch[2213](11064/5): Loss -0.7547, Sem 0.0309, dir -0.9786, norm 0.1930, swav 0.0000 LR: 8.324e-02 Score 99.001 Data time: 0.1311, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.9717 [2020-10-18 22:57:24,113][root][INFO] - ===> Epoch[2213](11065/5): Loss -0.7571, Sem 0.0271, dir -0.9802, norm 0.1959, swav 0.0000 LR: 8.324e-02 Score 99.101 Data time: 0.0750, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.9506 [2020-10-18 22:57:26,422][root][INFO] - ===> Epoch[2214](11066/5): Loss -0.7789, Sem 0.0260, dir -0.9810, norm 0.1761, swav 0.0000 LR: 8.324e-02 Score 99.146 Data time: 0.0418, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.1845 [2020-10-18 22:57:28,548][root][INFO] - ===> Epoch[2214](11067/5): Loss -0.7640, Sem 0.0252, dir -0.9811, norm 0.1919, swav 0.0000 LR: 8.324e-02 Score 99.177 Data time: 0.0879, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.0422 [2020-10-18 22:57:30,756][root][INFO] - ===> Epoch[2214](11068/5): Loss -0.7658, Sem 0.0278, dir -0.9787, norm 0.1851, swav 0.0000 LR: 8.323e-02 Score 99.070 Data time: 0.0617, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.1041 [2020-10-18 22:57:33,535][root][INFO] - ===> Epoch[2214](11069/5): Loss -0.7490, Sem 0.0293, dir -0.9787, norm 0.2005, swav 0.0000 LR: 8.323e-02 Score 99.042 Data time: 0.0721, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.7070 [2020-10-18 22:57:36,037][root][INFO] - ===> Epoch[2214](11070/5): Loss -0.7715, Sem 0.0247, dir -0.9812, norm 0.1850, swav 0.0000 LR: 8.323e-02 Score 99.177 Data time: 0.0647, Forward time: 0.7718, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.3778 [2020-10-18 22:57:38,369][root][INFO] - ===> Epoch[2215](11071/5): Loss -0.7654, Sem 0.0246, dir -0.9810, norm 0.1910, swav 0.0000 LR: 8.323e-02 Score 99.166 Data time: 0.0747, Forward time: 0.7718, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.2353 [2020-10-18 22:57:40,545][root][INFO] - ===> Epoch[2215](11072/5): Loss -0.7666, Sem 0.0250, dir -0.9808, norm 0.1891, swav 0.0000 LR: 8.323e-02 Score 99.156 Data time: 0.0787, Forward time: 0.7718, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.0551 [2020-10-18 22:57:42,632][root][INFO] - ===> Epoch[2215](11073/5): Loss -0.7667, Sem 0.0248, dir -0.9812, norm 0.1896, swav 0.0000 LR: 8.323e-02 Score 99.155 Data time: 0.0833, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.9729 [2020-10-18 22:57:44,910][root][INFO] - ===> Epoch[2215](11074/5): Loss -0.7724, Sem 0.0253, dir -0.9815, norm 0.1838, swav 0.0000 LR: 8.322e-02 Score 99.159 Data time: 0.0671, Forward time: 0.7718, Backward time: 1.1821, DDP time: 0.0030, Total iter time: 2.1690 [2020-10-18 22:57:46,884][root][INFO] - ===> Epoch[2215](11075/5): Loss -0.7656, Sem 0.0255, dir -0.9803, norm 0.1892, swav 0.0000 LR: 8.322e-02 Score 99.141 Data time: 0.0761, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.8605 [2020-10-18 22:57:49,119][root][INFO] - ===> Epoch[2216](11076/5): Loss -0.7759, Sem 0.0256, dir -0.9802, norm 0.1787, swav 0.0000 LR: 8.322e-02 Score 99.148 Data time: 0.0635, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.1345 [2020-10-18 22:57:51,064][root][INFO] - ===> Epoch[2216](11077/5): Loss -0.7794, Sem 0.0235, dir -0.9812, norm 0.1783, swav 0.0000 LR: 8.322e-02 Score 99.215 Data time: 0.0850, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.8739 [2020-10-18 22:57:53,351][root][INFO] - ===> Epoch[2216](11078/5): Loss -0.7573, Sem 0.0299, dir -0.9772, norm 0.1901, swav 0.0000 LR: 8.322e-02 Score 99.014 Data time: 0.0715, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.1820 [2020-10-18 22:57:55,670][root][INFO] - ===> Epoch[2216](11079/5): Loss -0.7689, Sem 0.0280, dir -0.9805, norm 0.1835, swav 0.0000 LR: 8.322e-02 Score 99.099 Data time: 0.1025, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.2181 [2020-10-18 22:57:57,673][root][INFO] - ===> Epoch[2216](11080/5): Loss -0.7776, Sem 0.0271, dir -0.9808, norm 0.1761, swav 0.0000 LR: 8.322e-02 Score 99.142 Data time: 0.0642, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.8861 [2020-10-18 22:57:59,847][root][INFO] - ===> Epoch[2217](11081/5): Loss -0.7627, Sem 0.0249, dir -0.9790, norm 0.1914, swav 0.0000 LR: 8.321e-02 Score 99.183 Data time: 0.0939, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.0858 [2020-10-18 22:58:01,925][root][INFO] - ===> Epoch[2217](11082/5): Loss -0.7714, Sem 0.0250, dir -0.9808, norm 0.1844, swav 0.0000 LR: 8.321e-02 Score 99.149 Data time: 0.0750, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.9693 [2020-10-18 22:58:03,894][root][INFO] - ===> Epoch[2217](11083/5): Loss -0.7839, Sem 0.0270, dir -0.9793, norm 0.1684, swav 0.0000 LR: 8.321e-02 Score 99.099 Data time: 0.0604, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.8588 [2020-10-18 22:58:05,929][root][INFO] - ===> Epoch[2217](11084/5): Loss -0.7763, Sem 0.0262, dir -0.9805, norm 0.1780, swav 0.0000 LR: 8.321e-02 Score 99.124 Data time: 0.0756, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.9592 [2020-10-18 22:58:08,372][root][INFO] - ===> Epoch[2217](11085/5): Loss -0.7202, Sem 0.0282, dir -0.9797, norm 0.2313, swav 0.0000 LR: 8.321e-02 Score 99.073 Data time: 0.0712, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.3359 [2020-10-18 22:58:10,387][root][INFO] - ===> Epoch[2218](11086/5): Loss -0.7829, Sem 0.0252, dir -0.9807, norm 0.1725, swav 0.0000 LR: 8.321e-02 Score 99.155 Data time: 0.0837, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.9106 [2020-10-18 22:58:12,762][root][INFO] - ===> Epoch[2218](11087/5): Loss -0.7666, Sem 0.0259, dir -0.9801, norm 0.1876, swav 0.0000 LR: 8.320e-02 Score 99.160 Data time: 0.0682, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.2753 [2020-10-18 22:58:15,047][root][INFO] - ===> Epoch[2218](11088/5): Loss -0.7672, Sem 0.0295, dir -0.9784, norm 0.1818, swav 0.0000 LR: 8.320e-02 Score 99.018 Data time: 0.0583, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.1930 [2020-10-18 22:58:17,317][root][INFO] - ===> Epoch[2218](11089/5): Loss -0.7686, Sem 0.0294, dir -0.9790, norm 0.1809, swav 0.0000 LR: 8.320e-02 Score 99.004 Data time: 0.0724, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.1776 [2020-10-18 22:58:20,127][root][INFO] - ===> Epoch[2218](11090/5): Loss -0.7582, Sem 0.0261, dir -0.9797, norm 0.1953, swav 0.0000 LR: 8.320e-02 Score 99.127 Data time: 0.0781, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.6982 [2020-10-18 22:58:22,025][root][INFO] - ===> Epoch[2219](11091/5): Loss -0.7856, Sem 0.0269, dir -0.9819, norm 0.1695, swav 0.0000 LR: 8.320e-02 Score 99.083 Data time: 0.0856, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.7649 [2020-10-18 22:58:24,121][root][INFO] - ===> Epoch[2219](11092/5): Loss -0.7541, Sem 0.0270, dir -0.9788, norm 0.1977, swav 0.0000 LR: 8.320e-02 Score 99.145 Data time: 0.0809, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.9893 [2020-10-18 22:58:26,075][root][INFO] - ===> Epoch[2219](11093/5): Loss -0.7910, Sem 0.0260, dir -0.9796, norm 0.1625, swav 0.0000 LR: 8.320e-02 Score 99.106 Data time: 0.0400, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.8339 [2020-10-18 22:58:28,186][root][INFO] - ===> Epoch[2219](11094/5): Loss -0.7679, Sem 0.0332, dir -0.9778, norm 0.1766, swav 0.0000 LR: 8.319e-02 Score 98.910 Data time: 0.0947, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.0186 [2020-10-18 22:58:30,203][root][INFO] - ===> Epoch[2219](11095/5): Loss -0.7665, Sem 0.0287, dir -0.9769, norm 0.1817, swav 0.0000 LR: 8.319e-02 Score 99.042 Data time: 0.0625, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.8961 [2020-10-18 22:58:32,345][root][INFO] - ===> Epoch[2220](11096/5): Loss -0.7656, Sem 0.0264, dir -0.9799, norm 0.1879, swav 0.0000 LR: 8.319e-02 Score 99.097 Data time: 0.0795, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.0773 [2020-10-18 22:58:34,874][root][INFO] - ===> Epoch[2220](11097/5): Loss -0.7749, Sem 0.0268, dir -0.9807, norm 0.1791, swav 0.0000 LR: 8.319e-02 Score 99.102 Data time: 0.0689, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.4451 [2020-10-18 22:58:36,979][root][INFO] - ===> Epoch[2220](11098/5): Loss -0.7815, Sem 0.0274, dir -0.9811, norm 0.1722, swav 0.0000 LR: 8.319e-02 Score 99.090 Data time: 0.0684, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.0251 [2020-10-18 22:58:39,267][root][INFO] - ===> Epoch[2220](11099/5): Loss -0.7637, Sem 0.0328, dir -0.9797, norm 0.1832, swav 0.0000 LR: 8.319e-02 Score 98.963 Data time: 0.0836, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.1997 [2020-10-18 22:58:41,949][root][INFO] - ===> Epoch[2220](11100/5): Loss -0.7534, Sem 0.0285, dir -0.9791, norm 0.1972, swav 0.0000 LR: 8.318e-02 Score 99.055 Data time: 0.0861, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.5773 [2020-10-18 22:58:43,140][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 22:58:45,129][root][INFO] - ===> Epoch[2221](11101/5): Loss -0.7541, Sem 0.0318, dir -0.9770, norm 0.1912, swav 0.0000 LR: 8.318e-02 Score 98.982 Data time: 0.0850, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 1.8002 [2020-10-18 22:58:47,229][root][INFO] - ===> Epoch[2221](11102/5): Loss -0.7803, Sem 0.0271, dir -0.9815, norm 0.1741, swav 0.0000 LR: 8.318e-02 Score 99.090 Data time: 0.1702, Forward time: 0.7718, Backward time: 1.1820, DDP time: 0.0030, Total iter time: 2.0100 [2020-10-18 22:58:49,282][root][INFO] - ===> Epoch[2221](11103/5): Loss -0.7689, Sem 0.0303, dir -0.9802, norm 0.1810, swav 0.0000 LR: 8.318e-02 Score 99.031 Data time: 0.1360, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.9562 [2020-10-18 22:58:51,383][root][INFO] - ===> Epoch[2221](11104/5): Loss -0.7500, Sem 0.0274, dir -0.9802, norm 0.2028, swav 0.0000 LR: 8.318e-02 Score 99.111 Data time: 0.1056, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.9997 [2020-10-18 22:58:53,564][root][INFO] - ===> Epoch[2221](11105/5): Loss -0.7661, Sem 0.0276, dir -0.9791, norm 0.1854, swav 0.0000 LR: 8.318e-02 Score 99.091 Data time: 0.0780, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.0845 [2020-10-18 22:58:55,535][root][INFO] - ===> Epoch[2222](11106/5): Loss -0.7619, Sem 0.0355, dir -0.9778, norm 0.1804, swav 0.0000 LR: 8.318e-02 Score 98.836 Data time: 0.0704, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.8728 [2020-10-18 22:58:57,799][root][INFO] - ===> Epoch[2222](11107/5): Loss -0.7609, Sem 0.0267, dir -0.9800, norm 0.1924, swav 0.0000 LR: 8.317e-02 Score 99.118 Data time: 0.0618, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.1538 [2020-10-18 22:58:59,846][root][INFO] - ===> Epoch[2222](11108/5): Loss -0.7555, Sem 0.0279, dir -0.9799, norm 0.1965, swav 0.0000 LR: 8.317e-02 Score 99.071 Data time: 0.0686, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.9700 [2020-10-18 22:59:01,993][root][INFO] - ===> Epoch[2222](11109/5): Loss -0.7815, Sem 0.0275, dir -0.9794, norm 0.1704, swav 0.0000 LR: 8.317e-02 Score 99.082 Data time: 0.0945, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.0277 [2020-10-18 22:59:04,297][root][INFO] - ===> Epoch[2222](11110/5): Loss -0.7696, Sem 0.0265, dir -0.9802, norm 0.1841, swav 0.0000 LR: 8.317e-02 Score 99.102 Data time: 0.0692, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.1946 [2020-10-18 22:59:06,435][root][INFO] - ===> Epoch[2223](11111/5): Loss -0.7696, Sem 0.0289, dir -0.9777, norm 0.1791, swav 0.0000 LR: 8.317e-02 Score 99.027 Data time: 0.0749, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.0421 [2020-10-18 22:59:08,650][root][INFO] - ===> Epoch[2223](11112/5): Loss -0.7571, Sem 0.0278, dir -0.9794, norm 0.1945, swav 0.0000 LR: 8.317e-02 Score 99.088 Data time: 0.0567, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.0998 [2020-10-18 22:59:11,411][root][INFO] - ===> Epoch[2223](11113/5): Loss -0.7639, Sem 0.0285, dir -0.9781, norm 0.1858, swav 0.0000 LR: 8.316e-02 Score 99.059 Data time: 0.1200, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 2.6495 [2020-10-18 22:59:13,277][root][INFO] - ===> Epoch[2223](11114/5): Loss -0.7409, Sem 0.0352, dir -0.9764, norm 0.2003, swav 0.0000 LR: 8.316e-02 Score 98.803 Data time: 0.0765, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.7556 [2020-10-18 22:59:15,096][root][INFO] - ===> Epoch[2223](11115/5): Loss -0.7688, Sem 0.0267, dir -0.9809, norm 0.1855, swav 0.0000 LR: 8.316e-02 Score 99.117 Data time: 0.0776, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.7189 [2020-10-18 22:59:17,146][root][INFO] - ===> Epoch[2224](11116/5): Loss -0.7822, Sem 0.0275, dir -0.9800, norm 0.1702, swav 0.0000 LR: 8.316e-02 Score 99.086 Data time: 0.0490, Forward time: 0.7718, Backward time: 1.1819, DDP time: 0.0030, Total iter time: 1.9173 [2020-10-18 22:59:19,182][root][INFO] - ===> Epoch[2224](11117/5): Loss -0.7531, Sem 0.0277, dir -0.9786, norm 0.1978, swav 0.0000 LR: 8.316e-02 Score 99.074 Data time: 0.0845, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.9336 [2020-10-18 22:59:21,079][root][INFO] - ===> Epoch[2224](11118/5): Loss -0.7540, Sem 0.0309, dir -0.9778, norm 0.1929, swav 0.0000 LR: 8.316e-02 Score 99.006 Data time: 0.1724, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.7815 [2020-10-18 22:59:23,189][root][INFO] - ===> Epoch[2224](11119/5): Loss -0.7453, Sem 0.0306, dir -0.9778, norm 0.2019, swav 0.0000 LR: 8.316e-02 Score 98.996 Data time: 0.0851, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.9830 [2020-10-18 22:59:25,078][root][INFO] - ===> Epoch[2224](11120/5): Loss -0.7814, Sem 0.0246, dir -0.9796, norm 0.1736, swav 0.0000 LR: 8.315e-02 Score 99.171 Data time: 0.0568, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.7549 [2020-10-18 22:59:27,224][root][INFO] - ===> Epoch[2225](11121/5): Loss -0.7708, Sem 0.0277, dir -0.9800, norm 0.1815, swav 0.0000 LR: 8.315e-02 Score 99.069 Data time: 0.1413, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.0803 [2020-10-18 22:59:30,193][root][INFO] - ===> Epoch[2225](11122/5): Loss -0.7385, Sem 0.0277, dir -0.9781, norm 0.2118, swav 0.0000 LR: 8.315e-02 Score 99.098 Data time: 0.0779, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.8651 [2020-10-18 22:59:32,036][root][INFO] - ===> Epoch[2225](11123/5): Loss -0.7626, Sem 0.0305, dir -0.9792, norm 0.1861, swav 0.0000 LR: 8.315e-02 Score 98.963 Data time: 0.0759, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.7508 [2020-10-18 22:59:33,873][root][INFO] - ===> Epoch[2225](11124/5): Loss -0.7620, Sem 0.0313, dir -0.9798, norm 0.1866, swav 0.0000 LR: 8.315e-02 Score 98.999 Data time: 0.0660, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.7512 [2020-10-18 22:59:35,724][root][INFO] - ===> Epoch[2225](11125/5): Loss -0.7577, Sem 0.0310, dir -0.9793, norm 0.1906, swav 0.0000 LR: 8.315e-02 Score 98.961 Data time: 0.0951, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.7426 [2020-10-18 22:59:38,087][root][INFO] - ===> Epoch[2226](11126/5): Loss -0.7698, Sem 0.0264, dir -0.9802, norm 0.1841, swav 0.0000 LR: 8.314e-02 Score 99.120 Data time: 0.0958, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.2693 [2020-10-18 22:59:40,322][root][INFO] - ===> Epoch[2226](11127/5): Loss -0.7792, Sem 0.0277, dir -0.9800, norm 0.1731, swav 0.0000 LR: 8.314e-02 Score 99.068 Data time: 0.0676, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1223 [2020-10-18 22:59:42,663][root][INFO] - ===> Epoch[2226](11128/5): Loss -0.7771, Sem 0.0264, dir -0.9780, norm 0.1744, swav 0.0000 LR: 8.314e-02 Score 99.116 Data time: 0.1637, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.2726 [2020-10-18 22:59:44,845][root][INFO] - ===> Epoch[2226](11129/5): Loss -0.7764, Sem 0.0291, dir -0.9804, norm 0.1750, swav 0.0000 LR: 8.314e-02 Score 99.045 Data time: 0.0960, Forward time: 0.7719, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.0849 [2020-10-18 22:59:47,254][root][INFO] - ===> Epoch[2226](11130/5): Loss -0.7524, Sem 0.0294, dir -0.9787, norm 0.1968, swav 0.0000 LR: 8.314e-02 Score 99.054 Data time: 0.0818, Forward time: 0.7719, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.3004 [2020-10-18 22:59:49,291][root][INFO] - ===> Epoch[2227](11131/5): Loss -0.7798, Sem 0.0295, dir -0.9785, norm 0.1692, swav 0.0000 LR: 8.314e-02 Score 98.995 Data time: 0.0759, Forward time: 0.7719, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.9315 [2020-10-18 22:59:51,481][root][INFO] - ===> Epoch[2227](11132/5): Loss -0.7416, Sem 0.0258, dir -0.9798, norm 0.2124, swav 0.0000 LR: 8.314e-02 Score 99.155 Data time: 0.0843, Forward time: 0.7719, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.0967 [2020-10-18 22:59:53,632][root][INFO] - ===> Epoch[2227](11133/5): Loss -0.7590, Sem 0.0269, dir -0.9792, norm 0.1933, swav 0.0000 LR: 8.313e-02 Score 99.118 Data time: 0.0785, Forward time: 0.7719, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.0337 [2020-10-18 22:59:55,856][root][INFO] - ===> Epoch[2227](11134/5): Loss -0.7553, Sem 0.0284, dir -0.9796, norm 0.1960, swav 0.0000 LR: 8.313e-02 Score 99.058 Data time: 0.0580, Forward time: 0.7719, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1321 [2020-10-18 22:59:57,911][root][INFO] - ===> Epoch[2227](11135/5): Loss -0.7722, Sem 0.0258, dir -0.9805, norm 0.1825, swav 0.0000 LR: 8.313e-02 Score 99.123 Data time: 0.0605, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.9713 [2020-10-18 22:59:59,930][root][INFO] - ===> Epoch[2228](11136/5): Loss -0.7794, Sem 0.0284, dir -0.9817, norm 0.1739, swav 0.0000 LR: 8.313e-02 Score 99.049 Data time: 0.0721, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.9182 [2020-10-18 23:00:02,651][root][INFO] - ===> Epoch[2228](11137/5): Loss -0.7307, Sem 0.0295, dir -0.9759, norm 0.2157, swav 0.0000 LR: 8.313e-02 Score 99.040 Data time: 0.0623, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.6165 [2020-10-18 23:00:04,424][root][INFO] - ===> Epoch[2228](11138/5): Loss -0.7718, Sem 0.0262, dir -0.9797, norm 0.1817, swav 0.0000 LR: 8.313e-02 Score 99.113 Data time: 0.0700, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.6739 [2020-10-18 23:00:06,583][root][INFO] - ===> Epoch[2228](11139/5): Loss -0.7522, Sem 0.0274, dir -0.9784, norm 0.1988, swav 0.0000 LR: 8.312e-02 Score 99.097 Data time: 0.0604, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.0397 [2020-10-18 23:00:08,857][root][INFO] - ===> Epoch[2228](11140/5): Loss -0.7737, Sem 0.0262, dir -0.9790, norm 0.1790, swav 0.0000 LR: 8.312e-02 Score 99.114 Data time: 0.0649, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.1849 [2020-10-18 23:00:11,630][root][INFO] - ===> Epoch[2229](11141/5): Loss -0.7630, Sem 0.0273, dir -0.9804, norm 0.1900, swav 0.0000 LR: 8.312e-02 Score 99.101 Data time: 0.0910, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.6608 [2020-10-18 23:00:14,050][root][INFO] - ===> Epoch[2229](11142/5): Loss -0.7313, Sem 0.0304, dir -0.9778, norm 0.2161, swav 0.0000 LR: 8.312e-02 Score 99.022 Data time: 0.0772, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.3002 [2020-10-18 23:00:16,041][root][INFO] - ===> Epoch[2229](11143/5): Loss -0.7768, Sem 0.0246, dir -0.9810, norm 0.1796, swav 0.0000 LR: 8.312e-02 Score 99.173 Data time: 0.0668, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.8742 [2020-10-18 23:00:18,143][root][INFO] - ===> Epoch[2229](11144/5): Loss -0.7634, Sem 0.0285, dir -0.9796, norm 0.1877, swav 0.0000 LR: 8.312e-02 Score 99.081 Data time: 0.0611, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.0153 [2020-10-18 23:00:20,211][root][INFO] - ===> Epoch[2229](11145/5): Loss -0.7848, Sem 0.0287, dir -0.9805, norm 0.1669, swav 0.0000 LR: 8.312e-02 Score 99.045 Data time: 0.0521, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.9595 [2020-10-18 23:00:22,227][root][INFO] - ===> Epoch[2230](11146/5): Loss -0.7733, Sem 0.0283, dir -0.9807, norm 0.1791, swav 0.0000 LR: 8.311e-02 Score 99.057 Data time: 0.0781, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 1.9362 [2020-10-18 23:00:24,180][root][INFO] - ===> Epoch[2230](11147/5): Loss -0.7780, Sem 0.0266, dir -0.9799, norm 0.1753, swav 0.0000 LR: 8.311e-02 Score 99.102 Data time: 0.1573, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.8380 [2020-10-18 23:00:26,135][root][INFO] - ===> Epoch[2230](11148/5): Loss -0.7676, Sem 0.0259, dir -0.9782, norm 0.1846, swav 0.0000 LR: 8.311e-02 Score 99.124 Data time: 0.0854, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.8343 [2020-10-18 23:00:28,671][root][INFO] - ===> Epoch[2230](11149/5): Loss -0.7461, Sem 0.0302, dir -0.9791, norm 0.2028, swav 0.0000 LR: 8.311e-02 Score 99.006 Data time: 0.0635, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.4161 [2020-10-18 23:00:30,894][root][INFO] - ===> Epoch[2230](11150/5): Loss -0.7812, Sem 0.0255, dir -0.9816, norm 0.1750, swav 0.0000 LR: 8.311e-02 Score 99.170 Data time: 0.0716, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.1030 [2020-10-18 23:00:33,344][root][INFO] - ===> Epoch[2231](11151/5): Loss -0.7721, Sem 0.0290, dir -0.9797, norm 0.1787, swav 0.0000 LR: 8.311e-02 Score 99.025 Data time: 0.0778, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.3317 [2020-10-18 23:00:35,475][root][INFO] - ===> Epoch[2231](11152/5): Loss -0.7692, Sem 0.0296, dir -0.9803, norm 0.1814, swav 0.0000 LR: 8.311e-02 Score 99.026 Data time: 0.0741, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.0113 [2020-10-18 23:00:37,670][root][INFO] - ===> Epoch[2231](11153/5): Loss -0.7612, Sem 0.0247, dir -0.9783, norm 0.1925, swav 0.0000 LR: 8.310e-02 Score 99.219 Data time: 0.0766, Forward time: 0.7718, Backward time: 1.1818, DDP time: 0.0030, Total iter time: 2.0794 [2020-10-18 23:00:39,503][root][INFO] - ===> Epoch[2231](11154/5): Loss -0.7837, Sem 0.0250, dir -0.9802, norm 0.1715, swav 0.0000 LR: 8.310e-02 Score 99.158 Data time: 0.0707, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.7280 [2020-10-18 23:00:41,319][root][INFO] - ===> Epoch[2231](11155/5): Loss -0.7668, Sem 0.0299, dir -0.9795, norm 0.1827, swav 0.0000 LR: 8.310e-02 Score 99.007 Data time: 0.0622, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.7129 [2020-10-18 23:00:43,511][root][INFO] - ===> Epoch[2232](11156/5): Loss -0.7601, Sem 0.0303, dir -0.9800, norm 0.1895, swav 0.0000 LR: 8.310e-02 Score 99.011 Data time: 0.0878, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1090 [2020-10-18 23:00:45,868][root][INFO] - ===> Epoch[2232](11157/5): Loss -0.7617, Sem 0.0289, dir -0.9781, norm 0.1875, swav 0.0000 LR: 8.310e-02 Score 99.049 Data time: 0.0897, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.2581 [2020-10-18 23:00:47,653][root][INFO] - ===> Epoch[2232](11158/5): Loss -0.7668, Sem 0.0280, dir -0.9795, norm 0.1846, swav 0.0000 LR: 8.310e-02 Score 99.054 Data time: 0.0778, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.6757 [2020-10-18 23:00:50,203][root][INFO] - ===> Epoch[2232](11159/5): Loss -0.7767, Sem 0.0253, dir -0.9806, norm 0.1786, swav 0.0000 LR: 8.309e-02 Score 99.166 Data time: 0.0830, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.4494 [2020-10-18 23:00:52,658][root][INFO] - ===> Epoch[2232](11160/5): Loss -0.7766, Sem 0.0227, dir -0.9814, norm 0.1821, swav 0.0000 LR: 8.309e-02 Score 99.234 Data time: 0.0826, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.3392 [2020-10-18 23:00:55,215][root][INFO] - ===> Epoch[2233](11161/5): Loss -0.7750, Sem 0.0275, dir -0.9794, norm 0.1769, swav 0.0000 LR: 8.309e-02 Score 99.106 Data time: 0.1004, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.4336 [2020-10-18 23:00:57,090][root][INFO] - ===> Epoch[2233](11162/5): Loss -0.7875, Sem 0.0280, dir -0.9801, norm 0.1646, swav 0.0000 LR: 8.309e-02 Score 99.062 Data time: 0.0643, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.7488 [2020-10-18 23:00:59,223][root][INFO] - ===> Epoch[2233](11163/5): Loss -0.7690, Sem 0.0288, dir -0.9794, norm 0.1816, swav 0.0000 LR: 8.309e-02 Score 99.023 Data time: 0.0722, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.0388 [2020-10-18 23:01:01,244][root][INFO] - ===> Epoch[2233](11164/5): Loss -0.7809, Sem 0.0259, dir -0.9811, norm 0.1743, swav 0.0000 LR: 8.309e-02 Score 99.149 Data time: 0.0713, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.9178 [2020-10-18 23:01:03,180][root][INFO] - ===> Epoch[2233](11165/5): Loss -0.7735, Sem 0.0272, dir -0.9790, norm 0.1783, swav 0.0000 LR: 8.309e-02 Score 99.091 Data time: 0.0687, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.8259 [2020-10-18 23:01:05,150][root][INFO] - ===> Epoch[2234](11166/5): Loss -0.7668, Sem 0.0279, dir -0.9783, norm 0.1836, swav 0.0000 LR: 8.308e-02 Score 99.076 Data time: 0.0810, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.8843 [2020-10-18 23:01:07,973][root][INFO] - ===> Epoch[2234](11167/5): Loss -0.7726, Sem 0.0260, dir -0.9801, norm 0.1815, swav 0.0000 LR: 8.308e-02 Score 99.149 Data time: 0.1141, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.7100 [2020-10-18 23:01:10,451][root][INFO] - ===> Epoch[2234](11168/5): Loss -0.7823, Sem 0.0275, dir -0.9799, norm 0.1700, swav 0.0000 LR: 8.308e-02 Score 99.086 Data time: 0.1631, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.3687 [2020-10-18 23:01:12,392][root][INFO] - ===> Epoch[2234](11169/5): Loss -0.7827, Sem 0.0278, dir -0.9796, norm 0.1691, swav 0.0000 LR: 8.308e-02 Score 99.066 Data time: 0.0851, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.8311 [2020-10-18 23:01:14,893][root][INFO] - ===> Epoch[2234](11170/5): Loss -0.7788, Sem 0.0246, dir -0.9814, norm 0.1780, swav 0.0000 LR: 8.308e-02 Score 99.202 Data time: 0.0597, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.4030 [2020-10-18 23:01:16,982][root][INFO] - ===> Epoch[2235](11171/5): Loss -0.7745, Sem 0.0275, dir -0.9788, norm 0.1768, swav 0.0000 LR: 8.308e-02 Score 99.068 Data time: 0.0625, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.9796 [2020-10-18 23:01:19,221][root][INFO] - ===> Epoch[2235](11172/5): Loss -0.7869, Sem 0.0238, dir -0.9828, norm 0.1721, swav 0.0000 LR: 8.307e-02 Score 99.217 Data time: 0.1040, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1153 [2020-10-18 23:01:21,641][root][INFO] - ===> Epoch[2235](11173/5): Loss -0.7695, Sem 0.0303, dir -0.9782, norm 0.1785, swav 0.0000 LR: 8.307e-02 Score 99.002 Data time: 0.0558, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.3091 [2020-10-18 23:01:24,024][root][INFO] - ===> Epoch[2235](11174/5): Loss -0.7625, Sem 0.0287, dir -0.9805, norm 0.1893, swav 0.0000 LR: 8.307e-02 Score 99.090 Data time: 0.1065, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.2643 [2020-10-18 23:01:25,956][root][INFO] - ===> Epoch[2235](11175/5): Loss -0.7677, Sem 0.0274, dir -0.9777, norm 0.1825, swav 0.0000 LR: 8.307e-02 Score 99.080 Data time: 0.0674, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.8126 [2020-10-18 23:01:27,990][root][INFO] - ===> Epoch[2236](11176/5): Loss -0.7874, Sem 0.0275, dir -0.9826, norm 0.1676, swav 0.0000 LR: 8.307e-02 Score 99.094 Data time: 0.0856, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.9443 [2020-10-18 23:01:30,257][root][INFO] - ===> Epoch[2236](11177/5): Loss -0.7844, Sem 0.0228, dir -0.9823, norm 0.1751, swav 0.0000 LR: 8.307e-02 Score 99.253 Data time: 0.0775, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1435 [2020-10-18 23:01:32,617][root][INFO] - ===> Epoch[2236](11178/5): Loss -0.7645, Sem 0.0282, dir -0.9787, norm 0.1860, swav 0.0000 LR: 8.307e-02 Score 99.115 Data time: 0.0608, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.2425 [2020-10-18 23:01:34,835][root][INFO] - ===> Epoch[2236](11179/5): Loss -0.7734, Sem 0.0275, dir -0.9798, norm 0.1789, swav 0.0000 LR: 8.306e-02 Score 99.073 Data time: 0.0902, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.1346 [2020-10-18 23:01:37,252][root][INFO] - ===> Epoch[2236](11180/5): Loss -0.7798, Sem 0.0277, dir -0.9808, norm 0.1732, swav 0.0000 LR: 8.306e-02 Score 99.057 Data time: 0.0721, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.3019 [2020-10-18 23:01:39,716][root][INFO] - ===> Epoch[2237](11181/5): Loss -0.7852, Sem 0.0229, dir -0.9806, norm 0.1724, swav 0.0000 LR: 8.306e-02 Score 99.247 Data time: 0.1537, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.3641 [2020-10-18 23:01:41,613][root][INFO] - ===> Epoch[2237](11182/5): Loss -0.7535, Sem 0.0269, dir -0.9802, norm 0.1999, swav 0.0000 LR: 8.306e-02 Score 99.116 Data time: 0.0796, Forward time: 0.7718, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 1.7791 [2020-10-18 23:01:43,528][root][INFO] - ===> Epoch[2237](11183/5): Loss -0.7720, Sem 0.0304, dir -0.9808, norm 0.1783, swav 0.0000 LR: 8.306e-02 Score 99.001 Data time: 0.0703, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.8225 [2020-10-18 23:01:45,742][root][INFO] - ===> Epoch[2237](11184/5): Loss -0.7803, Sem 0.0281, dir -0.9811, norm 0.1726, swav 0.0000 LR: 8.306e-02 Score 99.064 Data time: 0.0654, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1173 [2020-10-18 23:01:47,876][root][INFO] - ===> Epoch[2237](11185/5): Loss -0.7936, Sem 0.0250, dir -0.9805, norm 0.1619, swav 0.0000 LR: 8.305e-02 Score 99.159 Data time: 0.0958, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9931 [2020-10-18 23:01:50,375][root][INFO] - ===> Epoch[2238](11186/5): Loss -0.7642, Sem 0.0255, dir -0.9809, norm 0.1912, swav 0.0000 LR: 8.305e-02 Score 99.154 Data time: 0.0824, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.3906 [2020-10-18 23:01:52,178][root][INFO] - ===> Epoch[2238](11187/5): Loss -0.7676, Sem 0.0309, dir -0.9772, norm 0.1787, swav 0.0000 LR: 8.305e-02 Score 98.972 Data time: 0.0585, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.7218 [2020-10-18 23:01:54,460][root][INFO] - ===> Epoch[2238](11188/5): Loss -0.7629, Sem 0.0286, dir -0.9801, norm 0.1886, swav 0.0000 LR: 8.305e-02 Score 99.081 Data time: 0.0701, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.2057 [2020-10-18 23:01:56,751][root][INFO] - ===> Epoch[2238](11189/5): Loss -0.7802, Sem 0.0242, dir -0.9823, norm 0.1779, swav 0.0000 LR: 8.305e-02 Score 99.177 Data time: 0.0827, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.2040 [2020-10-18 23:01:59,003][root][INFO] - ===> Epoch[2238](11190/5): Loss -0.7498, Sem 0.0323, dir -0.9783, norm 0.1961, swav 0.0000 LR: 8.305e-02 Score 98.945 Data time: 0.0811, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1463 [2020-10-18 23:02:01,628][root][INFO] - ===> Epoch[2239](11191/5): Loss -0.7728, Sem 0.0258, dir -0.9809, norm 0.1823, swav 0.0000 LR: 8.305e-02 Score 99.121 Data time: 0.0805, Forward time: 0.7719, Backward time: 1.1817, DDP time: 0.0030, Total iter time: 2.5224 [2020-10-18 23:02:03,540][root][INFO] - ===> Epoch[2239](11192/5): Loss -0.7826, Sem 0.0259, dir -0.9813, norm 0.1728, swav 0.0000 LR: 8.304e-02 Score 99.145 Data time: 0.0802, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.7942 [2020-10-18 23:02:05,641][root][INFO] - ===> Epoch[2239](11193/5): Loss -0.7597, Sem 0.0299, dir -0.9809, norm 0.1914, swav 0.0000 LR: 8.304e-02 Score 99.017 Data time: 0.0763, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.0034 [2020-10-18 23:02:07,677][root][INFO] - ===> Epoch[2239](11194/5): Loss -0.7718, Sem 0.0266, dir -0.9788, norm 0.1804, swav 0.0000 LR: 8.304e-02 Score 99.112 Data time: 0.0743, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9128 [2020-10-18 23:02:09,967][root][INFO] - ===> Epoch[2239](11195/5): Loss -0.7750, Sem 0.0261, dir -0.9815, norm 0.1804, swav 0.0000 LR: 8.304e-02 Score 99.145 Data time: 0.0736, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1932 [2020-10-18 23:02:12,197][root][INFO] - ===> Epoch[2240](11196/5): Loss -0.7815, Sem 0.0255, dir -0.9802, norm 0.1732, swav 0.0000 LR: 8.304e-02 Score 99.162 Data time: 0.0755, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1522 [2020-10-18 23:02:14,230][root][INFO] - ===> Epoch[2240](11197/5): Loss -0.7582, Sem 0.0295, dir -0.9786, norm 0.1908, swav 0.0000 LR: 8.304e-02 Score 98.998 Data time: 0.0897, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9428 [2020-10-18 23:02:16,558][root][INFO] - ===> Epoch[2240](11198/5): Loss -0.7754, Sem 0.0257, dir -0.9806, norm 0.1794, swav 0.0000 LR: 8.303e-02 Score 99.201 Data time: 0.0789, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.2229 [2020-10-18 23:02:18,502][root][INFO] - ===> Epoch[2240](11199/5): Loss -0.7744, Sem 0.0284, dir -0.9806, norm 0.1778, swav 0.0000 LR: 8.303e-02 Score 99.053 Data time: 0.0635, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.8271 [2020-10-18 23:02:20,696][root][INFO] - ===> Epoch[2240](11200/5): Loss -0.7619, Sem 0.0275, dir -0.9801, norm 0.1907, swav 0.0000 LR: 8.303e-02 Score 99.081 Data time: 0.0782, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1313 [2020-10-18 23:02:22,138][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 23:02:22,299][root][INFO] - ===> Start testing [2020-10-18 23:03:00,212][root][INFO] - 68/68: Data time: 0.0020, Iter time: 0.1083 Loss 0.398 (AVG: 0.530) Score 91.587 (AVG: 90.137) mIOU 68.598 mAP 83.876 mAcc 75.013 IOU: 61.870 0.414 83.220 73.477 93.705 91.997 27.970 78.930 97.122 57.622 82.111 85.405 57.927 mAP: 83.229 25.941 94.462 88.217 98.984 97.159 52.408 95.996 99.719 73.545 93.981 95.134 91.614 mAcc: 79.194 3.920 89.443 82.219 96.149 94.080 30.577 91.019 97.911 63.398 90.269 96.111 60.880 [2020-10-18 23:03:00,214][root][INFO] - Finished test. Elapsed time: 37.9118 [2020-10-18 23:03:03,109][root][INFO] - [2020-10-18 23:03:03,109][root][INFO] - ################################################################ [2020-10-18 23:03:03,109][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 23:03:03,109][root][INFO] - ################################################################ [2020-10-18 23:03:03,109][root][INFO] - clutter : nan nan nan [2020-10-18 23:03:03,109][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 23:03:03,109][root][INFO] - board : 0.769 0.864 0.898 [2020-10-18 23:03:03,109][root][INFO] - bookcase : 0.260 0.388 0.510 [2020-10-18 23:03:03,109][root][INFO] - ceiling : 0.547 0.581 0.680 [2020-10-18 23:03:03,110][root][INFO] - chair : 0.792 0.872 0.887 [2020-10-18 23:03:03,110][root][INFO] - column : 0.160 0.265 0.303 [2020-10-18 23:03:03,110][root][INFO] - door : 0.604 0.790 0.884 [2020-10-18 23:03:03,110][root][INFO] - floor : 0.577 0.577 0.587 [2020-10-18 23:03:03,110][root][INFO] - sofa : 0.329 0.545 0.624 [2020-10-18 23:03:03,110][root][INFO] - table : 0.153 0.320 0.630 [2020-10-18 23:03:03,110][root][INFO] - wall : 0.473 0.676 0.767 [2020-10-18 23:03:03,110][root][INFO] - window : 0.489 0.749 0.787 [2020-10-18 23:03:03,110][root][INFO] - ---------------------------------------------------------------- [2020-10-18 23:03:03,110][root][INFO] - average : 0.430 0.552 0.630 [2020-10-18 23:03:03,110][root][INFO] - [2020-10-18 23:03:03,280][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 23:03:03,281][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-18 23:03:04,815][root][INFO] - ===> Epoch[2241](11201/5): Loss -0.7727, Sem 0.0281, dir -0.9799, norm 0.1791, swav 0.0000 LR: 8.303e-02 Score 99.048 Data time: 0.0428, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.5292 [2020-10-18 23:03:07,205][root][INFO] - ===> Epoch[2241](11202/5): Loss -0.7627, Sem 0.0280, dir -0.9791, norm 0.1884, swav 0.0000 LR: 8.303e-02 Score 99.086 Data time: 0.0486, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.3148 [2020-10-18 23:03:09,125][root][INFO] - ===> Epoch[2241](11203/5): Loss -0.7838, Sem 0.0256, dir -0.9808, norm 0.1714, swav 0.0000 LR: 8.303e-02 Score 99.138 Data time: 0.0639, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.8381 [2020-10-18 23:03:11,039][root][INFO] - ===> Epoch[2241](11204/5): Loss -0.7823, Sem 0.0249, dir -0.9815, norm 0.1742, swav 0.0000 LR: 8.303e-02 Score 99.160 Data time: 0.0647, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.7922 [2020-10-18 23:03:13,440][root][INFO] - ===> Epoch[2241](11205/5): Loss -0.7660, Sem 0.0279, dir -0.9795, norm 0.1856, swav 0.0000 LR: 8.302e-02 Score 99.074 Data time: 0.1479, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.3179 [2020-10-18 23:03:15,660][root][INFO] - ===> Epoch[2242](11206/5): Loss -0.7644, Sem 0.0260, dir -0.9801, norm 0.1897, swav 0.0000 LR: 8.302e-02 Score 99.127 Data time: 0.1051, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1205 [2020-10-18 23:03:17,743][root][INFO] - ===> Epoch[2242](11207/5): Loss -0.7756, Sem 0.0284, dir -0.9801, norm 0.1761, swav 0.0000 LR: 8.302e-02 Score 99.057 Data time: 0.0606, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9731 [2020-10-18 23:03:19,624][root][INFO] - ===> Epoch[2242](11208/5): Loss -0.7732, Sem 0.0255, dir -0.9806, norm 0.1819, swav 0.0000 LR: 8.302e-02 Score 99.148 Data time: 0.0839, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.7779 [2020-10-18 23:03:21,634][root][INFO] - ===> Epoch[2242](11209/5): Loss -0.7669, Sem 0.0248, dir -0.9791, norm 0.1874, swav 0.0000 LR: 8.302e-02 Score 99.171 Data time: 0.0749, Forward time: 0.7718, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.9141 [2020-10-18 23:03:23,929][root][INFO] - ===> Epoch[2242](11210/5): Loss -0.7708, Sem 0.0276, dir -0.9814, norm 0.1830, swav 0.0000 LR: 8.302e-02 Score 99.065 Data time: 0.0954, Forward time: 0.7718, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.1863 [2020-10-18 23:03:27,084][root][INFO] - ===> Epoch[2243](11211/5): Loss -0.7724, Sem 0.0269, dir -0.9803, norm 0.1810, swav 0.0000 LR: 8.301e-02 Score 99.111 Data time: 0.0612, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 3.0319 [2020-10-18 23:03:29,274][root][INFO] - ===> Epoch[2243](11212/5): Loss -0.7511, Sem 0.0280, dir -0.9781, norm 0.1989, swav 0.0000 LR: 8.301e-02 Score 99.059 Data time: 0.1007, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1135 [2020-10-18 23:03:31,941][root][INFO] - ===> Epoch[2243](11213/5): Loss -0.7642, Sem 0.0275, dir -0.9797, norm 0.1880, swav 0.0000 LR: 8.301e-02 Score 99.083 Data time: 0.0923, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.5623 [2020-10-18 23:03:34,115][root][INFO] - ===> Epoch[2243](11214/5): Loss -0.7772, Sem 0.0248, dir -0.9808, norm 0.1788, swav 0.0000 LR: 8.301e-02 Score 99.157 Data time: 0.0745, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.0984 [2020-10-18 23:03:36,308][root][INFO] - ===> Epoch[2243](11215/5): Loss -0.7817, Sem 0.0257, dir -0.9801, norm 0.1727, swav 0.0000 LR: 8.301e-02 Score 99.125 Data time: 0.0640, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1064 [2020-10-18 23:03:38,346][root][INFO] - ===> Epoch[2244](11216/5): Loss -0.7774, Sem 0.0240, dir -0.9807, norm 0.1793, swav 0.0000 LR: 8.301e-02 Score 99.194 Data time: 0.1067, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9745 [2020-10-18 23:03:40,456][root][INFO] - ===> Epoch[2244](11217/5): Loss -0.7711, Sem 0.0252, dir -0.9804, norm 0.1841, swav 0.0000 LR: 8.301e-02 Score 99.175 Data time: 0.0940, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.0220 [2020-10-18 23:03:42,758][root][INFO] - ===> Epoch[2244](11218/5): Loss -0.7558, Sem 0.0307, dir -0.9774, norm 0.1910, swav 0.0000 LR: 8.300e-02 Score 98.978 Data time: 0.3313, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.2014 [2020-10-18 23:03:45,381][root][INFO] - ===> Epoch[2244](11219/5): Loss -0.7693, Sem 0.0259, dir -0.9793, norm 0.1842, swav 0.0000 LR: 8.300e-02 Score 99.145 Data time: 0.1553, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.5415 [2020-10-18 23:03:47,470][root][INFO] - ===> Epoch[2244](11220/5): Loss -0.7807, Sem 0.0259, dir -0.9811, norm 0.1745, swav 0.0000 LR: 8.300e-02 Score 99.131 Data time: 0.0790, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9560 [2020-10-18 23:03:49,463][root][INFO] - ===> Epoch[2245](11221/5): Loss -0.7728, Sem 0.0260, dir -0.9792, norm 0.1803, swav 0.0000 LR: 8.300e-02 Score 99.146 Data time: 0.0686, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9079 [2020-10-18 23:03:51,545][root][INFO] - ===> Epoch[2245](11222/5): Loss -0.7751, Sem 0.0272, dir -0.9809, norm 0.1786, swav 0.0000 LR: 8.300e-02 Score 99.087 Data time: 0.0679, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9970 [2020-10-18 23:03:54,057][root][INFO] - ===> Epoch[2245](11223/5): Loss -0.7674, Sem 0.0283, dir -0.9807, norm 0.1850, swav 0.0000 LR: 8.300e-02 Score 99.058 Data time: 0.0638, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.4227 [2020-10-18 23:03:56,229][root][INFO] - ===> Epoch[2245](11224/5): Loss -0.7808, Sem 0.0267, dir -0.9796, norm 0.1720, swav 0.0000 LR: 8.299e-02 Score 99.100 Data time: 0.0717, Forward time: 0.7718, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.0836 [2020-10-18 23:03:58,066][root][INFO] - ===> Epoch[2245](11225/5): Loss -0.7744, Sem 0.0253, dir -0.9814, norm 0.1817, swav 0.0000 LR: 8.299e-02 Score 99.157 Data time: 0.0698, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.7111 [2020-10-18 23:04:00,817][root][INFO] - ===> Epoch[2246](11226/5): Loss -0.7733, Sem 0.0270, dir -0.9800, norm 0.1797, swav 0.0000 LR: 8.299e-02 Score 99.110 Data time: 0.2402, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.6443 [2020-10-18 23:04:03,448][root][INFO] - ===> Epoch[2246](11227/5): Loss -0.7541, Sem 0.0315, dir -0.9784, norm 0.1928, swav 0.0000 LR: 8.299e-02 Score 99.003 Data time: 0.0634, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.4900 [2020-10-18 23:04:05,361][root][INFO] - ===> Epoch[2246](11228/5): Loss -0.7936, Sem 0.0243, dir -0.9815, norm 0.1636, swav 0.0000 LR: 8.299e-02 Score 99.187 Data time: 0.0673, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.8083 [2020-10-18 23:04:07,778][root][INFO] - ===> Epoch[2246](11229/5): Loss -0.7698, Sem 0.0299, dir -0.9801, norm 0.1805, swav 0.0000 LR: 8.299e-02 Score 99.043 Data time: 0.0728, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.3102 [2020-10-18 23:04:09,586][root][INFO] - ===> Epoch[2246](11230/5): Loss -0.7929, Sem 0.0272, dir -0.9806, norm 0.1605, swav 0.0000 LR: 8.299e-02 Score 99.076 Data time: 0.0762, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.6879 [2020-10-18 23:04:11,861][root][INFO] - ===> Epoch[2247](11231/5): Loss -0.7608, Sem 0.0252, dir -0.9786, norm 0.1925, swav 0.0000 LR: 8.298e-02 Score 99.167 Data time: 0.1819, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.1611 [2020-10-18 23:04:14,244][root][INFO] - ===> Epoch[2247](11232/5): Loss -0.7804, Sem 0.0249, dir -0.9822, norm 0.1770, swav 0.0000 LR: 8.298e-02 Score 99.183 Data time: 0.0890, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.2614 [2020-10-18 23:04:16,366][root][INFO] - ===> Epoch[2247](11233/5): Loss -0.7715, Sem 0.0262, dir -0.9779, norm 0.1802, swav 0.0000 LR: 8.298e-02 Score 99.145 Data time: 0.0855, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.9918 [2020-10-18 23:04:18,415][root][INFO] - ===> Epoch[2247](11234/5): Loss -0.7716, Sem 0.0282, dir -0.9798, norm 0.1799, swav 0.0000 LR: 8.298e-02 Score 99.055 Data time: 0.0625, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.9624 [2020-10-18 23:04:20,907][root][INFO] - ===> Epoch[2247](11235/5): Loss -0.7597, Sem 0.0303, dir -0.9788, norm 0.1888, swav 0.0000 LR: 8.298e-02 Score 99.014 Data time: 0.0557, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.4137 [2020-10-18 23:04:22,942][root][INFO] - ===> Epoch[2248](11236/5): Loss -0.7676, Sem 0.0258, dir -0.9801, norm 0.1866, swav 0.0000 LR: 8.298e-02 Score 99.139 Data time: 0.0738, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.9533 [2020-10-18 23:04:25,188][root][INFO] - ===> Epoch[2248](11237/5): Loss -0.7828, Sem 0.0259, dir -0.9811, norm 0.1724, swav 0.0000 LR: 8.297e-02 Score 99.144 Data time: 0.0896, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.1466 [2020-10-18 23:04:27,677][root][INFO] - ===> Epoch[2248](11238/5): Loss -0.7725, Sem 0.0243, dir -0.9812, norm 0.1844, swav 0.0000 LR: 8.297e-02 Score 99.182 Data time: 0.0654, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.3642 [2020-10-18 23:04:29,794][root][INFO] - ===> Epoch[2248](11239/5): Loss -0.7830, Sem 0.0270, dir -0.9802, norm 0.1702, swav 0.0000 LR: 8.297e-02 Score 99.095 Data time: 0.0717, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.0442 [2020-10-18 23:04:31,840][root][INFO] - ===> Epoch[2248](11240/5): Loss -0.7568, Sem 0.0256, dir -0.9789, norm 0.1965, swav 0.0000 LR: 8.297e-02 Score 99.136 Data time: 0.0943, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.9526 [2020-10-18 23:04:33,860][root][INFO] - ===> Epoch[2249](11241/5): Loss -0.7815, Sem 0.0308, dir -0.9800, norm 0.1678, swav 0.0000 LR: 8.297e-02 Score 98.950 Data time: 0.1944, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.8962 [2020-10-18 23:04:35,843][root][INFO] - ===> Epoch[2249](11242/5): Loss -0.7275, Sem 0.0398, dir -0.9771, norm 0.2098, swav 0.0000 LR: 8.297e-02 Score 98.967 Data time: 0.0865, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.9076 [2020-10-18 23:04:37,941][root][INFO] - ===> Epoch[2249](11243/5): Loss -0.7890, Sem 0.0240, dir -0.9818, norm 0.1687, swav 0.0000 LR: 8.297e-02 Score 99.174 Data time: 0.0675, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.9824 [2020-10-18 23:04:40,341][root][INFO] - ===> Epoch[2249](11244/5): Loss -0.7492, Sem 0.0298, dir -0.9790, norm 0.2000, swav 0.0000 LR: 8.296e-02 Score 98.986 Data time: 0.0781, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.3113 [2020-10-18 23:04:43,057][root][INFO] - ===> Epoch[2249](11245/5): Loss -0.7547, Sem 0.0410, dir -0.9800, norm 0.1844, swav 0.0000 LR: 8.296e-02 Score 98.820 Data time: 0.0661, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.6035 [2020-10-18 23:04:45,178][root][INFO] - ===> Epoch[2250](11246/5): Loss -0.7640, Sem 0.0279, dir -0.9795, norm 0.1876, swav 0.0000 LR: 8.296e-02 Score 99.074 Data time: 0.0932, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.0068 [2020-10-18 23:04:47,719][root][INFO] - ===> Epoch[2250](11247/5): Loss -0.7462, Sem 0.0363, dir -0.9778, norm 0.1953, swav 0.0000 LR: 8.296e-02 Score 98.943 Data time: 0.0912, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.4238 [2020-10-18 23:04:49,986][root][INFO] - ===> Epoch[2250](11248/5): Loss -0.7237, Sem 0.0376, dir -0.9767, norm 0.2155, swav 0.0000 LR: 8.296e-02 Score 98.798 Data time: 0.0647, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.1333 [2020-10-18 23:04:51,858][root][INFO] - ===> Epoch[2250](11249/5): Loss -0.7597, Sem 0.0305, dir -0.9808, norm 0.1905, swav 0.0000 LR: 8.296e-02 Score 99.030 Data time: 0.0677, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.8130 [2020-10-18 23:04:53,736][root][INFO] - ===> Epoch[2250](11250/5): Loss -0.7585, Sem 0.0340, dir -0.9787, norm 0.1863, swav 0.0000 LR: 8.295e-02 Score 98.884 Data time: 0.0724, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.7754 [2020-10-18 23:04:55,783][root][INFO] - ===> Epoch[2251](11251/5): Loss -0.7528, Sem 0.0301, dir -0.9768, norm 0.1939, swav 0.0000 LR: 8.295e-02 Score 98.983 Data time: 0.0771, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.9464 [2020-10-18 23:04:57,677][root][INFO] - ===> Epoch[2251](11252/5): Loss -0.7450, Sem 0.0305, dir -0.9782, norm 0.2027, swav 0.0000 LR: 8.295e-02 Score 99.002 Data time: 0.1403, Forward time: 0.7719, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.7847 [2020-10-18 23:04:59,794][root][INFO] - ===> Epoch[2251](11253/5): Loss -0.7569, Sem 0.0310, dir -0.9781, norm 0.1902, swav 0.0000 LR: 8.295e-02 Score 99.006 Data time: 0.0840, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9976 [2020-10-18 23:05:02,456][root][INFO] - ===> Epoch[2251](11254/5): Loss -0.7455, Sem 0.0300, dir -0.9795, norm 0.2040, swav 0.0000 LR: 8.295e-02 Score 99.018 Data time: 0.0974, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.5542 [2020-10-18 23:05:04,973][root][INFO] - ===> Epoch[2251](11255/5): Loss -0.7529, Sem 0.0326, dir -0.9783, norm 0.1929, swav 0.0000 LR: 8.295e-02 Score 98.899 Data time: 0.0595, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.4300 [2020-10-18 23:05:07,120][root][INFO] - ===> Epoch[2252](11256/5): Loss -0.7633, Sem 0.0278, dir -0.9781, norm 0.1870, swav 0.0000 LR: 8.295e-02 Score 99.079 Data time: 0.0780, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.0610 [2020-10-18 23:05:09,612][root][INFO] - ===> Epoch[2252](11257/5): Loss -0.7702, Sem 0.0277, dir -0.9794, norm 0.1814, swav 0.0000 LR: 8.294e-02 Score 99.073 Data time: 0.0659, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.4066 [2020-10-18 23:05:11,684][root][INFO] - ===> Epoch[2252](11258/5): Loss -0.7667, Sem 0.0344, dir -0.9784, norm 0.1773, swav 0.0000 LR: 8.294e-02 Score 98.896 Data time: 0.0895, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.9900 [2020-10-18 23:05:13,905][root][INFO] - ===> Epoch[2252](11259/5): Loss -0.7600, Sem 0.0313, dir -0.9783, norm 0.1869, swav 0.0000 LR: 8.294e-02 Score 98.937 Data time: 0.0941, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.1122 [2020-10-18 23:05:15,953][root][INFO] - ===> Epoch[2252](11260/5): Loss -0.7694, Sem 0.0291, dir -0.9777, norm 0.1792, swav 0.0000 LR: 8.294e-02 Score 99.032 Data time: 0.1551, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9388 [2020-10-18 23:05:18,344][root][INFO] - ===> Epoch[2253](11261/5): Loss -0.7513, Sem 0.0302, dir -0.9777, norm 0.1962, swav 0.0000 LR: 8.294e-02 Score 98.994 Data time: 0.0949, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.3143 [2020-10-18 23:05:20,274][root][INFO] - ===> Epoch[2253](11262/5): Loss -0.7607, Sem 0.0295, dir -0.9810, norm 0.1908, swav 0.0000 LR: 8.294e-02 Score 99.023 Data time: 0.0675, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.8243 [2020-10-18 23:05:22,279][root][INFO] - ===> Epoch[2253](11263/5): Loss -0.7628, Sem 0.0275, dir -0.9803, norm 0.1901, swav 0.0000 LR: 8.294e-02 Score 99.083 Data time: 0.0814, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9523 [2020-10-18 23:05:24,702][root][INFO] - ===> Epoch[2253](11264/5): Loss -0.7707, Sem 0.0278, dir -0.9799, norm 0.1814, swav 0.0000 LR: 8.293e-02 Score 99.083 Data time: 0.0851, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.3211 [2020-10-18 23:05:26,928][root][INFO] - ===> Epoch[2253](11265/5): Loss -0.7505, Sem 0.0336, dir -0.9789, norm 0.1948, swav 0.0000 LR: 8.293e-02 Score 98.909 Data time: 0.0837, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.1391 [2020-10-18 23:05:28,971][root][INFO] - ===> Epoch[2254](11266/5): Loss -0.7736, Sem 0.0300, dir -0.9790, norm 0.1754, swav 0.0000 LR: 8.293e-02 Score 98.996 Data time: 0.0784, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9666 [2020-10-18 23:05:30,867][root][INFO] - ===> Epoch[2254](11267/5): Loss -0.7349, Sem 0.0322, dir -0.9777, norm 0.2106, swav 0.0000 LR: 8.293e-02 Score 98.923 Data time: 0.0757, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.8386 [2020-10-18 23:05:32,898][root][INFO] - ===> Epoch[2254](11268/5): Loss -0.7635, Sem 0.0365, dir -0.9797, norm 0.1797, swav 0.0000 LR: 8.293e-02 Score 98.808 Data time: 0.0510, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9395 [2020-10-18 23:05:35,172][root][INFO] - ===> Epoch[2254](11269/5): Loss -0.7614, Sem 0.0316, dir -0.9804, norm 0.1873, swav 0.0000 LR: 8.293e-02 Score 98.963 Data time: 0.0784, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.2356 [2020-10-18 23:05:38,176][root][INFO] - ===> Epoch[2254](11270/5): Loss -0.7554, Sem 0.0301, dir -0.9773, norm 0.1917, swav 0.0000 LR: 8.292e-02 Score 99.034 Data time: 0.0702, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.9150 [2020-10-18 23:05:40,419][root][INFO] - ===> Epoch[2255](11271/5): Loss -0.7543, Sem 0.0289, dir -0.9785, norm 0.1952, swav 0.0000 LR: 8.292e-02 Score 99.021 Data time: 0.0970, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.1387 [2020-10-18 23:05:42,996][root][INFO] - ===> Epoch[2255](11272/5): Loss -0.7303, Sem 0.0308, dir -0.9781, norm 0.2169, swav 0.0000 LR: 8.292e-02 Score 98.993 Data time: 0.0765, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.4566 [2020-10-18 23:05:45,337][root][INFO] - ===> Epoch[2255](11273/5): Loss -0.7671, Sem 0.0320, dir -0.9777, norm 0.1786, swav 0.0000 LR: 8.292e-02 Score 98.928 Data time: 0.0674, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.2481 [2020-10-18 23:05:47,440][root][INFO] - ===> Epoch[2255](11274/5): Loss -0.7355, Sem 0.0367, dir -0.9791, norm 0.2069, swav 0.0000 LR: 8.292e-02 Score 98.823 Data time: 0.0658, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.0222 [2020-10-18 23:05:49,233][root][INFO] - ===> Epoch[2255](11275/5): Loss -0.7524, Sem 0.0274, dir -0.9785, norm 0.1987, swav 0.0000 LR: 8.292e-02 Score 99.098 Data time: 0.0775, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.7042 [2020-10-18 23:05:51,484][root][INFO] - ===> Epoch[2256](11276/5): Loss -0.7539, Sem 0.0260, dir -0.9807, norm 0.2008, swav 0.0000 LR: 8.292e-02 Score 99.129 Data time: 0.0834, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.1478 [2020-10-18 23:05:53,746][root][INFO] - ===> Epoch[2256](11277/5): Loss -0.7401, Sem 0.0347, dir -0.9772, norm 0.2024, swav 0.0000 LR: 8.291e-02 Score 98.862 Data time: 0.0836, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.1316 [2020-10-18 23:05:55,931][root][INFO] - ===> Epoch[2256](11278/5): Loss -0.7413, Sem 0.0351, dir -0.9777, norm 0.2013, swav 0.0000 LR: 8.291e-02 Score 98.879 Data time: 0.0793, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.0725 [2020-10-18 23:05:57,922][root][INFO] - ===> Epoch[2256](11279/5): Loss -0.7733, Sem 0.0293, dir -0.9807, norm 0.1781, swav 0.0000 LR: 8.291e-02 Score 99.036 Data time: 0.0612, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.8608 [2020-10-18 23:05:59,826][root][INFO] - ===> Epoch[2256](11280/5): Loss -0.7512, Sem 0.0317, dir -0.9793, norm 0.1965, swav 0.0000 LR: 8.291e-02 Score 98.931 Data time: 0.1124, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.8324 [2020-10-18 23:06:02,143][root][INFO] - ===> Epoch[2257](11281/5): Loss -0.7458, Sem 0.0307, dir -0.9788, norm 0.2023, swav 0.0000 LR: 8.291e-02 Score 98.986 Data time: 0.0843, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.1989 [2020-10-18 23:06:04,908][root][INFO] - ===> Epoch[2257](11282/5): Loss -0.7582, Sem 0.0301, dir -0.9786, norm 0.1903, swav 0.0000 LR: 8.291e-02 Score 98.972 Data time: 0.1096, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.6372 [2020-10-18 23:06:07,109][root][INFO] - ===> Epoch[2257](11283/5): Loss -0.7650, Sem 0.0263, dir -0.9810, norm 0.1896, swav 0.0000 LR: 8.290e-02 Score 99.115 Data time: 0.1032, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.0697 [2020-10-18 23:06:09,975][root][INFO] - ===> Epoch[2257](11284/5): Loss -0.7512, Sem 0.0305, dir -0.9759, norm 0.1943, swav 0.0000 LR: 8.290e-02 Score 98.994 Data time: 0.0650, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.7730 [2020-10-18 23:06:12,226][root][INFO] - ===> Epoch[2257](11285/5): Loss -0.7378, Sem 0.0302, dir -0.9788, norm 0.2108, swav 0.0000 LR: 8.290e-02 Score 99.029 Data time: 0.0642, Forward time: 0.7721, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.1687 [2020-10-18 23:06:14,989][root][INFO] - ===> Epoch[2258](11286/5): Loss -0.7618, Sem 0.0307, dir -0.9791, norm 0.1866, swav 0.0000 LR: 8.290e-02 Score 98.986 Data time: 0.0894, Forward time: 0.7721, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.6906 [2020-10-18 23:06:17,091][root][INFO] - ===> Epoch[2258](11287/5): Loss -0.7633, Sem 0.0290, dir -0.9787, norm 0.1863, swav 0.0000 LR: 8.290e-02 Score 99.026 Data time: 0.0682, Forward time: 0.7721, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.9615 [2020-10-18 23:06:19,061][root][INFO] - ===> Epoch[2258](11288/5): Loss -0.7546, Sem 0.0273, dir -0.9791, norm 0.1972, swav 0.0000 LR: 8.290e-02 Score 99.093 Data time: 0.0585, Forward time: 0.7721, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.8655 [2020-10-18 23:06:20,882][root][INFO] - ===> Epoch[2258](11289/5): Loss -0.7737, Sem 0.0276, dir -0.9785, norm 0.1772, swav 0.0000 LR: 8.290e-02 Score 99.094 Data time: 0.0796, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.7368 [2020-10-18 23:06:22,850][root][INFO] - ===> Epoch[2258](11290/5): Loss -0.7693, Sem 0.0309, dir -0.9788, norm 0.1786, swav 0.0000 LR: 8.289e-02 Score 98.945 Data time: 0.0775, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.8443 [2020-10-18 23:06:25,158][root][INFO] - ===> Epoch[2259](11291/5): Loss -0.7570, Sem 0.0290, dir -0.9794, norm 0.1934, swav 0.0000 LR: 8.289e-02 Score 99.065 Data time: 0.0738, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.2129 [2020-10-18 23:06:27,384][root][INFO] - ===> Epoch[2259](11292/5): Loss -0.7583, Sem 0.0276, dir -0.9777, norm 0.1917, swav 0.0000 LR: 8.289e-02 Score 99.077 Data time: 0.0927, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.1096 [2020-10-18 23:06:29,765][root][INFO] - ===> Epoch[2259](11293/5): Loss -0.7628, Sem 0.0328, dir -0.9785, norm 0.1830, swav 0.0000 LR: 8.289e-02 Score 98.917 Data time: 0.0698, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.2643 [2020-10-18 23:06:32,257][root][INFO] - ===> Epoch[2259](11294/5): Loss -0.7572, Sem 0.0309, dir -0.9801, norm 0.1920, swav 0.0000 LR: 8.289e-02 Score 98.981 Data time: 0.0753, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.4155 [2020-10-18 23:06:34,709][root][INFO] - ===> Epoch[2259](11295/5): Loss -0.7732, Sem 0.0258, dir -0.9803, norm 0.1814, swav 0.0000 LR: 8.289e-02 Score 99.151 Data time: 0.0635, Forward time: 0.7721, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.3525 [2020-10-18 23:06:36,743][root][INFO] - ===> Epoch[2260](11296/5): Loss -0.7648, Sem 0.0247, dir -0.9800, norm 0.1905, swav 0.0000 LR: 8.288e-02 Score 99.176 Data time: 0.1081, Forward time: 0.7721, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.9421 [2020-10-18 23:06:38,658][root][INFO] - ===> Epoch[2260](11297/5): Loss -0.7677, Sem 0.0294, dir -0.9787, norm 0.1816, swav 0.0000 LR: 8.288e-02 Score 99.014 Data time: 0.0709, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.8125 [2020-10-18 23:06:40,758][root][INFO] - ===> Epoch[2260](11298/5): Loss -0.7805, Sem 0.0260, dir -0.9811, norm 0.1745, swav 0.0000 LR: 8.288e-02 Score 99.124 Data time: 0.0710, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.0066 [2020-10-18 23:06:42,581][root][INFO] - ===> Epoch[2260](11299/5): Loss -0.7646, Sem 0.0272, dir -0.9793, norm 0.1875, swav 0.0000 LR: 8.288e-02 Score 99.089 Data time: 0.0568, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.7003 [2020-10-18 23:06:45,070][root][INFO] - ===> Epoch[2260](11300/5): Loss -0.7605, Sem 0.0269, dir -0.9785, norm 0.1911, swav 0.0000 LR: 8.288e-02 Score 99.113 Data time: 0.1083, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.3925 [2020-10-18 23:06:46,092][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 23:06:48,062][root][INFO] - ===> Epoch[2261](11301/5): Loss -0.7544, Sem 0.0299, dir -0.9786, norm 0.1944, swav 0.0000 LR: 8.288e-02 Score 98.981 Data time: 0.0808, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.7819 [2020-10-18 23:06:49,878][root][INFO] - ===> Epoch[2261](11302/5): Loss -0.7720, Sem 0.0306, dir -0.9791, norm 0.1764, swav 0.0000 LR: 8.288e-02 Score 98.975 Data time: 0.1692, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.7022 [2020-10-18 23:06:52,212][root][INFO] - ===> Epoch[2261](11303/5): Loss -0.7362, Sem 0.0284, dir -0.9781, norm 0.2136, swav 0.0000 LR: 8.287e-02 Score 99.043 Data time: 0.0940, Forward time: 0.7721, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.2456 [2020-10-18 23:06:54,339][root][INFO] - ===> Epoch[2261](11304/5): Loss -0.7621, Sem 0.0277, dir -0.9798, norm 0.1900, swav 0.0000 LR: 8.287e-02 Score 99.064 Data time: 0.0505, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9886 [2020-10-18 23:06:56,815][root][INFO] - ===> Epoch[2261](11305/5): Loss -0.7586, Sem 0.0241, dir -0.9802, norm 0.1975, swav 0.0000 LR: 8.287e-02 Score 99.191 Data time: 0.0600, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.3893 [2020-10-18 23:06:59,336][root][INFO] - ===> Epoch[2262](11306/5): Loss -0.7657, Sem 0.0269, dir -0.9799, norm 0.1873, swav 0.0000 LR: 8.287e-02 Score 99.103 Data time: 0.0943, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.4076 [2020-10-18 23:07:01,461][root][INFO] - ===> Epoch[2262](11307/5): Loss -0.7420, Sem 0.0283, dir -0.9766, norm 0.2062, swav 0.0000 LR: 8.287e-02 Score 99.047 Data time: 0.0889, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9906 [2020-10-18 23:07:03,515][root][INFO] - ===> Epoch[2262](11308/5): Loss -0.7571, Sem 0.0249, dir -0.9796, norm 0.1977, swav 0.0000 LR: 8.287e-02 Score 99.180 Data time: 0.0706, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9535 [2020-10-18 23:07:05,697][root][INFO] - ===> Epoch[2262](11309/5): Loss -0.7633, Sem 0.0301, dir -0.9781, norm 0.1847, swav 0.0000 LR: 8.286e-02 Score 99.000 Data time: 0.0799, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.0976 [2020-10-18 23:07:07,830][root][INFO] - ===> Epoch[2262](11310/5): Loss -0.7689, Sem 0.0269, dir -0.9810, norm 0.1852, swav 0.0000 LR: 8.286e-02 Score 99.096 Data time: 0.1049, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.0317 [2020-10-18 23:07:10,049][root][INFO] - ===> Epoch[2263](11311/5): Loss -0.7503, Sem 0.0250, dir -0.9798, norm 0.2045, swav 0.0000 LR: 8.286e-02 Score 99.185 Data time: 0.0696, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.1128 [2020-10-18 23:07:12,314][root][INFO] - ===> Epoch[2263](11312/5): Loss -0.7486, Sem 0.0276, dir -0.9785, norm 0.2023, swav 0.0000 LR: 8.286e-02 Score 99.076 Data time: 0.0700, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.1692 [2020-10-18 23:07:14,241][root][INFO] - ===> Epoch[2263](11313/5): Loss -0.7539, Sem 0.0327, dir -0.9763, norm 0.1897, swav 0.0000 LR: 8.286e-02 Score 98.942 Data time: 0.0612, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.8190 [2020-10-18 23:07:16,837][root][INFO] - ===> Epoch[2263](11314/5): Loss -0.7580, Sem 0.0233, dir -0.9820, norm 0.2007, swav 0.0000 LR: 8.286e-02 Score 99.223 Data time: 0.0739, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.5080 [2020-10-18 23:07:18,819][root][INFO] - ===> Epoch[2263](11315/5): Loss -0.7518, Sem 0.0291, dir -0.9782, norm 0.1973, swav 0.0000 LR: 8.286e-02 Score 99.052 Data time: 0.0671, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.8705 [2020-10-18 23:07:21,119][root][INFO] - ===> Epoch[2264](11316/5): Loss -0.7532, Sem 0.0314, dir -0.9791, norm 0.1945, swav 0.0000 LR: 8.285e-02 Score 98.998 Data time: 0.0966, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.2048 [2020-10-18 23:07:23,045][root][INFO] - ===> Epoch[2264](11317/5): Loss -0.7659, Sem 0.0276, dir -0.9805, norm 0.1869, swav 0.0000 LR: 8.285e-02 Score 99.068 Data time: 0.0747, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.8157 [2020-10-18 23:07:25,090][root][INFO] - ===> Epoch[2264](11318/5): Loss -0.7639, Sem 0.0282, dir -0.9786, norm 0.1865, swav 0.0000 LR: 8.285e-02 Score 99.068 Data time: 0.0965, Forward time: 0.7721, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 1.9436 [2020-10-18 23:07:27,444][root][INFO] - ===> Epoch[2264](11319/5): Loss -0.7641, Sem 0.0248, dir -0.9795, norm 0.1906, swav 0.0000 LR: 8.285e-02 Score 99.166 Data time: 0.1139, Forward time: 0.7721, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.2394 [2020-10-18 23:07:29,923][root][INFO] - ===> Epoch[2264](11320/5): Loss -0.7800, Sem 0.0268, dir -0.9812, norm 0.1743, swav 0.0000 LR: 8.285e-02 Score 99.105 Data time: 0.0651, Forward time: 0.7721, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.3675 [2020-10-18 23:07:31,688][root][INFO] - ===> Epoch[2265](11321/5): Loss -0.7738, Sem 0.0270, dir -0.9806, norm 0.1798, swav 0.0000 LR: 8.285e-02 Score 99.107 Data time: 0.0663, Forward time: 0.7721, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 1.6390 [2020-10-18 23:07:33,821][root][INFO] - ===> Epoch[2265](11322/5): Loss -0.7576, Sem 0.0269, dir -0.9797, norm 0.1952, swav 0.0000 LR: 8.284e-02 Score 99.107 Data time: 0.0740, Forward time: 0.7721, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.0643 [2020-10-18 23:07:36,354][root][INFO] - ===> Epoch[2265](11323/5): Loss -0.7430, Sem 0.0298, dir -0.9776, norm 0.2048, swav 0.0000 LR: 8.284e-02 Score 99.030 Data time: 0.0858, Forward time: 0.7721, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.4124 [2020-10-18 23:07:39,339][root][INFO] - ===> Epoch[2265](11324/5): Loss -0.7784, Sem 0.0271, dir -0.9811, norm 0.1757, swav 0.0000 LR: 8.284e-02 Score 99.091 Data time: 0.0738, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.8938 [2020-10-18 23:07:41,770][root][INFO] - ===> Epoch[2265](11325/5): Loss -0.7785, Sem 0.0245, dir -0.9815, norm 0.1785, swav 0.0000 LR: 8.284e-02 Score 99.195 Data time: 0.0789, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.3221 [2020-10-18 23:07:43,827][root][INFO] - ===> Epoch[2266](11326/5): Loss -0.7591, Sem 0.0283, dir -0.9793, norm 0.1919, swav 0.0000 LR: 8.284e-02 Score 99.058 Data time: 0.0630, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9458 [2020-10-18 23:07:45,869][root][INFO] - ===> Epoch[2266](11327/5): Loss -0.7574, Sem 0.0287, dir -0.9782, norm 0.1921, swav 0.0000 LR: 8.284e-02 Score 99.036 Data time: 0.0644, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9653 [2020-10-18 23:07:48,174][root][INFO] - ===> Epoch[2266](11328/5): Loss -0.7743, Sem 0.0263, dir -0.9818, norm 0.1813, swav 0.0000 LR: 8.284e-02 Score 99.102 Data time: 0.0756, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.2110 [2020-10-18 23:07:49,964][root][INFO] - ===> Epoch[2266](11329/5): Loss -0.7521, Sem 0.0307, dir -0.9783, norm 0.1956, swav 0.0000 LR: 8.283e-02 Score 98.994 Data time: 0.0615, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.6923 [2020-10-18 23:07:52,247][root][INFO] - ===> Epoch[2266](11330/5): Loss -0.7763, Sem 0.0272, dir -0.9806, norm 0.1772, swav 0.0000 LR: 8.283e-02 Score 99.128 Data time: 0.0460, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.1913 [2020-10-18 23:07:54,309][root][INFO] - ===> Epoch[2267](11331/5): Loss -0.7498, Sem 0.0280, dir -0.9769, norm 0.1991, swav 0.0000 LR: 8.283e-02 Score 99.084 Data time: 0.0856, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9987 [2020-10-18 23:07:56,371][root][INFO] - ===> Epoch[2267](11332/5): Loss -0.7708, Sem 0.0266, dir -0.9803, norm 0.1829, swav 0.0000 LR: 8.283e-02 Score 99.097 Data time: 0.0720, Forward time: 0.7721, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9547 [2020-10-18 23:07:58,426][root][INFO] - ===> Epoch[2267](11333/5): Loss -0.7730, Sem 0.0251, dir -0.9799, norm 0.1818, swav 0.0000 LR: 8.283e-02 Score 99.167 Data time: 0.0668, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9557 [2020-10-18 23:08:00,981][root][INFO] - ===> Epoch[2267](11334/5): Loss -0.7713, Sem 0.0250, dir -0.9810, norm 0.1847, swav 0.0000 LR: 8.283e-02 Score 99.156 Data time: 0.0684, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.4614 [2020-10-18 23:08:03,090][root][INFO] - ===> Epoch[2267](11335/5): Loss -0.7639, Sem 0.0249, dir -0.9805, norm 0.1917, swav 0.0000 LR: 8.282e-02 Score 99.162 Data time: 0.0790, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9936 [2020-10-18 23:08:04,958][root][INFO] - ===> Epoch[2268](11336/5): Loss -0.7606, Sem 0.0279, dir -0.9786, norm 0.1901, swav 0.0000 LR: 8.282e-02 Score 99.057 Data time: 0.0657, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.7585 [2020-10-18 23:08:06,913][root][INFO] - ===> Epoch[2268](11337/5): Loss -0.7527, Sem 0.0271, dir -0.9799, norm 0.2001, swav 0.0000 LR: 8.282e-02 Score 99.095 Data time: 0.0564, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.8508 [2020-10-18 23:08:09,365][root][INFO] - ===> Epoch[2268](11338/5): Loss -0.7465, Sem 0.0286, dir -0.9773, norm 0.2022, swav 0.0000 LR: 8.282e-02 Score 99.040 Data time: 0.0810, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.3333 [2020-10-18 23:08:11,455][root][INFO] - ===> Epoch[2268](11339/5): Loss -0.7679, Sem 0.0247, dir -0.9806, norm 0.1880, swav 0.0000 LR: 8.282e-02 Score 99.172 Data time: 0.0683, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9496 [2020-10-18 23:08:13,879][root][INFO] - ===> Epoch[2268](11340/5): Loss -0.7668, Sem 0.0263, dir -0.9813, norm 0.1882, swav 0.0000 LR: 8.282e-02 Score 99.129 Data time: 0.0607, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.3312 [2020-10-18 23:08:15,911][root][INFO] - ===> Epoch[2269](11341/5): Loss -0.7840, Sem 0.0258, dir -0.9800, norm 0.1702, swav 0.0000 LR: 8.282e-02 Score 99.130 Data time: 0.0784, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9489 [2020-10-18 23:08:18,041][root][INFO] - ===> Epoch[2269](11342/5): Loss -0.7722, Sem 0.0280, dir -0.9800, norm 0.1798, swav 0.0000 LR: 8.281e-02 Score 99.050 Data time: 0.0776, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.0156 [2020-10-18 23:08:20,048][root][INFO] - ===> Epoch[2269](11343/5): Loss -0.7733, Sem 0.0243, dir -0.9798, norm 0.1821, swav 0.0000 LR: 8.281e-02 Score 99.196 Data time: 0.0742, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9020 [2020-10-18 23:08:22,318][root][INFO] - ===> Epoch[2269](11344/5): Loss -0.7629, Sem 0.0275, dir -0.9791, norm 0.1887, swav 0.0000 LR: 8.281e-02 Score 99.090 Data time: 0.0692, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.1670 [2020-10-18 23:08:24,558][root][INFO] - ===> Epoch[2269](11345/5): Loss -0.7566, Sem 0.0246, dir -0.9789, norm 0.1977, swav 0.0000 LR: 8.281e-02 Score 99.178 Data time: 0.0798, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.1465 [2020-10-18 23:08:26,758][root][INFO] - ===> Epoch[2270](11346/5): Loss -0.7526, Sem 0.0291, dir -0.9792, norm 0.1975, swav 0.0000 LR: 8.281e-02 Score 99.006 Data time: 0.0739, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.0729 [2020-10-18 23:08:29,345][root][INFO] - ===> Epoch[2270](11347/5): Loss -0.7614, Sem 0.0233, dir -0.9807, norm 0.1960, swav 0.0000 LR: 8.281e-02 Score 99.239 Data time: 0.0829, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.4891 [2020-10-18 23:08:31,342][root][INFO] - ===> Epoch[2270](11348/5): Loss -0.7689, Sem 0.0254, dir -0.9807, norm 0.1865, swav 0.0000 LR: 8.280e-02 Score 99.159 Data time: 0.0685, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.8773 [2020-10-18 23:08:33,779][root][INFO] - ===> Epoch[2270](11349/5): Loss -0.7525, Sem 0.0273, dir -0.9786, norm 0.1987, swav 0.0000 LR: 8.280e-02 Score 99.105 Data time: 0.0868, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.3366 [2020-10-18 23:08:36,058][root][INFO] - ===> Epoch[2270](11350/5): Loss -0.7703, Sem 0.0261, dir -0.9793, norm 0.1829, swav 0.0000 LR: 8.280e-02 Score 99.127 Data time: 0.0708, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.1582 [2020-10-18 23:08:38,170][root][INFO] - ===> Epoch[2271](11351/5): Loss -0.7372, Sem 0.0265, dir -0.9781, norm 0.2144, swav 0.0000 LR: 8.280e-02 Score 99.118 Data time: 0.0776, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.0204 [2020-10-18 23:08:40,069][root][INFO] - ===> Epoch[2271](11352/5): Loss -0.7818, Sem 0.0252, dir -0.9818, norm 0.1747, swav 0.0000 LR: 8.280e-02 Score 99.161 Data time: 0.0800, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.7975 [2020-10-18 23:08:42,657][root][INFO] - ===> Epoch[2271](11353/5): Loss -0.7681, Sem 0.0287, dir -0.9780, norm 0.1813, swav 0.0000 LR: 8.280e-02 Score 99.027 Data time: 0.0778, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.4638 [2020-10-18 23:08:45,337][root][INFO] - ===> Epoch[2271](11354/5): Loss -0.7435, Sem 0.0272, dir -0.9784, norm 0.2077, swav 0.0000 LR: 8.280e-02 Score 99.117 Data time: 0.1089, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.5897 [2020-10-18 23:08:47,586][root][INFO] - ===> Epoch[2271](11355/5): Loss -0.7620, Sem 0.0258, dir -0.9795, norm 0.1916, swav 0.0000 LR: 8.279e-02 Score 99.130 Data time: 0.1012, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.1441 [2020-10-18 23:08:49,824][root][INFO] - ===> Epoch[2272](11356/5): Loss -0.7751, Sem 0.0260, dir -0.9813, norm 0.1803, swav 0.0000 LR: 8.279e-02 Score 99.124 Data time: 0.0818, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.1294 [2020-10-18 23:08:52,143][root][INFO] - ===> Epoch[2272](11357/5): Loss -0.7582, Sem 0.0260, dir -0.9775, norm 0.1933, swav 0.0000 LR: 8.279e-02 Score 99.131 Data time: 0.0728, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.2120 [2020-10-18 23:08:54,009][root][INFO] - ===> Epoch[2272](11358/5): Loss -0.7630, Sem 0.0290, dir -0.9787, norm 0.1867, swav 0.0000 LR: 8.279e-02 Score 99.010 Data time: 0.0686, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.7590 [2020-10-18 23:08:56,146][root][INFO] - ===> Epoch[2272](11359/5): Loss -0.7705, Sem 0.0252, dir -0.9810, norm 0.1853, swav 0.0000 LR: 8.279e-02 Score 99.178 Data time: 0.0723, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.0460 [2020-10-18 23:08:58,805][root][INFO] - ===> Epoch[2272](11360/5): Loss -0.7612, Sem 0.0267, dir -0.9792, norm 0.1913, swav 0.0000 LR: 8.279e-02 Score 99.121 Data time: 0.0782, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.5542 [2020-10-18 23:09:01,002][root][INFO] - ===> Epoch[2273](11361/5): Loss -0.7434, Sem 0.0277, dir -0.9778, norm 0.2067, swav 0.0000 LR: 8.278e-02 Score 99.067 Data time: 0.0773, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.0891 [2020-10-18 23:09:03,049][root][INFO] - ===> Epoch[2273](11362/5): Loss -0.7672, Sem 0.0277, dir -0.9786, norm 0.1838, swav 0.0000 LR: 8.278e-02 Score 99.064 Data time: 0.0927, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9590 [2020-10-18 23:09:05,526][root][INFO] - ===> Epoch[2273](11363/5): Loss -0.7641, Sem 0.0236, dir -0.9805, norm 0.1928, swav 0.0000 LR: 8.278e-02 Score 99.218 Data time: 0.0536, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.3768 [2020-10-18 23:09:07,248][root][INFO] - ===> Epoch[2273](11364/5): Loss -0.7727, Sem 0.0250, dir -0.9810, norm 0.1833, swav 0.0000 LR: 8.278e-02 Score 99.172 Data time: 0.0484, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.6592 [2020-10-18 23:09:09,422][root][INFO] - ===> Epoch[2273](11365/5): Loss -0.7682, Sem 0.0260, dir -0.9808, norm 0.1865, swav 0.0000 LR: 8.278e-02 Score 99.123 Data time: 0.0657, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.0909 [2020-10-18 23:09:12,455][root][INFO] - ===> Epoch[2274](11366/5): Loss -0.7645, Sem 0.0279, dir -0.9789, norm 0.1865, swav 0.0000 LR: 8.278e-02 Score 99.065 Data time: 0.0809, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.9441 [2020-10-18 23:09:14,831][root][INFO] - ===> Epoch[2274](11367/5): Loss -0.7643, Sem 0.0267, dir -0.9798, norm 0.1888, swav 0.0000 LR: 8.278e-02 Score 99.097 Data time: 0.0810, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.2553 [2020-10-18 23:09:16,842][root][INFO] - ===> Epoch[2274](11368/5): Loss -0.7837, Sem 0.0240, dir -0.9830, norm 0.1753, swav 0.0000 LR: 8.277e-02 Score 99.193 Data time: 0.0916, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.9042 [2020-10-18 23:09:19,297][root][INFO] - ===> Epoch[2274](11369/5): Loss -0.7698, Sem 0.0243, dir -0.9808, norm 0.1867, swav 0.0000 LR: 8.277e-02 Score 99.191 Data time: 0.1038, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.3348 [2020-10-18 23:09:21,370][root][INFO] - ===> Epoch[2274](11370/5): Loss -0.7685, Sem 0.0294, dir -0.9780, norm 0.1800, swav 0.0000 LR: 8.277e-02 Score 99.034 Data time: 0.0654, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.9466 [2020-10-18 23:09:23,486][root][INFO] - ===> Epoch[2275](11371/5): Loss -0.7685, Sem 0.0260, dir -0.9782, norm 0.1836, swav 0.0000 LR: 8.277e-02 Score 99.130 Data time: 0.0818, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.0081 [2020-10-18 23:09:25,413][root][INFO] - ===> Epoch[2275](11372/5): Loss -0.7678, Sem 0.0263, dir -0.9805, norm 0.1864, swav 0.0000 LR: 8.277e-02 Score 99.107 Data time: 0.0610, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.8367 [2020-10-18 23:09:27,755][root][INFO] - ===> Epoch[2275](11373/5): Loss -0.7687, Sem 0.0232, dir -0.9791, norm 0.1872, swav 0.0000 LR: 8.277e-02 Score 99.234 Data time: 0.0814, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.2341 [2020-10-18 23:09:29,982][root][INFO] - ===> Epoch[2275](11374/5): Loss -0.7831, Sem 0.0245, dir -0.9807, norm 0.1731, swav 0.0000 LR: 8.277e-02 Score 99.190 Data time: 0.0691, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.0953 [2020-10-18 23:09:32,159][root][INFO] - ===> Epoch[2275](11375/5): Loss -0.7795, Sem 0.0280, dir -0.9807, norm 0.1733, swav 0.0000 LR: 8.276e-02 Score 99.065 Data time: 0.0744, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.0773 [2020-10-18 23:09:34,327][root][INFO] - ===> Epoch[2276](11376/5): Loss -0.7710, Sem 0.0266, dir -0.9798, norm 0.1823, swav 0.0000 LR: 8.276e-02 Score 99.125 Data time: 0.0751, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.0690 [2020-10-18 23:09:37,027][root][INFO] - ===> Epoch[2276](11377/5): Loss -0.7804, Sem 0.0239, dir -0.9824, norm 0.1782, swav 0.0000 LR: 8.276e-02 Score 99.204 Data time: 0.0675, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.5796 [2020-10-18 23:09:39,435][root][INFO] - ===> Epoch[2276](11378/5): Loss -0.7628, Sem 0.0263, dir -0.9767, norm 0.1876, swav 0.0000 LR: 8.276e-02 Score 99.128 Data time: 0.0569, Forward time: 0.7720, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.3161 [2020-10-18 23:09:41,748][root][INFO] - ===> Epoch[2276](11379/5): Loss -0.7731, Sem 0.0277, dir -0.9804, norm 0.1796, swav 0.0000 LR: 8.276e-02 Score 99.085 Data time: 0.0614, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.2252 [2020-10-18 23:09:43,683][root][INFO] - ===> Epoch[2276](11380/5): Loss -0.7797, Sem 0.0254, dir -0.9804, norm 0.1753, swav 0.0000 LR: 8.276e-02 Score 99.135 Data time: 0.0824, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.8342 [2020-10-18 23:09:45,614][root][INFO] - ===> Epoch[2277](11381/5): Loss -0.7882, Sem 0.0248, dir -0.9823, norm 0.1693, swav 0.0000 LR: 8.275e-02 Score 99.175 Data time: 0.0696, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.8220 [2020-10-18 23:09:48,169][root][INFO] - ===> Epoch[2277](11382/5): Loss -0.7824, Sem 0.0240, dir -0.9823, norm 0.1759, swav 0.0000 LR: 8.275e-02 Score 99.200 Data time: 0.0718, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.4557 [2020-10-18 23:09:50,633][root][INFO] - ===> Epoch[2277](11383/5): Loss -0.7770, Sem 0.0270, dir -0.9797, norm 0.1757, swav 0.0000 LR: 8.275e-02 Score 99.097 Data time: 0.0583, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.3401 [2020-10-18 23:09:52,867][root][INFO] - ===> Epoch[2277](11384/5): Loss -0.7576, Sem 0.0261, dir -0.9783, norm 0.1945, swav 0.0000 LR: 8.275e-02 Score 99.142 Data time: 0.0945, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 2.1506 [2020-10-18 23:09:54,929][root][INFO] - ===> Epoch[2277](11385/5): Loss -0.7872, Sem 0.0267, dir -0.9809, norm 0.1670, swav 0.0000 LR: 8.275e-02 Score 99.091 Data time: 0.0671, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.9463 [2020-10-18 23:09:56,732][root][INFO] - ===> Epoch[2278](11386/5): Loss -0.7851, Sem 0.0249, dir -0.9812, norm 0.1711, swav 0.0000 LR: 8.275e-02 Score 99.152 Data time: 0.0664, Forward time: 0.7719, Backward time: 1.1816, DDP time: 0.0030, Total iter time: 1.7087 [2020-10-18 23:09:58,874][root][INFO] - ===> Epoch[2278](11387/5): Loss -0.7653, Sem 0.0275, dir -0.9792, norm 0.1865, swav 0.0000 LR: 8.275e-02 Score 99.098 Data time: 0.0828, Forward time: 0.7719, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 2.0171 [2020-10-18 23:10:00,982][root][INFO] - ===> Epoch[2278](11388/5): Loss -0.7782, Sem 0.0236, dir -0.9818, norm 0.1800, swav 0.0000 LR: 8.274e-02 Score 99.216 Data time: 0.0863, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.9976 [2020-10-18 23:10:02,952][root][INFO] - ===> Epoch[2278](11389/5): Loss -0.7947, Sem 0.0218, dir -0.9832, norm 0.1667, swav 0.0000 LR: 8.274e-02 Score 99.258 Data time: 0.0986, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.8627 [2020-10-18 23:10:05,022][root][INFO] - ===> Epoch[2278](11390/5): Loss -0.7761, Sem 0.0277, dir -0.9809, norm 0.1771, swav 0.0000 LR: 8.274e-02 Score 99.089 Data time: 0.0830, Forward time: 0.7720, Backward time: 1.1815, DDP time: 0.0030, Total iter time: 1.9622 [2020-10-18 23:10:06,806][root][INFO] - ===> Epoch[2279](11391/5): Loss -0.7740, Sem 0.0272, dir -0.9788, norm 0.1776, swav 0.0000 LR: 8.274e-02 Score 99.081 Data time: 0.0701, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.6720 [2020-10-18 23:10:09,055][root][INFO] - ===> Epoch[2279](11392/5): Loss -0.7657, Sem 0.0311, dir -0.9773, norm 0.1805, swav 0.0000 LR: 8.274e-02 Score 98.952 Data time: 0.1615, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.1393 [2020-10-18 23:10:11,710][root][INFO] - ===> Epoch[2279](11393/5): Loss -0.7573, Sem 0.0237, dir -0.9811, norm 0.2002, swav 0.0000 LR: 8.274e-02 Score 99.207 Data time: 0.3681, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.5606 [2020-10-18 23:10:14,049][root][INFO] - ===> Epoch[2279](11394/5): Loss -0.7616, Sem 0.0292, dir -0.9786, norm 0.1878, swav 0.0000 LR: 8.273e-02 Score 99.033 Data time: 0.0843, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.1968 [2020-10-18 23:10:15,905][root][INFO] - ===> Epoch[2279](11395/5): Loss -0.7885, Sem 0.0255, dir -0.9812, norm 0.1673, swav 0.0000 LR: 8.273e-02 Score 99.151 Data time: 0.0887, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.7588 [2020-10-18 23:10:17,814][root][INFO] - ===> Epoch[2280](11396/5): Loss -0.7788, Sem 0.0261, dir -0.9817, norm 0.1768, swav 0.0000 LR: 8.273e-02 Score 99.131 Data time: 0.0850, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.8116 [2020-10-18 23:10:20,083][root][INFO] - ===> Epoch[2280](11397/5): Loss -0.7877, Sem 0.0236, dir -0.9818, norm 0.1705, swav 0.0000 LR: 8.273e-02 Score 99.209 Data time: 0.0585, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.1489 [2020-10-18 23:10:22,632][root][INFO] - ===> Epoch[2280](11398/5): Loss -0.7684, Sem 0.0245, dir -0.9801, norm 0.1872, swav 0.0000 LR: 8.273e-02 Score 99.185 Data time: 0.0427, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.4509 [2020-10-18 23:10:24,703][root][INFO] - ===> Epoch[2280](11399/5): Loss -0.7835, Sem 0.0248, dir -0.9807, norm 0.1724, swav 0.0000 LR: 8.273e-02 Score 99.173 Data time: 0.0572, Forward time: 0.7720, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9959 [2020-10-18 23:10:26,683][root][INFO] - ===> Epoch[2280](11400/5): Loss -0.7707, Sem 0.0273, dir -0.9797, norm 0.1816, swav 0.0000 LR: 8.273e-02 Score 99.066 Data time: 0.0570, Forward time: 0.7719, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.8886 [2020-10-18 23:10:27,695][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 23:10:27,865][root][INFO] - ===> Start testing [2020-10-18 23:11:05,929][root][INFO] - 68/68: Data time: 0.0653, Iter time: 0.1994 Loss 0.883 (AVG: 0.530) Score 86.625 (AVG: 89.840) mIOU 67.991 mAP 84.289 mAcc 75.970 IOU: 60.156 0.290 78.540 72.827 93.854 90.910 28.902 77.944 98.274 59.050 79.381 85.629 58.125 mAP: 81.798 22.965 96.491 87.285 98.803 97.872 60.284 96.171 99.770 73.064 94.580 95.091 91.581 mAcc: 77.890 2.552 92.612 83.940 95.259 94.755 36.510 91.425 99.054 66.367 89.340 93.861 64.041 [2020-10-18 23:11:05,931][root][INFO] - Finished test. Elapsed time: 38.0639 [2020-10-18 23:11:08,905][root][INFO] - [2020-10-18 23:11:08,905][root][INFO] - ################################################################ [2020-10-18 23:11:08,905][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 23:11:08,905][root][INFO] - ################################################################ [2020-10-18 23:11:08,905][root][INFO] - clutter : nan nan nan [2020-10-18 23:11:08,905][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 23:11:08,905][root][INFO] - board : 0.812 0.875 0.921 [2020-10-18 23:11:08,905][root][INFO] - bookcase : 0.256 0.384 0.516 [2020-10-18 23:11:08,905][root][INFO] - ceiling : 0.507 0.548 0.660 [2020-10-18 23:11:08,905][root][INFO] - chair : 0.796 0.895 0.899 [2020-10-18 23:11:08,905][root][INFO] - column : 0.126 0.198 0.325 [2020-10-18 23:11:08,905][root][INFO] - door : 0.648 0.768 0.849 [2020-10-18 23:11:08,905][root][INFO] - floor : 0.596 0.610 0.653 [2020-10-18 23:11:08,905][root][INFO] - sofa : 0.338 0.521 0.624 [2020-10-18 23:11:08,905][root][INFO] - table : 0.138 0.263 0.635 [2020-10-18 23:11:08,905][root][INFO] - wall : 0.483 0.666 0.777 [2020-10-18 23:11:08,905][root][INFO] - window : 0.544 0.765 0.780 [2020-10-18 23:11:08,905][root][INFO] - ---------------------------------------------------------------- [2020-10-18 23:11:08,906][root][INFO] - average : 0.437 0.541 0.637 [2020-10-18 23:11:08,906][root][INFO] - [2020-10-18 23:11:09,074][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 23:11:09,075][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-18 23:11:10,478][root][INFO] - ===> Epoch[2281](11401/5): Loss -0.7811, Sem 0.0262, dir -0.9801, norm 0.1728, swav 0.0000 LR: 8.272e-02 Score 99.108 Data time: 0.0504, Forward time: 0.7719, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.3966 [2020-10-18 23:11:12,744][root][INFO] - ===> Epoch[2281](11402/5): Loss -0.7729, Sem 0.0240, dir -0.9807, norm 0.1837, swav 0.0000 LR: 8.272e-02 Score 99.196 Data time: 0.0807, Forward time: 0.7719, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.1928 [2020-10-18 23:11:14,993][root][INFO] - ===> Epoch[2281](11403/5): Loss -0.7663, Sem 0.0277, dir -0.9794, norm 0.1854, swav 0.0000 LR: 8.272e-02 Score 99.054 Data time: 0.0981, Forward time: 0.7719, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 2.1252 [2020-10-18 23:11:16,663][root][INFO] - ===> Epoch[2281](11404/5): Loss -0.7838, Sem 0.0247, dir -0.9822, norm 0.1738, swav 0.0000 LR: 8.272e-02 Score 99.183 Data time: 0.0730, Forward time: 0.7719, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.5582 [2020-10-18 23:11:18,751][root][INFO] - ===> Epoch[2281](11405/5): Loss -0.7644, Sem 0.0300, dir -0.9802, norm 0.1859, swav 0.0000 LR: 8.272e-02 Score 99.029 Data time: 0.0827, Forward time: 0.7719, Backward time: 1.1814, DDP time: 0.0030, Total iter time: 1.9970 [2020-10-18 23:11:20,645][root][INFO] - ===> Epoch[2282](11406/5): Loss -0.7539, Sem 0.0292, dir -0.9785, norm 0.1954, swav 0.0000 LR: 8.272e-02 Score 99.018 Data time: 0.0888, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 1.7600 [2020-10-18 23:11:22,693][root][INFO] - ===> Epoch[2282](11407/5): Loss -0.7686, Sem 0.0258, dir -0.9799, norm 0.1856, swav 0.0000 LR: 8.271e-02 Score 99.153 Data time: 0.0899, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 1.9464 [2020-10-18 23:11:24,626][root][INFO] - ===> Epoch[2282](11408/5): Loss -0.7724, Sem 0.0262, dir -0.9808, norm 0.1821, swav 0.0000 LR: 8.271e-02 Score 99.127 Data time: 0.0878, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 1.8008 [2020-10-18 23:11:26,704][root][INFO] - ===> Epoch[2282](11409/5): Loss -0.7687, Sem 0.0276, dir -0.9801, norm 0.1838, swav 0.0000 LR: 8.271e-02 Score 99.068 Data time: 0.0805, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 1.9697 [2020-10-18 23:11:29,100][root][INFO] - ===> Epoch[2282](11410/5): Loss -0.7743, Sem 0.0270, dir -0.9790, norm 0.1776, swav 0.0000 LR: 8.271e-02 Score 99.078 Data time: 0.0625, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.2923 [2020-10-18 23:11:31,014][root][INFO] - ===> Epoch[2283](11411/5): Loss -0.7519, Sem 0.0280, dir -0.9793, norm 0.1995, swav 0.0000 LR: 8.271e-02 Score 99.088 Data time: 0.0767, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 1.8245 [2020-10-18 23:11:33,336][root][INFO] - ===> Epoch[2283](11412/5): Loss -0.7463, Sem 0.0249, dir -0.9809, norm 0.2098, swav 0.0000 LR: 8.271e-02 Score 99.159 Data time: 0.2256, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.1909 [2020-10-18 23:11:35,614][root][INFO] - ===> Epoch[2283](11413/5): Loss -0.7511, Sem 0.0290, dir -0.9791, norm 0.1990, swav 0.0000 LR: 8.271e-02 Score 99.031 Data time: 0.0905, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.1324 [2020-10-18 23:11:37,417][root][INFO] - ===> Epoch[2283](11414/5): Loss -0.7672, Sem 0.0302, dir -0.9798, norm 0.1824, swav 0.0000 LR: 8.270e-02 Score 98.993 Data time: 0.0688, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 1.6919 [2020-10-18 23:11:39,599][root][INFO] - ===> Epoch[2283](11415/5): Loss -0.7676, Sem 0.0258, dir -0.9806, norm 0.1873, swav 0.0000 LR: 8.270e-02 Score 99.125 Data time: 0.0846, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.0920 [2020-10-18 23:11:41,613][root][INFO] - ===> Epoch[2284](11416/5): Loss -0.7760, Sem 0.0238, dir -0.9816, norm 0.1819, swav 0.0000 LR: 8.270e-02 Score 99.180 Data time: 0.0689, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 1.9026 [2020-10-18 23:11:43,928][root][INFO] - ===> Epoch[2284](11417/5): Loss -0.7362, Sem 0.0277, dir -0.9805, norm 0.2165, swav 0.0000 LR: 8.270e-02 Score 99.082 Data time: 0.0979, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.1840 [2020-10-18 23:11:46,225][root][INFO] - ===> Epoch[2284](11418/5): Loss -0.7751, Sem 0.0297, dir -0.9782, norm 0.1734, swav 0.0000 LR: 8.270e-02 Score 99.006 Data time: 0.0669, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.1653 [2020-10-18 23:11:48,163][root][INFO] - ===> Epoch[2284](11419/5): Loss -0.7694, Sem 0.0251, dir -0.9820, norm 0.1875, swav 0.0000 LR: 8.270e-02 Score 99.177 Data time: 0.0628, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 1.8256 [2020-10-18 23:11:50,403][root][INFO] - ===> Epoch[2284](11420/5): Loss -0.7616, Sem 0.0344, dir -0.9794, norm 0.1835, swav 0.0000 LR: 8.269e-02 Score 98.945 Data time: 0.0708, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.1566 [2020-10-18 23:11:52,478][root][INFO] - ===> Epoch[2285](11421/5): Loss -0.7682, Sem 0.0280, dir -0.9789, norm 0.1827, swav 0.0000 LR: 8.269e-02 Score 99.050 Data time: 0.0539, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 1.9668 [2020-10-18 23:11:54,839][root][INFO] - ===> Epoch[2285](11422/5): Loss -0.7843, Sem 0.0241, dir -0.9825, norm 0.1741, swav 0.0000 LR: 8.269e-02 Score 99.184 Data time: 0.0967, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.2804 [2020-10-18 23:11:57,184][root][INFO] - ===> Epoch[2285](11423/5): Loss -0.7639, Sem 0.0275, dir -0.9777, norm 0.1864, swav 0.0000 LR: 8.269e-02 Score 99.074 Data time: 0.0774, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.2406 [2020-10-18 23:11:59,683][root][INFO] - ===> Epoch[2285](11424/5): Loss -0.7684, Sem 0.0261, dir -0.9808, norm 0.1863, swav 0.0000 LR: 8.269e-02 Score 99.144 Data time: 0.0596, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.3787 [2020-10-18 23:12:01,818][root][INFO] - ===> Epoch[2285](11425/5): Loss -0.7642, Sem 0.0301, dir -0.9795, norm 0.1852, swav 0.0000 LR: 8.269e-02 Score 99.039 Data time: 0.0475, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.0602 [2020-10-18 23:12:04,137][root][INFO] - ===> Epoch[2286](11426/5): Loss -0.7879, Sem 0.0265, dir -0.9804, norm 0.1660, swav 0.0000 LR: 8.269e-02 Score 99.084 Data time: 0.0717, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.2424 [2020-10-18 23:12:06,200][root][INFO] - ===> Epoch[2286](11427/5): Loss -0.7715, Sem 0.0253, dir -0.9793, norm 0.1825, swav 0.0000 LR: 8.268e-02 Score 99.159 Data time: 0.0765, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 1.9544 [2020-10-18 23:12:08,274][root][INFO] - ===> Epoch[2286](11428/5): Loss -0.7730, Sem 0.0245, dir -0.9802, norm 0.1827, swav 0.0000 LR: 8.268e-02 Score 99.182 Data time: 0.0715, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 1.9746 [2020-10-18 23:12:10,417][root][INFO] - ===> Epoch[2286](11429/5): Loss -0.7749, Sem 0.0247, dir -0.9806, norm 0.1810, swav 0.0000 LR: 8.268e-02 Score 99.174 Data time: 0.0644, Forward time: 0.7718, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.0478 [2020-10-18 23:12:12,415][root][INFO] - ===> Epoch[2286](11430/5): Loss -0.7881, Sem 0.0279, dir -0.9804, norm 0.1643, swav 0.0000 LR: 8.268e-02 Score 99.067 Data time: 0.0806, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 1.9016 [2020-10-18 23:12:14,729][root][INFO] - ===> Epoch[2287](11431/5): Loss -0.7267, Sem 0.0280, dir -0.9784, norm 0.2236, swav 0.0000 LR: 8.268e-02 Score 99.090 Data time: 0.1220, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.2165 [2020-10-18 23:12:16,787][root][INFO] - ===> Epoch[2287](11432/5): Loss -0.7593, Sem 0.0277, dir -0.9787, norm 0.1917, swav 0.0000 LR: 8.268e-02 Score 99.077 Data time: 0.0806, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 1.9577 [2020-10-18 23:12:18,925][root][INFO] - ===> Epoch[2287](11433/5): Loss -0.7795, Sem 0.0263, dir -0.9801, norm 0.1742, swav 0.0000 LR: 8.267e-02 Score 99.132 Data time: 0.0744, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.0416 [2020-10-18 23:12:21,096][root][INFO] - ===> Epoch[2287](11434/5): Loss -0.7709, Sem 0.0247, dir -0.9797, norm 0.1842, swav 0.0000 LR: 8.267e-02 Score 99.158 Data time: 0.0791, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.0787 [2020-10-18 23:12:23,839][root][INFO] - ===> Epoch[2287](11435/5): Loss -0.7644, Sem 0.0259, dir -0.9815, norm 0.1911, swav 0.0000 LR: 8.267e-02 Score 99.134 Data time: 0.0892, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.6241 [2020-10-18 23:12:26,214][root][INFO] - ===> Epoch[2288](11436/5): Loss -0.7649, Sem 0.0250, dir -0.9809, norm 0.1910, swav 0.0000 LR: 8.267e-02 Score 99.161 Data time: 0.0893, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.2642 [2020-10-18 23:12:28,715][root][INFO] - ===> Epoch[2288](11437/5): Loss -0.7775, Sem 0.0241, dir -0.9796, norm 0.1780, swav 0.0000 LR: 8.267e-02 Score 99.192 Data time: 0.1131, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.3912 [2020-10-18 23:12:30,630][root][INFO] - ===> Epoch[2288](11438/5): Loss -0.7863, Sem 0.0239, dir -0.9829, norm 0.1727, swav 0.0000 LR: 8.267e-02 Score 99.201 Data time: 0.0719, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 1.7920 [2020-10-18 23:12:32,943][root][INFO] - ===> Epoch[2288](11439/5): Loss -0.7671, Sem 0.0275, dir -0.9806, norm 0.1861, swav 0.0000 LR: 8.267e-02 Score 99.083 Data time: 0.0886, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.1947 [2020-10-18 23:12:35,248][root][INFO] - ===> Epoch[2288](11440/5): Loss -0.7504, Sem 0.0299, dir -0.9790, norm 0.1987, swav 0.0000 LR: 8.266e-02 Score 98.980 Data time: 0.3242, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.1619 [2020-10-18 23:12:37,677][root][INFO] - ===> Epoch[2289](11441/5): Loss -0.7566, Sem 0.0246, dir -0.9813, norm 0.2001, swav 0.0000 LR: 8.266e-02 Score 99.169 Data time: 0.1102, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.3228 [2020-10-18 23:12:39,886][root][INFO] - ===> Epoch[2289](11442/5): Loss -0.7466, Sem 0.0252, dir -0.9783, norm 0.2065, swav 0.0000 LR: 8.266e-02 Score 99.157 Data time: 0.0678, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.0338 [2020-10-18 23:12:41,998][root][INFO] - ===> Epoch[2289](11443/5): Loss -0.7764, Sem 0.0275, dir -0.9813, norm 0.1775, swav 0.0000 LR: 8.266e-02 Score 99.084 Data time: 0.0765, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.0134 [2020-10-18 23:12:43,983][root][INFO] - ===> Epoch[2289](11444/5): Loss -0.7679, Sem 0.0249, dir -0.9821, norm 0.1892, swav 0.0000 LR: 8.266e-02 Score 99.163 Data time: 0.1292, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 1.8742 [2020-10-18 23:12:46,168][root][INFO] - ===> Epoch[2289](11445/5): Loss -0.7692, Sem 0.0264, dir -0.9809, norm 0.1852, swav 0.0000 LR: 8.266e-02 Score 99.119 Data time: 0.1130, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.1200 [2020-10-18 23:12:48,851][root][INFO] - ===> Epoch[2290](11446/5): Loss -0.7566, Sem 0.0244, dir -0.9790, norm 0.1979, swav 0.0000 LR: 8.265e-02 Score 99.187 Data time: 0.0872, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.5666 [2020-10-18 23:12:51,021][root][INFO] - ===> Epoch[2290](11447/5): Loss -0.7761, Sem 0.0278, dir -0.9808, norm 0.1768, swav 0.0000 LR: 8.265e-02 Score 99.071 Data time: 0.0512, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.0625 [2020-10-18 23:12:52,988][root][INFO] - ===> Epoch[2290](11448/5): Loss -0.7754, Sem 0.0262, dir -0.9805, norm 0.1789, swav 0.0000 LR: 8.265e-02 Score 99.118 Data time: 0.0542, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 1.8701 [2020-10-18 23:12:55,079][root][INFO] - ===> Epoch[2290](11449/5): Loss -0.7770, Sem 0.0238, dir -0.9805, norm 0.1797, swav 0.0000 LR: 8.265e-02 Score 99.201 Data time: 0.0794, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.0057 [2020-10-18 23:12:57,306][root][INFO] - ===> Epoch[2290](11450/5): Loss -0.7806, Sem 0.0263, dir -0.9819, norm 0.1749, swav 0.0000 LR: 8.265e-02 Score 99.111 Data time: 0.0871, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.1279 [2020-10-18 23:12:59,556][root][INFO] - ===> Epoch[2291](11451/5): Loss -0.7724, Sem 0.0279, dir -0.9803, norm 0.1801, swav 0.0000 LR: 8.265e-02 Score 99.067 Data time: 0.1182, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.1497 [2020-10-18 23:13:02,308][root][INFO] - ===> Epoch[2291](11452/5): Loss -0.7794, Sem 0.0229, dir -0.9825, norm 0.1802, swav 0.0000 LR: 8.265e-02 Score 99.258 Data time: 0.1656, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.6373 [2020-10-18 23:13:04,264][root][INFO] - ===> Epoch[2291](11453/5): Loss -0.7597, Sem 0.0270, dir -0.9781, norm 0.1914, swav 0.0000 LR: 8.264e-02 Score 99.092 Data time: 0.0767, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 1.8288 [2020-10-18 23:13:06,520][root][INFO] - ===> Epoch[2291](11454/5): Loss -0.7646, Sem 0.0260, dir -0.9797, norm 0.1890, swav 0.0000 LR: 8.264e-02 Score 99.138 Data time: 0.0752, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.1439 [2020-10-18 23:13:08,799][root][INFO] - ===> Epoch[2291](11455/5): Loss -0.7638, Sem 0.0271, dir -0.9805, norm 0.1897, swav 0.0000 LR: 8.264e-02 Score 99.115 Data time: 0.0608, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.1726 [2020-10-18 23:13:10,882][root][INFO] - ===> Epoch[2292](11456/5): Loss -0.7815, Sem 0.0239, dir -0.9817, norm 0.1763, swav 0.0000 LR: 8.264e-02 Score 99.195 Data time: 0.0692, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 1.9845 [2020-10-18 23:13:13,153][root][INFO] - ===> Epoch[2292](11457/5): Loss -0.7686, Sem 0.0280, dir -0.9814, norm 0.1849, swav 0.0000 LR: 8.264e-02 Score 99.072 Data time: 0.0963, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.1888 [2020-10-18 23:13:15,215][root][INFO] - ===> Epoch[2292](11458/5): Loss -0.7778, Sem 0.0290, dir -0.9786, norm 0.1717, swav 0.0000 LR: 8.264e-02 Score 99.017 Data time: 0.0777, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 1.9484 [2020-10-18 23:13:17,420][root][INFO] - ===> Epoch[2292](11459/5): Loss -0.7584, Sem 0.0250, dir -0.9783, norm 0.1949, swav 0.0000 LR: 8.263e-02 Score 99.194 Data time: 0.0542, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.1013 [2020-10-18 23:13:19,575][root][INFO] - ===> Epoch[2292](11460/5): Loss -0.7721, Sem 0.0248, dir -0.9809, norm 0.1840, swav 0.0000 LR: 8.263e-02 Score 99.166 Data time: 0.1243, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.0831 [2020-10-18 23:13:21,863][root][INFO] - ===> Epoch[2293](11461/5): Loss -0.7609, Sem 0.0267, dir -0.9790, norm 0.1914, swav 0.0000 LR: 8.263e-02 Score 99.133 Data time: 0.0705, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.1802 [2020-10-18 23:13:24,047][root][INFO] - ===> Epoch[2293](11462/5): Loss -0.7638, Sem 0.0258, dir -0.9804, norm 0.1908, swav 0.0000 LR: 8.263e-02 Score 99.145 Data time: 0.0741, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.0904 [2020-10-18 23:13:26,579][root][INFO] - ===> Epoch[2293](11463/5): Loss -0.7784, Sem 0.0260, dir -0.9816, norm 0.1772, swav 0.0000 LR: 8.263e-02 Score 99.117 Data time: 0.0744, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.4303 [2020-10-18 23:13:28,913][root][INFO] - ===> Epoch[2293](11464/5): Loss -0.7698, Sem 0.0253, dir -0.9794, norm 0.1843, swav 0.0000 LR: 8.263e-02 Score 99.158 Data time: 0.1006, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.2238 [2020-10-18 23:13:30,883][root][INFO] - ===> Epoch[2293](11465/5): Loss -0.7989, Sem 0.0237, dir -0.9831, norm 0.1605, swav 0.0000 LR: 8.263e-02 Score 99.208 Data time: 0.0541, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 1.8530 [2020-10-18 23:13:32,741][root][INFO] - ===> Epoch[2294](11466/5): Loss -0.7659, Sem 0.0292, dir -0.9766, norm 0.1815, swav 0.0000 LR: 8.262e-02 Score 99.011 Data time: 0.0808, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 1.7238 [2020-10-18 23:13:34,752][root][INFO] - ===> Epoch[2294](11467/5): Loss -0.7800, Sem 0.0252, dir -0.9810, norm 0.1758, swav 0.0000 LR: 8.262e-02 Score 99.154 Data time: 0.0627, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 1.9152 [2020-10-18 23:13:37,106][root][INFO] - ===> Epoch[2294](11468/5): Loss -0.7899, Sem 0.0233, dir -0.9810, norm 0.1678, swav 0.0000 LR: 8.262e-02 Score 99.216 Data time: 0.0528, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.2617 [2020-10-18 23:13:39,517][root][INFO] - ===> Epoch[2294](11469/5): Loss -0.7786, Sem 0.0275, dir -0.9791, norm 0.1730, swav 0.0000 LR: 8.262e-02 Score 99.086 Data time: 0.0487, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.3473 [2020-10-18 23:13:42,091][root][INFO] - ===> Epoch[2294](11470/5): Loss -0.7811, Sem 0.0247, dir -0.9815, norm 0.1757, swav 0.0000 LR: 8.262e-02 Score 99.158 Data time: 0.0962, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.4805 [2020-10-18 23:13:44,180][root][INFO] - ===> Epoch[2295](11471/5): Loss -0.7861, Sem 0.0262, dir -0.9821, norm 0.1699, swav 0.0000 LR: 8.262e-02 Score 99.117 Data time: 0.0761, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 1.9805 [2020-10-18 23:13:46,158][root][INFO] - ===> Epoch[2295](11472/5): Loss -0.7626, Sem 0.0277, dir -0.9794, norm 0.1891, swav 0.0000 LR: 8.261e-02 Score 99.101 Data time: 0.0707, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 1.8746 [2020-10-18 23:13:48,350][root][INFO] - ===> Epoch[2295](11473/5): Loss -0.7853, Sem 0.0235, dir -0.9809, norm 0.1721, swav 0.0000 LR: 8.261e-02 Score 99.206 Data time: 0.0734, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.0926 [2020-10-18 23:13:50,258][root][INFO] - ===> Epoch[2295](11474/5): Loss -0.7818, Sem 0.0258, dir -0.9807, norm 0.1731, swav 0.0000 LR: 8.261e-02 Score 99.143 Data time: 0.1089, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 1.8257 [2020-10-18 23:13:52,779][root][INFO] - ===> Epoch[2295](11475/5): Loss -0.7826, Sem 0.0228, dir -0.9800, norm 0.1745, swav 0.0000 LR: 8.261e-02 Score 99.240 Data time: 0.0693, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.4076 [2020-10-18 23:13:54,844][root][INFO] - ===> Epoch[2296](11476/5): Loss -0.7848, Sem 0.0236, dir -0.9817, norm 0.1734, swav 0.0000 LR: 8.261e-02 Score 99.221 Data time: 0.0745, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 1.9428 [2020-10-18 23:13:56,630][root][INFO] - ===> Epoch[2296](11477/5): Loss -0.7605, Sem 0.0319, dir -0.9768, norm 0.1845, swav 0.0000 LR: 8.261e-02 Score 98.950 Data time: 0.0661, Forward time: 0.7718, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 1.6853 [2020-10-18 23:13:59,101][root][INFO] - ===> Epoch[2296](11478/5): Loss -0.7706, Sem 0.0240, dir -0.9797, norm 0.1851, swav 0.0000 LR: 8.261e-02 Score 99.208 Data time: 0.0884, Forward time: 0.7718, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.3833 [2020-10-18 23:14:01,161][root][INFO] - ===> Epoch[2296](11479/5): Loss -0.7833, Sem 0.0265, dir -0.9814, norm 0.1716, swav 0.0000 LR: 8.260e-02 Score 99.105 Data time: 0.1195, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 1.9414 [2020-10-18 23:14:03,343][root][INFO] - ===> Epoch[2296](11480/5): Loss -0.7714, Sem 0.0292, dir -0.9804, norm 0.1798, swav 0.0000 LR: 8.260e-02 Score 98.985 Data time: 0.0705, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.0572 [2020-10-18 23:14:05,873][root][INFO] - ===> Epoch[2297](11481/5): Loss -0.7774, Sem 0.0246, dir -0.9810, norm 0.1789, swav 0.0000 LR: 8.260e-02 Score 99.174 Data time: 0.0885, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.4394 [2020-10-18 23:14:08,087][root][INFO] - ===> Epoch[2297](11482/5): Loss -0.7567, Sem 0.0288, dir -0.9783, norm 0.1928, swav 0.0000 LR: 8.260e-02 Score 99.053 Data time: 0.0805, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.1076 [2020-10-18 23:14:10,115][root][INFO] - ===> Epoch[2297](11483/5): Loss -0.7650, Sem 0.0250, dir -0.9803, norm 0.1903, swav 0.0000 LR: 8.260e-02 Score 99.170 Data time: 0.0869, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 1.9438 [2020-10-18 23:14:12,207][root][INFO] - ===> Epoch[2297](11484/5): Loss -0.7815, Sem 0.0252, dir -0.9806, norm 0.1739, swav 0.0000 LR: 8.260e-02 Score 99.155 Data time: 0.0527, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 1.9700 [2020-10-18 23:14:15,065][root][INFO] - ===> Epoch[2297](11485/5): Loss -0.7389, Sem 0.0271, dir -0.9788, norm 0.2128, swav 0.0000 LR: 8.260e-02 Score 99.116 Data time: 0.0825, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.7874 [2020-10-18 23:14:17,133][root][INFO] - ===> Epoch[2298](11486/5): Loss -0.7914, Sem 0.0251, dir -0.9815, norm 0.1650, swav 0.0000 LR: 8.259e-02 Score 99.144 Data time: 0.0755, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 1.9743 [2020-10-18 23:14:19,301][root][INFO] - ===> Epoch[2298](11487/5): Loss -0.7723, Sem 0.0256, dir -0.9800, norm 0.1821, swav 0.0000 LR: 8.259e-02 Score 99.138 Data time: 0.0778, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.0742 [2020-10-18 23:14:21,534][root][INFO] - ===> Epoch[2298](11488/5): Loss -0.7860, Sem 0.0250, dir -0.9811, norm 0.1701, swav 0.0000 LR: 8.259e-02 Score 99.162 Data time: 0.0801, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.1193 [2020-10-18 23:14:23,470][root][INFO] - ===> Epoch[2298](11489/5): Loss -0.7763, Sem 0.0251, dir -0.9797, norm 0.1783, swav 0.0000 LR: 8.259e-02 Score 99.159 Data time: 0.0706, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 1.8200 [2020-10-18 23:14:25,758][root][INFO] - ===> Epoch[2298](11490/5): Loss -0.7664, Sem 0.0240, dir -0.9805, norm 0.1900, swav 0.0000 LR: 8.259e-02 Score 99.205 Data time: 0.0598, Forward time: 0.7718, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.1911 [2020-10-18 23:14:27,885][root][INFO] - ===> Epoch[2299](11491/5): Loss -0.7689, Sem 0.0277, dir -0.9801, norm 0.1835, swav 0.0000 LR: 8.259e-02 Score 99.077 Data time: 0.0862, Forward time: 0.7718, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.0398 [2020-10-18 23:14:30,231][root][INFO] - ===> Epoch[2299](11492/5): Loss -0.7691, Sem 0.0268, dir -0.9802, norm 0.1843, swav 0.0000 LR: 8.258e-02 Score 99.102 Data time: 0.0847, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.2486 [2020-10-18 23:14:32,802][root][INFO] - ===> Epoch[2299](11493/5): Loss -0.7747, Sem 0.0274, dir -0.9799, norm 0.1778, swav 0.0000 LR: 8.258e-02 Score 99.095 Data time: 0.0736, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.4514 [2020-10-18 23:14:35,003][root][INFO] - ===> Epoch[2299](11494/5): Loss -0.7665, Sem 0.0241, dir -0.9794, norm 0.1888, swav 0.0000 LR: 8.258e-02 Score 99.187 Data time: 0.0875, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 2.1072 [2020-10-18 23:14:37,105][root][INFO] - ===> Epoch[2299](11495/5): Loss -0.7812, Sem 0.0256, dir -0.9812, norm 0.1744, swav 0.0000 LR: 8.258e-02 Score 99.145 Data time: 0.0592, Forward time: 0.7719, Backward time: 1.1813, DDP time: 0.0030, Total iter time: 1.9969 [2020-10-18 23:14:38,931][root][INFO] - ===> Epoch[2300](11496/5): Loss -0.7747, Sem 0.0282, dir -0.9805, norm 0.1776, swav 0.0000 LR: 8.258e-02 Score 99.055 Data time: 0.0603, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 1.7302 [2020-10-18 23:14:41,388][root][INFO] - ===> Epoch[2300](11497/5): Loss -0.7722, Sem 0.0263, dir -0.9789, norm 0.1804, swav 0.0000 LR: 8.258e-02 Score 99.137 Data time: 0.1760, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.3545 [2020-10-18 23:14:43,327][root][INFO] - ===> Epoch[2300](11498/5): Loss -0.7774, Sem 0.0272, dir -0.9813, norm 0.1767, swav 0.0000 LR: 8.258e-02 Score 99.108 Data time: 0.1437, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 1.7878 [2020-10-18 23:14:45,735][root][INFO] - ===> Epoch[2300](11499/5): Loss -0.7506, Sem 0.0253, dir -0.9799, norm 0.2041, swav 0.0000 LR: 8.257e-02 Score 99.209 Data time: 0.0901, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 2.3162 [2020-10-18 23:14:47,725][root][INFO] - ===> Epoch[2300](11500/5): Loss -0.7842, Sem 0.0256, dir -0.9811, norm 0.1713, swav 0.0000 LR: 8.257e-02 Score 99.144 Data time: 0.0715, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 1.8751 [2020-10-18 23:14:48,740][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 23:14:50,365][root][INFO] - ===> Epoch[2301](11501/5): Loss -0.7525, Sem 0.0299, dir -0.9782, norm 0.1958, swav 0.0000 LR: 8.257e-02 Score 99.013 Data time: 0.0743, Forward time: 0.7719, Backward time: 1.1812, DDP time: 0.0030, Total iter time: 1.4428 [2020-10-18 23:14:52,340][root][INFO] - ===> Epoch[2301](11502/5): Loss -0.7796, Sem 0.0246, dir -0.9822, norm 0.1779, swav 0.0000 LR: 8.257e-02 Score 99.167 Data time: 0.0962, Forward time: 0.7719, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 1.8919 [2020-10-18 23:14:54,266][root][INFO] - ===> Epoch[2301](11503/5): Loss -0.7754, Sem 0.0282, dir -0.9799, norm 0.1763, swav 0.0000 LR: 8.257e-02 Score 99.074 Data time: 0.0787, Forward time: 0.7719, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 1.8239 [2020-10-18 23:14:56,445][root][INFO] - ===> Epoch[2301](11504/5): Loss -0.7574, Sem 0.0281, dir -0.9795, norm 0.1940, swav 0.0000 LR: 8.257e-02 Score 99.079 Data time: 0.1999, Forward time: 0.7719, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 2.0419 [2020-10-18 23:14:58,819][root][INFO] - ===> Epoch[2301](11505/5): Loss -0.7689, Sem 0.0275, dir -0.9793, norm 0.1829, swav 0.0000 LR: 8.256e-02 Score 99.071 Data time: 0.1415, Forward time: 0.7719, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 2.2583 [2020-10-18 23:15:00,899][root][INFO] - ===> Epoch[2302](11506/5): Loss -0.7790, Sem 0.0273, dir -0.9807, norm 0.1744, swav 0.0000 LR: 8.256e-02 Score 99.071 Data time: 0.2245, Forward time: 0.7719, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 1.9483 [2020-10-18 23:15:03,181][root][INFO] - ===> Epoch[2302](11507/5): Loss -0.7697, Sem 0.0248, dir -0.9817, norm 0.1872, swav 0.0000 LR: 8.256e-02 Score 99.171 Data time: 0.0763, Forward time: 0.7719, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 2.2047 [2020-10-18 23:15:05,729][root][INFO] - ===> Epoch[2302](11508/5): Loss -0.7622, Sem 0.0290, dir -0.9790, norm 0.1877, swav 0.0000 LR: 8.256e-02 Score 99.044 Data time: 0.0532, Forward time: 0.7719, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 2.4701 [2020-10-18 23:15:07,815][root][INFO] - ===> Epoch[2302](11509/5): Loss -0.7805, Sem 0.0260, dir -0.9796, norm 0.1731, swav 0.0000 LR: 8.256e-02 Score 99.153 Data time: 0.0544, Forward time: 0.7719, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 2.0039 [2020-10-18 23:15:09,717][root][INFO] - ===> Epoch[2302](11510/5): Loss -0.7812, Sem 0.0244, dir -0.9810, norm 0.1755, swav 0.0000 LR: 8.256e-02 Score 99.196 Data time: 0.0578, Forward time: 0.7719, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 1.8217 [2020-10-18 23:15:11,937][root][INFO] - ===> Epoch[2303](11511/5): Loss -0.7443, Sem 0.0287, dir -0.9777, norm 0.2047, swav 0.0000 LR: 8.256e-02 Score 99.041 Data time: 0.0738, Forward time: 0.7719, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 2.1323 [2020-10-18 23:15:14,052][root][INFO] - ===> Epoch[2303](11512/5): Loss -0.7815, Sem 0.0237, dir -0.9820, norm 0.1769, swav 0.0000 LR: 8.255e-02 Score 99.240 Data time: 0.0794, Forward time: 0.7719, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 2.0023 [2020-10-18 23:15:16,025][root][INFO] - ===> Epoch[2303](11513/5): Loss -0.7843, Sem 0.0262, dir -0.9814, norm 0.1710, swav 0.0000 LR: 8.255e-02 Score 99.116 Data time: 0.0967, Forward time: 0.7719, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 1.8697 [2020-10-18 23:15:18,357][root][INFO] - ===> Epoch[2303](11514/5): Loss -0.7902, Sem 0.0248, dir -0.9821, norm 0.1671, swav 0.0000 LR: 8.255e-02 Score 99.157 Data time: 0.0962, Forward time: 0.7719, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 2.2147 [2020-10-18 23:15:20,546][root][INFO] - ===> Epoch[2303](11515/5): Loss -0.7761, Sem 0.0245, dir -0.9807, norm 0.1802, swav 0.0000 LR: 8.255e-02 Score 99.189 Data time: 0.0591, Forward time: 0.7719, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 2.0715 [2020-10-18 23:15:22,805][root][INFO] - ===> Epoch[2304](11516/5): Loss -0.7672, Sem 0.0297, dir -0.9790, norm 0.1821, swav 0.0000 LR: 8.255e-02 Score 99.019 Data time: 0.0828, Forward time: 0.7719, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 2.1638 [2020-10-18 23:15:25,335][root][INFO] - ===> Epoch[2304](11517/5): Loss -0.7607, Sem 0.0292, dir -0.9794, norm 0.1895, swav 0.0000 LR: 8.255e-02 Score 99.017 Data time: 0.0833, Forward time: 0.7719, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 2.4211 [2020-10-18 23:15:27,154][root][INFO] - ===> Epoch[2304](11518/5): Loss -0.7783, Sem 0.0247, dir -0.9814, norm 0.1784, swav 0.0000 LR: 8.254e-02 Score 99.170 Data time: 0.0534, Forward time: 0.7719, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 1.7063 [2020-10-18 23:15:29,820][root][INFO] - ===> Epoch[2304](11519/5): Loss -0.7658, Sem 0.0244, dir -0.9803, norm 0.1900, swav 0.0000 LR: 8.254e-02 Score 99.203 Data time: 0.2462, Forward time: 0.7718, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 2.5854 [2020-10-18 23:15:32,173][root][INFO] - ===> Epoch[2304](11520/5): Loss -0.7830, Sem 0.0274, dir -0.9805, norm 0.1700, swav 0.0000 LR: 8.254e-02 Score 99.082 Data time: 0.1048, Forward time: 0.7719, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 2.2699 [2020-10-18 23:15:34,358][root][INFO] - ===> Epoch[2305](11521/5): Loss -0.7604, Sem 0.0238, dir -0.9795, norm 0.1954, swav 0.0000 LR: 8.254e-02 Score 99.188 Data time: 0.1144, Forward time: 0.7719, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 2.0681 [2020-10-18 23:15:36,294][root][INFO] - ===> Epoch[2305](11522/5): Loss -0.7712, Sem 0.0270, dir -0.9805, norm 0.1823, swav 0.0000 LR: 8.254e-02 Score 99.124 Data time: 0.0849, Forward time: 0.7719, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 1.8274 [2020-10-18 23:15:38,501][root][INFO] - ===> Epoch[2305](11523/5): Loss -0.7727, Sem 0.0265, dir -0.9803, norm 0.1812, swav 0.0000 LR: 8.254e-02 Score 99.113 Data time: 0.2872, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.0945 [2020-10-18 23:15:40,552][root][INFO] - ===> Epoch[2305](11524/5): Loss -0.7493, Sem 0.0305, dir -0.9784, norm 0.1986, swav 0.0000 LR: 8.254e-02 Score 99.020 Data time: 0.0907, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9188 [2020-10-18 23:15:42,724][root][INFO] - ===> Epoch[2305](11525/5): Loss -0.7772, Sem 0.0293, dir -0.9794, norm 0.1729, swav 0.0000 LR: 8.253e-02 Score 99.030 Data time: 0.0508, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.0715 [2020-10-18 23:15:44,769][root][INFO] - ===> Epoch[2306](11526/5): Loss -0.7733, Sem 0.0257, dir -0.9815, norm 0.1825, swav 0.0000 LR: 8.253e-02 Score 99.136 Data time: 0.0598, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9708 [2020-10-18 23:15:47,042][root][INFO] - ===> Epoch[2306](11527/5): Loss -0.7344, Sem 0.0254, dir -0.9799, norm 0.2202, swav 0.0000 LR: 8.253e-02 Score 99.163 Data time: 0.0802, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.1862 [2020-10-18 23:15:49,711][root][INFO] - ===> Epoch[2306](11528/5): Loss -0.7756, Sem 0.0254, dir -0.9815, norm 0.1805, swav 0.0000 LR: 8.253e-02 Score 99.151 Data time: 0.0772, Forward time: 0.7719, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 2.5567 [2020-10-18 23:15:51,594][root][INFO] - ===> Epoch[2306](11529/5): Loss -0.7745, Sem 0.0275, dir -0.9813, norm 0.1794, swav 0.0000 LR: 8.253e-02 Score 99.105 Data time: 0.0617, Forward time: 0.7719, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 1.7784 [2020-10-18 23:15:53,651][root][INFO] - ===> Epoch[2306](11530/5): Loss -0.7712, Sem 0.0273, dir -0.9794, norm 0.1809, swav 0.0000 LR: 8.253e-02 Score 99.097 Data time: 0.0701, Forward time: 0.7718, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 1.9764 [2020-10-18 23:15:55,855][root][INFO] - ===> Epoch[2307](11531/5): Loss -0.7626, Sem 0.0276, dir -0.9784, norm 0.1881, swav 0.0000 LR: 8.252e-02 Score 99.093 Data time: 0.1087, Forward time: 0.7718, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 2.0894 [2020-10-18 23:15:57,810][root][INFO] - ===> Epoch[2307](11532/5): Loss -0.7623, Sem 0.0237, dir -0.9812, norm 0.1952, swav 0.0000 LR: 8.252e-02 Score 99.202 Data time: 0.0911, Forward time: 0.7718, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.8601 [2020-10-18 23:16:00,451][root][INFO] - ===> Epoch[2307](11533/5): Loss -0.7728, Sem 0.0261, dir -0.9816, norm 0.1827, swav 0.0000 LR: 8.252e-02 Score 99.117 Data time: 0.0883, Forward time: 0.7719, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 2.5326 [2020-10-18 23:16:02,631][root][INFO] - ===> Epoch[2307](11534/5): Loss -0.7703, Sem 0.0296, dir -0.9799, norm 0.1800, swav 0.0000 LR: 8.252e-02 Score 99.006 Data time: 0.0787, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.0617 [2020-10-18 23:16:04,894][root][INFO] - ===> Epoch[2307](11535/5): Loss -0.7533, Sem 0.0267, dir -0.9766, norm 0.1967, swav 0.0000 LR: 8.252e-02 Score 99.140 Data time: 0.0805, Forward time: 0.7718, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 2.1610 [2020-10-18 23:16:07,103][root][INFO] - ===> Epoch[2308](11536/5): Loss -0.7618, Sem 0.0257, dir -0.9807, norm 0.1933, swav 0.0000 LR: 8.252e-02 Score 99.144 Data time: 0.0767, Forward time: 0.7719, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 2.1272 [2020-10-18 23:16:08,951][root][INFO] - ===> Epoch[2308](11537/5): Loss -0.7610, Sem 0.0271, dir -0.9792, norm 0.1911, swav 0.0000 LR: 8.252e-02 Score 99.113 Data time: 0.0704, Forward time: 0.7718, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.7332 [2020-10-18 23:16:10,940][root][INFO] - ===> Epoch[2308](11538/5): Loss -0.7631, Sem 0.0271, dir -0.9800, norm 0.1897, swav 0.0000 LR: 8.251e-02 Score 99.100 Data time: 0.1167, Forward time: 0.7718, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.8810 [2020-10-18 23:16:12,801][root][INFO] - ===> Epoch[2308](11539/5): Loss -0.7564, Sem 0.0270, dir -0.9789, norm 0.1955, swav 0.0000 LR: 8.251e-02 Score 99.093 Data time: 0.0723, Forward time: 0.7718, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.7585 [2020-10-18 23:16:15,260][root][INFO] - ===> Epoch[2308](11540/5): Loss -0.7589, Sem 0.0251, dir -0.9806, norm 0.1966, swav 0.0000 LR: 8.251e-02 Score 99.161 Data time: 0.1049, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.3534 [2020-10-18 23:16:17,483][root][INFO] - ===> Epoch[2309](11541/5): Loss -0.7638, Sem 0.0268, dir -0.9793, norm 0.1887, swav 0.0000 LR: 8.251e-02 Score 99.106 Data time: 0.0481, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.0875 [2020-10-18 23:16:19,807][root][INFO] - ===> Epoch[2309](11542/5): Loss -0.7759, Sem 0.0263, dir -0.9798, norm 0.1776, swav 0.0000 LR: 8.251e-02 Score 99.116 Data time: 0.0839, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.2398 [2020-10-18 23:16:21,999][root][INFO] - ===> Epoch[2309](11543/5): Loss -0.7686, Sem 0.0253, dir -0.9815, norm 0.1876, swav 0.0000 LR: 8.251e-02 Score 99.159 Data time: 0.0784, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.0996 [2020-10-18 23:16:24,259][root][INFO] - ===> Epoch[2309](11544/5): Loss -0.7785, Sem 0.0275, dir -0.9816, norm 0.1755, swav 0.0000 LR: 8.250e-02 Score 99.075 Data time: 0.0951, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.1752 [2020-10-18 23:16:26,677][root][INFO] - ===> Epoch[2309](11545/5): Loss -0.7602, Sem 0.0278, dir -0.9783, norm 0.1903, swav 0.0000 LR: 8.250e-02 Score 99.068 Data time: 0.0869, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.3125 [2020-10-18 23:16:28,757][root][INFO] - ===> Epoch[2310](11546/5): Loss -0.7543, Sem 0.0256, dir -0.9802, norm 0.2004, swav 0.0000 LR: 8.250e-02 Score 99.158 Data time: 0.0714, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9873 [2020-10-18 23:16:30,953][root][INFO] - ===> Epoch[2310](11547/5): Loss -0.7801, Sem 0.0262, dir -0.9803, norm 0.1740, swav 0.0000 LR: 8.250e-02 Score 99.103 Data time: 0.0798, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.1163 [2020-10-18 23:16:33,102][root][INFO] - ===> Epoch[2310](11548/5): Loss -0.7927, Sem 0.0257, dir -0.9829, norm 0.1646, swav 0.0000 LR: 8.250e-02 Score 99.174 Data time: 0.0734, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.0303 [2020-10-18 23:16:35,702][root][INFO] - ===> Epoch[2310](11549/5): Loss -0.7694, Sem 0.0278, dir -0.9811, norm 0.1839, swav 0.0000 LR: 8.250e-02 Score 99.064 Data time: 0.0556, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.5089 [2020-10-18 23:16:37,629][root][INFO] - ===> Epoch[2310](11550/5): Loss -0.7807, Sem 0.0263, dir -0.9812, norm 0.1742, swav 0.0000 LR: 8.250e-02 Score 99.116 Data time: 0.0563, Forward time: 0.7718, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.8769 [2020-10-18 23:16:39,997][root][INFO] - ===> Epoch[2311](11551/5): Loss -0.7720, Sem 0.0288, dir -0.9796, norm 0.1789, swav 0.0000 LR: 8.249e-02 Score 99.056 Data time: 0.0882, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.2584 [2020-10-18 23:16:42,258][root][INFO] - ===> Epoch[2311](11552/5): Loss -0.7560, Sem 0.0268, dir -0.9803, norm 0.1975, swav 0.0000 LR: 8.249e-02 Score 99.109 Data time: 0.0852, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.1411 [2020-10-18 23:16:44,004][root][INFO] - ===> Epoch[2311](11553/5): Loss -0.7659, Sem 0.0277, dir -0.9779, norm 0.1844, swav 0.0000 LR: 8.249e-02 Score 99.053 Data time: 0.0653, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.6359 [2020-10-18 23:16:46,355][root][INFO] - ===> Epoch[2311](11554/5): Loss -0.7711, Sem 0.0242, dir -0.9805, norm 0.1852, swav 0.0000 LR: 8.249e-02 Score 99.203 Data time: 0.0862, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.2580 [2020-10-18 23:16:48,639][root][INFO] - ===> Epoch[2311](11555/5): Loss -0.7408, Sem 0.0311, dir -0.9809, norm 0.2090, swav 0.0000 LR: 8.249e-02 Score 99.000 Data time: 0.0722, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.1602 [2020-10-18 23:16:50,892][root][INFO] - ===> Epoch[2312](11556/5): Loss -0.7771, Sem 0.0293, dir -0.9810, norm 0.1746, swav 0.0000 LR: 8.249e-02 Score 99.026 Data time: 0.0769, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.1673 [2020-10-18 23:16:53,073][root][INFO] - ===> Epoch[2312](11557/5): Loss -0.7762, Sem 0.0249, dir -0.9798, norm 0.1787, swav 0.0000 LR: 8.248e-02 Score 99.171 Data time: 0.0797, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.0773 [2020-10-18 23:16:55,803][root][INFO] - ===> Epoch[2312](11558/5): Loss -0.7771, Sem 0.0246, dir -0.9807, norm 0.1791, swav 0.0000 LR: 8.248e-02 Score 99.159 Data time: 0.0710, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.6280 [2020-10-18 23:16:57,931][root][INFO] - ===> Epoch[2312](11559/5): Loss -0.7882, Sem 0.0236, dir -0.9827, norm 0.1709, swav 0.0000 LR: 8.248e-02 Score 99.227 Data time: 0.0851, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.0346 [2020-10-18 23:17:00,332][root][INFO] - ===> Epoch[2312](11560/5): Loss -0.7712, Sem 0.0275, dir -0.9790, norm 0.1802, swav 0.0000 LR: 8.248e-02 Score 99.076 Data time: 0.1050, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.2862 [2020-10-18 23:17:02,409][root][INFO] - ===> Epoch[2313](11561/5): Loss -0.7664, Sem 0.0278, dir -0.9794, norm 0.1853, swav 0.0000 LR: 8.248e-02 Score 99.095 Data time: 0.0923, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9523 [2020-10-18 23:17:04,465][root][INFO] - ===> Epoch[2313](11562/5): Loss -0.7895, Sem 0.0264, dir -0.9810, norm 0.1651, swav 0.0000 LR: 8.248e-02 Score 99.108 Data time: 0.0846, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9536 [2020-10-18 23:17:06,554][root][INFO] - ===> Epoch[2313](11563/5): Loss -0.7743, Sem 0.0268, dir -0.9814, norm 0.1803, swav 0.0000 LR: 8.248e-02 Score 99.104 Data time: 0.0846, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9847 [2020-10-18 23:17:08,626][root][INFO] - ===> Epoch[2313](11564/5): Loss -0.7665, Sem 0.0247, dir -0.9785, norm 0.1872, swav 0.0000 LR: 8.247e-02 Score 99.196 Data time: 0.0733, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9465 [2020-10-18 23:17:11,147][root][INFO] - ===> Epoch[2313](11565/5): Loss -0.7879, Sem 0.0246, dir -0.9813, norm 0.1688, swav 0.0000 LR: 8.247e-02 Score 99.178 Data time: 0.0660, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.4124 [2020-10-18 23:17:13,759][root][INFO] - ===> Epoch[2314](11566/5): Loss -0.7503, Sem 0.0322, dir -0.9786, norm 0.1961, swav 0.0000 LR: 8.247e-02 Score 98.923 Data time: 0.0666, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.5332 [2020-10-18 23:17:15,846][root][INFO] - ===> Epoch[2314](11567/5): Loss -0.7632, Sem 0.0252, dir -0.9791, norm 0.1907, swav 0.0000 LR: 8.247e-02 Score 99.199 Data time: 0.0903, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9929 [2020-10-18 23:17:18,293][root][INFO] - ===> Epoch[2314](11568/5): Loss -0.7766, Sem 0.0264, dir -0.9809, norm 0.1779, swav 0.0000 LR: 8.247e-02 Score 99.125 Data time: 0.0701, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.3323 [2020-10-18 23:17:20,555][root][INFO] - ===> Epoch[2314](11569/5): Loss -0.7741, Sem 0.0275, dir -0.9813, norm 0.1797, swav 0.0000 LR: 8.247e-02 Score 99.110 Data time: 0.0658, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.1796 [2020-10-18 23:17:22,722][root][INFO] - ===> Epoch[2314](11570/5): Loss -0.7630, Sem 0.0307, dir -0.9787, norm 0.1850, swav 0.0000 LR: 8.246e-02 Score 98.987 Data time: 0.0657, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.0682 [2020-10-18 23:17:24,834][root][INFO] - ===> Epoch[2315](11571/5): Loss -0.7750, Sem 0.0239, dir -0.9808, norm 0.1819, swav 0.0000 LR: 8.246e-02 Score 99.218 Data time: 0.0513, Forward time: 0.7719, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 2.0080 [2020-10-18 23:17:26,777][root][INFO] - ===> Epoch[2315](11572/5): Loss -0.7454, Sem 0.0291, dir -0.9789, norm 0.2043, swav 0.0000 LR: 8.246e-02 Score 99.034 Data time: 0.0871, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.8625 [2020-10-18 23:17:28,826][root][INFO] - ===> Epoch[2315](11573/5): Loss -0.7757, Sem 0.0308, dir -0.9809, norm 0.1745, swav 0.0000 LR: 8.246e-02 Score 99.026 Data time: 0.0946, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9308 [2020-10-18 23:17:31,407][root][INFO] - ===> Epoch[2315](11574/5): Loss -0.7537, Sem 0.0275, dir -0.9788, norm 0.1976, swav 0.0000 LR: 8.246e-02 Score 99.070 Data time: 0.0748, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.4749 [2020-10-18 23:17:33,481][root][INFO] - ===> Epoch[2315](11575/5): Loss -0.7870, Sem 0.0248, dir -0.9811, norm 0.1693, swav 0.0000 LR: 8.246e-02 Score 99.158 Data time: 0.0628, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9443 [2020-10-18 23:17:35,707][root][INFO] - ===> Epoch[2316](11576/5): Loss -0.7738, Sem 0.0280, dir -0.9806, norm 0.1788, swav 0.0000 LR: 8.246e-02 Score 99.047 Data time: 0.0921, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.1446 [2020-10-18 23:17:38,050][root][INFO] - ===> Epoch[2316](11577/5): Loss -0.7620, Sem 0.0290, dir -0.9786, norm 0.1877, swav 0.0000 LR: 8.245e-02 Score 99.056 Data time: 0.0613, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.2384 [2020-10-18 23:17:40,513][root][INFO] - ===> Epoch[2316](11578/5): Loss -0.7667, Sem 0.0266, dir -0.9808, norm 0.1875, swav 0.0000 LR: 8.245e-02 Score 99.131 Data time: 0.0589, Forward time: 0.7719, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 2.3398 [2020-10-18 23:17:42,389][root][INFO] - ===> Epoch[2316](11579/5): Loss -0.7739, Sem 0.0284, dir -0.9797, norm 0.1774, swav 0.0000 LR: 8.245e-02 Score 99.062 Data time: 0.0732, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.7839 [2020-10-18 23:17:44,466][root][INFO] - ===> Epoch[2316](11580/5): Loss -0.7745, Sem 0.0258, dir -0.9804, norm 0.1801, swav 0.0000 LR: 8.245e-02 Score 99.147 Data time: 0.0942, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9720 [2020-10-18 23:17:46,474][root][INFO] - ===> Epoch[2317](11581/5): Loss -0.7763, Sem 0.0253, dir -0.9801, norm 0.1784, swav 0.0000 LR: 8.245e-02 Score 99.144 Data time: 0.0852, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.8943 [2020-10-18 23:17:48,511][root][INFO] - ===> Epoch[2317](11582/5): Loss -0.7538, Sem 0.0311, dir -0.9787, norm 0.1938, swav 0.0000 LR: 8.245e-02 Score 98.959 Data time: 0.0467, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9190 [2020-10-18 23:17:50,679][root][INFO] - ===> Epoch[2317](11583/5): Loss -0.7629, Sem 0.0283, dir -0.9802, norm 0.1890, swav 0.0000 LR: 8.244e-02 Score 99.074 Data time: 0.0847, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.0811 [2020-10-18 23:17:52,575][root][INFO] - ===> Epoch[2317](11584/5): Loss -0.7743, Sem 0.0256, dir -0.9804, norm 0.1805, swav 0.0000 LR: 8.244e-02 Score 99.142 Data time: 0.0510, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.7865 [2020-10-18 23:17:54,596][root][INFO] - ===> Epoch[2317](11585/5): Loss -0.7760, Sem 0.0275, dir -0.9816, norm 0.1781, swav 0.0000 LR: 8.244e-02 Score 99.075 Data time: 0.0636, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9440 [2020-10-18 23:17:57,048][root][INFO] - ===> Epoch[2318](11586/5): Loss -0.7660, Sem 0.0274, dir -0.9797, norm 0.1862, swav 0.0000 LR: 8.244e-02 Score 99.099 Data time: 0.0708, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.3523 [2020-10-18 23:17:59,079][root][INFO] - ===> Epoch[2318](11587/5): Loss -0.7602, Sem 0.0289, dir -0.9797, norm 0.1907, swav 0.0000 LR: 8.244e-02 Score 99.059 Data time: 0.0903, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9183 [2020-10-18 23:18:01,381][root][INFO] - ===> Epoch[2318](11588/5): Loss -0.7644, Sem 0.0286, dir -0.9799, norm 0.1868, swav 0.0000 LR: 8.244e-02 Score 99.073 Data time: 0.0806, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.1826 [2020-10-18 23:18:04,239][root][INFO] - ===> Epoch[2318](11589/5): Loss -0.7754, Sem 0.0248, dir -0.9826, norm 0.1824, swav 0.0000 LR: 8.244e-02 Score 99.176 Data time: 0.0588, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.7374 [2020-10-18 23:18:05,976][root][INFO] - ===> Epoch[2318](11590/5): Loss -0.7784, Sem 0.0259, dir -0.9804, norm 0.1762, swav 0.0000 LR: 8.243e-02 Score 99.145 Data time: 0.0650, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.6422 [2020-10-18 23:18:08,316][root][INFO] - ===> Epoch[2319](11591/5): Loss -0.7630, Sem 0.0293, dir -0.9792, norm 0.1869, swav 0.0000 LR: 8.243e-02 Score 99.017 Data time: 0.1399, Forward time: 0.7718, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.2404 [2020-10-18 23:18:10,663][root][INFO] - ===> Epoch[2319](11592/5): Loss -0.7681, Sem 0.0278, dir -0.9805, norm 0.1847, swav 0.0000 LR: 8.243e-02 Score 99.067 Data time: 0.0958, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.2527 [2020-10-18 23:18:12,932][root][INFO] - ===> Epoch[2319](11593/5): Loss -0.7468, Sem 0.0265, dir -0.9799, norm 0.2066, swav 0.0000 LR: 8.243e-02 Score 99.114 Data time: 0.0691, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.1440 [2020-10-18 23:18:15,163][root][INFO] - ===> Epoch[2319](11594/5): Loss -0.7520, Sem 0.0287, dir -0.9783, norm 0.1977, swav 0.0000 LR: 8.243e-02 Score 99.064 Data time: 0.0486, Forward time: 0.7718, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 2.1196 [2020-10-18 23:18:17,356][root][INFO] - ===> Epoch[2319](11595/5): Loss -0.7672, Sem 0.0255, dir -0.9805, norm 0.1878, swav 0.0000 LR: 8.243e-02 Score 99.148 Data time: 0.0910, Forward time: 0.7718, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.1058 [2020-10-18 23:18:19,801][root][INFO] - ===> Epoch[2320](11596/5): Loss -0.7496, Sem 0.0266, dir -0.9807, norm 0.2045, swav 0.0000 LR: 8.242e-02 Score 99.116 Data time: 0.0764, Forward time: 0.7718, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 2.3231 [2020-10-18 23:18:21,772][root][INFO] - ===> Epoch[2320](11597/5): Loss -0.7771, Sem 0.0282, dir -0.9795, norm 0.1742, swav 0.0000 LR: 8.242e-02 Score 99.030 Data time: 0.0621, Forward time: 0.7718, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 1.8691 [2020-10-18 23:18:23,841][root][INFO] - ===> Epoch[2320](11598/5): Loss -0.7530, Sem 0.0279, dir -0.9812, norm 0.2004, swav 0.0000 LR: 8.242e-02 Score 99.078 Data time: 0.0612, Forward time: 0.7718, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9566 [2020-10-18 23:18:26,473][root][INFO] - ===> Epoch[2320](11599/5): Loss -0.7477, Sem 0.0258, dir -0.9810, norm 0.2075, swav 0.0000 LR: 8.242e-02 Score 99.137 Data time: 0.1032, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.5296 [2020-10-18 23:18:28,497][root][INFO] - ===> Epoch[2320](11600/5): Loss -0.7592, Sem 0.0277, dir -0.9798, norm 0.1930, swav 0.0000 LR: 8.242e-02 Score 99.064 Data time: 0.0769, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.8885 [2020-10-18 23:18:29,637][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 23:18:29,798][root][INFO] - ===> Start testing [2020-10-18 23:19:07,657][root][INFO] - 68/68: Data time: 0.0022, Iter time: 0.1120 Loss 0.108 (AVG: 0.511) Score 96.552 (AVG: 90.287) mIOU 69.465 mAP 84.532 mAcc 76.521 IOU: 62.432 0.196 82.204 75.127 92.646 92.049 31.034 78.582 95.592 65.327 81.962 85.952 59.936 mAP: 81.856 21.448 97.071 88.846 98.643 97.969 55.826 95.995 99.687 80.662 94.117 94.897 91.899 mAcc: 78.976 1.367 88.584 83.774 96.238 96.040 32.518 91.661 96.509 78.275 90.621 95.825 64.384 [2020-10-18 23:19:07,659][root][INFO] - Finished test. Elapsed time: 37.8580 [2020-10-18 23:19:10,576][root][INFO] - [2020-10-18 23:19:10,576][root][INFO] - ################################################################ [2020-10-18 23:19:10,576][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 23:19:10,576][root][INFO] - ################################################################ [2020-10-18 23:19:10,576][root][INFO] - clutter : nan nan nan [2020-10-18 23:19:10,576][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 23:19:10,576][root][INFO] - board : 0.731 0.797 0.877 [2020-10-18 23:19:10,576][root][INFO] - bookcase : 0.256 0.388 0.541 [2020-10-18 23:19:10,576][root][INFO] - ceiling : 0.476 0.547 0.679 [2020-10-18 23:19:10,576][root][INFO] - chair : 0.792 0.879 0.908 [2020-10-18 23:19:10,576][root][INFO] - column : 0.142 0.230 0.372 [2020-10-18 23:19:10,576][root][INFO] - door : 0.575 0.766 0.853 [2020-10-18 23:19:10,576][root][INFO] - floor : 0.787 0.883 0.916 [2020-10-18 23:19:10,576][root][INFO] - sofa : 0.422 0.636 0.636 [2020-10-18 23:19:10,577][root][INFO] - table : 0.166 0.345 0.689 [2020-10-18 23:19:10,577][root][INFO] - wall : 0.495 0.699 0.794 [2020-10-18 23:19:10,577][root][INFO] - window : 0.529 0.737 0.779 [2020-10-18 23:19:10,577][root][INFO] - ---------------------------------------------------------------- [2020-10-18 23:19:10,577][root][INFO] - average : 0.448 0.576 0.670 [2020-10-18 23:19:10,577][root][INFO] - [2020-10-18 23:19:10,749][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 23:19:10,750][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-18 23:19:12,494][root][INFO] - ===> Epoch[2321](11601/5): Loss -0.7695, Sem 0.0264, dir -0.9803, norm 0.1844, swav 0.0000 LR: 8.242e-02 Score 99.098 Data time: 0.0665, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.7398 [2020-10-18 23:19:14,615][root][INFO] - ===> Epoch[2321](11602/5): Loss -0.7537, Sem 0.0284, dir -0.9782, norm 0.1962, swav 0.0000 LR: 8.242e-02 Score 99.054 Data time: 0.0808, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.0092 [2020-10-18 23:19:16,903][root][INFO] - ===> Epoch[2321](11603/5): Loss -0.7511, Sem 0.0290, dir -0.9804, norm 0.2003, swav 0.0000 LR: 8.241e-02 Score 99.077 Data time: 0.0851, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.1665 [2020-10-18 23:19:18,737][root][INFO] - ===> Epoch[2321](11604/5): Loss -0.7685, Sem 0.0270, dir -0.9795, norm 0.1840, swav 0.0000 LR: 8.241e-02 Score 99.084 Data time: 0.0688, Forward time: 0.7719, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.7149 [2020-10-18 23:19:20,621][root][INFO] - ===> Epoch[2321](11605/5): Loss -0.7593, Sem 0.0236, dir -0.9806, norm 0.1977, swav 0.0000 LR: 8.241e-02 Score 99.205 Data time: 0.0746, Forward time: 0.7719, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 1.7752 [2020-10-18 23:19:22,418][root][INFO] - ===> Epoch[2322](11606/5): Loss -0.7643, Sem 0.0289, dir -0.9788, norm 0.1855, swav 0.0000 LR: 8.241e-02 Score 99.047 Data time: 0.0581, Forward time: 0.7719, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 1.6887 [2020-10-18 23:19:24,290][root][INFO] - ===> Epoch[2322](11607/5): Loss -0.7668, Sem 0.0276, dir -0.9799, norm 0.1854, swav 0.0000 LR: 8.241e-02 Score 99.077 Data time: 0.0841, Forward time: 0.7719, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 1.7783 [2020-10-18 23:19:26,668][root][INFO] - ===> Epoch[2322](11608/5): Loss -0.7510, Sem 0.0286, dir -0.9774, norm 0.1977, swav 0.0000 LR: 8.241e-02 Score 99.062 Data time: 0.0882, Forward time: 0.7719, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 2.2606 [2020-10-18 23:19:28,796][root][INFO] - ===> Epoch[2322](11609/5): Loss -0.7541, Sem 0.0260, dir -0.9801, norm 0.2000, swav 0.0000 LR: 8.241e-02 Score 99.146 Data time: 0.0625, Forward time: 0.7718, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 2.0307 [2020-10-18 23:19:30,798][root][INFO] - ===> Epoch[2322](11610/5): Loss -0.7686, Sem 0.0254, dir -0.9802, norm 0.1862, swav 0.0000 LR: 8.240e-02 Score 99.151 Data time: 0.0682, Forward time: 0.7718, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 1.9040 [2020-10-18 23:19:32,824][root][INFO] - ===> Epoch[2323](11611/5): Loss -0.7415, Sem 0.0245, dir -0.9795, norm 0.2136, swav 0.0000 LR: 8.240e-02 Score 99.194 Data time: 0.0699, Forward time: 0.7718, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 1.9296 [2020-10-18 23:19:35,248][root][INFO] - ===> Epoch[2323](11612/5): Loss -0.7664, Sem 0.0286, dir -0.9799, norm 0.1849, swav 0.0000 LR: 8.240e-02 Score 99.044 Data time: 0.0834, Forward time: 0.7718, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 2.3339 [2020-10-18 23:19:37,197][root][INFO] - ===> Epoch[2323](11613/5): Loss -0.7503, Sem 0.0276, dir -0.9779, norm 0.2000, swav 0.0000 LR: 8.240e-02 Score 99.052 Data time: 0.0638, Forward time: 0.7718, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 1.8223 [2020-10-18 23:19:39,536][root][INFO] - ===> Epoch[2323](11614/5): Loss -0.7678, Sem 0.0265, dir -0.9795, norm 0.1853, swav 0.0000 LR: 8.240e-02 Score 99.104 Data time: 0.1078, Forward time: 0.7718, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 2.2549 [2020-10-18 23:19:41,956][root][INFO] - ===> Epoch[2323](11615/5): Loss -0.7611, Sem 0.0274, dir -0.9798, norm 0.1913, swav 0.0000 LR: 8.240e-02 Score 99.105 Data time: 0.0846, Forward time: 0.7718, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 2.3612 [2020-10-18 23:19:44,097][root][INFO] - ===> Epoch[2324](11616/5): Loss -0.7327, Sem 0.0279, dir -0.9763, norm 0.2157, swav 0.0000 LR: 8.239e-02 Score 99.097 Data time: 0.0629, Forward time: 0.7718, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 2.0323 [2020-10-18 23:19:45,893][root][INFO] - ===> Epoch[2324](11617/5): Loss -0.7649, Sem 0.0265, dir -0.9790, norm 0.1876, swav 0.0000 LR: 8.239e-02 Score 99.085 Data time: 0.0674, Forward time: 0.7718, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 1.7279 [2020-10-18 23:19:47,922][root][INFO] - ===> Epoch[2324](11618/5): Loss -0.7574, Sem 0.0287, dir -0.9781, norm 0.1920, swav 0.0000 LR: 8.239e-02 Score 99.028 Data time: 0.0781, Forward time: 0.7718, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 1.9240 [2020-10-18 23:19:50,365][root][INFO] - ===> Epoch[2324](11619/5): Loss -0.7667, Sem 0.0258, dir -0.9782, norm 0.1856, swav 0.0000 LR: 8.239e-02 Score 99.134 Data time: 0.0538, Forward time: 0.7718, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 2.3315 [2020-10-18 23:19:52,526][root][INFO] - ===> Epoch[2324](11620/5): Loss -0.7705, Sem 0.0273, dir -0.9807, norm 0.1829, swav 0.0000 LR: 8.239e-02 Score 99.071 Data time: 0.0535, Forward time: 0.7717, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 2.0701 [2020-10-18 23:19:55,004][root][INFO] - ===> Epoch[2325](11621/5): Loss -0.7572, Sem 0.0259, dir -0.9760, norm 0.1928, swav 0.0000 LR: 8.239e-02 Score 99.119 Data time: 0.0547, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.4216 [2020-10-18 23:19:57,489][root][INFO] - ===> Epoch[2325](11622/5): Loss -0.7832, Sem 0.0263, dir -0.9799, norm 0.1704, swav 0.0000 LR: 8.239e-02 Score 99.131 Data time: 0.0724, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.4314 [2020-10-18 23:19:59,720][root][INFO] - ===> Epoch[2325](11623/5): Loss -0.7692, Sem 0.0272, dir -0.9791, norm 0.1827, swav 0.0000 LR: 8.238e-02 Score 99.095 Data time: 0.0574, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.1488 [2020-10-18 23:20:01,867][root][INFO] - ===> Epoch[2325](11624/5): Loss -0.7597, Sem 0.0253, dir -0.9792, norm 0.1942, swav 0.0000 LR: 8.238e-02 Score 99.163 Data time: 0.1400, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.0522 [2020-10-18 23:20:04,155][root][INFO] - ===> Epoch[2325](11625/5): Loss -0.7750, Sem 0.0245, dir -0.9806, norm 0.1810, swav 0.0000 LR: 8.238e-02 Score 99.187 Data time: 0.0986, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.1884 [2020-10-18 23:20:06,183][root][INFO] - ===> Epoch[2326](11626/5): Loss -0.7839, Sem 0.0260, dir -0.9807, norm 0.1708, swav 0.0000 LR: 8.238e-02 Score 99.131 Data time: 0.0681, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9045 [2020-10-18 23:20:08,478][root][INFO] - ===> Epoch[2326](11627/5): Loss -0.7578, Sem 0.0270, dir -0.9789, norm 0.1941, swav 0.0000 LR: 8.238e-02 Score 99.095 Data time: 0.0539, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.1880 [2020-10-18 23:20:10,422][root][INFO] - ===> Epoch[2326](11628/5): Loss -0.7754, Sem 0.0265, dir -0.9790, norm 0.1772, swav 0.0000 LR: 8.238e-02 Score 99.120 Data time: 0.0700, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.8652 [2020-10-18 23:20:12,510][root][INFO] - ===> Epoch[2326](11629/5): Loss -0.7644, Sem 0.0277, dir -0.9797, norm 0.1876, swav 0.0000 LR: 8.237e-02 Score 99.091 Data time: 0.0710, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9794 [2020-10-18 23:20:14,842][root][INFO] - ===> Epoch[2326](11630/5): Loss -0.7630, Sem 0.0255, dir -0.9798, norm 0.1913, swav 0.0000 LR: 8.237e-02 Score 99.156 Data time: 0.0757, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.2337 [2020-10-18 23:20:16,860][root][INFO] - ===> Epoch[2327](11631/5): Loss -0.7705, Sem 0.0265, dir -0.9798, norm 0.1828, swav 0.0000 LR: 8.237e-02 Score 99.138 Data time: 0.0811, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9069 [2020-10-18 23:20:18,862][root][INFO] - ===> Epoch[2327](11632/5): Loss -0.7558, Sem 0.0230, dir -0.9800, norm 0.2012, swav 0.0000 LR: 8.237e-02 Score 99.231 Data time: 0.0879, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.8944 [2020-10-18 23:20:21,170][root][INFO] - ===> Epoch[2327](11633/5): Loss -0.7636, Sem 0.0280, dir -0.9798, norm 0.1882, swav 0.0000 LR: 8.237e-02 Score 99.070 Data time: 0.0763, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.1999 [2020-10-18 23:20:23,319][root][INFO] - ===> Epoch[2327](11634/5): Loss -0.7620, Sem 0.0268, dir -0.9776, norm 0.1888, swav 0.0000 LR: 8.237e-02 Score 99.094 Data time: 0.0748, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.0515 [2020-10-18 23:20:25,282][root][INFO] - ===> Epoch[2327](11635/5): Loss -0.7680, Sem 0.0249, dir -0.9803, norm 0.1873, swav 0.0000 LR: 8.237e-02 Score 99.162 Data time: 0.0646, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.8432 [2020-10-18 23:20:27,416][root][INFO] - ===> Epoch[2328](11636/5): Loss -0.7734, Sem 0.0280, dir -0.9800, norm 0.1786, swav 0.0000 LR: 8.236e-02 Score 99.086 Data time: 0.0732, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.0425 [2020-10-18 23:20:30,096][root][INFO] - ===> Epoch[2328](11637/5): Loss -0.7648, Sem 0.0272, dir -0.9801, norm 0.1880, swav 0.0000 LR: 8.236e-02 Score 99.107 Data time: 0.1113, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.5581 [2020-10-18 23:20:32,170][root][INFO] - ===> Epoch[2328](11638/5): Loss -0.7693, Sem 0.0248, dir -0.9821, norm 0.1880, swav 0.0000 LR: 8.236e-02 Score 99.195 Data time: 0.0957, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9936 [2020-10-18 23:20:34,194][root][INFO] - ===> Epoch[2328](11639/5): Loss -0.7779, Sem 0.0296, dir -0.9787, norm 0.1712, swav 0.0000 LR: 8.236e-02 Score 98.984 Data time: 0.0686, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9030 [2020-10-18 23:20:36,794][root][INFO] - ===> Epoch[2328](11640/5): Loss -0.7672, Sem 0.0255, dir -0.9799, norm 0.1872, swav 0.0000 LR: 8.236e-02 Score 99.154 Data time: 0.0829, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.5109 [2020-10-18 23:20:39,233][root][INFO] - ===> Epoch[2329](11641/5): Loss -0.7904, Sem 0.0249, dir -0.9825, norm 0.1672, swav 0.0000 LR: 8.236e-02 Score 99.159 Data time: 0.0695, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.3099 [2020-10-18 23:20:41,183][root][INFO] - ===> Epoch[2329](11642/5): Loss -0.7867, Sem 0.0239, dir -0.9811, norm 0.1705, swav 0.0000 LR: 8.235e-02 Score 99.185 Data time: 0.0804, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.8636 [2020-10-18 23:20:43,747][root][INFO] - ===> Epoch[2329](11643/5): Loss -0.7680, Sem 0.0229, dir -0.9806, norm 0.1897, swav 0.0000 LR: 8.235e-02 Score 99.243 Data time: 0.0616, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.4584 [2020-10-18 23:20:46,178][root][INFO] - ===> Epoch[2329](11644/5): Loss -0.7721, Sem 0.0241, dir -0.9799, norm 0.1837, swav 0.0000 LR: 8.235e-02 Score 99.221 Data time: 0.0818, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.3590 [2020-10-18 23:20:48,458][root][INFO] - ===> Epoch[2329](11645/5): Loss -0.7834, Sem 0.0248, dir -0.9815, norm 0.1733, swav 0.0000 LR: 8.235e-02 Score 99.152 Data time: 0.0848, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.1581 [2020-10-18 23:20:50,549][root][INFO] - ===> Epoch[2330](11646/5): Loss -0.7865, Sem 0.0265, dir -0.9820, norm 0.1689, swav 0.0000 LR: 8.235e-02 Score 99.117 Data time: 0.0579, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9751 [2020-10-18 23:20:52,638][root][INFO] - ===> Epoch[2330](11647/5): Loss -0.7557, Sem 0.0297, dir -0.9795, norm 0.1941, swav 0.0000 LR: 8.235e-02 Score 99.046 Data time: 0.0496, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.0166 [2020-10-18 23:20:54,746][root][INFO] - ===> Epoch[2330](11648/5): Loss -0.7663, Sem 0.0273, dir -0.9787, norm 0.1850, swav 0.0000 LR: 8.235e-02 Score 99.098 Data time: 0.1015, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.0123 [2020-10-18 23:20:56,808][root][INFO] - ===> Epoch[2330](11649/5): Loss -0.7733, Sem 0.0262, dir -0.9798, norm 0.1803, swav 0.0000 LR: 8.234e-02 Score 99.141 Data time: 0.0746, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9388 [2020-10-18 23:20:58,986][root][INFO] - ===> Epoch[2330](11650/5): Loss -0.7879, Sem 0.0244, dir -0.9813, norm 0.1690, swav 0.0000 LR: 8.234e-02 Score 99.178 Data time: 0.0801, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.0750 [2020-10-18 23:21:01,371][root][INFO] - ===> Epoch[2331](11651/5): Loss -0.7808, Sem 0.0272, dir -0.9814, norm 0.1734, swav 0.0000 LR: 8.234e-02 Score 99.098 Data time: 0.0668, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.2748 [2020-10-18 23:21:03,620][root][INFO] - ===> Epoch[2331](11652/5): Loss -0.7814, Sem 0.0267, dir -0.9797, norm 0.1716, swav 0.0000 LR: 8.234e-02 Score 99.117 Data time: 0.0712, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.1500 [2020-10-18 23:21:06,015][root][INFO] - ===> Epoch[2331](11653/5): Loss -0.7847, Sem 0.0248, dir -0.9828, norm 0.1733, swav 0.0000 LR: 8.234e-02 Score 99.173 Data time: 0.0548, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.2879 [2020-10-18 23:21:08,082][root][INFO] - ===> Epoch[2331](11654/5): Loss -0.7447, Sem 0.0289, dir -0.9774, norm 0.2038, swav 0.0000 LR: 8.234e-02 Score 99.078 Data time: 0.0795, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9953 [2020-10-18 23:21:10,785][root][INFO] - ===> Epoch[2331](11655/5): Loss -0.7687, Sem 0.0252, dir -0.9805, norm 0.1866, swav 0.0000 LR: 8.233e-02 Score 99.177 Data time: 0.0900, Forward time: 0.7717, Backward time: 1.1811, DDP time: 0.0030, Total iter time: 2.5862 [2020-10-18 23:21:12,760][root][INFO] - ===> Epoch[2332](11656/5): Loss -0.7928, Sem 0.0278, dir -0.9809, norm 0.1604, swav 0.0000 LR: 8.233e-02 Score 99.074 Data time: 0.0854, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.8438 [2020-10-18 23:21:15,021][root][INFO] - ===> Epoch[2332](11657/5): Loss -0.7751, Sem 0.0282, dir -0.9797, norm 0.1765, swav 0.0000 LR: 8.233e-02 Score 99.060 Data time: 0.0716, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.1596 [2020-10-18 23:21:17,000][root][INFO] - ===> Epoch[2332](11658/5): Loss -0.7947, Sem 0.0251, dir -0.9810, norm 0.1613, swav 0.0000 LR: 8.233e-02 Score 99.145 Data time: 0.0813, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.8788 [2020-10-18 23:21:19,039][root][INFO] - ===> Epoch[2332](11659/5): Loss -0.7564, Sem 0.0256, dir -0.9785, norm 0.1966, swav 0.0000 LR: 8.233e-02 Score 99.167 Data time: 0.0936, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9422 [2020-10-18 23:21:21,471][root][INFO] - ===> Epoch[2332](11660/5): Loss -0.7611, Sem 0.0259, dir -0.9790, norm 0.1920, swav 0.0000 LR: 8.233e-02 Score 99.152 Data time: 0.0801, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.3070 [2020-10-18 23:21:23,569][root][INFO] - ===> Epoch[2333](11661/5): Loss -0.7686, Sem 0.0292, dir -0.9796, norm 0.1818, swav 0.0000 LR: 8.233e-02 Score 99.039 Data time: 0.0600, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.0023 [2020-10-18 23:21:25,327][root][INFO] - ===> Epoch[2333](11662/5): Loss -0.7911, Sem 0.0272, dir -0.9809, norm 0.1626, swav 0.0000 LR: 8.232e-02 Score 99.096 Data time: 0.0596, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.6514 [2020-10-18 23:21:27,379][root][INFO] - ===> Epoch[2333](11663/5): Loss -0.7543, Sem 0.0230, dir -0.9793, norm 0.2020, swav 0.0000 LR: 8.232e-02 Score 99.253 Data time: 0.0737, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9617 [2020-10-18 23:21:29,608][root][INFO] - ===> Epoch[2333](11664/5): Loss -0.7574, Sem 0.0256, dir -0.9789, norm 0.1959, swav 0.0000 LR: 8.232e-02 Score 99.161 Data time: 0.0889, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.1171 [2020-10-18 23:21:31,680][root][INFO] - ===> Epoch[2333](11665/5): Loss -0.7722, Sem 0.0282, dir -0.9793, norm 0.1789, swav 0.0000 LR: 8.232e-02 Score 99.028 Data time: 0.0587, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9453 [2020-10-18 23:21:33,867][root][INFO] - ===> Epoch[2334](11666/5): Loss -0.7523, Sem 0.0259, dir -0.9801, norm 0.2020, swav 0.0000 LR: 8.232e-02 Score 99.140 Data time: 0.0890, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.1121 [2020-10-18 23:21:36,128][root][INFO] - ===> Epoch[2334](11667/5): Loss -0.7670, Sem 0.0257, dir -0.9792, norm 0.1865, swav 0.0000 LR: 8.232e-02 Score 99.141 Data time: 0.0743, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.1520 [2020-10-18 23:21:38,657][root][INFO] - ===> Epoch[2334](11668/5): Loss -0.7590, Sem 0.0232, dir -0.9793, norm 0.1970, swav 0.0000 LR: 8.231e-02 Score 99.237 Data time: 0.0656, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.4511 [2020-10-18 23:21:41,370][root][INFO] - ===> Epoch[2334](11669/5): Loss -0.7838, Sem 0.0254, dir -0.9811, norm 0.1719, swav 0.0000 LR: 8.231e-02 Score 99.140 Data time: 0.0907, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.6105 [2020-10-18 23:21:43,533][root][INFO] - ===> Epoch[2334](11670/5): Loss -0.7430, Sem 0.0290, dir -0.9788, norm 0.2068, swav 0.0000 LR: 8.231e-02 Score 99.041 Data time: 0.1077, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.0475 [2020-10-18 23:21:45,544][root][INFO] - ===> Epoch[2335](11671/5): Loss -0.7678, Sem 0.0239, dir -0.9814, norm 0.1896, swav 0.0000 LR: 8.231e-02 Score 99.215 Data time: 0.0858, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.8740 [2020-10-18 23:21:47,848][root][INFO] - ===> Epoch[2335](11672/5): Loss -0.7691, Sem 0.0263, dir -0.9796, norm 0.1842, swav 0.0000 LR: 8.231e-02 Score 99.105 Data time: 0.0908, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.1963 [2020-10-18 23:21:49,978][root][INFO] - ===> Epoch[2335](11673/5): Loss -0.7751, Sem 0.0289, dir -0.9794, norm 0.1753, swav 0.0000 LR: 8.231e-02 Score 99.025 Data time: 0.2626, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.0102 [2020-10-18 23:21:52,239][root][INFO] - ===> Epoch[2335](11674/5): Loss -0.7607, Sem 0.0256, dir -0.9784, norm 0.1921, swav 0.0000 LR: 8.231e-02 Score 99.150 Data time: 0.0922, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.1696 [2020-10-18 23:21:54,379][root][INFO] - ===> Epoch[2335](11675/5): Loss -0.7633, Sem 0.0245, dir -0.9790, norm 0.1912, swav 0.0000 LR: 8.230e-02 Score 99.169 Data time: 0.0902, Forward time: 0.7717, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 2.0288 [2020-10-18 23:21:57,010][root][INFO] - ===> Epoch[2336](11676/5): Loss -0.7673, Sem 0.0277, dir -0.9800, norm 0.1850, swav 0.0000 LR: 8.230e-02 Score 99.058 Data time: 0.0567, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.5112 [2020-10-18 23:21:59,254][root][INFO] - ===> Epoch[2336](11677/5): Loss -0.7592, Sem 0.0239, dir -0.9815, norm 0.1984, swav 0.0000 LR: 8.230e-02 Score 99.221 Data time: 0.0932, Forward time: 0.7718, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.1535 [2020-10-18 23:22:01,056][root][INFO] - ===> Epoch[2336](11678/5): Loss -0.7859, Sem 0.0248, dir -0.9826, norm 0.1719, swav 0.0000 LR: 8.230e-02 Score 99.191 Data time: 0.0632, Forward time: 0.7717, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 1.6871 [2020-10-18 23:22:02,765][root][INFO] - ===> Epoch[2336](11679/5): Loss -0.7690, Sem 0.0247, dir -0.9800, norm 0.1862, swav 0.0000 LR: 8.230e-02 Score 99.179 Data time: 0.0563, Forward time: 0.7717, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 1.6032 [2020-10-18 23:22:05,345][root][INFO] - ===> Epoch[2336](11680/5): Loss -0.7773, Sem 0.0247, dir -0.9823, norm 0.1802, swav 0.0000 LR: 8.230e-02 Score 99.180 Data time: 0.1285, Forward time: 0.7718, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 2.5000 [2020-10-18 23:22:08,129][root][INFO] - ===> Epoch[2337](11681/5): Loss -0.7423, Sem 0.0246, dir -0.9793, norm 0.2124, swav 0.0000 LR: 8.229e-02 Score 99.161 Data time: 0.0729, Forward time: 0.7718, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 2.6784 [2020-10-18 23:22:10,294][root][INFO] - ===> Epoch[2337](11682/5): Loss -0.7860, Sem 0.0271, dir -0.9817, norm 0.1686, swav 0.0000 LR: 8.229e-02 Score 99.111 Data time: 0.0789, Forward time: 0.7718, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 2.0450 [2020-10-18 23:22:12,393][root][INFO] - ===> Epoch[2337](11683/5): Loss -0.7453, Sem 0.0257, dir -0.9790, norm 0.2080, swav 0.0000 LR: 8.229e-02 Score 99.152 Data time: 0.0657, Forward time: 0.7718, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 2.0052 [2020-10-18 23:22:15,085][root][INFO] - ===> Epoch[2337](11684/5): Loss -0.7406, Sem 0.0277, dir -0.9784, norm 0.2101, swav 0.0000 LR: 8.229e-02 Score 99.101 Data time: 0.0590, Forward time: 0.7718, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.5761 [2020-10-18 23:22:17,664][root][INFO] - ===> Epoch[2337](11685/5): Loss -0.7535, Sem 0.0260, dir -0.9805, norm 0.2010, swav 0.0000 LR: 8.229e-02 Score 99.122 Data time: 0.0678, Forward time: 0.7718, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.5035 [2020-10-18 23:22:19,518][root][INFO] - ===> Epoch[2338](11686/5): Loss -0.7932, Sem 0.0251, dir -0.9832, norm 0.1649, swav 0.0000 LR: 8.229e-02 Score 99.152 Data time: 0.0751, Forward time: 0.7718, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.7271 [2020-10-18 23:22:21,550][root][INFO] - ===> Epoch[2338](11687/5): Loss -0.7654, Sem 0.0246, dir -0.9802, norm 0.1903, swav 0.0000 LR: 8.229e-02 Score 99.163 Data time: 0.0700, Forward time: 0.7718, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.9440 [2020-10-18 23:22:23,465][root][INFO] - ===> Epoch[2338](11688/5): Loss -0.7550, Sem 0.0272, dir -0.9793, norm 0.1972, swav 0.0000 LR: 8.228e-02 Score 99.096 Data time: 0.0706, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.8237 [2020-10-18 23:22:25,604][root][INFO] - ===> Epoch[2338](11689/5): Loss -0.7918, Sem 0.0264, dir -0.9814, norm 0.1632, swav 0.0000 LR: 8.228e-02 Score 99.124 Data time: 0.0738, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.0468 [2020-10-18 23:22:27,757][root][INFO] - ===> Epoch[2338](11690/5): Loss -0.7535, Sem 0.0280, dir -0.9791, norm 0.1976, swav 0.0000 LR: 8.228e-02 Score 99.082 Data time: 0.0625, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.0429 [2020-10-18 23:22:30,459][root][INFO] - ===> Epoch[2339](11691/5): Loss -0.7427, Sem 0.0265, dir -0.9781, norm 0.2089, swav 0.0000 LR: 8.228e-02 Score 99.129 Data time: 0.0588, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.6324 [2020-10-18 23:22:32,403][root][INFO] - ===> Epoch[2339](11692/5): Loss -0.7742, Sem 0.0256, dir -0.9805, norm 0.1807, swav 0.0000 LR: 8.228e-02 Score 99.142 Data time: 0.0612, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.8289 [2020-10-18 23:22:34,704][root][INFO] - ===> Epoch[2339](11693/5): Loss -0.7717, Sem 0.0267, dir -0.9807, norm 0.1823, swav 0.0000 LR: 8.228e-02 Score 99.101 Data time: 0.0694, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.2589 [2020-10-18 23:22:36,889][root][INFO] - ===> Epoch[2339](11694/5): Loss -0.7574, Sem 0.0263, dir -0.9773, norm 0.1936, swav 0.0000 LR: 8.227e-02 Score 99.117 Data time: 0.0844, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.0782 [2020-10-18 23:22:39,294][root][INFO] - ===> Epoch[2339](11695/5): Loss -0.7859, Sem 0.0233, dir -0.9821, norm 0.1729, swav 0.0000 LR: 8.227e-02 Score 99.222 Data time: 0.0683, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.2972 [2020-10-18 23:22:41,596][root][INFO] - ===> Epoch[2340](11696/5): Loss -0.7552, Sem 0.0276, dir -0.9796, norm 0.1967, swav 0.0000 LR: 8.227e-02 Score 99.096 Data time: 0.0791, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.1917 [2020-10-18 23:22:43,560][root][INFO] - ===> Epoch[2340](11697/5): Loss -0.7553, Sem 0.0284, dir -0.9781, norm 0.1944, swav 0.0000 LR: 8.227e-02 Score 99.052 Data time: 0.0717, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.8575 [2020-10-18 23:22:46,189][root][INFO] - ===> Epoch[2340](11698/5): Loss -0.7604, Sem 0.0281, dir -0.9804, norm 0.1919, swav 0.0000 LR: 8.227e-02 Score 99.058 Data time: 0.0790, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.5123 [2020-10-18 23:22:48,316][root][INFO] - ===> Epoch[2340](11699/5): Loss -0.7824, Sem 0.0241, dir -0.9814, norm 0.1748, swav 0.0000 LR: 8.227e-02 Score 99.180 Data time: 0.0770, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.0205 [2020-10-18 23:22:50,287][root][INFO] - ===> Epoch[2340](11700/5): Loss -0.7654, Sem 0.0342, dir -0.9799, norm 0.1803, swav 0.0000 LR: 8.227e-02 Score 98.965 Data time: 0.0766, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.8281 [2020-10-18 23:22:51,328][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 23:22:53,196][root][INFO] - ===> Epoch[2341](11701/5): Loss -0.7608, Sem 0.0283, dir -0.9769, norm 0.1877, swav 0.0000 LR: 8.226e-02 Score 99.053 Data time: 0.0778, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 1.6926 [2020-10-18 23:22:55,523][root][INFO] - ===> Epoch[2341](11702/5): Loss -0.7754, Sem 0.0258, dir -0.9812, norm 0.1801, swav 0.0000 LR: 8.226e-02 Score 99.157 Data time: 0.1030, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.2329 [2020-10-18 23:22:57,650][root][INFO] - ===> Epoch[2341](11703/5): Loss -0.7907, Sem 0.0284, dir -0.9806, norm 0.1615, swav 0.0000 LR: 8.226e-02 Score 99.051 Data time: 0.0770, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.0096 [2020-10-18 23:22:59,793][root][INFO] - ===> Epoch[2341](11704/5): Loss -0.7583, Sem 0.0259, dir -0.9816, norm 0.1974, swav 0.0000 LR: 8.226e-02 Score 99.140 Data time: 0.0747, Forward time: 0.7717, Backward time: 1.1810, DDP time: 0.0030, Total iter time: 2.0361 [2020-10-18 23:23:01,529][root][INFO] - ===> Epoch[2341](11705/5): Loss -0.7673, Sem 0.0266, dir -0.9794, norm 0.1855, swav 0.0000 LR: 8.226e-02 Score 99.135 Data time: 0.0685, Forward time: 0.7717, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 1.6452 [2020-10-18 23:23:03,830][root][INFO] - ===> Epoch[2342](11706/5): Loss -0.7662, Sem 0.0266, dir -0.9802, norm 0.1874, swav 0.0000 LR: 8.226e-02 Score 99.127 Data time: 0.1211, Forward time: 0.7718, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 2.1942 [2020-10-18 23:23:06,235][root][INFO] - ===> Epoch[2342](11707/5): Loss -0.7753, Sem 0.0272, dir -0.9805, norm 0.1780, swav 0.0000 LR: 8.225e-02 Score 99.109 Data time: 0.0629, Forward time: 0.7717, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 2.2754 [2020-10-18 23:23:08,549][root][INFO] - ===> Epoch[2342](11708/5): Loss -0.7639, Sem 0.0274, dir -0.9800, norm 0.1887, swav 0.0000 LR: 8.225e-02 Score 99.094 Data time: 0.0642, Forward time: 0.7717, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 2.2062 [2020-10-18 23:23:10,545][root][INFO] - ===> Epoch[2342](11709/5): Loss -0.7759, Sem 0.0295, dir -0.9804, norm 0.1751, swav 0.0000 LR: 8.225e-02 Score 99.001 Data time: 0.1019, Forward time: 0.7717, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 1.9070 [2020-10-18 23:23:12,623][root][INFO] - ===> Epoch[2342](11710/5): Loss -0.7621, Sem 0.0264, dir -0.9803, norm 0.1918, swav 0.0000 LR: 8.225e-02 Score 99.130 Data time: 0.0671, Forward time: 0.7717, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 1.9489 [2020-10-18 23:23:14,807][root][INFO] - ===> Epoch[2343](11711/5): Loss -0.7789, Sem 0.0259, dir -0.9815, norm 0.1768, swav 0.0000 LR: 8.225e-02 Score 99.151 Data time: 0.0777, Forward time: 0.7717, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 2.0939 [2020-10-18 23:23:16,834][root][INFO] - ===> Epoch[2343](11712/5): Loss -0.7496, Sem 0.0295, dir -0.9781, norm 0.1990, swav 0.0000 LR: 8.225e-02 Score 99.048 Data time: 0.0892, Forward time: 0.7717, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 1.9206 [2020-10-18 23:23:18,841][root][INFO] - ===> Epoch[2343](11713/5): Loss -0.7791, Sem 0.0291, dir -0.9809, norm 0.1727, swav 0.0000 LR: 8.225e-02 Score 99.011 Data time: 0.0776, Forward time: 0.7718, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 1.9021 [2020-10-18 23:23:21,441][root][INFO] - ===> Epoch[2343](11714/5): Loss -0.7662, Sem 0.0218, dir -0.9805, norm 0.1925, swav 0.0000 LR: 8.224e-02 Score 99.270 Data time: 0.1848, Forward time: 0.7718, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 2.4769 [2020-10-18 23:23:23,756][root][INFO] - ===> Epoch[2343](11715/5): Loss -0.7692, Sem 0.0271, dir -0.9805, norm 0.1842, swav 0.0000 LR: 8.224e-02 Score 99.101 Data time: 0.2042, Forward time: 0.7718, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 2.1847 [2020-10-18 23:23:25,912][root][INFO] - ===> Epoch[2344](11716/5): Loss -0.7640, Sem 0.0266, dir -0.9803, norm 0.1897, swav 0.0000 LR: 8.224e-02 Score 99.124 Data time: 0.0951, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 2.0625 [2020-10-18 23:23:28,120][root][INFO] - ===> Epoch[2344](11717/5): Loss -0.7632, Sem 0.0265, dir -0.9805, norm 0.1908, swav 0.0000 LR: 8.224e-02 Score 99.106 Data time: 0.1136, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 2.0975 [2020-10-18 23:23:29,912][root][INFO] - ===> Epoch[2344](11718/5): Loss -0.7846, Sem 0.0275, dir -0.9794, norm 0.1672, swav 0.0000 LR: 8.224e-02 Score 99.065 Data time: 0.0761, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 1.6982 [2020-10-18 23:23:32,417][root][INFO] - ===> Epoch[2344](11719/5): Loss -0.7512, Sem 0.0295, dir -0.9778, norm 0.1971, swav 0.0000 LR: 8.224e-02 Score 99.022 Data time: 0.0575, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 2.4042 [2020-10-18 23:23:34,645][root][INFO] - ===> Epoch[2344](11720/5): Loss -0.7503, Sem 0.0265, dir -0.9807, norm 0.2039, swav 0.0000 LR: 8.223e-02 Score 99.132 Data time: 0.0564, Forward time: 0.7718, Backward time: 1.1809, DDP time: 0.0030, Total iter time: 2.1347 [2020-10-18 23:23:36,752][root][INFO] - ===> Epoch[2345](11721/5): Loss -0.7686, Sem 0.0273, dir -0.9805, norm 0.1845, swav 0.0000 LR: 8.223e-02 Score 99.116 Data time: 0.0780, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 2.0391 [2020-10-18 23:23:38,784][root][INFO] - ===> Epoch[2345](11722/5): Loss -0.7666, Sem 0.0270, dir -0.9796, norm 0.1860, swav 0.0000 LR: 8.223e-02 Score 99.117 Data time: 0.0729, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 1.9226 [2020-10-18 23:23:41,117][root][INFO] - ===> Epoch[2345](11723/5): Loss -0.7480, Sem 0.0268, dir -0.9773, norm 0.2025, swav 0.0000 LR: 8.223e-02 Score 99.082 Data time: 0.0860, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 2.2695 [2020-10-18 23:23:43,466][root][INFO] - ===> Epoch[2345](11724/5): Loss -0.7645, Sem 0.0261, dir -0.9798, norm 0.1892, swav 0.0000 LR: 8.223e-02 Score 99.156 Data time: 0.0769, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 2.1678 [2020-10-18 23:23:45,451][root][INFO] - ===> Epoch[2345](11725/5): Loss -0.7625, Sem 0.0289, dir -0.9807, norm 0.1893, swav 0.0000 LR: 8.223e-02 Score 99.023 Data time: 0.2544, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 1.8881 [2020-10-18 23:23:47,583][root][INFO] - ===> Epoch[2346](11726/5): Loss -0.7780, Sem 0.0225, dir -0.9804, norm 0.1799, swav 0.0000 LR: 8.223e-02 Score 99.257 Data time: 0.0956, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 2.0502 [2020-10-18 23:23:49,463][root][INFO] - ===> Epoch[2346](11727/5): Loss -0.7478, Sem 0.0245, dir -0.9815, norm 0.2092, swav 0.0000 LR: 8.222e-02 Score 99.194 Data time: 0.0683, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 1.7853 [2020-10-18 23:23:51,545][root][INFO] - ===> Epoch[2346](11728/5): Loss -0.7652, Sem 0.0254, dir -0.9793, norm 0.1887, swav 0.0000 LR: 8.222e-02 Score 99.168 Data time: 0.0903, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 1.9937 [2020-10-18 23:23:53,993][root][INFO] - ===> Epoch[2346](11729/5): Loss -0.7545, Sem 0.0290, dir -0.9783, norm 0.1948, swav 0.0000 LR: 8.222e-02 Score 99.042 Data time: 0.0756, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 2.3081 [2020-10-18 23:23:56,446][root][INFO] - ===> Epoch[2346](11730/5): Loss -0.7843, Sem 0.0272, dir -0.9810, norm 0.1694, swav 0.0000 LR: 8.222e-02 Score 99.083 Data time: 0.0684, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 2.3454 [2020-10-18 23:23:58,648][root][INFO] - ===> Epoch[2347](11731/5): Loss -0.7565, Sem 0.0290, dir -0.9788, norm 0.1933, swav 0.0000 LR: 8.222e-02 Score 99.030 Data time: 0.0838, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 2.1062 [2020-10-18 23:24:00,766][root][INFO] - ===> Epoch[2347](11732/5): Loss -0.7734, Sem 0.0262, dir -0.9815, norm 0.1819, swav 0.0000 LR: 8.222e-02 Score 99.133 Data time: 0.0770, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 2.0025 [2020-10-18 23:24:02,894][root][INFO] - ===> Epoch[2347](11733/5): Loss -0.7736, Sem 0.0259, dir -0.9803, norm 0.1807, swav 0.0000 LR: 8.221e-02 Score 99.124 Data time: 0.0873, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 2.0155 [2020-10-18 23:24:05,099][root][INFO] - ===> Epoch[2347](11734/5): Loss -0.7715, Sem 0.0228, dir -0.9804, norm 0.1861, swav 0.0000 LR: 8.221e-02 Score 99.239 Data time: 0.0781, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.0938 [2020-10-18 23:24:07,524][root][INFO] - ===> Epoch[2347](11735/5): Loss -0.7679, Sem 0.0224, dir -0.9814, norm 0.1910, swav 0.0000 LR: 8.221e-02 Score 99.268 Data time: 0.0555, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 2.3100 [2020-10-18 23:24:09,523][root][INFO] - ===> Epoch[2348](11736/5): Loss -0.7695, Sem 0.0246, dir -0.9797, norm 0.1857, swav 0.0000 LR: 8.221e-02 Score 99.156 Data time: 0.0644, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 1.9422 [2020-10-18 23:24:12,038][root][INFO] - ===> Epoch[2348](11737/5): Loss -0.7691, Sem 0.0250, dir -0.9807, norm 0.1867, swav 0.0000 LR: 8.221e-02 Score 99.163 Data time: 0.0692, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 2.4329 [2020-10-18 23:24:14,015][root][INFO] - ===> Epoch[2348](11738/5): Loss -0.7799, Sem 0.0258, dir -0.9806, norm 0.1749, swav 0.0000 LR: 8.221e-02 Score 99.128 Data time: 0.0681, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 1.8919 [2020-10-18 23:24:16,008][root][INFO] - ===> Epoch[2348](11739/5): Loss -0.7532, Sem 0.0273, dir -0.9781, norm 0.1976, swav 0.0000 LR: 8.221e-02 Score 99.066 Data time: 0.0784, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 1.9296 [2020-10-18 23:24:18,220][root][INFO] - ===> Epoch[2348](11740/5): Loss -0.7703, Sem 0.0245, dir -0.9805, norm 0.1857, swav 0.0000 LR: 8.220e-02 Score 99.173 Data time: 0.0845, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 2.1009 [2020-10-18 23:24:20,584][root][INFO] - ===> Epoch[2349](11741/5): Loss -0.7742, Sem 0.0259, dir -0.9799, norm 0.1798, swav 0.0000 LR: 8.220e-02 Score 99.138 Data time: 0.0921, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 2.2639 [2020-10-18 23:24:23,323][root][INFO] - ===> Epoch[2349](11742/5): Loss -0.7734, Sem 0.0261, dir -0.9813, norm 0.1818, swav 0.0000 LR: 8.220e-02 Score 99.140 Data time: 0.0717, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 2.6286 [2020-10-18 23:24:25,625][root][INFO] - ===> Epoch[2349](11743/5): Loss -0.7837, Sem 0.0260, dir -0.9806, norm 0.1708, swav 0.0000 LR: 8.220e-02 Score 99.135 Data time: 0.0801, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 2.2170 [2020-10-18 23:24:27,601][root][INFO] - ===> Epoch[2349](11744/5): Loss -0.7655, Sem 0.0283, dir -0.9800, norm 0.1863, swav 0.0000 LR: 8.220e-02 Score 99.070 Data time: 0.0661, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 1.8779 [2020-10-18 23:24:29,576][root][INFO] - ===> Epoch[2349](11745/5): Loss -0.7660, Sem 0.0259, dir -0.9801, norm 0.1882, swav 0.0000 LR: 8.220e-02 Score 99.133 Data time: 0.0886, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 1.8885 [2020-10-18 23:24:31,676][root][INFO] - ===> Epoch[2350](11746/5): Loss -0.7574, Sem 0.0291, dir -0.9795, norm 0.1930, swav 0.0000 LR: 8.220e-02 Score 99.032 Data time: 0.0825, Forward time: 0.7718, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 1.9867 [2020-10-18 23:24:33,724][root][INFO] - ===> Epoch[2350](11747/5): Loss -0.7536, Sem 0.0279, dir -0.9775, norm 0.1960, swav 0.0000 LR: 8.219e-02 Score 99.086 Data time: 0.0750, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 1.9229 [2020-10-18 23:24:35,832][root][INFO] - ===> Epoch[2350](11748/5): Loss -0.7612, Sem 0.0265, dir -0.9782, norm 0.1906, swav 0.0000 LR: 8.219e-02 Score 99.120 Data time: 0.0795, Forward time: 0.7719, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.0130 [2020-10-18 23:24:38,333][root][INFO] - ===> Epoch[2350](11749/5): Loss -0.7597, Sem 0.0227, dir -0.9815, norm 0.1991, swav 0.0000 LR: 8.219e-02 Score 99.249 Data time: 0.0970, Forward time: 0.7719, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.4064 [2020-10-18 23:24:40,309][root][INFO] - ===> Epoch[2350](11750/5): Loss -0.7471, Sem 0.0296, dir -0.9770, norm 0.2003, swav 0.0000 LR: 8.219e-02 Score 99.008 Data time: 0.0656, Forward time: 0.7719, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 1.8731 [2020-10-18 23:24:42,293][root][INFO] - ===> Epoch[2351](11751/5): Loss -0.7602, Sem 0.0279, dir -0.9792, norm 0.1911, swav 0.0000 LR: 8.219e-02 Score 99.085 Data time: 0.0601, Forward time: 0.7719, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 1.9144 [2020-10-18 23:24:44,249][root][INFO] - ===> Epoch[2351](11752/5): Loss -0.7555, Sem 0.0255, dir -0.9798, norm 0.1989, swav 0.0000 LR: 8.219e-02 Score 99.159 Data time: 0.0578, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 1.8826 [2020-10-18 23:24:46,518][root][INFO] - ===> Epoch[2351](11753/5): Loss -0.7659, Sem 0.0284, dir -0.9813, norm 0.1870, swav 0.0000 LR: 8.218e-02 Score 99.064 Data time: 0.0716, Forward time: 0.7719, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.2309 [2020-10-18 23:24:48,483][root][INFO] - ===> Epoch[2351](11754/5): Loss -0.7750, Sem 0.0240, dir -0.9824, norm 0.1833, swav 0.0000 LR: 8.218e-02 Score 99.198 Data time: 0.0895, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 1.8535 [2020-10-18 23:24:50,614][root][INFO] - ===> Epoch[2351](11755/5): Loss -0.7673, Sem 0.0260, dir -0.9800, norm 0.1868, swav 0.0000 LR: 8.218e-02 Score 99.142 Data time: 0.2168, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.0393 [2020-10-18 23:24:52,907][root][INFO] - ===> Epoch[2352](11756/5): Loss -0.7509, Sem 0.0274, dir -0.9763, norm 0.1980, swav 0.0000 LR: 8.218e-02 Score 99.121 Data time: 0.0892, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.2249 [2020-10-18 23:24:55,802][root][INFO] - ===> Epoch[2352](11757/5): Loss -0.7564, Sem 0.0260, dir -0.9795, norm 0.1971, swav 0.0000 LR: 8.218e-02 Score 99.126 Data time: 0.1535, Forward time: 0.7719, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.7770 [2020-10-18 23:24:58,754][root][INFO] - ===> Epoch[2352](11758/5): Loss -0.7403, Sem 0.0297, dir -0.9792, norm 0.2092, swav 0.0000 LR: 8.218e-02 Score 98.999 Data time: 0.0489, Forward time: 0.7719, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 2.8374 [2020-10-18 23:25:01,089][root][INFO] - ===> Epoch[2352](11759/5): Loss -0.7789, Sem 0.0226, dir -0.9817, norm 0.1802, swav 0.0000 LR: 8.218e-02 Score 99.227 Data time: 0.0789, Forward time: 0.7719, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 2.2173 [2020-10-18 23:25:02,993][root][INFO] - ===> Epoch[2352](11760/5): Loss -0.7678, Sem 0.0283, dir -0.9798, norm 0.1837, swav 0.0000 LR: 8.217e-02 Score 99.064 Data time: 0.0785, Forward time: 0.7719, Backward time: 1.1808, DDP time: 0.0030, Total iter time: 1.8023 [2020-10-18 23:25:04,951][root][INFO] - ===> Epoch[2353](11761/5): Loss -0.7514, Sem 0.0265, dir -0.9784, norm 0.2005, swav 0.0000 LR: 8.217e-02 Score 99.134 Data time: 0.0716, Forward time: 0.7719, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 1.8467 [2020-10-18 23:25:07,055][root][INFO] - ===> Epoch[2353](11762/5): Loss -0.7633, Sem 0.0273, dir -0.9803, norm 0.1897, swav 0.0000 LR: 8.217e-02 Score 99.084 Data time: 0.3154, Forward time: 0.7719, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.0000 [2020-10-18 23:25:09,049][root][INFO] - ===> Epoch[2353](11763/5): Loss -0.7514, Sem 0.0268, dir -0.9794, norm 0.2012, swav 0.0000 LR: 8.217e-02 Score 99.114 Data time: 0.0757, Forward time: 0.7719, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 1.9159 [2020-10-18 23:25:11,345][root][INFO] - ===> Epoch[2353](11764/5): Loss -0.7500, Sem 0.0264, dir -0.9790, norm 0.2026, swav 0.0000 LR: 8.217e-02 Score 99.148 Data time: 0.0662, Forward time: 0.7719, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.1786 [2020-10-18 23:25:13,684][root][INFO] - ===> Epoch[2353](11765/5): Loss -0.7366, Sem 0.0301, dir -0.9787, norm 0.2120, swav 0.0000 LR: 8.217e-02 Score 99.017 Data time: 0.0614, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.2303 [2020-10-18 23:25:15,537][root][INFO] - ===> Epoch[2354](11766/5): Loss -0.7953, Sem 0.0249, dir -0.9809, norm 0.1607, swav 0.0000 LR: 8.216e-02 Score 99.159 Data time: 0.0837, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 1.7327 [2020-10-18 23:25:17,866][root][INFO] - ===> Epoch[2354](11767/5): Loss -0.7483, Sem 0.0309, dir -0.9784, norm 0.1991, swav 0.0000 LR: 8.216e-02 Score 99.021 Data time: 0.0601, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.2305 [2020-10-18 23:25:19,891][root][INFO] - ===> Epoch[2354](11768/5): Loss -0.7505, Sem 0.0272, dir -0.9792, norm 0.2015, swav 0.0000 LR: 8.216e-02 Score 99.114 Data time: 0.0621, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 1.9295 [2020-10-18 23:25:22,061][root][INFO] - ===> Epoch[2354](11769/5): Loss -0.7652, Sem 0.0244, dir -0.9805, norm 0.1909, swav 0.0000 LR: 8.216e-02 Score 99.170 Data time: 0.0896, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.0791 [2020-10-18 23:25:23,936][root][INFO] - ===> Epoch[2354](11770/5): Loss -0.7591, Sem 0.0298, dir -0.9769, norm 0.1879, swav 0.0000 LR: 8.216e-02 Score 99.007 Data time: 0.0636, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 1.7321 [2020-10-18 23:25:25,822][root][INFO] - ===> Epoch[2355](11771/5): Loss -0.7615, Sem 0.0257, dir -0.9810, norm 0.1939, swav 0.0000 LR: 8.216e-02 Score 99.167 Data time: 0.0760, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 1.8030 [2020-10-18 23:25:27,775][root][INFO] - ===> Epoch[2355](11772/5): Loss -0.7580, Sem 0.0288, dir -0.9806, norm 0.1937, swav 0.0000 LR: 8.216e-02 Score 99.059 Data time: 0.0631, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 1.8520 [2020-10-18 23:25:30,007][root][INFO] - ===> Epoch[2355](11773/5): Loss -0.7682, Sem 0.0290, dir -0.9802, norm 0.1830, swav 0.0000 LR: 8.215e-02 Score 99.019 Data time: 0.0790, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.1256 [2020-10-18 23:25:31,962][root][INFO] - ===> Epoch[2355](11774/5): Loss -0.7830, Sem 0.0246, dir -0.9816, norm 0.1739, swav 0.0000 LR: 8.215e-02 Score 99.171 Data time: 0.0699, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 1.8353 [2020-10-18 23:25:34,162][root][INFO] - ===> Epoch[2355](11775/5): Loss -0.7626, Sem 0.0247, dir -0.9799, norm 0.1926, swav 0.0000 LR: 8.215e-02 Score 99.179 Data time: 0.0633, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.1068 [2020-10-18 23:25:36,575][root][INFO] - ===> Epoch[2356](11776/5): Loss -0.7505, Sem 0.0293, dir -0.9775, norm 0.1977, swav 0.0000 LR: 8.215e-02 Score 99.029 Data time: 0.0821, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.3164 [2020-10-18 23:25:38,278][root][INFO] - ===> Epoch[2356](11777/5): Loss -0.7768, Sem 0.0251, dir -0.9805, norm 0.1786, swav 0.0000 LR: 8.215e-02 Score 99.146 Data time: 0.0618, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 1.5844 [2020-10-18 23:25:40,451][root][INFO] - ===> Epoch[2356](11778/5): Loss -0.7859, Sem 0.0238, dir -0.9825, norm 0.1728, swav 0.0000 LR: 8.215e-02 Score 99.202 Data time: 0.0974, Forward time: 0.7718, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.1114 [2020-10-18 23:25:42,595][root][INFO] - ===> Epoch[2356](11779/5): Loss -0.7628, Sem 0.0264, dir -0.9804, norm 0.1912, swav 0.0000 LR: 8.214e-02 Score 99.148 Data time: 0.0655, Forward time: 0.7718, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.0324 [2020-10-18 23:25:44,781][root][INFO] - ===> Epoch[2356](11780/5): Loss -0.7745, Sem 0.0241, dir -0.9808, norm 0.1822, swav 0.0000 LR: 8.214e-02 Score 99.198 Data time: 0.0728, Forward time: 0.7718, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.1120 [2020-10-18 23:25:47,210][root][INFO] - ===> Epoch[2357](11781/5): Loss -0.7763, Sem 0.0265, dir -0.9813, norm 0.1785, swav 0.0000 LR: 8.214e-02 Score 99.108 Data time: 0.0777, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.3304 [2020-10-18 23:25:49,587][root][INFO] - ===> Epoch[2357](11782/5): Loss -0.7829, Sem 0.0305, dir -0.9794, norm 0.1660, swav 0.0000 LR: 8.214e-02 Score 99.015 Data time: 0.0804, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.2723 [2020-10-18 23:25:52,013][root][INFO] - ===> Epoch[2357](11783/5): Loss -0.7785, Sem 0.0251, dir -0.9815, norm 0.1778, swav 0.0000 LR: 8.214e-02 Score 99.166 Data time: 0.0936, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.3182 [2020-10-18 23:25:54,047][root][INFO] - ===> Epoch[2357](11784/5): Loss -0.7812, Sem 0.0251, dir -0.9816, norm 0.1753, swav 0.0000 LR: 8.214e-02 Score 99.143 Data time: 0.0900, Forward time: 0.7718, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.9240 [2020-10-18 23:25:56,996][root][INFO] - ===> Epoch[2357](11785/5): Loss -0.7636, Sem 0.0255, dir -0.9805, norm 0.1914, swav 0.0000 LR: 8.214e-02 Score 99.161 Data time: 0.0752, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.8583 [2020-10-18 23:25:59,575][root][INFO] - ===> Epoch[2358](11786/5): Loss -0.7755, Sem 0.0272, dir -0.9794, norm 0.1767, swav 0.0000 LR: 8.213e-02 Score 99.088 Data time: 0.0658, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.4756 [2020-10-18 23:26:01,838][root][INFO] - ===> Epoch[2358](11787/5): Loss -0.7793, Sem 0.0302, dir -0.9820, norm 0.1725, swav 0.0000 LR: 8.213e-02 Score 99.044 Data time: 0.0621, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.1469 [2020-10-18 23:26:03,734][root][INFO] - ===> Epoch[2358](11788/5): Loss -0.7772, Sem 0.0288, dir -0.9786, norm 0.1727, swav 0.0000 LR: 8.213e-02 Score 99.040 Data time: 0.1043, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 1.8086 [2020-10-18 23:26:05,877][root][INFO] - ===> Epoch[2358](11789/5): Loss -0.7541, Sem 0.0347, dir -0.9797, norm 0.1909, swav 0.0000 LR: 8.213e-02 Score 98.974 Data time: 0.1585, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.0660 [2020-10-18 23:26:08,083][root][INFO] - ===> Epoch[2358](11790/5): Loss -0.7604, Sem 0.0314, dir -0.9807, norm 0.1889, swav 0.0000 LR: 8.213e-02 Score 99.010 Data time: 0.1703, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.0879 [2020-10-18 23:26:10,213][root][INFO] - ===> Epoch[2359](11791/5): Loss -0.7626, Sem 0.0323, dir -0.9802, norm 0.1853, swav 0.0000 LR: 8.213e-02 Score 98.939 Data time: 0.0991, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.0366 [2020-10-18 23:26:12,391][root][INFO] - ===> Epoch[2359](11792/5): Loss -0.7682, Sem 0.0281, dir -0.9794, norm 0.1831, swav 0.0000 LR: 8.212e-02 Score 99.072 Data time: 0.0953, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.0552 [2020-10-18 23:26:14,466][root][INFO] - ===> Epoch[2359](11793/5): Loss -0.7666, Sem 0.0322, dir -0.9819, norm 0.1831, swav 0.0000 LR: 8.212e-02 Score 98.903 Data time: 0.0843, Forward time: 0.7718, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.9829 [2020-10-18 23:26:16,631][root][INFO] - ===> Epoch[2359](11794/5): Loss -0.7429, Sem 0.0382, dir -0.9800, norm 0.1988, swav 0.0000 LR: 8.212e-02 Score 98.636 Data time: 0.0865, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.0691 [2020-10-18 23:26:18,852][root][INFO] - ===> Epoch[2359](11795/5): Loss -0.7652, Sem 0.0315, dir -0.9792, norm 0.1825, swav 0.0000 LR: 8.212e-02 Score 98.962 Data time: 0.0691, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.0968 [2020-10-18 23:26:20,963][root][INFO] - ===> Epoch[2360](11796/5): Loss -0.7596, Sem 0.0421, dir -0.9787, norm 0.1770, swav 0.0000 LR: 8.212e-02 Score 98.813 Data time: 0.0340, Forward time: 0.7718, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.0244 [2020-10-18 23:26:23,558][root][INFO] - ===> Epoch[2360](11797/5): Loss -0.7312, Sem 0.0365, dir -0.9798, norm 0.2121, swav 0.0000 LR: 8.212e-02 Score 98.858 Data time: 0.0748, Forward time: 0.7718, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.5343 [2020-10-18 23:26:25,810][root][INFO] - ===> Epoch[2360](11798/5): Loss -0.7735, Sem 0.0291, dir -0.9807, norm 0.1782, swav 0.0000 LR: 8.212e-02 Score 99.047 Data time: 0.1005, Forward time: 0.7719, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.1499 [2020-10-18 23:26:27,845][root][INFO] - ===> Epoch[2360](11799/5): Loss -0.7595, Sem 0.0367, dir -0.9798, norm 0.1837, swav 0.0000 LR: 8.211e-02 Score 98.880 Data time: 0.0810, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.9201 [2020-10-18 23:26:30,060][root][INFO] - ===> Epoch[2360](11800/5): Loss -0.7605, Sem 0.0404, dir -0.9772, norm 0.1763, swav 0.0000 LR: 8.211e-02 Score 98.739 Data time: 0.0788, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.1197 [2020-10-18 23:26:31,137][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 23:26:31,311][root][INFO] - ===> Start testing [2020-10-18 23:27:09,625][root][INFO] - 68/68: Data time: 0.0026, Iter time: 0.1668 Loss 0.456 (AVG: 0.562) Score 90.912 (AVG: 89.422) mIOU 66.838 mAP 82.636 mAcc 74.619 IOU: 61.313 0.052 67.633 74.066 93.634 92.989 25.767 73.377 96.481 61.926 80.706 84.541 56.411 mAP: 81.707 11.942 91.914 89.035 99.060 98.497 51.953 92.441 99.604 82.671 91.946 93.919 89.586 mAcc: 78.096 0.456 88.722 85.934 95.514 95.766 38.163 83.978 98.693 65.164 86.372 93.232 59.954 [2020-10-18 23:27:09,628][root][INFO] - Finished test. Elapsed time: 38.3133 [2020-10-18 23:27:12,676][root][INFO] - [2020-10-18 23:27:12,676][root][INFO] - ################################################################ [2020-10-18 23:27:12,676][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 23:27:12,676][root][INFO] - ################################################################ [2020-10-18 23:27:12,677][root][INFO] - clutter : nan nan nan [2020-10-18 23:27:12,677][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 23:27:12,677][root][INFO] - board : 0.731 0.887 0.887 [2020-10-18 23:27:12,677][root][INFO] - bookcase : 0.208 0.328 0.515 [2020-10-18 23:27:12,677][root][INFO] - ceiling : 0.417 0.479 0.583 [2020-10-18 23:27:12,677][root][INFO] - chair : 0.812 0.881 0.910 [2020-10-18 23:27:12,677][root][INFO] - column : 0.170 0.243 0.355 [2020-10-18 23:27:12,677][root][INFO] - door : 0.496 0.683 0.781 [2020-10-18 23:27:12,677][root][INFO] - floor : 0.825 0.875 0.918 [2020-10-18 23:27:12,677][root][INFO] - sofa : 0.312 0.455 0.809 [2020-10-18 23:27:12,677][root][INFO] - table : 0.133 0.287 0.640 [2020-10-18 23:27:12,677][root][INFO] - wall : 0.424 0.612 0.739 [2020-10-18 23:27:12,677][root][INFO] - window : 0.464 0.652 0.719 [2020-10-18 23:27:12,677][root][INFO] - ---------------------------------------------------------------- [2020-10-18 23:27:12,677][root][INFO] - average : 0.416 0.532 0.655 [2020-10-18 23:27:12,677][root][INFO] - [2020-10-18 23:27:12,831][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 23:27:12,832][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-18 23:27:14,546][root][INFO] - ===> Epoch[2361](11801/5): Loss -0.7691, Sem 0.0337, dir -0.9809, norm 0.1781, swav 0.0000 LR: 8.211e-02 Score 98.899 Data time: 0.0565, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.7078 [2020-10-18 23:27:16,699][root][INFO] - ===> Epoch[2361](11802/5): Loss -0.7525, Sem 0.0359, dir -0.9789, norm 0.1905, swav 0.0000 LR: 8.211e-02 Score 98.835 Data time: 0.3188, Forward time: 0.7718, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.0673 [2020-10-18 23:27:19,051][root][INFO] - ===> Epoch[2361](11803/5): Loss -0.7539, Sem 0.0369, dir -0.9800, norm 0.1891, swav 0.0000 LR: 8.211e-02 Score 98.837 Data time: 0.1025, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.2487 [2020-10-18 23:27:21,064][root][INFO] - ===> Epoch[2361](11804/5): Loss -0.7394, Sem 0.0370, dir -0.9778, norm 0.2014, swav 0.0000 LR: 8.211e-02 Score 98.835 Data time: 0.0517, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.9002 [2020-10-18 23:27:23,687][root][INFO] - ===> Epoch[2361](11805/5): Loss -0.7551, Sem 0.0307, dir -0.9803, norm 0.1945, swav 0.0000 LR: 8.210e-02 Score 99.044 Data time: 0.0942, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.5450 [2020-10-18 23:27:26,048][root][INFO] - ===> Epoch[2362](11806/5): Loss -0.7537, Sem 0.0334, dir -0.9790, norm 0.1920, swav 0.0000 LR: 8.210e-02 Score 98.904 Data time: 0.0598, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.2498 [2020-10-18 23:27:28,016][root][INFO] - ===> Epoch[2362](11807/5): Loss -0.7572, Sem 0.0328, dir -0.9788, norm 0.1888, swav 0.0000 LR: 8.210e-02 Score 98.904 Data time: 0.0485, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.8864 [2020-10-18 23:27:29,975][root][INFO] - ===> Epoch[2362](11808/5): Loss -0.7530, Sem 0.0319, dir -0.9799, norm 0.1951, swav 0.0000 LR: 8.210e-02 Score 98.934 Data time: 0.0422, Forward time: 0.7718, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.9130 [2020-10-18 23:27:31,968][root][INFO] - ===> Epoch[2362](11809/5): Loss -0.7570, Sem 0.0321, dir -0.9793, norm 0.1903, swav 0.0000 LR: 8.210e-02 Score 98.965 Data time: 0.1000, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.8825 [2020-10-18 23:27:34,549][root][INFO] - ===> Epoch[2362](11810/5): Loss -0.7581, Sem 0.0336, dir -0.9787, norm 0.1870, swav 0.0000 LR: 8.210e-02 Score 98.905 Data time: 0.0922, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.4805 [2020-10-18 23:27:36,504][root][INFO] - ===> Epoch[2363](11811/5): Loss -0.7448, Sem 0.0329, dir -0.9790, norm 0.2014, swav 0.0000 LR: 8.210e-02 Score 98.918 Data time: 0.0646, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.8427 [2020-10-18 23:27:38,754][root][INFO] - ===> Epoch[2363](11812/5): Loss -0.7536, Sem 0.0305, dir -0.9792, norm 0.1951, swav 0.0000 LR: 8.209e-02 Score 98.995 Data time: 0.0831, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.1613 [2020-10-18 23:27:41,200][root][INFO] - ===> Epoch[2363](11813/5): Loss -0.7338, Sem 0.0372, dir -0.9782, norm 0.2073, swav 0.0000 LR: 8.209e-02 Score 98.854 Data time: 0.0595, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.3417 [2020-10-18 23:27:43,220][root][INFO] - ===> Epoch[2363](11814/5): Loss -0.7555, Sem 0.0293, dir -0.9796, norm 0.1947, swav 0.0000 LR: 8.209e-02 Score 99.009 Data time: 0.0727, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.9418 [2020-10-18 23:27:45,496][root][INFO] - ===> Epoch[2363](11815/5): Loss -0.7578, Sem 0.0321, dir -0.9775, norm 0.1876, swav 0.0000 LR: 8.209e-02 Score 98.926 Data time: 0.0614, Forward time: 0.7718, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.1777 [2020-10-18 23:27:47,667][root][INFO] - ===> Epoch[2364](11816/5): Loss -0.7471, Sem 0.0302, dir -0.9805, norm 0.2032, swav 0.0000 LR: 8.209e-02 Score 99.011 Data time: 0.0813, Forward time: 0.7718, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.0693 [2020-10-18 23:27:49,831][root][INFO] - ===> Epoch[2364](11817/5): Loss -0.7463, Sem 0.0332, dir -0.9762, norm 0.1967, swav 0.0000 LR: 8.209e-02 Score 98.884 Data time: 0.1044, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.0652 [2020-10-18 23:27:52,107][root][INFO] - ===> Epoch[2364](11818/5): Loss -0.7664, Sem 0.0306, dir -0.9802, norm 0.1832, swav 0.0000 LR: 8.208e-02 Score 98.967 Data time: 0.0689, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.1491 [2020-10-18 23:27:54,432][root][INFO] - ===> Epoch[2364](11819/5): Loss -0.7651, Sem 0.0320, dir -0.9802, norm 0.1831, swav 0.0000 LR: 8.208e-02 Score 98.934 Data time: 0.1695, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.2467 [2020-10-18 23:27:57,066][root][INFO] - ===> Epoch[2364](11820/5): Loss -0.7392, Sem 0.0326, dir -0.9764, norm 0.2046, swav 0.0000 LR: 8.208e-02 Score 98.900 Data time: 0.1223, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.5288 [2020-10-18 23:27:59,128][root][INFO] - ===> Epoch[2365](11821/5): Loss -0.7665, Sem 0.0278, dir -0.9809, norm 0.1866, swav 0.0000 LR: 8.208e-02 Score 99.099 Data time: 0.0533, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.9448 [2020-10-18 23:28:01,636][root][INFO] - ===> Epoch[2365](11822/5): Loss -0.7523, Sem 0.0309, dir -0.9793, norm 0.1960, swav 0.0000 LR: 8.208e-02 Score 98.965 Data time: 0.0946, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.4176 [2020-10-18 23:28:03,724][root][INFO] - ===> Epoch[2365](11823/5): Loss -0.7580, Sem 0.0284, dir -0.9783, norm 0.1919, swav 0.0000 LR: 8.208e-02 Score 99.060 Data time: 0.0839, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.9788 [2020-10-18 23:28:05,713][root][INFO] - ===> Epoch[2365](11824/5): Loss -0.7668, Sem 0.0293, dir -0.9794, norm 0.1833, swav 0.0000 LR: 8.208e-02 Score 98.987 Data time: 0.0914, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.9061 [2020-10-18 23:28:07,599][root][INFO] - ===> Epoch[2365](11825/5): Loss -0.7650, Sem 0.0253, dir -0.9813, norm 0.1910, swav 0.0000 LR: 8.207e-02 Score 99.139 Data time: 0.1843, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.8024 [2020-10-18 23:28:09,911][root][INFO] - ===> Epoch[2366](11826/5): Loss -0.7309, Sem 0.0267, dir -0.9778, norm 0.2202, swav 0.0000 LR: 8.207e-02 Score 99.135 Data time: 0.0923, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.2306 [2020-10-18 23:28:12,267][root][INFO] - ===> Epoch[2366](11827/5): Loss -0.7554, Sem 0.0286, dir -0.9786, norm 0.1947, swav 0.0000 LR: 8.207e-02 Score 99.064 Data time: 0.0703, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.2444 [2020-10-18 23:28:14,634][root][INFO] - ===> Epoch[2366](11828/5): Loss -0.7541, Sem 0.0304, dir -0.9805, norm 0.1960, swav 0.0000 LR: 8.207e-02 Score 98.958 Data time: 0.0634, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.2890 [2020-10-18 23:28:16,780][root][INFO] - ===> Epoch[2366](11829/5): Loss -0.7641, Sem 0.0286, dir -0.9792, norm 0.1866, swav 0.0000 LR: 8.207e-02 Score 99.047 Data time: 0.0793, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.0758 [2020-10-18 23:28:18,723][root][INFO] - ===> Epoch[2366](11830/5): Loss -0.7523, Sem 0.0263, dir -0.9794, norm 0.2008, swav 0.0000 LR: 8.207e-02 Score 99.128 Data time: 0.0751, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.8325 [2020-10-18 23:28:20,776][root][INFO] - ===> Epoch[2367](11831/5): Loss -0.7750, Sem 0.0296, dir -0.9805, norm 0.1759, swav 0.0000 LR: 8.206e-02 Score 99.011 Data time: 0.0880, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.9706 [2020-10-18 23:28:22,894][root][INFO] - ===> Epoch[2367](11832/5): Loss -0.7500, Sem 0.0347, dir -0.9795, norm 0.1948, swav 0.0000 LR: 8.206e-02 Score 98.893 Data time: 0.0591, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.0196 [2020-10-18 23:28:25,692][root][INFO] - ===> Epoch[2367](11833/5): Loss -0.7298, Sem 0.0343, dir -0.9787, norm 0.2146, swav 0.0000 LR: 8.206e-02 Score 99.006 Data time: 0.0732, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.7348 [2020-10-18 23:28:27,943][root][INFO] - ===> Epoch[2367](11834/5): Loss -0.7241, Sem 0.0412, dir -0.9770, norm 0.2117, swav 0.0000 LR: 8.206e-02 Score 98.797 Data time: 0.0699, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.1323 [2020-10-18 23:28:29,975][root][INFO] - ===> Epoch[2367](11835/5): Loss -0.7643, Sem 0.0344, dir -0.9812, norm 0.1825, swav 0.0000 LR: 8.206e-02 Score 98.877 Data time: 0.1457, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.9434 [2020-10-18 23:28:32,178][root][INFO] - ===> Epoch[2368](11836/5): Loss -0.7319, Sem 0.0326, dir -0.9756, norm 0.2110, swav 0.0000 LR: 8.206e-02 Score 98.920 Data time: 0.0908, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.0899 [2020-10-18 23:28:34,034][root][INFO] - ===> Epoch[2368](11837/5): Loss -0.7652, Sem 0.0298, dir -0.9797, norm 0.1847, swav 0.0000 LR: 8.206e-02 Score 99.021 Data time: 0.0970, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.7695 [2020-10-18 23:28:36,259][root][INFO] - ===> Epoch[2368](11838/5): Loss -0.7271, Sem 0.0284, dir -0.9783, norm 0.2228, swav 0.0000 LR: 8.205e-02 Score 99.083 Data time: 0.0430, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.1282 [2020-10-18 23:28:38,152][root][INFO] - ===> Epoch[2368](11839/5): Loss -0.7447, Sem 0.0316, dir -0.9779, norm 0.2015, swav 0.0000 LR: 8.205e-02 Score 98.948 Data time: 0.0519, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.8209 [2020-10-18 23:28:40,257][root][INFO] - ===> Epoch[2368](11840/5): Loss -0.7227, Sem 0.0313, dir -0.9781, norm 0.2241, swav 0.0000 LR: 8.205e-02 Score 98.972 Data time: 0.0475, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.0154 [2020-10-18 23:28:42,898][root][INFO] - ===> Epoch[2369](11841/5): Loss -0.7594, Sem 0.0337, dir -0.9783, norm 0.1853, swav 0.0000 LR: 8.205e-02 Score 98.892 Data time: 0.2967, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.5556 [2020-10-18 23:28:44,960][root][INFO] - ===> Epoch[2369](11842/5): Loss -0.7388, Sem 0.0327, dir -0.9787, norm 0.2072, swav 0.0000 LR: 8.205e-02 Score 98.940 Data time: 0.0883, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.9268 [2020-10-18 23:28:46,946][root][INFO] - ===> Epoch[2369](11843/5): Loss -0.7526, Sem 0.0303, dir -0.9797, norm 0.1969, swav 0.0000 LR: 8.205e-02 Score 98.999 Data time: 0.0748, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.8656 [2020-10-18 23:28:49,352][root][INFO] - ===> Epoch[2369](11844/5): Loss -0.7180, Sem 0.0295, dir -0.9768, norm 0.2292, swav 0.0000 LR: 8.204e-02 Score 99.050 Data time: 0.0756, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.2870 [2020-10-18 23:28:51,588][root][INFO] - ===> Epoch[2369](11845/5): Loss -0.7529, Sem 0.0298, dir -0.9792, norm 0.1965, swav 0.0000 LR: 8.204e-02 Score 99.024 Data time: 0.0653, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.1207 [2020-10-18 23:28:53,878][root][INFO] - ===> Epoch[2370](11846/5): Loss -0.7564, Sem 0.0334, dir -0.9794, norm 0.1896, swav 0.0000 LR: 8.204e-02 Score 98.932 Data time: 0.0653, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.1855 [2020-10-18 23:28:55,870][root][INFO] - ===> Epoch[2370](11847/5): Loss -0.7658, Sem 0.0291, dir -0.9798, norm 0.1849, swav 0.0000 LR: 8.204e-02 Score 99.024 Data time: 0.0862, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.8948 [2020-10-18 23:28:57,955][root][INFO] - ===> Epoch[2370](11848/5): Loss -0.7448, Sem 0.0325, dir -0.9788, norm 0.2015, swav 0.0000 LR: 8.204e-02 Score 98.979 Data time: 0.0688, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.9626 [2020-10-18 23:28:59,870][root][INFO] - ===> Epoch[2370](11849/5): Loss -0.7611, Sem 0.0350, dir -0.9789, norm 0.1827, swav 0.0000 LR: 8.204e-02 Score 98.839 Data time: 0.0518, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.8078 [2020-10-18 23:29:02,104][root][INFO] - ===> Epoch[2370](11850/5): Loss -0.7286, Sem 0.0346, dir -0.9768, norm 0.2136, swav 0.0000 LR: 8.204e-02 Score 98.852 Data time: 0.1003, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.1383 [2020-10-18 23:29:04,490][root][INFO] - ===> Epoch[2371](11851/5): Loss -0.7487, Sem 0.0326, dir -0.9783, norm 0.1970, swav 0.0000 LR: 8.203e-02 Score 98.905 Data time: 0.0680, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.2709 [2020-10-18 23:29:06,801][root][INFO] - ===> Epoch[2371](11852/5): Loss -0.7696, Sem 0.0304, dir -0.9818, norm 0.1817, swav 0.0000 LR: 8.203e-02 Score 99.014 Data time: 0.0795, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.2213 [2020-10-18 23:29:08,963][root][INFO] - ===> Epoch[2371](11853/5): Loss -0.7662, Sem 0.0294, dir -0.9800, norm 0.1843, swav 0.0000 LR: 8.203e-02 Score 99.021 Data time: 0.0677, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.0462 [2020-10-18 23:29:11,286][root][INFO] - ===> Epoch[2371](11854/5): Loss -0.7514, Sem 0.0299, dir -0.9786, norm 0.1973, swav 0.0000 LR: 8.203e-02 Score 99.001 Data time: 0.0716, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.2203 [2020-10-18 23:29:13,339][root][INFO] - ===> Epoch[2371](11855/5): Loss -0.7505, Sem 0.0305, dir -0.9782, norm 0.1972, swav 0.0000 LR: 8.203e-02 Score 99.009 Data time: 0.0768, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.9437 [2020-10-18 23:29:15,271][root][INFO] - ===> Epoch[2372](11856/5): Loss -0.7575, Sem 0.0292, dir -0.9783, norm 0.1916, swav 0.0000 LR: 8.203e-02 Score 99.032 Data time: 0.0664, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.7885 [2020-10-18 23:29:17,288][root][INFO] - ===> Epoch[2372](11857/5): Loss -0.7480, Sem 0.0423, dir -0.9796, norm 0.1894, swav 0.0000 LR: 8.202e-02 Score 98.746 Data time: 0.0544, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.9166 [2020-10-18 23:29:19,272][root][INFO] - ===> Epoch[2372](11858/5): Loss -0.7674, Sem 0.0289, dir -0.9803, norm 0.1840, swav 0.0000 LR: 8.202e-02 Score 99.035 Data time: 0.0463, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.9055 [2020-10-18 23:29:21,917][root][INFO] - ===> Epoch[2372](11859/5): Loss -0.7537, Sem 0.0360, dir -0.9769, norm 0.1872, swav 0.0000 LR: 8.202e-02 Score 98.858 Data time: 0.0639, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.5610 [2020-10-18 23:29:24,452][root][INFO] - ===> Epoch[2372](11860/5): Loss -0.7451, Sem 0.0305, dir -0.9784, norm 0.2028, swav 0.0000 LR: 8.202e-02 Score 98.995 Data time: 0.0732, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.4402 [2020-10-18 23:29:26,478][root][INFO] - ===> Epoch[2373](11861/5): Loss -0.7513, Sem 0.0330, dir -0.9807, norm 0.1965, swav 0.0000 LR: 8.202e-02 Score 98.914 Data time: 0.0914, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.9258 [2020-10-18 23:29:28,292][root][INFO] - ===> Epoch[2373](11862/5): Loss -0.7691, Sem 0.0303, dir -0.9789, norm 0.1794, swav 0.0000 LR: 8.202e-02 Score 98.986 Data time: 0.0798, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.7058 [2020-10-18 23:29:30,765][root][INFO] - ===> Epoch[2373](11863/5): Loss -0.7561, Sem 0.0296, dir -0.9795, norm 0.1938, swav 0.0000 LR: 8.202e-02 Score 99.039 Data time: 0.1070, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.3709 [2020-10-18 23:29:32,842][root][INFO] - ===> Epoch[2373](11864/5): Loss -0.7599, Sem 0.0295, dir -0.9771, norm 0.1877, swav 0.0000 LR: 8.201e-02 Score 99.045 Data time: 0.1195, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.9653 [2020-10-18 23:29:35,034][root][INFO] - ===> Epoch[2373](11865/5): Loss -0.7408, Sem 0.0303, dir -0.9779, norm 0.2068, swav 0.0000 LR: 8.201e-02 Score 98.979 Data time: 0.0784, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.0783 [2020-10-18 23:29:36,803][root][INFO] - ===> Epoch[2374](11866/5): Loss -0.7717, Sem 0.0303, dir -0.9787, norm 0.1768, swav 0.0000 LR: 8.201e-02 Score 98.968 Data time: 0.0739, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 1.6692 [2020-10-18 23:29:39,200][root][INFO] - ===> Epoch[2374](11867/5): Loss -0.7498, Sem 0.0295, dir -0.9794, norm 0.2001, swav 0.0000 LR: 8.201e-02 Score 99.006 Data time: 0.1099, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.2986 [2020-10-18 23:29:41,134][root][INFO] - ===> Epoch[2374](11868/5): Loss -0.7731, Sem 0.0287, dir -0.9803, norm 0.1784, swav 0.0000 LR: 8.201e-02 Score 99.058 Data time: 0.0723, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 1.7905 [2020-10-18 23:29:43,365][root][INFO] - ===> Epoch[2374](11869/5): Loss -0.7489, Sem 0.0293, dir -0.9791, norm 0.2010, swav 0.0000 LR: 8.201e-02 Score 99.047 Data time: 0.0800, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.1271 [2020-10-18 23:29:45,466][root][INFO] - ===> Epoch[2374](11870/5): Loss -0.7849, Sem 0.0277, dir -0.9825, norm 0.1700, swav 0.0000 LR: 8.200e-02 Score 99.097 Data time: 0.1115, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 1.9932 [2020-10-18 23:29:48,021][root][INFO] - ===> Epoch[2375](11871/5): Loss -0.7392, Sem 0.0329, dir -0.9776, norm 0.2055, swav 0.0000 LR: 8.200e-02 Score 98.949 Data time: 0.0615, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.4417 [2020-10-18 23:29:50,102][root][INFO] - ===> Epoch[2375](11872/5): Loss -0.7707, Sem 0.0291, dir -0.9792, norm 0.1795, swav 0.0000 LR: 8.200e-02 Score 99.038 Data time: 0.0682, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 1.9826 [2020-10-18 23:29:52,226][root][INFO] - ===> Epoch[2375](11873/5): Loss -0.7705, Sem 0.0301, dir -0.9796, norm 0.1791, swav 0.0000 LR: 8.200e-02 Score 99.005 Data time: 0.0830, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.0366 [2020-10-18 23:29:53,896][root][INFO] - ===> Epoch[2375](11874/5): Loss -0.7763, Sem 0.0282, dir -0.9794, norm 0.1749, swav 0.0000 LR: 8.200e-02 Score 99.052 Data time: 0.2035, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 1.5625 [2020-10-18 23:29:56,189][root][INFO] - ===> Epoch[2375](11875/5): Loss -0.7557, Sem 0.0280, dir -0.9791, norm 0.1954, swav 0.0000 LR: 8.200e-02 Score 99.073 Data time: 0.0884, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.1985 [2020-10-18 23:29:58,360][root][INFO] - ===> Epoch[2376](11876/5): Loss -0.7736, Sem 0.0294, dir -0.9788, norm 0.1759, swav 0.0000 LR: 8.200e-02 Score 99.015 Data time: 0.0745, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.0574 [2020-10-18 23:30:00,370][root][INFO] - ===> Epoch[2376](11877/5): Loss -0.7735, Sem 0.0261, dir -0.9802, norm 0.1806, swav 0.0000 LR: 8.199e-02 Score 99.114 Data time: 0.0759, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 1.9182 [2020-10-18 23:30:02,538][root][INFO] - ===> Epoch[2376](11878/5): Loss -0.7566, Sem 0.0283, dir -0.9782, norm 0.1932, swav 0.0000 LR: 8.199e-02 Score 99.054 Data time: 0.0682, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.0746 [2020-10-18 23:30:05,014][root][INFO] - ===> Epoch[2376](11879/5): Loss -0.7743, Sem 0.0297, dir -0.9786, norm 0.1746, swav 0.0000 LR: 8.199e-02 Score 99.014 Data time: 0.0752, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.3643 [2020-10-18 23:30:07,706][root][INFO] - ===> Epoch[2376](11880/5): Loss -0.7443, Sem 0.0270, dir -0.9781, norm 0.2068, swav 0.0000 LR: 8.199e-02 Score 99.101 Data time: 0.0852, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.5930 [2020-10-18 23:30:10,096][root][INFO] - ===> Epoch[2377](11881/5): Loss -0.7612, Sem 0.0330, dir -0.9779, norm 0.1837, swav 0.0000 LR: 8.199e-02 Score 98.899 Data time: 0.1064, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.2593 [2020-10-18 23:30:12,033][root][INFO] - ===> Epoch[2377](11882/5): Loss -0.7844, Sem 0.0268, dir -0.9824, norm 0.1712, swav 0.0000 LR: 8.199e-02 Score 99.091 Data time: 0.0858, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 1.8103 [2020-10-18 23:30:14,520][root][INFO] - ===> Epoch[2377](11883/5): Loss -0.7629, Sem 0.0318, dir -0.9799, norm 0.1851, swav 0.0000 LR: 8.198e-02 Score 98.974 Data time: 0.0710, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.3807 [2020-10-18 23:30:16,683][root][INFO] - ===> Epoch[2377](11884/5): Loss -0.7582, Sem 0.0311, dir -0.9780, norm 0.1888, swav 0.0000 LR: 8.198e-02 Score 98.989 Data time: 0.1251, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.0494 [2020-10-18 23:30:19,172][root][INFO] - ===> Epoch[2377](11885/5): Loss -0.7656, Sem 0.0291, dir -0.9789, norm 0.1841, swav 0.0000 LR: 8.198e-02 Score 99.067 Data time: 0.0536, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.3654 [2020-10-18 23:30:21,564][root][INFO] - ===> Epoch[2378](11886/5): Loss -0.7530, Sem 0.0316, dir -0.9776, norm 0.1930, swav 0.0000 LR: 8.198e-02 Score 98.951 Data time: 0.0663, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.3291 [2020-10-18 23:30:23,559][root][INFO] - ===> Epoch[2378](11887/5): Loss -0.7825, Sem 0.0273, dir -0.9811, norm 0.1713, swav 0.0000 LR: 8.198e-02 Score 99.068 Data time: 0.0774, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 1.9011 [2020-10-18 23:30:25,847][root][INFO] - ===> Epoch[2378](11888/5): Loss -0.7655, Sem 0.0271, dir -0.9790, norm 0.1864, swav 0.0000 LR: 8.198e-02 Score 99.093 Data time: 0.0651, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.1600 [2020-10-18 23:30:28,987][root][INFO] - ===> Epoch[2378](11889/5): Loss -0.7775, Sem 0.0314, dir -0.9817, norm 0.1727, swav 0.0000 LR: 8.198e-02 Score 98.962 Data time: 0.0450, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 3.0500 [2020-10-18 23:30:31,202][root][INFO] - ===> Epoch[2378](11890/5): Loss -0.7605, Sem 0.0330, dir -0.9802, norm 0.1867, swav 0.0000 LR: 8.197e-02 Score 98.942 Data time: 0.0710, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.1473 [2020-10-18 23:30:33,890][root][INFO] - ===> Epoch[2379](11891/5): Loss -0.7647, Sem 0.0280, dir -0.9797, norm 0.1871, swav 0.0000 LR: 8.197e-02 Score 99.077 Data time: 0.1167, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.6132 [2020-10-18 23:30:35,902][root][INFO] - ===> Epoch[2379](11892/5): Loss -0.7641, Sem 0.0328, dir -0.9778, norm 0.1809, swav 0.0000 LR: 8.197e-02 Score 98.916 Data time: 0.0747, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.8906 [2020-10-18 23:30:38,579][root][INFO] - ===> Epoch[2379](11893/5): Loss -0.7262, Sem 0.0354, dir -0.9768, norm 0.2152, swav 0.0000 LR: 8.197e-02 Score 98.873 Data time: 0.2507, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.5848 [2020-10-18 23:30:40,951][root][INFO] - ===> Epoch[2379](11894/5): Loss -0.7490, Sem 0.0289, dir -0.9795, norm 0.2016, swav 0.0000 LR: 8.197e-02 Score 99.064 Data time: 0.1024, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.2781 [2020-10-18 23:30:42,882][root][INFO] - ===> Epoch[2379](11895/5): Loss -0.7775, Sem 0.0284, dir -0.9800, norm 0.1741, swav 0.0000 LR: 8.197e-02 Score 99.026 Data time: 0.0740, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.7983 [2020-10-18 23:30:45,055][root][INFO] - ===> Epoch[2380](11896/5): Loss -0.7727, Sem 0.0265, dir -0.9796, norm 0.1804, swav 0.0000 LR: 8.197e-02 Score 99.094 Data time: 0.0776, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.0821 [2020-10-18 23:30:47,129][root][INFO] - ===> Epoch[2380](11897/5): Loss -0.7709, Sem 0.0297, dir -0.9781, norm 0.1775, swav 0.0000 LR: 8.196e-02 Score 99.007 Data time: 0.0681, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.9463 [2020-10-18 23:30:49,015][root][INFO] - ===> Epoch[2380](11898/5): Loss -0.7475, Sem 0.0393, dir -0.9780, norm 0.1912, swav 0.0000 LR: 8.196e-02 Score 98.746 Data time: 0.0960, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.7955 [2020-10-18 23:30:51,840][root][INFO] - ===> Epoch[2380](11899/5): Loss -0.7560, Sem 0.0310, dir -0.9796, norm 0.1926, swav 0.0000 LR: 8.196e-02 Score 98.983 Data time: 0.0812, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.7275 [2020-10-18 23:30:53,812][root][INFO] - ===> Epoch[2380](11900/5): Loss -0.7632, Sem 0.0292, dir -0.9783, norm 0.1859, swav 0.0000 LR: 8.196e-02 Score 99.016 Data time: 0.0652, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.8561 [2020-10-18 23:30:54,941][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 23:30:56,714][root][INFO] - ===> Epoch[2381](11901/5): Loss -0.7511, Sem 0.0295, dir -0.9771, norm 0.1965, swav 0.0000 LR: 8.196e-02 Score 99.027 Data time: 0.0755, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.5816 [2020-10-18 23:30:58,782][root][INFO] - ===> Epoch[2381](11902/5): Loss -0.7759, Sem 0.0279, dir -0.9815, norm 0.1777, swav 0.0000 LR: 8.196e-02 Score 99.078 Data time: 0.1602, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 1.9557 [2020-10-18 23:31:01,427][root][INFO] - ===> Epoch[2381](11903/5): Loss -0.7581, Sem 0.0306, dir -0.9789, norm 0.1902, swav 0.0000 LR: 8.195e-02 Score 99.008 Data time: 0.4513, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.5438 [2020-10-18 23:31:03,676][root][INFO] - ===> Epoch[2381](11904/5): Loss -0.7540, Sem 0.0343, dir -0.9783, norm 0.1900, swav 0.0000 LR: 8.195e-02 Score 98.833 Data time: 0.0929, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.1044 [2020-10-18 23:31:06,480][root][INFO] - ===> Epoch[2381](11905/5): Loss -0.7594, Sem 0.0292, dir -0.9798, norm 0.1912, swav 0.0000 LR: 8.195e-02 Score 99.041 Data time: 0.0637, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.7171 [2020-10-18 23:31:08,894][root][INFO] - ===> Epoch[2382](11906/5): Loss -0.7476, Sem 0.0295, dir -0.9784, norm 0.2013, swav 0.0000 LR: 8.195e-02 Score 99.012 Data time: 0.0708, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.3351 [2020-10-18 23:31:11,094][root][INFO] - ===> Epoch[2382](11907/5): Loss -0.7764, Sem 0.0266, dir -0.9811, norm 0.1780, swav 0.0000 LR: 8.195e-02 Score 99.096 Data time: 0.0742, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.0989 [2020-10-18 23:31:13,485][root][INFO] - ===> Epoch[2382](11908/5): Loss -0.7255, Sem 0.0330, dir -0.9788, norm 0.2203, swav 0.0000 LR: 8.195e-02 Score 98.887 Data time: 0.0782, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.2859 [2020-10-18 23:31:15,428][root][INFO] - ===> Epoch[2382](11909/5): Loss -0.7532, Sem 0.0321, dir -0.9774, norm 0.1922, swav 0.0000 LR: 8.195e-02 Score 98.934 Data time: 0.0611, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.8406 [2020-10-18 23:31:17,793][root][INFO] - ===> Epoch[2382](11910/5): Loss -0.7751, Sem 0.0269, dir -0.9804, norm 0.1784, swav 0.0000 LR: 8.194e-02 Score 99.091 Data time: 0.0692, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.2618 [2020-10-18 23:31:19,982][root][INFO] - ===> Epoch[2383](11911/5): Loss -0.7724, Sem 0.0256, dir -0.9807, norm 0.1827, swav 0.0000 LR: 8.194e-02 Score 99.150 Data time: 0.0619, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.0732 [2020-10-18 23:31:22,417][root][INFO] - ===> Epoch[2383](11912/5): Loss -0.7577, Sem 0.0276, dir -0.9798, norm 0.1945, swav 0.0000 LR: 8.194e-02 Score 99.060 Data time: 0.0620, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.3567 [2020-10-18 23:31:24,981][root][INFO] - ===> Epoch[2383](11913/5): Loss -0.7535, Sem 0.0338, dir -0.9793, norm 0.1921, swav 0.0000 LR: 8.194e-02 Score 98.951 Data time: 0.0811, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.4538 [2020-10-18 23:31:27,039][root][INFO] - ===> Epoch[2383](11914/5): Loss -0.7517, Sem 0.0302, dir -0.9789, norm 0.1971, swav 0.0000 LR: 8.194e-02 Score 98.990 Data time: 0.0725, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.9274 [2020-10-18 23:31:29,673][root][INFO] - ===> Epoch[2383](11915/5): Loss -0.7616, Sem 0.0268, dir -0.9811, norm 0.1927, swav 0.0000 LR: 8.194e-02 Score 99.115 Data time: 0.1412, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.5401 [2020-10-18 23:31:31,692][root][INFO] - ===> Epoch[2384](11916/5): Loss -0.7369, Sem 0.0291, dir -0.9781, norm 0.2121, swav 0.0000 LR: 8.193e-02 Score 99.042 Data time: 0.0789, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.9312 [2020-10-18 23:31:33,667][root][INFO] - ===> Epoch[2384](11917/5): Loss -0.7536, Sem 0.0292, dir -0.9765, norm 0.1937, swav 0.0000 LR: 8.193e-02 Score 99.014 Data time: 0.0853, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.8676 [2020-10-18 23:31:35,746][root][INFO] - ===> Epoch[2384](11918/5): Loss -0.7454, Sem 0.0296, dir -0.9775, norm 0.2025, swav 0.0000 LR: 8.193e-02 Score 99.040 Data time: 0.0634, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.9803 [2020-10-18 23:31:37,678][root][INFO] - ===> Epoch[2384](11919/5): Loss -0.7717, Sem 0.0268, dir -0.9795, norm 0.1810, swav 0.0000 LR: 8.193e-02 Score 99.114 Data time: 0.0873, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.8028 [2020-10-18 23:31:40,267][root][INFO] - ===> Epoch[2384](11920/5): Loss -0.7584, Sem 0.0331, dir -0.9787, norm 0.1873, swav 0.0000 LR: 8.193e-02 Score 98.888 Data time: 0.0626, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.4977 [2020-10-18 23:31:42,149][root][INFO] - ===> Epoch[2385](11921/5): Loss -0.7692, Sem 0.0269, dir -0.9798, norm 0.1837, swav 0.0000 LR: 8.193e-02 Score 99.104 Data time: 0.0839, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.7642 [2020-10-18 23:31:44,258][root][INFO] - ===> Epoch[2385](11922/5): Loss -0.7611, Sem 0.0286, dir -0.9785, norm 0.1889, swav 0.0000 LR: 8.193e-02 Score 99.028 Data time: 0.0580, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.0008 [2020-10-18 23:31:46,479][root][INFO] - ===> Epoch[2385](11923/5): Loss -0.7420, Sem 0.0272, dir -0.9778, norm 0.2086, swav 0.0000 LR: 8.192e-02 Score 99.116 Data time: 0.0880, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.1210 [2020-10-18 23:31:49,078][root][INFO] - ===> Epoch[2385](11924/5): Loss -0.7751, Sem 0.0275, dir -0.9807, norm 0.1780, swav 0.0000 LR: 8.192e-02 Score 99.076 Data time: 0.0654, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.4614 [2020-10-18 23:31:51,137][root][INFO] - ===> Epoch[2385](11925/5): Loss -0.7841, Sem 0.0262, dir -0.9797, norm 0.1693, swav 0.0000 LR: 8.192e-02 Score 99.117 Data time: 0.0652, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.0057 [2020-10-18 23:31:53,061][root][INFO] - ===> Epoch[2386](11926/5): Loss -0.7706, Sem 0.0298, dir -0.9789, norm 0.1785, swav 0.0000 LR: 8.192e-02 Score 98.982 Data time: 0.0877, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.7269 [2020-10-18 23:31:55,089][root][INFO] - ===> Epoch[2386](11927/5): Loss -0.7656, Sem 0.0257, dir -0.9819, norm 0.1905, swav 0.0000 LR: 8.192e-02 Score 99.138 Data time: 0.0705, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.9043 [2020-10-18 23:31:57,474][root][INFO] - ===> Epoch[2386](11928/5): Loss -0.7607, Sem 0.0292, dir -0.9789, norm 0.1891, swav 0.0000 LR: 8.192e-02 Score 99.098 Data time: 0.0419, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.2834 [2020-10-18 23:32:00,007][root][INFO] - ===> Epoch[2386](11929/5): Loss -0.7395, Sem 0.0292, dir -0.9761, norm 0.2073, swav 0.0000 LR: 8.191e-02 Score 99.030 Data time: 0.1006, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.4829 [2020-10-18 23:32:02,019][root][INFO] - ===> Epoch[2386](11930/5): Loss -0.7722, Sem 0.0284, dir -0.9793, norm 0.1787, swav 0.0000 LR: 8.191e-02 Score 99.053 Data time: 0.0864, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.9002 [2020-10-18 23:32:04,235][root][INFO] - ===> Epoch[2387](11931/5): Loss -0.7596, Sem 0.0300, dir -0.9769, norm 0.1873, swav 0.0000 LR: 8.191e-02 Score 98.996 Data time: 0.0665, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.1271 [2020-10-18 23:32:06,503][root][INFO] - ===> Epoch[2387](11932/5): Loss -0.7751, Sem 0.0272, dir -0.9807, norm 0.1783, swav 0.0000 LR: 8.191e-02 Score 99.096 Data time: 0.0677, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.1982 [2020-10-18 23:32:08,959][root][INFO] - ===> Epoch[2387](11933/5): Loss -0.7456, Sem 0.0339, dir -0.9768, norm 0.1973, swav 0.0000 LR: 8.191e-02 Score 98.905 Data time: 0.0872, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.3762 [2020-10-18 23:32:11,250][root][INFO] - ===> Epoch[2387](11934/5): Loss -0.7696, Sem 0.0245, dir -0.9813, norm 0.1872, swav 0.0000 LR: 8.191e-02 Score 99.171 Data time: 0.1001, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.1938 [2020-10-18 23:32:13,695][root][INFO] - ===> Epoch[2387](11935/5): Loss -0.7804, Sem 0.0254, dir -0.9803, norm 0.1744, swav 0.0000 LR: 8.191e-02 Score 99.163 Data time: 0.0902, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.3424 [2020-10-18 23:32:15,540][root][INFO] - ===> Epoch[2388](11936/5): Loss -0.7733, Sem 0.0311, dir -0.9811, norm 0.1767, swav 0.0000 LR: 8.190e-02 Score 99.009 Data time: 0.0801, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.7481 [2020-10-18 23:32:17,583][root][INFO] - ===> Epoch[2388](11937/5): Loss -0.7749, Sem 0.0287, dir -0.9804, norm 0.1767, swav 0.0000 LR: 8.190e-02 Score 99.087 Data time: 0.0738, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.9420 [2020-10-18 23:32:20,466][root][INFO] - ===> Epoch[2388](11938/5): Loss -0.7593, Sem 0.0290, dir -0.9794, norm 0.1910, swav 0.0000 LR: 8.190e-02 Score 99.040 Data time: 0.1101, Forward time: 0.7720, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.7682 [2020-10-18 23:32:22,867][root][INFO] - ===> Epoch[2388](11939/5): Loss -0.7819, Sem 0.0248, dir -0.9808, norm 0.1742, swav 0.0000 LR: 8.190e-02 Score 99.153 Data time: 0.0626, Forward time: 0.7720, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.2890 [2020-10-18 23:32:25,173][root][INFO] - ===> Epoch[2388](11940/5): Loss -0.7696, Sem 0.0262, dir -0.9796, norm 0.1838, swav 0.0000 LR: 8.190e-02 Score 99.140 Data time: 0.0460, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.2083 [2020-10-18 23:32:27,943][root][INFO] - ===> Epoch[2389](11941/5): Loss -0.7648, Sem 0.0258, dir -0.9799, norm 0.1893, swav 0.0000 LR: 8.190e-02 Score 99.138 Data time: 0.0472, Forward time: 0.7719, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.7122 [2020-10-18 23:32:30,206][root][INFO] - ===> Epoch[2389](11942/5): Loss -0.7799, Sem 0.0286, dir -0.9805, norm 0.1720, swav 0.0000 LR: 8.189e-02 Score 99.065 Data time: 0.0634, Forward time: 0.7719, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.1854 [2020-10-18 23:32:32,212][root][INFO] - ===> Epoch[2389](11943/5): Loss -0.7488, Sem 0.0312, dir -0.9787, norm 0.1987, swav 0.0000 LR: 8.189e-02 Score 98.989 Data time: 0.0886, Forward time: 0.7719, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 1.9115 [2020-10-18 23:32:34,396][root][INFO] - ===> Epoch[2389](11944/5): Loss -0.7682, Sem 0.0252, dir -0.9796, norm 0.1862, swav 0.0000 LR: 8.189e-02 Score 99.151 Data time: 0.0836, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.0666 [2020-10-18 23:32:36,159][root][INFO] - ===> Epoch[2389](11945/5): Loss -0.7877, Sem 0.0264, dir -0.9812, norm 0.1670, swav 0.0000 LR: 8.189e-02 Score 99.094 Data time: 0.0801, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.6535 [2020-10-18 23:32:38,528][root][INFO] - ===> Epoch[2390](11946/5): Loss -0.7747, Sem 0.0282, dir -0.9799, norm 0.1769, swav 0.0000 LR: 8.189e-02 Score 99.070 Data time: 0.0513, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.2632 [2020-10-18 23:32:40,956][root][INFO] - ===> Epoch[2390](11947/5): Loss -0.7696, Sem 0.0277, dir -0.9790, norm 0.1818, swav 0.0000 LR: 8.189e-02 Score 99.061 Data time: 0.0610, Forward time: 0.7719, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.3769 [2020-10-18 23:32:43,229][root][INFO] - ===> Epoch[2390](11948/5): Loss -0.7781, Sem 0.0289, dir -0.9791, norm 0.1722, swav 0.0000 LR: 8.189e-02 Score 99.068 Data time: 0.0839, Forward time: 0.7719, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.1565 [2020-10-18 23:32:45,418][root][INFO] - ===> Epoch[2390](11949/5): Loss -0.7798, Sem 0.0269, dir -0.9814, norm 0.1747, swav 0.0000 LR: 8.188e-02 Score 99.092 Data time: 0.0432, Forward time: 0.7719, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.0740 [2020-10-18 23:32:47,900][root][INFO] - ===> Epoch[2390](11950/5): Loss -0.7751, Sem 0.0285, dir -0.9799, norm 0.1763, swav 0.0000 LR: 8.188e-02 Score 99.048 Data time: 0.1037, Forward time: 0.7719, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.4006 [2020-10-18 23:32:49,878][root][INFO] - ===> Epoch[2391](11951/5): Loss -0.7695, Sem 0.0277, dir -0.9784, norm 0.1812, swav 0.0000 LR: 8.188e-02 Score 99.115 Data time: 0.0719, Forward time: 0.7719, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 1.8535 [2020-10-18 23:32:52,253][root][INFO] - ===> Epoch[2391](11952/5): Loss -0.7674, Sem 0.0280, dir -0.9802, norm 0.1849, swav 0.0000 LR: 8.188e-02 Score 99.088 Data time: 0.0651, Forward time: 0.7719, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.2797 [2020-10-18 23:32:54,554][root][INFO] - ===> Epoch[2391](11953/5): Loss -0.7769, Sem 0.0242, dir -0.9809, norm 0.1799, swav 0.0000 LR: 8.188e-02 Score 99.220 Data time: 0.0846, Forward time: 0.7719, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.1986 [2020-10-18 23:32:56,457][root][INFO] - ===> Epoch[2391](11954/5): Loss -0.7763, Sem 0.0283, dir -0.9802, norm 0.1756, swav 0.0000 LR: 8.188e-02 Score 99.068 Data time: 0.0802, Forward time: 0.7719, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 1.7733 [2020-10-18 23:32:58,767][root][INFO] - ===> Epoch[2391](11955/5): Loss -0.7776, Sem 0.0270, dir -0.9791, norm 0.1746, swav 0.0000 LR: 8.187e-02 Score 99.084 Data time: 0.0750, Forward time: 0.7719, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.2043 [2020-10-18 23:33:00,828][root][INFO] - ===> Epoch[2392](11956/5): Loss -0.7756, Sem 0.0250, dir -0.9805, norm 0.1798, swav 0.0000 LR: 8.187e-02 Score 99.148 Data time: 0.0738, Forward time: 0.7719, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 1.9631 [2020-10-18 23:33:03,139][root][INFO] - ===> Epoch[2392](11957/5): Loss -0.7710, Sem 0.0295, dir -0.9789, norm 0.1784, swav 0.0000 LR: 8.187e-02 Score 99.016 Data time: 0.0581, Forward time: 0.7719, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.2086 [2020-10-18 23:33:04,972][root][INFO] - ===> Epoch[2392](11958/5): Loss -0.7706, Sem 0.0278, dir -0.9795, norm 0.1812, swav 0.0000 LR: 8.187e-02 Score 99.080 Data time: 0.1708, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.7472 [2020-10-18 23:33:07,061][root][INFO] - ===> Epoch[2392](11959/5): Loss -0.7709, Sem 0.0256, dir -0.9811, norm 0.1846, swav 0.0000 LR: 8.187e-02 Score 99.156 Data time: 0.1248, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.9992 [2020-10-18 23:33:09,360][root][INFO] - ===> Epoch[2392](11960/5): Loss -0.7818, Sem 0.0237, dir -0.9829, norm 0.1774, swav 0.0000 LR: 8.187e-02 Score 99.200 Data time: 0.0653, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.1792 [2020-10-18 23:33:11,377][root][INFO] - ===> Epoch[2393](11961/5): Loss -0.7546, Sem 0.0255, dir -0.9805, norm 0.2004, swav 0.0000 LR: 8.187e-02 Score 99.145 Data time: 0.1492, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.9232 [2020-10-18 23:33:13,573][root][INFO] - ===> Epoch[2393](11962/5): Loss -0.7821, Sem 0.0234, dir -0.9800, norm 0.1746, swav 0.0000 LR: 8.186e-02 Score 99.217 Data time: 0.1278, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.0936 [2020-10-18 23:33:15,747][root][INFO] - ===> Epoch[2393](11963/5): Loss -0.7521, Sem 0.0285, dir -0.9784, norm 0.1979, swav 0.0000 LR: 8.186e-02 Score 99.037 Data time: 0.0860, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.0685 [2020-10-18 23:33:18,001][root][INFO] - ===> Epoch[2393](11964/5): Loss -0.7871, Sem 0.0251, dir -0.9816, norm 0.1694, swav 0.0000 LR: 8.186e-02 Score 99.163 Data time: 0.1001, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.1694 [2020-10-18 23:33:20,000][root][INFO] - ===> Epoch[2393](11965/5): Loss -0.7713, Sem 0.0267, dir -0.9810, norm 0.1831, swav 0.0000 LR: 8.186e-02 Score 99.144 Data time: 0.0679, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.8874 [2020-10-18 23:33:21,991][root][INFO] - ===> Epoch[2394](11966/5): Loss -0.7765, Sem 0.0267, dir -0.9791, norm 0.1759, swav 0.0000 LR: 8.186e-02 Score 99.078 Data time: 0.0528, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.9202 [2020-10-18 23:33:24,150][root][INFO] - ===> Epoch[2394](11967/5): Loss -0.7442, Sem 0.0262, dir -0.9785, norm 0.2081, swav 0.0000 LR: 8.186e-02 Score 99.155 Data time: 0.0672, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.1017 [2020-10-18 23:33:26,384][root][INFO] - ===> Epoch[2394](11968/5): Loss -0.7753, Sem 0.0255, dir -0.9813, norm 0.1805, swav 0.0000 LR: 8.185e-02 Score 99.136 Data time: 0.0846, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.1321 [2020-10-18 23:33:28,491][root][INFO] - ===> Epoch[2394](11969/5): Loss -0.7539, Sem 0.0289, dir -0.9794, norm 0.1966, swav 0.0000 LR: 8.185e-02 Score 99.064 Data time: 0.0656, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.9964 [2020-10-18 23:33:30,283][root][INFO] - ===> Epoch[2394](11970/5): Loss -0.7971, Sem 0.0248, dir -0.9824, norm 0.1605, swav 0.0000 LR: 8.185e-02 Score 99.170 Data time: 0.0671, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.7256 [2020-10-18 23:33:32,547][root][INFO] - ===> Epoch[2395](11971/5): Loss -0.7806, Sem 0.0246, dir -0.9821, norm 0.1769, swav 0.0000 LR: 8.185e-02 Score 99.176 Data time: 0.0790, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.1803 [2020-10-18 23:33:34,913][root][INFO] - ===> Epoch[2395](11972/5): Loss -0.7741, Sem 0.0283, dir -0.9788, norm 0.1764, swav 0.0000 LR: 8.185e-02 Score 99.044 Data time: 0.0623, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.2541 [2020-10-18 23:33:37,434][root][INFO] - ===> Epoch[2395](11973/5): Loss -0.7606, Sem 0.0241, dir -0.9781, norm 0.1934, swav 0.0000 LR: 8.185e-02 Score 99.202 Data time: 0.0794, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.4621 [2020-10-18 23:33:39,542][root][INFO] - ===> Epoch[2395](11974/5): Loss -0.7615, Sem 0.0277, dir -0.9784, norm 0.1892, swav 0.0000 LR: 8.185e-02 Score 99.073 Data time: 0.0721, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.0017 [2020-10-18 23:33:41,661][root][INFO] - ===> Epoch[2395](11975/5): Loss -0.7724, Sem 0.0262, dir -0.9806, norm 0.1820, swav 0.0000 LR: 8.184e-02 Score 99.125 Data time: 0.0773, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.0238 [2020-10-18 23:33:43,765][root][INFO] - ===> Epoch[2396](11976/5): Loss -0.7805, Sem 0.0268, dir -0.9827, norm 0.1754, swav 0.0000 LR: 8.184e-02 Score 99.126 Data time: 0.0728, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.9981 [2020-10-18 23:33:46,498][root][INFO] - ===> Epoch[2396](11977/5): Loss -0.7810, Sem 0.0291, dir -0.9789, norm 0.1688, swav 0.0000 LR: 8.184e-02 Score 99.035 Data time: 0.0543, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.6392 [2020-10-18 23:33:48,854][root][INFO] - ===> Epoch[2396](11978/5): Loss -0.7775, Sem 0.0251, dir -0.9808, norm 0.1782, swav 0.0000 LR: 8.184e-02 Score 99.146 Data time: 0.0912, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.2779 [2020-10-18 23:33:51,623][root][INFO] - ===> Epoch[2396](11979/5): Loss -0.7588, Sem 0.0284, dir -0.9779, norm 0.1907, swav 0.0000 LR: 8.184e-02 Score 99.051 Data time: 0.0789, Forward time: 0.7719, Backward time: 1.1807, DDP time: 0.0030, Total iter time: 2.6638 [2020-10-18 23:33:53,467][root][INFO] - ===> Epoch[2396](11980/5): Loss -0.7815, Sem 0.0284, dir -0.9815, norm 0.1716, swav 0.0000 LR: 8.184e-02 Score 99.064 Data time: 0.0799, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.7410 [2020-10-18 23:33:55,709][root][INFO] - ===> Epoch[2397](11981/5): Loss -0.7627, Sem 0.0268, dir -0.9785, norm 0.1890, swav 0.0000 LR: 8.183e-02 Score 99.100 Data time: 0.0990, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.1495 [2020-10-18 23:33:57,618][root][INFO] - ===> Epoch[2397](11982/5): Loss -0.7705, Sem 0.0289, dir -0.9801, norm 0.1807, swav 0.0000 LR: 8.183e-02 Score 99.017 Data time: 0.0733, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.7960 [2020-10-18 23:33:59,667][root][INFO] - ===> Epoch[2397](11983/5): Loss -0.7690, Sem 0.0296, dir -0.9795, norm 0.1809, swav 0.0000 LR: 8.183e-02 Score 99.019 Data time: 0.0656, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.9665 [2020-10-18 23:34:02,107][root][INFO] - ===> Epoch[2397](11984/5): Loss -0.7544, Sem 0.0292, dir -0.9796, norm 0.1960, swav 0.0000 LR: 8.183e-02 Score 99.021 Data time: 0.0587, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.3407 [2020-10-18 23:34:04,358][root][INFO] - ===> Epoch[2397](11985/5): Loss -0.7798, Sem 0.0240, dir -0.9823, norm 0.1785, swav 0.0000 LR: 8.183e-02 Score 99.207 Data time: 0.0897, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.1524 [2020-10-18 23:34:06,524][root][INFO] - ===> Epoch[2398](11986/5): Loss -0.7660, Sem 0.0283, dir -0.9816, norm 0.1873, swav 0.0000 LR: 8.183e-02 Score 99.132 Data time: 0.0960, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.0611 [2020-10-18 23:34:08,829][root][INFO] - ===> Epoch[2398](11987/5): Loss -0.7713, Sem 0.0287, dir -0.9813, norm 0.1813, swav 0.0000 LR: 8.183e-02 Score 99.070 Data time: 0.0618, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.2090 [2020-10-18 23:34:10,861][root][INFO] - ===> Epoch[2398](11988/5): Loss -0.7742, Sem 0.0270, dir -0.9802, norm 0.1791, swav 0.0000 LR: 8.182e-02 Score 99.100 Data time: 0.0826, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.9687 [2020-10-18 23:34:13,487][root][INFO] - ===> Epoch[2398](11989/5): Loss -0.7758, Sem 0.0243, dir -0.9813, norm 0.1812, swav 0.0000 LR: 8.182e-02 Score 99.193 Data time: 0.0608, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.5271 [2020-10-18 23:34:15,393][root][INFO] - ===> Epoch[2398](11990/5): Loss -0.7835, Sem 0.0274, dir -0.9805, norm 0.1696, swav 0.0000 LR: 8.182e-02 Score 99.057 Data time: 0.0811, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.8575 [2020-10-18 23:34:17,838][root][INFO] - ===> Epoch[2399](11991/5): Loss -0.7560, Sem 0.0281, dir -0.9784, norm 0.1943, swav 0.0000 LR: 8.182e-02 Score 99.081 Data time: 0.1043, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.3437 [2020-10-18 23:34:19,696][root][INFO] - ===> Epoch[2399](11992/5): Loss -0.7846, Sem 0.0235, dir -0.9819, norm 0.1737, swav 0.0000 LR: 8.182e-02 Score 99.228 Data time: 0.0630, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.7311 [2020-10-18 23:34:21,557][root][INFO] - ===> Epoch[2399](11993/5): Loss -0.7717, Sem 0.0266, dir -0.9809, norm 0.1827, swav 0.0000 LR: 8.182e-02 Score 99.104 Data time: 0.1585, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 1.7854 [2020-10-18 23:34:23,758][root][INFO] - ===> Epoch[2399](11994/5): Loss -0.7715, Sem 0.0263, dir -0.9796, norm 0.1818, swav 0.0000 LR: 8.181e-02 Score 99.116 Data time: 0.0902, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.1305 [2020-10-18 23:34:25,906][root][INFO] - ===> Epoch[2399](11995/5): Loss -0.7473, Sem 0.0301, dir -0.9784, norm 0.2010, swav 0.0000 LR: 8.181e-02 Score 99.041 Data time: 0.1711, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.0301 [2020-10-18 23:34:28,252][root][INFO] - ===> Epoch[2400](11996/5): Loss -0.7475, Sem 0.0294, dir -0.9790, norm 0.2020, swav 0.0000 LR: 8.181e-02 Score 99.023 Data time: 0.0804, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.2411 [2020-10-18 23:34:30,380][root][INFO] - ===> Epoch[2400](11997/5): Loss -0.7632, Sem 0.0276, dir -0.9805, norm 0.1896, swav 0.0000 LR: 8.181e-02 Score 99.082 Data time: 0.0546, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.0492 [2020-10-18 23:34:32,746][root][INFO] - ===> Epoch[2400](11998/5): Loss -0.7803, Sem 0.0258, dir -0.9815, norm 0.1754, swav 0.0000 LR: 8.181e-02 Score 99.127 Data time: 0.0666, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.3082 [2020-10-18 23:34:34,693][root][INFO] - ===> Epoch[2400](11999/5): Loss -0.7617, Sem 0.0229, dir -0.9824, norm 0.1978, swav 0.0000 LR: 8.181e-02 Score 99.267 Data time: 0.0816, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.8368 [2020-10-18 23:34:36,659][root][INFO] - ===> Epoch[2400](12000/5): Loss -0.7598, Sem 0.0273, dir -0.9807, norm 0.1937, swav 0.0000 LR: 8.181e-02 Score 99.094 Data time: 0.0783, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.8450 [2020-10-18 23:34:37,674][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 23:34:37,838][root][INFO] - ===> Start testing [2020-10-18 23:35:17,157][root][INFO] - 68/68: Data time: 0.0025, Iter time: 0.1397 Loss 0.281 (AVG: 0.571) Score 93.900 (AVG: 89.425) mIOU 68.348 mAP 83.635 mAcc 75.609 IOU: 60.493 0.154 80.952 73.390 92.077 92.251 26.426 70.257 94.957 71.821 82.033 85.242 58.468 mAP: 81.199 11.887 97.140 86.235 98.755 98.206 53.407 92.061 99.487 89.422 94.261 94.571 90.627 mAcc: 79.880 1.276 91.432 80.875 95.218 95.508 32.282 80.522 97.389 84.363 86.901 95.824 61.446 [2020-10-18 23:35:17,158][root][INFO] - Finished test. Elapsed time: 39.3185 [2020-10-18 23:35:20,530][root][INFO] - [2020-10-18 23:35:20,530][root][INFO] - ################################################################ [2020-10-18 23:35:20,530][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 23:35:20,530][root][INFO] - ################################################################ [2020-10-18 23:35:20,530][root][INFO] - clutter : nan nan nan [2020-10-18 23:35:20,530][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 23:35:20,531][root][INFO] - board : 0.810 0.874 0.949 [2020-10-18 23:35:20,531][root][INFO] - bookcase : 0.230 0.354 0.499 [2020-10-18 23:35:20,531][root][INFO] - ceiling : 0.487 0.531 0.677 [2020-10-18 23:35:20,531][root][INFO] - chair : 0.797 0.879 0.906 [2020-10-18 23:35:20,531][root][INFO] - column : 0.141 0.267 0.330 [2020-10-18 23:35:20,531][root][INFO] - door : 0.504 0.713 0.790 [2020-10-18 23:35:20,531][root][INFO] - floor : 0.890 0.966 0.981 [2020-10-18 23:35:20,531][root][INFO] - sofa : 0.457 0.801 0.801 [2020-10-18 23:35:20,531][root][INFO] - table : 0.133 0.302 0.603 [2020-10-18 23:35:20,531][root][INFO] - wall : 0.485 0.691 0.800 [2020-10-18 23:35:20,531][root][INFO] - window : 0.418 0.609 0.689 [2020-10-18 23:35:20,531][root][INFO] - ---------------------------------------------------------------- [2020-10-18 23:35:20,531][root][INFO] - average : 0.446 0.582 0.669 [2020-10-18 23:35:20,531][root][INFO] - [2020-10-18 23:35:20,693][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 23:35:20,694][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-18 23:35:22,629][root][INFO] - ===> Epoch[2401](12001/5): Loss -0.7759, Sem 0.0267, dir -0.9810, norm 0.1783, swav 0.0000 LR: 8.180e-02 Score 99.120 Data time: 0.0838, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.9292 [2020-10-18 23:35:24,985][root][INFO] - ===> Epoch[2401](12002/5): Loss -0.7560, Sem 0.0257, dir -0.9790, norm 0.1973, swav 0.0000 LR: 8.180e-02 Score 99.158 Data time: 0.0776, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.2368 [2020-10-18 23:35:27,651][root][INFO] - ===> Epoch[2401](12003/5): Loss -0.7491, Sem 0.0282, dir -0.9796, norm 0.2023, swav 0.0000 LR: 8.180e-02 Score 99.075 Data time: 0.0678, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.5616 [2020-10-18 23:35:29,819][root][INFO] - ===> Epoch[2401](12004/5): Loss -0.7539, Sem 0.0270, dir -0.9793, norm 0.1984, swav 0.0000 LR: 8.180e-02 Score 99.107 Data time: 0.1208, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.0739 [2020-10-18 23:35:32,149][root][INFO] - ===> Epoch[2401](12005/5): Loss -0.7810, Sem 0.0260, dir -0.9827, norm 0.1758, swav 0.0000 LR: 8.180e-02 Score 99.164 Data time: 0.0650, Forward time: 0.7720, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.2270 [2020-10-18 23:35:34,302][root][INFO] - ===> Epoch[2402](12006/5): Loss -0.7547, Sem 0.0272, dir -0.9801, norm 0.1982, swav 0.0000 LR: 8.180e-02 Score 99.109 Data time: 0.0542, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.0852 [2020-10-18 23:35:36,464][root][INFO] - ===> Epoch[2402](12007/5): Loss -0.7651, Sem 0.0274, dir -0.9798, norm 0.1873, swav 0.0000 LR: 8.179e-02 Score 99.069 Data time: 0.0665, Forward time: 0.7719, Backward time: 1.1806, DDP time: 0.0030, Total iter time: 2.1145 [2020-10-18 23:35:38,577][root][INFO] - ===> Epoch[2402](12008/5): Loss -0.7617, Sem 0.0306, dir -0.9800, norm 0.1878, swav 0.0000 LR: 8.179e-02 Score 99.026 Data time: 0.0969, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.0144 [2020-10-18 23:35:40,379][root][INFO] - ===> Epoch[2402](12009/5): Loss -0.7799, Sem 0.0244, dir -0.9808, norm 0.1764, swav 0.0000 LR: 8.179e-02 Score 99.171 Data time: 0.0692, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.6840 [2020-10-18 23:35:42,279][root][INFO] - ===> Epoch[2402](12010/5): Loss -0.7477, Sem 0.0274, dir -0.9797, norm 0.2046, swav 0.0000 LR: 8.179e-02 Score 99.104 Data time: 0.0760, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.8357 [2020-10-18 23:35:44,041][root][INFO] - ===> Epoch[2403](12011/5): Loss -0.7837, Sem 0.0236, dir -0.9818, norm 0.1744, swav 0.0000 LR: 8.179e-02 Score 99.206 Data time: 0.0735, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.6555 [2020-10-18 23:35:46,558][root][INFO] - ===> Epoch[2403](12012/5): Loss -0.7547, Sem 0.0263, dir -0.9780, norm 0.1970, swav 0.0000 LR: 8.179e-02 Score 99.113 Data time: 0.2412, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.4333 [2020-10-18 23:35:48,905][root][INFO] - ===> Epoch[2403](12013/5): Loss -0.7491, Sem 0.0260, dir -0.9799, norm 0.2047, swav 0.0000 LR: 8.179e-02 Score 99.147 Data time: 0.1047, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.2168 [2020-10-18 23:35:50,790][root][INFO] - ===> Epoch[2403](12014/5): Loss -0.7709, Sem 0.0259, dir -0.9800, norm 0.1832, swav 0.0000 LR: 8.178e-02 Score 99.129 Data time: 0.0847, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 1.7877 [2020-10-18 23:35:52,997][root][INFO] - ===> Epoch[2403](12015/5): Loss -0.7602, Sem 0.0293, dir -0.9794, norm 0.1899, swav 0.0000 LR: 8.178e-02 Score 99.011 Data time: 0.0821, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.1175 [2020-10-18 23:35:55,330][root][INFO] - ===> Epoch[2404](12016/5): Loss -0.7538, Sem 0.0273, dir -0.9790, norm 0.1979, swav 0.0000 LR: 8.178e-02 Score 99.090 Data time: 0.0707, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.2521 [2020-10-18 23:35:57,971][root][INFO] - ===> Epoch[2404](12017/5): Loss -0.7668, Sem 0.0282, dir -0.9810, norm 0.1859, swav 0.0000 LR: 8.178e-02 Score 99.055 Data time: 0.0540, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.5212 [2020-10-18 23:35:59,857][root][INFO] - ===> Epoch[2404](12018/5): Loss -0.7682, Sem 0.0299, dir -0.9805, norm 0.1824, swav 0.0000 LR: 8.178e-02 Score 99.015 Data time: 0.0600, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.8243 [2020-10-18 23:36:02,241][root][INFO] - ===> Epoch[2404](12019/5): Loss -0.7573, Sem 0.0262, dir -0.9797, norm 0.1962, swav 0.0000 LR: 8.178e-02 Score 99.134 Data time: 0.0844, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.2863 [2020-10-18 23:36:04,545][root][INFO] - ===> Epoch[2404](12020/5): Loss -0.7579, Sem 0.0233, dir -0.9813, norm 0.2001, swav 0.0000 LR: 8.177e-02 Score 99.220 Data time: 0.0840, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.1811 [2020-10-18 23:36:06,448][root][INFO] - ===> Epoch[2405](12021/5): Loss -0.7685, Sem 0.0260, dir -0.9806, norm 0.1860, swav 0.0000 LR: 8.177e-02 Score 99.138 Data time: 0.0817, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.8229 [2020-10-18 23:36:08,717][root][INFO] - ===> Epoch[2405](12022/5): Loss -0.7615, Sem 0.0264, dir -0.9797, norm 0.1918, swav 0.0000 LR: 8.177e-02 Score 99.118 Data time: 0.0641, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.1559 [2020-10-18 23:36:10,698][root][INFO] - ===> Epoch[2405](12023/5): Loss -0.7752, Sem 0.0254, dir -0.9792, norm 0.1787, swav 0.0000 LR: 8.177e-02 Score 99.147 Data time: 0.0567, Forward time: 0.7720, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 1.8994 [2020-10-18 23:36:12,590][root][INFO] - ===> Epoch[2405](12024/5): Loss -0.7816, Sem 0.0231, dir -0.9813, norm 0.1766, swav 0.0000 LR: 8.177e-02 Score 99.229 Data time: 0.0637, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 1.8201 [2020-10-18 23:36:14,787][root][INFO] - ===> Epoch[2405](12025/5): Loss -0.7418, Sem 0.0301, dir -0.9783, norm 0.2064, swav 0.0000 LR: 8.177e-02 Score 99.011 Data time: 0.0830, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.0772 [2020-10-18 23:36:16,946][root][INFO] - ===> Epoch[2406](12026/5): Loss -0.7511, Sem 0.0288, dir -0.9790, norm 0.1991, swav 0.0000 LR: 8.177e-02 Score 99.063 Data time: 0.0819, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.0229 [2020-10-18 23:36:18,602][root][INFO] - ===> Epoch[2406](12027/5): Loss -0.7833, Sem 0.0262, dir -0.9805, norm 0.1709, swav 0.0000 LR: 8.176e-02 Score 99.107 Data time: 0.0613, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 1.5544 [2020-10-18 23:36:20,716][root][INFO] - ===> Epoch[2406](12028/5): Loss -0.7655, Sem 0.0230, dir -0.9805, norm 0.1919, swav 0.0000 LR: 8.176e-02 Score 99.244 Data time: 0.0802, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.0421 [2020-10-18 23:36:23,030][root][INFO] - ===> Epoch[2406](12029/5): Loss -0.7421, Sem 0.0287, dir -0.9771, norm 0.2063, swav 0.0000 LR: 8.176e-02 Score 99.050 Data time: 0.0664, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.2072 [2020-10-18 23:36:24,818][root][INFO] - ===> Epoch[2406](12030/5): Loss -0.7791, Sem 0.0267, dir -0.9797, norm 0.1739, swav 0.0000 LR: 8.176e-02 Score 99.081 Data time: 0.0658, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 1.7147 [2020-10-18 23:36:27,393][root][INFO] - ===> Epoch[2407](12031/5): Loss -0.7578, Sem 0.0241, dir -0.9806, norm 0.1987, swav 0.0000 LR: 8.176e-02 Score 99.193 Data time: 0.0695, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.4853 [2020-10-18 23:36:29,979][root][INFO] - ===> Epoch[2407](12032/5): Loss -0.7661, Sem 0.0253, dir -0.9794, norm 0.1880, swav 0.0000 LR: 8.176e-02 Score 99.167 Data time: 0.0528, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.4757 [2020-10-18 23:36:32,173][root][INFO] - ===> Epoch[2407](12033/5): Loss -0.7582, Sem 0.0289, dir -0.9805, norm 0.1934, swav 0.0000 LR: 8.175e-02 Score 99.083 Data time: 0.0646, Forward time: 0.7719, Backward time: 1.1805, DDP time: 0.0030, Total iter time: 2.1549 [2020-10-18 23:36:34,070][root][INFO] - ===> Epoch[2407](12034/5): Loss -0.7733, Sem 0.0290, dir -0.9791, norm 0.1768, swav 0.0000 LR: 8.175e-02 Score 99.026 Data time: 0.0828, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 1.8075 [2020-10-18 23:36:36,121][root][INFO] - ===> Epoch[2407](12035/5): Loss -0.7547, Sem 0.0257, dir -0.9787, norm 0.1983, swav 0.0000 LR: 8.175e-02 Score 99.136 Data time: 0.0772, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 1.9390 [2020-10-18 23:36:38,344][root][INFO] - ===> Epoch[2408](12036/5): Loss -0.7600, Sem 0.0270, dir -0.9785, norm 0.1914, swav 0.0000 LR: 8.175e-02 Score 99.088 Data time: 0.0812, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.1450 [2020-10-18 23:36:40,660][root][INFO] - ===> Epoch[2408](12037/5): Loss -0.7585, Sem 0.0277, dir -0.9791, norm 0.1929, swav 0.0000 LR: 8.175e-02 Score 99.069 Data time: 0.0631, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.2106 [2020-10-18 23:36:42,796][root][INFO] - ===> Epoch[2408](12038/5): Loss -0.7763, Sem 0.0245, dir -0.9805, norm 0.1797, swav 0.0000 LR: 8.175e-02 Score 99.189 Data time: 0.0960, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.0392 [2020-10-18 23:36:44,910][root][INFO] - ===> Epoch[2408](12039/5): Loss -0.7791, Sem 0.0265, dir -0.9812, norm 0.1756, swav 0.0000 LR: 8.175e-02 Score 99.115 Data time: 0.0749, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.0082 [2020-10-18 23:36:46,821][root][INFO] - ===> Epoch[2408](12040/5): Loss -0.7683, Sem 0.0268, dir -0.9792, norm 0.1841, swav 0.0000 LR: 8.174e-02 Score 99.117 Data time: 0.0848, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 1.8189 [2020-10-18 23:36:48,970][root][INFO] - ===> Epoch[2409](12041/5): Loss -0.7694, Sem 0.0248, dir -0.9808, norm 0.1866, swav 0.0000 LR: 8.174e-02 Score 99.201 Data time: 0.0781, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.0371 [2020-10-18 23:36:50,851][root][INFO] - ===> Epoch[2409](12042/5): Loss -0.7799, Sem 0.0262, dir -0.9809, norm 0.1748, swav 0.0000 LR: 8.174e-02 Score 99.124 Data time: 0.0758, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.7895 [2020-10-18 23:36:53,104][root][INFO] - ===> Epoch[2409](12043/5): Loss -0.7549, Sem 0.0251, dir -0.9795, norm 0.1995, swav 0.0000 LR: 8.174e-02 Score 99.167 Data time: 0.0693, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.1543 [2020-10-18 23:36:54,988][root][INFO] - ===> Epoch[2409](12044/5): Loss -0.7734, Sem 0.0265, dir -0.9801, norm 0.1801, swav 0.0000 LR: 8.174e-02 Score 99.124 Data time: 0.0650, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.7885 [2020-10-18 23:36:57,285][root][INFO] - ===> Epoch[2409](12045/5): Loss -0.7618, Sem 0.0255, dir -0.9809, norm 0.1936, swav 0.0000 LR: 8.174e-02 Score 99.156 Data time: 0.0787, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.2177 [2020-10-18 23:36:59,235][root][INFO] - ===> Epoch[2410](12046/5): Loss -0.7555, Sem 0.0287, dir -0.9784, norm 0.1942, swav 0.0000 LR: 8.173e-02 Score 99.018 Data time: 0.0585, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8247 [2020-10-18 23:37:01,443][root][INFO] - ===> Epoch[2410](12047/5): Loss -0.7753, Sem 0.0254, dir -0.9816, norm 0.1809, swav 0.0000 LR: 8.173e-02 Score 99.151 Data time: 0.0775, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1192 [2020-10-18 23:37:03,447][root][INFO] - ===> Epoch[2410](12048/5): Loss -0.7723, Sem 0.0232, dir -0.9796, norm 0.1842, swav 0.0000 LR: 8.173e-02 Score 99.199 Data time: 0.1706, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8992 [2020-10-18 23:37:05,961][root][INFO] - ===> Epoch[2410](12049/5): Loss -0.7644, Sem 0.0249, dir -0.9804, norm 0.1910, swav 0.0000 LR: 8.173e-02 Score 99.190 Data time: 0.0895, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.3843 [2020-10-18 23:37:08,205][root][INFO] - ===> Epoch[2410](12050/5): Loss -0.7798, Sem 0.0238, dir -0.9825, norm 0.1789, swav 0.0000 LR: 8.173e-02 Score 99.198 Data time: 0.0780, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1071 [2020-10-18 23:37:10,030][root][INFO] - ===> Epoch[2411](12051/5): Loss -0.7730, Sem 0.0272, dir -0.9794, norm 0.1793, swav 0.0000 LR: 8.173e-02 Score 99.104 Data time: 0.0695, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.6993 [2020-10-18 23:37:12,452][root][INFO] - ===> Epoch[2411](12052/5): Loss -0.7610, Sem 0.0278, dir -0.9791, norm 0.1903, swav 0.0000 LR: 8.173e-02 Score 99.119 Data time: 0.1359, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.3220 [2020-10-18 23:37:14,520][root][INFO] - ===> Epoch[2411](12053/5): Loss -0.7761, Sem 0.0224, dir -0.9814, norm 0.1829, swav 0.0000 LR: 8.172e-02 Score 99.256 Data time: 0.0701, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.9545 [2020-10-18 23:37:16,893][root][INFO] - ===> Epoch[2411](12054/5): Loss -0.7695, Sem 0.0268, dir -0.9806, norm 0.1843, swav 0.0000 LR: 8.172e-02 Score 99.087 Data time: 0.1058, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.2748 [2020-10-18 23:37:19,182][root][INFO] - ===> Epoch[2411](12055/5): Loss -0.7675, Sem 0.0273, dir -0.9793, norm 0.1845, swav 0.0000 LR: 8.172e-02 Score 99.077 Data time: 0.0815, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1909 [2020-10-18 23:37:22,150][root][INFO] - ===> Epoch[2412](12056/5): Loss -0.7817, Sem 0.0259, dir -0.9811, norm 0.1735, swav 0.0000 LR: 8.172e-02 Score 99.125 Data time: 0.0675, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.9095 [2020-10-18 23:37:24,243][root][INFO] - ===> Epoch[2412](12057/5): Loss -0.7783, Sem 0.0243, dir -0.9814, norm 0.1788, swav 0.0000 LR: 8.172e-02 Score 99.182 Data time: 0.0751, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.0030 [2020-10-18 23:37:26,148][root][INFO] - ===> Epoch[2412](12058/5): Loss -0.7664, Sem 0.0267, dir -0.9792, norm 0.1861, swav 0.0000 LR: 8.172e-02 Score 99.104 Data time: 0.0842, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8043 [2020-10-18 23:37:28,117][root][INFO] - ===> Epoch[2412](12059/5): Loss -0.7770, Sem 0.0242, dir -0.9794, norm 0.1782, swav 0.0000 LR: 8.172e-02 Score 99.200 Data time: 0.0773, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8707 [2020-10-18 23:37:30,108][root][INFO] - ===> Epoch[2412](12060/5): Loss -0.7695, Sem 0.0262, dir -0.9811, norm 0.1854, swav 0.0000 LR: 8.171e-02 Score 99.113 Data time: 0.0784, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8750 [2020-10-18 23:37:32,203][root][INFO] - ===> Epoch[2413](12061/5): Loss -0.7792, Sem 0.0248, dir -0.9807, norm 0.1766, swav 0.0000 LR: 8.171e-02 Score 99.156 Data time: 0.0711, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.9892 [2020-10-18 23:37:34,864][root][INFO] - ===> Epoch[2413](12062/5): Loss -0.7725, Sem 0.0265, dir -0.9799, norm 0.1809, swav 0.0000 LR: 8.171e-02 Score 99.121 Data time: 0.0839, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.5748 [2020-10-18 23:37:37,123][root][INFO] - ===> Epoch[2413](12063/5): Loss -0.7726, Sem 0.0255, dir -0.9809, norm 0.1827, swav 0.0000 LR: 8.171e-02 Score 99.179 Data time: 0.0465, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1563 [2020-10-18 23:37:39,415][root][INFO] - ===> Epoch[2413](12064/5): Loss -0.7606, Sem 0.0257, dir -0.9815, norm 0.1951, swav 0.0000 LR: 8.171e-02 Score 99.133 Data time: 0.0472, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.2258 [2020-10-18 23:37:41,440][root][INFO] - ===> Epoch[2413](12065/5): Loss -0.7744, Sem 0.0237, dir -0.9817, norm 0.1836, swav 0.0000 LR: 8.171e-02 Score 99.197 Data time: 0.0551, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.9533 [2020-10-18 23:37:43,345][root][INFO] - ===> Epoch[2414](12066/5): Loss -0.7696, Sem 0.0254, dir -0.9815, norm 0.1865, swav 0.0000 LR: 8.170e-02 Score 99.153 Data time: 0.1153, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8479 [2020-10-18 23:37:45,554][root][INFO] - ===> Epoch[2414](12067/5): Loss -0.7775, Sem 0.0255, dir -0.9829, norm 0.1798, swav 0.0000 LR: 8.170e-02 Score 99.150 Data time: 0.0966, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.0967 [2020-10-18 23:37:47,591][root][INFO] - ===> Epoch[2414](12068/5): Loss -0.7792, Sem 0.0239, dir -0.9818, norm 0.1787, swav 0.0000 LR: 8.170e-02 Score 99.190 Data time: 0.1159, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.9274 [2020-10-18 23:37:50,698][root][INFO] - ===> Epoch[2414](12069/5): Loss -0.7736, Sem 0.0263, dir -0.9816, norm 0.1816, swav 0.0000 LR: 8.170e-02 Score 99.133 Data time: 0.1580, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 3.0257 [2020-10-18 23:37:52,692][root][INFO] - ===> Epoch[2414](12070/5): Loss -0.7727, Sem 0.0234, dir -0.9806, norm 0.1844, swav 0.0000 LR: 8.170e-02 Score 99.200 Data time: 0.0795, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8764 [2020-10-18 23:37:54,626][root][INFO] - ===> Epoch[2415](12071/5): Loss -0.7830, Sem 0.0264, dir -0.9806, norm 0.1711, swav 0.0000 LR: 8.170e-02 Score 99.093 Data time: 0.1027, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8474 [2020-10-18 23:37:56,653][root][INFO] - ===> Epoch[2415](12072/5): Loss -0.7918, Sem 0.0263, dir -0.9816, norm 0.1635, swav 0.0000 LR: 8.170e-02 Score 99.116 Data time: 0.1325, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.9198 [2020-10-18 23:37:58,852][root][INFO] - ===> Epoch[2415](12073/5): Loss -0.7634, Sem 0.0261, dir -0.9778, norm 0.1882, swav 0.0000 LR: 8.169e-02 Score 99.156 Data time: 0.0677, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1043 [2020-10-18 23:38:00,906][root][INFO] - ===> Epoch[2415](12074/5): Loss -0.7541, Sem 0.0271, dir -0.9803, norm 0.1991, swav 0.0000 LR: 8.169e-02 Score 99.094 Data time: 0.0822, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.9380 [2020-10-18 23:38:03,252][root][INFO] - ===> Epoch[2415](12075/5): Loss -0.7977, Sem 0.0236, dir -0.9837, norm 0.1625, swav 0.0000 LR: 8.169e-02 Score 99.208 Data time: 0.0601, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.2338 [2020-10-18 23:38:05,491][root][INFO] - ===> Epoch[2416](12076/5): Loss -0.7830, Sem 0.0243, dir -0.9815, norm 0.1742, swav 0.0000 LR: 8.169e-02 Score 99.180 Data time: 0.1204, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1605 [2020-10-18 23:38:07,474][root][INFO] - ===> Epoch[2416](12077/5): Loss -0.7717, Sem 0.0267, dir -0.9789, norm 0.1806, swav 0.0000 LR: 8.169e-02 Score 99.129 Data time: 0.0912, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8745 [2020-10-18 23:38:09,897][root][INFO] - ===> Epoch[2416](12078/5): Loss -0.7832, Sem 0.0289, dir -0.9802, norm 0.1681, swav 0.0000 LR: 8.169e-02 Score 99.060 Data time: 0.0951, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.3059 [2020-10-18 23:38:11,929][root][INFO] - ===> Epoch[2416](12079/5): Loss -0.7729, Sem 0.0279, dir -0.9797, norm 0.1789, swav 0.0000 LR: 8.168e-02 Score 99.046 Data time: 0.2505, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.9225 [2020-10-18 23:38:14,415][root][INFO] - ===> Epoch[2416](12080/5): Loss -0.7954, Sem 0.0231, dir -0.9826, norm 0.1641, swav 0.0000 LR: 8.168e-02 Score 99.236 Data time: 0.1111, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.4003 [2020-10-18 23:38:16,692][root][INFO] - ===> Epoch[2417](12081/5): Loss -0.7753, Sem 0.0256, dir -0.9799, norm 0.1790, swav 0.0000 LR: 8.168e-02 Score 99.136 Data time: 0.0733, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1705 [2020-10-18 23:38:19,175][root][INFO] - ===> Epoch[2417](12082/5): Loss -0.7705, Sem 0.0230, dir -0.9812, norm 0.1876, swav 0.0000 LR: 8.168e-02 Score 99.254 Data time: 0.0849, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.3878 [2020-10-18 23:38:21,543][root][INFO] - ===> Epoch[2417](12083/5): Loss -0.7767, Sem 0.0249, dir -0.9811, norm 0.1794, swav 0.0000 LR: 8.168e-02 Score 99.174 Data time: 0.0880, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.2609 [2020-10-18 23:38:23,782][root][INFO] - ===> Epoch[2417](12084/5): Loss -0.7826, Sem 0.0306, dir -0.9807, norm 0.1675, swav 0.0000 LR: 8.168e-02 Score 99.013 Data time: 0.0972, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1262 [2020-10-18 23:38:25,909][root][INFO] - ===> Epoch[2417](12085/5): Loss -0.7816, Sem 0.0282, dir -0.9797, norm 0.1699, swav 0.0000 LR: 8.168e-02 Score 99.052 Data time: 0.0949, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0279 [2020-10-18 23:38:28,693][root][INFO] - ===> Epoch[2418](12086/5): Loss -0.7788, Sem 0.0241, dir -0.9807, norm 0.1778, swav 0.0000 LR: 8.167e-02 Score 99.202 Data time: 0.0700, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.6919 [2020-10-18 23:38:30,613][root][INFO] - ===> Epoch[2418](12087/5): Loss -0.7763, Sem 0.0262, dir -0.9806, norm 0.1781, swav 0.0000 LR: 8.167e-02 Score 99.119 Data time: 0.0876, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.8490 [2020-10-18 23:38:32,694][root][INFO] - ===> Epoch[2418](12088/5): Loss -0.7750, Sem 0.0240, dir -0.9815, norm 0.1826, swav 0.0000 LR: 8.167e-02 Score 99.194 Data time: 0.0877, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.9869 [2020-10-18 23:38:34,623][root][INFO] - ===> Epoch[2418](12089/5): Loss -0.7668, Sem 0.0280, dir -0.9797, norm 0.1849, swav 0.0000 LR: 8.167e-02 Score 99.066 Data time: 0.0584, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.8347 [2020-10-18 23:38:36,844][root][INFO] - ===> Epoch[2418](12090/5): Loss -0.7863, Sem 0.0262, dir -0.9828, norm 0.1703, swav 0.0000 LR: 8.167e-02 Score 99.134 Data time: 0.0927, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1565 [2020-10-18 23:38:38,902][root][INFO] - ===> Epoch[2419](12091/5): Loss -0.7761, Sem 0.0249, dir -0.9819, norm 0.1809, swav 0.0000 LR: 8.167e-02 Score 99.153 Data time: 0.0849, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.9371 [2020-10-18 23:38:41,281][root][INFO] - ===> Epoch[2419](12092/5): Loss -0.7682, Sem 0.0247, dir -0.9797, norm 0.1868, swav 0.0000 LR: 8.166e-02 Score 99.169 Data time: 0.0745, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.2922 [2020-10-18 23:38:43,321][root][INFO] - ===> Epoch[2419](12093/5): Loss -0.7761, Sem 0.0253, dir -0.9801, norm 0.1787, swav 0.0000 LR: 8.166e-02 Score 99.155 Data time: 0.1554, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.9512 [2020-10-18 23:38:45,482][root][INFO] - ===> Epoch[2419](12094/5): Loss -0.7536, Sem 0.0249, dir -0.9807, norm 0.2023, swav 0.0000 LR: 8.166e-02 Score 99.187 Data time: 0.0866, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0588 [2020-10-18 23:38:47,383][root][INFO] - ===> Epoch[2419](12095/5): Loss -0.7675, Sem 0.0280, dir -0.9786, norm 0.1831, swav 0.0000 LR: 8.166e-02 Score 99.046 Data time: 0.0565, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.7892 [2020-10-18 23:38:49,498][root][INFO] - ===> Epoch[2420](12096/5): Loss -0.7461, Sem 0.0277, dir -0.9780, norm 0.2042, swav 0.0000 LR: 8.166e-02 Score 99.075 Data time: 0.0687, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0461 [2020-10-18 23:38:51,703][root][INFO] - ===> Epoch[2420](12097/5): Loss -0.7705, Sem 0.0245, dir -0.9804, norm 0.1854, swav 0.0000 LR: 8.166e-02 Score 99.188 Data time: 0.0649, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1136 [2020-10-18 23:38:53,846][root][INFO] - ===> Epoch[2420](12098/5): Loss -0.7807, Sem 0.0242, dir -0.9812, norm 0.1763, swav 0.0000 LR: 8.166e-02 Score 99.200 Data time: 0.0974, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0527 [2020-10-18 23:38:56,226][root][INFO] - ===> Epoch[2420](12099/5): Loss -0.7796, Sem 0.0263, dir -0.9801, norm 0.1742, swav 0.0000 LR: 8.165e-02 Score 99.134 Data time: 0.0839, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.2699 [2020-10-18 23:38:58,302][root][INFO] - ===> Epoch[2420](12100/5): Loss -0.7694, Sem 0.0287, dir -0.9807, norm 0.1827, swav 0.0000 LR: 8.165e-02 Score 99.055 Data time: 0.0669, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9788 [2020-10-18 23:38:59,252][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 23:39:01,108][root][INFO] - ===> Epoch[2421](12101/5): Loss -0.7755, Sem 0.0255, dir -0.9811, norm 0.1801, swav 0.0000 LR: 8.165e-02 Score 99.148 Data time: 0.0779, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.6823 [2020-10-18 23:39:03,912][root][INFO] - ===> Epoch[2421](12102/5): Loss -0.7916, Sem 0.0236, dir -0.9815, norm 0.1663, swav 0.0000 LR: 8.165e-02 Score 99.219 Data time: 0.0772, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.6764 [2020-10-18 23:39:06,171][root][INFO] - ===> Epoch[2421](12103/5): Loss -0.7716, Sem 0.0256, dir -0.9801, norm 0.1829, swav 0.0000 LR: 8.165e-02 Score 99.174 Data time: 0.0720, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1611 [2020-10-18 23:39:08,070][root][INFO] - ===> Epoch[2421](12104/5): Loss -0.7727, Sem 0.0279, dir -0.9794, norm 0.1788, swav 0.0000 LR: 8.165e-02 Score 99.068 Data time: 0.0807, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.8167 [2020-10-18 23:39:10,092][root][INFO] - ===> Epoch[2421](12105/5): Loss -0.7874, Sem 0.0248, dir -0.9797, norm 0.1675, swav 0.0000 LR: 8.164e-02 Score 99.154 Data time: 0.0607, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.8875 [2020-10-18 23:39:12,290][root][INFO] - ===> Epoch[2422](12106/5): Loss -0.7752, Sem 0.0262, dir -0.9817, norm 0.1803, swav 0.0000 LR: 8.164e-02 Score 99.168 Data time: 0.0760, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1119 [2020-10-18 23:39:15,258][root][INFO] - ===> Epoch[2422](12107/5): Loss -0.7742, Sem 0.0279, dir -0.9821, norm 0.1800, swav 0.0000 LR: 8.164e-02 Score 99.101 Data time: 0.0695, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.8561 [2020-10-18 23:39:17,377][root][INFO] - ===> Epoch[2422](12108/5): Loss -0.7570, Sem 0.0281, dir -0.9796, norm 0.1945, swav 0.0000 LR: 8.164e-02 Score 99.079 Data time: 0.0934, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0347 [2020-10-18 23:39:19,667][root][INFO] - ===> Epoch[2422](12109/5): Loss -0.7783, Sem 0.0246, dir -0.9799, norm 0.1771, swav 0.0000 LR: 8.164e-02 Score 99.179 Data time: 0.0814, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1805 [2020-10-18 23:39:21,930][root][INFO] - ===> Epoch[2422](12110/5): Loss -0.7665, Sem 0.0234, dir -0.9801, norm 0.1902, swav 0.0000 LR: 8.164e-02 Score 99.219 Data time: 0.0651, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1725 [2020-10-18 23:39:23,835][root][INFO] - ===> Epoch[2423](12111/5): Loss -0.7830, Sem 0.0254, dir -0.9803, norm 0.1719, swav 0.0000 LR: 8.164e-02 Score 99.157 Data time: 0.0733, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.8045 [2020-10-18 23:39:26,084][root][INFO] - ===> Epoch[2423](12112/5): Loss -0.7719, Sem 0.0255, dir -0.9793, norm 0.1819, swav 0.0000 LR: 8.163e-02 Score 99.132 Data time: 0.1161, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1574 [2020-10-18 23:39:28,256][root][INFO] - ===> Epoch[2423](12113/5): Loss -0.7610, Sem 0.0247, dir -0.9805, norm 0.1948, swav 0.0000 LR: 8.163e-02 Score 99.206 Data time: 0.0792, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0587 [2020-10-18 23:39:30,497][root][INFO] - ===> Epoch[2423](12114/5): Loss -0.7778, Sem 0.0273, dir -0.9811, norm 0.1760, swav 0.0000 LR: 8.163e-02 Score 99.087 Data time: 0.0719, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1278 [2020-10-18 23:39:32,784][root][INFO] - ===> Epoch[2423](12115/5): Loss -0.7667, Sem 0.0257, dir -0.9794, norm 0.1870, swav 0.0000 LR: 8.163e-02 Score 99.140 Data time: 0.0574, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1807 [2020-10-18 23:39:34,666][root][INFO] - ===> Epoch[2424](12116/5): Loss -0.7759, Sem 0.0255, dir -0.9808, norm 0.1794, swav 0.0000 LR: 8.163e-02 Score 99.147 Data time: 0.0602, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.7957 [2020-10-18 23:39:36,638][root][INFO] - ===> Epoch[2424](12117/5): Loss -0.7767, Sem 0.0267, dir -0.9813, norm 0.1780, swav 0.0000 LR: 8.163e-02 Score 99.121 Data time: 0.0735, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.8782 [2020-10-18 23:39:40,791][root][INFO] - ===> Epoch[2424](12118/5): Loss -0.7680, Sem 0.0255, dir -0.9806, norm 0.1871, swav 0.0000 LR: 8.162e-02 Score 99.156 Data time: 0.0665, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 4.0469 [2020-10-18 23:39:42,817][root][INFO] - ===> Epoch[2424](12119/5): Loss -0.7747, Sem 0.0222, dir -0.9820, norm 0.1851, swav 0.0000 LR: 8.162e-02 Score 99.252 Data time: 0.0792, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.9161 [2020-10-18 23:39:44,753][root][INFO] - ===> Epoch[2424](12120/5): Loss -0.7760, Sem 0.0239, dir -0.9800, norm 0.1801, swav 0.0000 LR: 8.162e-02 Score 99.182 Data time: 0.0741, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8327 [2020-10-18 23:39:46,740][root][INFO] - ===> Epoch[2425](12121/5): Loss -0.7612, Sem 0.0294, dir -0.9784, norm 0.1878, swav 0.0000 LR: 8.162e-02 Score 99.032 Data time: 0.1517, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.8902 [2020-10-18 23:39:49,102][root][INFO] - ===> Epoch[2425](12122/5): Loss -0.7820, Sem 0.0244, dir -0.9818, norm 0.1754, swav 0.0000 LR: 8.162e-02 Score 99.185 Data time: 0.1170, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.2364 [2020-10-18 23:39:51,504][root][INFO] - ===> Epoch[2425](12123/5): Loss -0.7541, Sem 0.0249, dir -0.9803, norm 0.2012, swav 0.0000 LR: 8.162e-02 Score 99.162 Data time: 0.0765, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.2753 [2020-10-18 23:39:54,398][root][INFO] - ===> Epoch[2425](12124/5): Loss -0.7883, Sem 0.0229, dir -0.9814, norm 0.1702, swav 0.0000 LR: 8.162e-02 Score 99.242 Data time: 0.0948, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.7772 [2020-10-18 23:39:56,469][root][INFO] - ===> Epoch[2425](12125/5): Loss -0.7732, Sem 0.0254, dir -0.9811, norm 0.1825, swav 0.0000 LR: 8.161e-02 Score 99.151 Data time: 0.0838, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.9728 [2020-10-18 23:39:59,219][root][INFO] - ===> Epoch[2426](12126/5): Loss -0.7656, Sem 0.0229, dir -0.9817, norm 0.1933, swav 0.0000 LR: 8.161e-02 Score 99.242 Data time: 0.0540, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.6449 [2020-10-18 23:40:01,064][root][INFO] - ===> Epoch[2426](12127/5): Loss -0.7696, Sem 0.0254, dir -0.9792, norm 0.1842, swav 0.0000 LR: 8.161e-02 Score 99.148 Data time: 0.0597, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.7584 [2020-10-18 23:40:03,605][root][INFO] - ===> Epoch[2426](12128/5): Loss -0.7770, Sem 0.0246, dir -0.9806, norm 0.1791, swav 0.0000 LR: 8.161e-02 Score 99.187 Data time: 0.0790, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.4477 [2020-10-18 23:40:05,783][root][INFO] - ===> Epoch[2426](12129/5): Loss -0.7767, Sem 0.0263, dir -0.9806, norm 0.1775, swav 0.0000 LR: 8.161e-02 Score 99.122 Data time: 0.0674, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.0815 [2020-10-18 23:40:07,896][root][INFO] - ===> Epoch[2426](12130/5): Loss -0.7612, Sem 0.0260, dir -0.9802, norm 0.1930, swav 0.0000 LR: 8.161e-02 Score 99.119 Data time: 0.0625, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.0063 [2020-10-18 23:40:10,286][root][INFO] - ===> Epoch[2427](12131/5): Loss -0.7809, Sem 0.0253, dir -0.9810, norm 0.1748, swav 0.0000 LR: 8.160e-02 Score 99.154 Data time: 0.0804, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.3202 [2020-10-18 23:40:12,675][root][INFO] - ===> Epoch[2427](12132/5): Loss -0.7526, Sem 0.0297, dir -0.9785, norm 0.1963, swav 0.0000 LR: 8.160e-02 Score 99.082 Data time: 0.0911, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.2912 [2020-10-18 23:40:14,624][root][INFO] - ===> Epoch[2427](12133/5): Loss -0.7814, Sem 0.0248, dir -0.9824, norm 0.1762, swav 0.0000 LR: 8.160e-02 Score 99.164 Data time: 0.0859, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8255 [2020-10-18 23:40:16,888][root][INFO] - ===> Epoch[2427](12134/5): Loss -0.7562, Sem 0.0249, dir -0.9794, norm 0.1983, swav 0.0000 LR: 8.160e-02 Score 99.163 Data time: 0.1272, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1903 [2020-10-18 23:40:19,255][root][INFO] - ===> Epoch[2427](12135/5): Loss -0.7771, Sem 0.0235, dir -0.9799, norm 0.1792, swav 0.0000 LR: 8.160e-02 Score 99.228 Data time: 0.0827, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.2691 [2020-10-18 23:40:20,932][root][INFO] - ===> Epoch[2428](12136/5): Loss -0.7738, Sem 0.0278, dir -0.9795, norm 0.1778, swav 0.0000 LR: 8.160e-02 Score 99.077 Data time: 0.0653, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.5778 [2020-10-18 23:40:23,178][root][INFO] - ===> Epoch[2428](12137/5): Loss -0.7613, Sem 0.0250, dir -0.9810, norm 0.1948, swav 0.0000 LR: 8.160e-02 Score 99.188 Data time: 0.0645, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1644 [2020-10-18 23:40:25,289][root][INFO] - ===> Epoch[2428](12138/5): Loss -0.7815, Sem 0.0273, dir -0.9806, norm 0.1718, swav 0.0000 LR: 8.159e-02 Score 99.100 Data time: 0.0664, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.0234 [2020-10-18 23:40:27,330][root][INFO] - ===> Epoch[2428](12139/5): Loss -0.7561, Sem 0.0252, dir -0.9783, norm 0.1971, swav 0.0000 LR: 8.159e-02 Score 99.162 Data time: 0.1144, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.9286 [2020-10-18 23:40:29,540][root][INFO] - ===> Epoch[2428](12140/5): Loss -0.7707, Sem 0.0242, dir -0.9791, norm 0.1843, swav 0.0000 LR: 8.159e-02 Score 99.192 Data time: 0.0966, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1098 [2020-10-18 23:40:31,292][root][INFO] - ===> Epoch[2429](12141/5): Loss -0.7679, Sem 0.0270, dir -0.9807, norm 0.1858, swav 0.0000 LR: 8.159e-02 Score 99.118 Data time: 0.0649, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.6370 [2020-10-18 23:40:33,243][root][INFO] - ===> Epoch[2429](12142/5): Loss -0.7719, Sem 0.0289, dir -0.9795, norm 0.1787, swav 0.0000 LR: 8.159e-02 Score 99.043 Data time: 0.0799, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.8944 [2020-10-18 23:40:34,999][root][INFO] - ===> Epoch[2429](12143/5): Loss -0.7632, Sem 0.0255, dir -0.9781, norm 0.1895, swav 0.0000 LR: 8.159e-02 Score 99.148 Data time: 0.0704, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.6751 [2020-10-18 23:40:37,007][root][INFO] - ===> Epoch[2429](12144/5): Loss -0.7668, Sem 0.0253, dir -0.9819, norm 0.1897, swav 0.0000 LR: 8.158e-02 Score 99.153 Data time: 0.0804, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.9541 [2020-10-18 23:40:39,238][root][INFO] - ===> Epoch[2429](12145/5): Loss -0.7894, Sem 0.0261, dir -0.9810, norm 0.1655, swav 0.0000 LR: 8.158e-02 Score 99.120 Data time: 0.2175, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1328 [2020-10-18 23:40:41,358][root][INFO] - ===> Epoch[2430](12146/5): Loss -0.7687, Sem 0.0253, dir -0.9800, norm 0.1860, swav 0.0000 LR: 8.158e-02 Score 99.148 Data time: 0.0922, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0198 [2020-10-18 23:40:43,623][root][INFO] - ===> Epoch[2430](12147/5): Loss -0.7487, Sem 0.0248, dir -0.9800, norm 0.2065, swav 0.0000 LR: 8.158e-02 Score 99.174 Data time: 0.0536, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1495 [2020-10-18 23:40:45,703][root][INFO] - ===> Epoch[2430](12148/5): Loss -0.7606, Sem 0.0261, dir -0.9806, norm 0.1939, swav 0.0000 LR: 8.158e-02 Score 99.138 Data time: 0.0738, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0429 [2020-10-18 23:40:47,850][root][INFO] - ===> Epoch[2430](12149/5): Loss -0.7696, Sem 0.0249, dir -0.9801, norm 0.1856, swav 0.0000 LR: 8.158e-02 Score 99.167 Data time: 0.0918, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0713 [2020-10-18 23:40:49,727][root][INFO] - ===> Epoch[2430](12150/5): Loss -0.7702, Sem 0.0263, dir -0.9787, norm 0.1822, swav 0.0000 LR: 8.158e-02 Score 99.110 Data time: 0.0761, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.7655 [2020-10-18 23:40:52,470][root][INFO] - ===> Epoch[2431](12151/5): Loss -0.7600, Sem 0.0268, dir -0.9795, norm 0.1927, swav 0.0000 LR: 8.157e-02 Score 99.133 Data time: 0.0652, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.6209 [2020-10-18 23:40:54,387][root][INFO] - ===> Epoch[2431](12152/5): Loss -0.7850, Sem 0.0244, dir -0.9823, norm 0.1729, swav 0.0000 LR: 8.157e-02 Score 99.166 Data time: 0.0966, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.8308 [2020-10-18 23:40:56,395][root][INFO] - ===> Epoch[2431](12153/5): Loss -0.7795, Sem 0.0247, dir -0.9802, norm 0.1760, swav 0.0000 LR: 8.157e-02 Score 99.174 Data time: 0.0671, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.8916 [2020-10-18 23:40:58,641][root][INFO] - ===> Epoch[2431](12154/5): Loss -0.7497, Sem 0.0261, dir -0.9810, norm 0.2052, swav 0.0000 LR: 8.157e-02 Score 99.137 Data time: 0.0574, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1555 [2020-10-18 23:41:01,057][root][INFO] - ===> Epoch[2431](12155/5): Loss -0.7459, Sem 0.0296, dir -0.9742, norm 0.1986, swav 0.0000 LR: 8.157e-02 Score 98.996 Data time: 0.0391, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.3433 [2020-10-18 23:41:03,177][root][INFO] - ===> Epoch[2432](12156/5): Loss -0.7547, Sem 0.0270, dir -0.9763, norm 0.1946, swav 0.0000 LR: 8.157e-02 Score 99.109 Data time: 0.1168, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0593 [2020-10-18 23:41:05,269][root][INFO] - ===> Epoch[2432](12157/5): Loss -0.7413, Sem 0.0314, dir -0.9766, norm 0.2039, swav 0.0000 LR: 8.156e-02 Score 98.977 Data time: 0.0894, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.9824 [2020-10-18 23:41:07,853][root][INFO] - ===> Epoch[2432](12158/5): Loss -0.7361, Sem 0.0327, dir -0.9759, norm 0.2072, swav 0.0000 LR: 8.156e-02 Score 98.893 Data time: 0.0720, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.4872 [2020-10-18 23:41:09,963][root][INFO] - ===> Epoch[2432](12159/5): Loss -0.6793, Sem 0.0384, dir -0.9676, norm 0.2500, swav 0.0000 LR: 8.156e-02 Score 98.760 Data time: 0.0717, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0344 [2020-10-18 23:41:12,422][root][INFO] - ===> Epoch[2432](12160/5): Loss -0.7320, Sem 0.0343, dir -0.9768, norm 0.2106, swav 0.0000 LR: 8.156e-02 Score 98.868 Data time: 0.0586, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.3611 [2020-10-18 23:41:14,428][root][INFO] - ===> Epoch[2433](12161/5): Loss -0.7369, Sem 0.0303, dir -0.9752, norm 0.2079, swav 0.0000 LR: 8.156e-02 Score 98.976 Data time: 0.0620, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.9025 [2020-10-18 23:41:16,464][root][INFO] - ===> Epoch[2433](12162/5): Loss -0.7364, Sem 0.0323, dir -0.9748, norm 0.2060, swav 0.0000 LR: 8.156e-02 Score 98.934 Data time: 0.0815, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.9317 [2020-10-18 23:41:18,745][root][INFO] - ===> Epoch[2433](12163/5): Loss -0.6896, Sem 0.0339, dir -0.9678, norm 0.2444, swav 0.0000 LR: 8.156e-02 Score 98.876 Data time: 0.0672, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1590 [2020-10-18 23:41:20,957][root][INFO] - ===> Epoch[2433](12164/5): Loss -0.7100, Sem 0.0340, dir -0.9714, norm 0.2275, swav 0.0000 LR: 8.155e-02 Score 98.882 Data time: 0.0695, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0974 [2020-10-18 23:41:23,361][root][INFO] - ===> Epoch[2433](12165/5): Loss -0.7128, Sem 0.0357, dir -0.9731, norm 0.2246, swav 0.0000 LR: 8.155e-02 Score 98.846 Data time: 0.0903, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.3159 [2020-10-18 23:41:25,544][root][INFO] - ===> Epoch[2434](12166/5): Loss -0.7487, Sem 0.0331, dir -0.9770, norm 0.1952, swav 0.0000 LR: 8.155e-02 Score 98.895 Data time: 0.0577, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0726 [2020-10-18 23:41:27,652][root][INFO] - ===> Epoch[2434](12167/5): Loss -0.7577, Sem 0.0357, dir -0.9779, norm 0.1845, swav 0.0000 LR: 8.155e-02 Score 98.815 Data time: 0.0573, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0331 [2020-10-18 23:41:29,811][root][INFO] - ===> Epoch[2434](12168/5): Loss -0.7327, Sem 0.0316, dir -0.9753, norm 0.2109, swav 0.0000 LR: 8.155e-02 Score 98.962 Data time: 0.0624, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0697 [2020-10-18 23:41:32,312][root][INFO] - ===> Epoch[2434](12169/5): Loss -0.7464, Sem 0.0325, dir -0.9777, norm 0.1988, swav 0.0000 LR: 8.155e-02 Score 98.935 Data time: 0.0727, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.4270 [2020-10-18 23:41:34,446][root][INFO] - ===> Epoch[2434](12170/5): Loss -0.7217, Sem 0.0352, dir -0.9730, norm 0.2160, swav 0.0000 LR: 8.154e-02 Score 98.856 Data time: 0.0717, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.0384 [2020-10-18 23:41:36,840][root][INFO] - ===> Epoch[2435](12171/5): Loss -0.7439, Sem 0.0314, dir -0.9762, norm 0.2009, swav 0.0000 LR: 8.154e-02 Score 98.958 Data time: 0.0888, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.2892 [2020-10-18 23:41:38,792][root][INFO] - ===> Epoch[2435](12172/5): Loss -0.7680, Sem 0.0313, dir -0.9798, norm 0.1804, swav 0.0000 LR: 8.154e-02 Score 99.009 Data time: 0.0847, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8458 [2020-10-18 23:41:41,003][root][INFO] - ===> Epoch[2435](12173/5): Loss -0.7447, Sem 0.0341, dir -0.9759, norm 0.1971, swav 0.0000 LR: 8.154e-02 Score 98.898 Data time: 0.0705, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.0940 [2020-10-18 23:41:43,764][root][INFO] - ===> Epoch[2435](12174/5): Loss -0.7650, Sem 0.0290, dir -0.9777, norm 0.1837, swav 0.0000 LR: 8.154e-02 Score 99.008 Data time: 0.0632, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.6694 [2020-10-18 23:41:45,589][root][INFO] - ===> Epoch[2435](12175/5): Loss -0.7662, Sem 0.0299, dir -0.9796, norm 0.1835, swav 0.0000 LR: 8.154e-02 Score 99.025 Data time: 0.0618, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.7204 [2020-10-18 23:41:47,954][root][INFO] - ===> Epoch[2436](12176/5): Loss -0.7631, Sem 0.0320, dir -0.9786, norm 0.1835, swav 0.0000 LR: 8.154e-02 Score 98.961 Data time: 0.0546, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.2822 [2020-10-18 23:41:49,857][root][INFO] - ===> Epoch[2436](12177/5): Loss -0.7435, Sem 0.0363, dir -0.9765, norm 0.1966, swav 0.0000 LR: 8.153e-02 Score 98.794 Data time: 0.0725, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8181 [2020-10-18 23:41:51,969][root][INFO] - ===> Epoch[2436](12178/5): Loss -0.7769, Sem 0.0289, dir -0.9804, norm 0.1746, swav 0.0000 LR: 8.153e-02 Score 99.014 Data time: 0.1809, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.0126 [2020-10-18 23:41:54,064][root][INFO] - ===> Epoch[2436](12179/5): Loss -0.7588, Sem 0.0307, dir -0.9763, norm 0.1868, swav 0.0000 LR: 8.153e-02 Score 98.990 Data time: 0.0868, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.9977 [2020-10-18 23:41:56,870][root][INFO] - ===> Epoch[2436](12180/5): Loss -0.7176, Sem 0.0341, dir -0.9721, norm 0.2204, swav 0.0000 LR: 8.153e-02 Score 98.916 Data time: 0.0492, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.6754 [2020-10-18 23:41:58,916][root][INFO] - ===> Epoch[2437](12181/5): Loss -0.7972, Sem 0.0279, dir -0.9817, norm 0.1566, swav 0.0000 LR: 8.153e-02 Score 99.062 Data time: 0.0594, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.9397 [2020-10-18 23:42:01,090][root][INFO] - ===> Epoch[2437](12182/5): Loss -0.7443, Sem 0.0313, dir -0.9762, norm 0.2007, swav 0.0000 LR: 8.153e-02 Score 98.965 Data time: 0.0784, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.0649 [2020-10-18 23:42:03,519][root][INFO] - ===> Epoch[2437](12183/5): Loss -0.7640, Sem 0.0289, dir -0.9800, norm 0.1870, swav 0.0000 LR: 8.152e-02 Score 99.055 Data time: 0.0910, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.3620 [2020-10-18 23:42:05,501][root][INFO] - ===> Epoch[2437](12184/5): Loss -0.7735, Sem 0.0335, dir -0.9788, norm 0.1718, swav 0.0000 LR: 8.152e-02 Score 98.882 Data time: 0.0839, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8424 [2020-10-18 23:42:07,556][root][INFO] - ===> Epoch[2437](12185/5): Loss -0.7581, Sem 0.0292, dir -0.9785, norm 0.1911, swav 0.0000 LR: 8.152e-02 Score 99.016 Data time: 0.0538, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.9541 [2020-10-18 23:42:09,564][root][INFO] - ===> Epoch[2438](12186/5): Loss -0.7445, Sem 0.0376, dir -0.9784, norm 0.1963, swav 0.0000 LR: 8.152e-02 Score 98.808 Data time: 0.0691, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8891 [2020-10-18 23:42:11,855][root][INFO] - ===> Epoch[2438](12187/5): Loss -0.7535, Sem 0.0296, dir -0.9761, norm 0.1930, swav 0.0000 LR: 8.152e-02 Score 98.988 Data time: 0.1177, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1794 [2020-10-18 23:42:14,118][root][INFO] - ===> Epoch[2438](12188/5): Loss -0.7433, Sem 0.0339, dir -0.9762, norm 0.1990, swav 0.0000 LR: 8.152e-02 Score 98.904 Data time: 0.1624, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1372 [2020-10-18 23:42:16,297][root][INFO] - ===> Epoch[2438](12189/5): Loss -0.7396, Sem 0.0362, dir -0.9770, norm 0.2012, swav 0.0000 LR: 8.152e-02 Score 98.824 Data time: 0.0985, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.0717 [2020-10-18 23:42:18,536][root][INFO] - ===> Epoch[2438](12190/5): Loss -0.7560, Sem 0.0326, dir -0.9779, norm 0.1893, swav 0.0000 LR: 8.151e-02 Score 98.922 Data time: 0.0758, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1261 [2020-10-18 23:42:20,656][root][INFO] - ===> Epoch[2439](12191/5): Loss -0.7599, Sem 0.0337, dir -0.9775, norm 0.1840, swav 0.0000 LR: 8.151e-02 Score 98.884 Data time: 0.0920, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.0371 [2020-10-18 23:42:22,495][root][INFO] - ===> Epoch[2439](12192/5): Loss -0.7757, Sem 0.0290, dir -0.9805, norm 0.1758, swav 0.0000 LR: 8.151e-02 Score 99.063 Data time: 0.0691, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.7143 [2020-10-18 23:42:24,657][root][INFO] - ===> Epoch[2439](12193/5): Loss -0.7590, Sem 0.0373, dir -0.9798, norm 0.1835, swav 0.0000 LR: 8.151e-02 Score 99.007 Data time: 0.1519, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.0806 [2020-10-18 23:42:27,152][root][INFO] - ===> Epoch[2439](12194/5): Loss -0.7333, Sem 0.0387, dir -0.9761, norm 0.2041, swav 0.0000 LR: 8.151e-02 Score 98.876 Data time: 0.1203, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.3923 [2020-10-18 23:42:29,385][root][INFO] - ===> Epoch[2439](12195/5): Loss -0.7707, Sem 0.0313, dir -0.9781, norm 0.1761, swav 0.0000 LR: 8.151e-02 Score 98.975 Data time: 0.0678, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1094 [2020-10-18 23:42:31,816][root][INFO] - ===> Epoch[2440](12196/5): Loss -0.7562, Sem 0.0293, dir -0.9804, norm 0.1948, swav 0.0000 LR: 8.150e-02 Score 99.042 Data time: 0.0725, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.3458 [2020-10-18 23:42:33,812][root][INFO] - ===> Epoch[2440](12197/5): Loss -0.7799, Sem 0.0309, dir -0.9790, norm 0.1682, swav 0.0000 LR: 8.150e-02 Score 98.991 Data time: 0.0852, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.9036 [2020-10-18 23:42:35,968][root][INFO] - ===> Epoch[2440](12198/5): Loss -0.7477, Sem 0.0348, dir -0.9803, norm 0.1978, swav 0.0000 LR: 8.150e-02 Score 98.888 Data time: 0.0539, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.0516 [2020-10-18 23:42:37,999][root][INFO] - ===> Epoch[2440](12199/5): Loss -0.7555, Sem 0.0304, dir -0.9794, norm 0.1935, swav 0.0000 LR: 8.150e-02 Score 99.007 Data time: 0.1745, Forward time: 0.7719, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.9562 [2020-10-18 23:42:40,227][root][INFO] - ===> Epoch[2440](12200/5): Loss -0.7791, Sem 0.0291, dir -0.9789, norm 0.1706, swav 0.0000 LR: 8.150e-02 Score 99.026 Data time: 0.0931, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1013 [2020-10-18 23:42:41,206][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 23:42:41,369][root][INFO] - ===> Start testing [2020-10-18 23:43:19,530][root][INFO] - 68/68: Data time: 0.0025, Iter time: 0.1419 Loss 0.267 (AVG: 0.554) Score 93.975 (AVG: 89.775) mIOU 68.255 mAP 82.820 mAcc 75.560 IOU: 61.109 0.013 78.483 73.236 92.777 91.273 27.718 75.189 95.868 68.760 80.778 85.755 56.360 mAP: 81.237 8.210 93.785 88.655 98.711 97.955 54.122 94.284 99.580 81.494 93.839 94.292 90.501 mAcc: 76.826 0.091 85.817 83.566 94.974 96.202 29.030 90.523 97.965 73.895 92.595 94.896 65.899 [2020-10-18 23:43:19,532][root][INFO] - Finished test. Elapsed time: 38.1610 [2020-10-18 23:43:22,387][root][INFO] - [2020-10-18 23:43:22,387][root][INFO] - ################################################################ [2020-10-18 23:43:22,387][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 23:43:22,387][root][INFO] - ################################################################ [2020-10-18 23:43:22,387][root][INFO] - clutter : nan nan nan [2020-10-18 23:43:22,387][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 23:43:22,387][root][INFO] - board : 0.770 0.856 0.856 [2020-10-18 23:43:22,387][root][INFO] - bookcase : 0.261 0.376 0.502 [2020-10-18 23:43:22,387][root][INFO] - ceiling : 0.540 0.610 0.686 [2020-10-18 23:43:22,387][root][INFO] - chair : 0.798 0.893 0.909 [2020-10-18 23:43:22,387][root][INFO] - column : 0.178 0.268 0.307 [2020-10-18 23:43:22,387][root][INFO] - door : 0.528 0.688 0.798 [2020-10-18 23:43:22,387][root][INFO] - floor : 0.623 0.677 0.742 [2020-10-18 23:43:22,388][root][INFO] - sofa : 0.380 0.636 0.727 [2020-10-18 23:43:22,388][root][INFO] - table : 0.149 0.330 0.635 [2020-10-18 23:43:22,388][root][INFO] - wall : 0.478 0.674 0.796 [2020-10-18 23:43:22,388][root][INFO] - window : 0.541 0.775 0.775 [2020-10-18 23:43:22,388][root][INFO] - ---------------------------------------------------------------- [2020-10-18 23:43:22,388][root][INFO] - average : 0.437 0.565 0.645 [2020-10-18 23:43:22,388][root][INFO] - [2020-10-18 23:43:22,550][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 23:43:22,551][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-18 23:43:23,941][root][INFO] - ===> Epoch[2441](12201/5): Loss -0.7570, Sem 0.0299, dir -0.9797, norm 0.1927, swav 0.0000 LR: 8.150e-02 Score 98.995 Data time: 0.0485, Forward time: 0.7719, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.3841 [2020-10-18 23:43:26,389][root][INFO] - ===> Epoch[2441](12202/5): Loss -0.7667, Sem 0.0270, dir -0.9808, norm 0.1871, swav 0.0000 LR: 8.150e-02 Score 99.089 Data time: 0.0647, Forward time: 0.7719, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.3850 [2020-10-18 23:43:29,902][root][INFO] - ===> Epoch[2441](12203/5): Loss -0.7677, Sem 0.0262, dir -0.9797, norm 0.1858, swav 0.0000 LR: 8.149e-02 Score 99.121 Data time: 0.0560, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 3.4409 [2020-10-18 23:43:32,821][root][INFO] - ===> Epoch[2441](12204/5): Loss -0.7565, Sem 0.0318, dir -0.9802, norm 0.1920, swav 0.0000 LR: 8.149e-02 Score 98.967 Data time: 0.0644, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.8354 [2020-10-18 23:43:34,998][root][INFO] - ===> Epoch[2441](12205/5): Loss -0.7495, Sem 0.0342, dir -0.9765, norm 0.1929, swav 0.0000 LR: 8.149e-02 Score 98.856 Data time: 0.0844, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.1006 [2020-10-18 23:43:37,330][root][INFO] - ===> Epoch[2442](12206/5): Loss -0.7638, Sem 0.0266, dir -0.9796, norm 0.1891, swav 0.0000 LR: 8.149e-02 Score 99.084 Data time: 0.0668, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.2323 [2020-10-18 23:43:39,522][root][INFO] - ===> Epoch[2442](12207/5): Loss -0.7683, Sem 0.0263, dir -0.9797, norm 0.1850, swav 0.0000 LR: 8.149e-02 Score 99.122 Data time: 0.0753, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.1322 [2020-10-18 23:43:41,634][root][INFO] - ===> Epoch[2442](12208/5): Loss -0.7279, Sem 0.0350, dir -0.9769, norm 0.2140, swav 0.0000 LR: 8.149e-02 Score 98.844 Data time: 0.0782, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 1.9971 [2020-10-18 23:43:43,639][root][INFO] - ===> Epoch[2442](12209/5): Loss -0.7674, Sem 0.0319, dir -0.9789, norm 0.1796, swav 0.0000 LR: 8.148e-02 Score 98.951 Data time: 0.0786, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 1.9102 [2020-10-18 23:43:46,051][root][INFO] - ===> Epoch[2442](12210/5): Loss -0.7566, Sem 0.0308, dir -0.9775, norm 0.1901, swav 0.0000 LR: 8.148e-02 Score 98.930 Data time: 0.2435, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.2832 [2020-10-18 23:43:48,568][root][INFO] - ===> Epoch[2443](12211/5): Loss -0.7456, Sem 0.0326, dir -0.9788, norm 0.2005, swav 0.0000 LR: 8.148e-02 Score 98.932 Data time: 0.0931, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.3875 [2020-10-18 23:43:50,806][root][INFO] - ===> Epoch[2443](12212/5): Loss -0.7562, Sem 0.0315, dir -0.9784, norm 0.1906, swav 0.0000 LR: 8.148e-02 Score 98.966 Data time: 0.0682, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.1229 [2020-10-18 23:43:53,146][root][INFO] - ===> Epoch[2443](12213/5): Loss -0.7249, Sem 0.0381, dir -0.9738, norm 0.2108, swav 0.0000 LR: 8.148e-02 Score 98.753 Data time: 0.0729, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.2595 [2020-10-18 23:43:55,017][root][INFO] - ===> Epoch[2443](12214/5): Loss -0.7500, Sem 0.0303, dir -0.9756, norm 0.1953, swav 0.0000 LR: 8.148e-02 Score 98.929 Data time: 0.0687, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.7585 [2020-10-18 23:43:57,011][root][INFO] - ===> Epoch[2443](12215/5): Loss -0.7584, Sem 0.0319, dir -0.9797, norm 0.1894, swav 0.0000 LR: 8.148e-02 Score 98.979 Data time: 0.0736, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8939 [2020-10-18 23:43:59,359][root][INFO] - ===> Epoch[2444](12216/5): Loss -0.7257, Sem 0.0344, dir -0.9777, norm 0.2175, swav 0.0000 LR: 8.147e-02 Score 98.903 Data time: 0.0765, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.2574 [2020-10-18 23:44:01,683][root][INFO] - ===> Epoch[2444](12217/5): Loss -0.7204, Sem 0.0361, dir -0.9744, norm 0.2178, swav 0.0000 LR: 8.147e-02 Score 98.800 Data time: 0.0684, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.2067 [2020-10-18 23:44:04,725][root][INFO] - ===> Epoch[2444](12218/5): Loss -0.7104, Sem 0.0465, dir -0.9759, norm 0.2190, swav 0.0000 LR: 8.147e-02 Score 98.765 Data time: 0.0887, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.9454 [2020-10-18 23:44:06,645][root][INFO] - ===> Epoch[2444](12219/5): Loss -0.7501, Sem 0.0332, dir -0.9782, norm 0.1949, swav 0.0000 LR: 8.147e-02 Score 98.929 Data time: 0.0880, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 1.7911 [2020-10-18 23:44:08,452][root][INFO] - ===> Epoch[2444](12220/5): Loss -0.7507, Sem 0.0320, dir -0.9759, norm 0.1932, swav 0.0000 LR: 8.147e-02 Score 98.916 Data time: 0.1961, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.7061 [2020-10-18 23:44:10,754][root][INFO] - ===> Epoch[2445](12221/5): Loss -0.7429, Sem 0.0355, dir -0.9765, norm 0.1981, swav 0.0000 LR: 8.147e-02 Score 98.832 Data time: 0.0833, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.2053 [2020-10-18 23:44:13,563][root][INFO] - ===> Epoch[2445](12222/5): Loss -0.7166, Sem 0.0356, dir -0.9750, norm 0.2227, swav 0.0000 LR: 8.146e-02 Score 98.823 Data time: 0.0978, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.6894 [2020-10-18 23:44:15,730][root][INFO] - ===> Epoch[2445](12223/5): Loss -0.7295, Sem 0.0362, dir -0.9746, norm 0.2090, swav 0.0000 LR: 8.146e-02 Score 98.849 Data time: 0.0939, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.0602 [2020-10-18 23:44:17,631][root][INFO] - ===> Epoch[2445](12224/5): Loss -0.7511, Sem 0.0331, dir -0.9781, norm 0.1939, swav 0.0000 LR: 8.146e-02 Score 98.899 Data time: 0.0900, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 1.7806 [2020-10-18 23:44:19,866][root][INFO] - ===> Epoch[2445](12225/5): Loss -0.7495, Sem 0.0319, dir -0.9755, norm 0.1941, swav 0.0000 LR: 8.146e-02 Score 98.917 Data time: 0.1177, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1560 [2020-10-18 23:44:21,767][root][INFO] - ===> Epoch[2446](12226/5): Loss -0.7130, Sem 0.0398, dir -0.9756, norm 0.2228, swav 0.0000 LR: 8.146e-02 Score 98.754 Data time: 0.0722, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8024 [2020-10-18 23:44:24,073][root][INFO] - ===> Epoch[2446](12227/5): Loss -0.7370, Sem 0.0341, dir -0.9775, norm 0.2065, swav 0.0000 LR: 8.146e-02 Score 98.858 Data time: 0.0737, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.2242 [2020-10-18 23:44:26,441][root][INFO] - ===> Epoch[2446](12228/5): Loss -0.7371, Sem 0.0363, dir -0.9757, norm 0.2023, swav 0.0000 LR: 8.146e-02 Score 98.811 Data time: 0.0721, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.2502 [2020-10-18 23:44:28,256][root][INFO] - ===> Epoch[2446](12229/5): Loss -0.7201, Sem 0.0362, dir -0.9733, norm 0.2170, swav 0.0000 LR: 8.145e-02 Score 98.809 Data time: 0.0646, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.7049 [2020-10-18 23:44:30,028][root][INFO] - ===> Epoch[2446](12230/5): Loss -0.7560, Sem 0.0306, dir -0.9769, norm 0.1903, swav 0.0000 LR: 8.145e-02 Score 98.965 Data time: 0.0833, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.6748 [2020-10-18 23:44:32,134][root][INFO] - ===> Epoch[2447](12231/5): Loss -0.7285, Sem 0.0346, dir -0.9752, norm 0.2121, swav 0.0000 LR: 8.145e-02 Score 98.956 Data time: 0.0895, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.0037 [2020-10-18 23:44:34,810][root][INFO] - ===> Epoch[2447](12232/5): Loss -0.7298, Sem 0.0349, dir -0.9771, norm 0.2124, swav 0.0000 LR: 8.145e-02 Score 98.870 Data time: 0.0814, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.5608 [2020-10-18 23:44:37,137][root][INFO] - ===> Epoch[2447](12233/5): Loss -0.7173, Sem 0.0351, dir -0.9755, norm 0.2231, swav 0.0000 LR: 8.145e-02 Score 98.840 Data time: 0.0807, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1963 [2020-10-18 23:44:39,166][root][INFO] - ===> Epoch[2447](12234/5): Loss -0.7163, Sem 0.0340, dir -0.9725, norm 0.2222, swav 0.0000 LR: 8.145e-02 Score 98.856 Data time: 0.0623, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.9136 [2020-10-18 23:44:41,559][root][INFO] - ===> Epoch[2447](12235/5): Loss -0.7427, Sem 0.0307, dir -0.9758, norm 0.2024, swav 0.0000 LR: 8.144e-02 Score 98.964 Data time: 0.0488, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.3205 [2020-10-18 23:44:43,490][root][INFO] - ===> Epoch[2448](12236/5): Loss -0.7480, Sem 0.0332, dir -0.9775, norm 0.1962, swav 0.0000 LR: 8.144e-02 Score 98.923 Data time: 0.0574, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8799 [2020-10-18 23:44:45,713][root][INFO] - ===> Epoch[2448](12237/5): Loss -0.7204, Sem 0.0360, dir -0.9757, norm 0.2192, swav 0.0000 LR: 8.144e-02 Score 98.901 Data time: 0.0979, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1220 [2020-10-18 23:44:47,767][root][INFO] - ===> Epoch[2448](12238/5): Loss -0.7455, Sem 0.0341, dir -0.9746, norm 0.1949, swav 0.0000 LR: 8.144e-02 Score 98.884 Data time: 0.0784, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.9207 [2020-10-18 23:44:50,751][root][INFO] - ===> Epoch[2448](12239/5): Loss -0.7423, Sem 0.0299, dir -0.9758, norm 0.2036, swav 0.0000 LR: 8.144e-02 Score 98.987 Data time: 0.1217, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.8799 [2020-10-18 23:44:53,000][root][INFO] - ===> Epoch[2448](12240/5): Loss -0.7436, Sem 0.0325, dir -0.9794, norm 0.2033, swav 0.0000 LR: 8.144e-02 Score 98.948 Data time: 0.1161, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1473 [2020-10-18 23:44:54,982][root][INFO] - ===> Epoch[2449](12241/5): Loss -0.7347, Sem 0.0305, dir -0.9755, norm 0.2104, swav 0.0000 LR: 8.144e-02 Score 98.997 Data time: 0.0786, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8610 [2020-10-18 23:44:57,650][root][INFO] - ===> Epoch[2449](12242/5): Loss -0.7169, Sem 0.0356, dir -0.9754, norm 0.2230, swav 0.0000 LR: 8.143e-02 Score 98.866 Data time: 0.0614, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.5773 [2020-10-18 23:45:00,152][root][INFO] - ===> Epoch[2449](12243/5): Loss -0.7251, Sem 0.0304, dir -0.9768, norm 0.2213, swav 0.0000 LR: 8.143e-02 Score 99.004 Data time: 0.0605, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.3719 [2020-10-18 23:45:02,051][root][INFO] - ===> Epoch[2449](12244/5): Loss -0.7227, Sem 0.0367, dir -0.9757, norm 0.2164, swav 0.0000 LR: 8.143e-02 Score 98.858 Data time: 0.0708, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 1.8103 [2020-10-18 23:45:04,535][root][INFO] - ===> Epoch[2449](12245/5): Loss -0.7339, Sem 0.0358, dir -0.9756, norm 0.2058, swav 0.0000 LR: 8.143e-02 Score 98.876 Data time: 0.0765, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.3752 [2020-10-18 23:45:06,586][root][INFO] - ===> Epoch[2450](12246/5): Loss -0.7455, Sem 0.0280, dir -0.9754, norm 0.2019, swav 0.0000 LR: 8.143e-02 Score 99.067 Data time: 0.0790, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 1.9176 [2020-10-18 23:45:08,571][root][INFO] - ===> Epoch[2450](12247/5): Loss -0.7464, Sem 0.0328, dir -0.9789, norm 0.1997, swav 0.0000 LR: 8.143e-02 Score 98.923 Data time: 0.0709, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 1.8887 [2020-10-18 23:45:10,587][root][INFO] - ===> Epoch[2450](12248/5): Loss -0.7336, Sem 0.0278, dir -0.9745, norm 0.2130, swav 0.0000 LR: 8.143e-02 Score 99.080 Data time: 0.0799, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 1.9107 [2020-10-18 23:45:12,926][root][INFO] - ===> Epoch[2450](12249/5): Loss -0.7417, Sem 0.0297, dir -0.9790, norm 0.2076, swav 0.0000 LR: 8.142e-02 Score 99.021 Data time: 0.0793, Forward time: 0.7720, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 2.2301 [2020-10-18 23:45:14,940][root][INFO] - ===> Epoch[2450](12250/5): Loss -0.7502, Sem 0.0314, dir -0.9756, norm 0.1940, swav 0.0000 LR: 8.142e-02 Score 98.947 Data time: 0.0638, Forward time: 0.7719, Backward time: 1.1804, DDP time: 0.0030, Total iter time: 1.8755 [2020-10-18 23:45:16,976][root][INFO] - ===> Epoch[2451](12251/5): Loss -0.7330, Sem 0.0357, dir -0.9744, norm 0.2058, swav 0.0000 LR: 8.142e-02 Score 98.811 Data time: 0.0798, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.9275 [2020-10-18 23:45:19,329][root][INFO] - ===> Epoch[2451](12252/5): Loss -0.7560, Sem 0.0273, dir -0.9787, norm 0.1954, swav 0.0000 LR: 8.142e-02 Score 99.094 Data time: 0.1121, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.2463 [2020-10-18 23:45:21,473][root][INFO] - ===> Epoch[2451](12253/5): Loss -0.7625, Sem 0.0255, dir -0.9810, norm 0.1930, swav 0.0000 LR: 8.142e-02 Score 99.154 Data time: 0.0996, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.0223 [2020-10-18 23:45:23,510][root][INFO] - ===> Epoch[2451](12254/5): Loss -0.7220, Sem 0.0422, dir -0.9753, norm 0.2111, swav 0.0000 LR: 8.142e-02 Score 98.667 Data time: 0.0732, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.9232 [2020-10-18 23:45:25,203][root][INFO] - ===> Epoch[2451](12255/5): Loss -0.7634, Sem 0.0302, dir -0.9796, norm 0.1860, swav 0.0000 LR: 8.141e-02 Score 98.992 Data time: 0.0584, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.5906 [2020-10-18 23:45:27,646][root][INFO] - ===> Epoch[2452](12256/5): Loss -0.7340, Sem 0.0327, dir -0.9788, norm 0.2122, swav 0.0000 LR: 8.141e-02 Score 98.928 Data time: 0.0575, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.3650 [2020-10-18 23:45:29,625][root][INFO] - ===> Epoch[2452](12257/5): Loss -0.7591, Sem 0.0330, dir -0.9789, norm 0.1868, swav 0.0000 LR: 8.141e-02 Score 98.974 Data time: 0.0578, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8807 [2020-10-18 23:45:31,457][root][INFO] - ===> Epoch[2452](12258/5): Loss -0.7471, Sem 0.0323, dir -0.9769, norm 0.1974, swav 0.0000 LR: 8.141e-02 Score 98.954 Data time: 0.0982, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.7511 [2020-10-18 23:45:33,861][root][INFO] - ===> Epoch[2452](12259/5): Loss -0.7612, Sem 0.0362, dir -0.9774, norm 0.1800, swav 0.0000 LR: 8.141e-02 Score 98.797 Data time: 0.1208, Forward time: 0.7719, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.2810 [2020-10-18 23:45:36,426][root][INFO] - ===> Epoch[2452](12260/5): Loss -0.7647, Sem 0.0278, dir -0.9808, norm 0.1883, swav 0.0000 LR: 8.141e-02 Score 99.081 Data time: 0.1249, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.4288 [2020-10-18 23:45:38,697][root][INFO] - ===> Epoch[2453](12261/5): Loss -0.7448, Sem 0.0306, dir -0.9793, norm 0.2040, swav 0.0000 LR: 8.141e-02 Score 99.006 Data time: 0.0881, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1562 [2020-10-18 23:45:40,914][root][INFO] - ===> Epoch[2453](12262/5): Loss -0.7503, Sem 0.0365, dir -0.9752, norm 0.1885, swav 0.0000 LR: 8.140e-02 Score 98.757 Data time: 0.1113, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1020 [2020-10-18 23:45:43,084][root][INFO] - ===> Epoch[2453](12263/5): Loss -0.7396, Sem 0.0292, dir -0.9755, norm 0.2067, swav 0.0000 LR: 8.140e-02 Score 99.001 Data time: 0.0755, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0338 [2020-10-18 23:45:45,477][root][INFO] - ===> Epoch[2453](12264/5): Loss -0.7373, Sem 0.0264, dir -0.9779, norm 0.2141, swav 0.0000 LR: 8.140e-02 Score 99.128 Data time: 0.1046, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.2901 [2020-10-18 23:45:47,570][root][INFO] - ===> Epoch[2453](12265/5): Loss -0.7590, Sem 0.0289, dir -0.9770, norm 0.1891, swav 0.0000 LR: 8.140e-02 Score 99.041 Data time: 0.0646, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.9588 [2020-10-18 23:45:49,910][root][INFO] - ===> Epoch[2454](12266/5): Loss -0.7123, Sem 0.0340, dir -0.9721, norm 0.2258, swav 0.0000 LR: 8.140e-02 Score 98.864 Data time: 0.0658, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.2504 [2020-10-18 23:45:52,244][root][INFO] - ===> Epoch[2454](12267/5): Loss -0.7534, Sem 0.0283, dir -0.9800, norm 0.1982, swav 0.0000 LR: 8.140e-02 Score 99.066 Data time: 0.0732, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.2636 [2020-10-18 23:45:54,438][root][INFO] - ===> Epoch[2454](12268/5): Loss -0.7540, Sem 0.0289, dir -0.9785, norm 0.1956, swav 0.0000 LR: 8.139e-02 Score 99.032 Data time: 0.0771, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.0753 [2020-10-18 23:45:56,532][root][INFO] - ===> Epoch[2454](12269/5): Loss -0.7373, Sem 0.0355, dir -0.9772, norm 0.2044, swav 0.0000 LR: 8.139e-02 Score 98.878 Data time: 0.0543, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.0019 [2020-10-18 23:45:58,491][root][INFO] - ===> Epoch[2454](12270/5): Loss -0.7740, Sem 0.0304, dir -0.9794, norm 0.1749, swav 0.0000 LR: 8.139e-02 Score 98.982 Data time: 0.1108, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.8994 [2020-10-18 23:46:00,921][root][INFO] - ===> Epoch[2455](12271/5): Loss -0.7248, Sem 0.0322, dir -0.9762, norm 0.2193, swav 0.0000 LR: 8.139e-02 Score 98.960 Data time: 0.0811, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.3243 [2020-10-18 23:46:03,199][root][INFO] - ===> Epoch[2455](12272/5): Loss -0.7465, Sem 0.0307, dir -0.9772, norm 0.2000, swav 0.0000 LR: 8.139e-02 Score 98.980 Data time: 0.0638, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1965 [2020-10-18 23:46:05,510][root][INFO] - ===> Epoch[2455](12273/5): Loss -0.7615, Sem 0.0275, dir -0.9786, norm 0.1896, swav 0.0000 LR: 8.139e-02 Score 99.085 Data time: 0.0772, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.2173 [2020-10-18 23:46:08,045][root][INFO] - ===> Epoch[2455](12274/5): Loss -0.7405, Sem 0.0318, dir -0.9785, norm 0.2062, swav 0.0000 LR: 8.139e-02 Score 98.948 Data time: 0.0722, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.4128 [2020-10-18 23:46:10,046][root][INFO] - ===> Epoch[2455](12275/5): Loss -0.7621, Sem 0.0305, dir -0.9806, norm 0.1880, swav 0.0000 LR: 8.138e-02 Score 98.982 Data time: 0.0745, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8937 [2020-10-18 23:46:12,358][root][INFO] - ===> Epoch[2456](12276/5): Loss -0.7546, Sem 0.0339, dir -0.9766, norm 0.1881, swav 0.0000 LR: 8.138e-02 Score 98.877 Data time: 0.0988, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.2200 [2020-10-18 23:46:14,746][root][INFO] - ===> Epoch[2456](12277/5): Loss -0.7709, Sem 0.0315, dir -0.9795, norm 0.1771, swav 0.0000 LR: 8.138e-02 Score 98.946 Data time: 0.0728, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.2567 [2020-10-18 23:46:17,225][root][INFO] - ===> Epoch[2456](12278/5): Loss -0.7504, Sem 0.0322, dir -0.9787, norm 0.1961, swav 0.0000 LR: 8.138e-02 Score 98.953 Data time: 0.0907, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.3699 [2020-10-18 23:46:19,142][root][INFO] - ===> Epoch[2456](12279/5): Loss -0.7668, Sem 0.0285, dir -0.9790, norm 0.1836, swav 0.0000 LR: 8.138e-02 Score 99.033 Data time: 0.0613, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8150 [2020-10-18 23:46:21,335][root][INFO] - ===> Epoch[2456](12280/5): Loss -0.7683, Sem 0.0292, dir -0.9803, norm 0.1828, swav 0.0000 LR: 8.138e-02 Score 99.065 Data time: 0.0671, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.0969 [2020-10-18 23:46:23,314][root][INFO] - ===> Epoch[2457](12281/5): Loss -0.7735, Sem 0.0293, dir -0.9799, norm 0.1771, swav 0.0000 LR: 8.137e-02 Score 99.030 Data time: 0.0610, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8797 [2020-10-18 23:46:25,307][root][INFO] - ===> Epoch[2457](12282/5): Loss -0.7581, Sem 0.0369, dir -0.9776, norm 0.1826, swav 0.0000 LR: 8.137e-02 Score 98.789 Data time: 0.0710, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8914 [2020-10-18 23:46:27,715][root][INFO] - ===> Epoch[2457](12283/5): Loss -0.7527, Sem 0.0330, dir -0.9772, norm 0.1914, swav 0.0000 LR: 8.137e-02 Score 98.952 Data time: 0.1132, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.2935 [2020-10-18 23:46:29,916][root][INFO] - ===> Epoch[2457](12284/5): Loss -0.7658, Sem 0.0278, dir -0.9794, norm 0.1859, swav 0.0000 LR: 8.137e-02 Score 99.079 Data time: 0.0753, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.0666 [2020-10-18 23:46:32,040][root][INFO] - ===> Epoch[2457](12285/5): Loss -0.7608, Sem 0.0282, dir -0.9804, norm 0.1913, swav 0.0000 LR: 8.137e-02 Score 99.076 Data time: 0.1169, Forward time: 0.7720, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.0113 [2020-10-18 23:46:34,154][root][INFO] - ===> Epoch[2458](12286/5): Loss -0.7599, Sem 0.0297, dir -0.9809, norm 0.1913, swav 0.0000 LR: 8.137e-02 Score 99.033 Data time: 0.0707, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0006 [2020-10-18 23:46:36,280][root][INFO] - ===> Epoch[2458](12287/5): Loss -0.7748, Sem 0.0296, dir -0.9803, norm 0.1759, swav 0.0000 LR: 8.137e-02 Score 99.000 Data time: 0.0934, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0176 [2020-10-18 23:46:38,483][root][INFO] - ===> Epoch[2458](12288/5): Loss -0.7570, Sem 0.0332, dir -0.9751, norm 0.1850, swav 0.0000 LR: 8.136e-02 Score 98.912 Data time: 0.0763, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0628 [2020-10-18 23:46:40,650][root][INFO] - ===> Epoch[2458](12289/5): Loss -0.7536, Sem 0.0295, dir -0.9790, norm 0.1958, swav 0.0000 LR: 8.136e-02 Score 99.021 Data time: 0.1056, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0980 [2020-10-18 23:46:42,927][root][INFO] - ===> Epoch[2458](12290/5): Loss -0.7488, Sem 0.0331, dir -0.9770, norm 0.1951, swav 0.0000 LR: 8.136e-02 Score 98.911 Data time: 0.0819, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1679 [2020-10-18 23:46:44,904][root][INFO] - ===> Epoch[2459](12291/5): Loss -0.7794, Sem 0.0325, dir -0.9798, norm 0.1679, swav 0.0000 LR: 8.136e-02 Score 98.919 Data time: 0.0829, Forward time: 0.7720, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.8849 [2020-10-18 23:46:47,068][root][INFO] - ===> Epoch[2459](12292/5): Loss -0.7412, Sem 0.0320, dir -0.9770, norm 0.2038, swav 0.0000 LR: 8.136e-02 Score 98.910 Data time: 0.0803, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0684 [2020-10-18 23:46:49,390][root][INFO] - ===> Epoch[2459](12293/5): Loss -0.7547, Sem 0.0311, dir -0.9784, norm 0.1926, swav 0.0000 LR: 8.136e-02 Score 99.028 Data time: 0.1207, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.2337 [2020-10-18 23:46:51,707][root][INFO] - ===> Epoch[2459](12294/5): Loss -0.7414, Sem 0.0328, dir -0.9769, norm 0.2027, swav 0.0000 LR: 8.135e-02 Score 98.997 Data time: 0.0829, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.2144 [2020-10-18 23:46:53,826][root][INFO] - ===> Epoch[2459](12295/5): Loss -0.7616, Sem 0.0263, dir -0.9792, norm 0.1913, swav 0.0000 LR: 8.135e-02 Score 99.126 Data time: 0.0465, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0286 [2020-10-18 23:46:56,620][root][INFO] - ===> Epoch[2460](12296/5): Loss -0.7386, Sem 0.0278, dir -0.9782, norm 0.2118, swav 0.0000 LR: 8.135e-02 Score 99.091 Data time: 0.0693, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.7162 [2020-10-18 23:46:58,458][root][INFO] - ===> Epoch[2460](12297/5): Loss -0.7356, Sem 0.0311, dir -0.9785, norm 0.2118, swav 0.0000 LR: 8.135e-02 Score 98.971 Data time: 0.0772, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.7318 [2020-10-18 23:47:00,395][root][INFO] - ===> Epoch[2460](12298/5): Loss -0.7629, Sem 0.0268, dir -0.9798, norm 0.1902, swav 0.0000 LR: 8.135e-02 Score 99.110 Data time: 0.0806, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.8415 [2020-10-18 23:47:02,688][root][INFO] - ===> Epoch[2460](12299/5): Loss -0.7477, Sem 0.0319, dir -0.9784, norm 0.1988, swav 0.0000 LR: 8.135e-02 Score 98.958 Data time: 0.1038, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1887 [2020-10-18 23:47:05,136][root][INFO] - ===> Epoch[2460](12300/5): Loss -0.7408, Sem 0.0263, dir -0.9770, norm 0.2099, swav 0.0000 LR: 8.135e-02 Score 99.117 Data time: 0.0867, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.3452 [2020-10-18 23:47:06,098][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 23:47:07,911][root][INFO] - ===> Epoch[2461](12301/5): Loss -0.7449, Sem 0.0325, dir -0.9796, norm 0.2022, swav 0.0000 LR: 8.134e-02 Score 98.952 Data time: 0.0694, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.6457 [2020-10-18 23:47:09,847][root][INFO] - ===> Epoch[2461](12302/5): Loss -0.7653, Sem 0.0272, dir -0.9784, norm 0.1859, swav 0.0000 LR: 8.134e-02 Score 99.088 Data time: 0.0691, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.8910 [2020-10-18 23:47:11,880][root][INFO] - ===> Epoch[2461](12303/5): Loss -0.7532, Sem 0.0323, dir -0.9775, norm 0.1920, swav 0.0000 LR: 8.134e-02 Score 98.903 Data time: 0.0527, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9079 [2020-10-18 23:47:13,852][root][INFO] - ===> Epoch[2461](12304/5): Loss -0.7618, Sem 0.0276, dir -0.9781, norm 0.1886, swav 0.0000 LR: 8.134e-02 Score 99.085 Data time: 0.0794, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.8829 [2020-10-18 23:47:15,956][root][INFO] - ===> Epoch[2461](12305/5): Loss -0.7699, Sem 0.0278, dir -0.9809, norm 0.1832, swav 0.0000 LR: 8.134e-02 Score 99.081 Data time: 0.1212, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0158 [2020-10-18 23:47:18,799][root][INFO] - ===> Epoch[2462](12306/5): Loss -0.7532, Sem 0.0298, dir -0.9785, norm 0.1955, swav 0.0000 LR: 8.134e-02 Score 99.005 Data time: 0.0856, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.7252 [2020-10-18 23:47:21,501][root][INFO] - ===> Epoch[2462](12307/5): Loss -0.7772, Sem 0.0245, dir -0.9802, norm 0.1786, swav 0.0000 LR: 8.133e-02 Score 99.183 Data time: 0.0655, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.5932 [2020-10-18 23:47:23,593][root][INFO] - ===> Epoch[2462](12308/5): Loss -0.7636, Sem 0.0273, dir -0.9779, norm 0.1871, swav 0.0000 LR: 8.133e-02 Score 99.111 Data time: 0.0585, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.9843 [2020-10-18 23:47:25,782][root][INFO] - ===> Epoch[2462](12309/5): Loss -0.7605, Sem 0.0274, dir -0.9797, norm 0.1918, swav 0.0000 LR: 8.133e-02 Score 99.076 Data time: 0.0644, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0958 [2020-10-18 23:47:28,091][root][INFO] - ===> Epoch[2462](12310/5): Loss -0.7629, Sem 0.0292, dir -0.9809, norm 0.1888, swav 0.0000 LR: 8.133e-02 Score 99.071 Data time: 0.0886, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.2190 [2020-10-18 23:47:30,357][root][INFO] - ===> Epoch[2463](12311/5): Loss -0.7692, Sem 0.0281, dir -0.9804, norm 0.1831, swav 0.0000 LR: 8.133e-02 Score 99.060 Data time: 0.0784, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1514 [2020-10-18 23:47:32,654][root][INFO] - ===> Epoch[2463](12312/5): Loss -0.7782, Sem 0.0261, dir -0.9807, norm 0.1764, swav 0.0000 LR: 8.133e-02 Score 99.111 Data time: 0.0968, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1721 [2020-10-18 23:47:35,047][root][INFO] - ===> Epoch[2463](12313/5): Loss -0.7299, Sem 0.0323, dir -0.9763, norm 0.2141, swav 0.0000 LR: 8.133e-02 Score 98.945 Data time: 0.0724, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.2702 [2020-10-18 23:47:37,368][root][INFO] - ===> Epoch[2463](12314/5): Loss -0.7763, Sem 0.0245, dir -0.9809, norm 0.1801, swav 0.0000 LR: 8.132e-02 Score 99.182 Data time: 0.0726, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.2233 [2020-10-18 23:47:39,495][root][INFO] - ===> Epoch[2463](12315/5): Loss -0.7781, Sem 0.0280, dir -0.9806, norm 0.1745, swav 0.0000 LR: 8.132e-02 Score 99.054 Data time: 0.0630, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0271 [2020-10-18 23:47:41,520][root][INFO] - ===> Epoch[2464](12316/5): Loss -0.7684, Sem 0.0263, dir -0.9804, norm 0.1858, swav 0.0000 LR: 8.132e-02 Score 99.121 Data time: 0.0675, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.9214 [2020-10-18 23:47:43,650][root][INFO] - ===> Epoch[2464](12317/5): Loss -0.7580, Sem 0.0308, dir -0.9787, norm 0.1899, swav 0.0000 LR: 8.132e-02 Score 98.989 Data time: 0.0916, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0386 [2020-10-18 23:47:45,866][root][INFO] - ===> Epoch[2464](12318/5): Loss -0.7648, Sem 0.0266, dir -0.9822, norm 0.1908, swav 0.0000 LR: 8.132e-02 Score 99.115 Data time: 0.0833, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0964 [2020-10-18 23:47:47,960][root][INFO] - ===> Epoch[2464](12319/5): Loss -0.7687, Sem 0.0326, dir -0.9788, norm 0.1775, swav 0.0000 LR: 8.132e-02 Score 98.993 Data time: 0.0577, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.9751 [2020-10-18 23:47:50,222][root][INFO] - ===> Epoch[2464](12320/5): Loss -0.7657, Sem 0.0323, dir -0.9798, norm 0.1818, swav 0.0000 LR: 8.131e-02 Score 98.934 Data time: 0.0824, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1869 [2020-10-18 23:47:52,176][root][INFO] - ===> Epoch[2465](12321/5): Loss -0.7768, Sem 0.0242, dir -0.9816, norm 0.1806, swav 0.0000 LR: 8.131e-02 Score 99.187 Data time: 0.0719, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.8537 [2020-10-18 23:47:54,340][root][INFO] - ===> Epoch[2465](12322/5): Loss -0.7643, Sem 0.0304, dir -0.9792, norm 0.1845, swav 0.0000 LR: 8.131e-02 Score 99.046 Data time: 0.1506, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0876 [2020-10-18 23:47:56,373][root][INFO] - ===> Epoch[2465](12323/5): Loss -0.7724, Sem 0.0223, dir -0.9804, norm 0.1857, swav 0.0000 LR: 8.131e-02 Score 99.272 Data time: 0.0908, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9089 [2020-10-18 23:47:58,646][root][INFO] - ===> Epoch[2465](12324/5): Loss -0.7711, Sem 0.0298, dir -0.9789, norm 0.1780, swav 0.0000 LR: 8.131e-02 Score 98.997 Data time: 0.0667, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1587 [2020-10-18 23:48:01,123][root][INFO] - ===> Epoch[2465](12325/5): Loss -0.7640, Sem 0.0261, dir -0.9794, norm 0.1894, swav 0.0000 LR: 8.131e-02 Score 99.146 Data time: 0.0981, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.3935 [2020-10-18 23:48:03,134][root][INFO] - ===> Epoch[2466](12326/5): Loss -0.7766, Sem 0.0274, dir -0.9800, norm 0.1760, swav 0.0000 LR: 8.131e-02 Score 99.076 Data time: 0.1587, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9038 [2020-10-18 23:48:05,301][root][INFO] - ===> Epoch[2466](12327/5): Loss -0.7585, Sem 0.0271, dir -0.9791, norm 0.1935, swav 0.0000 LR: 8.130e-02 Score 99.103 Data time: 0.0980, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0164 [2020-10-18 23:48:07,491][root][INFO] - ===> Epoch[2466](12328/5): Loss -0.7763, Sem 0.0258, dir -0.9810, norm 0.1788, swav 0.0000 LR: 8.130e-02 Score 99.160 Data time: 0.0819, Forward time: 0.7722, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0841 [2020-10-18 23:48:10,017][root][INFO] - ===> Epoch[2466](12329/5): Loss -0.7835, Sem 0.0252, dir -0.9814, norm 0.1728, swav 0.0000 LR: 8.130e-02 Score 99.161 Data time: 0.0730, Forward time: 0.7722, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.4448 [2020-10-18 23:48:12,297][root][INFO] - ===> Epoch[2466](12330/5): Loss -0.7864, Sem 0.0246, dir -0.9821, norm 0.1710, swav 0.0000 LR: 8.130e-02 Score 99.185 Data time: 0.0825, Forward time: 0.7722, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.2046 [2020-10-18 23:48:14,709][root][INFO] - ===> Epoch[2467](12331/5): Loss -0.7638, Sem 0.0265, dir -0.9789, norm 0.1885, swav 0.0000 LR: 8.130e-02 Score 99.133 Data time: 0.0668, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.3173 [2020-10-18 23:48:17,253][root][INFO] - ===> Epoch[2467](12332/5): Loss -0.7685, Sem 0.0261, dir -0.9800, norm 0.1853, swav 0.0000 LR: 8.130e-02 Score 99.115 Data time: 0.0849, Forward time: 0.7722, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.4677 [2020-10-18 23:48:19,556][root][INFO] - ===> Epoch[2467](12333/5): Loss -0.7726, Sem 0.0264, dir -0.9810, norm 0.1820, swav 0.0000 LR: 8.129e-02 Score 99.116 Data time: 0.0391, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1798 [2020-10-18 23:48:21,679][root][INFO] - ===> Epoch[2467](12334/5): Loss -0.7600, Sem 0.0278, dir -0.9784, norm 0.1905, swav 0.0000 LR: 8.129e-02 Score 99.073 Data time: 0.0433, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0674 [2020-10-18 23:48:24,586][root][INFO] - ===> Epoch[2467](12335/5): Loss -0.7760, Sem 0.0294, dir -0.9797, norm 0.1743, swav 0.0000 LR: 8.129e-02 Score 99.031 Data time: 0.1002, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.8546 [2020-10-18 23:48:26,434][root][INFO] - ===> Epoch[2468](12336/5): Loss -0.7806, Sem 0.0262, dir -0.9811, norm 0.1743, swav 0.0000 LR: 8.129e-02 Score 99.144 Data time: 0.0617, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.7461 [2020-10-18 23:48:28,226][root][INFO] - ===> Epoch[2468](12337/5): Loss -0.7838, Sem 0.0254, dir -0.9809, norm 0.1718, swav 0.0000 LR: 8.129e-02 Score 99.139 Data time: 0.0624, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.7302 [2020-10-18 23:48:30,250][root][INFO] - ===> Epoch[2468](12338/5): Loss -0.7839, Sem 0.0269, dir -0.9804, norm 0.1697, swav 0.0000 LR: 8.129e-02 Score 99.124 Data time: 0.0892, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.9503 [2020-10-18 23:48:32,446][root][INFO] - ===> Epoch[2468](12339/5): Loss -0.7471, Sem 0.0301, dir -0.9787, norm 0.2016, swav 0.0000 LR: 8.129e-02 Score 98.987 Data time: 0.0715, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0978 [2020-10-18 23:48:34,432][root][INFO] - ===> Epoch[2468](12340/5): Loss -0.7681, Sem 0.0263, dir -0.9786, norm 0.1842, swav 0.0000 LR: 8.128e-02 Score 99.148 Data time: 0.0576, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.8624 [2020-10-18 23:48:36,453][root][INFO] - ===> Epoch[2469](12341/5): Loss -0.7817, Sem 0.0262, dir -0.9824, norm 0.1745, swav 0.0000 LR: 8.128e-02 Score 99.133 Data time: 0.0524, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.9710 [2020-10-18 23:48:38,732][root][INFO] - ===> Epoch[2469](12342/5): Loss -0.7791, Sem 0.0253, dir -0.9800, norm 0.1756, swav 0.0000 LR: 8.128e-02 Score 99.154 Data time: 0.0822, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1953 [2020-10-18 23:48:40,553][root][INFO] - ===> Epoch[2469](12343/5): Loss -0.7932, Sem 0.0245, dir -0.9812, norm 0.1635, swav 0.0000 LR: 8.128e-02 Score 99.184 Data time: 0.0633, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.7014 [2020-10-18 23:48:42,841][root][INFO] - ===> Epoch[2469](12344/5): Loss -0.7702, Sem 0.0259, dir -0.9806, norm 0.1845, swav 0.0000 LR: 8.128e-02 Score 99.126 Data time: 0.0935, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.2006 [2020-10-18 23:48:45,179][root][INFO] - ===> Epoch[2469](12345/5): Loss -0.7665, Sem 0.0249, dir -0.9790, norm 0.1876, swav 0.0000 LR: 8.128e-02 Score 99.163 Data time: 0.0827, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.2350 [2020-10-18 23:48:47,190][root][INFO] - ===> Epoch[2470](12346/5): Loss -0.7920, Sem 0.0252, dir -0.9812, norm 0.1640, swav 0.0000 LR: 8.127e-02 Score 99.158 Data time: 0.0579, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9029 [2020-10-18 23:48:49,422][root][INFO] - ===> Epoch[2470](12347/5): Loss -0.7644, Sem 0.0268, dir -0.9794, norm 0.1882, swav 0.0000 LR: 8.127e-02 Score 99.124 Data time: 0.1041, Forward time: 0.7722, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1658 [2020-10-18 23:48:51,456][root][INFO] - ===> Epoch[2470](12348/5): Loss -0.7758, Sem 0.0268, dir -0.9799, norm 0.1773, swav 0.0000 LR: 8.127e-02 Score 99.117 Data time: 0.1447, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9252 [2020-10-18 23:48:53,979][root][INFO] - ===> Epoch[2470](12349/5): Loss -0.7500, Sem 0.0326, dir -0.9776, norm 0.1950, swav 0.0000 LR: 8.127e-02 Score 98.950 Data time: 0.1546, Forward time: 0.7722, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.4565 [2020-10-18 23:48:55,937][root][INFO] - ===> Epoch[2470](12350/5): Loss -0.7775, Sem 0.0291, dir -0.9815, norm 0.1749, swav 0.0000 LR: 8.127e-02 Score 99.021 Data time: 0.0804, Forward time: 0.7722, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.8389 [2020-10-18 23:48:58,101][root][INFO] - ===> Epoch[2471](12351/5): Loss -0.7691, Sem 0.0289, dir -0.9797, norm 0.1817, swav 0.0000 LR: 8.127e-02 Score 99.041 Data time: 0.0661, Forward time: 0.7722, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0745 [2020-10-18 23:49:00,553][root][INFO] - ===> Epoch[2471](12352/5): Loss -0.7658, Sem 0.0276, dir -0.9793, norm 0.1859, swav 0.0000 LR: 8.127e-02 Score 99.137 Data time: 0.0882, Forward time: 0.7722, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.3782 [2020-10-18 23:49:02,480][root][INFO] - ===> Epoch[2471](12353/5): Loss -0.7456, Sem 0.0295, dir -0.9790, norm 0.2039, swav 0.0000 LR: 8.126e-02 Score 99.020 Data time: 0.0583, Forward time: 0.7722, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8121 [2020-10-18 23:49:04,473][root][INFO] - ===> Epoch[2471](12354/5): Loss -0.7732, Sem 0.0264, dir -0.9816, norm 0.1820, swav 0.0000 LR: 8.126e-02 Score 99.091 Data time: 0.0733, Forward time: 0.7722, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9359 [2020-10-18 23:49:06,492][root][INFO] - ===> Epoch[2471](12355/5): Loss -0.7672, Sem 0.0263, dir -0.9797, norm 0.1862, swav 0.0000 LR: 8.126e-02 Score 99.128 Data time: 0.0741, Forward time: 0.7722, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9216 [2020-10-18 23:49:08,725][root][INFO] - ===> Epoch[2472](12356/5): Loss -0.7767, Sem 0.0245, dir -0.9803, norm 0.1792, swav 0.0000 LR: 8.126e-02 Score 99.193 Data time: 0.0817, Forward time: 0.7722, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1158 [2020-10-18 23:49:11,138][root][INFO] - ===> Epoch[2472](12357/5): Loss -0.7721, Sem 0.0254, dir -0.9795, norm 0.1819, swav 0.0000 LR: 8.126e-02 Score 99.152 Data time: 0.0560, Forward time: 0.7722, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.2933 [2020-10-18 23:49:13,175][root][INFO] - ===> Epoch[2472](12358/5): Loss -0.7751, Sem 0.0249, dir -0.9818, norm 0.1818, swav 0.0000 LR: 8.126e-02 Score 99.160 Data time: 0.0935, Forward time: 0.7722, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9704 [2020-10-18 23:49:15,381][root][INFO] - ===> Epoch[2472](12359/5): Loss -0.7752, Sem 0.0239, dir -0.9823, norm 0.1832, swav 0.0000 LR: 8.125e-02 Score 99.207 Data time: 0.0713, Forward time: 0.7722, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0926 [2020-10-18 23:49:17,871][root][INFO] - ===> Epoch[2472](12360/5): Loss -0.7757, Sem 0.0258, dir -0.9798, norm 0.1783, swav 0.0000 LR: 8.125e-02 Score 99.142 Data time: 0.0521, Forward time: 0.7722, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.4021 [2020-10-18 23:49:20,191][root][INFO] - ===> Epoch[2473](12361/5): Loss -0.7894, Sem 0.0270, dir -0.9818, norm 0.1653, swav 0.0000 LR: 8.125e-02 Score 99.063 Data time: 0.0756, Forward time: 0.7722, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.2326 [2020-10-18 23:49:22,167][root][INFO] - ===> Epoch[2473](12362/5): Loss -0.7733, Sem 0.0274, dir -0.9804, norm 0.1797, swav 0.0000 LR: 8.125e-02 Score 99.093 Data time: 0.0865, Forward time: 0.7722, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8675 [2020-10-18 23:49:24,425][root][INFO] - ===> Epoch[2473](12363/5): Loss -0.7795, Sem 0.0237, dir -0.9813, norm 0.1781, swav 0.0000 LR: 8.125e-02 Score 99.215 Data time: 0.0865, Forward time: 0.7722, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1468 [2020-10-18 23:49:26,443][root][INFO] - ===> Epoch[2473](12364/5): Loss -0.7900, Sem 0.0237, dir -0.9811, norm 0.1674, swav 0.0000 LR: 8.125e-02 Score 99.193 Data time: 0.0976, Forward time: 0.7722, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9051 [2020-10-18 23:49:28,452][root][INFO] - ===> Epoch[2473](12365/5): Loss -0.7816, Sem 0.0279, dir -0.9809, norm 0.1714, swav 0.0000 LR: 8.125e-02 Score 99.115 Data time: 0.0570, Forward time: 0.7722, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8806 [2020-10-18 23:49:31,115][root][INFO] - ===> Epoch[2474](12366/5): Loss -0.7659, Sem 0.0287, dir -0.9802, norm 0.1857, swav 0.0000 LR: 8.124e-02 Score 99.036 Data time: 0.0734, Forward time: 0.7722, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.5913 [2020-10-18 23:49:33,255][root][INFO] - ===> Epoch[2474](12367/5): Loss -0.7781, Sem 0.0268, dir -0.9808, norm 0.1758, swav 0.0000 LR: 8.124e-02 Score 99.105 Data time: 0.0728, Forward time: 0.7722, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0164 [2020-10-18 23:49:35,219][root][INFO] - ===> Epoch[2474](12368/5): Loss -0.7914, Sem 0.0259, dir -0.9818, norm 0.1645, swav 0.0000 LR: 8.124e-02 Score 99.150 Data time: 0.0752, Forward time: 0.7722, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8806 [2020-10-18 23:49:37,663][root][INFO] - ===> Epoch[2474](12369/5): Loss -0.7727, Sem 0.0260, dir -0.9792, norm 0.1805, swav 0.0000 LR: 8.124e-02 Score 99.132 Data time: 0.0667, Forward time: 0.7722, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.3497 [2020-10-18 23:49:39,621][root][INFO] - ===> Epoch[2474](12370/5): Loss -0.7973, Sem 0.0254, dir -0.9817, norm 0.1590, swav 0.0000 LR: 8.124e-02 Score 99.122 Data time: 0.0511, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.8596 [2020-10-18 23:49:41,763][root][INFO] - ===> Epoch[2475](12371/5): Loss -0.7654, Sem 0.0279, dir -0.9818, norm 0.1885, swav 0.0000 LR: 8.124e-02 Score 99.073 Data time: 0.0745, Forward time: 0.7721, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0586 [2020-10-18 23:49:43,985][root][INFO] - ===> Epoch[2475](12372/5): Loss -0.7679, Sem 0.0293, dir -0.9801, norm 0.1829, swav 0.0000 LR: 8.123e-02 Score 99.062 Data time: 0.0713, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1207 [2020-10-18 23:49:46,545][root][INFO] - ===> Epoch[2475](12373/5): Loss -0.7672, Sem 0.0245, dir -0.9798, norm 0.1882, swav 0.0000 LR: 8.123e-02 Score 99.173 Data time: 0.0641, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.4758 [2020-10-18 23:49:48,578][root][INFO] - ===> Epoch[2475](12374/5): Loss -0.7876, Sem 0.0230, dir -0.9827, norm 0.1720, swav 0.0000 LR: 8.123e-02 Score 99.247 Data time: 0.0557, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9439 [2020-10-18 23:49:50,722][root][INFO] - ===> Epoch[2475](12375/5): Loss -0.7866, Sem 0.0265, dir -0.9822, norm 0.1691, swav 0.0000 LR: 8.123e-02 Score 99.106 Data time: 0.0653, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0657 [2020-10-18 23:49:52,844][root][INFO] - ===> Epoch[2476](12376/5): Loss -0.7734, Sem 0.0274, dir -0.9792, norm 0.1784, swav 0.0000 LR: 8.123e-02 Score 99.072 Data time: 0.0619, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0295 [2020-10-18 23:49:55,131][root][INFO] - ===> Epoch[2476](12377/5): Loss -0.7749, Sem 0.0229, dir -0.9817, norm 0.1839, swav 0.0000 LR: 8.123e-02 Score 99.243 Data time: 0.0778, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.2056 [2020-10-18 23:49:57,278][root][INFO] - ===> Epoch[2476](12378/5): Loss -0.7833, Sem 0.0266, dir -0.9817, norm 0.1718, swav 0.0000 LR: 8.123e-02 Score 99.111 Data time: 0.0829, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0290 [2020-10-18 23:49:59,465][root][INFO] - ===> Epoch[2476](12379/5): Loss -0.7909, Sem 0.0249, dir -0.9807, norm 0.1650, swav 0.0000 LR: 8.122e-02 Score 99.164 Data time: 0.0707, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0980 [2020-10-18 23:50:01,661][root][INFO] - ===> Epoch[2476](12380/5): Loss -0.7533, Sem 0.0306, dir -0.9764, norm 0.1924, swav 0.0000 LR: 8.122e-02 Score 98.972 Data time: 0.1556, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1070 [2020-10-18 23:50:04,112][root][INFO] - ===> Epoch[2477](12381/5): Loss -0.7867, Sem 0.0259, dir -0.9811, norm 0.1685, swav 0.0000 LR: 8.122e-02 Score 99.158 Data time: 0.0960, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.3349 [2020-10-18 23:50:06,787][root][INFO] - ===> Epoch[2477](12382/5): Loss -0.7839, Sem 0.0288, dir -0.9810, norm 0.1683, swav 0.0000 LR: 8.122e-02 Score 99.120 Data time: 0.0664, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.5613 [2020-10-18 23:50:08,555][root][INFO] - ===> Epoch[2477](12383/5): Loss -0.7820, Sem 0.0279, dir -0.9813, norm 0.1715, swav 0.0000 LR: 8.122e-02 Score 99.059 Data time: 0.0666, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.6685 [2020-10-18 23:50:10,831][root][INFO] - ===> Epoch[2477](12384/5): Loss -0.7728, Sem 0.0262, dir -0.9800, norm 0.1811, swav 0.0000 LR: 8.122e-02 Score 99.130 Data time: 0.2676, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1771 [2020-10-18 23:50:12,969][root][INFO] - ===> Epoch[2477](12385/5): Loss -0.7614, Sem 0.0285, dir -0.9792, norm 0.1893, swav 0.0000 LR: 8.121e-02 Score 99.058 Data time: 0.0853, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9930 [2020-10-18 23:50:15,128][root][INFO] - ===> Epoch[2478](12386/5): Loss -0.7852, Sem 0.0302, dir -0.9788, norm 0.1634, swav 0.0000 LR: 8.121e-02 Score 98.987 Data time: 0.2986, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0453 [2020-10-18 23:50:17,650][root][INFO] - ===> Epoch[2478](12387/5): Loss -0.7378, Sem 0.0270, dir -0.9778, norm 0.2130, swav 0.0000 LR: 8.121e-02 Score 99.106 Data time: 0.1164, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.4465 [2020-10-18 23:50:19,879][root][INFO] - ===> Epoch[2478](12388/5): Loss -0.7764, Sem 0.0242, dir -0.9820, norm 0.1813, swav 0.0000 LR: 8.121e-02 Score 99.188 Data time: 0.0560, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1082 [2020-10-18 23:50:22,669][root][INFO] - ===> Epoch[2478](12389/5): Loss -0.7929, Sem 0.0237, dir -0.9829, norm 0.1663, swav 0.0000 LR: 8.121e-02 Score 99.233 Data time: 0.0571, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.6973 [2020-10-18 23:50:24,896][root][INFO] - ===> Epoch[2478](12390/5): Loss -0.7498, Sem 0.0282, dir -0.9799, norm 0.2019, swav 0.0000 LR: 8.121e-02 Score 99.068 Data time: 0.0770, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1654 [2020-10-18 23:50:27,737][root][INFO] - ===> Epoch[2479](12391/5): Loss -0.7835, Sem 0.0252, dir -0.9810, norm 0.1722, swav 0.0000 LR: 8.121e-02 Score 99.166 Data time: 0.0774, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.7266 [2020-10-18 23:50:30,003][root][INFO] - ===> Epoch[2479](12392/5): Loss -0.7643, Sem 0.0321, dir -0.9806, norm 0.1842, swav 0.0000 LR: 8.120e-02 Score 98.962 Data time: 0.0719, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1263 [2020-10-18 23:50:32,132][root][INFO] - ===> Epoch[2479](12393/5): Loss -0.7866, Sem 0.0254, dir -0.9811, norm 0.1691, swav 0.0000 LR: 8.120e-02 Score 99.159 Data time: 0.0828, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0177 [2020-10-18 23:50:35,263][root][INFO] - ===> Epoch[2479](12394/5): Loss -0.7924, Sem 0.0218, dir -0.9814, norm 0.1672, swav 0.0000 LR: 8.120e-02 Score 99.270 Data time: 0.0686, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 3.0217 [2020-10-18 23:50:37,967][root][INFO] - ===> Epoch[2479](12395/5): Loss -0.7508, Sem 0.0272, dir -0.9786, norm 0.2005, swav 0.0000 LR: 8.120e-02 Score 99.131 Data time: 0.0813, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.5828 [2020-10-18 23:50:39,985][root][INFO] - ===> Epoch[2480](12396/5): Loss -0.7773, Sem 0.0280, dir -0.9805, norm 0.1752, swav 0.0000 LR: 8.120e-02 Score 99.048 Data time: 0.0587, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8955 [2020-10-18 23:50:42,144][root][INFO] - ===> Epoch[2480](12397/5): Loss -0.7705, Sem 0.0257, dir -0.9803, norm 0.1841, swav 0.0000 LR: 8.120e-02 Score 99.136 Data time: 0.0762, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.0909 [2020-10-18 23:50:44,503][root][INFO] - ===> Epoch[2480](12398/5): Loss -0.7636, Sem 0.0255, dir -0.9807, norm 0.1916, swav 0.0000 LR: 8.119e-02 Score 99.160 Data time: 0.0785, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.2532 [2020-10-18 23:50:46,920][root][INFO] - ===> Epoch[2480](12399/5): Loss -0.7710, Sem 0.0267, dir -0.9788, norm 0.1811, swav 0.0000 LR: 8.119e-02 Score 99.114 Data time: 0.0980, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.3090 [2020-10-18 23:50:49,156][root][INFO] - ===> Epoch[2480](12400/5): Loss -0.7805, Sem 0.0249, dir -0.9809, norm 0.1755, swav 0.0000 LR: 8.119e-02 Score 99.197 Data time: 0.0924, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1081 [2020-10-18 23:50:50,109][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 23:50:50,280][root][INFO] - ===> Start testing [2020-10-18 23:51:29,072][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1289 Loss 0.820 (AVG: 0.496) Score 87.487 (AVG: 90.501) mIOU 70.057 mAP 84.036 mAcc 76.883 IOU: 62.874 0.000 82.602 74.684 94.425 91.730 31.603 77.494 98.320 70.618 81.954 85.793 58.647 mAP: 83.322 6.677 96.176 89.345 98.949 98.447 56.336 96.213 99.761 87.355 94.509 95.138 90.239 mAcc: 80.431 0.000 87.869 82.653 95.529 96.655 39.046 93.933 99.373 75.878 90.956 94.988 62.164 [2020-10-18 23:51:29,074][root][INFO] - Finished test. Elapsed time: 38.7917 [2020-10-18 23:51:31,982][root][INFO] - [2020-10-18 23:51:31,982][root][INFO] - ################################################################ [2020-10-18 23:51:31,982][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 23:51:31,982][root][INFO] - ################################################################ [2020-10-18 23:51:31,982][root][INFO] - clutter : nan nan nan [2020-10-18 23:51:31,982][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 23:51:31,982][root][INFO] - board : 0.761 0.826 0.905 [2020-10-18 23:51:31,982][root][INFO] - bookcase : 0.231 0.371 0.535 [2020-10-18 23:51:31,982][root][INFO] - ceiling : 0.494 0.534 0.630 [2020-10-18 23:51:31,982][root][INFO] - chair : 0.809 0.890 0.904 [2020-10-18 23:51:31,982][root][INFO] - column : 0.182 0.255 0.359 [2020-10-18 23:51:31,982][root][INFO] - door : 0.648 0.787 0.853 [2020-10-18 23:51:31,982][root][INFO] - floor : 0.687 0.687 0.764 [2020-10-18 23:51:31,982][root][INFO] - sofa : 0.372 0.545 0.818 [2020-10-18 23:51:31,982][root][INFO] - table : 0.147 0.331 0.598 [2020-10-18 23:51:31,983][root][INFO] - wall : 0.500 0.701 0.796 [2020-10-18 23:51:31,983][root][INFO] - window : 0.507 0.758 0.777 [2020-10-18 23:51:31,983][root][INFO] - ---------------------------------------------------------------- [2020-10-18 23:51:31,983][root][INFO] - average : 0.445 0.557 0.662 [2020-10-18 23:51:31,983][root][INFO] - [2020-10-18 23:51:32,125][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 23:51:32,127][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-18 23:51:33,514][root][INFO] - ===> Epoch[2481](12401/5): Loss -0.7696, Sem 0.0280, dir -0.9801, norm 0.1825, swav 0.0000 LR: 8.119e-02 Score 99.080 Data time: 0.0564, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.3829 [2020-10-18 23:51:35,988][root][INFO] - ===> Epoch[2481](12402/5): Loss -0.7729, Sem 0.0266, dir -0.9797, norm 0.1801, swav 0.0000 LR: 8.119e-02 Score 99.106 Data time: 0.1062, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.3978 [2020-10-18 23:51:37,874][root][INFO] - ===> Epoch[2481](12403/5): Loss -0.7704, Sem 0.0247, dir -0.9811, norm 0.1859, swav 0.0000 LR: 8.119e-02 Score 99.170 Data time: 0.0637, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.7756 [2020-10-18 23:51:40,206][root][INFO] - ===> Epoch[2481](12404/5): Loss -0.7793, Sem 0.0234, dir -0.9807, norm 0.1781, swav 0.0000 LR: 8.119e-02 Score 99.231 Data time: 0.0834, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.2442 [2020-10-18 23:51:42,299][root][INFO] - ===> Epoch[2481](12405/5): Loss -0.7489, Sem 0.0284, dir -0.9782, norm 0.2009, swav 0.0000 LR: 8.118e-02 Score 99.036 Data time: 0.0741, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.9936 [2020-10-18 23:51:44,738][root][INFO] - ===> Epoch[2482](12406/5): Loss -0.7658, Sem 0.0280, dir -0.9801, norm 0.1863, swav 0.0000 LR: 8.118e-02 Score 99.070 Data time: 0.0575, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.3457 [2020-10-18 23:51:46,841][root][INFO] - ===> Epoch[2482](12407/5): Loss -0.7740, Sem 0.0291, dir -0.9800, norm 0.1769, swav 0.0000 LR: 8.118e-02 Score 99.063 Data time: 0.0902, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0152 [2020-10-18 23:51:48,771][root][INFO] - ===> Epoch[2482](12408/5): Loss -0.7892, Sem 0.0257, dir -0.9817, norm 0.1668, swav 0.0000 LR: 8.118e-02 Score 99.139 Data time: 0.0647, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.8241 [2020-10-18 23:51:50,830][root][INFO] - ===> Epoch[2482](12409/5): Loss -0.7570, Sem 0.0281, dir -0.9777, norm 0.1926, swav 0.0000 LR: 8.118e-02 Score 99.057 Data time: 0.0815, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.9781 [2020-10-18 23:51:53,056][root][INFO] - ===> Epoch[2482](12410/5): Loss -0.7656, Sem 0.0250, dir -0.9793, norm 0.1886, swav 0.0000 LR: 8.118e-02 Score 99.177 Data time: 0.0783, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1031 [2020-10-18 23:51:54,643][root][INFO] - ===> Epoch[2483](12411/5): Loss -0.7755, Sem 0.0275, dir -0.9816, norm 0.1785, swav 0.0000 LR: 8.117e-02 Score 99.089 Data time: 0.0642, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.4784 [2020-10-18 23:51:56,602][root][INFO] - ===> Epoch[2483](12412/5): Loss -0.7796, Sem 0.0253, dir -0.9812, norm 0.1764, swav 0.0000 LR: 8.117e-02 Score 99.138 Data time: 0.0610, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.8737 [2020-10-18 23:51:59,349][root][INFO] - ===> Epoch[2483](12413/5): Loss -0.7697, Sem 0.0235, dir -0.9804, norm 0.1871, swav 0.0000 LR: 8.117e-02 Score 99.203 Data time: 0.1782, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.6357 [2020-10-18 23:52:01,538][root][INFO] - ===> Epoch[2483](12414/5): Loss -0.7803, Sem 0.0240, dir -0.9807, norm 0.1763, swav 0.0000 LR: 8.117e-02 Score 99.186 Data time: 0.0639, Forward time: 0.7721, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0649 [2020-10-18 23:52:05,013][root][INFO] - ===> Epoch[2483](12415/5): Loss -0.7786, Sem 0.0241, dir -0.9826, norm 0.1798, swav 0.0000 LR: 8.117e-02 Score 99.200 Data time: 0.0630, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 3.3843 [2020-10-18 23:52:07,163][root][INFO] - ===> Epoch[2484](12416/5): Loss -0.7821, Sem 0.0254, dir -0.9815, norm 0.1740, swav 0.0000 LR: 8.117e-02 Score 99.160 Data time: 0.0918, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0779 [2020-10-18 23:52:09,137][root][INFO] - ===> Epoch[2484](12417/5): Loss -0.7360, Sem 0.0261, dir -0.9781, norm 0.2160, swav 0.0000 LR: 8.117e-02 Score 99.146 Data time: 0.0774, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.8562 [2020-10-18 23:52:11,190][root][INFO] - ===> Epoch[2484](12418/5): Loss -0.7740, Sem 0.0261, dir -0.9801, norm 0.1801, swav 0.0000 LR: 8.116e-02 Score 99.127 Data time: 0.0575, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.9484 [2020-10-18 23:52:13,676][root][INFO] - ===> Epoch[2484](12419/5): Loss -0.7905, Sem 0.0244, dir -0.9810, norm 0.1662, swav 0.0000 LR: 8.116e-02 Score 99.189 Data time: 0.1223, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.3945 [2020-10-18 23:52:15,546][root][INFO] - ===> Epoch[2484](12420/5): Loss -0.7696, Sem 0.0243, dir -0.9806, norm 0.1867, swav 0.0000 LR: 8.116e-02 Score 99.201 Data time: 0.0687, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.7582 [2020-10-18 23:52:18,057][root][INFO] - ===> Epoch[2485](12421/5): Loss -0.7592, Sem 0.0256, dir -0.9796, norm 0.1948, swav 0.0000 LR: 8.116e-02 Score 99.157 Data time: 0.0649, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.4236 [2020-10-18 23:52:20,417][root][INFO] - ===> Epoch[2485](12422/5): Loss -0.7643, Sem 0.0277, dir -0.9793, norm 0.1873, swav 0.0000 LR: 8.116e-02 Score 99.068 Data time: 0.0564, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.2637 [2020-10-18 23:52:22,291][root][INFO] - ===> Epoch[2485](12423/5): Loss -0.7576, Sem 0.0278, dir -0.9794, norm 0.1940, swav 0.0000 LR: 8.116e-02 Score 99.101 Data time: 0.0533, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.7833 [2020-10-18 23:52:24,504][root][INFO] - ===> Epoch[2485](12424/5): Loss -0.7463, Sem 0.0315, dir -0.9788, norm 0.2010, swav 0.0000 LR: 8.115e-02 Score 98.988 Data time: 0.0665, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1563 [2020-10-18 23:52:26,882][root][INFO] - ===> Epoch[2485](12425/5): Loss -0.7774, Sem 0.0256, dir -0.9814, norm 0.1785, swav 0.0000 LR: 8.115e-02 Score 99.142 Data time: 0.1864, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.2743 [2020-10-18 23:52:29,544][root][INFO] - ===> Epoch[2486](12426/5): Loss -0.7605, Sem 0.0277, dir -0.9782, norm 0.1900, swav 0.0000 LR: 8.115e-02 Score 99.053 Data time: 0.1049, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.5691 [2020-10-18 23:52:31,891][root][INFO] - ===> Epoch[2486](12427/5): Loss -0.7666, Sem 0.0248, dir -0.9799, norm 0.1885, swav 0.0000 LR: 8.115e-02 Score 99.175 Data time: 0.0980, Forward time: 0.7722, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.2263 [2020-10-18 23:52:34,581][root][INFO] - ===> Epoch[2486](12428/5): Loss -0.7723, Sem 0.0273, dir -0.9814, norm 0.1818, swav 0.0000 LR: 8.115e-02 Score 99.106 Data time: 0.0860, Forward time: 0.7722, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.5781 [2020-10-18 23:52:36,555][root][INFO] - ===> Epoch[2486](12429/5): Loss -0.7702, Sem 0.0238, dir -0.9808, norm 0.1868, swav 0.0000 LR: 8.115e-02 Score 99.199 Data time: 0.0669, Forward time: 0.7722, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.8735 [2020-10-18 23:52:38,386][root][INFO] - ===> Epoch[2486](12430/5): Loss -0.7712, Sem 0.0263, dir -0.9799, norm 0.1824, swav 0.0000 LR: 8.115e-02 Score 99.125 Data time: 0.0694, Forward time: 0.7722, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.7418 [2020-10-18 23:52:40,614][root][INFO] - ===> Epoch[2487](12431/5): Loss -0.7696, Sem 0.0259, dir -0.9797, norm 0.1842, swav 0.0000 LR: 8.114e-02 Score 99.150 Data time: 0.0647, Forward time: 0.7722, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1153 [2020-10-18 23:52:42,586][root][INFO] - ===> Epoch[2487](12432/5): Loss -0.7632, Sem 0.0302, dir -0.9792, norm 0.1858, swav 0.0000 LR: 8.114e-02 Score 98.992 Data time: 0.0645, Forward time: 0.7722, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.8440 [2020-10-18 23:52:44,897][root][INFO] - ===> Epoch[2487](12433/5): Loss -0.7534, Sem 0.0284, dir -0.9802, norm 0.1985, swav 0.0000 LR: 8.114e-02 Score 99.079 Data time: 0.1347, Forward time: 0.7722, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.2127 [2020-10-18 23:52:47,403][root][INFO] - ===> Epoch[2487](12434/5): Loss -0.7797, Sem 0.0259, dir -0.9797, norm 0.1740, swav 0.0000 LR: 8.114e-02 Score 99.136 Data time: 0.0889, Forward time: 0.7722, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.3814 [2020-10-18 23:52:49,280][root][INFO] - ===> Epoch[2487](12435/5): Loss -0.7943, Sem 0.0260, dir -0.9821, norm 0.1617, swav 0.0000 LR: 8.114e-02 Score 99.163 Data time: 0.0489, Forward time: 0.7722, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.7388 [2020-10-18 23:52:51,399][root][INFO] - ===> Epoch[2488](12436/5): Loss -0.7685, Sem 0.0270, dir -0.9805, norm 0.1849, swav 0.0000 LR: 8.114e-02 Score 99.097 Data time: 0.0823, Forward time: 0.7722, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0232 [2020-10-18 23:52:53,519][root][INFO] - ===> Epoch[2488](12437/5): Loss -0.7753, Sem 0.0282, dir -0.9796, norm 0.1762, swav 0.0000 LR: 8.113e-02 Score 99.050 Data time: 0.0669, Forward time: 0.7722, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0240 [2020-10-18 23:52:55,725][root][INFO] - ===> Epoch[2488](12438/5): Loss -0.7520, Sem 0.0273, dir -0.9788, norm 0.1995, swav 0.0000 LR: 8.113e-02 Score 99.086 Data time: 0.0660, Forward time: 0.7722, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1053 [2020-10-18 23:52:57,941][root][INFO] - ===> Epoch[2488](12439/5): Loss -0.7692, Sem 0.0273, dir -0.9812, norm 0.1847, swav 0.0000 LR: 8.113e-02 Score 99.073 Data time: 0.0701, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0960 [2020-10-18 23:53:00,349][root][INFO] - ===> Epoch[2488](12440/5): Loss -0.7674, Sem 0.0260, dir -0.9815, norm 0.1881, swav 0.0000 LR: 8.113e-02 Score 99.129 Data time: 0.0587, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.3386 [2020-10-18 23:53:02,547][root][INFO] - ===> Epoch[2489](12441/5): Loss -0.7889, Sem 0.0235, dir -0.9824, norm 0.1700, swav 0.0000 LR: 8.113e-02 Score 99.217 Data time: 0.0669, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1013 [2020-10-18 23:53:04,894][root][INFO] - ===> Epoch[2489](12442/5): Loss -0.7746, Sem 0.0254, dir -0.9814, norm 0.1814, swav 0.0000 LR: 8.113e-02 Score 99.131 Data time: 0.0696, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.2526 [2020-10-18 23:53:07,340][root][INFO] - ===> Epoch[2489](12443/5): Loss -0.7727, Sem 0.0280, dir -0.9788, norm 0.1781, swav 0.0000 LR: 8.113e-02 Score 99.074 Data time: 0.0483, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.3477 [2020-10-18 23:53:09,453][root][INFO] - ===> Epoch[2489](12444/5): Loss -0.7578, Sem 0.0269, dir -0.9799, norm 0.1952, swav 0.0000 LR: 8.112e-02 Score 99.089 Data time: 0.0793, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.0286 [2020-10-18 23:53:11,495][root][INFO] - ===> Epoch[2489](12445/5): Loss -0.7824, Sem 0.0260, dir -0.9825, norm 0.1741, swav 0.0000 LR: 8.112e-02 Score 99.133 Data time: 0.0830, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.9435 [2020-10-18 23:53:14,117][root][INFO] - ===> Epoch[2490](12446/5): Loss -0.7720, Sem 0.0258, dir -0.9815, norm 0.1837, swav 0.0000 LR: 8.112e-02 Score 99.158 Data time: 0.0843, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.5084 [2020-10-18 23:53:16,337][root][INFO] - ===> Epoch[2490](12447/5): Loss -0.7710, Sem 0.0256, dir -0.9815, norm 0.1848, swav 0.0000 LR: 8.112e-02 Score 99.152 Data time: 0.0718, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1332 [2020-10-18 23:53:18,595][root][INFO] - ===> Epoch[2490](12448/5): Loss -0.7594, Sem 0.0293, dir -0.9782, norm 0.1895, swav 0.0000 LR: 8.112e-02 Score 99.033 Data time: 0.0799, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1532 [2020-10-18 23:53:20,861][root][INFO] - ===> Epoch[2490](12449/5): Loss -0.7930, Sem 0.0257, dir -0.9824, norm 0.1638, swav 0.0000 LR: 8.112e-02 Score 99.127 Data time: 0.0759, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1608 [2020-10-18 23:53:22,772][root][INFO] - ===> Epoch[2490](12450/5): Loss -0.7986, Sem 0.0231, dir -0.9827, norm 0.1610, swav 0.0000 LR: 8.111e-02 Score 99.220 Data time: 0.0642, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8160 [2020-10-18 23:53:24,735][root][INFO] - ===> Epoch[2491](12451/5): Loss -0.7862, Sem 0.0256, dir -0.9808, norm 0.1691, swav 0.0000 LR: 8.111e-02 Score 99.144 Data time: 0.0721, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8557 [2020-10-18 23:53:26,787][root][INFO] - ===> Epoch[2491](12452/5): Loss -0.7671, Sem 0.0270, dir -0.9790, norm 0.1850, swav 0.0000 LR: 8.111e-02 Score 99.096 Data time: 0.0725, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.9281 [2020-10-18 23:53:29,046][root][INFO] - ===> Epoch[2491](12453/5): Loss -0.7828, Sem 0.0262, dir -0.9810, norm 0.1720, swav 0.0000 LR: 8.111e-02 Score 99.115 Data time: 0.0816, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1506 [2020-10-18 23:53:31,215][root][INFO] - ===> Epoch[2491](12454/5): Loss -0.7776, Sem 0.0268, dir -0.9799, norm 0.1756, swav 0.0000 LR: 8.111e-02 Score 99.117 Data time: 0.1151, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0569 [2020-10-18 23:53:33,589][root][INFO] - ===> Epoch[2491](12455/5): Loss -0.7693, Sem 0.0271, dir -0.9810, norm 0.1847, swav 0.0000 LR: 8.111e-02 Score 99.099 Data time: 0.1211, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.2638 [2020-10-18 23:53:35,718][root][INFO] - ===> Epoch[2492](12456/5): Loss -0.7981, Sem 0.0242, dir -0.9827, norm 0.1604, swav 0.0000 LR: 8.111e-02 Score 99.180 Data time: 0.0844, Forward time: 0.7721, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0407 [2020-10-18 23:53:38,633][root][INFO] - ===> Epoch[2492](12457/5): Loss -0.7810, Sem 0.0256, dir -0.9802, norm 0.1737, swav 0.0000 LR: 8.110e-02 Score 99.130 Data time: 0.0973, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.8336 [2020-10-18 23:53:40,706][root][INFO] - ===> Epoch[2492](12458/5): Loss -0.7669, Sem 0.0284, dir -0.9796, norm 0.1843, swav 0.0000 LR: 8.110e-02 Score 99.062 Data time: 0.0634, Forward time: 0.7721, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.9730 [2020-10-18 23:53:43,211][root][INFO] - ===> Epoch[2492](12459/5): Loss -0.7725, Sem 0.0273, dir -0.9791, norm 0.1793, swav 0.0000 LR: 8.110e-02 Score 99.113 Data time: 0.1416, Forward time: 0.7722, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.4362 [2020-10-18 23:53:45,498][root][INFO] - ===> Epoch[2492](12460/5): Loss -0.7668, Sem 0.0256, dir -0.9792, norm 0.1868, swav 0.0000 LR: 8.110e-02 Score 99.161 Data time: 0.1024, Forward time: 0.7722, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1827 [2020-10-18 23:53:47,748][root][INFO] - ===> Epoch[2493](12461/5): Loss -0.7820, Sem 0.0261, dir -0.9820, norm 0.1740, swav 0.0000 LR: 8.110e-02 Score 99.130 Data time: 0.0811, Forward time: 0.7722, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1623 [2020-10-18 23:53:50,459][root][INFO] - ===> Epoch[2493](12462/5): Loss -0.7832, Sem 0.0242, dir -0.9820, norm 0.1745, swav 0.0000 LR: 8.110e-02 Score 99.183 Data time: 0.0779, Forward time: 0.7722, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.6153 [2020-10-18 23:53:52,543][root][INFO] - ===> Epoch[2493](12463/5): Loss -0.7843, Sem 0.0264, dir -0.9811, norm 0.1704, swav 0.0000 LR: 8.110e-02 Score 99.108 Data time: 0.0620, Forward time: 0.7722, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.9796 [2020-10-18 23:53:54,633][root][INFO] - ===> Epoch[2493](12464/5): Loss -0.7848, Sem 0.0220, dir -0.9813, norm 0.1744, swav 0.0000 LR: 8.109e-02 Score 99.250 Data time: 0.0697, Forward time: 0.7722, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.0015 [2020-10-18 23:53:56,618][root][INFO] - ===> Epoch[2493](12465/5): Loss -0.7741, Sem 0.0285, dir -0.9802, norm 0.1775, swav 0.0000 LR: 8.109e-02 Score 99.058 Data time: 0.0802, Forward time: 0.7722, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8892 [2020-10-18 23:53:58,664][root][INFO] - ===> Epoch[2494](12466/5): Loss -0.7708, Sem 0.0301, dir -0.9794, norm 0.1784, swav 0.0000 LR: 8.109e-02 Score 99.015 Data time: 0.0534, Forward time: 0.7722, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.9382 [2020-10-18 23:54:00,921][root][INFO] - ===> Epoch[2494](12467/5): Loss -0.7548, Sem 0.0277, dir -0.9787, norm 0.1962, swav 0.0000 LR: 8.109e-02 Score 99.101 Data time: 0.0694, Forward time: 0.7722, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.2021 [2020-10-18 23:54:02,893][root][INFO] - ===> Epoch[2494](12468/5): Loss -0.7923, Sem 0.0261, dir -0.9819, norm 0.1635, swav 0.0000 LR: 8.109e-02 Score 99.117 Data time: 0.0921, Forward time: 0.7722, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8733 [2020-10-18 23:54:05,147][root][INFO] - ===> Epoch[2494](12469/5): Loss -0.7853, Sem 0.0237, dir -0.9804, norm 0.1714, swav 0.0000 LR: 8.109e-02 Score 99.216 Data time: 0.0771, Forward time: 0.7722, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1682 [2020-10-18 23:54:07,340][root][INFO] - ===> Epoch[2494](12470/5): Loss -0.7486, Sem 0.0293, dir -0.9774, norm 0.1995, swav 0.0000 LR: 8.108e-02 Score 99.029 Data time: 0.0972, Forward time: 0.7722, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0857 [2020-10-18 23:54:09,403][root][INFO] - ===> Epoch[2495](12471/5): Loss -0.7776, Sem 0.0225, dir -0.9818, norm 0.1817, swav 0.0000 LR: 8.108e-02 Score 99.242 Data time: 0.0772, Forward time: 0.7722, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.9460 [2020-10-18 23:54:11,544][root][INFO] - ===> Epoch[2495](12472/5): Loss -0.7716, Sem 0.0278, dir -0.9810, norm 0.1815, swav 0.0000 LR: 8.108e-02 Score 99.060 Data time: 0.0834, Forward time: 0.7722, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0320 [2020-10-18 23:54:14,041][root][INFO] - ===> Epoch[2495](12473/5): Loss -0.7737, Sem 0.0234, dir -0.9797, norm 0.1826, swav 0.0000 LR: 8.108e-02 Score 99.207 Data time: 0.1024, Forward time: 0.7722, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.4102 [2020-10-18 23:54:15,798][root][INFO] - ===> Epoch[2495](12474/5): Loss -0.7834, Sem 0.0258, dir -0.9823, norm 0.1731, swav 0.0000 LR: 8.108e-02 Score 99.132 Data time: 0.0754, Forward time: 0.7722, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.6327 [2020-10-18 23:54:18,030][root][INFO] - ===> Epoch[2495](12475/5): Loss -0.7639, Sem 0.0254, dir -0.9810, norm 0.1917, swav 0.0000 LR: 8.108e-02 Score 99.153 Data time: 0.0608, Forward time: 0.7722, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1370 [2020-10-18 23:54:20,274][root][INFO] - ===> Epoch[2496](12476/5): Loss -0.7520, Sem 0.0255, dir -0.9804, norm 0.2029, swav 0.0000 LR: 8.108e-02 Score 99.152 Data time: 0.0716, Forward time: 0.7722, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1626 [2020-10-18 23:54:22,348][root][INFO] - ===> Epoch[2496](12477/5): Loss -0.7715, Sem 0.0274, dir -0.9820, norm 0.1831, swav 0.0000 LR: 8.107e-02 Score 99.090 Data time: 0.0549, Forward time: 0.7722, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.9616 [2020-10-18 23:54:24,400][root][INFO] - ===> Epoch[2496](12478/5): Loss -0.7657, Sem 0.0267, dir -0.9802, norm 0.1879, swav 0.0000 LR: 8.107e-02 Score 99.101 Data time: 0.0734, Forward time: 0.7722, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.9596 [2020-10-18 23:54:26,864][root][INFO] - ===> Epoch[2496](12479/5): Loss -0.7732, Sem 0.0257, dir -0.9797, norm 0.1808, swav 0.0000 LR: 8.107e-02 Score 99.134 Data time: 0.0745, Forward time: 0.7722, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.3728 [2020-10-18 23:54:29,227][root][INFO] - ===> Epoch[2496](12480/5): Loss -0.7624, Sem 0.0240, dir -0.9798, norm 0.1933, swav 0.0000 LR: 8.107e-02 Score 99.191 Data time: 0.0781, Forward time: 0.7722, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.2504 [2020-10-18 23:54:31,400][root][INFO] - ===> Epoch[2497](12481/5): Loss -0.7853, Sem 0.0239, dir -0.9823, norm 0.1732, swav 0.0000 LR: 8.107e-02 Score 99.214 Data time: 0.0681, Forward time: 0.7722, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0666 [2020-10-18 23:54:34,758][root][INFO] - ===> Epoch[2497](12482/5): Loss -0.7704, Sem 0.0231, dir -0.9799, norm 0.1864, swav 0.0000 LR: 8.107e-02 Score 99.226 Data time: 0.0918, Forward time: 0.7722, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 3.2594 [2020-10-18 23:54:37,015][root][INFO] - ===> Epoch[2497](12483/5): Loss -0.7325, Sem 0.0290, dir -0.9804, norm 0.2189, swav 0.0000 LR: 8.106e-02 Score 99.053 Data time: 0.0965, Forward time: 0.7722, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1270 [2020-10-18 23:54:38,963][root][INFO] - ===> Epoch[2497](12484/5): Loss -0.7926, Sem 0.0265, dir -0.9807, norm 0.1616, swav 0.0000 LR: 8.106e-02 Score 99.094 Data time: 0.0703, Forward time: 0.7722, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8280 [2020-10-18 23:54:40,904][root][INFO] - ===> Epoch[2497](12485/5): Loss -0.7850, Sem 0.0242, dir -0.9818, norm 0.1726, swav 0.0000 LR: 8.106e-02 Score 99.170 Data time: 0.0775, Forward time: 0.7722, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.8522 [2020-10-18 23:54:43,411][root][INFO] - ===> Epoch[2498](12486/5): Loss -0.7754, Sem 0.0253, dir -0.9821, norm 0.1815, swav 0.0000 LR: 8.106e-02 Score 99.163 Data time: 0.0621, Forward time: 0.7722, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.3962 [2020-10-18 23:54:45,851][root][INFO] - ===> Epoch[2498](12487/5): Loss -0.7788, Sem 0.0249, dir -0.9820, norm 0.1782, swav 0.0000 LR: 8.106e-02 Score 99.179 Data time: 0.0834, Forward time: 0.7722, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.3203 [2020-10-18 23:54:47,865][root][INFO] - ===> Epoch[2498](12488/5): Loss -0.7824, Sem 0.0253, dir -0.9809, norm 0.1733, swav 0.0000 LR: 8.106e-02 Score 99.149 Data time: 0.0597, Forward time: 0.7722, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8947 [2020-10-18 23:54:50,436][root][INFO] - ===> Epoch[2498](12489/5): Loss -0.7709, Sem 0.0280, dir -0.9806, norm 0.1818, swav 0.0000 LR: 8.106e-02 Score 99.116 Data time: 0.0678, Forward time: 0.7722, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.4870 [2020-10-18 23:54:52,596][root][INFO] - ===> Epoch[2498](12490/5): Loss -0.7861, Sem 0.0234, dir -0.9811, norm 0.1717, swav 0.0000 LR: 8.105e-02 Score 99.207 Data time: 0.0989, Forward time: 0.7722, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.0472 [2020-10-18 23:54:54,945][root][INFO] - ===> Epoch[2499](12491/5): Loss -0.7926, Sem 0.0237, dir -0.9809, norm 0.1646, swav 0.0000 LR: 8.105e-02 Score 99.199 Data time: 0.0563, Forward time: 0.7722, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.2370 [2020-10-18 23:54:56,862][root][INFO] - ===> Epoch[2499](12492/5): Loss -0.7613, Sem 0.0272, dir -0.9796, norm 0.1911, swav 0.0000 LR: 8.105e-02 Score 99.088 Data time: 0.0762, Forward time: 0.7722, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.8218 [2020-10-18 23:54:59,288][root][INFO] - ===> Epoch[2499](12493/5): Loss -0.7772, Sem 0.0238, dir -0.9816, norm 0.1807, swav 0.0000 LR: 8.105e-02 Score 99.203 Data time: 0.1050, Forward time: 0.7722, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.3180 [2020-10-18 23:55:01,546][root][INFO] - ===> Epoch[2499](12494/5): Loss -0.7618, Sem 0.0275, dir -0.9805, norm 0.1912, swav 0.0000 LR: 8.105e-02 Score 99.118 Data time: 0.0635, Forward time: 0.7722, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.1346 [2020-10-18 23:55:03,571][root][INFO] - ===> Epoch[2499](12495/5): Loss -0.7801, Sem 0.0233, dir -0.9819, norm 0.1785, swav 0.0000 LR: 8.105e-02 Score 99.221 Data time: 0.0689, Forward time: 0.7722, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.9282 [2020-10-18 23:55:06,317][root][INFO] - ===> Epoch[2500](12496/5): Loss -0.7585, Sem 0.0251, dir -0.9793, norm 0.1957, swav 0.0000 LR: 8.104e-02 Score 99.151 Data time: 0.1134, Forward time: 0.7723, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.6334 [2020-10-18 23:55:08,890][root][INFO] - ===> Epoch[2500](12497/5): Loss -0.7805, Sem 0.0248, dir -0.9817, norm 0.1764, swav 0.0000 LR: 8.104e-02 Score 99.166 Data time: 0.0824, Forward time: 0.7723, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.4468 [2020-10-18 23:55:11,003][root][INFO] - ===> Epoch[2500](12498/5): Loss -0.7887, Sem 0.0228, dir -0.9825, norm 0.1710, swav 0.0000 LR: 8.104e-02 Score 99.261 Data time: 0.0739, Forward time: 0.7723, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.0099 [2020-10-18 23:55:12,910][root][INFO] - ===> Epoch[2500](12499/5): Loss -0.7739, Sem 0.0286, dir -0.9800, norm 0.1776, swav 0.0000 LR: 8.104e-02 Score 99.064 Data time: 0.0679, Forward time: 0.7723, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.7932 [2020-10-18 23:55:15,048][root][INFO] - ===> Epoch[2500](12500/5): Loss -0.7857, Sem 0.0235, dir -0.9813, norm 0.1722, swav 0.0000 LR: 8.104e-02 Score 99.214 Data time: 0.0816, Forward time: 0.7723, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.0371 [2020-10-18 23:55:16,078][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 23:55:18,118][root][INFO] - ===> Epoch[2501](12501/5): Loss -0.7499, Sem 0.0282, dir -0.9790, norm 0.2009, swav 0.0000 LR: 8.104e-02 Score 99.065 Data time: 0.1070, Forward time: 0.7723, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.8611 [2020-10-18 23:55:19,990][root][INFO] - ===> Epoch[2501](12502/5): Loss -0.7729, Sem 0.0248, dir -0.9811, norm 0.1834, swav 0.0000 LR: 8.104e-02 Score 99.166 Data time: 0.0635, Forward time: 0.7723, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.7747 [2020-10-18 23:55:22,388][root][INFO] - ===> Epoch[2501](12503/5): Loss -0.7950, Sem 0.0220, dir -0.9836, norm 0.1666, swav 0.0000 LR: 8.103e-02 Score 99.264 Data time: 0.0884, Forward time: 0.7723, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.2800 [2020-10-18 23:55:24,805][root][INFO] - ===> Epoch[2501](12504/5): Loss -0.7823, Sem 0.0283, dir -0.9796, norm 0.1689, swav 0.0000 LR: 8.103e-02 Score 99.067 Data time: 0.0657, Forward time: 0.7723, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.2921 [2020-10-18 23:55:27,321][root][INFO] - ===> Epoch[2501](12505/5): Loss -0.7895, Sem 0.0243, dir -0.9811, norm 0.1673, swav 0.0000 LR: 8.103e-02 Score 99.179 Data time: 0.0661, Forward time: 0.7723, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.4050 [2020-10-18 23:55:29,953][root][INFO] - ===> Epoch[2502](12506/5): Loss -0.7761, Sem 0.0280, dir -0.9797, norm 0.1757, swav 0.0000 LR: 8.103e-02 Score 99.059 Data time: 0.0849, Forward time: 0.7723, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.5104 [2020-10-18 23:55:32,146][root][INFO] - ===> Epoch[2502](12507/5): Loss -0.7859, Sem 0.0249, dir -0.9814, norm 0.1706, swav 0.0000 LR: 8.103e-02 Score 99.160 Data time: 0.0689, Forward time: 0.7722, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.0774 [2020-10-18 23:55:34,317][root][INFO] - ===> Epoch[2502](12508/5): Loss -0.7680, Sem 0.0282, dir -0.9790, norm 0.1827, swav 0.0000 LR: 8.103e-02 Score 99.052 Data time: 0.1363, Forward time: 0.7723, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.0876 [2020-10-18 23:55:36,400][root][INFO] - ===> Epoch[2502](12509/5): Loss -0.7752, Sem 0.0245, dir -0.9803, norm 0.1807, swav 0.0000 LR: 8.102e-02 Score 99.179 Data time: 0.0905, Forward time: 0.7723, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.9690 [2020-10-18 23:55:38,406][root][INFO] - ===> Epoch[2502](12510/5): Loss -0.8030, Sem 0.0229, dir -0.9838, norm 0.1579, swav 0.0000 LR: 8.102e-02 Score 99.216 Data time: 0.0665, Forward time: 0.7723, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.9166 [2020-10-18 23:55:40,863][root][INFO] - ===> Epoch[2503](12511/5): Loss -0.7625, Sem 0.0272, dir -0.9797, norm 0.1900, swav 0.0000 LR: 8.102e-02 Score 99.093 Data time: 0.0593, Forward time: 0.7723, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 2.3754 [2020-10-18 23:55:42,807][root][INFO] - ===> Epoch[2503](12512/5): Loss -0.8000, Sem 0.0231, dir -0.9838, norm 0.1606, swav 0.0000 LR: 8.102e-02 Score 99.216 Data time: 0.2146, Forward time: 0.7723, Backward time: 1.1803, DDP time: 0.0030, Total iter time: 1.9076 [2020-10-18 23:55:45,050][root][INFO] - ===> Epoch[2503](12513/5): Loss -0.7527, Sem 0.0243, dir -0.9797, norm 0.2028, swav 0.0000 LR: 8.102e-02 Score 99.206 Data time: 0.1107, Forward time: 0.7723, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1228 [2020-10-18 23:55:46,849][root][INFO] - ===> Epoch[2503](12514/5): Loss -0.7570, Sem 0.0255, dir -0.9796, norm 0.1971, swav 0.0000 LR: 8.102e-02 Score 99.147 Data time: 0.0768, Forward time: 0.7723, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.6790 [2020-10-18 23:55:48,863][root][INFO] - ===> Epoch[2503](12515/5): Loss -0.7696, Sem 0.0290, dir -0.9794, norm 0.1808, swav 0.0000 LR: 8.102e-02 Score 99.029 Data time: 0.0783, Forward time: 0.7723, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.9274 [2020-10-18 23:55:50,842][root][INFO] - ===> Epoch[2504](12516/5): Loss -0.7717, Sem 0.0246, dir -0.9820, norm 0.1857, swav 0.0000 LR: 8.101e-02 Score 99.169 Data time: 0.1523, Forward time: 0.7723, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.8745 [2020-10-18 23:55:52,952][root][INFO] - ===> Epoch[2504](12517/5): Loss -0.7914, Sem 0.0244, dir -0.9815, norm 0.1657, swav 0.0000 LR: 8.101e-02 Score 99.174 Data time: 0.0919, Forward time: 0.7723, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0202 [2020-10-18 23:55:54,947][root][INFO] - ===> Epoch[2504](12518/5): Loss -0.7750, Sem 0.0250, dir -0.9799, norm 0.1799, swav 0.0000 LR: 8.101e-02 Score 99.154 Data time: 0.0709, Forward time: 0.7723, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.8922 [2020-10-18 23:55:57,181][root][INFO] - ===> Epoch[2504](12519/5): Loss -0.7687, Sem 0.0305, dir -0.9805, norm 0.1813, swav 0.0000 LR: 8.101e-02 Score 98.965 Data time: 0.0935, Forward time: 0.7723, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1654 [2020-10-18 23:55:59,178][root][INFO] - ===> Epoch[2504](12520/5): Loss -0.7785, Sem 0.0266, dir -0.9803, norm 0.1752, swav 0.0000 LR: 8.101e-02 Score 99.105 Data time: 0.1128, Forward time: 0.7723, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.8885 [2020-10-18 23:56:01,545][root][INFO] - ===> Epoch[2505](12521/5): Loss -0.7767, Sem 0.0243, dir -0.9827, norm 0.1816, swav 0.0000 LR: 8.101e-02 Score 99.186 Data time: 0.0817, Forward time: 0.7723, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.2784 [2020-10-18 23:56:03,658][root][INFO] - ===> Epoch[2505](12522/5): Loss -0.7763, Sem 0.0266, dir -0.9803, norm 0.1773, swav 0.0000 LR: 8.100e-02 Score 99.115 Data time: 0.1810, Forward time: 0.7723, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0073 [2020-10-18 23:56:06,318][root][INFO] - ===> Epoch[2505](12523/5): Loss -0.7672, Sem 0.0268, dir -0.9790, norm 0.1850, swav 0.0000 LR: 8.100e-02 Score 99.122 Data time: 0.1677, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.5675 [2020-10-18 23:56:08,554][root][INFO] - ===> Epoch[2505](12524/5): Loss -0.7830, Sem 0.0290, dir -0.9815, norm 0.1695, swav 0.0000 LR: 8.100e-02 Score 99.055 Data time: 0.0950, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1038 [2020-10-18 23:56:10,587][root][INFO] - ===> Epoch[2505](12525/5): Loss -0.7688, Sem 0.0286, dir -0.9797, norm 0.1824, swav 0.0000 LR: 8.100e-02 Score 99.027 Data time: 0.0770, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9447 [2020-10-18 23:56:12,575][root][INFO] - ===> Epoch[2506](12526/5): Loss -0.7740, Sem 0.0286, dir -0.9812, norm 0.1785, swav 0.0000 LR: 8.100e-02 Score 99.068 Data time: 0.0804, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9185 [2020-10-18 23:56:14,589][root][INFO] - ===> Epoch[2506](12527/5): Loss -0.7719, Sem 0.0283, dir -0.9786, norm 0.1784, swav 0.0000 LR: 8.100e-02 Score 99.087 Data time: 0.0720, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9213 [2020-10-18 23:56:16,694][root][INFO] - ===> Epoch[2506](12528/5): Loss -0.7710, Sem 0.0290, dir -0.9798, norm 0.1799, swav 0.0000 LR: 8.100e-02 Score 99.033 Data time: 0.0622, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9857 [2020-10-18 23:56:18,913][root][INFO] - ===> Epoch[2506](12529/5): Loss -0.7856, Sem 0.0239, dir -0.9820, norm 0.1725, swav 0.0000 LR: 8.099e-02 Score 99.200 Data time: 0.0721, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1177 [2020-10-18 23:56:20,855][root][INFO] - ===> Epoch[2506](12530/5): Loss -0.7780, Sem 0.0289, dir -0.9807, norm 0.1739, swav 0.0000 LR: 8.099e-02 Score 99.026 Data time: 0.0701, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8256 [2020-10-18 23:56:23,073][root][INFO] - ===> Epoch[2507](12531/5): Loss -0.7701, Sem 0.0255, dir -0.9803, norm 0.1848, swav 0.0000 LR: 8.099e-02 Score 99.161 Data time: 0.0775, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1162 [2020-10-18 23:56:25,189][root][INFO] - ===> Epoch[2507](12532/5): Loss -0.7561, Sem 0.0275, dir -0.9807, norm 0.1970, swav 0.0000 LR: 8.099e-02 Score 99.070 Data time: 0.0813, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0125 [2020-10-18 23:56:27,565][root][INFO] - ===> Epoch[2507](12533/5): Loss -0.7855, Sem 0.0243, dir -0.9827, norm 0.1729, swav 0.0000 LR: 8.099e-02 Score 99.189 Data time: 0.0922, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.2754 [2020-10-18 23:56:30,469][root][INFO] - ===> Epoch[2507](12534/5): Loss -0.7660, Sem 0.0293, dir -0.9781, norm 0.1829, swav 0.0000 LR: 8.099e-02 Score 99.033 Data time: 0.0890, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.7568 [2020-10-18 23:56:32,860][root][INFO] - ===> Epoch[2507](12535/5): Loss -0.7866, Sem 0.0242, dir -0.9819, norm 0.1711, swav 0.0000 LR: 8.098e-02 Score 99.180 Data time: 0.1963, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.3057 [2020-10-18 23:56:35,241][root][INFO] - ===> Epoch[2508](12536/5): Loss -0.7864, Sem 0.0254, dir -0.9811, norm 0.1693, swav 0.0000 LR: 8.098e-02 Score 99.163 Data time: 0.1086, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.2812 [2020-10-18 23:56:37,730][root][INFO] - ===> Epoch[2508](12537/5): Loss -0.7304, Sem 0.0307, dir -0.9793, norm 0.2182, swav 0.0000 LR: 8.098e-02 Score 98.992 Data time: 0.1025, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.3841 [2020-10-18 23:56:40,220][root][INFO] - ===> Epoch[2508](12538/5): Loss -0.7477, Sem 0.0257, dir -0.9807, norm 0.2073, swav 0.0000 LR: 8.098e-02 Score 99.135 Data time: 0.0762, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.3846 [2020-10-18 23:56:42,150][root][INFO] - ===> Epoch[2508](12539/5): Loss -0.7823, Sem 0.0261, dir -0.9801, norm 0.1718, swav 0.0000 LR: 8.098e-02 Score 99.121 Data time: 0.0542, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.8498 [2020-10-18 23:56:44,570][root][INFO] - ===> Epoch[2508](12540/5): Loss -0.7642, Sem 0.0258, dir -0.9818, norm 0.1917, swav 0.0000 LR: 8.098e-02 Score 99.137 Data time: 0.0891, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.3374 [2020-10-18 23:56:46,587][root][INFO] - ===> Epoch[2509](12541/5): Loss -0.7511, Sem 0.0274, dir -0.9798, norm 0.2012, swav 0.0000 LR: 8.098e-02 Score 99.107 Data time: 0.0512, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9211 [2020-10-18 23:56:49,344][root][INFO] - ===> Epoch[2509](12542/5): Loss -0.7533, Sem 0.0249, dir -0.9801, norm 0.2019, swav 0.0000 LR: 8.097e-02 Score 99.178 Data time: 0.0644, Forward time: 0.7724, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.6955 [2020-10-18 23:56:51,483][root][INFO] - ===> Epoch[2509](12543/5): Loss -0.7762, Sem 0.0270, dir -0.9802, norm 0.1771, swav 0.0000 LR: 8.097e-02 Score 99.098 Data time: 0.0576, Forward time: 0.7724, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0104 [2020-10-18 23:56:53,709][root][INFO] - ===> Epoch[2509](12544/5): Loss -0.7787, Sem 0.0247, dir -0.9804, norm 0.1770, swav 0.0000 LR: 8.097e-02 Score 99.178 Data time: 0.0626, Forward time: 0.7723, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1494 [2020-10-18 23:56:55,671][root][INFO] - ===> Epoch[2509](12545/5): Loss -0.7870, Sem 0.0279, dir -0.9809, norm 0.1661, swav 0.0000 LR: 8.097e-02 Score 99.079 Data time: 0.0777, Forward time: 0.7724, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.8595 [2020-10-18 23:56:58,090][root][INFO] - ===> Epoch[2510](12546/5): Loss -0.7813, Sem 0.0236, dir -0.9818, norm 0.1770, swav 0.0000 LR: 8.097e-02 Score 99.202 Data time: 0.0754, Forward time: 0.7724, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.2921 [2020-10-18 23:57:00,253][root][INFO] - ===> Epoch[2510](12547/5): Loss -0.7734, Sem 0.0241, dir -0.9793, norm 0.1818, swav 0.0000 LR: 8.097e-02 Score 99.211 Data time: 0.0594, Forward time: 0.7723, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0402 [2020-10-18 23:57:02,073][root][INFO] - ===> Epoch[2510](12548/5): Loss -0.7692, Sem 0.0273, dir -0.9799, norm 0.1834, swav 0.0000 LR: 8.096e-02 Score 99.080 Data time: 0.0824, Forward time: 0.7723, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.7366 [2020-10-18 23:57:04,560][root][INFO] - ===> Epoch[2510](12549/5): Loss -0.7676, Sem 0.0292, dir -0.9797, norm 0.1828, swav 0.0000 LR: 8.096e-02 Score 99.019 Data time: 0.0672, Forward time: 0.7723, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.3769 [2020-10-18 23:57:07,179][root][INFO] - ===> Epoch[2510](12550/5): Loss -0.7777, Sem 0.0219, dir -0.9821, norm 0.1825, swav 0.0000 LR: 8.096e-02 Score 99.262 Data time: 0.2277, Forward time: 0.7724, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.5129 [2020-10-18 23:57:09,609][root][INFO] - ===> Epoch[2511](12551/5): Loss -0.7902, Sem 0.0251, dir -0.9812, norm 0.1658, swav 0.0000 LR: 8.096e-02 Score 99.173 Data time: 0.1577, Forward time: 0.7724, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.3159 [2020-10-18 23:57:11,379][root][INFO] - ===> Epoch[2511](12552/5): Loss -0.7883, Sem 0.0237, dir -0.9815, norm 0.1696, swav 0.0000 LR: 8.096e-02 Score 99.203 Data time: 0.0748, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.6648 [2020-10-18 23:57:13,583][root][INFO] - ===> Epoch[2511](12553/5): Loss -0.7609, Sem 0.0268, dir -0.9807, norm 0.1930, swav 0.0000 LR: 8.096e-02 Score 99.116 Data time: 0.0692, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1232 [2020-10-18 23:57:15,831][root][INFO] - ===> Epoch[2511](12554/5): Loss -0.7896, Sem 0.0251, dir -0.9815, norm 0.1668, swav 0.0000 LR: 8.096e-02 Score 99.166 Data time: 0.0748, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1553 [2020-10-18 23:57:18,302][root][INFO] - ===> Epoch[2511](12555/5): Loss -0.7829, Sem 0.0237, dir -0.9790, norm 0.1724, swav 0.0000 LR: 8.095e-02 Score 99.196 Data time: 0.0603, Forward time: 0.7724, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.3532 [2020-10-18 23:57:20,887][root][INFO] - ===> Epoch[2512](12556/5): Loss -0.7888, Sem 0.0246, dir -0.9817, norm 0.1683, swav 0.0000 LR: 8.095e-02 Score 99.189 Data time: 0.1012, Forward time: 0.7724, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.5167 [2020-10-18 23:57:23,100][root][INFO] - ===> Epoch[2512](12557/5): Loss -0.7936, Sem 0.0244, dir -0.9828, norm 0.1648, swav 0.0000 LR: 8.095e-02 Score 99.167 Data time: 0.0828, Forward time: 0.7724, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0737 [2020-10-18 23:57:25,332][root][INFO] - ===> Epoch[2512](12558/5): Loss -0.7796, Sem 0.0248, dir -0.9819, norm 0.1774, swav 0.0000 LR: 8.095e-02 Score 99.194 Data time: 0.3031, Forward time: 0.7724, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1220 [2020-10-18 23:57:27,652][root][INFO] - ===> Epoch[2512](12559/5): Loss -0.7720, Sem 0.0239, dir -0.9797, norm 0.1837, swav 0.0000 LR: 8.095e-02 Score 99.199 Data time: 0.0923, Forward time: 0.7724, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.2313 [2020-10-18 23:57:29,924][root][INFO] - ===> Epoch[2512](12560/5): Loss -0.7683, Sem 0.0278, dir -0.9802, norm 0.1841, swav 0.0000 LR: 8.095e-02 Score 99.072 Data time: 0.0655, Forward time: 0.7724, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.1507 [2020-10-18 23:57:31,844][root][INFO] - ===> Epoch[2513](12561/5): Loss -0.7791, Sem 0.0236, dir -0.9822, norm 0.1796, swav 0.0000 LR: 8.094e-02 Score 99.224 Data time: 0.0867, Forward time: 0.7724, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.8316 [2020-10-18 23:57:33,946][root][INFO] - ===> Epoch[2513](12562/5): Loss -0.7735, Sem 0.0292, dir -0.9803, norm 0.1776, swav 0.0000 LR: 8.094e-02 Score 99.046 Data time: 0.0669, Forward time: 0.7724, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.0112 [2020-10-18 23:57:35,847][root][INFO] - ===> Epoch[2513](12563/5): Loss -0.8077, Sem 0.0226, dir -0.9829, norm 0.1526, swav 0.0000 LR: 8.094e-02 Score 99.221 Data time: 0.0699, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.8168 [2020-10-18 23:57:38,059][root][INFO] - ===> Epoch[2513](12564/5): Loss -0.7753, Sem 0.0232, dir -0.9808, norm 0.1823, swav 0.0000 LR: 8.094e-02 Score 99.221 Data time: 0.0777, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0924 [2020-10-18 23:57:40,347][root][INFO] - ===> Epoch[2513](12565/5): Loss -0.7797, Sem 0.0283, dir -0.9797, norm 0.1717, swav 0.0000 LR: 8.094e-02 Score 99.029 Data time: 0.0939, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1678 [2020-10-18 23:57:42,799][root][INFO] - ===> Epoch[2514](12566/5): Loss -0.7571, Sem 0.0237, dir -0.9821, norm 0.2013, swav 0.0000 LR: 8.094e-02 Score 99.196 Data time: 0.0923, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.3532 [2020-10-18 23:57:45,030][root][INFO] - ===> Epoch[2514](12567/5): Loss -0.7706, Sem 0.0258, dir -0.9821, norm 0.1857, swav 0.0000 LR: 8.094e-02 Score 99.160 Data time: 0.0953, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1269 [2020-10-18 23:57:47,353][root][INFO] - ===> Epoch[2514](12568/5): Loss -0.7596, Sem 0.0264, dir -0.9812, norm 0.1952, swav 0.0000 LR: 8.093e-02 Score 99.112 Data time: 0.1070, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.2029 [2020-10-18 23:57:49,200][root][INFO] - ===> Epoch[2514](12569/5): Loss -0.7744, Sem 0.0264, dir -0.9805, norm 0.1797, swav 0.0000 LR: 8.093e-02 Score 99.120 Data time: 0.0713, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.7501 [2020-10-18 23:57:50,972][root][INFO] - ===> Epoch[2514](12570/5): Loss -0.7839, Sem 0.0226, dir -0.9830, norm 0.1764, swav 0.0000 LR: 8.093e-02 Score 99.243 Data time: 0.0681, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.6855 [2020-10-18 23:57:53,528][root][INFO] - ===> Epoch[2515](12571/5): Loss -0.7688, Sem 0.0247, dir -0.9794, norm 0.1859, swav 0.0000 LR: 8.093e-02 Score 99.189 Data time: 0.0600, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.4748 [2020-10-18 23:57:55,918][root][INFO] - ===> Epoch[2515](12572/5): Loss -0.7675, Sem 0.0265, dir -0.9812, norm 0.1872, swav 0.0000 LR: 8.093e-02 Score 99.137 Data time: 0.0963, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.3139 [2020-10-18 23:57:58,387][root][INFO] - ===> Epoch[2515](12573/5): Loss -0.7738, Sem 0.0277, dir -0.9804, norm 0.1788, swav 0.0000 LR: 8.093e-02 Score 99.092 Data time: 0.0888, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.3568 [2020-10-18 23:58:00,559][root][INFO] - ===> Epoch[2515](12574/5): Loss -0.7831, Sem 0.0253, dir -0.9801, norm 0.1718, swav 0.0000 LR: 8.092e-02 Score 99.159 Data time: 0.0791, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0610 [2020-10-18 23:58:02,368][root][INFO] - ===> Epoch[2515](12575/5): Loss -0.7879, Sem 0.0215, dir -0.9828, norm 0.1734, swav 0.0000 LR: 8.092e-02 Score 99.278 Data time: 0.0683, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.6980 [2020-10-18 23:58:04,376][root][INFO] - ===> Epoch[2516](12576/5): Loss -0.7943, Sem 0.0253, dir -0.9817, norm 0.1621, swav 0.0000 LR: 8.092e-02 Score 99.153 Data time: 0.1105, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9196 [2020-10-18 23:58:06,986][root][INFO] - ===> Epoch[2516](12577/5): Loss -0.7732, Sem 0.0247, dir -0.9827, norm 0.1847, swav 0.0000 LR: 8.092e-02 Score 99.181 Data time: 0.0721, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.5065 [2020-10-18 23:58:09,338][root][INFO] - ===> Epoch[2516](12578/5): Loss -0.7765, Sem 0.0282, dir -0.9798, norm 0.1750, swav 0.0000 LR: 8.092e-02 Score 99.061 Data time: 0.0699, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.2155 [2020-10-18 23:58:11,564][root][INFO] - ===> Epoch[2516](12579/5): Loss -0.7757, Sem 0.0263, dir -0.9807, norm 0.1788, swav 0.0000 LR: 8.092e-02 Score 99.141 Data time: 0.0837, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1218 [2020-10-18 23:58:13,964][root][INFO] - ===> Epoch[2516](12580/5): Loss -0.7862, Sem 0.0232, dir -0.9817, norm 0.1724, swav 0.0000 LR: 8.092e-02 Score 99.218 Data time: 0.1088, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.2785 [2020-10-18 23:58:15,966][root][INFO] - ===> Epoch[2517](12581/5): Loss -0.7811, Sem 0.0244, dir -0.9806, norm 0.1751, swav 0.0000 LR: 8.091e-02 Score 99.170 Data time: 0.0787, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.8458 [2020-10-18 23:58:18,255][root][INFO] - ===> Epoch[2517](12582/5): Loss -0.7802, Sem 0.0258, dir -0.9815, norm 0.1756, swav 0.0000 LR: 8.091e-02 Score 99.151 Data time: 0.0833, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1998 [2020-10-18 23:58:20,148][root][INFO] - ===> Epoch[2517](12583/5): Loss -0.7695, Sem 0.0256, dir -0.9788, norm 0.1837, swav 0.0000 LR: 8.091e-02 Score 99.136 Data time: 0.0706, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.7719 [2020-10-18 23:58:22,446][root][INFO] - ===> Epoch[2517](12584/5): Loss -0.7639, Sem 0.0272, dir -0.9802, norm 0.1891, swav 0.0000 LR: 8.091e-02 Score 99.100 Data time: 0.0911, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1938 [2020-10-18 23:58:25,262][root][INFO] - ===> Epoch[2517](12585/5): Loss -0.7682, Sem 0.0251, dir -0.9801, norm 0.1868, swav 0.0000 LR: 8.091e-02 Score 99.167 Data time: 0.0867, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.6932 [2020-10-18 23:58:27,211][root][INFO] - ===> Epoch[2518](12586/5): Loss -0.7698, Sem 0.0251, dir -0.9805, norm 0.1857, swav 0.0000 LR: 8.091e-02 Score 99.153 Data time: 0.0602, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.8445 [2020-10-18 23:58:29,475][root][INFO] - ===> Epoch[2518](12587/5): Loss -0.7701, Sem 0.0268, dir -0.9804, norm 0.1834, swav 0.0000 LR: 8.090e-02 Score 99.106 Data time: 0.0598, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1808 [2020-10-18 23:58:31,454][root][INFO] - ===> Epoch[2518](12588/5): Loss -0.7799, Sem 0.0258, dir -0.9817, norm 0.1759, swav 0.0000 LR: 8.090e-02 Score 99.141 Data time: 0.0561, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.8967 [2020-10-18 23:58:33,702][root][INFO] - ===> Epoch[2518](12589/5): Loss -0.7765, Sem 0.0258, dir -0.9801, norm 0.1778, swav 0.0000 LR: 8.090e-02 Score 99.129 Data time: 0.0761, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1808 [2020-10-18 23:58:35,503][root][INFO] - ===> Epoch[2518](12590/5): Loss -0.7749, Sem 0.0246, dir -0.9800, norm 0.1806, swav 0.0000 LR: 8.090e-02 Score 99.191 Data time: 0.0636, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.6999 [2020-10-18 23:58:37,507][root][INFO] - ===> Epoch[2519](12591/5): Loss -0.7849, Sem 0.0240, dir -0.9804, norm 0.1716, swav 0.0000 LR: 8.090e-02 Score 99.186 Data time: 0.0921, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9076 [2020-10-18 23:58:39,595][root][INFO] - ===> Epoch[2519](12592/5): Loss -0.7282, Sem 0.0281, dir -0.9792, norm 0.2229, swav 0.0000 LR: 8.090e-02 Score 99.109 Data time: 0.0976, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0213 [2020-10-18 23:58:42,278][root][INFO] - ===> Epoch[2519](12593/5): Loss -0.7485, Sem 0.0284, dir -0.9796, norm 0.2027, swav 0.0000 LR: 8.090e-02 Score 99.053 Data time: 0.0964, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.5730 [2020-10-18 23:58:44,739][root][INFO] - ===> Epoch[2519](12594/5): Loss -0.7695, Sem 0.0239, dir -0.9799, norm 0.1865, swav 0.0000 LR: 8.089e-02 Score 99.188 Data time: 0.0658, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.3435 [2020-10-18 23:58:46,956][root][INFO] - ===> Epoch[2519](12595/5): Loss -0.7704, Sem 0.0262, dir -0.9812, norm 0.1847, swav 0.0000 LR: 8.089e-02 Score 99.166 Data time: 0.0954, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1170 [2020-10-18 23:58:48,931][root][INFO] - ===> Epoch[2520](12596/5): Loss -0.7684, Sem 0.0257, dir -0.9789, norm 0.1848, swav 0.0000 LR: 8.089e-02 Score 99.133 Data time: 0.0740, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8552 [2020-10-18 23:58:51,439][root][INFO] - ===> Epoch[2520](12597/5): Loss -0.7555, Sem 0.0283, dir -0.9804, norm 0.1966, swav 0.0000 LR: 8.089e-02 Score 99.040 Data time: 0.0516, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.4158 [2020-10-18 23:58:53,456][root][INFO] - ===> Epoch[2520](12598/5): Loss -0.7920, Sem 0.0260, dir -0.9823, norm 0.1643, swav 0.0000 LR: 8.089e-02 Score 99.129 Data time: 0.1850, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9373 [2020-10-18 23:58:55,887][root][INFO] - ===> Epoch[2520](12599/5): Loss -0.7469, Sem 0.0282, dir -0.9766, norm 0.2016, swav 0.0000 LR: 8.089e-02 Score 99.063 Data time: 0.1049, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.3204 [2020-10-18 23:58:57,956][root][INFO] - ===> Epoch[2520](12600/5): Loss -0.7685, Sem 0.0249, dir -0.9816, norm 0.1882, swav 0.0000 LR: 8.088e-02 Score 99.185 Data time: 0.0867, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9426 [2020-10-18 23:58:58,869][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-18 23:58:59,025][root][INFO] - ===> Start testing [2020-10-18 23:59:37,723][root][INFO] - 68/68: Data time: 0.0022, Iter time: 0.1136 Loss 0.021 (AVG: 0.507) Score 99.373 (AVG: 90.229) mIOU 69.987 mAP 83.454 mAcc 76.906 IOU: 60.900 0.000 83.161 74.370 93.812 92.039 33.758 78.923 96.679 70.805 81.994 85.692 57.702 mAP: 81.846 6.030 96.958 88.357 98.858 98.422 58.956 95.722 99.792 79.553 94.862 94.923 90.619 mAcc: 77.502 0.000 91.799 82.864 96.473 97.536 40.802 92.367 97.762 75.799 89.505 95.275 62.092 [2020-10-18 23:59:37,726][root][INFO] - Finished test. Elapsed time: 38.6975 [2020-10-18 23:59:40,656][root][INFO] - [2020-10-18 23:59:40,656][root][INFO] - ################################################################ [2020-10-18 23:59:40,656][root][INFO] - what : AP AP_50% AP_25% [2020-10-18 23:59:40,656][root][INFO] - ################################################################ [2020-10-18 23:59:40,656][root][INFO] - clutter : nan nan nan [2020-10-18 23:59:40,656][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-18 23:59:40,656][root][INFO] - board : 0.780 0.841 0.925 [2020-10-18 23:59:40,656][root][INFO] - bookcase : 0.269 0.401 0.571 [2020-10-18 23:59:40,656][root][INFO] - ceiling : 0.503 0.551 0.607 [2020-10-18 23:59:40,657][root][INFO] - chair : 0.807 0.903 0.911 [2020-10-18 23:59:40,657][root][INFO] - column : 0.211 0.339 0.438 [2020-10-18 23:59:40,657][root][INFO] - door : 0.719 0.889 0.928 [2020-10-18 23:59:40,657][root][INFO] - floor : 0.563 0.583 0.624 [2020-10-18 23:59:40,657][root][INFO] - sofa : 0.416 0.636 0.727 [2020-10-18 23:59:40,657][root][INFO] - table : 0.147 0.315 0.643 [2020-10-18 23:59:40,657][root][INFO] - wall : 0.516 0.738 0.818 [2020-10-18 23:59:40,657][root][INFO] - window : 0.496 0.737 0.776 [2020-10-18 23:59:40,657][root][INFO] - ---------------------------------------------------------------- [2020-10-18 23:59:40,657][root][INFO] - average : 0.452 0.578 0.664 [2020-10-18 23:59:40,657][root][INFO] - [2020-10-18 23:59:40,825][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-18 23:59:40,826][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-18 23:59:42,305][root][INFO] - ===> Epoch[2521](12601/5): Loss -0.7829, Sem 0.0236, dir -0.9827, norm 0.1762, swav 0.0000 LR: 8.088e-02 Score 99.209 Data time: 0.0524, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.4739 [2020-10-18 23:59:44,686][root][INFO] - ===> Epoch[2521](12602/5): Loss -0.7734, Sem 0.0255, dir -0.9803, norm 0.1815, swav 0.0000 LR: 8.088e-02 Score 99.141 Data time: 0.1040, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.2943 [2020-10-18 23:59:46,703][root][INFO] - ===> Epoch[2521](12603/5): Loss -0.7503, Sem 0.0264, dir -0.9798, norm 0.2031, swav 0.0000 LR: 8.088e-02 Score 99.135 Data time: 0.0773, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8808 [2020-10-18 23:59:48,870][root][INFO] - ===> Epoch[2521](12604/5): Loss -0.7912, Sem 0.0268, dir -0.9815, norm 0.1635, swav 0.0000 LR: 8.088e-02 Score 99.108 Data time: 0.0653, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0506 [2020-10-18 23:59:50,838][root][INFO] - ===> Epoch[2521](12605/5): Loss -0.7654, Sem 0.0311, dir -0.9791, norm 0.1826, swav 0.0000 LR: 8.088e-02 Score 98.950 Data time: 0.0461, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8409 [2020-10-18 23:59:52,943][root][INFO] - ===> Epoch[2522](12606/5): Loss -0.7747, Sem 0.0253, dir -0.9819, norm 0.1819, swav 0.0000 LR: 8.088e-02 Score 99.147 Data time: 0.0616, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0409 [2020-10-18 23:59:55,701][root][INFO] - ===> Epoch[2522](12607/5): Loss -0.7655, Sem 0.0254, dir -0.9797, norm 0.1888, swav 0.0000 LR: 8.087e-02 Score 99.158 Data time: 0.1410, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.6572 [2020-10-18 23:59:57,758][root][INFO] - ===> Epoch[2522](12608/5): Loss -0.7765, Sem 0.0256, dir -0.9815, norm 0.1794, swav 0.0000 LR: 8.087e-02 Score 99.146 Data time: 0.0968, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9208 [2020-10-18 23:59:59,966][root][INFO] - ===> Epoch[2522](12609/5): Loss -0.7806, Sem 0.0239, dir -0.9812, norm 0.1768, swav 0.0000 LR: 8.087e-02 Score 99.204 Data time: 0.0678, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0972 [2020-10-19 00:00:01,979][root][INFO] - ===> Epoch[2522](12610/5): Loss -0.7789, Sem 0.0260, dir -0.9806, norm 0.1757, swav 0.0000 LR: 8.087e-02 Score 99.109 Data time: 0.0800, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9201 [2020-10-19 00:00:04,245][root][INFO] - ===> Epoch[2523](12611/5): Loss -0.7680, Sem 0.0281, dir -0.9794, norm 0.1833, swav 0.0000 LR: 8.087e-02 Score 99.086 Data time: 0.0892, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1431 [2020-10-19 00:00:06,359][root][INFO] - ===> Epoch[2523](12612/5): Loss -0.7694, Sem 0.0274, dir -0.9807, norm 0.1839, swav 0.0000 LR: 8.087e-02 Score 99.095 Data time: 0.0967, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0042 [2020-10-19 00:00:08,259][root][INFO] - ===> Epoch[2523](12613/5): Loss -0.7867, Sem 0.0250, dir -0.9816, norm 0.1699, swav 0.0000 LR: 8.086e-02 Score 99.160 Data time: 0.0828, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.7877 [2020-10-19 00:00:10,259][root][INFO] - ===> Epoch[2523](12614/5): Loss -0.7672, Sem 0.0265, dir -0.9813, norm 0.1876, swav 0.0000 LR: 8.086e-02 Score 99.131 Data time: 0.0601, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.8975 [2020-10-19 00:00:12,304][root][INFO] - ===> Epoch[2523](12615/5): Loss -0.7924, Sem 0.0272, dir -0.9813, norm 0.1617, swav 0.0000 LR: 8.086e-02 Score 99.086 Data time: 0.0850, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9476 [2020-10-19 00:00:14,375][root][INFO] - ===> Epoch[2524](12616/5): Loss -0.7900, Sem 0.0207, dir -0.9823, norm 0.1716, swav 0.0000 LR: 8.086e-02 Score 99.300 Data time: 0.0990, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9568 [2020-10-19 00:00:16,563][root][INFO] - ===> Epoch[2524](12617/5): Loss -0.7962, Sem 0.0233, dir -0.9822, norm 0.1627, swav 0.0000 LR: 8.086e-02 Score 99.213 Data time: 0.0546, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0652 [2020-10-19 00:00:18,624][root][INFO] - ===> Epoch[2524](12618/5): Loss -0.7496, Sem 0.0287, dir -0.9775, norm 0.1993, swav 0.0000 LR: 8.086e-02 Score 99.053 Data time: 0.0743, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9883 [2020-10-19 00:00:21,361][root][INFO] - ===> Epoch[2524](12619/5): Loss -0.7808, Sem 0.0253, dir -0.9818, norm 0.1757, swav 0.0000 LR: 8.086e-02 Score 99.154 Data time: 0.0681, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.6124 [2020-10-19 00:00:23,719][root][INFO] - ===> Epoch[2524](12620/5): Loss -0.7594, Sem 0.0286, dir -0.9781, norm 0.1901, swav 0.0000 LR: 8.085e-02 Score 99.058 Data time: 0.0685, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.2470 [2020-10-19 00:00:25,875][root][INFO] - ===> Epoch[2525](12621/5): Loss -0.7851, Sem 0.0237, dir -0.9815, norm 0.1727, swav 0.0000 LR: 8.085e-02 Score 99.200 Data time: 0.0856, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0486 [2020-10-19 00:00:28,163][root][INFO] - ===> Epoch[2525](12622/5): Loss -0.7663, Sem 0.0250, dir -0.9815, norm 0.1902, swav 0.0000 LR: 8.085e-02 Score 99.165 Data time: 0.0613, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1856 [2020-10-19 00:00:30,609][root][INFO] - ===> Epoch[2525](12623/5): Loss -0.7841, Sem 0.0232, dir -0.9803, norm 0.1729, swav 0.0000 LR: 8.085e-02 Score 99.217 Data time: 0.0472, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.3480 [2020-10-19 00:00:33,388][root][INFO] - ===> Epoch[2525](12624/5): Loss -0.7722, Sem 0.0237, dir -0.9801, norm 0.1843, swav 0.0000 LR: 8.085e-02 Score 99.182 Data time: 0.0666, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.7068 [2020-10-19 00:00:35,641][root][INFO] - ===> Epoch[2525](12625/5): Loss -0.7668, Sem 0.0264, dir -0.9798, norm 0.1866, swav 0.0000 LR: 8.085e-02 Score 99.120 Data time: 0.0811, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1281 [2020-10-19 00:00:37,944][root][INFO] - ===> Epoch[2526](12626/5): Loss -0.7545, Sem 0.0280, dir -0.9805, norm 0.1980, swav 0.0000 LR: 8.084e-02 Score 99.085 Data time: 0.0787, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1763 [2020-10-19 00:00:39,740][root][INFO] - ===> Epoch[2526](12627/5): Loss -0.7871, Sem 0.0254, dir -0.9805, norm 0.1680, swav 0.0000 LR: 8.084e-02 Score 99.153 Data time: 0.0749, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.6713 [2020-10-19 00:00:42,430][root][INFO] - ===> Epoch[2526](12628/5): Loss -0.7774, Sem 0.0246, dir -0.9815, norm 0.1796, swav 0.0000 LR: 8.084e-02 Score 99.184 Data time: 0.0548, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.5745 [2020-10-19 00:00:44,569][root][INFO] - ===> Epoch[2526](12629/5): Loss -0.7605, Sem 0.0285, dir -0.9794, norm 0.1904, swav 0.0000 LR: 8.084e-02 Score 99.066 Data time: 0.0813, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0370 [2020-10-19 00:00:46,866][root][INFO] - ===> Epoch[2526](12630/5): Loss -0.7927, Sem 0.0235, dir -0.9828, norm 0.1666, swav 0.0000 LR: 8.084e-02 Score 99.230 Data time: 0.0563, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1755 [2020-10-19 00:00:49,351][root][INFO] - ===> Epoch[2527](12631/5): Loss -0.7757, Sem 0.0268, dir -0.9780, norm 0.1754, swav 0.0000 LR: 8.084e-02 Score 99.096 Data time: 0.0589, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.3941 [2020-10-19 00:00:51,300][root][INFO] - ===> Epoch[2527](12632/5): Loss -0.7797, Sem 0.0256, dir -0.9817, norm 0.1764, swav 0.0000 LR: 8.084e-02 Score 99.137 Data time: 0.0435, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9166 [2020-10-19 00:00:53,229][root][INFO] - ===> Epoch[2527](12633/5): Loss -0.7926, Sem 0.0254, dir -0.9820, norm 0.1640, swav 0.0000 LR: 8.083e-02 Score 99.159 Data time: 0.0635, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.8527 [2020-10-19 00:00:55,413][root][INFO] - ===> Epoch[2527](12634/5): Loss -0.7704, Sem 0.0296, dir -0.9813, norm 0.1813, swav 0.0000 LR: 8.083e-02 Score 99.060 Data time: 0.0555, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0825 [2020-10-19 00:00:57,446][root][INFO] - ===> Epoch[2527](12635/5): Loss -0.7950, Sem 0.0244, dir -0.9810, norm 0.1616, swav 0.0000 LR: 8.083e-02 Score 99.180 Data time: 0.1157, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9550 [2020-10-19 00:00:59,720][root][INFO] - ===> Epoch[2528](12636/5): Loss -0.7506, Sem 0.0263, dir -0.9800, norm 0.2031, swav 0.0000 LR: 8.083e-02 Score 99.140 Data time: 0.0908, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1826 [2020-10-19 00:01:01,908][root][INFO] - ===> Epoch[2528](12637/5): Loss -0.7670, Sem 0.0256, dir -0.9808, norm 0.1882, swav 0.0000 LR: 8.083e-02 Score 99.127 Data time: 0.0864, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0578 [2020-10-19 00:01:04,008][root][INFO] - ===> Epoch[2528](12638/5): Loss -0.7660, Sem 0.0234, dir -0.9805, norm 0.1910, swav 0.0000 LR: 8.083e-02 Score 99.229 Data time: 0.0782, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9757 [2020-10-19 00:01:06,168][root][INFO] - ===> Epoch[2528](12639/5): Loss -0.7621, Sem 0.0255, dir -0.9809, norm 0.1933, swav 0.0000 LR: 8.082e-02 Score 99.146 Data time: 0.0578, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0426 [2020-10-19 00:01:08,252][root][INFO] - ===> Epoch[2528](12640/5): Loss -0.7652, Sem 0.0284, dir -0.9798, norm 0.1862, swav 0.0000 LR: 8.082e-02 Score 99.039 Data time: 0.0838, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9973 [2020-10-19 00:01:10,279][root][INFO] - ===> Epoch[2529](12641/5): Loss -0.7517, Sem 0.0241, dir -0.9814, norm 0.2056, swav 0.0000 LR: 8.082e-02 Score 99.201 Data time: 0.1210, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9074 [2020-10-19 00:01:12,684][root][INFO] - ===> Epoch[2529](12642/5): Loss -0.7765, Sem 0.0247, dir -0.9802, norm 0.1791, swav 0.0000 LR: 8.082e-02 Score 99.206 Data time: 0.0831, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.2979 [2020-10-19 00:01:15,006][root][INFO] - ===> Epoch[2529](12643/5): Loss -0.7534, Sem 0.0287, dir -0.9803, norm 0.1982, swav 0.0000 LR: 8.082e-02 Score 99.047 Data time: 0.0912, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1970 [2020-10-19 00:01:16,866][root][INFO] - ===> Epoch[2529](12644/5): Loss -0.7840, Sem 0.0255, dir -0.9817, norm 0.1721, swav 0.0000 LR: 8.082e-02 Score 99.159 Data time: 0.0799, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.7509 [2020-10-19 00:01:19,171][root][INFO] - ===> Epoch[2529](12645/5): Loss -0.7524, Sem 0.0247, dir -0.9810, norm 0.2039, swav 0.0000 LR: 8.082e-02 Score 99.166 Data time: 0.1004, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.2098 [2020-10-19 00:01:21,769][root][INFO] - ===> Epoch[2530](12646/5): Loss -0.7775, Sem 0.0231, dir -0.9806, norm 0.1800, swav 0.0000 LR: 8.081e-02 Score 99.244 Data time: 0.0617, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.4798 [2020-10-19 00:01:23,685][root][INFO] - ===> Epoch[2530](12647/5): Loss -0.7645, Sem 0.0250, dir -0.9816, norm 0.1921, swav 0.0000 LR: 8.081e-02 Score 99.176 Data time: 0.0749, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8359 [2020-10-19 00:01:25,957][root][INFO] - ===> Epoch[2530](12648/5): Loss -0.7801, Sem 0.0258, dir -0.9824, norm 0.1765, swav 0.0000 LR: 8.081e-02 Score 99.129 Data time: 0.0597, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1692 [2020-10-19 00:01:28,233][root][INFO] - ===> Epoch[2530](12649/5): Loss -0.7490, Sem 0.0223, dir -0.9825, norm 0.2112, swav 0.0000 LR: 8.081e-02 Score 99.255 Data time: 0.0715, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.2139 [2020-10-19 00:01:30,375][root][INFO] - ===> Epoch[2530](12650/5): Loss -0.7849, Sem 0.0240, dir -0.9824, norm 0.1735, swav 0.0000 LR: 8.081e-02 Score 99.200 Data time: 0.0615, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0484 [2020-10-19 00:01:32,689][root][INFO] - ===> Epoch[2531](12651/5): Loss -0.7458, Sem 0.0260, dir -0.9805, norm 0.2086, swav 0.0000 LR: 8.081e-02 Score 99.144 Data time: 0.0464, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1787 [2020-10-19 00:01:35,110][root][INFO] - ===> Epoch[2531](12652/5): Loss -0.7644, Sem 0.0226, dir -0.9803, norm 0.1933, swav 0.0000 LR: 8.080e-02 Score 99.240 Data time: 0.0789, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.3546 [2020-10-19 00:01:37,311][root][INFO] - ===> Epoch[2531](12653/5): Loss -0.7679, Sem 0.0259, dir -0.9798, norm 0.1861, swav 0.0000 LR: 8.080e-02 Score 99.117 Data time: 0.0632, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0865 [2020-10-19 00:01:39,156][root][INFO] - ===> Epoch[2531](12654/5): Loss -0.7909, Sem 0.0260, dir -0.9811, norm 0.1642, swav 0.0000 LR: 8.080e-02 Score 99.112 Data time: 0.1576, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.7399 [2020-10-19 00:01:41,777][root][INFO] - ===> Epoch[2531](12655/5): Loss -0.7672, Sem 0.0264, dir -0.9796, norm 0.1860, swav 0.0000 LR: 8.080e-02 Score 99.118 Data time: 0.1527, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.5402 [2020-10-19 00:01:43,825][root][INFO] - ===> Epoch[2532](12656/5): Loss -0.7598, Sem 0.0252, dir -0.9807, norm 0.1956, swav 0.0000 LR: 8.080e-02 Score 99.196 Data time: 0.0635, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9343 [2020-10-19 00:01:46,424][root][INFO] - ===> Epoch[2532](12657/5): Loss -0.7639, Sem 0.0252, dir -0.9805, norm 0.1915, swav 0.0000 LR: 8.080e-02 Score 99.154 Data time: 0.1636, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.5062 [2020-10-19 00:01:48,667][root][INFO] - ===> Epoch[2532](12658/5): Loss -0.7861, Sem 0.0259, dir -0.9825, norm 0.1705, swav 0.0000 LR: 8.080e-02 Score 99.145 Data time: 0.1487, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1649 [2020-10-19 00:01:50,417][root][INFO] - ===> Epoch[2532](12659/5): Loss -0.7684, Sem 0.0269, dir -0.9797, norm 0.1844, swav 0.0000 LR: 8.079e-02 Score 99.138 Data time: 0.0814, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.6267 [2020-10-19 00:01:52,608][root][INFO] - ===> Epoch[2532](12660/5): Loss -0.7843, Sem 0.0243, dir -0.9811, norm 0.1724, swav 0.0000 LR: 8.079e-02 Score 99.178 Data time: 0.0902, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1067 [2020-10-19 00:01:54,724][root][INFO] - ===> Epoch[2533](12661/5): Loss -0.7768, Sem 0.0250, dir -0.9806, norm 0.1788, swav 0.0000 LR: 8.079e-02 Score 99.146 Data time: 0.0872, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0175 [2020-10-19 00:01:57,731][root][INFO] - ===> Epoch[2533](12662/5): Loss -0.7742, Sem 0.0236, dir -0.9798, norm 0.1820, swav 0.0000 LR: 8.079e-02 Score 99.221 Data time: 0.0678, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.9006 [2020-10-19 00:01:59,864][root][INFO] - ===> Epoch[2533](12663/5): Loss -0.7709, Sem 0.0236, dir -0.9810, norm 0.1865, swav 0.0000 LR: 8.079e-02 Score 99.211 Data time: 0.0656, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0330 [2020-10-19 00:02:02,787][root][INFO] - ===> Epoch[2533](12664/5): Loss -0.7571, Sem 0.0251, dir -0.9803, norm 0.1981, swav 0.0000 LR: 8.079e-02 Score 99.173 Data time: 0.0812, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.8434 [2020-10-19 00:02:04,542][root][INFO] - ===> Epoch[2533](12665/5): Loss -0.7862, Sem 0.0254, dir -0.9802, norm 0.1687, swav 0.0000 LR: 8.078e-02 Score 99.146 Data time: 0.0773, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.6461 [2020-10-19 00:02:06,991][root][INFO] - ===> Epoch[2534](12666/5): Loss -0.7641, Sem 0.0241, dir -0.9802, norm 0.1920, swav 0.0000 LR: 8.078e-02 Score 99.183 Data time: 0.1009, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.3569 [2020-10-19 00:02:09,682][root][INFO] - ===> Epoch[2534](12667/5): Loss -0.7499, Sem 0.0267, dir -0.9780, norm 0.2015, swav 0.0000 LR: 8.078e-02 Score 99.084 Data time: 0.0724, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.5878 [2020-10-19 00:02:11,819][root][INFO] - ===> Epoch[2534](12668/5): Loss -0.7739, Sem 0.0251, dir -0.9804, norm 0.1814, swav 0.0000 LR: 8.078e-02 Score 99.179 Data time: 0.0825, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0231 [2020-10-19 00:02:13,940][root][INFO] - ===> Epoch[2534](12669/5): Loss -0.7655, Sem 0.0258, dir -0.9778, norm 0.1865, swav 0.0000 LR: 8.078e-02 Score 99.137 Data time: 0.0827, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0143 [2020-10-19 00:02:15,822][root][INFO] - ===> Epoch[2534](12670/5): Loss -0.7703, Sem 0.0255, dir -0.9808, norm 0.1851, swav 0.0000 LR: 8.078e-02 Score 99.163 Data time: 0.0824, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.7724 [2020-10-19 00:02:17,818][root][INFO] - ===> Epoch[2535](12671/5): Loss -0.7746, Sem 0.0238, dir -0.9814, norm 0.1830, swav 0.0000 LR: 8.078e-02 Score 99.216 Data time: 0.0903, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.8796 [2020-10-19 00:02:19,916][root][INFO] - ===> Epoch[2535](12672/5): Loss -0.7646, Sem 0.0280, dir -0.9804, norm 0.1878, swav 0.0000 LR: 8.077e-02 Score 99.061 Data time: 0.0660, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9799 [2020-10-19 00:02:22,396][root][INFO] - ===> Epoch[2535](12673/5): Loss -0.7612, Sem 0.0257, dir -0.9795, norm 0.1926, swav 0.0000 LR: 8.077e-02 Score 99.142 Data time: 0.0690, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.4051 [2020-10-19 00:02:24,422][root][INFO] - ===> Epoch[2535](12674/5): Loss -0.7956, Sem 0.0224, dir -0.9834, norm 0.1653, swav 0.0000 LR: 8.077e-02 Score 99.243 Data time: 0.0894, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9355 [2020-10-19 00:02:26,669][root][INFO] - ===> Epoch[2535](12675/5): Loss -0.7595, Sem 0.0234, dir -0.9803, norm 0.1974, swav 0.0000 LR: 8.077e-02 Score 99.243 Data time: 0.0918, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1243 [2020-10-19 00:02:29,079][root][INFO] - ===> Epoch[2536](12676/5): Loss -0.7765, Sem 0.0234, dir -0.9829, norm 0.1830, swav 0.0000 LR: 8.077e-02 Score 99.222 Data time: 0.0661, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.2902 [2020-10-19 00:02:31,587][root][INFO] - ===> Epoch[2536](12677/5): Loss -0.7667, Sem 0.0241, dir -0.9816, norm 0.1908, swav 0.0000 LR: 8.077e-02 Score 99.206 Data time: 0.0966, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.4124 [2020-10-19 00:02:33,694][root][INFO] - ===> Epoch[2536](12678/5): Loss -0.7780, Sem 0.0247, dir -0.9823, norm 0.1796, swav 0.0000 LR: 8.076e-02 Score 99.170 Data time: 0.0929, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9901 [2020-10-19 00:02:35,868][root][INFO] - ===> Epoch[2536](12679/5): Loss -0.7759, Sem 0.0267, dir -0.9797, norm 0.1771, swav 0.0000 LR: 8.076e-02 Score 99.109 Data time: 0.0646, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0792 [2020-10-19 00:02:37,748][root][INFO] - ===> Epoch[2536](12680/5): Loss -0.7704, Sem 0.0270, dir -0.9806, norm 0.1831, swav 0.0000 LR: 8.076e-02 Score 99.088 Data time: 0.0413, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.7994 [2020-10-19 00:02:39,861][root][INFO] - ===> Epoch[2537](12681/5): Loss -0.7831, Sem 0.0255, dir -0.9822, norm 0.1737, swav 0.0000 LR: 8.076e-02 Score 99.133 Data time: 0.0491, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0703 [2020-10-19 00:02:41,875][root][INFO] - ===> Epoch[2537](12682/5): Loss -0.7689, Sem 0.0269, dir -0.9806, norm 0.1849, swav 0.0000 LR: 8.076e-02 Score 99.123 Data time: 0.0619, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9358 [2020-10-19 00:02:43,877][root][INFO] - ===> Epoch[2537](12683/5): Loss -0.7800, Sem 0.0251, dir -0.9818, norm 0.1767, swav 0.0000 LR: 8.076e-02 Score 99.153 Data time: 0.0808, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9055 [2020-10-19 00:02:46,112][root][INFO] - ===> Epoch[2537](12684/5): Loss -0.7822, Sem 0.0246, dir -0.9811, norm 0.1743, swav 0.0000 LR: 8.076e-02 Score 99.184 Data time: 0.0582, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1077 [2020-10-19 00:02:48,359][root][INFO] - ===> Epoch[2537](12685/5): Loss -0.7692, Sem 0.0247, dir -0.9807, norm 0.1867, swav 0.0000 LR: 8.075e-02 Score 99.185 Data time: 0.0828, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1784 [2020-10-19 00:02:50,530][root][INFO] - ===> Epoch[2538](12686/5): Loss -0.7853, Sem 0.0254, dir -0.9805, norm 0.1697, swav 0.0000 LR: 8.075e-02 Score 99.147 Data time: 0.0772, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0614 [2020-10-19 00:02:52,501][root][INFO] - ===> Epoch[2538](12687/5): Loss -0.7792, Sem 0.0220, dir -0.9828, norm 0.1816, swav 0.0000 LR: 8.075e-02 Score 99.270 Data time: 0.0660, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.8911 [2020-10-19 00:02:54,599][root][INFO] - ===> Epoch[2538](12688/5): Loss -0.7438, Sem 0.0293, dir -0.9797, norm 0.2066, swav 0.0000 LR: 8.075e-02 Score 99.053 Data time: 0.0851, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0050 [2020-10-19 00:02:56,543][root][INFO] - ===> Epoch[2538](12689/5): Loss -0.7789, Sem 0.0263, dir -0.9805, norm 0.1752, swav 0.0000 LR: 8.075e-02 Score 99.130 Data time: 0.0588, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8183 [2020-10-19 00:02:58,361][root][INFO] - ===> Epoch[2538](12690/5): Loss -0.7895, Sem 0.0243, dir -0.9828, norm 0.1690, swav 0.0000 LR: 8.075e-02 Score 99.178 Data time: 0.0679, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.7533 [2020-10-19 00:03:00,490][root][INFO] - ===> Epoch[2539](12691/5): Loss -0.7731, Sem 0.0256, dir -0.9806, norm 0.1819, swav 0.0000 LR: 8.074e-02 Score 99.158 Data time: 0.3409, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0385 [2020-10-19 00:03:02,473][root][INFO] - ===> Epoch[2539](12692/5): Loss -0.7928, Sem 0.0234, dir -0.9827, norm 0.1665, swav 0.0000 LR: 8.074e-02 Score 99.215 Data time: 0.0869, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8746 [2020-10-19 00:03:04,599][root][INFO] - ===> Epoch[2539](12693/5): Loss -0.7743, Sem 0.0273, dir -0.9787, norm 0.1771, swav 0.0000 LR: 8.074e-02 Score 99.079 Data time: 0.0630, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0046 [2020-10-19 00:03:07,274][root][INFO] - ===> Epoch[2539](12694/5): Loss -0.7761, Sem 0.0251, dir -0.9806, norm 0.1793, swav 0.0000 LR: 8.074e-02 Score 99.153 Data time: 0.0608, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.5785 [2020-10-19 00:03:09,728][root][INFO] - ===> Epoch[2539](12695/5): Loss -0.7810, Sem 0.0244, dir -0.9815, norm 0.1760, swav 0.0000 LR: 8.074e-02 Score 99.185 Data time: 0.0750, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.3720 [2020-10-19 00:03:11,590][root][INFO] - ===> Epoch[2540](12696/5): Loss -0.7801, Sem 0.0235, dir -0.9837, norm 0.1801, swav 0.0000 LR: 8.074e-02 Score 99.211 Data time: 0.0809, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.7516 [2020-10-19 00:03:13,763][root][INFO] - ===> Epoch[2540](12697/5): Loss -0.7938, Sem 0.0257, dir -0.9814, norm 0.1619, swav 0.0000 LR: 8.074e-02 Score 99.110 Data time: 0.1993, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0635 [2020-10-19 00:03:15,667][root][INFO] - ===> Epoch[2540](12698/5): Loss -0.7884, Sem 0.0236, dir -0.9824, norm 0.1705, swav 0.0000 LR: 8.073e-02 Score 99.217 Data time: 0.0912, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8048 [2020-10-19 00:03:17,708][root][INFO] - ===> Epoch[2540](12699/5): Loss -0.7893, Sem 0.0229, dir -0.9835, norm 0.1714, swav 0.0000 LR: 8.073e-02 Score 99.227 Data time: 0.0812, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9285 [2020-10-19 00:03:20,033][root][INFO] - ===> Epoch[2540](12700/5): Loss -0.7653, Sem 0.0294, dir -0.9802, norm 0.1855, swav 0.0000 LR: 8.073e-02 Score 99.047 Data time: 0.0861, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.2017 [2020-10-19 00:03:21,029][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 00:03:22,994][root][INFO] - ===> Epoch[2541](12701/5): Loss -0.7764, Sem 0.0242, dir -0.9804, norm 0.1798, swav 0.0000 LR: 8.073e-02 Score 99.193 Data time: 0.0772, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.7798 [2020-10-19 00:03:25,145][root][INFO] - ===> Epoch[2541](12702/5): Loss -0.7670, Sem 0.0264, dir -0.9799, norm 0.1864, swav 0.0000 LR: 8.073e-02 Score 99.113 Data time: 0.0920, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0315 [2020-10-19 00:03:27,399][root][INFO] - ===> Epoch[2541](12703/5): Loss -0.7785, Sem 0.0260, dir -0.9820, norm 0.1774, swav 0.0000 LR: 8.073e-02 Score 99.135 Data time: 0.0722, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1406 [2020-10-19 00:03:29,594][root][INFO] - ===> Epoch[2541](12704/5): Loss -0.7826, Sem 0.0236, dir -0.9832, norm 0.1770, swav 0.0000 LR: 8.072e-02 Score 99.223 Data time: 0.0932, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0950 [2020-10-19 00:03:31,882][root][INFO] - ===> Epoch[2541](12705/5): Loss -0.7520, Sem 0.0280, dir -0.9778, norm 0.1978, swav 0.0000 LR: 8.072e-02 Score 99.081 Data time: 0.0618, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1814 [2020-10-19 00:03:33,984][root][INFO] - ===> Epoch[2542](12706/5): Loss -0.7833, Sem 0.0245, dir -0.9809, norm 0.1731, swav 0.0000 LR: 8.072e-02 Score 99.217 Data time: 0.0613, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0071 [2020-10-19 00:03:36,127][root][INFO] - ===> Epoch[2542](12707/5): Loss -0.7644, Sem 0.0281, dir -0.9806, norm 0.1881, swav 0.0000 LR: 8.072e-02 Score 99.068 Data time: 0.0636, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0493 [2020-10-19 00:03:38,260][root][INFO] - ===> Epoch[2542](12708/5): Loss -0.7872, Sem 0.0254, dir -0.9822, norm 0.1696, swav 0.0000 LR: 8.072e-02 Score 99.153 Data time: 0.0830, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0364 [2020-10-19 00:03:40,329][root][INFO] - ===> Epoch[2542](12709/5): Loss -0.7672, Sem 0.0280, dir -0.9790, norm 0.1838, swav 0.0000 LR: 8.072e-02 Score 99.068 Data time: 0.0725, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9661 [2020-10-19 00:03:42,638][root][INFO] - ===> Epoch[2542](12710/5): Loss -0.7907, Sem 0.0233, dir -0.9820, norm 0.1680, swav 0.0000 LR: 8.072e-02 Score 99.220 Data time: 0.0851, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.2105 [2020-10-19 00:03:45,546][root][INFO] - ===> Epoch[2543](12711/5): Loss -0.7785, Sem 0.0242, dir -0.9807, norm 0.1780, swav 0.0000 LR: 8.071e-02 Score 99.206 Data time: 0.0776, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.8012 [2020-10-19 00:03:47,425][root][INFO] - ===> Epoch[2543](12712/5): Loss -0.7845, Sem 0.0266, dir -0.9804, norm 0.1692, swav 0.0000 LR: 8.071e-02 Score 99.123 Data time: 0.0786, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.7781 [2020-10-19 00:03:49,575][root][INFO] - ===> Epoch[2543](12713/5): Loss -0.7770, Sem 0.0269, dir -0.9804, norm 0.1764, swav 0.0000 LR: 8.071e-02 Score 99.077 Data time: 0.0768, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0503 [2020-10-19 00:03:51,703][root][INFO] - ===> Epoch[2543](12714/5): Loss -0.7739, Sem 0.0230, dir -0.9820, norm 0.1851, swav 0.0000 LR: 8.071e-02 Score 99.246 Data time: 0.0483, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0419 [2020-10-19 00:03:53,980][root][INFO] - ===> Epoch[2543](12715/5): Loss -0.7863, Sem 0.0249, dir -0.9824, norm 0.1712, swav 0.0000 LR: 8.071e-02 Score 99.167 Data time: 0.0805, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1891 [2020-10-19 00:03:56,622][root][INFO] - ===> Epoch[2544](12716/5): Loss -0.7648, Sem 0.0249, dir -0.9796, norm 0.1900, swav 0.0000 LR: 8.071e-02 Score 99.197 Data time: 0.0848, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.5117 [2020-10-19 00:03:58,502][root][INFO] - ===> Epoch[2544](12717/5): Loss -0.7870, Sem 0.0249, dir -0.9807, norm 0.1687, swav 0.0000 LR: 8.070e-02 Score 99.173 Data time: 0.0669, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.7945 [2020-10-19 00:04:00,418][root][INFO] - ===> Epoch[2544](12718/5): Loss -0.7893, Sem 0.0251, dir -0.9819, norm 0.1676, swav 0.0000 LR: 8.070e-02 Score 99.150 Data time: 0.1583, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.8374 [2020-10-19 00:04:02,616][root][INFO] - ===> Epoch[2544](12719/5): Loss -0.7827, Sem 0.0253, dir -0.9799, norm 0.1718, swav 0.0000 LR: 8.070e-02 Score 99.139 Data time: 0.0968, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1315 [2020-10-19 00:04:04,795][root][INFO] - ===> Epoch[2544](12720/5): Loss -0.7874, Sem 0.0233, dir -0.9815, norm 0.1708, swav 0.0000 LR: 8.070e-02 Score 99.220 Data time: 0.0775, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0665 [2020-10-19 00:04:06,900][root][INFO] - ===> Epoch[2545](12721/5): Loss -0.7549, Sem 0.0257, dir -0.9794, norm 0.1988, swav 0.0000 LR: 8.070e-02 Score 99.176 Data time: 0.0608, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0448 [2020-10-19 00:04:09,068][root][INFO] - ===> Epoch[2545](12722/5): Loss -0.7761, Sem 0.0263, dir -0.9824, norm 0.1800, swav 0.0000 LR: 8.070e-02 Score 99.129 Data time: 0.0631, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1000 [2020-10-19 00:04:11,458][root][INFO] - ===> Epoch[2545](12723/5): Loss -0.7830, Sem 0.0245, dir -0.9825, norm 0.1750, swav 0.0000 LR: 8.070e-02 Score 99.185 Data time: 0.0642, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.2779 [2020-10-19 00:04:13,757][root][INFO] - ===> Epoch[2545](12724/5): Loss -0.7726, Sem 0.0253, dir -0.9806, norm 0.1827, swav 0.0000 LR: 8.069e-02 Score 99.165 Data time: 0.0668, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.2088 [2020-10-19 00:04:16,214][root][INFO] - ===> Epoch[2545](12725/5): Loss -0.7750, Sem 0.0263, dir -0.9816, norm 0.1803, swav 0.0000 LR: 8.069e-02 Score 99.122 Data time: 0.0953, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.3525 [2020-10-19 00:04:18,379][root][INFO] - ===> Epoch[2546](12726/5): Loss -0.7747, Sem 0.0254, dir -0.9805, norm 0.1804, swav 0.0000 LR: 8.069e-02 Score 99.126 Data time: 0.0709, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0414 [2020-10-19 00:04:20,090][root][INFO] - ===> Epoch[2546](12727/5): Loss -0.8057, Sem 0.0233, dir -0.9840, norm 0.1550, swav 0.0000 LR: 8.069e-02 Score 99.213 Data time: 0.0692, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.6350 [2020-10-19 00:04:22,393][root][INFO] - ===> Epoch[2546](12728/5): Loss -0.7798, Sem 0.0254, dir -0.9795, norm 0.1742, swav 0.0000 LR: 8.069e-02 Score 99.169 Data time: 0.0957, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.2074 [2020-10-19 00:04:24,776][root][INFO] - ===> Epoch[2546](12729/5): Loss -0.7937, Sem 0.0246, dir -0.9809, norm 0.1626, swav 0.0000 LR: 8.069e-02 Score 99.171 Data time: 0.0584, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.2743 [2020-10-19 00:04:26,675][root][INFO] - ===> Epoch[2546](12730/5): Loss -0.7829, Sem 0.0254, dir -0.9822, norm 0.1739, swav 0.0000 LR: 8.068e-02 Score 99.142 Data time: 0.0724, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.8056 [2020-10-19 00:04:29,048][root][INFO] - ===> Epoch[2547](12731/5): Loss -0.7977, Sem 0.0243, dir -0.9837, norm 0.1617, swav 0.0000 LR: 8.068e-02 Score 99.194 Data time: 0.0827, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.2793 [2020-10-19 00:04:31,570][root][INFO] - ===> Epoch[2547](12732/5): Loss -0.7968, Sem 0.0220, dir -0.9818, norm 0.1630, swav 0.0000 LR: 8.068e-02 Score 99.258 Data time: 0.0729, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.4002 [2020-10-19 00:04:33,664][root][INFO] - ===> Epoch[2547](12733/5): Loss -0.8016, Sem 0.0234, dir -0.9834, norm 0.1584, swav 0.0000 LR: 8.068e-02 Score 99.202 Data time: 0.0784, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9894 [2020-10-19 00:04:36,154][root][INFO] - ===> Epoch[2547](12734/5): Loss -0.7639, Sem 0.0297, dir -0.9794, norm 0.1858, swav 0.0000 LR: 8.068e-02 Score 99.039 Data time: 0.0779, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.3841 [2020-10-19 00:04:38,606][root][INFO] - ===> Epoch[2547](12735/5): Loss -0.7899, Sem 0.0248, dir -0.9824, norm 0.1677, swav 0.0000 LR: 8.068e-02 Score 99.178 Data time: 0.0816, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.3541 [2020-10-19 00:04:41,047][root][INFO] - ===> Epoch[2548](12736/5): Loss -0.7646, Sem 0.0254, dir -0.9796, norm 0.1896, swav 0.0000 LR: 8.068e-02 Score 99.165 Data time: 0.0749, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.3291 [2020-10-19 00:04:43,177][root][INFO] - ===> Epoch[2548](12737/5): Loss -0.7778, Sem 0.0298, dir -0.9805, norm 0.1728, swav 0.0000 LR: 8.067e-02 Score 99.054 Data time: 0.0689, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0053 [2020-10-19 00:04:45,244][root][INFO] - ===> Epoch[2548](12738/5): Loss -0.7870, Sem 0.0340, dir -0.9818, norm 0.1609, swav 0.0000 LR: 8.067e-02 Score 98.944 Data time: 0.0783, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9672 [2020-10-19 00:04:47,448][root][INFO] - ===> Epoch[2548](12739/5): Loss -0.7876, Sem 0.0260, dir -0.9819, norm 0.1682, swav 0.0000 LR: 8.067e-02 Score 99.142 Data time: 0.1063, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0991 [2020-10-19 00:04:49,320][root][INFO] - ===> Epoch[2548](12740/5): Loss -0.7827, Sem 0.0256, dir -0.9815, norm 0.1732, swav 0.0000 LR: 8.067e-02 Score 99.147 Data time: 0.0633, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.7612 [2020-10-19 00:04:51,353][root][INFO] - ===> Epoch[2549](12741/5): Loss -0.7722, Sem 0.0337, dir -0.9794, norm 0.1736, swav 0.0000 LR: 8.067e-02 Score 98.898 Data time: 0.0670, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9400 [2020-10-19 00:04:53,790][root][INFO] - ===> Epoch[2549](12742/5): Loss -0.7812, Sem 0.0257, dir -0.9818, norm 0.1750, swav 0.0000 LR: 8.067e-02 Score 99.171 Data time: 0.2270, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.3299 [2020-10-19 00:04:56,497][root][INFO] - ===> Epoch[2549](12743/5): Loss -0.7692, Sem 0.0238, dir -0.9796, norm 0.1866, swav 0.0000 LR: 8.067e-02 Score 99.201 Data time: 0.0772, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.5976 [2020-10-19 00:04:58,387][root][INFO] - ===> Epoch[2549](12744/5): Loss -0.7731, Sem 0.0276, dir -0.9805, norm 0.1798, swav 0.0000 LR: 8.066e-02 Score 99.084 Data time: 0.0531, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.7596 [2020-10-19 00:05:00,749][root][INFO] - ===> Epoch[2549](12745/5): Loss -0.7636, Sem 0.0268, dir -0.9810, norm 0.1906, swav 0.0000 LR: 8.066e-02 Score 99.095 Data time: 0.0727, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.2882 [2020-10-19 00:05:02,757][root][INFO] - ===> Epoch[2550](12746/5): Loss -0.7717, Sem 0.0308, dir -0.9793, norm 0.1768, swav 0.0000 LR: 8.066e-02 Score 99.028 Data time: 0.0864, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9036 [2020-10-19 00:05:04,708][root][INFO] - ===> Epoch[2550](12747/5): Loss -0.7874, Sem 0.0250, dir -0.9805, norm 0.1682, swav 0.0000 LR: 8.066e-02 Score 99.148 Data time: 0.1690, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.8310 [2020-10-19 00:05:06,617][root][INFO] - ===> Epoch[2550](12748/5): Loss -0.7621, Sem 0.0296, dir -0.9801, norm 0.1884, swav 0.0000 LR: 8.066e-02 Score 99.031 Data time: 0.1017, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.8143 [2020-10-19 00:05:08,855][root][INFO] - ===> Epoch[2550](12749/5): Loss -0.7661, Sem 0.0262, dir -0.9788, norm 0.1865, swav 0.0000 LR: 8.066e-02 Score 99.133 Data time: 0.0638, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1439 [2020-10-19 00:05:12,032][root][INFO] - ===> Epoch[2550](12750/5): Loss -0.7754, Sem 0.0250, dir -0.9813, norm 0.1810, swav 0.0000 LR: 8.065e-02 Score 99.173 Data time: 0.0825, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 3.1106 [2020-10-19 00:05:14,040][root][INFO] - ===> Epoch[2551](12751/5): Loss -0.7702, Sem 0.0262, dir -0.9796, norm 0.1833, swav 0.0000 LR: 8.065e-02 Score 99.128 Data time: 0.0727, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.8957 [2020-10-19 00:05:15,937][root][INFO] - ===> Epoch[2551](12752/5): Loss -0.7901, Sem 0.0233, dir -0.9818, norm 0.1684, swav 0.0000 LR: 8.065e-02 Score 99.205 Data time: 0.0833, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.8361 [2020-10-19 00:05:17,990][root][INFO] - ===> Epoch[2551](12753/5): Loss -0.7801, Sem 0.0262, dir -0.9804, norm 0.1741, swav 0.0000 LR: 8.065e-02 Score 99.128 Data time: 0.0652, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9578 [2020-10-19 00:05:20,098][root][INFO] - ===> Epoch[2551](12754/5): Loss -0.7847, Sem 0.0247, dir -0.9817, norm 0.1723, swav 0.0000 LR: 8.065e-02 Score 99.173 Data time: 0.0445, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0225 [2020-10-19 00:05:22,031][root][INFO] - ===> Epoch[2551](12755/5): Loss -0.7814, Sem 0.0268, dir -0.9808, norm 0.1725, swav 0.0000 LR: 8.065e-02 Score 99.086 Data time: 0.0738, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.8720 [2020-10-19 00:05:24,359][root][INFO] - ===> Epoch[2552](12756/5): Loss -0.7800, Sem 0.0252, dir -0.9810, norm 0.1759, swav 0.0000 LR: 8.065e-02 Score 99.184 Data time: 0.0771, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.2439 [2020-10-19 00:05:26,592][root][INFO] - ===> Epoch[2552](12757/5): Loss -0.7679, Sem 0.0259, dir -0.9802, norm 0.1865, swav 0.0000 LR: 8.064e-02 Score 99.197 Data time: 0.0565, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1056 [2020-10-19 00:05:28,675][root][INFO] - ===> Epoch[2552](12758/5): Loss -0.7815, Sem 0.0263, dir -0.9804, norm 0.1727, swav 0.0000 LR: 8.064e-02 Score 99.105 Data time: 0.0951, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0204 [2020-10-19 00:05:31,136][root][INFO] - ===> Epoch[2552](12759/5): Loss -0.7770, Sem 0.0247, dir -0.9824, norm 0.1807, swav 0.0000 LR: 8.064e-02 Score 99.171 Data time: 0.1517, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.3618 [2020-10-19 00:05:33,470][root][INFO] - ===> Epoch[2552](12760/5): Loss -0.7727, Sem 0.0258, dir -0.9800, norm 0.1815, swav 0.0000 LR: 8.064e-02 Score 99.154 Data time: 0.1118, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.2339 [2020-10-19 00:05:35,673][root][INFO] - ===> Epoch[2553](12761/5): Loss -0.7859, Sem 0.0245, dir -0.9813, norm 0.1709, swav 0.0000 LR: 8.064e-02 Score 99.175 Data time: 0.0924, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0843 [2020-10-19 00:05:37,780][root][INFO] - ===> Epoch[2553](12762/5): Loss -0.7684, Sem 0.0231, dir -0.9805, norm 0.1890, swav 0.0000 LR: 8.064e-02 Score 99.237 Data time: 0.0588, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0090 [2020-10-19 00:05:40,110][root][INFO] - ===> Epoch[2553](12763/5): Loss -0.7804, Sem 0.0239, dir -0.9809, norm 0.1766, swav 0.0000 LR: 8.063e-02 Score 99.204 Data time: 0.0668, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.2542 [2020-10-19 00:05:42,546][root][INFO] - ===> Epoch[2553](12764/5): Loss -0.7607, Sem 0.0271, dir -0.9793, norm 0.1915, swav 0.0000 LR: 8.063e-02 Score 99.092 Data time: 0.0778, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.3452 [2020-10-19 00:05:44,687][root][INFO] - ===> Epoch[2553](12765/5): Loss -0.7758, Sem 0.0259, dir -0.9809, norm 0.1792, swav 0.0000 LR: 8.063e-02 Score 99.118 Data time: 0.0871, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0429 [2020-10-19 00:05:46,881][root][INFO] - ===> Epoch[2554](12766/5): Loss -0.7675, Sem 0.0266, dir -0.9833, norm 0.1893, swav 0.0000 LR: 8.063e-02 Score 99.167 Data time: 0.0624, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0833 [2020-10-19 00:05:49,063][root][INFO] - ===> Epoch[2554](12767/5): Loss -0.7831, Sem 0.0246, dir -0.9815, norm 0.1738, swav 0.0000 LR: 8.063e-02 Score 99.190 Data time: 0.0695, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1054 [2020-10-19 00:05:51,520][root][INFO] - ===> Epoch[2554](12768/5): Loss -0.7700, Sem 0.0266, dir -0.9802, norm 0.1836, swav 0.0000 LR: 8.063e-02 Score 99.110 Data time: 0.1059, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.3445 [2020-10-19 00:05:53,781][root][INFO] - ===> Epoch[2554](12769/5): Loss -0.7807, Sem 0.0215, dir -0.9823, norm 0.1801, swav 0.0000 LR: 8.063e-02 Score 99.288 Data time: 0.0695, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1507 [2020-10-19 00:05:55,761][root][INFO] - ===> Epoch[2554](12770/5): Loss -0.7770, Sem 0.0248, dir -0.9787, norm 0.1769, swav 0.0000 LR: 8.062e-02 Score 99.164 Data time: 0.0833, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.8924 [2020-10-19 00:05:57,935][root][INFO] - ===> Epoch[2555](12771/5): Loss -0.7819, Sem 0.0248, dir -0.9813, norm 0.1747, swav 0.0000 LR: 8.062e-02 Score 99.182 Data time: 0.0657, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0865 [2020-10-19 00:06:00,179][root][INFO] - ===> Epoch[2555](12772/5): Loss -0.7763, Sem 0.0250, dir -0.9805, norm 0.1792, swav 0.0000 LR: 8.062e-02 Score 99.166 Data time: 0.0739, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1507 [2020-10-19 00:06:02,197][root][INFO] - ===> Epoch[2555](12773/5): Loss -0.7695, Sem 0.0253, dir -0.9785, norm 0.1836, swav 0.0000 LR: 8.062e-02 Score 99.159 Data time: 0.0896, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.8937 [2020-10-19 00:06:04,253][root][INFO] - ===> Epoch[2555](12774/5): Loss -0.7740, Sem 0.0250, dir -0.9820, norm 0.1830, swav 0.0000 LR: 8.062e-02 Score 99.145 Data time: 0.0779, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9485 [2020-10-19 00:06:06,789][root][INFO] - ===> Epoch[2555](12775/5): Loss -0.7797, Sem 0.0252, dir -0.9819, norm 0.1770, swav 0.0000 LR: 8.062e-02 Score 99.159 Data time: 0.0484, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.4213 [2020-10-19 00:06:08,988][root][INFO] - ===> Epoch[2556](12776/5): Loss -0.7684, Sem 0.0256, dir -0.9800, norm 0.1860, swav 0.0000 LR: 8.061e-02 Score 99.135 Data time: 0.0563, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1348 [2020-10-19 00:06:11,295][root][INFO] - ===> Epoch[2556](12777/5): Loss -0.7846, Sem 0.0230, dir -0.9829, norm 0.1753, swav 0.0000 LR: 8.061e-02 Score 99.246 Data time: 0.0669, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.2176 [2020-10-19 00:06:13,475][root][INFO] - ===> Epoch[2556](12778/5): Loss -0.7603, Sem 0.0272, dir -0.9794, norm 0.1920, swav 0.0000 LR: 8.061e-02 Score 99.086 Data time: 0.0537, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0828 [2020-10-19 00:06:15,868][root][INFO] - ===> Epoch[2556](12779/5): Loss -0.7777, Sem 0.0258, dir -0.9818, norm 0.1783, swav 0.0000 LR: 8.061e-02 Score 99.153 Data time: 0.0790, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.3263 [2020-10-19 00:06:18,147][root][INFO] - ===> Epoch[2556](12780/5): Loss -0.7805, Sem 0.0238, dir -0.9815, norm 0.1772, swav 0.0000 LR: 8.061e-02 Score 99.202 Data time: 0.0795, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1621 [2020-10-19 00:06:20,106][root][INFO] - ===> Epoch[2557](12781/5): Loss -0.7854, Sem 0.0257, dir -0.9815, norm 0.1704, swav 0.0000 LR: 8.061e-02 Score 99.131 Data time: 0.0873, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.8825 [2020-10-19 00:06:22,353][root][INFO] - ===> Epoch[2557](12782/5): Loss -0.7506, Sem 0.0248, dir -0.9794, norm 0.2040, swav 0.0000 LR: 8.061e-02 Score 99.159 Data time: 0.0775, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1373 [2020-10-19 00:06:24,676][root][INFO] - ===> Epoch[2557](12783/5): Loss -0.7752, Sem 0.0271, dir -0.9796, norm 0.1774, swav 0.0000 LR: 8.060e-02 Score 99.100 Data time: 0.0666, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1960 [2020-10-19 00:06:27,091][root][INFO] - ===> Epoch[2557](12784/5): Loss -0.7887, Sem 0.0240, dir -0.9824, norm 0.1696, swav 0.0000 LR: 8.060e-02 Score 99.188 Data time: 0.0821, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.3468 [2020-10-19 00:06:29,565][root][INFO] - ===> Epoch[2557](12785/5): Loss -0.7822, Sem 0.0234, dir -0.9827, norm 0.1771, swav 0.0000 LR: 8.060e-02 Score 99.224 Data time: 0.0671, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.3343 [2020-10-19 00:06:31,609][root][INFO] - ===> Epoch[2558](12786/5): Loss -0.7986, Sem 0.0241, dir -0.9827, norm 0.1600, swav 0.0000 LR: 8.060e-02 Score 99.175 Data time: 0.0742, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9182 [2020-10-19 00:06:33,779][root][INFO] - ===> Epoch[2558](12787/5): Loss -0.7772, Sem 0.0249, dir -0.9800, norm 0.1779, swav 0.0000 LR: 8.060e-02 Score 99.181 Data time: 0.0662, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0582 [2020-10-19 00:06:36,790][root][INFO] - ===> Epoch[2558](12788/5): Loss -0.7790, Sem 0.0270, dir -0.9786, norm 0.1725, swav 0.0000 LR: 8.060e-02 Score 99.100 Data time: 0.1458, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.9183 [2020-10-19 00:06:39,530][root][INFO] - ===> Epoch[2558](12789/5): Loss -0.7785, Sem 0.0242, dir -0.9812, norm 0.1785, swav 0.0000 LR: 8.059e-02 Score 99.180 Data time: 0.1050, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.6253 [2020-10-19 00:06:41,422][root][INFO] - ===> Epoch[2558](12790/5): Loss -0.7932, Sem 0.0237, dir -0.9823, norm 0.1655, swav 0.0000 LR: 8.059e-02 Score 99.220 Data time: 0.0777, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.7600 [2020-10-19 00:06:43,321][root][INFO] - ===> Epoch[2559](12791/5): Loss -0.7854, Sem 0.0270, dir -0.9811, norm 0.1687, swav 0.0000 LR: 8.059e-02 Score 99.077 Data time: 0.0460, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.7946 [2020-10-19 00:06:46,253][root][INFO] - ===> Epoch[2559](12792/5): Loss -0.7880, Sem 0.0238, dir -0.9826, norm 0.1708, swav 0.0000 LR: 8.059e-02 Score 99.207 Data time: 0.0923, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.8719 [2020-10-19 00:06:48,437][root][INFO] - ===> Epoch[2559](12793/5): Loss -0.7837, Sem 0.0220, dir -0.9809, norm 0.1752, swav 0.0000 LR: 8.059e-02 Score 99.262 Data time: 0.0893, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0669 [2020-10-19 00:06:50,336][root][INFO] - ===> Epoch[2559](12794/5): Loss -0.7570, Sem 0.0296, dir -0.9764, norm 0.1898, swav 0.0000 LR: 8.059e-02 Score 99.023 Data time: 0.0703, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8240 [2020-10-19 00:06:52,926][root][INFO] - ===> Epoch[2559](12795/5): Loss -0.7814, Sem 0.0233, dir -0.9825, norm 0.1779, swav 0.0000 LR: 8.059e-02 Score 99.222 Data time: 0.0610, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.4856 [2020-10-19 00:06:55,182][root][INFO] - ===> Epoch[2560](12796/5): Loss -0.7651, Sem 0.0262, dir -0.9816, norm 0.1904, swav 0.0000 LR: 8.058e-02 Score 99.144 Data time: 0.0762, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1680 [2020-10-19 00:06:57,421][root][INFO] - ===> Epoch[2560](12797/5): Loss -0.7739, Sem 0.0234, dir -0.9806, norm 0.1833, swav 0.0000 LR: 8.058e-02 Score 99.228 Data time: 0.0833, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1219 [2020-10-19 00:06:59,432][root][INFO] - ===> Epoch[2560](12798/5): Loss -0.7536, Sem 0.0272, dir -0.9801, norm 0.1993, swav 0.0000 LR: 8.058e-02 Score 99.076 Data time: 0.0824, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8794 [2020-10-19 00:07:01,577][root][INFO] - ===> Epoch[2560](12799/5): Loss -0.7827, Sem 0.0227, dir -0.9830, norm 0.1776, swav 0.0000 LR: 8.058e-02 Score 99.246 Data time: 0.0684, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0364 [2020-10-19 00:07:03,541][root][INFO] - ===> Epoch[2560](12800/5): Loss -0.7515, Sem 0.0257, dir -0.9813, norm 0.2042, swav 0.0000 LR: 8.058e-02 Score 99.149 Data time: 0.0668, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8632 [2020-10-19 00:07:04,791][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 00:07:04,977][root][INFO] - ===> Start testing [2020-10-19 00:07:43,730][root][INFO] - 68/68: Data time: 0.0020, Iter time: 0.1096 Loss 0.040 (AVG: 0.525) Score 98.703 (AVG: 90.051) mIOU 69.635 mAP 84.404 mAcc 76.670 IOU: 60.450 0.039 81.026 73.429 93.184 92.771 35.117 79.326 96.549 66.567 81.107 85.893 59.800 mAP: 80.676 13.331 97.470 86.937 98.943 98.602 58.792 95.435 99.789 86.047 94.013 94.988 92.227 mAcc: 79.387 0.273 90.053 82.042 95.221 97.405 41.076 88.583 97.528 74.645 88.325 95.370 66.805 [2020-10-19 00:07:43,731][root][INFO] - Finished test. Elapsed time: 38.7521 [2020-10-19 00:07:46,603][root][INFO] - [2020-10-19 00:07:46,603][root][INFO] - ################################################################ [2020-10-19 00:07:46,603][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 00:07:46,603][root][INFO] - ################################################################ [2020-10-19 00:07:46,603][root][INFO] - clutter : nan nan nan [2020-10-19 00:07:46,603][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 00:07:46,603][root][INFO] - board : 0.735 0.786 0.944 [2020-10-19 00:07:46,603][root][INFO] - bookcase : 0.241 0.348 0.503 [2020-10-19 00:07:46,603][root][INFO] - ceiling : 0.478 0.528 0.616 [2020-10-19 00:07:46,603][root][INFO] - chair : 0.815 0.896 0.926 [2020-10-19 00:07:46,603][root][INFO] - column : 0.221 0.308 0.437 [2020-10-19 00:07:46,603][root][INFO] - door : 0.534 0.721 0.828 [2020-10-19 00:07:46,604][root][INFO] - floor : 0.789 0.845 0.885 [2020-10-19 00:07:46,604][root][INFO] - sofa : 0.432 0.717 0.790 [2020-10-19 00:07:46,604][root][INFO] - table : 0.142 0.286 0.610 [2020-10-19 00:07:46,604][root][INFO] - wall : 0.507 0.725 0.801 [2020-10-19 00:07:46,604][root][INFO] - window : 0.517 0.773 0.773 [2020-10-19 00:07:46,604][root][INFO] - ---------------------------------------------------------------- [2020-10-19 00:07:46,604][root][INFO] - average : 0.451 0.578 0.676 [2020-10-19 00:07:46,604][root][INFO] - [2020-10-19 00:07:46,748][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 00:07:46,750][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-19 00:07:48,277][root][INFO] - ===> Epoch[2561](12801/5): Loss -0.7721, Sem 0.0247, dir -0.9807, norm 0.1838, swav 0.0000 LR: 8.058e-02 Score 99.163 Data time: 0.0489, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.5217 [2020-10-19 00:07:50,470][root][INFO] - ===> Epoch[2561](12802/5): Loss -0.7775, Sem 0.0245, dir -0.9806, norm 0.1786, swav 0.0000 LR: 8.057e-02 Score 99.166 Data time: 0.0796, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1184 [2020-10-19 00:07:52,728][root][INFO] - ===> Epoch[2561](12803/5): Loss -0.7655, Sem 0.0250, dir -0.9799, norm 0.1894, swav 0.0000 LR: 8.057e-02 Score 99.143 Data time: 0.2998, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1631 [2020-10-19 00:07:55,298][root][INFO] - ===> Epoch[2561](12804/5): Loss -0.7524, Sem 0.0256, dir -0.9802, norm 0.2022, swav 0.0000 LR: 8.057e-02 Score 99.145 Data time: 0.1593, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.4593 [2020-10-19 00:07:57,328][root][INFO] - ===> Epoch[2561](12805/5): Loss -0.7652, Sem 0.0233, dir -0.9807, norm 0.1922, swav 0.0000 LR: 8.057e-02 Score 99.221 Data time: 0.0804, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9158 [2020-10-19 00:07:59,644][root][INFO] - ===> Epoch[2562](12806/5): Loss -0.7561, Sem 0.0239, dir -0.9794, norm 0.1993, swav 0.0000 LR: 8.057e-02 Score 99.225 Data time: 0.2313, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.2224 [2020-10-19 00:08:01,897][root][INFO] - ===> Epoch[2562](12807/5): Loss -0.7737, Sem 0.0227, dir -0.9809, norm 0.1845, swav 0.0000 LR: 8.057e-02 Score 99.228 Data time: 0.0981, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1270 [2020-10-19 00:08:03,932][root][INFO] - ===> Epoch[2562](12808/5): Loss -0.7491, Sem 0.0256, dir -0.9800, norm 0.2054, swav 0.0000 LR: 8.057e-02 Score 99.141 Data time: 0.0777, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9070 [2020-10-19 00:08:05,893][root][INFO] - ===> Epoch[2562](12809/5): Loss -0.7676, Sem 0.0235, dir -0.9814, norm 0.1903, swav 0.0000 LR: 8.056e-02 Score 99.208 Data time: 0.0701, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.8836 [2020-10-19 00:08:07,862][root][INFO] - ===> Epoch[2562](12810/5): Loss -0.7712, Sem 0.0249, dir -0.9810, norm 0.1848, swav 0.0000 LR: 8.056e-02 Score 99.153 Data time: 0.0681, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.8809 [2020-10-19 00:08:09,944][root][INFO] - ===> Epoch[2563](12811/5): Loss -0.7720, Sem 0.0228, dir -0.9827, norm 0.1880, swav 0.0000 LR: 8.056e-02 Score 99.250 Data time: 0.0761, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9642 [2020-10-19 00:08:12,146][root][INFO] - ===> Epoch[2563](12812/5): Loss -0.7668, Sem 0.0223, dir -0.9809, norm 0.1918, swav 0.0000 LR: 8.056e-02 Score 99.263 Data time: 0.0584, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0907 [2020-10-19 00:08:14,155][root][INFO] - ===> Epoch[2563](12813/5): Loss -0.7761, Sem 0.0260, dir -0.9800, norm 0.1778, swav 0.0000 LR: 8.056e-02 Score 99.113 Data time: 0.0822, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9189 [2020-10-19 00:08:16,011][root][INFO] - ===> Epoch[2563](12814/5): Loss -0.7547, Sem 0.0287, dir -0.9796, norm 0.1962, swav 0.0000 LR: 8.056e-02 Score 99.062 Data time: 0.0603, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.7538 [2020-10-19 00:08:18,118][root][INFO] - ===> Epoch[2563](12815/5): Loss -0.7691, Sem 0.0251, dir -0.9814, norm 0.1872, swav 0.0000 LR: 8.055e-02 Score 99.168 Data time: 0.0859, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0066 [2020-10-19 00:08:21,139][root][INFO] - ===> Epoch[2564](12816/5): Loss -0.7487, Sem 0.0245, dir -0.9806, norm 0.2074, swav 0.0000 LR: 8.055e-02 Score 99.185 Data time: 0.0632, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.9084 [2020-10-19 00:08:23,448][root][INFO] - ===> Epoch[2564](12817/5): Loss -0.7913, Sem 0.0244, dir -0.9814, norm 0.1656, swav 0.0000 LR: 8.055e-02 Score 99.175 Data time: 0.0482, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.2104 [2020-10-19 00:08:25,535][root][INFO] - ===> Epoch[2564](12818/5): Loss -0.7819, Sem 0.0237, dir -0.9820, norm 0.1765, swav 0.0000 LR: 8.055e-02 Score 99.221 Data time: 0.0637, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0106 [2020-10-19 00:08:27,543][root][INFO] - ===> Epoch[2564](12819/5): Loss -0.7590, Sem 0.0277, dir -0.9796, norm 0.1929, swav 0.0000 LR: 8.055e-02 Score 99.061 Data time: 0.0893, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9115 [2020-10-19 00:08:30,202][root][INFO] - ===> Epoch[2564](12820/5): Loss -0.7886, Sem 0.0224, dir -0.9815, norm 0.1705, swav 0.0000 LR: 8.055e-02 Score 99.256 Data time: 0.0604, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.5563 [2020-10-19 00:08:32,433][root][INFO] - ===> Epoch[2565](12821/5): Loss -0.7648, Sem 0.0240, dir -0.9819, norm 0.1932, swav 0.0000 LR: 8.055e-02 Score 99.203 Data time: 0.0653, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1503 [2020-10-19 00:08:34,568][root][INFO] - ===> Epoch[2565](12822/5): Loss -0.7787, Sem 0.0248, dir -0.9803, norm 0.1768, swav 0.0000 LR: 8.054e-02 Score 99.159 Data time: 0.0886, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0383 [2020-10-19 00:08:37,066][root][INFO] - ===> Epoch[2565](12823/5): Loss -0.7818, Sem 0.0242, dir -0.9821, norm 0.1762, swav 0.0000 LR: 8.054e-02 Score 99.189 Data time: 0.1893, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.3768 [2020-10-19 00:08:39,630][root][INFO] - ===> Epoch[2565](12824/5): Loss -0.7700, Sem 0.0239, dir -0.9810, norm 0.1870, swav 0.0000 LR: 8.054e-02 Score 99.196 Data time: 0.1065, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.4746 [2020-10-19 00:08:41,585][root][INFO] - ===> Epoch[2565](12825/5): Loss -0.7846, Sem 0.0263, dir -0.9803, norm 0.1694, swav 0.0000 LR: 8.054e-02 Score 99.111 Data time: 0.0962, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8389 [2020-10-19 00:08:43,845][root][INFO] - ===> Epoch[2566](12826/5): Loss -0.7680, Sem 0.0244, dir -0.9790, norm 0.1866, swav 0.0000 LR: 8.054e-02 Score 99.207 Data time: 0.0794, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1584 [2020-10-19 00:08:46,142][root][INFO] - ===> Epoch[2566](12827/5): Loss -0.7743, Sem 0.0251, dir -0.9815, norm 0.1821, swav 0.0000 LR: 8.054e-02 Score 99.171 Data time: 0.0817, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1874 [2020-10-19 00:08:48,380][root][INFO] - ===> Epoch[2566](12828/5): Loss -0.7858, Sem 0.0226, dir -0.9819, norm 0.1735, swav 0.0000 LR: 8.053e-02 Score 99.247 Data time: 0.0672, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1146 [2020-10-19 00:08:50,308][root][INFO] - ===> Epoch[2566](12829/5): Loss -0.7712, Sem 0.0268, dir -0.9807, norm 0.1827, swav 0.0000 LR: 8.053e-02 Score 99.098 Data time: 0.0657, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8311 [2020-10-19 00:08:52,653][root][INFO] - ===> Epoch[2566](12830/5): Loss -0.7729, Sem 0.0277, dir -0.9803, norm 0.1797, swav 0.0000 LR: 8.053e-02 Score 99.091 Data time: 0.0846, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.2380 [2020-10-19 00:08:54,811][root][INFO] - ===> Epoch[2567](12831/5): Loss -0.7878, Sem 0.0246, dir -0.9820, norm 0.1695, swav 0.0000 LR: 8.053e-02 Score 99.176 Data time: 0.0605, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0532 [2020-10-19 00:08:56,850][root][INFO] - ===> Epoch[2567](12832/5): Loss -0.7722, Sem 0.0253, dir -0.9807, norm 0.1832, swav 0.0000 LR: 8.053e-02 Score 99.164 Data time: 0.1064, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9718 [2020-10-19 00:08:59,139][root][INFO] - ===> Epoch[2567](12833/5): Loss -0.7878, Sem 0.0262, dir -0.9813, norm 0.1674, swav 0.0000 LR: 8.053e-02 Score 99.137 Data time: 0.0586, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1715 [2020-10-19 00:09:01,314][root][INFO] - ===> Epoch[2567](12834/5): Loss -0.7654, Sem 0.0265, dir -0.9810, norm 0.1890, swav 0.0000 LR: 8.053e-02 Score 99.143 Data time: 0.0644, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1023 [2020-10-19 00:09:03,341][root][INFO] - ===> Epoch[2567](12835/5): Loss -0.7862, Sem 0.0226, dir -0.9819, norm 0.1732, swav 0.0000 LR: 8.052e-02 Score 99.221 Data time: 0.2049, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9288 [2020-10-19 00:09:05,713][root][INFO] - ===> Epoch[2568](12836/5): Loss -0.7836, Sem 0.0271, dir -0.9808, norm 0.1702, swav 0.0000 LR: 8.052e-02 Score 99.117 Data time: 0.0968, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.2642 [2020-10-19 00:09:07,665][root][INFO] - ===> Epoch[2568](12837/5): Loss -0.7889, Sem 0.0255, dir -0.9828, norm 0.1684, swav 0.0000 LR: 8.052e-02 Score 99.159 Data time: 0.0598, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.8177 [2020-10-19 00:09:09,933][root][INFO] - ===> Epoch[2568](12838/5): Loss -0.7730, Sem 0.0267, dir -0.9809, norm 0.1811, swav 0.0000 LR: 8.052e-02 Score 99.115 Data time: 0.0526, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1942 [2020-10-19 00:09:12,299][root][INFO] - ===> Epoch[2568](12839/5): Loss -0.7973, Sem 0.0213, dir -0.9830, norm 0.1644, swav 0.0000 LR: 8.052e-02 Score 99.283 Data time: 0.0965, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.2593 [2020-10-19 00:09:15,365][root][INFO] - ===> Epoch[2568](12840/5): Loss -0.7863, Sem 0.0255, dir -0.9813, norm 0.1695, swav 0.0000 LR: 8.052e-02 Score 99.173 Data time: 0.2006, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.9344 [2020-10-19 00:09:17,237][root][INFO] - ===> Epoch[2569](12841/5): Loss -0.7869, Sem 0.0246, dir -0.9823, norm 0.1708, swav 0.0000 LR: 8.051e-02 Score 99.206 Data time: 0.0624, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.7458 [2020-10-19 00:09:19,405][root][INFO] - ===> Epoch[2569](12842/5): Loss -0.7746, Sem 0.0248, dir -0.9797, norm 0.1803, swav 0.0000 LR: 8.051e-02 Score 99.172 Data time: 0.0765, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0693 [2020-10-19 00:09:21,884][root][INFO] - ===> Epoch[2569](12843/5): Loss -0.7785, Sem 0.0278, dir -0.9821, norm 0.1758, swav 0.0000 LR: 8.051e-02 Score 99.050 Data time: 0.0762, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.3771 [2020-10-19 00:09:24,164][root][INFO] - ===> Epoch[2569](12844/5): Loss -0.7804, Sem 0.0230, dir -0.9806, norm 0.1773, swav 0.0000 LR: 8.051e-02 Score 99.229 Data time: 0.0748, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1725 [2020-10-19 00:09:26,242][root][INFO] - ===> Epoch[2569](12845/5): Loss -0.7947, Sem 0.0226, dir -0.9818, norm 0.1645, swav 0.0000 LR: 8.051e-02 Score 99.256 Data time: 0.0819, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9894 [2020-10-19 00:09:28,125][root][INFO] - ===> Epoch[2570](12846/5): Loss -0.7909, Sem 0.0246, dir -0.9813, norm 0.1657, swav 0.0000 LR: 8.051e-02 Score 99.177 Data time: 0.0859, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.7746 [2020-10-19 00:09:30,202][root][INFO] - ===> Epoch[2570](12847/5): Loss -0.7818, Sem 0.0238, dir -0.9824, norm 0.1769, swav 0.0000 LR: 8.051e-02 Score 99.205 Data time: 0.0895, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9641 [2020-10-19 00:09:32,529][root][INFO] - ===> Epoch[2570](12848/5): Loss -0.7812, Sem 0.0259, dir -0.9818, norm 0.1747, swav 0.0000 LR: 8.050e-02 Score 99.172 Data time: 0.0799, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1971 [2020-10-19 00:09:34,702][root][INFO] - ===> Epoch[2570](12849/5): Loss -0.7817, Sem 0.0241, dir -0.9806, norm 0.1748, swav 0.0000 LR: 8.050e-02 Score 99.196 Data time: 0.0832, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0787 [2020-10-19 00:09:37,046][root][INFO] - ===> Epoch[2570](12850/5): Loss -0.7919, Sem 0.0221, dir -0.9825, norm 0.1684, swav 0.0000 LR: 8.050e-02 Score 99.245 Data time: 0.0796, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.2347 [2020-10-19 00:09:39,479][root][INFO] - ===> Epoch[2571](12851/5): Loss -0.7663, Sem 0.0282, dir -0.9807, norm 0.1862, swav 0.0000 LR: 8.050e-02 Score 99.065 Data time: 0.0797, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.3132 [2020-10-19 00:09:41,407][root][INFO] - ===> Epoch[2571](12852/5): Loss -0.7731, Sem 0.0204, dir -0.9822, norm 0.1887, swav 0.0000 LR: 8.050e-02 Score 99.349 Data time: 0.0708, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.8217 [2020-10-19 00:09:43,218][root][INFO] - ===> Epoch[2571](12853/5): Loss -0.7815, Sem 0.0270, dir -0.9810, norm 0.1726, swav 0.0000 LR: 8.050e-02 Score 99.076 Data time: 0.0529, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.7233 [2020-10-19 00:09:45,315][root][INFO] - ===> Epoch[2571](12854/5): Loss -0.7710, Sem 0.0258, dir -0.9820, norm 0.1852, swav 0.0000 LR: 8.049e-02 Score 99.149 Data time: 0.1271, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0058 [2020-10-19 00:09:47,922][root][INFO] - ===> Epoch[2571](12855/5): Loss -0.7785, Sem 0.0250, dir -0.9809, norm 0.1774, swav 0.0000 LR: 8.049e-02 Score 99.147 Data time: 0.1054, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.5090 [2020-10-19 00:09:50,018][root][INFO] - ===> Epoch[2572](12856/5): Loss -0.7758, Sem 0.0248, dir -0.9817, norm 0.1811, swav 0.0000 LR: 8.049e-02 Score 99.192 Data time: 0.0690, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9766 [2020-10-19 00:09:52,672][root][INFO] - ===> Epoch[2572](12857/5): Loss -0.7782, Sem 0.0235, dir -0.9820, norm 0.1802, swav 0.0000 LR: 8.049e-02 Score 99.209 Data time: 0.0787, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.5609 [2020-10-19 00:09:54,950][root][INFO] - ===> Epoch[2572](12858/5): Loss -0.7836, Sem 0.0230, dir -0.9831, norm 0.1766, swav 0.0000 LR: 8.049e-02 Score 99.244 Data time: 0.0631, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1748 [2020-10-19 00:09:57,326][root][INFO] - ===> Epoch[2572](12859/5): Loss -0.7708, Sem 0.0258, dir -0.9816, norm 0.1850, swav 0.0000 LR: 8.049e-02 Score 99.132 Data time: 0.0945, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.2866 [2020-10-19 00:09:59,237][root][INFO] - ===> Epoch[2572](12860/5): Loss -0.7862, Sem 0.0256, dir -0.9819, norm 0.1701, swav 0.0000 LR: 8.049e-02 Score 99.153 Data time: 0.0828, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.7893 [2020-10-19 00:10:01,503][root][INFO] - ===> Epoch[2573](12861/5): Loss -0.7701, Sem 0.0237, dir -0.9816, norm 0.1878, swav 0.0000 LR: 8.048e-02 Score 99.216 Data time: 0.0840, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1628 [2020-10-19 00:10:03,588][root][INFO] - ===> Epoch[2573](12862/5): Loss -0.7831, Sem 0.0282, dir -0.9806, norm 0.1693, swav 0.0000 LR: 8.048e-02 Score 99.052 Data time: 0.0803, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9661 [2020-10-19 00:10:05,838][root][INFO] - ===> Epoch[2573](12863/5): Loss -0.7884, Sem 0.0248, dir -0.9809, norm 0.1677, swav 0.0000 LR: 8.048e-02 Score 99.173 Data time: 0.0924, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1281 [2020-10-19 00:10:08,438][root][INFO] - ===> Epoch[2573](12864/5): Loss -0.7969, Sem 0.0242, dir -0.9823, norm 0.1612, swav 0.0000 LR: 8.048e-02 Score 99.192 Data time: 0.0888, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.4985 [2020-10-19 00:10:10,874][root][INFO] - ===> Epoch[2573](12865/5): Loss -0.7783, Sem 0.0237, dir -0.9810, norm 0.1790, swav 0.0000 LR: 8.048e-02 Score 99.210 Data time: 0.0794, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.3245 [2020-10-19 00:10:13,432][root][INFO] - ===> Epoch[2574](12866/5): Loss -0.7731, Sem 0.0283, dir -0.9818, norm 0.1804, swav 0.0000 LR: 8.048e-02 Score 99.095 Data time: 0.0822, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.4580 [2020-10-19 00:10:15,538][root][INFO] - ===> Epoch[2574](12867/5): Loss -0.8044, Sem 0.0250, dir -0.9815, norm 0.1521, swav 0.0000 LR: 8.047e-02 Score 99.146 Data time: 0.0499, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9741 [2020-10-19 00:10:17,740][root][INFO] - ===> Epoch[2574](12868/5): Loss -0.7930, Sem 0.0211, dir -0.9822, norm 0.1681, swav 0.0000 LR: 8.047e-02 Score 99.301 Data time: 0.0781, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1273 [2020-10-19 00:10:19,888][root][INFO] - ===> Epoch[2574](12869/5): Loss -0.7759, Sem 0.0239, dir -0.9809, norm 0.1811, swav 0.0000 LR: 8.047e-02 Score 99.209 Data time: 0.0945, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0329 [2020-10-19 00:10:22,351][root][INFO] - ===> Epoch[2574](12870/5): Loss -0.7741, Sem 0.0248, dir -0.9806, norm 0.1817, swav 0.0000 LR: 8.047e-02 Score 99.171 Data time: 0.0904, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.3934 [2020-10-19 00:10:24,393][root][INFO] - ===> Epoch[2575](12871/5): Loss -0.7831, Sem 0.0248, dir -0.9827, norm 0.1748, swav 0.0000 LR: 8.047e-02 Score 99.179 Data time: 0.0604, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9241 [2020-10-19 00:10:27,208][root][INFO] - ===> Epoch[2575](12872/5): Loss -0.7647, Sem 0.0261, dir -0.9803, norm 0.1895, swav 0.0000 LR: 8.047e-02 Score 99.130 Data time: 0.0977, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.7476 [2020-10-19 00:10:29,409][root][INFO] - ===> Epoch[2575](12873/5): Loss -0.7818, Sem 0.0259, dir -0.9813, norm 0.1736, swav 0.0000 LR: 8.047e-02 Score 99.139 Data time: 0.0812, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0822 [2020-10-19 00:10:31,458][root][INFO] - ===> Epoch[2575](12874/5): Loss -0.7759, Sem 0.0224, dir -0.9818, norm 0.1836, swav 0.0000 LR: 8.046e-02 Score 99.259 Data time: 0.0850, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9589 [2020-10-19 00:10:33,640][root][INFO] - ===> Epoch[2575](12875/5): Loss -0.7770, Sem 0.0237, dir -0.9830, norm 0.1823, swav 0.0000 LR: 8.046e-02 Score 99.215 Data time: 0.0549, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0756 [2020-10-19 00:10:35,804][root][INFO] - ===> Epoch[2576](12876/5): Loss -0.7734, Sem 0.0295, dir -0.9804, norm 0.1775, swav 0.0000 LR: 8.046e-02 Score 99.038 Data time: 0.0779, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0977 [2020-10-19 00:10:37,514][root][INFO] - ===> Epoch[2576](12877/5): Loss -0.7816, Sem 0.0250, dir -0.9821, norm 0.1756, swav 0.0000 LR: 8.046e-02 Score 99.155 Data time: 0.0592, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.6015 [2020-10-19 00:10:39,633][root][INFO] - ===> Epoch[2576](12878/5): Loss -0.7526, Sem 0.0281, dir -0.9785, norm 0.1978, swav 0.0000 LR: 8.046e-02 Score 99.063 Data time: 0.0628, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0629 [2020-10-19 00:10:42,339][root][INFO] - ===> Epoch[2576](12879/5): Loss -0.7658, Sem 0.0243, dir -0.9795, norm 0.1894, swav 0.0000 LR: 8.046e-02 Score 99.213 Data time: 0.0598, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.6171 [2020-10-19 00:10:44,910][root][INFO] - ===> Epoch[2576](12880/5): Loss -0.7648, Sem 0.0258, dir -0.9777, norm 0.1871, swav 0.0000 LR: 8.045e-02 Score 99.139 Data time: 0.0960, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.4911 [2020-10-19 00:10:47,018][root][INFO] - ===> Epoch[2577](12881/5): Loss -0.7887, Sem 0.0240, dir -0.9832, norm 0.1706, swav 0.0000 LR: 8.045e-02 Score 99.197 Data time: 0.0587, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9907 [2020-10-19 00:10:49,398][root][INFO] - ===> Epoch[2577](12882/5): Loss -0.7786, Sem 0.0249, dir -0.9819, norm 0.1784, swav 0.0000 LR: 8.045e-02 Score 99.163 Data time: 0.0661, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.3045 [2020-10-19 00:10:51,353][root][INFO] - ===> Epoch[2577](12883/5): Loss -0.7853, Sem 0.0238, dir -0.9824, norm 0.1734, swav 0.0000 LR: 8.045e-02 Score 99.211 Data time: 0.0574, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8433 [2020-10-19 00:10:53,750][root][INFO] - ===> Epoch[2577](12884/5): Loss -0.7901, Sem 0.0228, dir -0.9837, norm 0.1708, swav 0.0000 LR: 8.045e-02 Score 99.233 Data time: 0.3438, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.3230 [2020-10-19 00:10:56,091][root][INFO] - ===> Epoch[2577](12885/5): Loss -0.7822, Sem 0.0262, dir -0.9799, norm 0.1715, swav 0.0000 LR: 8.045e-02 Score 99.108 Data time: 0.1011, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.2270 [2020-10-19 00:10:58,536][root][INFO] - ===> Epoch[2578](12886/5): Loss -0.7855, Sem 0.0235, dir -0.9821, norm 0.1731, swav 0.0000 LR: 8.045e-02 Score 99.220 Data time: 0.0721, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.3307 [2020-10-19 00:11:00,901][root][INFO] - ===> Epoch[2578](12887/5): Loss -0.7879, Sem 0.0232, dir -0.9818, norm 0.1708, swav 0.0000 LR: 8.044e-02 Score 99.228 Data time: 0.0687, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.2713 [2020-10-19 00:11:02,868][root][INFO] - ===> Epoch[2578](12888/5): Loss -0.7792, Sem 0.0251, dir -0.9816, norm 0.1773, swav 0.0000 LR: 8.044e-02 Score 99.179 Data time: 0.0689, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8783 [2020-10-19 00:11:04,939][root][INFO] - ===> Epoch[2578](12889/5): Loss -0.7888, Sem 0.0238, dir -0.9810, norm 0.1683, swav 0.0000 LR: 8.044e-02 Score 99.193 Data time: 0.0697, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0007 [2020-10-19 00:11:07,094][root][INFO] - ===> Epoch[2578](12890/5): Loss -0.7831, Sem 0.0284, dir -0.9812, norm 0.1697, swav 0.0000 LR: 8.044e-02 Score 99.064 Data time: 0.0402, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0785 [2020-10-19 00:11:09,455][root][INFO] - ===> Epoch[2579](12891/5): Loss -0.7901, Sem 0.0250, dir -0.9822, norm 0.1670, swav 0.0000 LR: 8.044e-02 Score 99.151 Data time: 0.0768, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.2953 [2020-10-19 00:11:11,709][root][INFO] - ===> Epoch[2579](12892/5): Loss -0.7904, Sem 0.0234, dir -0.9819, norm 0.1682, swav 0.0000 LR: 8.044e-02 Score 99.231 Data time: 0.0780, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1543 [2020-10-19 00:11:14,151][root][INFO] - ===> Epoch[2579](12893/5): Loss -0.7789, Sem 0.0248, dir -0.9811, norm 0.1774, swav 0.0000 LR: 8.043e-02 Score 99.197 Data time: 0.0697, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.3368 [2020-10-19 00:11:16,038][root][INFO] - ===> Epoch[2579](12894/5): Loss -0.7919, Sem 0.0256, dir -0.9826, norm 0.1652, swav 0.0000 LR: 8.043e-02 Score 99.167 Data time: 0.0527, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.8037 [2020-10-19 00:11:17,806][root][INFO] - ===> Epoch[2579](12895/5): Loss -0.7799, Sem 0.0277, dir -0.9806, norm 0.1731, swav 0.0000 LR: 8.043e-02 Score 99.094 Data time: 0.0547, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.6866 [2020-10-19 00:11:20,169][root][INFO] - ===> Epoch[2580](12896/5): Loss -0.7868, Sem 0.0253, dir -0.9811, norm 0.1690, swav 0.0000 LR: 8.043e-02 Score 99.145 Data time: 0.0962, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.2618 [2020-10-19 00:11:22,375][root][INFO] - ===> Epoch[2580](12897/5): Loss -0.7871, Sem 0.0244, dir -0.9803, norm 0.1688, swav 0.0000 LR: 8.043e-02 Score 99.200 Data time: 0.0883, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0812 [2020-10-19 00:11:24,778][root][INFO] - ===> Epoch[2580](12898/5): Loss -0.7814, Sem 0.0260, dir -0.9808, norm 0.1735, swav 0.0000 LR: 8.043e-02 Score 99.134 Data time: 0.0898, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.2974 [2020-10-19 00:11:27,114][root][INFO] - ===> Epoch[2580](12899/5): Loss -0.7901, Sem 0.0259, dir -0.9816, norm 0.1656, swav 0.0000 LR: 8.043e-02 Score 99.140 Data time: 0.0887, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.2340 [2020-10-19 00:11:29,605][root][INFO] - ===> Epoch[2580](12900/5): Loss -0.7702, Sem 0.0269, dir -0.9802, norm 0.1831, swav 0.0000 LR: 8.042e-02 Score 99.102 Data time: 0.1134, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.3940 [2020-10-19 00:11:30,513][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 00:11:32,140][root][INFO] - ===> Epoch[2581](12901/5): Loss -0.7815, Sem 0.0249, dir -0.9815, norm 0.1751, swav 0.0000 LR: 8.042e-02 Score 99.163 Data time: 0.0649, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.4485 [2020-10-19 00:11:34,392][root][INFO] - ===> Epoch[2581](12902/5): Loss -0.7915, Sem 0.0238, dir -0.9826, norm 0.1673, swav 0.0000 LR: 8.042e-02 Score 99.198 Data time: 0.0920, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1637 [2020-10-19 00:11:36,644][root][INFO] - ===> Epoch[2581](12903/5): Loss -0.7805, Sem 0.0260, dir -0.9817, norm 0.1752, swav 0.0000 LR: 8.042e-02 Score 99.124 Data time: 0.0788, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1637 [2020-10-19 00:11:38,640][root][INFO] - ===> Epoch[2581](12904/5): Loss -0.7761, Sem 0.0287, dir -0.9817, norm 0.1769, swav 0.0000 LR: 8.042e-02 Score 99.057 Data time: 0.0620, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8933 [2020-10-19 00:11:41,213][root][INFO] - ===> Epoch[2581](12905/5): Loss -0.7939, Sem 0.0236, dir -0.9814, norm 0.1639, swav 0.0000 LR: 8.042e-02 Score 99.215 Data time: 0.1063, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.4843 [2020-10-19 00:11:43,317][root][INFO] - ===> Epoch[2582](12906/5): Loss -0.7817, Sem 0.0260, dir -0.9818, norm 0.1741, swav 0.0000 LR: 8.041e-02 Score 99.143 Data time: 0.2019, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9915 [2020-10-19 00:11:45,749][root][INFO] - ===> Epoch[2582](12907/5): Loss -0.7850, Sem 0.0260, dir -0.9812, norm 0.1703, swav 0.0000 LR: 8.041e-02 Score 99.161 Data time: 0.0951, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.3284 [2020-10-19 00:11:47,842][root][INFO] - ===> Epoch[2582](12908/5): Loss -0.7892, Sem 0.0244, dir -0.9813, norm 0.1677, swav 0.0000 LR: 8.041e-02 Score 99.175 Data time: 0.0785, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9905 [2020-10-19 00:11:49,908][root][INFO] - ===> Epoch[2582](12909/5): Loss -0.7515, Sem 0.0286, dir -0.9790, norm 0.1989, swav 0.0000 LR: 8.041e-02 Score 99.049 Data time: 0.0575, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9581 [2020-10-19 00:11:51,831][root][INFO] - ===> Epoch[2582](12910/5): Loss -0.7899, Sem 0.0265, dir -0.9813, norm 0.1649, swav 0.0000 LR: 8.041e-02 Score 99.116 Data time: 0.0777, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8368 [2020-10-19 00:11:53,984][root][INFO] - ===> Epoch[2583](12911/5): Loss -0.7795, Sem 0.0233, dir -0.9830, norm 0.1802, swav 0.0000 LR: 8.041e-02 Score 99.205 Data time: 0.0517, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0420 [2020-10-19 00:11:56,316][root][INFO] - ===> Epoch[2583](12912/5): Loss -0.7769, Sem 0.0257, dir -0.9801, norm 0.1775, swav 0.0000 LR: 8.041e-02 Score 99.140 Data time: 0.0766, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.2573 [2020-10-19 00:11:58,509][root][INFO] - ===> Epoch[2583](12913/5): Loss -0.7710, Sem 0.0236, dir -0.9800, norm 0.1855, swav 0.0000 LR: 8.040e-02 Score 99.215 Data time: 0.0743, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0763 [2020-10-19 00:12:00,626][root][INFO] - ===> Epoch[2583](12914/5): Loss -0.7746, Sem 0.0244, dir -0.9792, norm 0.1802, swav 0.0000 LR: 8.040e-02 Score 99.191 Data time: 0.0728, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0082 [2020-10-19 00:12:02,891][root][INFO] - ===> Epoch[2583](12915/5): Loss -0.7673, Sem 0.0255, dir -0.9807, norm 0.1879, swav 0.0000 LR: 8.040e-02 Score 99.140 Data time: 0.0765, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1581 [2020-10-19 00:12:05,057][root][INFO] - ===> Epoch[2584](12916/5): Loss -0.7444, Sem 0.0266, dir -0.9791, norm 0.2080, swav 0.0000 LR: 8.040e-02 Score 99.128 Data time: 0.0770, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0691 [2020-10-19 00:12:07,402][root][INFO] - ===> Epoch[2584](12917/5): Loss -0.7867, Sem 0.0234, dir -0.9840, norm 0.1739, swav 0.0000 LR: 8.040e-02 Score 99.226 Data time: 0.0779, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.2244 [2020-10-19 00:12:09,525][root][INFO] - ===> Epoch[2584](12918/5): Loss -0.7551, Sem 0.0290, dir -0.9761, norm 0.1920, swav 0.0000 LR: 8.040e-02 Score 99.036 Data time: 0.0577, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9997 [2020-10-19 00:12:11,473][root][INFO] - ===> Epoch[2584](12919/5): Loss -0.7794, Sem 0.0252, dir -0.9802, norm 0.1756, swav 0.0000 LR: 8.039e-02 Score 99.136 Data time: 0.0805, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8894 [2020-10-19 00:12:13,917][root][INFO] - ===> Epoch[2584](12920/5): Loss -0.7534, Sem 0.0260, dir -0.9784, norm 0.1990, swav 0.0000 LR: 8.039e-02 Score 99.144 Data time: 0.0774, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.3416 [2020-10-19 00:12:16,014][root][INFO] - ===> Epoch[2585](12921/5): Loss -0.7717, Sem 0.0234, dir -0.9820, norm 0.1869, swav 0.0000 LR: 8.039e-02 Score 99.216 Data time: 0.0795, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0053 [2020-10-19 00:12:17,956][root][INFO] - ===> Epoch[2585](12922/5): Loss -0.7718, Sem 0.0234, dir -0.9805, norm 0.1853, swav 0.0000 LR: 8.039e-02 Score 99.214 Data time: 0.0924, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8439 [2020-10-19 00:12:20,156][root][INFO] - ===> Epoch[2585](12923/5): Loss -0.7670, Sem 0.0246, dir -0.9801, norm 0.1885, swav 0.0000 LR: 8.039e-02 Score 99.165 Data time: 0.0591, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0745 [2020-10-19 00:12:22,214][root][INFO] - ===> Epoch[2585](12924/5): Loss -0.8035, Sem 0.0228, dir -0.9834, norm 0.1571, swav 0.0000 LR: 8.039e-02 Score 99.235 Data time: 0.0640, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9715 [2020-10-19 00:12:24,389][root][INFO] - ===> Epoch[2585](12925/5): Loss -0.7817, Sem 0.0242, dir -0.9824, norm 0.1766, swav 0.0000 LR: 8.039e-02 Score 99.172 Data time: 0.2993, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0830 [2020-10-19 00:12:26,564][root][INFO] - ===> Epoch[2586](12926/5): Loss -0.7653, Sem 0.0245, dir -0.9803, norm 0.1905, swav 0.0000 LR: 8.038e-02 Score 99.208 Data time: 0.0938, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0566 [2020-10-19 00:12:28,720][root][INFO] - ===> Epoch[2586](12927/5): Loss -0.7799, Sem 0.0251, dir -0.9820, norm 0.1771, swav 0.0000 LR: 8.038e-02 Score 99.165 Data time: 0.0645, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0509 [2020-10-19 00:12:30,766][root][INFO] - ===> Epoch[2586](12928/5): Loss -0.7536, Sem 0.0248, dir -0.9794, norm 0.2010, swav 0.0000 LR: 8.038e-02 Score 99.169 Data time: 0.0437, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9549 [2020-10-19 00:12:32,977][root][INFO] - ===> Epoch[2586](12929/5): Loss -0.7777, Sem 0.0243, dir -0.9821, norm 0.1801, swav 0.0000 LR: 8.038e-02 Score 99.193 Data time: 0.1742, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1459 [2020-10-19 00:12:35,071][root][INFO] - ===> Epoch[2586](12930/5): Loss -0.7778, Sem 0.0247, dir -0.9796, norm 0.1771, swav 0.0000 LR: 8.038e-02 Score 99.170 Data time: 0.0853, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9900 [2020-10-19 00:12:37,250][root][INFO] - ===> Epoch[2587](12931/5): Loss -0.7710, Sem 0.0245, dir -0.9803, norm 0.1848, swav 0.0000 LR: 8.038e-02 Score 99.177 Data time: 0.0520, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0766 [2020-10-19 00:12:39,686][root][INFO] - ===> Epoch[2587](12932/5): Loss -0.7755, Sem 0.0237, dir -0.9818, norm 0.1825, swav 0.0000 LR: 8.037e-02 Score 99.211 Data time: 0.0781, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.3725 [2020-10-19 00:12:42,239][root][INFO] - ===> Epoch[2587](12933/5): Loss -0.7535, Sem 0.0247, dir -0.9809, norm 0.2027, swav 0.0000 LR: 8.037e-02 Score 99.165 Data time: 0.0942, Forward time: 0.7724, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.4623 [2020-10-19 00:12:44,706][root][INFO] - ===> Epoch[2587](12934/5): Loss -0.7941, Sem 0.0248, dir -0.9818, norm 0.1629, swav 0.0000 LR: 8.037e-02 Score 99.178 Data time: 0.0816, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.3638 [2020-10-19 00:12:47,041][root][INFO] - ===> Epoch[2587](12935/5): Loss -0.7701, Sem 0.0231, dir -0.9811, norm 0.1879, swav 0.0000 LR: 8.037e-02 Score 99.228 Data time: 0.0990, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.2705 [2020-10-19 00:12:49,069][root][INFO] - ===> Epoch[2588](12936/5): Loss -0.7653, Sem 0.0265, dir -0.9789, norm 0.1871, swav 0.0000 LR: 8.037e-02 Score 99.106 Data time: 0.0813, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9218 [2020-10-19 00:12:51,335][root][INFO] - ===> Epoch[2588](12937/5): Loss -0.7764, Sem 0.0238, dir -0.9823, norm 0.1821, swav 0.0000 LR: 8.037e-02 Score 99.210 Data time: 0.0577, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1932 [2020-10-19 00:12:53,518][root][INFO] - ===> Epoch[2588](12938/5): Loss -0.7730, Sem 0.0254, dir -0.9801, norm 0.1817, swav 0.0000 LR: 8.037e-02 Score 99.146 Data time: 0.0563, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1362 [2020-10-19 00:12:55,888][root][INFO] - ===> Epoch[2588](12939/5): Loss -0.7776, Sem 0.0229, dir -0.9838, norm 0.1833, swav 0.0000 LR: 8.036e-02 Score 99.236 Data time: 0.0638, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.3200 [2020-10-19 00:12:58,406][root][INFO] - ===> Epoch[2588](12940/5): Loss -0.7637, Sem 0.0286, dir -0.9812, norm 0.1888, swav 0.0000 LR: 8.036e-02 Score 99.046 Data time: 0.0735, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.4190 [2020-10-19 00:13:00,677][root][INFO] - ===> Epoch[2589](12941/5): Loss -0.7626, Sem 0.0255, dir -0.9811, norm 0.1931, swav 0.0000 LR: 8.036e-02 Score 99.157 Data time: 0.0797, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1818 [2020-10-19 00:13:02,678][root][INFO] - ===> Epoch[2589](12942/5): Loss -0.7748, Sem 0.0280, dir -0.9807, norm 0.1778, swav 0.0000 LR: 8.036e-02 Score 99.056 Data time: 0.0646, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8960 [2020-10-19 00:13:04,573][root][INFO] - ===> Epoch[2589](12943/5): Loss -0.7820, Sem 0.0258, dir -0.9823, norm 0.1745, swav 0.0000 LR: 8.036e-02 Score 99.148 Data time: 0.0624, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.7988 [2020-10-19 00:13:07,005][root][INFO] - ===> Epoch[2589](12944/5): Loss -0.7775, Sem 0.0239, dir -0.9802, norm 0.1788, swav 0.0000 LR: 8.036e-02 Score 99.182 Data time: 0.0793, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.3634 [2020-10-19 00:13:08,854][root][INFO] - ===> Epoch[2589](12945/5): Loss -0.7957, Sem 0.0244, dir -0.9830, norm 0.1630, swav 0.0000 LR: 8.035e-02 Score 99.182 Data time: 0.0631, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.7315 [2020-10-19 00:13:10,989][root][INFO] - ===> Epoch[2590](12946/5): Loss -0.7741, Sem 0.0235, dir -0.9817, norm 0.1840, swav 0.0000 LR: 8.035e-02 Score 99.213 Data time: 0.0760, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0714 [2020-10-19 00:13:13,704][root][INFO] - ===> Epoch[2590](12947/5): Loss -0.7911, Sem 0.0256, dir -0.9806, norm 0.1639, swav 0.0000 LR: 8.035e-02 Score 99.141 Data time: 0.0644, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.6275 [2020-10-19 00:13:16,065][root][INFO] - ===> Epoch[2590](12948/5): Loss -0.7693, Sem 0.0248, dir -0.9802, norm 0.1862, swav 0.0000 LR: 8.035e-02 Score 99.168 Data time: 0.1009, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.2691 [2020-10-19 00:13:18,153][root][INFO] - ===> Epoch[2590](12949/5): Loss -0.7872, Sem 0.0256, dir -0.9815, norm 0.1687, swav 0.0000 LR: 8.035e-02 Score 99.130 Data time: 0.0612, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9651 [2020-10-19 00:13:20,279][root][INFO] - ===> Epoch[2590](12950/5): Loss -0.7890, Sem 0.0243, dir -0.9823, norm 0.1689, swav 0.0000 LR: 8.035e-02 Score 99.200 Data time: 0.0785, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0489 [2020-10-19 00:13:22,414][root][INFO] - ===> Epoch[2591](12951/5): Loss -0.7784, Sem 0.0226, dir -0.9809, norm 0.1799, swav 0.0000 LR: 8.035e-02 Score 99.242 Data time: 0.0850, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0493 [2020-10-19 00:13:24,442][root][INFO] - ===> Epoch[2591](12952/5): Loss -0.7758, Sem 0.0247, dir -0.9825, norm 0.1819, swav 0.0000 LR: 8.034e-02 Score 99.185 Data time: 0.0917, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9069 [2020-10-19 00:13:26,600][root][INFO] - ===> Epoch[2591](12953/5): Loss -0.7804, Sem 0.0221, dir -0.9814, norm 0.1789, swav 0.0000 LR: 8.034e-02 Score 99.263 Data time: 0.0811, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0510 [2020-10-19 00:13:28,956][root][INFO] - ===> Epoch[2591](12954/5): Loss -0.7765, Sem 0.0230, dir -0.9821, norm 0.1826, swav 0.0000 LR: 8.034e-02 Score 99.242 Data time: 0.0677, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.2680 [2020-10-19 00:13:31,023][root][INFO] - ===> Epoch[2591](12955/5): Loss -0.7634, Sem 0.0251, dir -0.9808, norm 0.1923, swav 0.0000 LR: 8.034e-02 Score 99.166 Data time: 0.0615, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0101 [2020-10-19 00:13:33,361][root][INFO] - ===> Epoch[2592](12956/5): Loss -0.7692, Sem 0.0295, dir -0.9801, norm 0.1814, swav 0.0000 LR: 8.034e-02 Score 99.015 Data time: 0.0726, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.2620 [2020-10-19 00:13:35,637][root][INFO] - ===> Epoch[2592](12957/5): Loss -0.7652, Sem 0.0226, dir -0.9818, norm 0.1940, swav 0.0000 LR: 8.034e-02 Score 99.242 Data time: 0.1571, Forward time: 0.7724, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1630 [2020-10-19 00:13:38,263][root][INFO] - ===> Epoch[2592](12958/5): Loss -0.7865, Sem 0.0238, dir -0.9799, norm 0.1697, swav 0.0000 LR: 8.033e-02 Score 99.197 Data time: 0.1077, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.5173 [2020-10-19 00:13:40,690][root][INFO] - ===> Epoch[2592](12959/5): Loss -0.7769, Sem 0.0246, dir -0.9805, norm 0.1790, swav 0.0000 LR: 8.033e-02 Score 99.172 Data time: 0.0774, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.3096 [2020-10-19 00:13:42,896][root][INFO] - ===> Epoch[2592](12960/5): Loss -0.7770, Sem 0.0238, dir -0.9825, norm 0.1817, swav 0.0000 LR: 8.033e-02 Score 99.202 Data time: 0.0683, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1026 [2020-10-19 00:13:45,638][root][INFO] - ===> Epoch[2593](12961/5): Loss -0.7586, Sem 0.0275, dir -0.9810, norm 0.1949, swav 0.0000 LR: 8.033e-02 Score 99.098 Data time: 0.0806, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.6672 [2020-10-19 00:13:47,825][root][INFO] - ===> Epoch[2593](12962/5): Loss -0.7749, Sem 0.0231, dir -0.9816, norm 0.1836, swav 0.0000 LR: 8.033e-02 Score 99.238 Data time: 0.0759, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0959 [2020-10-19 00:13:50,415][root][INFO] - ===> Epoch[2593](12963/5): Loss -0.7412, Sem 0.0275, dir -0.9810, norm 0.2124, swav 0.0000 LR: 8.033e-02 Score 99.071 Data time: 0.0677, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.5085 [2020-10-19 00:13:52,286][root][INFO] - ===> Epoch[2593](12964/5): Loss -0.7943, Sem 0.0218, dir -0.9831, norm 0.1670, swav 0.0000 LR: 8.033e-02 Score 99.268 Data time: 0.0750, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.7916 [2020-10-19 00:13:54,895][root][INFO] - ===> Epoch[2593](12965/5): Loss -0.7778, Sem 0.0238, dir -0.9821, norm 0.1805, swav 0.0000 LR: 8.032e-02 Score 99.197 Data time: 0.0730, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.5040 [2020-10-19 00:13:56,921][root][INFO] - ===> Epoch[2594](12966/5): Loss -0.7904, Sem 0.0250, dir -0.9821, norm 0.1667, swav 0.0000 LR: 8.032e-02 Score 99.172 Data time: 0.0640, Forward time: 0.7724, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9179 [2020-10-19 00:13:59,140][root][INFO] - ===> Epoch[2594](12967/5): Loss -0.7714, Sem 0.0248, dir -0.9816, norm 0.1854, swav 0.0000 LR: 8.032e-02 Score 99.167 Data time: 0.0753, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1604 [2020-10-19 00:14:01,621][root][INFO] - ===> Epoch[2594](12968/5): Loss -0.7812, Sem 0.0233, dir -0.9816, norm 0.1771, swav 0.0000 LR: 8.032e-02 Score 99.221 Data time: 0.1071, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.3762 [2020-10-19 00:14:04,365][root][INFO] - ===> Epoch[2594](12969/5): Loss -0.7833, Sem 0.0259, dir -0.9818, norm 0.1726, swav 0.0000 LR: 8.032e-02 Score 99.132 Data time: 0.0521, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.6235 [2020-10-19 00:14:06,319][root][INFO] - ===> Epoch[2594](12970/5): Loss -0.7956, Sem 0.0233, dir -0.9829, norm 0.1641, swav 0.0000 LR: 8.032e-02 Score 99.220 Data time: 0.1024, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9134 [2020-10-19 00:14:08,862][root][INFO] - ===> Epoch[2595](12971/5): Loss -0.7794, Sem 0.0232, dir -0.9807, norm 0.1782, swav 0.0000 LR: 8.031e-02 Score 99.232 Data time: 0.0901, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.4591 [2020-10-19 00:14:11,186][root][INFO] - ===> Epoch[2595](12972/5): Loss -0.7875, Sem 0.0225, dir -0.9825, norm 0.1725, swav 0.0000 LR: 8.031e-02 Score 99.251 Data time: 0.0751, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1994 [2020-10-19 00:14:13,139][root][INFO] - ===> Epoch[2595](12973/5): Loss -0.7879, Sem 0.0239, dir -0.9818, norm 0.1700, swav 0.0000 LR: 8.031e-02 Score 99.191 Data time: 0.0796, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.8857 [2020-10-19 00:14:15,627][root][INFO] - ===> Epoch[2595](12974/5): Loss -0.7935, Sem 0.0235, dir -0.9806, norm 0.1635, swav 0.0000 LR: 8.031e-02 Score 99.213 Data time: 0.0678, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.3865 [2020-10-19 00:14:17,858][root][INFO] - ===> Epoch[2595](12975/5): Loss -0.7868, Sem 0.0262, dir -0.9822, norm 0.1693, swav 0.0000 LR: 8.031e-02 Score 99.124 Data time: 0.0661, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1610 [2020-10-19 00:14:19,976][root][INFO] - ===> Epoch[2596](12976/5): Loss -0.7814, Sem 0.0241, dir -0.9814, norm 0.1758, swav 0.0000 LR: 8.031e-02 Score 99.205 Data time: 0.0837, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0305 [2020-10-19 00:14:22,759][root][INFO] - ===> Epoch[2596](12977/5): Loss -0.7917, Sem 0.0231, dir -0.9825, norm 0.1677, swav 0.0000 LR: 8.031e-02 Score 99.211 Data time: 0.0849, Forward time: 0.7725, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.6763 [2020-10-19 00:14:25,137][root][INFO] - ===> Epoch[2596](12978/5): Loss -0.7849, Sem 0.0220, dir -0.9821, norm 0.1752, swav 0.0000 LR: 8.030e-02 Score 99.264 Data time: 0.0627, Forward time: 0.7725, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 2.2692 [2020-10-19 00:14:27,117][root][INFO] - ===> Epoch[2596](12979/5): Loss -0.7971, Sem 0.0234, dir -0.9835, norm 0.1629, swav 0.0000 LR: 8.030e-02 Score 99.220 Data time: 0.0800, Forward time: 0.7725, Backward time: 1.1802, DDP time: 0.0030, Total iter time: 1.8986 [2020-10-19 00:14:29,432][root][INFO] - ===> Epoch[2596](12980/5): Loss -0.7753, Sem 0.0260, dir -0.9807, norm 0.1794, swav 0.0000 LR: 8.030e-02 Score 99.127 Data time: 0.1305, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.2153 [2020-10-19 00:14:31,804][root][INFO] - ===> Epoch[2597](12981/5): Loss -0.7868, Sem 0.0248, dir -0.9827, norm 0.1711, swav 0.0000 LR: 8.030e-02 Score 99.174 Data time: 0.1204, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.2580 [2020-10-19 00:14:33,748][root][INFO] - ===> Epoch[2597](12982/5): Loss -0.7878, Sem 0.0235, dir -0.9795, norm 0.1682, swav 0.0000 LR: 8.030e-02 Score 99.217 Data time: 0.0846, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.8588 [2020-10-19 00:14:35,808][root][INFO] - ===> Epoch[2597](12983/5): Loss -0.7972, Sem 0.0221, dir -0.9817, norm 0.1624, swav 0.0000 LR: 8.030e-02 Score 99.260 Data time: 0.1070, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9638 [2020-10-19 00:14:37,976][root][INFO] - ===> Epoch[2597](12984/5): Loss -0.7687, Sem 0.0261, dir -0.9800, norm 0.1852, swav 0.0000 LR: 8.029e-02 Score 99.119 Data time: 0.0780, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0848 [2020-10-19 00:14:39,800][root][INFO] - ===> Epoch[2597](12985/5): Loss -0.7877, Sem 0.0247, dir -0.9820, norm 0.1696, swav 0.0000 LR: 8.029e-02 Score 99.166 Data time: 0.0829, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.7201 [2020-10-19 00:14:42,498][root][INFO] - ===> Epoch[2598](12986/5): Loss -0.7864, Sem 0.0222, dir -0.9820, norm 0.1733, swav 0.0000 LR: 8.029e-02 Score 99.258 Data time: 0.0860, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.6109 [2020-10-19 00:14:44,541][root][INFO] - ===> Epoch[2598](12987/5): Loss -0.7891, Sem 0.0233, dir -0.9821, norm 0.1697, swav 0.0000 LR: 8.029e-02 Score 99.236 Data time: 0.0787, Forward time: 0.7726, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9334 [2020-10-19 00:14:46,669][root][INFO] - ===> Epoch[2598](12988/5): Loss -0.7744, Sem 0.0269, dir -0.9794, norm 0.1781, swav 0.0000 LR: 8.029e-02 Score 99.116 Data time: 0.0611, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0359 [2020-10-19 00:14:48,779][root][INFO] - ===> Epoch[2598](12989/5): Loss -0.7735, Sem 0.0251, dir -0.9804, norm 0.1819, swav 0.0000 LR: 8.029e-02 Score 99.146 Data time: 0.0508, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0440 [2020-10-19 00:14:50,857][root][INFO] - ===> Epoch[2598](12990/5): Loss -0.7608, Sem 0.0266, dir -0.9802, norm 0.1927, swav 0.0000 LR: 8.029e-02 Score 99.101 Data time: 0.0860, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9925 [2020-10-19 00:14:53,050][root][INFO] - ===> Epoch[2599](12991/5): Loss -0.7975, Sem 0.0229, dir -0.9823, norm 0.1619, swav 0.0000 LR: 8.028e-02 Score 99.234 Data time: 0.0646, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0796 [2020-10-19 00:14:55,013][root][INFO] - ===> Epoch[2599](12992/5): Loss -0.7644, Sem 0.0243, dir -0.9816, norm 0.1929, swav 0.0000 LR: 8.028e-02 Score 99.200 Data time: 0.0678, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.8810 [2020-10-19 00:14:57,107][root][INFO] - ===> Epoch[2599](12993/5): Loss -0.7638, Sem 0.0301, dir -0.9808, norm 0.1869, swav 0.0000 LR: 8.028e-02 Score 99.078 Data time: 0.0752, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.0114 [2020-10-19 00:14:59,337][root][INFO] - ===> Epoch[2599](12994/5): Loss -0.7797, Sem 0.0234, dir -0.9800, norm 0.1768, swav 0.0000 LR: 8.028e-02 Score 99.231 Data time: 0.0614, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1320 [2020-10-19 00:15:01,420][root][INFO] - ===> Epoch[2599](12995/5): Loss -0.7823, Sem 0.0241, dir -0.9831, norm 0.1767, swav 0.0000 LR: 8.028e-02 Score 99.196 Data time: 0.0877, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9933 [2020-10-19 00:15:03,544][root][INFO] - ===> Epoch[2600](12996/5): Loss -0.7754, Sem 0.0269, dir -0.9793, norm 0.1771, swav 0.0000 LR: 8.028e-02 Score 99.107 Data time: 0.0917, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0152 [2020-10-19 00:15:06,190][root][INFO] - ===> Epoch[2600](12997/5): Loss -0.7667, Sem 0.0247, dir -0.9808, norm 0.1894, swav 0.0000 LR: 8.027e-02 Score 99.175 Data time: 0.0804, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.5230 [2020-10-19 00:15:08,087][root][INFO] - ===> Epoch[2600](12998/5): Loss -0.7942, Sem 0.0245, dir -0.9827, norm 0.1640, swav 0.0000 LR: 8.027e-02 Score 99.183 Data time: 0.0824, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.7847 [2020-10-19 00:15:10,054][root][INFO] - ===> Epoch[2600](12999/5): Loss -0.7640, Sem 0.0230, dir -0.9828, norm 0.1957, swav 0.0000 LR: 8.027e-02 Score 99.249 Data time: 0.0767, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8609 [2020-10-19 00:15:11,816][root][INFO] - ===> Epoch[2600](13000/5): Loss -0.7761, Sem 0.0268, dir -0.9802, norm 0.1773, swav 0.0000 LR: 8.027e-02 Score 99.110 Data time: 0.0646, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.6568 [2020-10-19 00:15:12,769][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 00:15:12,954][root][INFO] - ===> Start testing [2020-10-19 00:15:51,459][root][INFO] - 68/68: Data time: 0.0022, Iter time: 0.1169 Loss 0.816 (AVG: 0.553) Score 87.194 (AVG: 90.006) mIOU 69.539 mAP 83.886 mAcc 76.263 IOU: 61.623 0.164 76.294 73.584 92.824 91.489 29.388 78.843 96.208 75.733 82.775 85.340 59.736 mAP: 81.883 11.113 95.966 86.769 98.931 98.564 54.020 95.414 99.606 88.854 94.631 94.459 90.303 mAcc: 77.261 1.550 83.749 81.723 95.657 97.485 33.570 90.381 97.501 80.791 91.312 96.142 64.298 [2020-10-19 00:15:51,462][root][INFO] - Finished test. Elapsed time: 38.5041 [2020-10-19 00:15:54,346][root][INFO] - [2020-10-19 00:15:54,346][root][INFO] - ################################################################ [2020-10-19 00:15:54,346][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 00:15:54,346][root][INFO] - ################################################################ [2020-10-19 00:15:54,346][root][INFO] - clutter : nan nan nan [2020-10-19 00:15:54,346][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 00:15:54,346][root][INFO] - board : 0.743 0.778 0.853 [2020-10-19 00:15:54,346][root][INFO] - bookcase : 0.253 0.369 0.523 [2020-10-19 00:15:54,346][root][INFO] - ceiling : 0.464 0.480 0.524 [2020-10-19 00:15:54,346][root][INFO] - chair : 0.817 0.902 0.912 [2020-10-19 00:15:54,346][root][INFO] - column : 0.187 0.287 0.367 [2020-10-19 00:15:54,346][root][INFO] - door : 0.623 0.774 0.876 [2020-10-19 00:15:54,346][root][INFO] - floor : 0.731 0.759 0.759 [2020-10-19 00:15:54,346][root][INFO] - sofa : 0.492 0.727 0.727 [2020-10-19 00:15:54,346][root][INFO] - table : 0.137 0.297 0.579 [2020-10-19 00:15:54,346][root][INFO] - wall : 0.509 0.707 0.817 [2020-10-19 00:15:54,346][root][INFO] - window : 0.560 0.759 0.777 [2020-10-19 00:15:54,346][root][INFO] - ---------------------------------------------------------------- [2020-10-19 00:15:54,346][root][INFO] - average : 0.460 0.570 0.643 [2020-10-19 00:15:54,346][root][INFO] - [2020-10-19 00:15:54,501][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 00:15:54,502][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-19 00:15:56,300][root][INFO] - ===> Epoch[2601](13001/5): Loss -0.7564, Sem 0.0285, dir -0.9795, norm 0.1947, swav 0.0000 LR: 8.027e-02 Score 99.045 Data time: 0.0747, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.7924 [2020-10-19 00:15:58,190][root][INFO] - ===> Epoch[2601](13002/5): Loss -0.7858, Sem 0.0255, dir -0.9832, norm 0.1718, swav 0.0000 LR: 8.027e-02 Score 99.153 Data time: 0.0787, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.7687 [2020-10-19 00:16:00,429][root][INFO] - ===> Epoch[2601](13003/5): Loss -0.7681, Sem 0.0243, dir -0.9811, norm 0.1887, swav 0.0000 LR: 8.027e-02 Score 99.188 Data time: 0.0824, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1439 [2020-10-19 00:16:02,276][root][INFO] - ===> Epoch[2601](13004/5): Loss -0.7815, Sem 0.0250, dir -0.9817, norm 0.1752, swav 0.0000 LR: 8.026e-02 Score 99.165 Data time: 0.0676, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.7315 [2020-10-19 00:16:04,453][root][INFO] - ===> Epoch[2601](13005/5): Loss -0.7880, Sem 0.0224, dir -0.9824, norm 0.1720, swav 0.0000 LR: 8.026e-02 Score 99.241 Data time: 0.1320, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0686 [2020-10-19 00:16:06,483][root][INFO] - ===> Epoch[2602](13006/5): Loss -0.7798, Sem 0.0229, dir -0.9826, norm 0.1800, swav 0.0000 LR: 8.026e-02 Score 99.220 Data time: 0.0899, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9090 [2020-10-19 00:16:08,593][root][INFO] - ===> Epoch[2602](13007/5): Loss -0.7795, Sem 0.0246, dir -0.9804, norm 0.1762, swav 0.0000 LR: 8.026e-02 Score 99.188 Data time: 0.0813, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0051 [2020-10-19 00:16:10,906][root][INFO] - ===> Epoch[2602](13008/5): Loss -0.7825, Sem 0.0243, dir -0.9828, norm 0.1760, swav 0.0000 LR: 8.026e-02 Score 99.183 Data time: 0.0649, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1998 [2020-10-19 00:16:13,240][root][INFO] - ===> Epoch[2602](13009/5): Loss -0.7800, Sem 0.0242, dir -0.9821, norm 0.1779, swav 0.0000 LR: 8.026e-02 Score 99.183 Data time: 0.0748, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.2565 [2020-10-19 00:16:15,321][root][INFO] - ===> Epoch[2602](13010/5): Loss -0.7727, Sem 0.0228, dir -0.9806, norm 0.1850, swav 0.0000 LR: 8.025e-02 Score 99.240 Data time: 0.0748, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9547 [2020-10-19 00:16:17,381][root][INFO] - ===> Epoch[2603](13011/5): Loss -0.7805, Sem 0.0244, dir -0.9813, norm 0.1763, swav 0.0000 LR: 8.025e-02 Score 99.185 Data time: 0.0867, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9656 [2020-10-19 00:16:19,546][root][INFO] - ===> Epoch[2603](13012/5): Loss -0.7797, Sem 0.0230, dir -0.9818, norm 0.1791, swav 0.0000 LR: 8.025e-02 Score 99.235 Data time: 0.0733, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0709 [2020-10-19 00:16:22,260][root][INFO] - ===> Epoch[2603](13013/5): Loss -0.7715, Sem 0.0246, dir -0.9810, norm 0.1848, swav 0.0000 LR: 8.025e-02 Score 99.176 Data time: 0.0696, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.6365 [2020-10-19 00:16:24,484][root][INFO] - ===> Epoch[2603](13014/5): Loss -0.7618, Sem 0.0253, dir -0.9811, norm 0.1941, swav 0.0000 LR: 8.025e-02 Score 99.168 Data time: 0.1016, Forward time: 0.7726, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1083 [2020-10-19 00:16:26,471][root][INFO] - ===> Epoch[2603](13015/5): Loss -0.7632, Sem 0.0289, dir -0.9782, norm 0.1861, swav 0.0000 LR: 8.025e-02 Score 99.029 Data time: 0.0801, Forward time: 0.7726, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.8763 [2020-10-19 00:16:28,674][root][INFO] - ===> Epoch[2604](13016/5): Loss -0.7762, Sem 0.0211, dir -0.9820, norm 0.1846, swav 0.0000 LR: 8.025e-02 Score 99.312 Data time: 0.0772, Forward time: 0.7726, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1167 [2020-10-19 00:16:31,082][root][INFO] - ===> Epoch[2604](13017/5): Loss -0.7792, Sem 0.0234, dir -0.9822, norm 0.1796, swav 0.0000 LR: 8.024e-02 Score 99.211 Data time: 0.0649, Forward time: 0.7726, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.3102 [2020-10-19 00:16:33,413][root][INFO] - ===> Epoch[2604](13018/5): Loss -0.7923, Sem 0.0257, dir -0.9811, norm 0.1630, swav 0.0000 LR: 8.024e-02 Score 99.140 Data time: 0.0771, Forward time: 0.7726, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.2421 [2020-10-19 00:16:35,981][root][INFO] - ===> Epoch[2604](13019/5): Loss -0.7751, Sem 0.0243, dir -0.9806, norm 0.1811, swav 0.0000 LR: 8.024e-02 Score 99.186 Data time: 0.0848, Forward time: 0.7726, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.4679 [2020-10-19 00:16:37,943][root][INFO] - ===> Epoch[2604](13020/5): Loss -0.7949, Sem 0.0247, dir -0.9824, norm 0.1628, swav 0.0000 LR: 8.024e-02 Score 99.175 Data time: 0.0760, Forward time: 0.7726, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.8559 [2020-10-19 00:16:40,222][root][INFO] - ===> Epoch[2605](13021/5): Loss -0.7857, Sem 0.0225, dir -0.9836, norm 0.1753, swav 0.0000 LR: 8.024e-02 Score 99.238 Data time: 0.0949, Forward time: 0.7726, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1813 [2020-10-19 00:16:42,492][root][INFO] - ===> Epoch[2605](13022/5): Loss -0.7875, Sem 0.0241, dir -0.9809, norm 0.1693, swav 0.0000 LR: 8.024e-02 Score 99.184 Data time: 0.1360, Forward time: 0.7726, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1689 [2020-10-19 00:16:45,069][root][INFO] - ===> Epoch[2605](13023/5): Loss -0.7674, Sem 0.0271, dir -0.9805, norm 0.1861, swav 0.0000 LR: 8.023e-02 Score 99.113 Data time: 0.1489, Forward time: 0.7726, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.4886 [2020-10-19 00:16:47,052][root][INFO] - ===> Epoch[2605](13024/5): Loss -0.7880, Sem 0.0272, dir -0.9812, norm 0.1660, swav 0.0000 LR: 8.023e-02 Score 99.088 Data time: 0.0850, Forward time: 0.7726, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.8459 [2020-10-19 00:16:49,204][root][INFO] - ===> Epoch[2605](13025/5): Loss -0.7885, Sem 0.0234, dir -0.9812, norm 0.1694, swav 0.0000 LR: 8.023e-02 Score 99.214 Data time: 0.1357, Forward time: 0.7726, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0476 [2020-10-19 00:16:50,928][root][INFO] - ===> Epoch[2606](13026/5): Loss -0.7735, Sem 0.0236, dir -0.9806, norm 0.1835, swav 0.0000 LR: 8.023e-02 Score 99.234 Data time: 0.0773, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.6068 [2020-10-19 00:16:53,510][root][INFO] - ===> Epoch[2606](13027/5): Loss -0.7865, Sem 0.0225, dir -0.9829, norm 0.1739, swav 0.0000 LR: 8.023e-02 Score 99.253 Data time: 0.0560, Forward time: 0.7726, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.4907 [2020-10-19 00:16:55,725][root][INFO] - ===> Epoch[2606](13028/5): Loss -0.7744, Sem 0.0282, dir -0.9798, norm 0.1773, swav 0.0000 LR: 8.023e-02 Score 99.051 Data time: 0.0858, Forward time: 0.7726, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1257 [2020-10-19 00:16:57,913][root][INFO] - ===> Epoch[2606](13029/5): Loss -0.7674, Sem 0.0290, dir -0.9801, norm 0.1836, swav 0.0000 LR: 8.023e-02 Score 99.043 Data time: 0.0616, Forward time: 0.7726, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0742 [2020-10-19 00:17:00,029][root][INFO] - ===> Epoch[2606](13030/5): Loss -0.7885, Sem 0.0238, dir -0.9819, norm 0.1696, swav 0.0000 LR: 8.022e-02 Score 99.181 Data time: 0.0780, Forward time: 0.7726, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0363 [2020-10-19 00:17:02,041][root][INFO] - ===> Epoch[2607](13031/5): Loss -0.7747, Sem 0.0237, dir -0.9812, norm 0.1828, swav 0.0000 LR: 8.022e-02 Score 99.219 Data time: 0.0504, Forward time: 0.7726, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9023 [2020-10-19 00:17:03,946][root][INFO] - ===> Epoch[2607](13032/5): Loss -0.7881, Sem 0.0254, dir -0.9814, norm 0.1679, swav 0.0000 LR: 8.022e-02 Score 99.152 Data time: 0.0705, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.8329 [2020-10-19 00:17:06,463][root][INFO] - ===> Epoch[2607](13033/5): Loss -0.7662, Sem 0.0272, dir -0.9799, norm 0.1865, swav 0.0000 LR: 8.022e-02 Score 99.084 Data time: 0.0875, Forward time: 0.7726, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.4135 [2020-10-19 00:17:08,590][root][INFO] - ===> Epoch[2607](13034/5): Loss -0.7938, Sem 0.0269, dir -0.9811, norm 0.1605, swav 0.0000 LR: 8.022e-02 Score 99.091 Data time: 0.0845, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.0037 [2020-10-19 00:17:10,586][root][INFO] - ===> Epoch[2607](13035/5): Loss -0.7986, Sem 0.0217, dir -0.9830, norm 0.1627, swav 0.0000 LR: 8.022e-02 Score 99.279 Data time: 0.1093, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.8877 [2020-10-19 00:17:12,906][root][INFO] - ===> Epoch[2608](13036/5): Loss -0.7565, Sem 0.0268, dir -0.9791, norm 0.1957, swav 0.0000 LR: 8.021e-02 Score 99.117 Data time: 0.1022, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.2166 [2020-10-19 00:17:14,822][root][INFO] - ===> Epoch[2608](13037/5): Loss -0.7771, Sem 0.0251, dir -0.9822, norm 0.1800, swav 0.0000 LR: 8.021e-02 Score 99.163 Data time: 0.0645, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.7873 [2020-10-19 00:17:16,759][root][INFO] - ===> Epoch[2608](13038/5): Loss -0.7879, Sem 0.0247, dir -0.9815, norm 0.1689, swav 0.0000 LR: 8.021e-02 Score 99.160 Data time: 0.1117, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.8759 [2020-10-19 00:17:18,663][root][INFO] - ===> Epoch[2608](13039/5): Loss -0.7902, Sem 0.0241, dir -0.9822, norm 0.1679, swav 0.0000 LR: 8.021e-02 Score 99.205 Data time: 0.0773, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.8059 [2020-10-19 00:17:20,871][root][INFO] - ===> Epoch[2608](13040/5): Loss -0.7762, Sem 0.0244, dir -0.9813, norm 0.1807, swav 0.0000 LR: 8.021e-02 Score 99.177 Data time: 0.1176, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.1157 [2020-10-19 00:17:22,864][root][INFO] - ===> Epoch[2609](13041/5): Loss -0.7902, Sem 0.0243, dir -0.9812, norm 0.1667, swav 0.0000 LR: 8.021e-02 Score 99.173 Data time: 0.0837, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9061 [2020-10-19 00:17:25,142][root][INFO] - ===> Epoch[2609](13042/5): Loss -0.7713, Sem 0.0251, dir -0.9809, norm 0.1846, swav 0.0000 LR: 8.021e-02 Score 99.196 Data time: 0.0830, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1799 [2020-10-19 00:17:27,964][root][INFO] - ===> Epoch[2609](13043/5): Loss -0.7721, Sem 0.0238, dir -0.9808, norm 0.1849, swav 0.0000 LR: 8.020e-02 Score 99.226 Data time: 0.0713, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.7184 [2020-10-19 00:17:30,078][root][INFO] - ===> Epoch[2609](13044/5): Loss -0.7797, Sem 0.0228, dir -0.9831, norm 0.1806, swav 0.0000 LR: 8.020e-02 Score 99.237 Data time: 0.0967, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.0143 [2020-10-19 00:17:32,389][root][INFO] - ===> Epoch[2609](13045/5): Loss -0.7707, Sem 0.0258, dir -0.9797, norm 0.1832, swav 0.0000 LR: 8.020e-02 Score 99.156 Data time: 0.0814, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.2008 [2020-10-19 00:17:34,527][root][INFO] - ===> Epoch[2610](13046/5): Loss -0.7840, Sem 0.0248, dir -0.9821, norm 0.1733, swav 0.0000 LR: 8.020e-02 Score 99.166 Data time: 0.0698, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.0353 [2020-10-19 00:17:36,844][root][INFO] - ===> Epoch[2610](13047/5): Loss -0.7837, Sem 0.0261, dir -0.9813, norm 0.1715, swav 0.0000 LR: 8.020e-02 Score 99.139 Data time: 0.0704, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.2386 [2020-10-19 00:17:39,001][root][INFO] - ===> Epoch[2610](13048/5): Loss -0.7971, Sem 0.0229, dir -0.9826, norm 0.1626, swav 0.0000 LR: 8.020e-02 Score 99.234 Data time: 0.0745, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.0650 [2020-10-19 00:17:41,228][root][INFO] - ===> Epoch[2610](13049/5): Loss -0.7806, Sem 0.0260, dir -0.9819, norm 0.1752, swav 0.0000 LR: 8.019e-02 Score 99.129 Data time: 0.0745, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.1235 [2020-10-19 00:17:43,481][root][INFO] - ===> Epoch[2610](13050/5): Loss -0.7888, Sem 0.0249, dir -0.9831, norm 0.1694, swav 0.0000 LR: 8.019e-02 Score 99.159 Data time: 0.0530, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.1588 [2020-10-19 00:17:45,397][root][INFO] - ===> Epoch[2611](13051/5): Loss -0.7855, Sem 0.0258, dir -0.9797, norm 0.1684, swav 0.0000 LR: 8.019e-02 Score 99.167 Data time: 0.1148, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.8310 [2020-10-19 00:17:47,614][root][INFO] - ===> Epoch[2611](13052/5): Loss -0.7828, Sem 0.0244, dir -0.9810, norm 0.1738, swav 0.0000 LR: 8.019e-02 Score 99.178 Data time: 0.1011, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.1233 [2020-10-19 00:17:49,707][root][INFO] - ===> Epoch[2611](13053/5): Loss -0.7897, Sem 0.0239, dir -0.9815, norm 0.1679, swav 0.0000 LR: 8.019e-02 Score 99.187 Data time: 0.0900, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.9622 [2020-10-19 00:17:51,832][root][INFO] - ===> Epoch[2611](13054/5): Loss -0.7929, Sem 0.0220, dir -0.9833, norm 0.1685, swav 0.0000 LR: 8.019e-02 Score 99.256 Data time: 0.0784, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0309 [2020-10-19 00:17:54,102][root][INFO] - ===> Epoch[2611](13055/5): Loss -0.7817, Sem 0.0244, dir -0.9822, norm 0.1762, swav 0.0000 LR: 8.019e-02 Score 99.185 Data time: 0.0721, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.1684 [2020-10-19 00:17:56,788][root][INFO] - ===> Epoch[2612](13056/5): Loss -0.7836, Sem 0.0271, dir -0.9811, norm 0.1704, swav 0.0000 LR: 8.018e-02 Score 99.102 Data time: 0.0860, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.6143 [2020-10-19 00:17:59,074][root][INFO] - ===> Epoch[2612](13057/5): Loss -0.7857, Sem 0.0238, dir -0.9815, norm 0.1721, swav 0.0000 LR: 8.018e-02 Score 99.226 Data time: 0.0850, Forward time: 0.7727, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.1715 [2020-10-19 00:18:01,334][root][INFO] - ===> Epoch[2612](13058/5): Loss -0.7787, Sem 0.0253, dir -0.9798, norm 0.1758, swav 0.0000 LR: 8.018e-02 Score 99.166 Data time: 0.0820, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.1689 [2020-10-19 00:18:03,480][root][INFO] - ===> Epoch[2612](13059/5): Loss -0.7969, Sem 0.0243, dir -0.9837, norm 0.1625, swav 0.0000 LR: 8.018e-02 Score 99.194 Data time: 0.0712, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.0570 [2020-10-19 00:18:06,030][root][INFO] - ===> Epoch[2612](13060/5): Loss -0.7901, Sem 0.0255, dir -0.9831, norm 0.1675, swav 0.0000 LR: 8.018e-02 Score 99.155 Data time: 0.0577, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.4458 [2020-10-19 00:18:08,505][root][INFO] - ===> Epoch[2613](13061/5): Loss -0.7920, Sem 0.0236, dir -0.9828, norm 0.1671, swav 0.0000 LR: 8.018e-02 Score 99.213 Data time: 0.0553, Forward time: 0.7726, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.3984 [2020-10-19 00:18:10,853][root][INFO] - ===> Epoch[2613](13062/5): Loss -0.7877, Sem 0.0243, dir -0.9819, norm 0.1699, swav 0.0000 LR: 8.017e-02 Score 99.169 Data time: 0.0657, Forward time: 0.7726, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.2792 [2020-10-19 00:18:13,336][root][INFO] - ===> Epoch[2613](13063/5): Loss -0.7814, Sem 0.0231, dir -0.9827, norm 0.1782, swav 0.0000 LR: 8.017e-02 Score 99.244 Data time: 0.0565, Forward time: 0.7726, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.3736 [2020-10-19 00:18:15,519][root][INFO] - ===> Epoch[2613](13064/5): Loss -0.7664, Sem 0.0313, dir -0.9782, norm 0.1804, swav 0.0000 LR: 8.017e-02 Score 98.979 Data time: 0.0441, Forward time: 0.7726, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0918 [2020-10-19 00:18:17,812][root][INFO] - ===> Epoch[2613](13065/5): Loss -0.7962, Sem 0.0255, dir -0.9816, norm 0.1599, swav 0.0000 LR: 8.017e-02 Score 99.129 Data time: 0.0582, Forward time: 0.7726, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.2277 [2020-10-19 00:18:19,686][root][INFO] - ===> Epoch[2614](13066/5): Loss -0.7724, Sem 0.0297, dir -0.9786, norm 0.1765, swav 0.0000 LR: 8.017e-02 Score 98.989 Data time: 0.0549, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.7701 [2020-10-19 00:18:22,491][root][INFO] - ===> Epoch[2614](13067/5): Loss -0.7874, Sem 0.0232, dir -0.9829, norm 0.1722, swav 0.0000 LR: 8.017e-02 Score 99.231 Data time: 0.0773, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.7300 [2020-10-19 00:18:25,001][root][INFO] - ===> Epoch[2614](13068/5): Loss -0.7953, Sem 0.0220, dir -0.9822, norm 0.1649, swav 0.0000 LR: 8.017e-02 Score 99.256 Data time: 0.0770, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.3917 [2020-10-19 00:18:27,024][root][INFO] - ===> Epoch[2614](13069/5): Loss -0.8000, Sem 0.0222, dir -0.9834, norm 0.1612, swav 0.0000 LR: 8.016e-02 Score 99.239 Data time: 0.0814, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9232 [2020-10-19 00:18:29,038][root][INFO] - ===> Epoch[2614](13070/5): Loss -0.7613, Sem 0.0256, dir -0.9806, norm 0.1938, swav 0.0000 LR: 8.016e-02 Score 99.163 Data time: 0.0774, Forward time: 0.7726, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9062 [2020-10-19 00:18:31,264][root][INFO] - ===> Epoch[2615](13071/5): Loss -0.7821, Sem 0.0234, dir -0.9824, norm 0.1769, swav 0.0000 LR: 8.016e-02 Score 99.227 Data time: 0.0781, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1168 [2020-10-19 00:18:34,191][root][INFO] - ===> Epoch[2615](13072/5): Loss -0.7828, Sem 0.0249, dir -0.9813, norm 0.1736, swav 0.0000 LR: 8.016e-02 Score 99.169 Data time: 0.0928, Forward time: 0.7726, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.8395 [2020-10-19 00:18:35,977][root][INFO] - ===> Epoch[2615](13073/5): Loss -0.7785, Sem 0.0291, dir -0.9790, norm 0.1715, swav 0.0000 LR: 8.016e-02 Score 99.022 Data time: 0.0719, Forward time: 0.7726, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.6694 [2020-10-19 00:18:38,165][root][INFO] - ===> Epoch[2615](13074/5): Loss -0.7864, Sem 0.0251, dir -0.9826, norm 0.1710, swav 0.0000 LR: 8.016e-02 Score 99.178 Data time: 0.0914, Forward time: 0.7726, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1009 [2020-10-19 00:18:40,193][root][INFO] - ===> Epoch[2615](13075/5): Loss -0.7858, Sem 0.0263, dir -0.9814, norm 0.1692, swav 0.0000 LR: 8.015e-02 Score 99.120 Data time: 0.0629, Forward time: 0.7726, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9292 [2020-10-19 00:18:42,204][root][INFO] - ===> Epoch[2616](13076/5): Loss -0.8029, Sem 0.0232, dir -0.9823, norm 0.1562, swav 0.0000 LR: 8.015e-02 Score 99.214 Data time: 0.0640, Forward time: 0.7726, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9575 [2020-10-19 00:18:44,471][root][INFO] - ===> Epoch[2616](13077/5): Loss -0.7858, Sem 0.0230, dir -0.9829, norm 0.1742, swav 0.0000 LR: 8.015e-02 Score 99.231 Data time: 0.0907, Forward time: 0.7726, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1839 [2020-10-19 00:18:46,924][root][INFO] - ===> Epoch[2616](13078/5): Loss -0.7687, Sem 0.0271, dir -0.9817, norm 0.1859, swav 0.0000 LR: 8.015e-02 Score 99.134 Data time: 0.0493, Forward time: 0.7726, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.3359 [2020-10-19 00:18:48,709][root][INFO] - ===> Epoch[2616](13079/5): Loss -0.7981, Sem 0.0254, dir -0.9828, norm 0.1593, swav 0.0000 LR: 8.015e-02 Score 99.144 Data time: 0.0584, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.7135 [2020-10-19 00:18:51,120][root][INFO] - ===> Epoch[2616](13080/5): Loss -0.7797, Sem 0.0255, dir -0.9811, norm 0.1759, swav 0.0000 LR: 8.015e-02 Score 99.150 Data time: 0.0556, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.3463 [2020-10-19 00:18:53,492][root][INFO] - ===> Epoch[2617](13081/5): Loss -0.7849, Sem 0.0231, dir -0.9803, norm 0.1723, swav 0.0000 LR: 8.015e-02 Score 99.225 Data time: 0.0734, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.2360 [2020-10-19 00:18:55,367][root][INFO] - ===> Epoch[2617](13082/5): Loss -0.7925, Sem 0.0224, dir -0.9831, norm 0.1682, swav 0.0000 LR: 8.014e-02 Score 99.244 Data time: 0.0778, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.7792 [2020-10-19 00:18:57,462][root][INFO] - ===> Epoch[2617](13083/5): Loss -0.7872, Sem 0.0236, dir -0.9827, norm 0.1719, swav 0.0000 LR: 8.014e-02 Score 99.208 Data time: 0.0701, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.9870 [2020-10-19 00:18:59,413][root][INFO] - ===> Epoch[2617](13084/5): Loss -0.7703, Sem 0.0291, dir -0.9787, norm 0.1793, swav 0.0000 LR: 8.014e-02 Score 99.030 Data time: 0.0671, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8482 [2020-10-19 00:19:01,592][root][INFO] - ===> Epoch[2617](13085/5): Loss -0.7980, Sem 0.0245, dir -0.9822, norm 0.1598, swav 0.0000 LR: 8.014e-02 Score 99.195 Data time: 0.0688, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0843 [2020-10-19 00:19:03,717][root][INFO] - ===> Epoch[2618](13086/5): Loss -0.7828, Sem 0.0244, dir -0.9798, norm 0.1726, swav 0.0000 LR: 8.014e-02 Score 99.178 Data time: 0.0743, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0461 [2020-10-19 00:19:06,422][root][INFO] - ===> Epoch[2618](13087/5): Loss -0.7838, Sem 0.0231, dir -0.9828, norm 0.1758, swav 0.0000 LR: 8.014e-02 Score 99.247 Data time: 0.0694, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.6179 [2020-10-19 00:19:08,873][root][INFO] - ===> Epoch[2618](13088/5): Loss -0.7948, Sem 0.0234, dir -0.9813, norm 0.1630, swav 0.0000 LR: 8.013e-02 Score 99.206 Data time: 0.0696, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.3555 [2020-10-19 00:19:10,819][root][INFO] - ===> Epoch[2618](13089/5): Loss -0.7912, Sem 0.0227, dir -0.9826, norm 0.1687, swav 0.0000 LR: 8.013e-02 Score 99.249 Data time: 0.0723, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8530 [2020-10-19 00:19:14,113][root][INFO] - ===> Epoch[2618](13090/5): Loss -0.7928, Sem 0.0231, dir -0.9834, norm 0.1675, swav 0.0000 LR: 8.013e-02 Score 99.214 Data time: 0.0640, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 3.1843 [2020-10-19 00:19:16,470][root][INFO] - ===> Epoch[2619](13091/5): Loss -0.7909, Sem 0.0252, dir -0.9822, norm 0.1660, swav 0.0000 LR: 8.013e-02 Score 99.148 Data time: 0.0809, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.2503 [2020-10-19 00:19:18,520][root][INFO] - ===> Epoch[2619](13092/5): Loss -0.8011, Sem 0.0249, dir -0.9829, norm 0.1569, swav 0.0000 LR: 8.013e-02 Score 99.155 Data time: 0.0857, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9402 [2020-10-19 00:19:20,794][root][INFO] - ===> Epoch[2619](13093/5): Loss -0.7763, Sem 0.0252, dir -0.9801, norm 0.1786, swav 0.0000 LR: 8.013e-02 Score 99.167 Data time: 0.1258, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1736 [2020-10-19 00:19:22,791][root][INFO] - ===> Epoch[2619](13094/5): Loss -0.7945, Sem 0.0231, dir -0.9828, norm 0.1652, swav 0.0000 LR: 8.013e-02 Score 99.231 Data time: 0.0854, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.8950 [2020-10-19 00:19:25,276][root][INFO] - ===> Epoch[2619](13095/5): Loss -0.7605, Sem 0.0242, dir -0.9798, norm 0.1951, swav 0.0000 LR: 8.012e-02 Score 99.210 Data time: 0.0722, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.3526 [2020-10-19 00:19:27,922][root][INFO] - ===> Epoch[2620](13096/5): Loss -0.7839, Sem 0.0261, dir -0.9801, norm 0.1701, swav 0.0000 LR: 8.012e-02 Score 99.119 Data time: 0.0874, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.5003 [2020-10-19 00:19:29,979][root][INFO] - ===> Epoch[2620](13097/5): Loss -0.7988, Sem 0.0229, dir -0.9830, norm 0.1612, swav 0.0000 LR: 8.012e-02 Score 99.221 Data time: 0.0768, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9355 [2020-10-19 00:19:32,250][root][INFO] - ===> Epoch[2620](13098/5): Loss -0.7847, Sem 0.0266, dir -0.9820, norm 0.1707, swav 0.0000 LR: 8.012e-02 Score 99.100 Data time: 0.0777, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1384 [2020-10-19 00:19:34,813][root][INFO] - ===> Epoch[2620](13099/5): Loss -0.7899, Sem 0.0233, dir -0.9820, norm 0.1687, swav 0.0000 LR: 8.012e-02 Score 99.239 Data time: 0.0744, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.4479 [2020-10-19 00:19:36,863][root][INFO] - ===> Epoch[2620](13100/5): Loss -0.7937, Sem 0.0223, dir -0.9830, norm 0.1670, swav 0.0000 LR: 8.012e-02 Score 99.247 Data time: 0.0659, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9232 [2020-10-19 00:19:37,786][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 00:19:39,876][root][INFO] - ===> Epoch[2621](13101/5): Loss -0.7891, Sem 0.0232, dir -0.9812, norm 0.1690, swav 0.0000 LR: 8.011e-02 Score 99.217 Data time: 0.0950, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9175 [2020-10-19 00:19:42,138][root][INFO] - ===> Epoch[2621](13102/5): Loss -0.7921, Sem 0.0256, dir -0.9810, norm 0.1633, swav 0.0000 LR: 8.011e-02 Score 99.136 Data time: 0.0960, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1477 [2020-10-19 00:19:44,773][root][INFO] - ===> Epoch[2621](13103/5): Loss -0.7701, Sem 0.0234, dir -0.9823, norm 0.1888, swav 0.0000 LR: 8.011e-02 Score 99.233 Data time: 0.0590, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.5168 [2020-10-19 00:19:47,048][root][INFO] - ===> Epoch[2621](13104/5): Loss -0.7887, Sem 0.0242, dir -0.9802, norm 0.1674, swav 0.0000 LR: 8.011e-02 Score 99.187 Data time: 0.0742, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1479 [2020-10-19 00:19:49,109][root][INFO] - ===> Epoch[2621](13105/5): Loss -0.7794, Sem 0.0249, dir -0.9808, norm 0.1766, swav 0.0000 LR: 8.011e-02 Score 99.184 Data time: 0.0821, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9484 [2020-10-19 00:19:51,000][root][INFO] - ===> Epoch[2622](13106/5): Loss -0.7887, Sem 0.0251, dir -0.9814, norm 0.1676, swav 0.0000 LR: 8.011e-02 Score 99.157 Data time: 0.0828, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.7775 [2020-10-19 00:19:52,757][root][INFO] - ===> Epoch[2622](13107/5): Loss -0.7832, Sem 0.0229, dir -0.9828, norm 0.1767, swav 0.0000 LR: 8.011e-02 Score 99.224 Data time: 0.0615, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.6407 [2020-10-19 00:19:55,029][root][INFO] - ===> Epoch[2622](13108/5): Loss -0.7715, Sem 0.0234, dir -0.9809, norm 0.1860, swav 0.0000 LR: 8.010e-02 Score 99.216 Data time: 0.0782, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1710 [2020-10-19 00:19:57,396][root][INFO] - ===> Epoch[2622](13109/5): Loss -0.7799, Sem 0.0264, dir -0.9802, norm 0.1739, swav 0.0000 LR: 8.010e-02 Score 99.120 Data time: 0.0673, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.2203 [2020-10-19 00:19:59,697][root][INFO] - ===> Epoch[2622](13110/5): Loss -0.7923, Sem 0.0205, dir -0.9845, norm 0.1716, swav 0.0000 LR: 8.010e-02 Score 99.318 Data time: 0.0790, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.1875 [2020-10-19 00:20:02,122][root][INFO] - ===> Epoch[2623](13111/5): Loss -0.7745, Sem 0.0251, dir -0.9818, norm 0.1822, swav 0.0000 LR: 8.010e-02 Score 99.166 Data time: 0.0843, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 2.3042 [2020-10-19 00:20:03,926][root][INFO] - ===> Epoch[2623](13112/5): Loss -0.7799, Sem 0.0280, dir -0.9810, norm 0.1732, swav 0.0000 LR: 8.010e-02 Score 99.059 Data time: 0.0798, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.6726 [2020-10-19 00:20:05,973][root][INFO] - ===> Epoch[2623](13113/5): Loss -0.7858, Sem 0.0244, dir -0.9805, norm 0.1703, swav 0.0000 LR: 8.010e-02 Score 99.194 Data time: 0.0675, Forward time: 0.7725, Backward time: 1.1801, DDP time: 0.0030, Total iter time: 1.9499 [2020-10-19 00:20:07,902][root][INFO] - ===> Epoch[2623](13114/5): Loss -0.7659, Sem 0.0274, dir -0.9798, norm 0.1865, swav 0.0000 LR: 8.009e-02 Score 99.123 Data time: 0.0836, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8146 [2020-10-19 00:20:10,174][root][INFO] - ===> Epoch[2623](13115/5): Loss -0.7980, Sem 0.0237, dir -0.9826, norm 0.1609, swav 0.0000 LR: 8.009e-02 Score 99.203 Data time: 0.0954, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1588 [2020-10-19 00:20:12,552][root][INFO] - ===> Epoch[2624](13116/5): Loss -0.7720, Sem 0.0254, dir -0.9805, norm 0.1831, swav 0.0000 LR: 8.009e-02 Score 99.127 Data time: 0.0663, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.2584 [2020-10-19 00:20:14,515][root][INFO] - ===> Epoch[2624](13117/5): Loss -0.7968, Sem 0.0222, dir -0.9841, norm 0.1651, swav 0.0000 LR: 8.009e-02 Score 99.248 Data time: 0.0855, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8540 [2020-10-19 00:20:16,643][root][INFO] - ===> Epoch[2624](13118/5): Loss -0.7817, Sem 0.0260, dir -0.9814, norm 0.1738, swav 0.0000 LR: 8.009e-02 Score 99.138 Data time: 0.0689, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0210 [2020-10-19 00:20:18,747][root][INFO] - ===> Epoch[2624](13119/5): Loss -0.7987, Sem 0.0225, dir -0.9824, norm 0.1612, swav 0.0000 LR: 8.009e-02 Score 99.252 Data time: 0.0628, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0012 [2020-10-19 00:20:20,955][root][INFO] - ===> Epoch[2624](13120/5): Loss -0.7785, Sem 0.0255, dir -0.9801, norm 0.1761, swav 0.0000 LR: 8.009e-02 Score 99.144 Data time: 0.1008, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.1119 [2020-10-19 00:20:22,919][root][INFO] - ===> Epoch[2625](13121/5): Loss -0.7797, Sem 0.0266, dir -0.9814, norm 0.1751, swav 0.0000 LR: 8.008e-02 Score 99.123 Data time: 0.0812, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.8283 [2020-10-19 00:20:25,079][root][INFO] - ===> Epoch[2625](13122/5): Loss -0.7815, Sem 0.0251, dir -0.9823, norm 0.1757, swav 0.0000 LR: 8.008e-02 Score 99.164 Data time: 0.0732, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.0640 [2020-10-19 00:20:27,500][root][INFO] - ===> Epoch[2625](13123/5): Loss -0.7650, Sem 0.0255, dir -0.9795, norm 0.1889, swav 0.0000 LR: 8.008e-02 Score 99.141 Data time: 0.0873, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.3258 [2020-10-19 00:20:29,348][root][INFO] - ===> Epoch[2625](13124/5): Loss -0.7750, Sem 0.0305, dir -0.9798, norm 0.1743, swav 0.0000 LR: 8.008e-02 Score 99.010 Data time: 0.0769, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 1.7184 [2020-10-19 00:20:31,145][root][INFO] - ===> Epoch[2625](13125/5): Loss -0.7965, Sem 0.0219, dir -0.9840, norm 0.1656, swav 0.0000 LR: 8.008e-02 Score 99.252 Data time: 0.0765, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.6888 [2020-10-19 00:20:33,705][root][INFO] - ===> Epoch[2626](13126/5): Loss -0.7724, Sem 0.0257, dir -0.9809, norm 0.1828, swav 0.0000 LR: 8.008e-02 Score 99.150 Data time: 0.0610, Forward time: 0.7725, Backward time: 1.1800, DDP time: 0.0030, Total iter time: 2.4596 [2020-10-19 00:20:35,852][root][INFO] - ===> Epoch[2626](13127/5): Loss -0.7940, Sem 0.0239, dir -0.9819, norm 0.1639, swav 0.0000 LR: 8.007e-02 Score 99.211 Data time: 0.1978, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0448 [2020-10-19 00:20:38,221][root][INFO] - ===> Epoch[2626](13128/5): Loss -0.7754, Sem 0.0250, dir -0.9813, norm 0.1809, swav 0.0000 LR: 8.007e-02 Score 99.162 Data time: 0.0961, Forward time: 0.7726, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.2558 [2020-10-19 00:20:40,544][root][INFO] - ===> Epoch[2626](13129/5): Loss -0.7851, Sem 0.0243, dir -0.9822, norm 0.1728, swav 0.0000 LR: 8.007e-02 Score 99.196 Data time: 0.0706, Forward time: 0.7726, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1894 [2020-10-19 00:20:42,441][root][INFO] - ===> Epoch[2626](13130/5): Loss -0.7936, Sem 0.0234, dir -0.9837, norm 0.1667, swav 0.0000 LR: 8.007e-02 Score 99.208 Data time: 0.0606, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.7815 [2020-10-19 00:20:44,989][root][INFO] - ===> Epoch[2627](13131/5): Loss -0.7635, Sem 0.0258, dir -0.9812, norm 0.1919, swav 0.0000 LR: 8.007e-02 Score 99.134 Data time: 0.0691, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.4642 [2020-10-19 00:20:46,917][root][INFO] - ===> Epoch[2627](13132/5): Loss -0.7798, Sem 0.0283, dir -0.9810, norm 0.1729, swav 0.0000 LR: 8.007e-02 Score 99.083 Data time: 0.0772, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.8142 [2020-10-19 00:20:48,679][root][INFO] - ===> Epoch[2627](13133/5): Loss -0.7706, Sem 0.0265, dir -0.9810, norm 0.1839, swav 0.0000 LR: 8.007e-02 Score 99.104 Data time: 0.0790, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.6613 [2020-10-19 00:20:50,837][root][INFO] - ===> Epoch[2627](13134/5): Loss -0.7716, Sem 0.0251, dir -0.9808, norm 0.1841, swav 0.0000 LR: 8.006e-02 Score 99.179 Data time: 0.0613, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0531 [2020-10-19 00:20:52,974][root][INFO] - ===> Epoch[2627](13135/5): Loss -0.7850, Sem 0.0245, dir -0.9828, norm 0.1732, swav 0.0000 LR: 8.006e-02 Score 99.170 Data time: 0.0590, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0464 [2020-10-19 00:20:55,390][root][INFO] - ===> Epoch[2628](13136/5): Loss -0.7823, Sem 0.0242, dir -0.9818, norm 0.1753, swav 0.0000 LR: 8.006e-02 Score 99.185 Data time: 0.0687, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.3227 [2020-10-19 00:20:57,587][root][INFO] - ===> Epoch[2628](13137/5): Loss -0.7819, Sem 0.0249, dir -0.9824, norm 0.1756, swav 0.0000 LR: 8.006e-02 Score 99.168 Data time: 0.0805, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0922 [2020-10-19 00:20:59,814][root][INFO] - ===> Epoch[2628](13138/5): Loss -0.7901, Sem 0.0238, dir -0.9811, norm 0.1671, swav 0.0000 LR: 8.006e-02 Score 99.217 Data time: 0.0824, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0747 [2020-10-19 00:21:02,116][root][INFO] - ===> Epoch[2628](13139/5): Loss -0.7710, Sem 0.0243, dir -0.9808, norm 0.1855, swav 0.0000 LR: 8.006e-02 Score 99.185 Data time: 0.0818, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1915 [2020-10-19 00:21:04,023][root][INFO] - ===> Epoch[2628](13140/5): Loss -0.7899, Sem 0.0235, dir -0.9818, norm 0.1683, swav 0.0000 LR: 8.005e-02 Score 99.217 Data time: 0.0687, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.7818 [2020-10-19 00:21:05,909][root][INFO] - ===> Epoch[2629](13141/5): Loss -0.7820, Sem 0.0238, dir -0.9817, norm 0.1759, swav 0.0000 LR: 8.005e-02 Score 99.194 Data time: 0.0814, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.7958 [2020-10-19 00:21:08,301][root][INFO] - ===> Epoch[2629](13142/5): Loss -0.7719, Sem 0.0251, dir -0.9797, norm 0.1828, swav 0.0000 LR: 8.005e-02 Score 99.189 Data time: 0.0913, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.2564 [2020-10-19 00:21:10,750][root][INFO] - ===> Epoch[2629](13143/5): Loss -0.7887, Sem 0.0242, dir -0.9826, norm 0.1697, swav 0.0000 LR: 8.005e-02 Score 99.192 Data time: 0.0842, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.3243 [2020-10-19 00:21:12,738][root][INFO] - ===> Epoch[2629](13144/5): Loss -0.7715, Sem 0.0238, dir -0.9816, norm 0.1863, swav 0.0000 LR: 8.005e-02 Score 99.206 Data time: 0.0805, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.8198 [2020-10-19 00:21:14,658][root][INFO] - ===> Epoch[2629](13145/5): Loss -0.7789, Sem 0.0270, dir -0.9808, norm 0.1750, swav 0.0000 LR: 8.005e-02 Score 99.101 Data time: 0.0979, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.8083 [2020-10-19 00:21:16,732][root][INFO] - ===> Epoch[2630](13146/5): Loss -0.7811, Sem 0.0255, dir -0.9809, norm 0.1743, swav 0.0000 LR: 8.005e-02 Score 99.153 Data time: 0.1439, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.9721 [2020-10-19 00:21:19,104][root][INFO] - ===> Epoch[2630](13147/5): Loss -0.7883, Sem 0.0223, dir -0.9826, norm 0.1720, swav 0.0000 LR: 8.004e-02 Score 99.268 Data time: 0.3275, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.2283 [2020-10-19 00:21:21,868][root][INFO] - ===> Epoch[2630](13148/5): Loss -0.7796, Sem 0.0241, dir -0.9809, norm 0.1772, swav 0.0000 LR: 8.004e-02 Score 99.222 Data time: 0.1515, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.6305 [2020-10-19 00:21:24,227][root][INFO] - ===> Epoch[2630](13149/5): Loss -0.7923, Sem 0.0259, dir -0.9812, norm 0.1631, swav 0.0000 LR: 8.004e-02 Score 99.129 Data time: 0.0953, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.2232 [2020-10-19 00:21:26,504][root][INFO] - ===> Epoch[2630](13150/5): Loss -0.7998, Sem 0.0243, dir -0.9829, norm 0.1588, swav 0.0000 LR: 8.004e-02 Score 99.169 Data time: 0.0995, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.1720 [2020-10-19 00:21:28,535][root][INFO] - ===> Epoch[2631](13151/5): Loss -0.7879, Sem 0.0223, dir -0.9824, norm 0.1723, swav 0.0000 LR: 8.004e-02 Score 99.251 Data time: 0.0650, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.9175 [2020-10-19 00:21:30,928][root][INFO] - ===> Epoch[2631](13152/5): Loss -0.7947, Sem 0.0244, dir -0.9824, norm 0.1632, swav 0.0000 LR: 8.004e-02 Score 99.185 Data time: 0.0517, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.3093 [2020-10-19 00:21:32,768][root][INFO] - ===> Epoch[2631](13153/5): Loss -0.7794, Sem 0.0263, dir -0.9810, norm 0.1753, swav 0.0000 LR: 8.003e-02 Score 99.140 Data time: 0.0748, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.7646 [2020-10-19 00:21:34,840][root][INFO] - ===> Epoch[2631](13154/5): Loss -0.7438, Sem 0.0272, dir -0.9790, norm 0.2081, swav 0.0000 LR: 8.003e-02 Score 99.079 Data time: 0.0968, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.9620 [2020-10-19 00:21:37,046][root][INFO] - ===> Epoch[2631](13155/5): Loss -0.7867, Sem 0.0248, dir -0.9808, norm 0.1694, swav 0.0000 LR: 8.003e-02 Score 99.205 Data time: 0.0780, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.1134 [2020-10-19 00:21:39,336][root][INFO] - ===> Epoch[2632](13156/5): Loss -0.7968, Sem 0.0236, dir -0.9829, norm 0.1624, swav 0.0000 LR: 8.003e-02 Score 99.211 Data time: 0.0842, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.1787 [2020-10-19 00:21:41,389][root][INFO] - ===> Epoch[2632](13157/5): Loss -0.8040, Sem 0.0210, dir -0.9841, norm 0.1590, swav 0.0000 LR: 8.003e-02 Score 99.296 Data time: 0.0852, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.9568 [2020-10-19 00:21:43,484][root][INFO] - ===> Epoch[2632](13158/5): Loss -0.7906, Sem 0.0245, dir -0.9812, norm 0.1662, swav 0.0000 LR: 8.003e-02 Score 99.202 Data time: 0.0728, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.9928 [2020-10-19 00:21:45,344][root][INFO] - ===> Epoch[2632](13159/5): Loss -0.7936, Sem 0.0253, dir -0.9812, norm 0.1623, swav 0.0000 LR: 8.003e-02 Score 99.134 Data time: 0.3502, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.7310 [2020-10-19 00:21:47,661][root][INFO] - ===> Epoch[2632](13160/5): Loss -0.7687, Sem 0.0270, dir -0.9804, norm 0.1847, swav 0.0000 LR: 8.002e-02 Score 99.136 Data time: 0.1063, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2395 [2020-10-19 00:21:49,843][root][INFO] - ===> Epoch[2633](13161/5): Loss -0.7883, Sem 0.0212, dir -0.9834, norm 0.1740, swav 0.0000 LR: 8.002e-02 Score 99.307 Data time: 0.0439, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0315 [2020-10-19 00:21:52,465][root][INFO] - ===> Epoch[2633](13162/5): Loss -0.7848, Sem 0.0263, dir -0.9807, norm 0.1696, swav 0.0000 LR: 8.002e-02 Score 99.098 Data time: 0.0677, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.5251 [2020-10-19 00:21:54,679][root][INFO] - ===> Epoch[2633](13163/5): Loss -0.8109, Sem 0.0231, dir -0.9842, norm 0.1502, swav 0.0000 LR: 8.002e-02 Score 99.236 Data time: 0.0680, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.0976 [2020-10-19 00:21:56,946][root][INFO] - ===> Epoch[2633](13164/5): Loss -0.7820, Sem 0.0235, dir -0.9819, norm 0.1764, swav 0.0000 LR: 8.002e-02 Score 99.213 Data time: 0.0833, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.1698 [2020-10-19 00:21:59,018][root][INFO] - ===> Epoch[2633](13165/5): Loss -0.7813, Sem 0.0291, dir -0.9805, norm 0.1702, swav 0.0000 LR: 8.002e-02 Score 99.021 Data time: 0.0660, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.9574 [2020-10-19 00:22:01,030][root][INFO] - ===> Epoch[2634](13166/5): Loss -0.7771, Sem 0.0231, dir -0.9818, norm 0.1816, swav 0.0000 LR: 8.001e-02 Score 99.233 Data time: 0.0980, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.9153 [2020-10-19 00:22:02,895][root][INFO] - ===> Epoch[2634](13167/5): Loss -0.7929, Sem 0.0228, dir -0.9835, norm 0.1678, swav 0.0000 LR: 8.001e-02 Score 99.225 Data time: 0.0751, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.7583 [2020-10-19 00:22:04,964][root][INFO] - ===> Epoch[2634](13168/5): Loss -0.7805, Sem 0.0264, dir -0.9802, norm 0.1733, swav 0.0000 LR: 8.001e-02 Score 99.129 Data time: 0.0793, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9589 [2020-10-19 00:22:07,161][root][INFO] - ===> Epoch[2634](13169/5): Loss -0.7787, Sem 0.0235, dir -0.9810, norm 0.1788, swav 0.0000 LR: 8.001e-02 Score 99.205 Data time: 0.0914, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0790 [2020-10-19 00:22:09,224][root][INFO] - ===> Epoch[2634](13170/5): Loss -0.7947, Sem 0.0240, dir -0.9818, norm 0.1631, swav 0.0000 LR: 8.001e-02 Score 99.198 Data time: 0.0691, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9228 [2020-10-19 00:22:11,258][root][INFO] - ===> Epoch[2635](13171/5): Loss -0.7699, Sem 0.0283, dir -0.9794, norm 0.1812, swav 0.0000 LR: 8.001e-02 Score 99.066 Data time: 0.0709, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9346 [2020-10-19 00:22:13,232][root][INFO] - ===> Epoch[2635](13172/5): Loss -0.7937, Sem 0.0210, dir -0.9834, norm 0.1687, swav 0.0000 LR: 8.001e-02 Score 99.304 Data time: 0.0820, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8769 [2020-10-19 00:22:15,575][root][INFO] - ===> Epoch[2635](13173/5): Loss -0.7689, Sem 0.0246, dir -0.9811, norm 0.1876, swav 0.0000 LR: 8.000e-02 Score 99.179 Data time: 0.0746, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2426 [2020-10-19 00:22:17,793][root][INFO] - ===> Epoch[2635](13174/5): Loss -0.7927, Sem 0.0230, dir -0.9804, norm 0.1648, swav 0.0000 LR: 8.000e-02 Score 99.230 Data time: 0.0650, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0875 [2020-10-19 00:22:19,767][root][INFO] - ===> Epoch[2635](13175/5): Loss -0.7838, Sem 0.0237, dir -0.9812, norm 0.1737, swav 0.0000 LR: 8.000e-02 Score 99.210 Data time: 0.0579, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8807 [2020-10-19 00:22:21,868][root][INFO] - ===> Epoch[2636](13176/5): Loss -0.7822, Sem 0.0225, dir -0.9823, norm 0.1776, swav 0.0000 LR: 8.000e-02 Score 99.268 Data time: 0.1460, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0057 [2020-10-19 00:22:24,155][root][INFO] - ===> Epoch[2636](13177/5): Loss -0.7740, Sem 0.0261, dir -0.9819, norm 0.1819, swav 0.0000 LR: 8.000e-02 Score 99.146 Data time: 0.0799, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1727 [2020-10-19 00:22:25,956][root][INFO] - ===> Epoch[2636](13178/5): Loss -0.7815, Sem 0.0276, dir -0.9815, norm 0.1724, swav 0.0000 LR: 8.000e-02 Score 99.096 Data time: 0.0603, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.6806 [2020-10-19 00:22:27,922][root][INFO] - ===> Epoch[2636](13179/5): Loss -0.8025, Sem 0.0237, dir -0.9838, norm 0.1576, swav 0.0000 LR: 7.999e-02 Score 99.200 Data time: 0.0832, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.8675 [2020-10-19 00:22:30,129][root][INFO] - ===> Epoch[2636](13180/5): Loss -0.7889, Sem 0.0221, dir -0.9823, norm 0.1713, swav 0.0000 LR: 7.999e-02 Score 99.263 Data time: 0.0824, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.0897 [2020-10-19 00:22:32,119][root][INFO] - ===> Epoch[2637](13181/5): Loss -0.7760, Sem 0.0282, dir -0.9792, norm 0.1751, swav 0.0000 LR: 7.999e-02 Score 99.051 Data time: 0.1115, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.8858 [2020-10-19 00:22:34,752][root][INFO] - ===> Epoch[2637](13182/5): Loss -0.7735, Sem 0.0233, dir -0.9811, norm 0.1843, swav 0.0000 LR: 7.999e-02 Score 99.243 Data time: 0.1620, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.5566 [2020-10-19 00:22:37,146][root][INFO] - ===> Epoch[2637](13183/5): Loss -0.7880, Sem 0.0231, dir -0.9846, norm 0.1735, swav 0.0000 LR: 7.999e-02 Score 99.219 Data time: 0.1032, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.2801 [2020-10-19 00:22:39,435][root][INFO] - ===> Epoch[2637](13184/5): Loss -0.7830, Sem 0.0251, dir -0.9825, norm 0.1744, swav 0.0000 LR: 7.999e-02 Score 99.176 Data time: 0.0942, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.1790 [2020-10-19 00:22:42,263][root][INFO] - ===> Epoch[2637](13185/5): Loss -0.7493, Sem 0.0256, dir -0.9794, norm 0.2045, swav 0.0000 LR: 7.999e-02 Score 99.146 Data time: 0.0506, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.7330 [2020-10-19 00:22:44,565][root][INFO] - ===> Epoch[2638](13186/5): Loss -0.7753, Sem 0.0237, dir -0.9826, norm 0.1836, swav 0.0000 LR: 7.998e-02 Score 99.208 Data time: 0.0775, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2347 [2020-10-19 00:22:47,736][root][INFO] - ===> Epoch[2638](13187/5): Loss -0.7609, Sem 0.0243, dir -0.9802, norm 0.1950, swav 0.0000 LR: 7.998e-02 Score 99.197 Data time: 0.0799, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 3.0384 [2020-10-19 00:22:49,696][root][INFO] - ===> Epoch[2638](13188/5): Loss -0.7965, Sem 0.0236, dir -0.9833, norm 0.1633, swav 0.0000 LR: 7.998e-02 Score 99.190 Data time: 0.0809, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8508 [2020-10-19 00:22:52,069][root][INFO] - ===> Epoch[2638](13189/5): Loss -0.7636, Sem 0.0234, dir -0.9808, norm 0.1938, swav 0.0000 LR: 7.998e-02 Score 99.227 Data time: 0.1473, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2723 [2020-10-19 00:22:54,090][root][INFO] - ===> Epoch[2638](13190/5): Loss -0.7910, Sem 0.0218, dir -0.9846, norm 0.1718, swav 0.0000 LR: 7.998e-02 Score 99.266 Data time: 0.0895, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9087 [2020-10-19 00:22:56,483][root][INFO] - ===> Epoch[2639](13191/5): Loss -0.7722, Sem 0.0247, dir -0.9808, norm 0.1839, swav 0.0000 LR: 7.998e-02 Score 99.158 Data time: 0.0483, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2662 [2020-10-19 00:22:58,540][root][INFO] - ===> Epoch[2639](13192/5): Loss -0.7709, Sem 0.0234, dir -0.9812, norm 0.1870, swav 0.0000 LR: 7.997e-02 Score 99.212 Data time: 0.0425, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.9933 [2020-10-19 00:23:00,633][root][INFO] - ===> Epoch[2639](13193/5): Loss -0.7735, Sem 0.0270, dir -0.9815, norm 0.1809, swav 0.0000 LR: 7.997e-02 Score 99.096 Data time: 0.0772, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.0610 [2020-10-19 00:23:03,112][root][INFO] - ===> Epoch[2639](13194/5): Loss -0.7642, Sem 0.0288, dir -0.9802, norm 0.1873, swav 0.0000 LR: 7.997e-02 Score 99.069 Data time: 0.0385, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.3797 [2020-10-19 00:23:05,292][root][INFO] - ===> Epoch[2639](13195/5): Loss -0.7776, Sem 0.0238, dir -0.9797, norm 0.1783, swav 0.0000 LR: 7.997e-02 Score 99.208 Data time: 0.0734, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.1081 [2020-10-19 00:23:07,308][root][INFO] - ===> Epoch[2640](13196/5): Loss -0.7875, Sem 0.0240, dir -0.9823, norm 0.1709, swav 0.0000 LR: 7.997e-02 Score 99.216 Data time: 0.0784, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.9035 [2020-10-19 00:23:09,641][root][INFO] - ===> Epoch[2640](13197/5): Loss -0.7726, Sem 0.0244, dir -0.9809, norm 0.1839, swav 0.0000 LR: 7.997e-02 Score 99.185 Data time: 0.0581, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.2422 [2020-10-19 00:23:11,558][root][INFO] - ===> Epoch[2640](13198/5): Loss -0.7936, Sem 0.0251, dir -0.9821, norm 0.1634, swav 0.0000 LR: 7.997e-02 Score 99.157 Data time: 0.0743, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.8346 [2020-10-19 00:23:13,634][root][INFO] - ===> Epoch[2640](13199/5): Loss -0.7825, Sem 0.0255, dir -0.9818, norm 0.1738, swav 0.0000 LR: 7.996e-02 Score 99.142 Data time: 0.0787, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.9612 [2020-10-19 00:23:15,573][root][INFO] - ===> Epoch[2640](13200/5): Loss -0.7968, Sem 0.0242, dir -0.9821, norm 0.1612, swav 0.0000 LR: 7.996e-02 Score 99.191 Data time: 0.0947, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8515 [2020-10-19 00:23:16,546][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 00:23:16,703][root][INFO] - ===> Start testing [2020-10-19 00:23:54,957][root][INFO] - 68/68: Data time: 0.0022, Iter time: 0.1067 Loss 0.054 (AVG: 0.566) Score 98.302 (AVG: 90.005) mIOU 69.854 mAP 85.292 mAcc 77.115 IOU: 61.205 0.629 80.193 74.064 92.512 92.548 30.363 77.370 95.414 77.903 80.267 86.176 59.455 mAP: 81.903 24.933 96.665 86.930 98.804 98.152 56.360 95.847 99.398 90.321 94.281 95.220 89.983 mAcc: 79.322 4.923 89.291 82.445 94.144 96.880 33.894 92.274 98.329 83.860 89.076 95.798 62.255 [2020-10-19 00:23:54,961][root][INFO] - Finished test. Elapsed time: 38.2540 [2020-10-19 00:23:57,945][root][INFO] - [2020-10-19 00:23:57,946][root][INFO] - ################################################################ [2020-10-19 00:23:57,946][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 00:23:57,946][root][INFO] - ################################################################ [2020-10-19 00:23:57,946][root][INFO] - clutter : nan nan nan [2020-10-19 00:23:57,946][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 00:23:57,946][root][INFO] - board : 0.773 0.822 0.923 [2020-10-19 00:23:57,946][root][INFO] - bookcase : 0.276 0.418 0.550 [2020-10-19 00:23:57,946][root][INFO] - ceiling : 0.486 0.537 0.575 [2020-10-19 00:23:57,946][root][INFO] - chair : 0.812 0.897 0.915 [2020-10-19 00:23:57,946][root][INFO] - column : 0.165 0.265 0.367 [2020-10-19 00:23:57,946][root][INFO] - door : 0.679 0.836 0.888 [2020-10-19 00:23:57,946][root][INFO] - floor : 0.628 0.655 0.720 [2020-10-19 00:23:57,946][root][INFO] - sofa : 0.446 0.717 0.717 [2020-10-19 00:23:57,946][root][INFO] - table : 0.147 0.320 0.638 [2020-10-19 00:23:57,946][root][INFO] - wall : 0.539 0.736 0.830 [2020-10-19 00:23:57,946][root][INFO] - window : 0.539 0.749 0.767 [2020-10-19 00:23:57,946][root][INFO] - ---------------------------------------------------------------- [2020-10-19 00:23:57,946][root][INFO] - average : 0.458 0.579 0.658 [2020-10-19 00:23:57,946][root][INFO] - [2020-10-19 00:23:58,092][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 00:23:58,094][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-19 00:24:00,050][root][INFO] - ===> Epoch[2641](13201/5): Loss -0.7773, Sem 0.0269, dir -0.9822, norm 0.1779, swav 0.0000 LR: 7.996e-02 Score 99.118 Data time: 0.0643, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9514 [2020-10-19 00:24:02,143][root][INFO] - ===> Epoch[2641](13202/5): Loss -0.7880, Sem 0.0230, dir -0.9832, norm 0.1722, swav 0.0000 LR: 7.996e-02 Score 99.239 Data time: 0.0854, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9895 [2020-10-19 00:24:04,248][root][INFO] - ===> Epoch[2641](13203/5): Loss -0.7786, Sem 0.0269, dir -0.9812, norm 0.1757, swav 0.0000 LR: 7.996e-02 Score 99.098 Data time: 0.0838, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9907 [2020-10-19 00:24:05,978][root][INFO] - ===> Epoch[2641](13204/5): Loss -0.7974, Sem 0.0257, dir -0.9815, norm 0.1585, swav 0.0000 LR: 7.996e-02 Score 99.116 Data time: 0.0737, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.6239 [2020-10-19 00:24:08,130][root][INFO] - ===> Epoch[2641](13205/5): Loss -0.7990, Sem 0.0251, dir -0.9816, norm 0.1575, swav 0.0000 LR: 7.995e-02 Score 99.161 Data time: 0.0541, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0603 [2020-10-19 00:24:10,510][root][INFO] - ===> Epoch[2642](13206/5): Loss -0.7747, Sem 0.0269, dir -0.9823, norm 0.1807, swav 0.0000 LR: 7.995e-02 Score 99.110 Data time: 0.0595, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.3127 [2020-10-19 00:24:13,368][root][INFO] - ===> Epoch[2642](13207/5): Loss -0.7761, Sem 0.0263, dir -0.9812, norm 0.1789, swav 0.0000 LR: 7.995e-02 Score 99.126 Data time: 0.0741, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.7723 [2020-10-19 00:24:15,319][root][INFO] - ===> Epoch[2642](13208/5): Loss -0.7928, Sem 0.0248, dir -0.9828, norm 0.1652, swav 0.0000 LR: 7.995e-02 Score 99.170 Data time: 0.0703, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8192 [2020-10-19 00:24:17,548][root][INFO] - ===> Epoch[2642](13209/5): Loss -0.8001, Sem 0.0225, dir -0.9826, norm 0.1601, swav 0.0000 LR: 7.995e-02 Score 99.252 Data time: 0.0806, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1271 [2020-10-19 00:24:19,664][root][INFO] - ===> Epoch[2642](13210/5): Loss -0.7693, Sem 0.0299, dir -0.9809, norm 0.1816, swav 0.0000 LR: 7.995e-02 Score 99.017 Data time: 0.0814, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0006 [2020-10-19 00:24:21,812][root][INFO] - ===> Epoch[2643](13211/5): Loss -0.7894, Sem 0.0250, dir -0.9820, norm 0.1675, swav 0.0000 LR: 7.995e-02 Score 99.183 Data time: 0.0768, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0406 [2020-10-19 00:24:24,212][root][INFO] - ===> Epoch[2643](13212/5): Loss -0.7835, Sem 0.0262, dir -0.9820, norm 0.1723, swav 0.0000 LR: 7.994e-02 Score 99.132 Data time: 0.0526, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2831 [2020-10-19 00:24:26,232][root][INFO] - ===> Epoch[2643](13213/5): Loss -0.7850, Sem 0.0246, dir -0.9830, norm 0.1734, swav 0.0000 LR: 7.994e-02 Score 99.185 Data time: 0.0687, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9181 [2020-10-19 00:24:28,421][root][INFO] - ===> Epoch[2643](13214/5): Loss -0.7917, Sem 0.0238, dir -0.9832, norm 0.1676, swav 0.0000 LR: 7.994e-02 Score 99.188 Data time: 0.0798, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0608 [2020-10-19 00:24:31,339][root][INFO] - ===> Epoch[2643](13215/5): Loss -0.7628, Sem 0.0270, dir -0.9797, norm 0.1900, swav 0.0000 LR: 7.994e-02 Score 99.102 Data time: 0.2610, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.8156 [2020-10-19 00:24:33,839][root][INFO] - ===> Epoch[2644](13216/5): Loss -0.7778, Sem 0.0256, dir -0.9800, norm 0.1766, swav 0.0000 LR: 7.994e-02 Score 99.147 Data time: 0.0706, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.3873 [2020-10-19 00:24:35,959][root][INFO] - ===> Epoch[2644](13217/5): Loss -0.7927, Sem 0.0240, dir -0.9835, norm 0.1668, swav 0.0000 LR: 7.994e-02 Score 99.194 Data time: 0.0596, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0137 [2020-10-19 00:24:38,340][root][INFO] - ===> Epoch[2644](13218/5): Loss -0.7927, Sem 0.0230, dir -0.9810, norm 0.1653, swav 0.0000 LR: 7.993e-02 Score 99.231 Data time: 0.0516, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.2973 [2020-10-19 00:24:40,838][root][INFO] - ===> Epoch[2644](13219/5): Loss -0.7649, Sem 0.0279, dir -0.9805, norm 0.1877, swav 0.0000 LR: 7.993e-02 Score 99.031 Data time: 0.0911, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.4029 [2020-10-19 00:24:42,922][root][INFO] - ===> Epoch[2644](13220/5): Loss -0.7744, Sem 0.0251, dir -0.9794, norm 0.1799, swav 0.0000 LR: 7.993e-02 Score 99.164 Data time: 0.0895, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.9671 [2020-10-19 00:24:45,321][root][INFO] - ===> Epoch[2645](13221/5): Loss -0.7854, Sem 0.0235, dir -0.9830, norm 0.1741, swav 0.0000 LR: 7.993e-02 Score 99.223 Data time: 0.0569, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.2946 [2020-10-19 00:24:47,533][root][INFO] - ===> Epoch[2645](13222/5): Loss -0.7836, Sem 0.0248, dir -0.9823, norm 0.1738, swav 0.0000 LR: 7.993e-02 Score 99.167 Data time: 0.0578, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.1085 [2020-10-19 00:24:50,046][root][INFO] - ===> Epoch[2645](13223/5): Loss -0.7791, Sem 0.0241, dir -0.9825, norm 0.1793, swav 0.0000 LR: 7.993e-02 Score 99.200 Data time: 0.0632, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.4395 [2020-10-19 00:24:52,317][root][INFO] - ===> Epoch[2645](13224/5): Loss -0.7677, Sem 0.0262, dir -0.9795, norm 0.1856, swav 0.0000 LR: 7.993e-02 Score 99.144 Data time: 0.0761, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.1715 [2020-10-19 00:24:54,455][root][INFO] - ===> Epoch[2645](13225/5): Loss -0.7797, Sem 0.0229, dir -0.9799, norm 0.1774, swav 0.0000 LR: 7.992e-02 Score 99.231 Data time: 0.0789, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.0321 [2020-10-19 00:24:56,712][root][INFO] - ===> Epoch[2646](13226/5): Loss -0.7782, Sem 0.0224, dir -0.9814, norm 0.1809, swav 0.0000 LR: 7.992e-02 Score 99.233 Data time: 0.0731, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.1515 [2020-10-19 00:24:58,968][root][INFO] - ===> Epoch[2646](13227/5): Loss -0.7774, Sem 0.0226, dir -0.9821, norm 0.1821, swav 0.0000 LR: 7.992e-02 Score 99.240 Data time: 0.0554, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1436 [2020-10-19 00:25:01,460][root][INFO] - ===> Epoch[2646](13228/5): Loss -0.7752, Sem 0.0313, dir -0.9822, norm 0.1757, swav 0.0000 LR: 7.992e-02 Score 99.060 Data time: 0.0574, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.4014 [2020-10-19 00:25:03,652][root][INFO] - ===> Epoch[2646](13229/5): Loss -0.7764, Sem 0.0253, dir -0.9811, norm 0.1795, swav 0.0000 LR: 7.992e-02 Score 99.198 Data time: 0.0787, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1165 [2020-10-19 00:25:06,309][root][INFO] - ===> Epoch[2646](13230/5): Loss -0.7579, Sem 0.0248, dir -0.9810, norm 0.1983, swav 0.0000 LR: 7.992e-02 Score 99.157 Data time: 0.0853, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.5484 [2020-10-19 00:25:08,374][root][INFO] - ===> Epoch[2647](13231/5): Loss -0.7844, Sem 0.0251, dir -0.9829, norm 0.1734, swav 0.0000 LR: 7.991e-02 Score 99.159 Data time: 0.0742, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9377 [2020-10-19 00:25:10,614][root][INFO] - ===> Epoch[2647](13232/5): Loss -0.7676, Sem 0.0235, dir -0.9812, norm 0.1900, swav 0.0000 LR: 7.991e-02 Score 99.189 Data time: 0.0743, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1520 [2020-10-19 00:25:12,761][root][INFO] - ===> Epoch[2647](13233/5): Loss -0.7358, Sem 0.0270, dir -0.9799, norm 0.2171, swav 0.0000 LR: 7.991e-02 Score 99.131 Data time: 0.0680, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0519 [2020-10-19 00:25:15,249][root][INFO] - ===> Epoch[2647](13234/5): Loss -0.7651, Sem 0.0245, dir -0.9802, norm 0.1906, swav 0.0000 LR: 7.991e-02 Score 99.200 Data time: 0.0946, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.3856 [2020-10-19 00:25:17,254][root][INFO] - ===> Epoch[2647](13235/5): Loss -0.7682, Sem 0.0259, dir -0.9796, norm 0.1854, swav 0.0000 LR: 7.991e-02 Score 99.123 Data time: 0.0644, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.8740 [2020-10-19 00:25:19,400][root][INFO] - ===> Epoch[2648](13236/5): Loss -0.7564, Sem 0.0232, dir -0.9809, norm 0.2013, swav 0.0000 LR: 7.991e-02 Score 99.238 Data time: 0.0745, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0709 [2020-10-19 00:25:21,398][root][INFO] - ===> Epoch[2648](13237/5): Loss -0.7517, Sem 0.0260, dir -0.9802, norm 0.2025, swav 0.0000 LR: 7.991e-02 Score 99.124 Data time: 0.0748, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.8967 [2020-10-19 00:25:23,757][root][INFO] - ===> Epoch[2648](13238/5): Loss -0.7634, Sem 0.0257, dir -0.9808, norm 0.1917, swav 0.0000 LR: 7.990e-02 Score 99.136 Data time: 0.0764, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.2489 [2020-10-19 00:25:26,360][root][INFO] - ===> Epoch[2648](13239/5): Loss -0.7582, Sem 0.0262, dir -0.9812, norm 0.1967, swav 0.0000 LR: 7.990e-02 Score 99.142 Data time: 0.0733, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.4882 [2020-10-19 00:25:28,542][root][INFO] - ===> Epoch[2648](13240/5): Loss -0.7825, Sem 0.0237, dir -0.9811, norm 0.1749, swav 0.0000 LR: 7.990e-02 Score 99.194 Data time: 0.1124, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0790 [2020-10-19 00:25:30,969][root][INFO] - ===> Epoch[2649](13241/5): Loss -0.7437, Sem 0.0223, dir -0.9796, norm 0.2136, swav 0.0000 LR: 7.990e-02 Score 99.263 Data time: 0.2144, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.2842 [2020-10-19 00:25:33,445][root][INFO] - ===> Epoch[2649](13242/5): Loss -0.7813, Sem 0.0251, dir -0.9815, norm 0.1751, swav 0.0000 LR: 7.990e-02 Score 99.153 Data time: 0.1100, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.3182 [2020-10-19 00:25:35,356][root][INFO] - ===> Epoch[2649](13243/5): Loss -0.7720, Sem 0.0241, dir -0.9828, norm 0.1867, swav 0.0000 LR: 7.990e-02 Score 99.197 Data time: 0.0712, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.7847 [2020-10-19 00:25:37,502][root][INFO] - ===> Epoch[2649](13244/5): Loss -0.7725, Sem 0.0219, dir -0.9821, norm 0.1877, swav 0.0000 LR: 7.989e-02 Score 99.270 Data time: 0.0797, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.0602 [2020-10-19 00:25:39,514][root][INFO] - ===> Epoch[2649](13245/5): Loss -0.7761, Sem 0.0233, dir -0.9807, norm 0.1813, swav 0.0000 LR: 7.989e-02 Score 99.206 Data time: 0.0775, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9236 [2020-10-19 00:25:41,526][root][INFO] - ===> Epoch[2650](13246/5): Loss -0.7880, Sem 0.0238, dir -0.9819, norm 0.1701, swav 0.0000 LR: 7.989e-02 Score 99.193 Data time: 0.0876, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9042 [2020-10-19 00:25:43,571][root][INFO] - ===> Epoch[2650](13247/5): Loss -0.7643, Sem 0.0290, dir -0.9789, norm 0.1856, swav 0.0000 LR: 7.989e-02 Score 99.046 Data time: 0.0628, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9549 [2020-10-19 00:25:45,588][root][INFO] - ===> Epoch[2650](13248/5): Loss -0.7642, Sem 0.0226, dir -0.9814, norm 0.1946, swav 0.0000 LR: 7.989e-02 Score 99.273 Data time: 0.0808, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.9031 [2020-10-19 00:25:47,717][root][INFO] - ===> Epoch[2650](13249/5): Loss -0.7732, Sem 0.0227, dir -0.9825, norm 0.1866, swav 0.0000 LR: 7.989e-02 Score 99.232 Data time: 0.0977, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.0095 [2020-10-19 00:25:50,266][root][INFO] - ===> Epoch[2650](13250/5): Loss -0.7720, Sem 0.0239, dir -0.9793, norm 0.1834, swav 0.0000 LR: 7.989e-02 Score 99.194 Data time: 0.0762, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.4501 [2020-10-19 00:25:52,368][root][INFO] - ===> Epoch[2651](13251/5): Loss -0.7723, Sem 0.0254, dir -0.9815, norm 0.1838, swav 0.0000 LR: 7.988e-02 Score 99.132 Data time: 0.0811, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.9856 [2020-10-19 00:25:54,197][root][INFO] - ===> Epoch[2651](13252/5): Loss -0.7791, Sem 0.0259, dir -0.9811, norm 0.1762, swav 0.0000 LR: 7.988e-02 Score 99.124 Data time: 0.0796, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.7269 [2020-10-19 00:25:56,141][root][INFO] - ===> Epoch[2651](13253/5): Loss -0.7783, Sem 0.0244, dir -0.9807, norm 0.1779, swav 0.0000 LR: 7.988e-02 Score 99.184 Data time: 0.1227, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.8215 [2020-10-19 00:25:58,666][root][INFO] - ===> Epoch[2651](13254/5): Loss -0.7701, Sem 0.0236, dir -0.9812, norm 0.1875, swav 0.0000 LR: 7.988e-02 Score 99.229 Data time: 0.0813, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.4265 [2020-10-19 00:26:00,731][root][INFO] - ===> Epoch[2651](13255/5): Loss -0.7752, Sem 0.0226, dir -0.9820, norm 0.1842, swav 0.0000 LR: 7.988e-02 Score 99.244 Data time: 0.0536, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.9620 [2020-10-19 00:26:03,459][root][INFO] - ===> Epoch[2652](13256/5): Loss -0.7639, Sem 0.0214, dir -0.9817, norm 0.1964, swav 0.0000 LR: 7.988e-02 Score 99.286 Data time: 0.0706, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.6568 [2020-10-19 00:26:05,367][root][INFO] - ===> Epoch[2652](13257/5): Loss -0.7722, Sem 0.0272, dir -0.9795, norm 0.1801, swav 0.0000 LR: 7.987e-02 Score 99.112 Data time: 0.0551, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.7939 [2020-10-19 00:26:07,891][root][INFO] - ===> Epoch[2652](13258/5): Loss -0.7768, Sem 0.0221, dir -0.9804, norm 0.1815, swav 0.0000 LR: 7.987e-02 Score 99.253 Data time: 0.1465, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.4325 [2020-10-19 00:26:10,336][root][INFO] - ===> Epoch[2652](13259/5): Loss -0.7753, Sem 0.0241, dir -0.9820, norm 0.1826, swav 0.0000 LR: 7.987e-02 Score 99.189 Data time: 0.0882, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.3537 [2020-10-19 00:26:12,622][root][INFO] - ===> Epoch[2652](13260/5): Loss -0.7688, Sem 0.0262, dir -0.9799, norm 0.1849, swav 0.0000 LR: 7.987e-02 Score 99.150 Data time: 0.0699, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 2.1753 [2020-10-19 00:26:14,695][root][INFO] - ===> Epoch[2653](13261/5): Loss -0.7643, Sem 0.0254, dir -0.9811, norm 0.1914, swav 0.0000 LR: 7.987e-02 Score 99.160 Data time: 0.2108, Forward time: 0.7725, Backward time: 1.1799, DDP time: 0.0030, Total iter time: 1.9974 [2020-10-19 00:26:16,730][root][INFO] - ===> Epoch[2653](13262/5): Loss -0.7805, Sem 0.0250, dir -0.9808, norm 0.1753, swav 0.0000 LR: 7.987e-02 Score 99.145 Data time: 0.0767, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.9111 [2020-10-19 00:26:19,139][root][INFO] - ===> Epoch[2653](13263/5): Loss -0.7757, Sem 0.0231, dir -0.9793, norm 0.1804, swav 0.0000 LR: 7.987e-02 Score 99.231 Data time: 0.0983, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.2950 [2020-10-19 00:26:21,193][root][INFO] - ===> Epoch[2653](13264/5): Loss -0.7801, Sem 0.0244, dir -0.9816, norm 0.1771, swav 0.0000 LR: 7.986e-02 Score 99.191 Data time: 0.0505, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.9141 [2020-10-19 00:26:23,161][root][INFO] - ===> Epoch[2653](13265/5): Loss -0.7920, Sem 0.0252, dir -0.9814, norm 0.1642, swav 0.0000 LR: 7.986e-02 Score 99.177 Data time: 0.0696, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.8807 [2020-10-19 00:26:25,728][root][INFO] - ===> Epoch[2654](13266/5): Loss -0.7911, Sem 0.0231, dir -0.9824, norm 0.1683, swav 0.0000 LR: 7.986e-02 Score 99.212 Data time: 0.1098, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.4713 [2020-10-19 00:26:27,657][root][INFO] - ===> Epoch[2654](13267/5): Loss -0.7622, Sem 0.0254, dir -0.9805, norm 0.1928, swav 0.0000 LR: 7.986e-02 Score 99.155 Data time: 0.0611, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.7988 [2020-10-19 00:26:30,239][root][INFO] - ===> Epoch[2654](13268/5): Loss -0.7789, Sem 0.0238, dir -0.9821, norm 0.1794, swav 0.0000 LR: 7.986e-02 Score 99.204 Data time: 0.0807, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.5303 [2020-10-19 00:26:32,357][root][INFO] - ===> Epoch[2654](13269/5): Loss -0.7824, Sem 0.0237, dir -0.9819, norm 0.1758, swav 0.0000 LR: 7.986e-02 Score 99.198 Data time: 0.0813, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.0420 [2020-10-19 00:26:34,535][root][INFO] - ===> Epoch[2654](13270/5): Loss -0.7783, Sem 0.0254, dir -0.9788, norm 0.1750, swav 0.0000 LR: 7.985e-02 Score 99.166 Data time: 0.0922, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.0960 [2020-10-19 00:26:36,722][root][INFO] - ===> Epoch[2655](13271/5): Loss -0.7784, Sem 0.0248, dir -0.9821, norm 0.1789, swav 0.0000 LR: 7.985e-02 Score 99.165 Data time: 0.0734, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.0761 [2020-10-19 00:26:38,982][root][INFO] - ===> Epoch[2655](13272/5): Loss -0.7789, Sem 0.0218, dir -0.9810, norm 0.1804, swav 0.0000 LR: 7.985e-02 Score 99.273 Data time: 0.0589, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.1981 [2020-10-19 00:26:41,215][root][INFO] - ===> Epoch[2655](13273/5): Loss -0.7951, Sem 0.0238, dir -0.9835, norm 0.1646, swav 0.0000 LR: 7.985e-02 Score 99.189 Data time: 0.0713, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.1527 [2020-10-19 00:26:43,335][root][INFO] - ===> Epoch[2655](13274/5): Loss -0.7731, Sem 0.0267, dir -0.9806, norm 0.1808, swav 0.0000 LR: 7.985e-02 Score 99.086 Data time: 0.0801, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.0100 [2020-10-19 00:26:45,334][root][INFO] - ===> Epoch[2655](13275/5): Loss -0.7703, Sem 0.0237, dir -0.9797, norm 0.1857, swav 0.0000 LR: 7.985e-02 Score 99.214 Data time: 0.0649, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.8843 [2020-10-19 00:26:47,674][root][INFO] - ===> Epoch[2656](13276/5): Loss -0.7583, Sem 0.0264, dir -0.9820, norm 0.1973, swav 0.0000 LR: 7.985e-02 Score 99.151 Data time: 0.0529, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.2639 [2020-10-19 00:26:49,817][root][INFO] - ===> Epoch[2656](13277/5): Loss -0.7899, Sem 0.0247, dir -0.9824, norm 0.1678, swav 0.0000 LR: 7.984e-02 Score 99.153 Data time: 0.1946, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.0582 [2020-10-19 00:26:51,701][root][INFO] - ===> Epoch[2656](13278/5): Loss -0.7762, Sem 0.0254, dir -0.9811, norm 0.1795, swav 0.0000 LR: 7.984e-02 Score 99.143 Data time: 0.0803, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.7822 [2020-10-19 00:26:54,209][root][INFO] - ===> Epoch[2656](13279/5): Loss -0.7681, Sem 0.0239, dir -0.9799, norm 0.1879, swav 0.0000 LR: 7.984e-02 Score 99.197 Data time: 0.0800, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.4196 [2020-10-19 00:26:56,492][root][INFO] - ===> Epoch[2656](13280/5): Loss -0.7855, Sem 0.0259, dir -0.9823, norm 0.1710, swav 0.0000 LR: 7.984e-02 Score 99.173 Data time: 0.0594, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.1519 [2020-10-19 00:26:58,671][root][INFO] - ===> Epoch[2657](13281/5): Loss -0.7607, Sem 0.0242, dir -0.9805, norm 0.1956, swav 0.0000 LR: 7.984e-02 Score 99.192 Data time: 0.0747, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.0821 [2020-10-19 00:27:00,719][root][INFO] - ===> Epoch[2657](13282/5): Loss -0.7919, Sem 0.0275, dir -0.9811, norm 0.1617, swav 0.0000 LR: 7.984e-02 Score 99.065 Data time: 0.0786, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.9461 [2020-10-19 00:27:03,027][root][INFO] - ===> Epoch[2657](13283/5): Loss -0.7952, Sem 0.0232, dir -0.9840, norm 0.1657, swav 0.0000 LR: 7.983e-02 Score 99.233 Data time: 0.0708, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.1940 [2020-10-19 00:27:05,270][root][INFO] - ===> Epoch[2657](13284/5): Loss -0.7702, Sem 0.0283, dir -0.9803, norm 0.1817, swav 0.0000 LR: 7.983e-02 Score 99.080 Data time: 0.0829, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.1326 [2020-10-19 00:27:07,410][root][INFO] - ===> Epoch[2657](13285/5): Loss -0.7822, Sem 0.0240, dir -0.9811, norm 0.1750, swav 0.0000 LR: 7.983e-02 Score 99.222 Data time: 0.0833, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.0127 [2020-10-19 00:27:09,621][root][INFO] - ===> Epoch[2658](13286/5): Loss -0.7872, Sem 0.0263, dir -0.9830, norm 0.1696, swav 0.0000 LR: 7.983e-02 Score 99.141 Data time: 0.0932, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.1002 [2020-10-19 00:27:11,634][root][INFO] - ===> Epoch[2658](13287/5): Loss -0.7861, Sem 0.0244, dir -0.9819, norm 0.1713, swav 0.0000 LR: 7.983e-02 Score 99.186 Data time: 0.0667, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.9143 [2020-10-19 00:27:14,020][root][INFO] - ===> Epoch[2658](13288/5): Loss -0.7894, Sem 0.0240, dir -0.9812, norm 0.1678, swav 0.0000 LR: 7.983e-02 Score 99.190 Data time: 0.0749, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.2851 [2020-10-19 00:27:15,789][root][INFO] - ===> Epoch[2658](13289/5): Loss -0.7976, Sem 0.0265, dir -0.9820, norm 0.1579, swav 0.0000 LR: 7.983e-02 Score 99.122 Data time: 0.0524, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.6667 [2020-10-19 00:27:17,884][root][INFO] - ===> Epoch[2658](13290/5): Loss -0.7804, Sem 0.0252, dir -0.9800, norm 0.1744, swav 0.0000 LR: 7.982e-02 Score 99.159 Data time: 0.0564, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.0088 [2020-10-19 00:27:20,452][root][INFO] - ===> Epoch[2659](13291/5): Loss -0.7874, Sem 0.0238, dir -0.9811, norm 0.1699, swav 0.0000 LR: 7.982e-02 Score 99.224 Data time: 0.1004, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.4631 [2020-10-19 00:27:22,677][root][INFO] - ===> Epoch[2659](13292/5): Loss -0.7688, Sem 0.0238, dir -0.9811, norm 0.1885, swav 0.0000 LR: 7.982e-02 Score 99.238 Data time: 0.0791, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.1067 [2020-10-19 00:27:24,899][root][INFO] - ===> Epoch[2659](13293/5): Loss -0.7927, Sem 0.0221, dir -0.9833, norm 0.1685, swav 0.0000 LR: 7.982e-02 Score 99.257 Data time: 0.0716, Forward time: 0.7726, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.1265 [2020-10-19 00:27:27,097][root][INFO] - ===> Epoch[2659](13294/5): Loss -0.7863, Sem 0.0265, dir -0.9820, norm 0.1693, swav 0.0000 LR: 7.982e-02 Score 99.114 Data time: 0.0523, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.1033 [2020-10-19 00:27:29,107][root][INFO] - ===> Epoch[2659](13295/5): Loss -0.7854, Sem 0.0245, dir -0.9820, norm 0.1721, swav 0.0000 LR: 7.982e-02 Score 99.176 Data time: 0.0502, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.9299 [2020-10-19 00:27:31,222][root][INFO] - ===> Epoch[2660](13296/5): Loss -0.7779, Sem 0.0257, dir -0.9817, norm 0.1780, swav 0.0000 LR: 7.981e-02 Score 99.152 Data time: 0.0862, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.0309 [2020-10-19 00:27:33,582][root][INFO] - ===> Epoch[2660](13297/5): Loss -0.7626, Sem 0.0257, dir -0.9817, norm 0.1934, swav 0.0000 LR: 7.981e-02 Score 99.174 Data time: 0.0812, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.2304 [2020-10-19 00:27:35,491][root][INFO] - ===> Epoch[2660](13298/5): Loss -0.7999, Sem 0.0243, dir -0.9824, norm 0.1582, swav 0.0000 LR: 7.981e-02 Score 99.192 Data time: 0.0721, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.7982 [2020-10-19 00:27:37,405][root][INFO] - ===> Epoch[2660](13299/5): Loss -0.7663, Sem 0.0261, dir -0.9788, norm 0.1864, swav 0.0000 LR: 7.981e-02 Score 99.133 Data time: 0.0790, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8164 [2020-10-19 00:27:39,197][root][INFO] - ===> Epoch[2660](13300/5): Loss -0.7852, Sem 0.0266, dir -0.9807, norm 0.1689, swav 0.0000 LR: 7.981e-02 Score 99.111 Data time: 0.0696, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.6709 [2020-10-19 00:27:40,402][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 00:27:42,354][root][INFO] - ===> Epoch[2661](13301/5): Loss -0.7785, Sem 0.0244, dir -0.9812, norm 0.1782, swav 0.0000 LR: 7.981e-02 Score 99.184 Data time: 0.0752, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.7674 [2020-10-19 00:27:44,662][root][INFO] - ===> Epoch[2661](13302/5): Loss -0.7656, Sem 0.0256, dir -0.9816, norm 0.1905, swav 0.0000 LR: 7.981e-02 Score 99.163 Data time: 0.0586, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1983 [2020-10-19 00:27:47,036][root][INFO] - ===> Epoch[2661](13303/5): Loss -0.7870, Sem 0.0215, dir -0.9829, norm 0.1745, swav 0.0000 LR: 7.980e-02 Score 99.291 Data time: 0.2624, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2739 [2020-10-19 00:27:49,291][root][INFO] - ===> Epoch[2661](13304/5): Loss -0.7722, Sem 0.0247, dir -0.9804, norm 0.1834, swav 0.0000 LR: 7.980e-02 Score 99.169 Data time: 0.0989, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1408 [2020-10-19 00:27:51,408][root][INFO] - ===> Epoch[2661](13305/5): Loss -0.7797, Sem 0.0245, dir -0.9807, norm 0.1765, swav 0.0000 LR: 7.980e-02 Score 99.188 Data time: 0.0854, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9978 [2020-10-19 00:27:53,804][root][INFO] - ===> Epoch[2662](13306/5): Loss -0.7861, Sem 0.0234, dir -0.9828, norm 0.1734, swav 0.0000 LR: 7.980e-02 Score 99.217 Data time: 0.0868, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2838 [2020-10-19 00:27:55,823][root][INFO] - ===> Epoch[2662](13307/5): Loss -0.7740, Sem 0.0250, dir -0.9794, norm 0.1804, swav 0.0000 LR: 7.980e-02 Score 99.171 Data time: 0.0798, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.9161 [2020-10-19 00:27:58,036][root][INFO] - ===> Epoch[2662](13308/5): Loss -0.7738, Sem 0.0246, dir -0.9822, norm 0.1838, swav 0.0000 LR: 7.980e-02 Score 99.170 Data time: 0.0861, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1154 [2020-10-19 00:28:00,120][root][INFO] - ===> Epoch[2662](13309/5): Loss -0.7804, Sem 0.0253, dir -0.9813, norm 0.1755, swav 0.0000 LR: 7.979e-02 Score 99.195 Data time: 0.1049, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.9848 [2020-10-19 00:28:02,140][root][INFO] - ===> Epoch[2662](13310/5): Loss -0.7861, Sem 0.0217, dir -0.9832, norm 0.1754, swav 0.0000 LR: 7.979e-02 Score 99.279 Data time: 0.0610, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.9108 [2020-10-19 00:28:04,487][root][INFO] - ===> Epoch[2663](13311/5): Loss -0.7862, Sem 0.0268, dir -0.9822, norm 0.1693, swav 0.0000 LR: 7.979e-02 Score 99.084 Data time: 0.0686, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.2473 [2020-10-19 00:28:06,888][root][INFO] - ===> Epoch[2663](13312/5): Loss -0.7527, Sem 0.0256, dir -0.9805, norm 0.2023, swav 0.0000 LR: 7.979e-02 Score 99.153 Data time: 0.0872, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2993 [2020-10-19 00:28:09,035][root][INFO] - ===> Epoch[2663](13313/5): Loss -0.7706, Sem 0.0262, dir -0.9821, norm 0.1853, swav 0.0000 LR: 7.979e-02 Score 99.107 Data time: 0.0795, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.0330 [2020-10-19 00:28:12,100][root][INFO] - ===> Epoch[2663](13314/5): Loss -0.7832, Sem 0.0246, dir -0.9827, norm 0.1750, swav 0.0000 LR: 7.979e-02 Score 99.216 Data time: 0.0906, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.9625 [2020-10-19 00:28:14,050][root][INFO] - ===> Epoch[2663](13315/5): Loss -0.7699, Sem 0.0239, dir -0.9807, norm 0.1868, swav 0.0000 LR: 7.979e-02 Score 99.196 Data time: 0.0816, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8347 [2020-10-19 00:28:16,261][root][INFO] - ===> Epoch[2664](13316/5): Loss -0.7777, Sem 0.0223, dir -0.9824, norm 0.1824, swav 0.0000 LR: 7.978e-02 Score 99.259 Data time: 0.0746, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1054 [2020-10-19 00:28:18,386][root][INFO] - ===> Epoch[2664](13317/5): Loss -0.7829, Sem 0.0246, dir -0.9821, norm 0.1746, swav 0.0000 LR: 7.978e-02 Score 99.189 Data time: 0.0649, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9966 [2020-10-19 00:28:20,366][root][INFO] - ===> Epoch[2664](13318/5): Loss -0.7787, Sem 0.0246, dir -0.9822, norm 0.1789, swav 0.0000 LR: 7.978e-02 Score 99.180 Data time: 0.0539, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8838 [2020-10-19 00:28:22,619][root][INFO] - ===> Epoch[2664](13319/5): Loss -0.7690, Sem 0.0226, dir -0.9815, norm 0.1900, swav 0.0000 LR: 7.978e-02 Score 99.271 Data time: 0.0923, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1501 [2020-10-19 00:28:24,777][root][INFO] - ===> Epoch[2664](13320/5): Loss -0.7695, Sem 0.0257, dir -0.9805, norm 0.1852, swav 0.0000 LR: 7.978e-02 Score 99.134 Data time: 0.0612, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0346 [2020-10-19 00:28:27,154][root][INFO] - ===> Epoch[2665](13321/5): Loss -0.7782, Sem 0.0250, dir -0.9825, norm 0.1793, swav 0.0000 LR: 7.978e-02 Score 99.152 Data time: 0.0799, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2766 [2020-10-19 00:28:29,854][root][INFO] - ===> Epoch[2665](13322/5): Loss -0.7803, Sem 0.0233, dir -0.9823, norm 0.1788, swav 0.0000 LR: 7.977e-02 Score 99.229 Data time: 0.1081, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.5873 [2020-10-19 00:28:32,158][root][INFO] - ===> Epoch[2665](13323/5): Loss -0.7435, Sem 0.0268, dir -0.9781, norm 0.2078, swav 0.0000 LR: 7.977e-02 Score 99.119 Data time: 0.0711, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1991 [2020-10-19 00:28:34,261][root][INFO] - ===> Epoch[2665](13324/5): Loss -0.7773, Sem 0.0276, dir -0.9810, norm 0.1761, swav 0.0000 LR: 7.977e-02 Score 99.079 Data time: 0.0974, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0043 [2020-10-19 00:28:36,264][root][INFO] - ===> Epoch[2665](13325/5): Loss -0.7787, Sem 0.0238, dir -0.9829, norm 0.1804, swav 0.0000 LR: 7.977e-02 Score 99.214 Data time: 0.0634, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9055 [2020-10-19 00:28:38,497][root][INFO] - ===> Epoch[2666](13326/5): Loss -0.7770, Sem 0.0236, dir -0.9816, norm 0.1810, swav 0.0000 LR: 7.977e-02 Score 99.202 Data time: 0.0866, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1291 [2020-10-19 00:28:40,299][root][INFO] - ===> Epoch[2666](13327/5): Loss -0.7739, Sem 0.0257, dir -0.9801, norm 0.1805, swav 0.0000 LR: 7.977e-02 Score 99.146 Data time: 0.0777, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.6809 [2020-10-19 00:28:42,516][root][INFO] - ===> Epoch[2666](13328/5): Loss -0.7784, Sem 0.0244, dir -0.9829, norm 0.1801, swav 0.0000 LR: 7.977e-02 Score 99.229 Data time: 0.0621, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1138 [2020-10-19 00:28:45,028][root][INFO] - ===> Epoch[2666](13329/5): Loss -0.7577, Sem 0.0277, dir -0.9799, norm 0.1945, swav 0.0000 LR: 7.976e-02 Score 99.069 Data time: 0.0688, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.4219 [2020-10-19 00:28:47,361][root][INFO] - ===> Epoch[2666](13330/5): Loss -0.7772, Sem 0.0243, dir -0.9806, norm 0.1792, swav 0.0000 LR: 7.976e-02 Score 99.201 Data time: 0.0825, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2545 [2020-10-19 00:28:49,617][root][INFO] - ===> Epoch[2667](13331/5): Loss -0.7907, Sem 0.0231, dir -0.9830, norm 0.1692, swav 0.0000 LR: 7.976e-02 Score 99.220 Data time: 0.0672, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1362 [2020-10-19 00:28:51,522][root][INFO] - ===> Epoch[2667](13332/5): Loss -0.7862, Sem 0.0227, dir -0.9823, norm 0.1734, swav 0.0000 LR: 7.976e-02 Score 99.230 Data time: 0.0641, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8236 [2020-10-19 00:28:53,932][root][INFO] - ===> Epoch[2667](13333/5): Loss -0.7633, Sem 0.0362, dir -0.9801, norm 0.1806, swav 0.0000 LR: 7.976e-02 Score 98.935 Data time: 0.0730, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.3156 [2020-10-19 00:28:56,146][root][INFO] - ===> Epoch[2667](13334/5): Loss -0.7746, Sem 0.0218, dir -0.9814, norm 0.1851, swav 0.0000 LR: 7.976e-02 Score 99.300 Data time: 0.1072, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1050 [2020-10-19 00:28:57,971][root][INFO] - ===> Epoch[2667](13335/5): Loss -0.7856, Sem 0.0283, dir -0.9810, norm 0.1671, swav 0.0000 LR: 7.975e-02 Score 99.060 Data time: 0.0681, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.7099 [2020-10-19 00:29:00,364][root][INFO] - ===> Epoch[2668](13336/5): Loss -0.7658, Sem 0.0276, dir -0.9811, norm 0.1877, swav 0.0000 LR: 7.975e-02 Score 99.047 Data time: 0.0808, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.3020 [2020-10-19 00:29:03,194][root][INFO] - ===> Epoch[2668](13337/5): Loss -0.7762, Sem 0.0249, dir -0.9813, norm 0.1802, swav 0.0000 LR: 7.975e-02 Score 99.162 Data time: 0.1049, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.7100 [2020-10-19 00:29:05,109][root][INFO] - ===> Epoch[2668](13338/5): Loss -0.7746, Sem 0.0256, dir -0.9823, norm 0.1821, swav 0.0000 LR: 7.975e-02 Score 99.159 Data time: 0.0826, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.7964 [2020-10-19 00:29:07,421][root][INFO] - ===> Epoch[2668](13339/5): Loss -0.7954, Sem 0.0227, dir -0.9831, norm 0.1650, swav 0.0000 LR: 7.975e-02 Score 99.220 Data time: 0.0764, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2172 [2020-10-19 00:29:09,725][root][INFO] - ===> Epoch[2668](13340/5): Loss -0.7659, Sem 0.0283, dir -0.9813, norm 0.1871, swav 0.0000 LR: 7.975e-02 Score 99.062 Data time: 0.0616, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2158 [2020-10-19 00:29:12,002][root][INFO] - ===> Epoch[2669](13341/5): Loss -0.7510, Sem 0.0250, dir -0.9803, norm 0.2042, swav 0.0000 LR: 7.975e-02 Score 99.159 Data time: 0.0884, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2051 [2020-10-19 00:29:14,018][root][INFO] - ===> Epoch[2669](13342/5): Loss -0.7842, Sem 0.0251, dir -0.9823, norm 0.1729, swav 0.0000 LR: 7.974e-02 Score 99.158 Data time: 0.0764, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8949 [2020-10-19 00:29:16,668][root][INFO] - ===> Epoch[2669](13343/5): Loss -0.7732, Sem 0.0215, dir -0.9815, norm 0.1868, swav 0.0000 LR: 7.974e-02 Score 99.311 Data time: 0.0854, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.5684 [2020-10-19 00:29:18,780][root][INFO] - ===> Epoch[2669](13344/5): Loss -0.7653, Sem 0.0260, dir -0.9797, norm 0.1884, swav 0.0000 LR: 7.974e-02 Score 99.134 Data time: 0.0877, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9784 [2020-10-19 00:29:21,104][root][INFO] - ===> Epoch[2669](13345/5): Loss -0.7694, Sem 0.0250, dir -0.9811, norm 0.1867, swav 0.0000 LR: 7.974e-02 Score 99.156 Data time: 0.0783, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2089 [2020-10-19 00:29:23,201][root][INFO] - ===> Epoch[2670](13346/5): Loss -0.7728, Sem 0.0242, dir -0.9805, norm 0.1834, swav 0.0000 LR: 7.974e-02 Score 99.176 Data time: 0.0614, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9973 [2020-10-19 00:29:25,095][root][INFO] - ===> Epoch[2670](13347/5): Loss -0.7948, Sem 0.0234, dir -0.9824, norm 0.1642, swav 0.0000 LR: 7.974e-02 Score 99.207 Data time: 0.0862, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.7941 [2020-10-19 00:29:27,334][root][INFO] - ===> Epoch[2670](13348/5): Loss -0.7825, Sem 0.0238, dir -0.9831, norm 0.1767, swav 0.0000 LR: 7.973e-02 Score 99.208 Data time: 0.1652, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1261 [2020-10-19 00:29:29,696][root][INFO] - ===> Epoch[2670](13349/5): Loss -0.7709, Sem 0.0247, dir -0.9827, norm 0.1872, swav 0.0000 LR: 7.973e-02 Score 99.193 Data time: 0.3526, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2491 [2020-10-19 00:29:32,081][root][INFO] - ===> Epoch[2670](13350/5): Loss -0.7845, Sem 0.0241, dir -0.9807, norm 0.1721, swav 0.0000 LR: 7.973e-02 Score 99.188 Data time: 0.1057, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2783 [2020-10-19 00:29:34,168][root][INFO] - ===> Epoch[2671](13351/5): Loss -0.7871, Sem 0.0257, dir -0.9806, norm 0.1678, swav 0.0000 LR: 7.973e-02 Score 99.131 Data time: 0.0670, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9854 [2020-10-19 00:29:36,089][root][INFO] - ===> Epoch[2671](13352/5): Loss -0.7875, Sem 0.0229, dir -0.9840, norm 0.1735, swav 0.0000 LR: 7.973e-02 Score 99.225 Data time: 0.0665, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.8100 [2020-10-19 00:29:38,057][root][INFO] - ===> Epoch[2671](13353/5): Loss -0.7823, Sem 0.0275, dir -0.9811, norm 0.1713, swav 0.0000 LR: 7.973e-02 Score 99.095 Data time: 0.0615, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.8723 [2020-10-19 00:29:40,128][root][INFO] - ===> Epoch[2671](13354/5): Loss -0.7766, Sem 0.0246, dir -0.9809, norm 0.1797, swav 0.0000 LR: 7.973e-02 Score 99.193 Data time: 0.0896, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.9586 [2020-10-19 00:29:42,169][root][INFO] - ===> Epoch[2671](13355/5): Loss -0.7870, Sem 0.0244, dir -0.9812, norm 0.1698, swav 0.0000 LR: 7.972e-02 Score 99.181 Data time: 0.0736, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.9159 [2020-10-19 00:29:44,387][root][INFO] - ===> Epoch[2672](13356/5): Loss -0.7920, Sem 0.0227, dir -0.9837, norm 0.1690, swav 0.0000 LR: 7.972e-02 Score 99.242 Data time: 0.0760, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.1295 [2020-10-19 00:29:46,782][root][INFO] - ===> Epoch[2672](13357/5): Loss -0.8000, Sem 0.0209, dir -0.9836, norm 0.1628, swav 0.0000 LR: 7.972e-02 Score 99.295 Data time: 0.1196, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.2916 [2020-10-19 00:29:48,978][root][INFO] - ===> Epoch[2672](13358/5): Loss -0.7656, Sem 0.0289, dir -0.9799, norm 0.1855, swav 0.0000 LR: 7.972e-02 Score 99.086 Data time: 0.0785, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.0714 [2020-10-19 00:29:51,001][root][INFO] - ===> Epoch[2672](13359/5): Loss -0.7856, Sem 0.0257, dir -0.9811, norm 0.1698, swav 0.0000 LR: 7.972e-02 Score 99.112 Data time: 0.0525, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.9194 [2020-10-19 00:29:53,769][root][INFO] - ===> Epoch[2672](13360/5): Loss -0.7625, Sem 0.0253, dir -0.9804, norm 0.1926, swav 0.0000 LR: 7.972e-02 Score 99.157 Data time: 0.0663, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.6805 [2020-10-19 00:29:55,970][root][INFO] - ===> Epoch[2673](13361/5): Loss -0.8039, Sem 0.0238, dir -0.9833, norm 0.1556, swav 0.0000 LR: 7.971e-02 Score 99.209 Data time: 0.0634, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0924 [2020-10-19 00:29:57,902][root][INFO] - ===> Epoch[2673](13362/5): Loss -0.7799, Sem 0.0287, dir -0.9813, norm 0.1726, swav 0.0000 LR: 7.971e-02 Score 99.052 Data time: 0.0757, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8400 [2020-10-19 00:30:00,631][root][INFO] - ===> Epoch[2673](13363/5): Loss -0.7833, Sem 0.0253, dir -0.9828, norm 0.1742, swav 0.0000 LR: 7.971e-02 Score 99.169 Data time: 0.0952, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.6263 [2020-10-19 00:30:02,405][root][INFO] - ===> Epoch[2673](13364/5): Loss -0.7885, Sem 0.0235, dir -0.9822, norm 0.1702, swav 0.0000 LR: 7.971e-02 Score 99.219 Data time: 0.0712, Forward time: 0.7726, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.6634 [2020-10-19 00:30:04,490][root][INFO] - ===> Epoch[2673](13365/5): Loss -0.7677, Sem 0.0292, dir -0.9789, norm 0.1821, swav 0.0000 LR: 7.971e-02 Score 99.034 Data time: 0.0972, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.9857 [2020-10-19 00:30:06,543][root][INFO] - ===> Epoch[2674](13366/5): Loss -0.7914, Sem 0.0226, dir -0.9824, norm 0.1684, swav 0.0000 LR: 7.971e-02 Score 99.233 Data time: 0.0785, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.9335 [2020-10-19 00:30:08,527][root][INFO] - ===> Epoch[2674](13367/5): Loss -0.7931, Sem 0.0245, dir -0.9831, norm 0.1656, swav 0.0000 LR: 7.971e-02 Score 99.163 Data time: 0.1420, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.8910 [2020-10-19 00:30:10,544][root][INFO] - ===> Epoch[2674](13368/5): Loss -0.7668, Sem 0.0242, dir -0.9807, norm 0.1896, swav 0.0000 LR: 7.970e-02 Score 99.217 Data time: 0.0788, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.9209 [2020-10-19 00:30:12,545][root][INFO] - ===> Epoch[2674](13369/5): Loss -0.7870, Sem 0.0238, dir -0.9813, norm 0.1704, swav 0.0000 LR: 7.970e-02 Score 99.200 Data time: 0.0734, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.8802 [2020-10-19 00:30:14,894][root][INFO] - ===> Epoch[2674](13370/5): Loss -0.7621, Sem 0.0250, dir -0.9823, norm 0.1952, swav 0.0000 LR: 7.970e-02 Score 99.203 Data time: 0.0770, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.2395 [2020-10-19 00:30:16,773][root][INFO] - ===> Epoch[2675](13371/5): Loss -0.7923, Sem 0.0219, dir -0.9827, norm 0.1684, swav 0.0000 LR: 7.970e-02 Score 99.254 Data time: 0.0834, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.7624 [2020-10-19 00:30:19,100][root][INFO] - ===> Epoch[2675](13372/5): Loss -0.7873, Sem 0.0255, dir -0.9806, norm 0.1679, swav 0.0000 LR: 7.970e-02 Score 99.137 Data time: 0.0762, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.2217 [2020-10-19 00:30:21,401][root][INFO] - ===> Epoch[2675](13373/5): Loss -0.7896, Sem 0.0249, dir -0.9830, norm 0.1685, swav 0.0000 LR: 7.970e-02 Score 99.206 Data time: 0.0999, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.2056 [2020-10-19 00:30:23,701][root][INFO] - ===> Epoch[2675](13374/5): Loss -0.7776, Sem 0.0245, dir -0.9805, norm 0.1784, swav 0.0000 LR: 7.970e-02 Score 99.189 Data time: 0.0542, Forward time: 0.7726, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.1818 [2020-10-19 00:30:26,157][root][INFO] - ===> Epoch[2675](13375/5): Loss -0.8009, Sem 0.0231, dir -0.9840, norm 0.1600, swav 0.0000 LR: 7.969e-02 Score 99.227 Data time: 0.0684, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.3603 [2020-10-19 00:30:28,666][root][INFO] - ===> Epoch[2676](13376/5): Loss -0.7801, Sem 0.0265, dir -0.9809, norm 0.1743, swav 0.0000 LR: 7.969e-02 Score 99.103 Data time: 0.0626, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.4121 [2020-10-19 00:30:30,980][root][INFO] - ===> Epoch[2676](13377/5): Loss -0.7735, Sem 0.0259, dir -0.9802, norm 0.1807, swav 0.0000 LR: 7.969e-02 Score 99.129 Data time: 0.0594, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2199 [2020-10-19 00:30:33,926][root][INFO] - ===> Epoch[2676](13378/5): Loss -0.7933, Sem 0.0228, dir -0.9825, norm 0.1664, swav 0.0000 LR: 7.969e-02 Score 99.234 Data time: 0.0774, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.8690 [2020-10-19 00:30:35,923][root][INFO] - ===> Epoch[2676](13379/5): Loss -0.7777, Sem 0.0278, dir -0.9802, norm 0.1747, swav 0.0000 LR: 7.969e-02 Score 99.065 Data time: 0.0931, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8966 [2020-10-19 00:30:37,989][root][INFO] - ===> Epoch[2676](13380/5): Loss -0.7873, Sem 0.0212, dir -0.9826, norm 0.1741, swav 0.0000 LR: 7.969e-02 Score 99.301 Data time: 0.0842, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9430 [2020-10-19 00:30:40,193][root][INFO] - ===> Epoch[2677](13381/5): Loss -0.7706, Sem 0.0262, dir -0.9796, norm 0.1828, swav 0.0000 LR: 7.968e-02 Score 99.125 Data time: 0.0631, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0861 [2020-10-19 00:30:42,328][root][INFO] - ===> Epoch[2677](13382/5): Loss -0.7728, Sem 0.0248, dir -0.9813, norm 0.1836, swav 0.0000 LR: 7.968e-02 Score 99.194 Data time: 0.0560, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0219 [2020-10-19 00:30:44,319][root][INFO] - ===> Epoch[2677](13383/5): Loss -0.7830, Sem 0.0242, dir -0.9820, norm 0.1749, swav 0.0000 LR: 7.968e-02 Score 99.181 Data time: 0.3235, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.9017 [2020-10-19 00:30:47,257][root][INFO] - ===> Epoch[2677](13384/5): Loss -0.7936, Sem 0.0215, dir -0.9814, norm 0.1663, swav 0.0000 LR: 7.968e-02 Score 99.288 Data time: 0.1061, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.8154 [2020-10-19 00:30:49,793][root][INFO] - ===> Epoch[2677](13385/5): Loss -0.7595, Sem 0.0304, dir -0.9789, norm 0.1889, swav 0.0000 LR: 7.968e-02 Score 99.018 Data time: 0.0456, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.3963 [2020-10-19 00:30:51,693][root][INFO] - ===> Epoch[2678](13386/5): Loss -0.7800, Sem 0.0229, dir -0.9829, norm 0.1801, swav 0.0000 LR: 7.968e-02 Score 99.227 Data time: 0.0564, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8313 [2020-10-19 00:30:53,507][root][INFO] - ===> Epoch[2678](13387/5): Loss -0.7876, Sem 0.0246, dir -0.9819, norm 0.1697, swav 0.0000 LR: 7.968e-02 Score 99.180 Data time: 0.0501, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.7336 [2020-10-19 00:30:56,051][root][INFO] - ===> Epoch[2678](13388/5): Loss -0.7873, Sem 0.0259, dir -0.9816, norm 0.1684, swav 0.0000 LR: 7.967e-02 Score 99.136 Data time: 0.1152, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.4425 [2020-10-19 00:30:58,504][root][INFO] - ===> Epoch[2678](13389/5): Loss -0.7824, Sem 0.0244, dir -0.9821, norm 0.1753, swav 0.0000 LR: 7.967e-02 Score 99.175 Data time: 0.0598, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.3188 [2020-10-19 00:31:00,888][root][INFO] - ===> Epoch[2678](13390/5): Loss -0.7861, Sem 0.0236, dir -0.9817, norm 0.1720, swav 0.0000 LR: 7.967e-02 Score 99.201 Data time: 0.0583, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2693 [2020-10-19 00:31:02,794][root][INFO] - ===> Epoch[2679](13391/5): Loss -0.7831, Sem 0.0248, dir -0.9805, norm 0.1726, swav 0.0000 LR: 7.967e-02 Score 99.172 Data time: 0.0542, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8423 [2020-10-19 00:31:05,467][root][INFO] - ===> Epoch[2679](13392/5): Loss -0.7825, Sem 0.0255, dir -0.9801, norm 0.1721, swav 0.0000 LR: 7.967e-02 Score 99.179 Data time: 0.0874, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.6057 [2020-10-19 00:31:07,636][root][INFO] - ===> Epoch[2679](13393/5): Loss -0.7960, Sem 0.0240, dir -0.9829, norm 0.1630, swav 0.0000 LR: 7.967e-02 Score 99.205 Data time: 0.0763, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0529 [2020-10-19 00:31:09,741][root][INFO] - ===> Epoch[2679](13394/5): Loss -0.7828, Sem 0.0237, dir -0.9826, norm 0.1761, swav 0.0000 LR: 7.966e-02 Score 99.231 Data time: 0.0466, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9908 [2020-10-19 00:31:12,370][root][INFO] - ===> Epoch[2679](13395/5): Loss -0.7824, Sem 0.0257, dir -0.9817, norm 0.1736, swav 0.0000 LR: 7.966e-02 Score 99.148 Data time: 0.2061, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.5388 [2020-10-19 00:31:14,396][root][INFO] - ===> Epoch[2680](13396/5): Loss -0.7768, Sem 0.0232, dir -0.9820, norm 0.1821, swav 0.0000 LR: 7.966e-02 Score 99.233 Data time: 0.1174, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9025 [2020-10-19 00:31:16,902][root][INFO] - ===> Epoch[2680](13397/5): Loss -0.7884, Sem 0.0225, dir -0.9822, norm 0.1713, swav 0.0000 LR: 7.966e-02 Score 99.246 Data time: 0.0647, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.4066 [2020-10-19 00:31:19,077][root][INFO] - ===> Epoch[2680](13398/5): Loss -0.7888, Sem 0.0247, dir -0.9830, norm 0.1695, swav 0.0000 LR: 7.966e-02 Score 99.191 Data time: 0.0661, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.1081 [2020-10-19 00:31:21,296][root][INFO] - ===> Epoch[2680](13399/5): Loss -0.7663, Sem 0.0250, dir -0.9791, norm 0.1878, swav 0.0000 LR: 7.966e-02 Score 99.176 Data time: 0.0641, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.0972 [2020-10-19 00:31:23,430][root][INFO] - ===> Epoch[2680](13400/5): Loss -0.7949, Sem 0.0219, dir -0.9828, norm 0.1660, swav 0.0000 LR: 7.966e-02 Score 99.251 Data time: 0.0563, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.0343 [2020-10-19 00:31:24,396][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 00:31:24,557][root][INFO] - ===> Start testing [2020-10-19 00:32:02,797][root][INFO] - 68/68: Data time: 0.0021, Iter time: 0.1040 Loss 0.505 (AVG: 0.531) Score 92.469 (AVG: 90.312) mIOU 69.999 mAP 84.439 mAcc 76.863 IOU: 62.727 0.000 80.994 73.506 93.622 91.912 32.149 78.445 96.835 72.619 82.463 85.778 58.942 mAP: 82.140 11.674 97.689 87.144 98.873 98.372 55.395 96.202 99.677 88.693 94.614 94.862 92.373 mAcc: 78.011 0.000 91.014 83.718 95.217 96.214 35.835 89.926 98.355 78.157 91.713 95.524 65.531 [2020-10-19 00:32:02,798][root][INFO] - Finished test. Elapsed time: 38.2393 [2020-10-19 00:32:05,629][root][INFO] - [2020-10-19 00:32:05,629][root][INFO] - ################################################################ [2020-10-19 00:32:05,629][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 00:32:05,629][root][INFO] - ################################################################ [2020-10-19 00:32:05,629][root][INFO] - clutter : nan nan nan [2020-10-19 00:32:05,629][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 00:32:05,629][root][INFO] - board : 0.813 0.884 0.943 [2020-10-19 00:32:05,629][root][INFO] - bookcase : 0.306 0.431 0.540 [2020-10-19 00:32:05,629][root][INFO] - ceiling : 0.437 0.469 0.513 [2020-10-19 00:32:05,629][root][INFO] - chair : 0.799 0.895 0.915 [2020-10-19 00:32:05,629][root][INFO] - column : 0.176 0.269 0.380 [2020-10-19 00:32:05,629][root][INFO] - door : 0.598 0.782 0.871 [2020-10-19 00:32:05,629][root][INFO] - floor : 0.571 0.573 0.591 [2020-10-19 00:32:05,629][root][INFO] - sofa : 0.407 0.727 0.818 [2020-10-19 00:32:05,629][root][INFO] - table : 0.156 0.352 0.623 [2020-10-19 00:32:05,629][root][INFO] - wall : 0.518 0.708 0.809 [2020-10-19 00:32:05,629][root][INFO] - window : 0.537 0.753 0.772 [2020-10-19 00:32:05,629][root][INFO] - ---------------------------------------------------------------- [2020-10-19 00:32:05,630][root][INFO] - average : 0.443 0.570 0.648 [2020-10-19 00:32:05,630][root][INFO] - [2020-10-19 00:32:05,773][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 00:32:05,774][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-19 00:32:07,405][root][INFO] - ===> Epoch[2681](13401/5): Loss -0.7734, Sem 0.0253, dir -0.9815, norm 0.1828, swav 0.0000 LR: 7.965e-02 Score 99.159 Data time: 0.0651, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.6263 [2020-10-19 00:32:09,856][root][INFO] - ===> Epoch[2681](13402/5): Loss -0.7708, Sem 0.0271, dir -0.9819, norm 0.1840, swav 0.0000 LR: 7.965e-02 Score 99.187 Data time: 0.0940, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.3215 [2020-10-19 00:32:11,983][root][INFO] - ===> Epoch[2681](13403/5): Loss -0.7660, Sem 0.0261, dir -0.9807, norm 0.1886, swav 0.0000 LR: 7.965e-02 Score 99.116 Data time: 0.0619, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0131 [2020-10-19 00:32:14,095][root][INFO] - ===> Epoch[2681](13404/5): Loss -0.7638, Sem 0.0249, dir -0.9822, norm 0.1935, swav 0.0000 LR: 7.965e-02 Score 99.186 Data time: 0.0830, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0127 [2020-10-19 00:32:16,303][root][INFO] - ===> Epoch[2681](13405/5): Loss -0.7481, Sem 0.0418, dir -0.9794, norm 0.1895, swav 0.0000 LR: 7.965e-02 Score 98.844 Data time: 0.0806, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1065 [2020-10-19 00:32:18,315][root][INFO] - ===> Epoch[2682](13406/5): Loss -0.7219, Sem 0.0373, dir -0.9767, norm 0.2174, swav 0.0000 LR: 7.965e-02 Score 98.836 Data time: 0.0544, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9012 [2020-10-19 00:32:20,308][root][INFO] - ===> Epoch[2682](13407/5): Loss -0.7180, Sem 0.0600, dir -0.9763, norm 0.1983, swav 0.0000 LR: 7.964e-02 Score 98.595 Data time: 0.0788, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9047 [2020-10-19 00:32:22,710][root][INFO] - ===> Epoch[2682](13408/5): Loss -0.7089, Sem 0.0404, dir -0.9755, norm 0.2263, swav 0.0000 LR: 7.964e-02 Score 98.795 Data time: 0.0907, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2882 [2020-10-19 00:32:24,894][root][INFO] - ===> Epoch[2682](13409/5): Loss -0.6953, Sem 0.0672, dir -0.9770, norm 0.2145, swav 0.0000 LR: 7.964e-02 Score 97.881 Data time: 0.0786, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0449 [2020-10-19 00:32:27,116][root][INFO] - ===> Epoch[2682](13410/5): Loss -0.7070, Sem 0.0490, dir -0.9776, norm 0.2216, swav 0.0000 LR: 7.964e-02 Score 98.389 Data time: 0.0520, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1165 [2020-10-19 00:32:29,219][root][INFO] - ===> Epoch[2683](13411/5): Loss -0.6593, Sem 0.0795, dir -0.9731, norm 0.2342, swav 0.0000 LR: 7.964e-02 Score 97.643 Data time: 0.0654, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0349 [2020-10-19 00:32:31,905][root][INFO] - ===> Epoch[2683](13412/5): Loss -0.6678, Sem 0.0581, dir -0.9705, norm 0.2447, swav 0.0000 LR: 7.964e-02 Score 98.181 Data time: 0.0632, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.5790 [2020-10-19 00:32:34,523][root][INFO] - ===> Epoch[2683](13413/5): Loss -0.5920, Sem 0.1037, dir -0.9691, norm 0.2734, swav 0.0000 LR: 7.964e-02 Score 96.904 Data time: 0.0700, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.5352 [2020-10-19 00:32:36,548][root][INFO] - ===> Epoch[2683](13414/5): Loss -0.7080, Sem 0.0623, dir -0.9746, norm 0.2043, swav 0.0000 LR: 7.963e-02 Score 98.054 Data time: 0.0828, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.8748 [2020-10-19 00:32:38,689][root][INFO] - ===> Epoch[2683](13415/5): Loss -0.6337, Sem 0.0766, dir -0.9683, norm 0.2580, swav 0.0000 LR: 7.963e-02 Score 97.697 Data time: 0.0674, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.0318 [2020-10-19 00:32:40,811][root][INFO] - ===> Epoch[2684](13416/5): Loss -0.6014, Sem 0.1170, dir -0.9686, norm 0.2502, swav 0.0000 LR: 7.963e-02 Score 97.176 Data time: 0.0692, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.0280 [2020-10-19 00:32:43,153][root][INFO] - ===> Epoch[2684](13417/5): Loss -0.6350, Sem 0.0650, dir -0.9683, norm 0.2683, swav 0.0000 LR: 7.963e-02 Score 97.975 Data time: 0.0607, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.2427 [2020-10-19 00:32:45,508][root][INFO] - ===> Epoch[2684](13418/5): Loss -0.6370, Sem 0.0878, dir -0.9701, norm 0.2453, swav 0.0000 LR: 7.963e-02 Score 97.334 Data time: 0.0907, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.2470 [2020-10-19 00:32:47,148][root][INFO] - ===> Epoch[2684](13419/5): Loss -0.6659, Sem 0.0710, dir -0.9702, norm 0.2333, swav 0.0000 LR: 7.963e-02 Score 97.900 Data time: 0.0670, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.5118 [2020-10-19 00:32:49,174][root][INFO] - ===> Epoch[2684](13420/5): Loss -0.6615, Sem 0.0659, dir -0.9699, norm 0.2425, swav 0.0000 LR: 7.962e-02 Score 97.989 Data time: 0.0647, Forward time: 0.7725, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 1.9181 [2020-10-19 00:32:51,472][root][INFO] - ===> Epoch[2685](13421/5): Loss -0.6145, Sem 0.0921, dir -0.9679, norm 0.2612, swav 0.0000 LR: 7.962e-02 Score 97.367 Data time: 0.0712, Forward time: 0.7724, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.2005 [2020-10-19 00:32:53,688][root][INFO] - ===> Epoch[2685](13422/5): Loss -0.6691, Sem 0.0796, dir -0.9713, norm 0.2226, swav 0.0000 LR: 7.962e-02 Score 97.648 Data time: 0.0956, Forward time: 0.7724, Backward time: 1.1798, DDP time: 0.0030, Total iter time: 2.0951 [2020-10-19 00:32:55,718][root][INFO] - ===> Epoch[2685](13423/5): Loss -0.6101, Sem 0.0905, dir -0.9674, norm 0.2668, swav 0.0000 LR: 7.962e-02 Score 97.272 Data time: 0.0720, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9240 [2020-10-19 00:32:57,817][root][INFO] - ===> Epoch[2685](13424/5): Loss -0.6290, Sem 0.0792, dir -0.9683, norm 0.2601, swav 0.0000 LR: 7.962e-02 Score 97.609 Data time: 0.0648, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9942 [2020-10-19 00:32:59,990][root][INFO] - ===> Epoch[2685](13425/5): Loss -0.6714, Sem 0.0754, dir -0.9714, norm 0.2246, swav 0.0000 LR: 7.962e-02 Score 97.717 Data time: 0.0692, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0682 [2020-10-19 00:33:02,029][root][INFO] - ===> Epoch[2686](13426/5): Loss -0.6653, Sem 0.0751, dir -0.9690, norm 0.2287, swav 0.0000 LR: 7.962e-02 Score 97.660 Data time: 0.0682, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9442 [2020-10-19 00:33:03,989][root][INFO] - ===> Epoch[2686](13427/5): Loss -0.7036, Sem 0.0560, dir -0.9727, norm 0.2131, swav 0.0000 LR: 7.961e-02 Score 98.188 Data time: 0.0782, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8650 [2020-10-19 00:33:06,285][root][INFO] - ===> Epoch[2686](13428/5): Loss -0.6293, Sem 0.0902, dir -0.9671, norm 0.2477, swav 0.0000 LR: 7.961e-02 Score 97.454 Data time: 0.0973, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1844 [2020-10-19 00:33:08,790][root][INFO] - ===> Epoch[2686](13429/5): Loss -0.6220, Sem 0.1105, dir -0.9639, norm 0.2314, swav 0.0000 LR: 7.961e-02 Score 97.026 Data time: 0.0776, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.3890 [2020-10-19 00:33:10,803][root][INFO] - ===> Epoch[2686](13430/5): Loss -0.6462, Sem 0.0723, dir -0.9668, norm 0.2483, swav 0.0000 LR: 7.961e-02 Score 97.759 Data time: 0.1217, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8979 [2020-10-19 00:33:13,131][root][INFO] - ===> Epoch[2687](13431/5): Loss -0.6418, Sem 0.0886, dir -0.9677, norm 0.2373, swav 0.0000 LR: 7.961e-02 Score 97.445 Data time: 0.1216, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2138 [2020-10-19 00:33:15,161][root][INFO] - ===> Epoch[2687](13432/5): Loss -0.6179, Sem 0.1079, dir -0.9698, norm 0.2440, swav 0.0000 LR: 7.961e-02 Score 97.110 Data time: 0.0912, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9198 [2020-10-19 00:33:17,122][root][INFO] - ===> Epoch[2687](13433/5): Loss -0.6298, Sem 0.1100, dir -0.9694, norm 0.2296, swav 0.0000 LR: 7.960e-02 Score 97.211 Data time: 0.0734, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8388 [2020-10-19 00:33:19,406][root][INFO] - ===> Epoch[2687](13434/5): Loss -0.6583, Sem 0.0787, dir -0.9675, norm 0.2304, swav 0.0000 LR: 7.960e-02 Score 97.690 Data time: 0.0746, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1442 [2020-10-19 00:33:21,367][root][INFO] - ===> Epoch[2687](13435/5): Loss -0.6552, Sem 0.0798, dir -0.9708, norm 0.2358, swav 0.0000 LR: 7.960e-02 Score 97.613 Data time: 0.0529, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8649 [2020-10-19 00:33:23,380][root][INFO] - ===> Epoch[2688](13436/5): Loss -0.6180, Sem 0.1180, dir -0.9657, norm 0.2297, swav 0.0000 LR: 7.960e-02 Score 96.607 Data time: 0.0843, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9276 [2020-10-19 00:33:25,495][root][INFO] - ===> Epoch[2688](13437/5): Loss -0.6408, Sem 0.0868, dir -0.9623, norm 0.2347, swav 0.0000 LR: 7.960e-02 Score 97.399 Data time: 0.0922, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0266 [2020-10-19 00:33:27,647][root][INFO] - ===> Epoch[2688](13438/5): Loss -0.6425, Sem 0.0795, dir -0.9663, norm 0.2443, swav 0.0000 LR: 7.960e-02 Score 97.518 Data time: 0.0734, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0256 [2020-10-19 00:33:29,826][root][INFO] - ===> Epoch[2688](13439/5): Loss -0.6711, Sem 0.0703, dir -0.9706, norm 0.2292, swav 0.0000 LR: 7.960e-02 Score 97.751 Data time: 0.0817, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.0689 [2020-10-19 00:33:32,019][root][INFO] - ===> Epoch[2688](13440/5): Loss -0.6533, Sem 0.0726, dir -0.9670, norm 0.2411, swav 0.0000 LR: 7.959e-02 Score 97.846 Data time: 0.0830, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.0806 [2020-10-19 00:33:34,012][root][INFO] - ===> Epoch[2689](13441/5): Loss -0.6448, Sem 0.0840, dir -0.9626, norm 0.2338, swav 0.0000 LR: 7.959e-02 Score 97.387 Data time: 0.0474, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.8701 [2020-10-19 00:33:35,799][root][INFO] - ===> Epoch[2689](13442/5): Loss -0.6736, Sem 0.0616, dir -0.9698, norm 0.2346, swav 0.0000 LR: 7.959e-02 Score 97.989 Data time: 0.0773, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.7048 [2020-10-19 00:33:38,168][root][INFO] - ===> Epoch[2689](13443/5): Loss -0.6897, Sem 0.0582, dir -0.9702, norm 0.2222, swav 0.0000 LR: 7.959e-02 Score 98.109 Data time: 0.0862, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.2772 [2020-10-19 00:33:40,036][root][INFO] - ===> Epoch[2689](13444/5): Loss -0.6769, Sem 0.0690, dir -0.9671, norm 0.2212, swav 0.0000 LR: 7.959e-02 Score 97.931 Data time: 0.0645, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.7537 [2020-10-19 00:33:42,336][root][INFO] - ===> Epoch[2689](13445/5): Loss -0.6700, Sem 0.0625, dir -0.9686, norm 0.2360, swav 0.0000 LR: 7.959e-02 Score 97.989 Data time: 0.0933, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.2084 [2020-10-19 00:33:44,756][root][INFO] - ===> Epoch[2690](13446/5): Loss -0.6836, Sem 0.0584, dir -0.9684, norm 0.2265, swav 0.0000 LR: 7.958e-02 Score 98.097 Data time: 0.0653, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.3050 [2020-10-19 00:33:46,879][root][INFO] - ===> Epoch[2690](13447/5): Loss -0.6772, Sem 0.0617, dir -0.9675, norm 0.2286, swav 0.0000 LR: 7.958e-02 Score 98.029 Data time: 0.0826, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.0295 [2020-10-19 00:33:49,354][root][INFO] - ===> Epoch[2690](13448/5): Loss -0.6851, Sem 0.0558, dir -0.9712, norm 0.2302, swav 0.0000 LR: 7.958e-02 Score 98.231 Data time: 0.0566, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.3415 [2020-10-19 00:33:51,670][root][INFO] - ===> Epoch[2690](13449/5): Loss -0.6901, Sem 0.0619, dir -0.9690, norm 0.2170, swav 0.0000 LR: 7.958e-02 Score 98.007 Data time: 0.0676, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2331 [2020-10-19 00:33:54,651][root][INFO] - ===> Epoch[2690](13450/5): Loss -0.6801, Sem 0.0672, dir -0.9709, norm 0.2236, swav 0.0000 LR: 7.958e-02 Score 98.102 Data time: 0.0642, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.8672 [2020-10-19 00:33:56,938][root][INFO] - ===> Epoch[2691](13451/5): Loss -0.6792, Sem 0.0617, dir -0.9652, norm 0.2242, swav 0.0000 LR: 7.958e-02 Score 98.046 Data time: 0.0941, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1909 [2020-10-19 00:33:58,848][root][INFO] - ===> Epoch[2691](13452/5): Loss -0.6828, Sem 0.0617, dir -0.9704, norm 0.2260, swav 0.0000 LR: 7.958e-02 Score 98.061 Data time: 0.0789, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8067 [2020-10-19 00:34:01,000][root][INFO] - ===> Epoch[2691](13453/5): Loss -0.6934, Sem 0.0621, dir -0.9724, norm 0.2168, swav 0.0000 LR: 7.957e-02 Score 98.109 Data time: 0.2492, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0336 [2020-10-19 00:34:03,792][root][INFO] - ===> Epoch[2691](13454/5): Loss -0.6710, Sem 0.0539, dir -0.9686, norm 0.2437, swav 0.0000 LR: 7.957e-02 Score 98.279 Data time: 0.0818, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.7101 [2020-10-19 00:34:05,706][root][INFO] - ===> Epoch[2691](13455/5): Loss -0.7051, Sem 0.0578, dir -0.9736, norm 0.2107, swav 0.0000 LR: 7.957e-02 Score 98.163 Data time: 0.0573, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8007 [2020-10-19 00:34:07,726][root][INFO] - ===> Epoch[2692](13456/5): Loss -0.6818, Sem 0.0616, dir -0.9690, norm 0.2256, swav 0.0000 LR: 7.957e-02 Score 98.086 Data time: 0.0760, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9578 [2020-10-19 00:34:10,076][root][INFO] - ===> Epoch[2692](13457/5): Loss -0.7214, Sem 0.0484, dir -0.9740, norm 0.2042, swav 0.0000 LR: 7.957e-02 Score 98.350 Data time: 0.0937, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2252 [2020-10-19 00:34:12,628][root][INFO] - ===> Epoch[2692](13458/5): Loss -0.6930, Sem 0.0534, dir -0.9686, norm 0.2222, swav 0.0000 LR: 7.957e-02 Score 98.222 Data time: 0.1262, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.4357 [2020-10-19 00:34:14,774][root][INFO] - ===> Epoch[2692](13459/5): Loss -0.6660, Sem 0.0598, dir -0.9701, norm 0.2444, swav 0.0000 LR: 7.956e-02 Score 98.207 Data time: 0.0883, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0395 [2020-10-19 00:34:17,077][root][INFO] - ===> Epoch[2692](13460/5): Loss -0.7050, Sem 0.0514, dir -0.9713, norm 0.2149, swav 0.0000 LR: 7.956e-02 Score 98.330 Data time: 0.0768, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2019 [2020-10-19 00:34:18,941][root][INFO] - ===> Epoch[2693](13461/5): Loss -0.7081, Sem 0.0480, dir -0.9732, norm 0.2170, swav 0.0000 LR: 7.956e-02 Score 98.499 Data time: 0.0831, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.7794 [2020-10-19 00:34:21,036][root][INFO] - ===> Epoch[2693](13462/5): Loss -0.6994, Sem 0.0536, dir -0.9719, norm 0.2190, swav 0.0000 LR: 7.956e-02 Score 98.203 Data time: 0.0765, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9848 [2020-10-19 00:34:23,307][root][INFO] - ===> Epoch[2693](13463/5): Loss -0.6845, Sem 0.0559, dir -0.9695, norm 0.2291, swav 0.0000 LR: 7.956e-02 Score 98.212 Data time: 0.0784, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1742 [2020-10-19 00:34:25,335][root][INFO] - ===> Epoch[2693](13464/5): Loss -0.6607, Sem 0.0662, dir -0.9711, norm 0.2442, swav 0.0000 LR: 7.956e-02 Score 98.076 Data time: 0.0816, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.9134 [2020-10-19 00:34:27,575][root][INFO] - ===> Epoch[2693](13465/5): Loss -0.7038, Sem 0.0519, dir -0.9703, norm 0.2146, swav 0.0000 LR: 7.956e-02 Score 98.337 Data time: 0.0807, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.1200 [2020-10-19 00:34:29,449][root][INFO] - ===> Epoch[2694](13466/5): Loss -0.6816, Sem 0.0579, dir -0.9694, norm 0.2299, swav 0.0000 LR: 7.955e-02 Score 98.159 Data time: 0.0658, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.7597 [2020-10-19 00:34:31,505][root][INFO] - ===> Epoch[2694](13467/5): Loss -0.6583, Sem 0.0623, dir -0.9706, norm 0.2500, swav 0.0000 LR: 7.955e-02 Score 98.085 Data time: 0.0853, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.9826 [2020-10-19 00:34:34,198][root][INFO] - ===> Epoch[2694](13468/5): Loss -0.6723, Sem 0.0697, dir -0.9706, norm 0.2287, swav 0.0000 LR: 7.955e-02 Score 98.066 Data time: 0.0730, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.5791 [2020-10-19 00:34:36,687][root][INFO] - ===> Epoch[2694](13469/5): Loss -0.6947, Sem 0.0498, dir -0.9709, norm 0.2264, swav 0.0000 LR: 7.955e-02 Score 98.374 Data time: 0.0592, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.3891 [2020-10-19 00:34:38,662][root][INFO] - ===> Epoch[2694](13470/5): Loss -0.6708, Sem 0.0708, dir -0.9712, norm 0.2296, swav 0.0000 LR: 7.955e-02 Score 98.082 Data time: 0.0526, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8951 [2020-10-19 00:34:40,730][root][INFO] - ===> Epoch[2695](13471/5): Loss -0.7114, Sem 0.0524, dir -0.9720, norm 0.2082, swav 0.0000 LR: 7.955e-02 Score 98.309 Data time: 0.0674, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9862 [2020-10-19 00:34:42,890][root][INFO] - ===> Epoch[2695](13472/5): Loss -0.7178, Sem 0.0514, dir -0.9733, norm 0.2041, swav 0.0000 LR: 7.954e-02 Score 98.424 Data time: 0.0999, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0609 [2020-10-19 00:34:45,084][root][INFO] - ===> Epoch[2695](13473/5): Loss -0.6891, Sem 0.0563, dir -0.9725, norm 0.2271, swav 0.0000 LR: 7.954e-02 Score 98.244 Data time: 0.0896, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.0556 [2020-10-19 00:34:47,213][root][INFO] - ===> Epoch[2695](13474/5): Loss -0.6901, Sem 0.0567, dir -0.9687, norm 0.2219, swav 0.0000 LR: 7.954e-02 Score 98.221 Data time: 0.0918, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.0087 [2020-10-19 00:34:49,536][root][INFO] - ===> Epoch[2695](13475/5): Loss -0.7143, Sem 0.0527, dir -0.9730, norm 0.2060, swav 0.0000 LR: 7.954e-02 Score 98.267 Data time: 0.0791, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.2047 [2020-10-19 00:34:51,433][root][INFO] - ===> Epoch[2696](13476/5): Loss -0.7037, Sem 0.0531, dir -0.9722, norm 0.2155, swav 0.0000 LR: 7.954e-02 Score 98.243 Data time: 0.0336, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.8013 [2020-10-19 00:34:53,756][root][INFO] - ===> Epoch[2696](13477/5): Loss -0.7076, Sem 0.0479, dir -0.9726, norm 0.2171, swav 0.0000 LR: 7.954e-02 Score 98.439 Data time: 0.0683, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2382 [2020-10-19 00:34:56,114][root][INFO] - ===> Epoch[2696](13478/5): Loss -0.7150, Sem 0.0488, dir -0.9714, norm 0.2076, swav 0.0000 LR: 7.954e-02 Score 98.407 Data time: 0.0868, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2555 [2020-10-19 00:34:58,445][root][INFO] - ===> Epoch[2696](13479/5): Loss -0.7045, Sem 0.0570, dir -0.9730, norm 0.2115, swav 0.0000 LR: 7.953e-02 Score 98.225 Data time: 0.0897, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2040 [2020-10-19 00:35:00,712][root][INFO] - ===> Epoch[2696](13480/5): Loss -0.6946, Sem 0.0474, dir -0.9743, norm 0.2323, swav 0.0000 LR: 7.953e-02 Score 98.461 Data time: 0.0728, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1305 [2020-10-19 00:35:02,978][root][INFO] - ===> Epoch[2697](13481/5): Loss -0.7095, Sem 0.0463, dir -0.9706, norm 0.2149, swav 0.0000 LR: 7.953e-02 Score 98.535 Data time: 0.0891, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1614 [2020-10-19 00:35:05,113][root][INFO] - ===> Epoch[2697](13482/5): Loss -0.7104, Sem 0.0504, dir -0.9740, norm 0.2132, swav 0.0000 LR: 7.953e-02 Score 98.381 Data time: 0.0518, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0213 [2020-10-19 00:35:07,421][root][INFO] - ===> Epoch[2697](13483/5): Loss -0.7282, Sem 0.0470, dir -0.9745, norm 0.1992, swav 0.0000 LR: 7.953e-02 Score 98.452 Data time: 0.0630, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2372 [2020-10-19 00:35:09,778][root][INFO] - ===> Epoch[2697](13484/5): Loss -0.6701, Sem 0.0599, dir -0.9664, norm 0.2365, swav 0.0000 LR: 7.953e-02 Score 98.248 Data time: 0.1186, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2415 [2020-10-19 00:35:12,332][root][INFO] - ===> Epoch[2697](13485/5): Loss -0.7018, Sem 0.0519, dir -0.9712, norm 0.2175, swav 0.0000 LR: 7.952e-02 Score 98.376 Data time: 0.0892, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.4330 [2020-10-19 00:35:14,901][root][INFO] - ===> Epoch[2698](13486/5): Loss -0.6905, Sem 0.0480, dir -0.9741, norm 0.2356, swav 0.0000 LR: 7.952e-02 Score 98.496 Data time: 0.1140, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.4443 [2020-10-19 00:35:17,500][root][INFO] - ===> Epoch[2698](13487/5): Loss -0.7037, Sem 0.0549, dir -0.9714, norm 0.2128, swav 0.0000 LR: 7.952e-02 Score 98.266 Data time: 0.0898, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.4699 [2020-10-19 00:35:19,668][root][INFO] - ===> Epoch[2698](13488/5): Loss -0.7088, Sem 0.0544, dir -0.9738, norm 0.2106, swav 0.0000 LR: 7.952e-02 Score 98.335 Data time: 0.0785, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0493 [2020-10-19 00:35:21,569][root][INFO] - ===> Epoch[2698](13489/5): Loss -0.7180, Sem 0.0491, dir -0.9699, norm 0.2027, swav 0.0000 LR: 7.952e-02 Score 98.372 Data time: 0.0769, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.7791 [2020-10-19 00:35:23,700][root][INFO] - ===> Epoch[2698](13490/5): Loss -0.7269, Sem 0.0505, dir -0.9744, norm 0.1970, swav 0.0000 LR: 7.952e-02 Score 98.344 Data time: 0.0620, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0110 [2020-10-19 00:35:25,829][root][INFO] - ===> Epoch[2699](13491/5): Loss -0.7270, Sem 0.0426, dir -0.9755, norm 0.2059, swav 0.0000 LR: 7.952e-02 Score 98.634 Data time: 0.0596, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0444 [2020-10-19 00:35:28,070][root][INFO] - ===> Epoch[2699](13492/5): Loss -0.7250, Sem 0.0521, dir -0.9731, norm 0.1959, swav 0.0000 LR: 7.951e-02 Score 98.419 Data time: 0.0719, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1544 [2020-10-19 00:35:30,298][root][INFO] - ===> Epoch[2699](13493/5): Loss -0.6986, Sem 0.0399, dir -0.9731, norm 0.2346, swav 0.0000 LR: 7.951e-02 Score 98.676 Data time: 0.0734, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1155 [2020-10-19 00:35:32,146][root][INFO] - ===> Epoch[2699](13494/5): Loss -0.7387, Sem 0.0399, dir -0.9731, norm 0.1945, swav 0.0000 LR: 7.951e-02 Score 98.714 Data time: 0.0725, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.7277 [2020-10-19 00:35:34,166][root][INFO] - ===> Epoch[2699](13495/5): Loss -0.7203, Sem 0.0410, dir -0.9726, norm 0.2113, swav 0.0000 LR: 7.951e-02 Score 98.656 Data time: 0.0718, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.9243 [2020-10-19 00:35:36,761][root][INFO] - ===> Epoch[2700](13496/5): Loss -0.7261, Sem 0.0409, dir -0.9755, norm 0.2084, swav 0.0000 LR: 7.951e-02 Score 98.666 Data time: 0.0956, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.4944 [2020-10-19 00:35:38,767][root][INFO] - ===> Epoch[2700](13497/5): Loss -0.7220, Sem 0.0445, dir -0.9730, norm 0.2065, swav 0.0000 LR: 7.951e-02 Score 98.539 Data time: 0.0658, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.8855 [2020-10-19 00:35:40,678][root][INFO] - ===> Epoch[2700](13498/5): Loss -0.7163, Sem 0.0400, dir -0.9726, norm 0.2163, swav 0.0000 LR: 7.950e-02 Score 98.745 Data time: 0.0453, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.8171 [2020-10-19 00:35:42,900][root][INFO] - ===> Epoch[2700](13499/5): Loss -0.7181, Sem 0.0360, dir -0.9727, norm 0.2185, swav 0.0000 LR: 7.950e-02 Score 98.819 Data time: 0.0847, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.1617 [2020-10-19 00:35:45,644][root][INFO] - ===> Epoch[2700](13500/5): Loss -0.6996, Sem 0.0453, dir -0.9711, norm 0.2263, swav 0.0000 LR: 7.950e-02 Score 98.538 Data time: 0.0613, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.6192 [2020-10-19 00:35:46,579][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 00:35:48,426][root][INFO] - ===> Epoch[2701](13501/5): Loss -0.7403, Sem 0.0424, dir -0.9754, norm 0.1927, swav 0.0000 LR: 7.950e-02 Score 98.612 Data time: 0.0722, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.6681 [2020-10-19 00:35:50,272][root][INFO] - ===> Epoch[2701](13502/5): Loss -0.7491, Sem 0.0378, dir -0.9775, norm 0.1906, swav 0.0000 LR: 7.950e-02 Score 98.742 Data time: 0.0907, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.7441 [2020-10-19 00:35:53,398][root][INFO] - ===> Epoch[2701](13503/5): Loss -0.7097, Sem 0.0402, dir -0.9743, norm 0.2245, swav 0.0000 LR: 7.950e-02 Score 98.693 Data time: 0.2891, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 3.0723 [2020-10-19 00:35:55,609][root][INFO] - ===> Epoch[2701](13504/5): Loss -0.7128, Sem 0.0453, dir -0.9726, norm 0.2145, swav 0.0000 LR: 7.949e-02 Score 98.517 Data time: 0.2290, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1078 [2020-10-19 00:35:58,058][root][INFO] - ===> Epoch[2701](13505/5): Loss -0.7108, Sem 0.0465, dir -0.9738, norm 0.2165, swav 0.0000 LR: 7.949e-02 Score 98.552 Data time: 0.1065, Forward time: 0.7725, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.3312 [2020-10-19 00:36:00,009][root][INFO] - ===> Epoch[2702](13506/5): Loss -0.7406, Sem 0.0369, dir -0.9761, norm 0.1986, swav 0.0000 LR: 7.949e-02 Score 98.791 Data time: 0.0786, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.8239 [2020-10-19 00:36:01,580][root][INFO] - ===> Epoch[2702](13507/5): Loss -0.7086, Sem 0.0474, dir -0.9712, norm 0.2151, swav 0.0000 LR: 7.949e-02 Score 98.441 Data time: 0.0654, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.4792 [2020-10-19 00:36:03,447][root][INFO] - ===> Epoch[2702](13508/5): Loss -0.7409, Sem 0.0371, dir -0.9756, norm 0.1976, swav 0.0000 LR: 7.949e-02 Score 98.778 Data time: 0.0636, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.7707 [2020-10-19 00:36:05,910][root][INFO] - ===> Epoch[2702](13509/5): Loss -0.7390, Sem 0.0378, dir -0.9748, norm 0.1980, swav 0.0000 LR: 7.949e-02 Score 98.787 Data time: 0.0997, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.3530 [2020-10-19 00:36:08,020][root][INFO] - ===> Epoch[2702](13510/5): Loss -0.7213, Sem 0.0419, dir -0.9728, norm 0.2096, swav 0.0000 LR: 7.949e-02 Score 98.644 Data time: 0.0881, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.9853 [2020-10-19 00:36:10,331][root][INFO] - ===> Epoch[2703](13511/5): Loss -0.7363, Sem 0.0407, dir -0.9765, norm 0.1995, swav 0.0000 LR: 7.948e-02 Score 98.643 Data time: 0.0802, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.2100 [2020-10-19 00:36:12,240][root][INFO] - ===> Epoch[2703](13512/5): Loss -0.7377, Sem 0.0409, dir -0.9728, norm 0.1942, swav 0.0000 LR: 7.948e-02 Score 98.635 Data time: 0.0738, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.7943 [2020-10-19 00:36:14,250][root][INFO] - ===> Epoch[2703](13513/5): Loss -0.7068, Sem 0.0474, dir -0.9714, norm 0.2172, swav 0.0000 LR: 7.948e-02 Score 98.576 Data time: 0.0461, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.8940 [2020-10-19 00:36:16,734][root][INFO] - ===> Epoch[2703](13514/5): Loss -0.7343, Sem 0.0374, dir -0.9762, norm 0.2044, swav 0.0000 LR: 7.948e-02 Score 98.810 Data time: 0.0732, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.4099 [2020-10-19 00:36:19,190][root][INFO] - ===> Epoch[2703](13515/5): Loss -0.7224, Sem 0.0412, dir -0.9732, norm 0.2096, swav 0.0000 LR: 7.948e-02 Score 98.603 Data time: 0.0859, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.3393 [2020-10-19 00:36:21,474][root][INFO] - ===> Epoch[2704](13516/5): Loss -0.7442, Sem 0.0378, dir -0.9752, norm 0.1932, swav 0.0000 LR: 7.948e-02 Score 98.745 Data time: 0.0883, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.1723 [2020-10-19 00:36:23,646][root][INFO] - ===> Epoch[2704](13517/5): Loss -0.7397, Sem 0.0376, dir -0.9771, norm 0.1998, swav 0.0000 LR: 7.947e-02 Score 98.738 Data time: 0.0771, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.0495 [2020-10-19 00:36:25,780][root][INFO] - ===> Epoch[2704](13518/5): Loss -0.7319, Sem 0.0417, dir -0.9742, norm 0.2006, swav 0.0000 LR: 7.947e-02 Score 98.624 Data time: 0.0629, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.0113 [2020-10-19 00:36:28,106][root][INFO] - ===> Epoch[2704](13519/5): Loss -0.7278, Sem 0.0457, dir -0.9733, norm 0.1998, swav 0.0000 LR: 7.947e-02 Score 98.587 Data time: 0.0674, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.2321 [2020-10-19 00:36:30,474][root][INFO] - ===> Epoch[2704](13520/5): Loss -0.7304, Sem 0.0417, dir -0.9753, norm 0.2032, swav 0.0000 LR: 7.947e-02 Score 98.670 Data time: 0.0893, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.2634 [2020-10-19 00:36:32,510][root][INFO] - ===> Epoch[2705](13521/5): Loss -0.7402, Sem 0.0443, dir -0.9760, norm 0.1915, swav 0.0000 LR: 7.947e-02 Score 98.540 Data time: 0.0849, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.9090 [2020-10-19 00:36:34,781][root][INFO] - ===> Epoch[2705](13522/5): Loss -0.7600, Sem 0.0355, dir -0.9774, norm 0.1818, swav 0.0000 LR: 7.947e-02 Score 98.794 Data time: 0.0589, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.1707 [2020-10-19 00:36:36,796][root][INFO] - ===> Epoch[2705](13523/5): Loss -0.7147, Sem 0.0396, dir -0.9738, norm 0.2195, swav 0.0000 LR: 7.947e-02 Score 98.694 Data time: 0.0750, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.9084 [2020-10-19 00:36:38,945][root][INFO] - ===> Epoch[2705](13524/5): Loss -0.7313, Sem 0.0325, dir -0.9761, norm 0.2123, swav 0.0000 LR: 7.946e-02 Score 98.920 Data time: 0.0917, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.9142 [2020-10-19 00:36:41,043][root][INFO] - ===> Epoch[2705](13525/5): Loss -0.7350, Sem 0.0414, dir -0.9737, norm 0.1972, swav 0.0000 LR: 7.946e-02 Score 98.681 Data time: 0.0787, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.9839 [2020-10-19 00:36:42,939][root][INFO] - ===> Epoch[2706](13526/5): Loss -0.7256, Sem 0.0403, dir -0.9747, norm 0.2088, swav 0.0000 LR: 7.946e-02 Score 98.705 Data time: 0.0768, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 1.7822 [2020-10-19 00:36:45,321][root][INFO] - ===> Epoch[2706](13527/5): Loss -0.6591, Sem 0.0791, dir -0.9696, norm 0.2314, swav 0.0000 LR: 7.946e-02 Score 97.833 Data time: 0.0598, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.2729 [2020-10-19 00:36:47,577][root][INFO] - ===> Epoch[2706](13528/5): Loss -0.7066, Sem 0.0617, dir -0.9730, norm 0.2047, swav 0.0000 LR: 7.946e-02 Score 98.144 Data time: 0.0817, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.1552 [2020-10-19 00:36:50,085][root][INFO] - ===> Epoch[2706](13529/5): Loss -0.6944, Sem 0.0605, dir -0.9741, norm 0.2191, swav 0.0000 LR: 7.946e-02 Score 98.057 Data time: 0.0898, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.4099 [2020-10-19 00:36:52,398][root][INFO] - ===> Epoch[2706](13530/5): Loss -0.6884, Sem 0.0767, dir -0.9724, norm 0.2073, swav 0.0000 LR: 7.945e-02 Score 97.776 Data time: 0.0958, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.1795 [2020-10-19 00:36:54,351][root][INFO] - ===> Epoch[2707](13531/5): Loss -0.6918, Sem 0.0597, dir -0.9720, norm 0.2205, swav 0.0000 LR: 7.945e-02 Score 98.112 Data time: 0.0654, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.8460 [2020-10-19 00:36:56,719][root][INFO] - ===> Epoch[2707](13532/5): Loss -0.7003, Sem 0.0643, dir -0.9732, norm 0.2086, swav 0.0000 LR: 7.945e-02 Score 97.948 Data time: 0.0792, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.3079 [2020-10-19 00:36:58,791][root][INFO] - ===> Epoch[2707](13533/5): Loss -0.6425, Sem 0.0843, dir -0.9692, norm 0.2424, swav 0.0000 LR: 7.945e-02 Score 97.661 Data time: 0.0681, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.9771 [2020-10-19 00:37:01,511][root][INFO] - ===> Epoch[2707](13534/5): Loss -0.6815, Sem 0.0570, dir -0.9713, norm 0.2328, swav 0.0000 LR: 7.945e-02 Score 98.199 Data time: 0.0940, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.6498 [2020-10-19 00:37:03,465][root][INFO] - ===> Epoch[2707](13535/5): Loss -0.6910, Sem 0.0544, dir -0.9736, norm 0.2282, swav 0.0000 LR: 7.945e-02 Score 98.244 Data time: 0.0856, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.8503 [2020-10-19 00:37:05,596][root][INFO] - ===> Epoch[2708](13536/5): Loss -0.6992, Sem 0.0534, dir -0.9702, norm 0.2176, swav 0.0000 LR: 7.945e-02 Score 98.246 Data time: 0.0538, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.0119 [2020-10-19 00:37:07,788][root][INFO] - ===> Epoch[2708](13537/5): Loss -0.6910, Sem 0.0600, dir -0.9714, norm 0.2204, swav 0.0000 LR: 7.944e-02 Score 98.141 Data time: 0.0953, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.1182 [2020-10-19 00:37:09,816][root][INFO] - ===> Epoch[2708](13538/5): Loss -0.6876, Sem 0.0620, dir -0.9709, norm 0.2213, swav 0.0000 LR: 7.944e-02 Score 98.010 Data time: 0.0504, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.9248 [2020-10-19 00:37:11,922][root][INFO] - ===> Epoch[2708](13539/5): Loss -0.6746, Sem 0.0662, dir -0.9686, norm 0.2278, swav 0.0000 LR: 7.944e-02 Score 97.873 Data time: 0.0506, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.0452 [2020-10-19 00:37:14,458][root][INFO] - ===> Epoch[2708](13540/5): Loss -0.7104, Sem 0.0543, dir -0.9713, norm 0.2066, swav 0.0000 LR: 7.944e-02 Score 98.235 Data time: 0.0518, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.4806 [2020-10-19 00:37:16,800][root][INFO] - ===> Epoch[2709](13541/5): Loss -0.6927, Sem 0.0566, dir -0.9720, norm 0.2227, swav 0.0000 LR: 7.944e-02 Score 98.299 Data time: 0.0936, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.2881 [2020-10-19 00:37:19,208][root][INFO] - ===> Epoch[2709](13542/5): Loss -0.6796, Sem 0.0531, dir -0.9708, norm 0.2381, swav 0.0000 LR: 7.944e-02 Score 98.327 Data time: 0.1017, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.2889 [2020-10-19 00:37:21,605][root][INFO] - ===> Epoch[2709](13543/5): Loss -0.6834, Sem 0.0497, dir -0.9691, norm 0.2360, swav 0.0000 LR: 7.943e-02 Score 98.353 Data time: 0.0637, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.3015 [2020-10-19 00:37:23,632][root][INFO] - ===> Epoch[2709](13544/5): Loss -0.6764, Sem 0.0616, dir -0.9692, norm 0.2312, swav 0.0000 LR: 7.943e-02 Score 98.040 Data time: 0.0783, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9413 [2020-10-19 00:37:25,831][root][INFO] - ===> Epoch[2709](13545/5): Loss -0.6909, Sem 0.0467, dir -0.9702, norm 0.2326, swav 0.0000 LR: 7.943e-02 Score 98.483 Data time: 0.0903, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.0960 [2020-10-19 00:37:28,456][root][INFO] - ===> Epoch[2710](13546/5): Loss -0.6666, Sem 0.0637, dir -0.9694, norm 0.2390, swav 0.0000 LR: 7.943e-02 Score 98.048 Data time: 0.0918, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.5136 [2020-10-19 00:37:30,579][root][INFO] - ===> Epoch[2710](13547/5): Loss -0.6896, Sem 0.0529, dir -0.9683, norm 0.2258, swav 0.0000 LR: 7.943e-02 Score 98.268 Data time: 0.0907, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0500 [2020-10-19 00:37:32,743][root][INFO] - ===> Epoch[2710](13548/5): Loss -0.6607, Sem 0.0593, dir -0.9692, norm 0.2492, swav 0.0000 LR: 7.943e-02 Score 98.118 Data time: 0.0699, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0642 [2020-10-19 00:37:34,856][root][INFO] - ===> Epoch[2710](13549/5): Loss -0.7269, Sem 0.0422, dir -0.9731, norm 0.2040, swav 0.0000 LR: 7.943e-02 Score 98.579 Data time: 0.0734, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0600 [2020-10-19 00:37:36,812][root][INFO] - ===> Epoch[2710](13550/5): Loss -0.6751, Sem 0.0532, dir -0.9678, norm 0.2395, swav 0.0000 LR: 7.942e-02 Score 98.249 Data time: 0.0791, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.8734 [2020-10-19 00:37:39,110][root][INFO] - ===> Epoch[2711](13551/5): Loss -0.7312, Sem 0.0426, dir -0.9754, norm 0.2016, swav 0.0000 LR: 7.942e-02 Score 98.550 Data time: 0.0853, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.2086 [2020-10-19 00:37:41,689][root][INFO] - ===> Epoch[2711](13552/5): Loss -0.7052, Sem 0.0448, dir -0.9716, norm 0.2215, swav 0.0000 LR: 7.942e-02 Score 98.568 Data time: 0.0738, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.4837 [2020-10-19 00:37:43,964][root][INFO] - ===> Epoch[2711](13553/5): Loss -0.6938, Sem 0.0600, dir -0.9716, norm 0.2178, swav 0.0000 LR: 7.942e-02 Score 98.205 Data time: 0.0655, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1824 [2020-10-19 00:37:45,962][root][INFO] - ===> Epoch[2711](13554/5): Loss -0.7085, Sem 0.0477, dir -0.9715, norm 0.2153, swav 0.0000 LR: 7.942e-02 Score 98.442 Data time: 0.0503, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9222 [2020-10-19 00:37:48,243][root][INFO] - ===> Epoch[2711](13555/5): Loss -0.7037, Sem 0.0492, dir -0.9722, norm 0.2192, swav 0.0000 LR: 7.942e-02 Score 98.332 Data time: 0.0689, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2189 [2020-10-19 00:37:50,766][root][INFO] - ===> Epoch[2712](13556/5): Loss -0.7052, Sem 0.0443, dir -0.9739, norm 0.2243, swav 0.0000 LR: 7.941e-02 Score 98.572 Data time: 0.0733, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.4149 [2020-10-19 00:37:52,983][root][INFO] - ===> Epoch[2712](13557/5): Loss -0.7140, Sem 0.0464, dir -0.9723, norm 0.2119, swav 0.0000 LR: 7.941e-02 Score 98.505 Data time: 0.0641, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1131 [2020-10-19 00:37:55,009][root][INFO] - ===> Epoch[2712](13558/5): Loss -0.7035, Sem 0.0471, dir -0.9723, norm 0.2216, swav 0.0000 LR: 7.941e-02 Score 98.444 Data time: 0.0600, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9329 [2020-10-19 00:37:57,154][root][INFO] - ===> Epoch[2712](13559/5): Loss -0.7159, Sem 0.0508, dir -0.9725, norm 0.2058, swav 0.0000 LR: 7.941e-02 Score 98.290 Data time: 0.0749, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0627 [2020-10-19 00:37:59,689][root][INFO] - ===> Epoch[2712](13560/5): Loss -0.7044, Sem 0.0486, dir -0.9722, norm 0.2193, swav 0.0000 LR: 7.941e-02 Score 98.422 Data time: 0.0786, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.4395 [2020-10-19 00:38:01,696][root][INFO] - ===> Epoch[2713](13561/5): Loss -0.7240, Sem 0.0461, dir -0.9737, norm 0.2035, swav 0.0000 LR: 7.941e-02 Score 98.493 Data time: 0.1061, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8980 [2020-10-19 00:38:04,192][root][INFO] - ===> Epoch[2713](13562/5): Loss -0.7194, Sem 0.0391, dir -0.9749, norm 0.2165, swav 0.0000 LR: 7.941e-02 Score 98.698 Data time: 0.1103, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.3875 [2020-10-19 00:38:06,585][root][INFO] - ===> Epoch[2713](13563/5): Loss -0.7114, Sem 0.0476, dir -0.9742, norm 0.2152, swav 0.0000 LR: 7.940e-02 Score 98.470 Data time: 0.0652, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2685 [2020-10-19 00:38:08,743][root][INFO] - ===> Epoch[2713](13564/5): Loss -0.7446, Sem 0.0341, dir -0.9780, norm 0.1993, swav 0.0000 LR: 7.940e-02 Score 98.884 Data time: 0.0854, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0641 [2020-10-19 00:38:10,796][root][INFO] - ===> Epoch[2713](13565/5): Loss -0.7163, Sem 0.0447, dir -0.9731, norm 0.2121, swav 0.0000 LR: 7.940e-02 Score 98.544 Data time: 0.0671, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9425 [2020-10-19 00:38:12,887][root][INFO] - ===> Epoch[2714](13566/5): Loss -0.7201, Sem 0.0475, dir -0.9744, norm 0.2067, swav 0.0000 LR: 7.940e-02 Score 98.472 Data time: 0.0744, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9992 [2020-10-19 00:38:15,166][root][INFO] - ===> Epoch[2714](13567/5): Loss -0.7094, Sem 0.0484, dir -0.9717, norm 0.2139, swav 0.0000 LR: 7.940e-02 Score 98.462 Data time: 0.0800, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1749 [2020-10-19 00:38:17,343][root][INFO] - ===> Epoch[2714](13568/5): Loss -0.7244, Sem 0.0402, dir -0.9722, norm 0.2077, swav 0.0000 LR: 7.940e-02 Score 98.678 Data time: 0.0661, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1005 [2020-10-19 00:38:19,785][root][INFO] - ===> Epoch[2714](13569/5): Loss -0.7149, Sem 0.0401, dir -0.9744, norm 0.2194, swav 0.0000 LR: 7.939e-02 Score 98.672 Data time: 0.0657, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.3409 [2020-10-19 00:38:21,869][root][INFO] - ===> Epoch[2714](13570/5): Loss -0.7373, Sem 0.0372, dir -0.9736, norm 0.1991, swav 0.0000 LR: 7.939e-02 Score 98.791 Data time: 0.0625, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9664 [2020-10-19 00:38:23,895][root][INFO] - ===> Epoch[2715](13571/5): Loss -0.7531, Sem 0.0312, dir -0.9767, norm 0.1924, swav 0.0000 LR: 7.939e-02 Score 98.968 Data time: 0.1562, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9352 [2020-10-19 00:38:26,112][root][INFO] - ===> Epoch[2715](13572/5): Loss -0.7294, Sem 0.0482, dir -0.9738, norm 0.1961, swav 0.0000 LR: 7.939e-02 Score 98.542 Data time: 0.0823, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1104 [2020-10-19 00:38:28,365][root][INFO] - ===> Epoch[2715](13573/5): Loss -0.7249, Sem 0.0381, dir -0.9751, norm 0.2120, swav 0.0000 LR: 7.939e-02 Score 98.759 Data time: 0.0606, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1433 [2020-10-19 00:38:30,151][root][INFO] - ===> Epoch[2715](13574/5): Loss -0.7439, Sem 0.0342, dir -0.9772, norm 0.1991, swav 0.0000 LR: 7.939e-02 Score 98.866 Data time: 0.0738, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.7120 [2020-10-19 00:38:32,276][root][INFO] - ===> Epoch[2715](13575/5): Loss -0.7455, Sem 0.0357, dir -0.9759, norm 0.1947, swav 0.0000 LR: 7.939e-02 Score 98.833 Data time: 0.0736, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0318 [2020-10-19 00:38:34,423][root][INFO] - ===> Epoch[2716](13576/5): Loss -0.7323, Sem 0.0394, dir -0.9749, norm 0.2032, swav 0.0000 LR: 7.938e-02 Score 98.681 Data time: 0.0696, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0517 [2020-10-19 00:38:36,998][root][INFO] - ===> Epoch[2716](13577/5): Loss -0.7307, Sem 0.0380, dir -0.9744, norm 0.2057, swav 0.0000 LR: 7.938e-02 Score 98.744 Data time: 0.0711, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.4990 [2020-10-19 00:38:39,939][root][INFO] - ===> Epoch[2716](13578/5): Loss -0.7391, Sem 0.0386, dir -0.9767, norm 0.1989, swav 0.0000 LR: 7.938e-02 Score 98.748 Data time: 0.1510, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.8267 [2020-10-19 00:38:41,965][root][INFO] - ===> Epoch[2716](13579/5): Loss -0.7525, Sem 0.0342, dir -0.9772, norm 0.1905, swav 0.0000 LR: 7.938e-02 Score 98.864 Data time: 0.0791, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9054 [2020-10-19 00:38:44,224][root][INFO] - ===> Epoch[2716](13580/5): Loss -0.7627, Sem 0.0306, dir -0.9773, norm 0.1841, swav 0.0000 LR: 7.938e-02 Score 98.981 Data time: 0.0739, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1520 [2020-10-19 00:38:45,884][root][INFO] - ===> Epoch[2717](13581/5): Loss -0.7551, Sem 0.0378, dir -0.9754, norm 0.1825, swav 0.0000 LR: 7.938e-02 Score 98.715 Data time: 0.0635, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.5813 [2020-10-19 00:38:48,013][root][INFO] - ===> Epoch[2717](13582/5): Loss -0.7505, Sem 0.0302, dir -0.9765, norm 0.1958, swav 0.0000 LR: 7.937e-02 Score 99.017 Data time: 0.0797, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0603 [2020-10-19 00:38:49,989][root][INFO] - ===> Epoch[2717](13583/5): Loss -0.7549, Sem 0.0369, dir -0.9765, norm 0.1847, swav 0.0000 LR: 7.937e-02 Score 98.777 Data time: 0.0542, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8678 [2020-10-19 00:38:52,603][root][INFO] - ===> Epoch[2717](13584/5): Loss -0.7321, Sem 0.0331, dir -0.9749, norm 0.2097, swav 0.0000 LR: 7.937e-02 Score 98.885 Data time: 0.0747, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.5432 [2020-10-19 00:38:54,537][root][INFO] - ===> Epoch[2717](13585/5): Loss -0.7514, Sem 0.0314, dir -0.9787, norm 0.1960, swav 0.0000 LR: 7.937e-02 Score 98.967 Data time: 0.0690, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8034 [2020-10-19 00:38:56,622][root][INFO] - ===> Epoch[2718](13586/5): Loss -0.7269, Sem 0.0370, dir -0.9764, norm 0.2126, swav 0.0000 LR: 7.937e-02 Score 98.795 Data time: 0.0919, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9914 [2020-10-19 00:38:58,931][root][INFO] - ===> Epoch[2718](13587/5): Loss -0.7468, Sem 0.0314, dir -0.9777, norm 0.1995, swav 0.0000 LR: 7.937e-02 Score 98.937 Data time: 0.0851, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1923 [2020-10-19 00:39:01,375][root][INFO] - ===> Epoch[2718](13588/5): Loss -0.7246, Sem 0.0518, dir -0.9741, norm 0.1977, swav 0.0000 LR: 7.937e-02 Score 98.617 Data time: 0.0747, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.3449 [2020-10-19 00:39:03,396][root][INFO] - ===> Epoch[2718](13589/5): Loss -0.7496, Sem 0.0328, dir -0.9774, norm 0.1950, swav 0.0000 LR: 7.936e-02 Score 98.919 Data time: 0.0870, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9323 [2020-10-19 00:39:05,267][root][INFO] - ===> Epoch[2718](13590/5): Loss -0.7538, Sem 0.0360, dir -0.9740, norm 0.1842, swav 0.0000 LR: 7.936e-02 Score 98.792 Data time: 0.0817, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.7932 [2020-10-19 00:39:07,113][root][INFO] - ===> Epoch[2719](13591/5): Loss -0.7549, Sem 0.0392, dir -0.9773, norm 0.1832, swav 0.0000 LR: 7.936e-02 Score 98.776 Data time: 0.0843, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.7538 [2020-10-19 00:39:09,138][root][INFO] - ===> Epoch[2719](13592/5): Loss -0.7405, Sem 0.0357, dir -0.9773, norm 0.2011, swav 0.0000 LR: 7.936e-02 Score 98.820 Data time: 0.0705, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.9386 [2020-10-19 00:39:11,609][root][INFO] - ===> Epoch[2719](13593/5): Loss -0.7562, Sem 0.0330, dir -0.9769, norm 0.1877, swav 0.0000 LR: 7.936e-02 Score 98.901 Data time: 0.1281, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.3801 [2020-10-19 00:39:14,069][root][INFO] - ===> Epoch[2719](13594/5): Loss -0.7263, Sem 0.0359, dir -0.9756, norm 0.2134, swav 0.0000 LR: 7.936e-02 Score 98.787 Data time: 0.0845, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.3517 [2020-10-19 00:39:16,461][root][INFO] - ===> Epoch[2719](13595/5): Loss -0.7536, Sem 0.0311, dir -0.9781, norm 0.1934, swav 0.0000 LR: 7.935e-02 Score 98.987 Data time: 0.0650, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2779 [2020-10-19 00:39:18,440][root][INFO] - ===> Epoch[2720](13596/5): Loss -0.7605, Sem 0.0344, dir -0.9778, norm 0.1829, swav 0.0000 LR: 7.935e-02 Score 98.847 Data time: 0.0584, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8631 [2020-10-19 00:39:20,378][root][INFO] - ===> Epoch[2720](13597/5): Loss -0.7598, Sem 0.0333, dir -0.9763, norm 0.1832, swav 0.0000 LR: 7.935e-02 Score 98.877 Data time: 0.0722, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8586 [2020-10-19 00:39:22,672][root][INFO] - ===> Epoch[2720](13598/5): Loss -0.7475, Sem 0.0321, dir -0.9772, norm 0.1975, swav 0.0000 LR: 7.935e-02 Score 98.937 Data time: 0.0991, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1989 [2020-10-19 00:39:24,688][root][INFO] - ===> Epoch[2720](13599/5): Loss -0.7697, Sem 0.0321, dir -0.9789, norm 0.1771, swav 0.0000 LR: 7.935e-02 Score 98.906 Data time: 0.0644, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.9026 [2020-10-19 00:39:27,509][root][INFO] - ===> Epoch[2720](13600/5): Loss -0.7441, Sem 0.0331, dir -0.9775, norm 0.2003, swav 0.0000 LR: 7.935e-02 Score 98.912 Data time: 0.0669, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.7423 [2020-10-19 00:39:28,503][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 00:39:28,670][root][INFO] - ===> Start testing [2020-10-19 00:40:06,894][root][INFO] - 68/68: Data time: 0.0030, Iter time: 0.1912 Loss 0.864 (AVG: 0.543) Score 86.311 (AVG: 89.423) mIOU 69.124 mAP 83.875 mAcc 76.329 IOU: 60.198 0.000 84.659 74.315 90.319 91.685 33.228 81.853 93.515 67.230 78.036 85.800 57.777 mAP: 82.028 5.118 97.420 87.610 98.547 98.722 61.741 97.394 99.373 84.427 93.292 94.932 89.774 mAcc: 81.138 0.000 89.243 83.446 92.108 97.900 39.944 93.889 97.002 76.085 84.387 94.882 62.253 [2020-10-19 00:40:06,895][root][INFO] - Finished test. Elapsed time: 38.2229 [2020-10-19 00:40:09,777][root][INFO] - [2020-10-19 00:40:09,777][root][INFO] - ################################################################ [2020-10-19 00:40:09,777][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 00:40:09,777][root][INFO] - ################################################################ [2020-10-19 00:40:09,777][root][INFO] - clutter : nan nan nan [2020-10-19 00:40:09,777][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 00:40:09,777][root][INFO] - board : 0.772 0.875 0.929 [2020-10-19 00:40:09,777][root][INFO] - bookcase : 0.247 0.373 0.510 [2020-10-19 00:40:09,777][root][INFO] - ceiling : 0.518 0.594 0.695 [2020-10-19 00:40:09,777][root][INFO] - chair : 0.797 0.890 0.914 [2020-10-19 00:40:09,777][root][INFO] - column : 0.195 0.273 0.421 [2020-10-19 00:40:09,777][root][INFO] - door : 0.650 0.858 0.920 [2020-10-19 00:40:09,777][root][INFO] - floor : 0.617 0.696 0.723 [2020-10-19 00:40:09,777][root][INFO] - sofa : 0.455 0.727 0.801 [2020-10-19 00:40:09,777][root][INFO] - table : 0.170 0.387 0.714 [2020-10-19 00:40:09,777][root][INFO] - wall : 0.455 0.666 0.787 [2020-10-19 00:40:09,777][root][INFO] - window : 0.516 0.762 0.762 [2020-10-19 00:40:09,777][root][INFO] - ---------------------------------------------------------------- [2020-10-19 00:40:09,778][root][INFO] - average : 0.449 0.592 0.681 [2020-10-19 00:40:09,778][root][INFO] - [2020-10-19 00:40:09,935][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 00:40:09,937][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-19 00:40:11,406][root][INFO] - ===> Epoch[2721](13601/5): Loss -0.7564, Sem 0.0324, dir -0.9766, norm 0.1879, swav 0.0000 LR: 7.935e-02 Score 98.936 Data time: 0.0486, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.4641 [2020-10-19 00:40:13,210][root][INFO] - ===> Epoch[2721](13602/5): Loss -0.7688, Sem 0.0320, dir -0.9779, norm 0.1771, swav 0.0000 LR: 7.934e-02 Score 98.883 Data time: 0.0617, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.7073 [2020-10-19 00:40:15,285][root][INFO] - ===> Epoch[2721](13603/5): Loss -0.7773, Sem 0.0282, dir -0.9795, norm 0.1739, swav 0.0000 LR: 7.934e-02 Score 99.044 Data time: 0.0492, Forward time: 0.7723, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9884 [2020-10-19 00:40:17,597][root][INFO] - ===> Epoch[2721](13604/5): Loss -0.7547, Sem 0.0332, dir -0.9775, norm 0.1895, swav 0.0000 LR: 7.934e-02 Score 98.901 Data time: 0.0863, Forward time: 0.7723, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2241 [2020-10-19 00:40:19,979][root][INFO] - ===> Epoch[2721](13605/5): Loss -0.7497, Sem 0.0348, dir -0.9783, norm 0.1938, swav 0.0000 LR: 7.934e-02 Score 98.834 Data time: 0.0637, Forward time: 0.7723, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2583 [2020-10-19 00:40:22,226][root][INFO] - ===> Epoch[2722](13606/5): Loss -0.7513, Sem 0.0335, dir -0.9782, norm 0.1934, swav 0.0000 LR: 7.934e-02 Score 98.896 Data time: 0.0760, Forward time: 0.7723, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1401 [2020-10-19 00:40:24,539][root][INFO] - ===> Epoch[2722](13607/5): Loss -0.7450, Sem 0.0315, dir -0.9759, norm 0.1994, swav 0.0000 LR: 7.934e-02 Score 98.923 Data time: 0.1164, Forward time: 0.7723, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.2087 [2020-10-19 00:40:26,580][root][INFO] - ===> Epoch[2722](13608/5): Loss -0.7631, Sem 0.0310, dir -0.9774, norm 0.1833, swav 0.0000 LR: 7.933e-02 Score 98.954 Data time: 0.0921, Forward time: 0.7723, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9298 [2020-10-19 00:40:28,698][root][INFO] - ===> Epoch[2722](13609/5): Loss -0.7622, Sem 0.0307, dir -0.9797, norm 0.1868, swav 0.0000 LR: 7.933e-02 Score 98.995 Data time: 0.1227, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.0108 [2020-10-19 00:40:30,713][root][INFO] - ===> Epoch[2722](13610/5): Loss -0.7655, Sem 0.0281, dir -0.9787, norm 0.1851, swav 0.0000 LR: 7.933e-02 Score 99.052 Data time: 0.1129, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.8977 [2020-10-19 00:40:33,815][root][INFO] - ===> Epoch[2723](13611/5): Loss -0.7420, Sem 0.0345, dir -0.9767, norm 0.2002, swav 0.0000 LR: 7.933e-02 Score 98.891 Data time: 0.0904, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 3.0027 [2020-10-19 00:40:35,950][root][INFO] - ===> Epoch[2723](13612/5): Loss -0.7521, Sem 0.0277, dir -0.9790, norm 0.1993, swav 0.0000 LR: 7.933e-02 Score 99.077 Data time: 0.0967, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0052 [2020-10-19 00:40:37,902][root][INFO] - ===> Epoch[2723](13613/5): Loss -0.7638, Sem 0.0335, dir -0.9779, norm 0.1806, swav 0.0000 LR: 7.933e-02 Score 98.889 Data time: 0.0526, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8296 [2020-10-19 00:40:40,399][root][INFO] - ===> Epoch[2723](13614/5): Loss -0.7440, Sem 0.0299, dir -0.9774, norm 0.2035, swav 0.0000 LR: 7.933e-02 Score 99.021 Data time: 0.0769, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.3829 [2020-10-19 00:40:42,684][root][INFO] - ===> Epoch[2723](13615/5): Loss -0.7624, Sem 0.0312, dir -0.9784, norm 0.1847, swav 0.0000 LR: 7.932e-02 Score 98.963 Data time: 0.1019, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1405 [2020-10-19 00:40:44,533][root][INFO] - ===> Epoch[2724](13616/5): Loss -0.7623, Sem 0.0259, dir -0.9811, norm 0.1929, swav 0.0000 LR: 7.932e-02 Score 99.126 Data time: 0.0690, Forward time: 0.7723, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.7340 [2020-10-19 00:40:46,814][root][INFO] - ===> Epoch[2724](13617/5): Loss -0.7525, Sem 0.0325, dir -0.9784, norm 0.1934, swav 0.0000 LR: 7.932e-02 Score 98.945 Data time: 0.0817, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.1812 [2020-10-19 00:40:49,953][root][INFO] - ===> Epoch[2724](13618/5): Loss -0.7302, Sem 0.0312, dir -0.9786, norm 0.2173, swav 0.0000 LR: 7.932e-02 Score 98.976 Data time: 0.0637, Forward time: 0.7723, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 3.0213 [2020-10-19 00:40:52,056][root][INFO] - ===> Epoch[2724](13619/5): Loss -0.7765, Sem 0.0301, dir -0.9808, norm 0.1742, swav 0.0000 LR: 7.932e-02 Score 98.998 Data time: 0.0687, Forward time: 0.7723, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9687 [2020-10-19 00:40:53,840][root][INFO] - ===> Epoch[2724](13620/5): Loss -0.7462, Sem 0.0294, dir -0.9768, norm 0.2012, swav 0.0000 LR: 7.932e-02 Score 99.026 Data time: 0.0764, Forward time: 0.7723, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.6736 [2020-10-19 00:40:56,001][root][INFO] - ===> Epoch[2725](13621/5): Loss -0.7720, Sem 0.0296, dir -0.9807, norm 0.1791, swav 0.0000 LR: 7.931e-02 Score 99.035 Data time: 0.0997, Forward time: 0.7723, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.0518 [2020-10-19 00:40:58,101][root][INFO] - ===> Epoch[2725](13622/5): Loss -0.7387, Sem 0.0335, dir -0.9750, norm 0.2029, swav 0.0000 LR: 7.931e-02 Score 98.919 Data time: 0.3572, Forward time: 0.7723, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.9816 [2020-10-19 00:41:00,740][root][INFO] - ===> Epoch[2725](13623/5): Loss -0.7598, Sem 0.0312, dir -0.9768, norm 0.1857, swav 0.0000 LR: 7.931e-02 Score 98.933 Data time: 0.1324, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 2.5335 [2020-10-19 00:41:02,738][root][INFO] - ===> Epoch[2725](13624/5): Loss -0.7651, Sem 0.0291, dir -0.9796, norm 0.1855, swav 0.0000 LR: 7.931e-02 Score 99.023 Data time: 0.0836, Forward time: 0.7724, Backward time: 1.1797, DDP time: 0.0030, Total iter time: 1.8800 [2020-10-19 00:41:04,850][root][INFO] - ===> Epoch[2725](13625/5): Loss -0.7808, Sem 0.0288, dir -0.9803, norm 0.1707, swav 0.0000 LR: 7.931e-02 Score 99.046 Data time: 0.0737, Forward time: 0.7723, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.9766 [2020-10-19 00:41:06,930][root][INFO] - ===> Epoch[2726](13626/5): Loss -0.7583, Sem 0.0319, dir -0.9770, norm 0.1867, swav 0.0000 LR: 7.931e-02 Score 98.935 Data time: 0.0728, Forward time: 0.7723, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.9720 [2020-10-19 00:41:08,879][root][INFO] - ===> Epoch[2726](13627/5): Loss -0.7766, Sem 0.0289, dir -0.9806, norm 0.1751, swav 0.0000 LR: 7.931e-02 Score 99.017 Data time: 0.0724, Forward time: 0.7723, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.8445 [2020-10-19 00:41:11,409][root][INFO] - ===> Epoch[2726](13628/5): Loss -0.7450, Sem 0.0333, dir -0.9780, norm 0.1996, swav 0.0000 LR: 7.930e-02 Score 98.971 Data time: 0.2844, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.4271 [2020-10-19 00:41:13,979][root][INFO] - ===> Epoch[2726](13629/5): Loss -0.7494, Sem 0.0314, dir -0.9789, norm 0.1980, swav 0.0000 LR: 7.930e-02 Score 98.955 Data time: 0.1319, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.4255 [2020-10-19 00:41:16,240][root][INFO] - ===> Epoch[2726](13630/5): Loss -0.7508, Sem 0.0306, dir -0.9782, norm 0.1967, swav 0.0000 LR: 7.930e-02 Score 98.990 Data time: 0.0962, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.1352 [2020-10-19 00:41:17,977][root][INFO] - ===> Epoch[2727](13631/5): Loss -0.7795, Sem 0.0284, dir -0.9805, norm 0.1726, swav 0.0000 LR: 7.930e-02 Score 99.046 Data time: 0.0752, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.6057 [2020-10-19 00:41:19,924][root][INFO] - ===> Epoch[2727](13632/5): Loss -0.7773, Sem 0.0283, dir -0.9803, norm 0.1747, swav 0.0000 LR: 7.930e-02 Score 99.045 Data time: 0.1058, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 1.8254 [2020-10-19 00:41:21,901][root][INFO] - ===> Epoch[2727](13633/5): Loss -0.7615, Sem 0.0340, dir -0.9786, norm 0.1831, swav 0.0000 LR: 7.930e-02 Score 98.884 Data time: 0.0831, Forward time: 0.7724, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 1.8679 [2020-10-19 00:41:23,780][root][INFO] - ===> Epoch[2727](13634/5): Loss -0.7771, Sem 0.0298, dir -0.9783, norm 0.1715, swav 0.0000 LR: 7.929e-02 Score 98.999 Data time: 0.0861, Forward time: 0.7724, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 1.7623 [2020-10-19 00:41:26,059][root][INFO] - ===> Epoch[2727](13635/5): Loss -0.7621, Sem 0.0300, dir -0.9787, norm 0.1866, swav 0.0000 LR: 7.929e-02 Score 99.027 Data time: 0.0775, Forward time: 0.7724, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.1640 [2020-10-19 00:41:28,505][root][INFO] - ===> Epoch[2728](13636/5): Loss -0.7569, Sem 0.0315, dir -0.9798, norm 0.1914, swav 0.0000 LR: 7.929e-02 Score 98.979 Data time: 0.0725, Forward time: 0.7724, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.3538 [2020-10-19 00:41:31,106][root][INFO] - ===> Epoch[2728](13637/5): Loss -0.7423, Sem 0.0316, dir -0.9788, norm 0.2049, swav 0.0000 LR: 7.929e-02 Score 98.989 Data time: 0.1063, Forward time: 0.7724, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.4790 [2020-10-19 00:41:33,187][root][INFO] - ===> Epoch[2728](13638/5): Loss -0.7639, Sem 0.0307, dir -0.9786, norm 0.1841, swav 0.0000 LR: 7.929e-02 Score 98.990 Data time: 0.0793, Forward time: 0.7724, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 1.9685 [2020-10-19 00:41:35,120][root][INFO] - ===> Epoch[2728](13639/5): Loss -0.7598, Sem 0.0306, dir -0.9772, norm 0.1869, swav 0.0000 LR: 7.929e-02 Score 98.979 Data time: 0.0717, Forward time: 0.7724, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 1.8147 [2020-10-19 00:41:37,086][root][INFO] - ===> Epoch[2728](13640/5): Loss -0.7566, Sem 0.0315, dir -0.9784, norm 0.1903, swav 0.0000 LR: 7.929e-02 Score 98.954 Data time: 0.0624, Forward time: 0.7724, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 1.8648 [2020-10-19 00:41:40,136][root][INFO] - ===> Epoch[2729](13641/5): Loss -0.7515, Sem 0.0272, dir -0.9795, norm 0.2007, swav 0.0000 LR: 7.928e-02 Score 99.105 Data time: 0.1273, Forward time: 0.7724, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.9598 [2020-10-19 00:41:42,249][root][INFO] - ===> Epoch[2729](13642/5): Loss -0.7722, Sem 0.0310, dir -0.9778, norm 0.1745, swav 0.0000 LR: 7.928e-02 Score 98.959 Data time: 0.0604, Forward time: 0.7724, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 1.9761 [2020-10-19 00:41:44,465][root][INFO] - ===> Epoch[2729](13643/5): Loss -0.7681, Sem 0.0256, dir -0.9801, norm 0.1865, swav 0.0000 LR: 7.928e-02 Score 99.143 Data time: 0.0645, Forward time: 0.7724, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.1278 [2020-10-19 00:41:46,647][root][INFO] - ===> Epoch[2729](13644/5): Loss -0.7431, Sem 0.0305, dir -0.9768, norm 0.2033, swav 0.0000 LR: 7.928e-02 Score 98.994 Data time: 0.0954, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.0604 [2020-10-19 00:41:48,483][root][INFO] - ===> Epoch[2729](13645/5): Loss -0.7675, Sem 0.0306, dir -0.9792, norm 0.1811, swav 0.0000 LR: 7.928e-02 Score 98.959 Data time: 0.0705, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 1.7198 [2020-10-19 00:41:50,767][root][INFO] - ===> Epoch[2730](13646/5): Loss -0.7424, Sem 0.0309, dir -0.9782, norm 0.2049, swav 0.0000 LR: 7.928e-02 Score 98.984 Data time: 0.1312, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.1865 [2020-10-19 00:41:52,776][root][INFO] - ===> Epoch[2730](13647/5): Loss -0.7788, Sem 0.0259, dir -0.9814, norm 0.1767, swav 0.0000 LR: 7.927e-02 Score 99.131 Data time: 0.0904, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 1.8956 [2020-10-19 00:41:55,126][root][INFO] - ===> Epoch[2730](13648/5): Loss -0.7782, Sem 0.0259, dir -0.9815, norm 0.1774, swav 0.0000 LR: 7.927e-02 Score 99.139 Data time: 0.0816, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.2492 [2020-10-19 00:41:57,437][root][INFO] - ===> Epoch[2730](13649/5): Loss -0.7521, Sem 0.0320, dir -0.9782, norm 0.1941, swav 0.0000 LR: 7.927e-02 Score 98.930 Data time: 0.0782, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.2138 [2020-10-19 00:41:59,408][root][INFO] - ===> Epoch[2730](13650/5): Loss -0.7567, Sem 0.0316, dir -0.9776, norm 0.1893, swav 0.0000 LR: 7.927e-02 Score 98.958 Data time: 0.0768, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 1.8629 [2020-10-19 00:42:01,633][root][INFO] - ===> Epoch[2731](13651/5): Loss -0.7658, Sem 0.0300, dir -0.9798, norm 0.1840, swav 0.0000 LR: 7.927e-02 Score 99.007 Data time: 0.0440, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.1086 [2020-10-19 00:42:03,774][root][INFO] - ===> Epoch[2731](13652/5): Loss -0.7648, Sem 0.0294, dir -0.9802, norm 0.1860, swav 0.0000 LR: 7.927e-02 Score 99.047 Data time: 0.0991, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.0363 [2020-10-19 00:42:06,095][root][INFO] - ===> Epoch[2731](13653/5): Loss -0.7662, Sem 0.0315, dir -0.9788, norm 0.1812, swav 0.0000 LR: 7.927e-02 Score 98.970 Data time: 0.0915, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.2159 [2020-10-19 00:42:08,753][root][INFO] - ===> Epoch[2731](13654/5): Loss -0.7644, Sem 0.0281, dir -0.9785, norm 0.1859, swav 0.0000 LR: 7.926e-02 Score 99.081 Data time: 0.0796, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.5326 [2020-10-19 00:42:11,046][root][INFO] - ===> Epoch[2731](13655/5): Loss -0.7668, Sem 0.0259, dir -0.9794, norm 0.1867, swav 0.0000 LR: 7.926e-02 Score 99.149 Data time: 0.0807, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.1926 [2020-10-19 00:42:13,317][root][INFO] - ===> Epoch[2732](13656/5): Loss -0.7777, Sem 0.0250, dir -0.9803, norm 0.1777, swav 0.0000 LR: 7.926e-02 Score 99.172 Data time: 0.0677, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.1600 [2020-10-19 00:42:15,531][root][INFO] - ===> Epoch[2732](13657/5): Loss -0.7835, Sem 0.0270, dir -0.9800, norm 0.1696, swav 0.0000 LR: 7.926e-02 Score 99.100 Data time: 0.0962, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.1264 [2020-10-19 00:42:17,627][root][INFO] - ===> Epoch[2732](13658/5): Loss -0.7845, Sem 0.0268, dir -0.9803, norm 0.1689, swav 0.0000 LR: 7.926e-02 Score 99.095 Data time: 0.0815, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 1.9831 [2020-10-19 00:42:19,614][root][INFO] - ===> Epoch[2732](13659/5): Loss -0.7396, Sem 0.0291, dir -0.9778, norm 0.2091, swav 0.0000 LR: 7.926e-02 Score 99.053 Data time: 0.0767, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 1.9077 [2020-10-19 00:42:22,325][root][INFO] - ===> Epoch[2732](13660/5): Loss -0.7697, Sem 0.0293, dir -0.9813, norm 0.1823, swav 0.0000 LR: 7.925e-02 Score 99.119 Data time: 0.0631, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.6237 [2020-10-19 00:42:24,301][root][INFO] - ===> Epoch[2733](13661/5): Loss -0.7586, Sem 0.0290, dir -0.9787, norm 0.1911, swav 0.0000 LR: 7.925e-02 Score 99.058 Data time: 0.1081, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 1.8730 [2020-10-19 00:42:26,790][root][INFO] - ===> Epoch[2733](13662/5): Loss -0.7585, Sem 0.0274, dir -0.9789, norm 0.1929, swav 0.0000 LR: 7.925e-02 Score 99.062 Data time: 0.0942, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.3613 [2020-10-19 00:42:28,822][root][INFO] - ===> Epoch[2733](13663/5): Loss -0.7687, Sem 0.0291, dir -0.9788, norm 0.1810, swav 0.0000 LR: 7.925e-02 Score 99.016 Data time: 0.0785, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 1.9432 [2020-10-19 00:42:31,099][root][INFO] - ===> Epoch[2733](13664/5): Loss -0.7757, Sem 0.0271, dir -0.9798, norm 0.1770, swav 0.0000 LR: 7.925e-02 Score 99.090 Data time: 0.0736, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.1740 [2020-10-19 00:42:34,088][root][INFO] - ===> Epoch[2733](13665/5): Loss -0.7618, Sem 0.0293, dir -0.9782, norm 0.1872, swav 0.0000 LR: 7.925e-02 Score 99.038 Data time: 0.0835, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.8789 [2020-10-19 00:42:36,440][root][INFO] - ===> Epoch[2734](13666/5): Loss -0.7606, Sem 0.0250, dir -0.9806, norm 0.1949, swav 0.0000 LR: 7.925e-02 Score 99.132 Data time: 0.0844, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.2354 [2020-10-19 00:42:39,102][root][INFO] - ===> Epoch[2734](13667/5): Loss -0.7772, Sem 0.0269, dir -0.9812, norm 0.1771, swav 0.0000 LR: 7.924e-02 Score 99.090 Data time: 0.0672, Forward time: 0.7725, Backward time: 1.1796, DDP time: 0.0030, Total iter time: 2.5489 [2020-10-19 00:42:40,933][root][INFO] - ===> Epoch[2734](13668/5): Loss -0.7570, Sem 0.0280, dir -0.9794, norm 0.1944, swav 0.0000 LR: 7.924e-02 Score 99.051 Data time: 0.0893, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 1.7145 [2020-10-19 00:42:43,081][root][INFO] - ===> Epoch[2734](13669/5): Loss -0.7727, Sem 0.0280, dir -0.9785, norm 0.1778, swav 0.0000 LR: 7.924e-02 Score 99.052 Data time: 0.0871, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.0476 [2020-10-19 00:42:45,142][root][INFO] - ===> Epoch[2734](13670/5): Loss -0.7716, Sem 0.0261, dir -0.9800, norm 0.1823, swav 0.0000 LR: 7.924e-02 Score 99.125 Data time: 0.0871, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 1.9410 [2020-10-19 00:42:47,563][root][INFO] - ===> Epoch[2735](13671/5): Loss -0.7711, Sem 0.0257, dir -0.9803, norm 0.1835, swav 0.0000 LR: 7.924e-02 Score 99.137 Data time: 0.1019, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.3018 [2020-10-19 00:42:49,582][root][INFO] - ===> Epoch[2735](13672/5): Loss -0.7607, Sem 0.0288, dir -0.9778, norm 0.1883, swav 0.0000 LR: 7.924e-02 Score 99.059 Data time: 0.0636, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 1.9185 [2020-10-19 00:42:52,187][root][INFO] - ===> Epoch[2735](13673/5): Loss -0.7670, Sem 0.0296, dir -0.9791, norm 0.1825, swav 0.0000 LR: 7.923e-02 Score 98.996 Data time: 0.1167, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.5202 [2020-10-19 00:42:54,160][root][INFO] - ===> Epoch[2735](13674/5): Loss -0.7803, Sem 0.0258, dir -0.9818, norm 0.1757, swav 0.0000 LR: 7.923e-02 Score 99.138 Data time: 0.0933, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 1.8572 [2020-10-19 00:42:56,572][root][INFO] - ===> Epoch[2735](13675/5): Loss -0.7799, Sem 0.0211, dir -0.9802, norm 0.1792, swav 0.0000 LR: 7.923e-02 Score 99.296 Data time: 0.0865, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.3099 [2020-10-19 00:42:58,869][root][INFO] - ===> Epoch[2736](13676/5): Loss -0.7683, Sem 0.0291, dir -0.9808, norm 0.1833, swav 0.0000 LR: 7.923e-02 Score 99.048 Data time: 0.1210, Forward time: 0.7725, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.1928 [2020-10-19 00:43:01,291][root][INFO] - ===> Epoch[2736](13677/5): Loss -0.7724, Sem 0.0249, dir -0.9787, norm 0.1814, swav 0.0000 LR: 7.923e-02 Score 99.161 Data time: 0.1044, Forward time: 0.7726, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.3090 [2020-10-19 00:43:03,706][root][INFO] - ===> Epoch[2736](13678/5): Loss -0.7778, Sem 0.0260, dir -0.9818, norm 0.1780, swav 0.0000 LR: 7.923e-02 Score 99.128 Data time: 0.0661, Forward time: 0.7726, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.3002 [2020-10-19 00:43:05,671][root][INFO] - ===> Epoch[2736](13679/5): Loss -0.7767, Sem 0.0263, dir -0.9805, norm 0.1775, swav 0.0000 LR: 7.923e-02 Score 99.146 Data time: 0.0865, Forward time: 0.7726, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 1.8662 [2020-10-19 00:43:07,706][root][INFO] - ===> Epoch[2736](13680/5): Loss -0.7663, Sem 0.0272, dir -0.9812, norm 0.1876, swav 0.0000 LR: 7.922e-02 Score 99.104 Data time: 0.0842, Forward time: 0.7726, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 1.9383 [2020-10-19 00:43:09,964][root][INFO] - ===> Epoch[2737](13681/5): Loss -0.7805, Sem 0.0276, dir -0.9798, norm 0.1717, swav 0.0000 LR: 7.922e-02 Score 99.065 Data time: 0.0862, Forward time: 0.7726, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.1533 [2020-10-19 00:43:12,175][root][INFO] - ===> Epoch[2737](13682/5): Loss -0.7790, Sem 0.0249, dir -0.9826, norm 0.1787, swav 0.0000 LR: 7.922e-02 Score 99.205 Data time: 0.1013, Forward time: 0.7726, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.0794 [2020-10-19 00:43:14,166][root][INFO] - ===> Epoch[2737](13683/5): Loss -0.7783, Sem 0.0293, dir -0.9810, norm 0.1734, swav 0.0000 LR: 7.922e-02 Score 99.044 Data time: 0.2789, Forward time: 0.7726, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 1.8682 [2020-10-19 00:43:16,242][root][INFO] - ===> Epoch[2737](13684/5): Loss -0.7626, Sem 0.0259, dir -0.9792, norm 0.1907, swav 0.0000 LR: 7.922e-02 Score 99.146 Data time: 0.0906, Forward time: 0.7726, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 1.9952 [2020-10-19 00:43:18,647][root][INFO] - ===> Epoch[2737](13685/5): Loss -0.7857, Sem 0.0248, dir -0.9813, norm 0.1708, swav 0.0000 LR: 7.922e-02 Score 99.173 Data time: 0.0889, Forward time: 0.7726, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.2987 [2020-10-19 00:43:20,771][root][INFO] - ===> Epoch[2738](13686/5): Loss -0.7685, Sem 0.0257, dir -0.9790, norm 0.1849, swav 0.0000 LR: 7.921e-02 Score 99.135 Data time: 0.0730, Forward time: 0.7726, Backward time: 1.1795, DDP time: 0.0030, Total iter time: 2.0359 [2020-10-19 00:43:23,020][root][INFO] - ===> Epoch[2738](13687/5): Loss -0.7693, Sem 0.0266, dir -0.9793, norm 0.1835, swav 0.0000 LR: 7.921e-02 Score 99.133 Data time: 0.0865, Forward time: 0.7726, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.1464 [2020-10-19 00:43:24,940][root][INFO] - ===> Epoch[2738](13688/5): Loss -0.7750, Sem 0.0294, dir -0.9797, norm 0.1752, swav 0.0000 LR: 7.921e-02 Score 98.994 Data time: 0.0839, Forward time: 0.7726, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 1.7964 [2020-10-19 00:43:26,954][root][INFO] - ===> Epoch[2738](13689/5): Loss -0.7790, Sem 0.0285, dir -0.9809, norm 0.1734, swav 0.0000 LR: 7.921e-02 Score 99.040 Data time: 0.0613, Forward time: 0.7726, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 1.9254 [2020-10-19 00:43:28,998][root][INFO] - ===> Epoch[2738](13690/5): Loss -0.7760, Sem 0.0257, dir -0.9808, norm 0.1791, swav 0.0000 LR: 7.921e-02 Score 99.152 Data time: 0.0760, Forward time: 0.7726, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 1.9746 [2020-10-19 00:43:31,190][root][INFO] - ===> Epoch[2739](13691/5): Loss -0.7798, Sem 0.0251, dir -0.9793, norm 0.1744, swav 0.0000 LR: 7.921e-02 Score 99.168 Data time: 0.0833, Forward time: 0.7726, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.0985 [2020-10-19 00:43:33,473][root][INFO] - ===> Epoch[2739](13692/5): Loss -0.7844, Sem 0.0265, dir -0.9810, norm 0.1701, swav 0.0000 LR: 7.921e-02 Score 99.102 Data time: 0.0855, Forward time: 0.7726, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.1805 [2020-10-19 00:43:35,602][root][INFO] - ===> Epoch[2739](13693/5): Loss -0.7741, Sem 0.0254, dir -0.9816, norm 0.1821, swav 0.0000 LR: 7.920e-02 Score 99.149 Data time: 0.0704, Forward time: 0.7726, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.0251 [2020-10-19 00:43:37,807][root][INFO] - ===> Epoch[2739](13694/5): Loss -0.7708, Sem 0.0249, dir -0.9812, norm 0.1855, swav 0.0000 LR: 7.920e-02 Score 99.182 Data time: 0.0696, Forward time: 0.7726, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.0845 [2020-10-19 00:43:40,212][root][INFO] - ===> Epoch[2739](13695/5): Loss -0.7723, Sem 0.0257, dir -0.9800, norm 0.1820, swav 0.0000 LR: 7.920e-02 Score 99.139 Data time: 0.0936, Forward time: 0.7726, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.3087 [2020-10-19 00:43:42,467][root][INFO] - ===> Epoch[2740](13696/5): Loss -0.7756, Sem 0.0253, dir -0.9821, norm 0.1812, swav 0.0000 LR: 7.920e-02 Score 99.149 Data time: 0.0812, Forward time: 0.7726, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.1533 [2020-10-19 00:43:44,779][root][INFO] - ===> Epoch[2740](13697/5): Loss -0.7736, Sem 0.0273, dir -0.9795, norm 0.1786, swav 0.0000 LR: 7.920e-02 Score 99.070 Data time: 0.0577, Forward time: 0.7726, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.1945 [2020-10-19 00:43:46,937][root][INFO] - ===> Epoch[2740](13698/5): Loss -0.7801, Sem 0.0230, dir -0.9805, norm 0.1773, swav 0.0000 LR: 7.920e-02 Score 99.234 Data time: 0.0847, Forward time: 0.7726, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.0728 [2020-10-19 00:43:48,951][root][INFO] - ===> Epoch[2740](13699/5): Loss -0.7822, Sem 0.0258, dir -0.9801, norm 0.1722, swav 0.0000 LR: 7.919e-02 Score 99.151 Data time: 0.0571, Forward time: 0.7726, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 1.9044 [2020-10-19 00:43:51,053][root][INFO] - ===> Epoch[2740](13700/5): Loss -0.7718, Sem 0.0249, dir -0.9803, norm 0.1836, swav 0.0000 LR: 7.919e-02 Score 99.177 Data time: 0.0725, Forward time: 0.7726, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.0067 [2020-10-19 00:43:52,021][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 00:43:53,762][root][INFO] - ===> Epoch[2741](13701/5): Loss -0.7865, Sem 0.0270, dir -0.9818, norm 0.1682, swav 0.0000 LR: 7.919e-02 Score 99.093 Data time: 0.0781, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 1.5592 [2020-10-19 00:43:56,145][root][INFO] - ===> Epoch[2741](13702/5): Loss -0.7707, Sem 0.0293, dir -0.9807, norm 0.1807, swav 0.0000 LR: 7.919e-02 Score 99.068 Data time: 0.0898, Forward time: 0.7726, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.2845 [2020-10-19 00:43:58,370][root][INFO] - ===> Epoch[2741](13703/5): Loss -0.7747, Sem 0.0279, dir -0.9794, norm 0.1768, swav 0.0000 LR: 7.919e-02 Score 99.071 Data time: 0.0805, Forward time: 0.7726, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.0941 [2020-10-19 00:44:00,570][root][INFO] - ===> Epoch[2741](13704/5): Loss -0.7682, Sem 0.0278, dir -0.9779, norm 0.1819, swav 0.0000 LR: 7.919e-02 Score 99.079 Data time: 0.0613, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.0836 [2020-10-19 00:44:02,557][root][INFO] - ===> Epoch[2741](13705/5): Loss -0.7679, Sem 0.0267, dir -0.9813, norm 0.1867, swav 0.0000 LR: 7.919e-02 Score 99.112 Data time: 0.0512, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 1.8846 [2020-10-19 00:44:04,490][root][INFO] - ===> Epoch[2742](13706/5): Loss -0.7777, Sem 0.0242, dir -0.9819, norm 0.1801, swav 0.0000 LR: 7.918e-02 Score 99.205 Data time: 0.0837, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 1.8878 [2020-10-19 00:44:07,242][root][INFO] - ===> Epoch[2742](13707/5): Loss -0.7783, Sem 0.0235, dir -0.9816, norm 0.1798, swav 0.0000 LR: 7.918e-02 Score 99.219 Data time: 0.0472, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.6422 [2020-10-19 00:44:09,273][root][INFO] - ===> Epoch[2742](13708/5): Loss -0.7828, Sem 0.0269, dir -0.9795, norm 0.1698, swav 0.0000 LR: 7.918e-02 Score 99.088 Data time: 0.0849, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 1.9697 [2020-10-19 00:44:11,628][root][INFO] - ===> Epoch[2742](13709/5): Loss -0.7755, Sem 0.0267, dir -0.9812, norm 0.1789, swav 0.0000 LR: 7.918e-02 Score 99.107 Data time: 0.0822, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.2494 [2020-10-19 00:44:13,788][root][INFO] - ===> Epoch[2742](13710/5): Loss -0.7799, Sem 0.0265, dir -0.9801, norm 0.1736, swav 0.0000 LR: 7.918e-02 Score 99.105 Data time: 0.0604, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.0594 [2020-10-19 00:44:15,754][root][INFO] - ===> Epoch[2743](13711/5): Loss -0.7768, Sem 0.0216, dir -0.9820, norm 0.1836, swav 0.0000 LR: 7.918e-02 Score 99.298 Data time: 0.1050, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 1.8612 [2020-10-19 00:44:17,931][root][INFO] - ===> Epoch[2743](13712/5): Loss -0.7703, Sem 0.0270, dir -0.9821, norm 0.1847, swav 0.0000 LR: 7.917e-02 Score 99.103 Data time: 0.0927, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.0823 [2020-10-19 00:44:19,997][root][INFO] - ===> Epoch[2743](13713/5): Loss -0.7708, Sem 0.0262, dir -0.9795, norm 0.1825, swav 0.0000 LR: 7.917e-02 Score 99.115 Data time: 0.0716, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 1.9289 [2020-10-19 00:44:22,020][root][INFO] - ===> Epoch[2743](13714/5): Loss -0.7736, Sem 0.0246, dir -0.9820, norm 0.1839, swav 0.0000 LR: 7.917e-02 Score 99.180 Data time: 0.0654, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 1.9492 [2020-10-19 00:44:24,111][root][INFO] - ===> Epoch[2743](13715/5): Loss -0.7673, Sem 0.0257, dir -0.9781, norm 0.1851, swav 0.0000 LR: 7.917e-02 Score 99.135 Data time: 0.0811, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.0046 [2020-10-19 00:44:26,497][root][INFO] - ===> Epoch[2744](13716/5): Loss -0.7788, Sem 0.0235, dir -0.9813, norm 0.1790, swav 0.0000 LR: 7.917e-02 Score 99.231 Data time: 0.0601, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.2601 [2020-10-19 00:44:28,229][root][INFO] - ===> Epoch[2744](13717/5): Loss -0.7834, Sem 0.0238, dir -0.9831, norm 0.1759, swav 0.0000 LR: 7.917e-02 Score 99.214 Data time: 0.0689, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 1.6423 [2020-10-19 00:44:30,500][root][INFO] - ===> Epoch[2744](13718/5): Loss -0.7743, Sem 0.0285, dir -0.9783, norm 0.1755, swav 0.0000 LR: 7.917e-02 Score 99.029 Data time: 0.0896, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.1643 [2020-10-19 00:44:32,529][root][INFO] - ===> Epoch[2744](13719/5): Loss -0.7757, Sem 0.0258, dir -0.9790, norm 0.1775, swav 0.0000 LR: 7.916e-02 Score 99.125 Data time: 0.0714, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 1.8997 [2020-10-19 00:44:34,815][root][INFO] - ===> Epoch[2744](13720/5): Loss -0.7764, Sem 0.0258, dir -0.9797, norm 0.1775, swav 0.0000 LR: 7.916e-02 Score 99.127 Data time: 0.0780, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.1759 [2020-10-19 00:44:36,869][root][INFO] - ===> Epoch[2745](13721/5): Loss -0.7798, Sem 0.0246, dir -0.9820, norm 0.1777, swav 0.0000 LR: 7.916e-02 Score 99.172 Data time: 0.0760, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 1.9365 [2020-10-19 00:44:38,750][root][INFO] - ===> Epoch[2745](13722/5): Loss -0.7790, Sem 0.0228, dir -0.9802, norm 0.1784, swav 0.0000 LR: 7.916e-02 Score 99.227 Data time: 0.0806, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.7710 [2020-10-19 00:44:40,875][root][INFO] - ===> Epoch[2745](13723/5): Loss -0.7583, Sem 0.0288, dir -0.9798, norm 0.1927, swav 0.0000 LR: 7.916e-02 Score 99.041 Data time: 0.0794, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.0335 [2020-10-19 00:44:42,900][root][INFO] - ===> Epoch[2745](13724/5): Loss -0.7614, Sem 0.0285, dir -0.9795, norm 0.1896, swav 0.0000 LR: 7.916e-02 Score 99.042 Data time: 0.0747, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.9070 [2020-10-19 00:44:45,214][root][INFO] - ===> Epoch[2745](13725/5): Loss -0.7765, Sem 0.0249, dir -0.9815, norm 0.1802, swav 0.0000 LR: 7.915e-02 Score 99.164 Data time: 0.0941, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.2344 [2020-10-19 00:44:47,812][root][INFO] - ===> Epoch[2746](13726/5): Loss -0.7643, Sem 0.0257, dir -0.9809, norm 0.1909, swav 0.0000 LR: 7.915e-02 Score 99.155 Data time: 0.0800, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.4816 [2020-10-19 00:44:49,732][root][INFO] - ===> Epoch[2746](13727/5): Loss -0.7734, Sem 0.0244, dir -0.9819, norm 0.1841, swav 0.0000 LR: 7.915e-02 Score 99.204 Data time: 0.0725, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.8202 [2020-10-19 00:44:52,069][root][INFO] - ===> Epoch[2746](13728/5): Loss -0.7772, Sem 0.0287, dir -0.9784, norm 0.1726, swav 0.0000 LR: 7.915e-02 Score 99.038 Data time: 0.0889, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.2438 [2020-10-19 00:44:54,396][root][INFO] - ===> Epoch[2746](13729/5): Loss -0.7857, Sem 0.0253, dir -0.9818, norm 0.1708, swav 0.0000 LR: 7.915e-02 Score 99.157 Data time: 0.0956, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.2072 [2020-10-19 00:44:56,170][root][INFO] - ===> Epoch[2746](13730/5): Loss -0.7764, Sem 0.0306, dir -0.9815, norm 0.1744, swav 0.0000 LR: 7.915e-02 Score 98.973 Data time: 0.0513, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.6640 [2020-10-19 00:44:58,648][root][INFO] - ===> Epoch[2747](13731/5): Loss -0.7718, Sem 0.0266, dir -0.9815, norm 0.1831, swav 0.0000 LR: 7.915e-02 Score 99.109 Data time: 0.0784, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.3995 [2020-10-19 00:45:00,901][root][INFO] - ===> Epoch[2747](13732/5): Loss -0.7621, Sem 0.0277, dir -0.9785, norm 0.1888, swav 0.0000 LR: 7.914e-02 Score 99.076 Data time: 0.0731, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.1476 [2020-10-19 00:45:03,537][root][INFO] - ===> Epoch[2747](13733/5): Loss -0.7534, Sem 0.0265, dir -0.9792, norm 0.1993, swav 0.0000 LR: 7.914e-02 Score 99.113 Data time: 0.1164, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.5328 [2020-10-19 00:45:05,551][root][INFO] - ===> Epoch[2747](13734/5): Loss -0.7767, Sem 0.0293, dir -0.9801, norm 0.1741, swav 0.0000 LR: 7.914e-02 Score 98.987 Data time: 0.0719, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.8808 [2020-10-19 00:45:08,529][root][INFO] - ===> Epoch[2747](13735/5): Loss -0.7667, Sem 0.0250, dir -0.9791, norm 0.1874, swav 0.0000 LR: 7.914e-02 Score 99.169 Data time: 0.0577, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.8719 [2020-10-19 00:45:10,597][root][INFO] - ===> Epoch[2748](13736/5): Loss -0.7844, Sem 0.0262, dir -0.9810, norm 0.1703, swav 0.0000 LR: 7.914e-02 Score 99.133 Data time: 0.0635, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 1.9795 [2020-10-19 00:45:12,621][root][INFO] - ===> Epoch[2748](13737/5): Loss -0.7834, Sem 0.0243, dir -0.9812, norm 0.1735, swav 0.0000 LR: 7.914e-02 Score 99.185 Data time: 0.0772, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 1.9194 [2020-10-19 00:45:14,705][root][INFO] - ===> Epoch[2748](13738/5): Loss -0.7711, Sem 0.0270, dir -0.9804, norm 0.1822, swav 0.0000 LR: 7.913e-02 Score 99.098 Data time: 0.0946, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 1.9957 [2020-10-19 00:45:16,671][root][INFO] - ===> Epoch[2748](13739/5): Loss -0.7715, Sem 0.0262, dir -0.9795, norm 0.1817, swav 0.0000 LR: 7.913e-02 Score 99.137 Data time: 0.0711, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.8367 [2020-10-19 00:45:18,652][root][INFO] - ===> Epoch[2748](13740/5): Loss -0.7643, Sem 0.0257, dir -0.9809, norm 0.1909, swav 0.0000 LR: 7.913e-02 Score 99.142 Data time: 0.0796, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.8919 [2020-10-19 00:45:20,605][root][INFO] - ===> Epoch[2749](13741/5): Loss -0.7795, Sem 0.0260, dir -0.9817, norm 0.1762, swav 0.0000 LR: 7.913e-02 Score 99.132 Data time: 0.0783, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.8328 [2020-10-19 00:45:22,440][root][INFO] - ===> Epoch[2749](13742/5): Loss -0.7874, Sem 0.0239, dir -0.9815, norm 0.1703, swav 0.0000 LR: 7.913e-02 Score 99.201 Data time: 0.0690, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.7387 [2020-10-19 00:45:24,651][root][INFO] - ===> Epoch[2749](13743/5): Loss -0.7588, Sem 0.0289, dir -0.9788, norm 0.1911, swav 0.0000 LR: 7.913e-02 Score 99.049 Data time: 0.0559, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.0888 [2020-10-19 00:45:27,010][root][INFO] - ===> Epoch[2749](13744/5): Loss -0.7791, Sem 0.0257, dir -0.9801, norm 0.1752, swav 0.0000 LR: 7.913e-02 Score 99.144 Data time: 0.0643, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.2464 [2020-10-19 00:45:29,012][root][INFO] - ===> Epoch[2749](13745/5): Loss -0.7716, Sem 0.0275, dir -0.9808, norm 0.1816, swav 0.0000 LR: 7.912e-02 Score 99.086 Data time: 0.0873, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.9153 [2020-10-19 00:45:31,291][root][INFO] - ===> Epoch[2750](13746/5): Loss -0.7700, Sem 0.0266, dir -0.9802, norm 0.1835, swav 0.0000 LR: 7.912e-02 Score 99.116 Data time: 0.0405, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.1679 [2020-10-19 00:45:33,314][root][INFO] - ===> Epoch[2750](13747/5): Loss -0.7810, Sem 0.0240, dir -0.9809, norm 0.1759, swav 0.0000 LR: 7.912e-02 Score 99.205 Data time: 0.1457, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.9546 [2020-10-19 00:45:35,305][root][INFO] - ===> Epoch[2750](13748/5): Loss -0.7609, Sem 0.0264, dir -0.9789, norm 0.1916, swav 0.0000 LR: 7.912e-02 Score 99.113 Data time: 0.0782, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.8864 [2020-10-19 00:45:37,510][root][INFO] - ===> Epoch[2750](13749/5): Loss -0.7684, Sem 0.0264, dir -0.9786, norm 0.1838, swav 0.0000 LR: 7.912e-02 Score 99.116 Data time: 0.0953, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.1221 [2020-10-19 00:45:39,884][root][INFO] - ===> Epoch[2750](13750/5): Loss -0.7645, Sem 0.0253, dir -0.9797, norm 0.1898, swav 0.0000 LR: 7.912e-02 Score 99.158 Data time: 0.0521, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.2531 [2020-10-19 00:45:41,893][root][INFO] - ===> Epoch[2751](13751/5): Loss -0.7469, Sem 0.0258, dir -0.9799, norm 0.2072, swav 0.0000 LR: 7.911e-02 Score 99.162 Data time: 0.0704, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.9312 [2020-10-19 00:45:43,766][root][INFO] - ===> Epoch[2751](13752/5): Loss -0.7682, Sem 0.0239, dir -0.9798, norm 0.1878, swav 0.0000 LR: 7.911e-02 Score 99.192 Data time: 0.0716, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.7702 [2020-10-19 00:45:46,069][root][INFO] - ===> Epoch[2751](13753/5): Loss -0.7445, Sem 0.0275, dir -0.9800, norm 0.2080, swav 0.0000 LR: 7.911e-02 Score 99.077 Data time: 0.0727, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.1915 [2020-10-19 00:45:47,946][root][INFO] - ===> Epoch[2751](13754/5): Loss -0.7911, Sem 0.0273, dir -0.9798, norm 0.1614, swav 0.0000 LR: 7.911e-02 Score 99.081 Data time: 0.0604, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.7800 [2020-10-19 00:45:50,103][root][INFO] - ===> Epoch[2751](13755/5): Loss -0.7442, Sem 0.0282, dir -0.9766, norm 0.2042, swav 0.0000 LR: 7.911e-02 Score 99.039 Data time: 0.0751, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.0547 [2020-10-19 00:45:52,345][root][INFO] - ===> Epoch[2752](13756/5): Loss -0.7786, Sem 0.0233, dir -0.9819, norm 0.1799, swav 0.0000 LR: 7.911e-02 Score 99.226 Data time: 0.0680, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.1382 [2020-10-19 00:45:54,994][root][INFO] - ===> Epoch[2752](13757/5): Loss -0.7527, Sem 0.0268, dir -0.9791, norm 0.1997, swav 0.0000 LR: 7.911e-02 Score 99.127 Data time: 0.0554, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.5518 [2020-10-19 00:45:57,241][root][INFO] - ===> Epoch[2752](13758/5): Loss -0.7770, Sem 0.0259, dir -0.9802, norm 0.1773, swav 0.0000 LR: 7.910e-02 Score 99.131 Data time: 0.0606, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.1551 [2020-10-19 00:45:59,281][root][INFO] - ===> Epoch[2752](13759/5): Loss -0.7583, Sem 0.0241, dir -0.9786, norm 0.1962, swav 0.0000 LR: 7.910e-02 Score 99.208 Data time: 0.0510, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.9426 [2020-10-19 00:46:01,441][root][INFO] - ===> Epoch[2752](13760/5): Loss -0.7533, Sem 0.0255, dir -0.9816, norm 0.2027, swav 0.0000 LR: 7.910e-02 Score 99.154 Data time: 0.0824, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.1035 [2020-10-19 00:46:03,555][root][INFO] - ===> Epoch[2753](13761/5): Loss -0.7597, Sem 0.0278, dir -0.9797, norm 0.1923, swav 0.0000 LR: 7.910e-02 Score 99.078 Data time: 0.0582, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.9855 [2020-10-19 00:46:05,884][root][INFO] - ===> Epoch[2753](13762/5): Loss -0.7535, Sem 0.0244, dir -0.9792, norm 0.2013, swav 0.0000 LR: 7.910e-02 Score 99.202 Data time: 0.0652, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.2443 [2020-10-19 00:46:08,349][root][INFO] - ===> Epoch[2753](13763/5): Loss -0.7673, Sem 0.0251, dir -0.9796, norm 0.1873, swav 0.0000 LR: 7.910e-02 Score 99.163 Data time: 0.0687, Forward time: 0.7724, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.3753 [2020-10-19 00:46:10,519][root][INFO] - ===> Epoch[2753](13764/5): Loss -0.7661, Sem 0.0242, dir -0.9800, norm 0.1897, swav 0.0000 LR: 7.909e-02 Score 99.195 Data time: 0.0716, Forward time: 0.7724, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.0631 [2020-10-19 00:46:12,565][root][INFO] - ===> Epoch[2753](13765/5): Loss -0.7658, Sem 0.0281, dir -0.9786, norm 0.1847, swav 0.0000 LR: 7.909e-02 Score 99.063 Data time: 0.0934, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.9690 [2020-10-19 00:46:14,636][root][INFO] - ===> Epoch[2754](13766/5): Loss -0.7742, Sem 0.0264, dir -0.9796, norm 0.1789, swav 0.0000 LR: 7.909e-02 Score 99.092 Data time: 0.0845, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.9593 [2020-10-19 00:46:16,851][root][INFO] - ===> Epoch[2754](13767/5): Loss -0.7560, Sem 0.0261, dir -0.9788, norm 0.1967, swav 0.0000 LR: 7.909e-02 Score 99.125 Data time: 0.1131, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.1167 [2020-10-19 00:46:18,802][root][INFO] - ===> Epoch[2754](13768/5): Loss -0.7796, Sem 0.0248, dir -0.9816, norm 0.1773, swav 0.0000 LR: 7.909e-02 Score 99.180 Data time: 0.0849, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.8415 [2020-10-19 00:46:21,027][root][INFO] - ===> Epoch[2754](13769/5): Loss -0.7633, Sem 0.0236, dir -0.9804, norm 0.1935, swav 0.0000 LR: 7.909e-02 Score 99.191 Data time: 0.0771, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.1280 [2020-10-19 00:46:22,953][root][INFO] - ===> Epoch[2754](13770/5): Loss -0.7767, Sem 0.0266, dir -0.9810, norm 0.1777, swav 0.0000 LR: 7.909e-02 Score 99.104 Data time: 0.0711, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.8112 [2020-10-19 00:46:25,157][root][INFO] - ===> Epoch[2755](13771/5): Loss -0.7693, Sem 0.0281, dir -0.9792, norm 0.1818, swav 0.0000 LR: 7.908e-02 Score 99.065 Data time: 0.0548, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.1185 [2020-10-19 00:46:27,236][root][INFO] - ===> Epoch[2755](13772/5): Loss -0.7766, Sem 0.0234, dir -0.9813, norm 0.1813, swav 0.0000 LR: 7.908e-02 Score 99.229 Data time: 0.0888, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.9950 [2020-10-19 00:46:29,576][root][INFO] - ===> Epoch[2755](13773/5): Loss -0.7728, Sem 0.0273, dir -0.9786, norm 0.1784, swav 0.0000 LR: 7.908e-02 Score 99.067 Data time: 0.0564, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.2025 [2020-10-19 00:46:31,804][root][INFO] - ===> Epoch[2755](13774/5): Loss -0.7697, Sem 0.0235, dir -0.9805, norm 0.1873, swav 0.0000 LR: 7.908e-02 Score 99.208 Data time: 0.0639, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.1367 [2020-10-19 00:46:34,032][root][INFO] - ===> Epoch[2755](13775/5): Loss -0.7679, Sem 0.0267, dir -0.9804, norm 0.1859, swav 0.0000 LR: 7.908e-02 Score 99.092 Data time: 0.0981, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.1177 [2020-10-19 00:46:36,327][root][INFO] - ===> Epoch[2756](13776/5): Loss -0.7863, Sem 0.0238, dir -0.9808, norm 0.1708, swav 0.0000 LR: 7.908e-02 Score 99.201 Data time: 0.0665, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.1749 [2020-10-19 00:46:38,269][root][INFO] - ===> Epoch[2756](13777/5): Loss -0.7816, Sem 0.0222, dir -0.9825, norm 0.1787, swav 0.0000 LR: 7.907e-02 Score 99.256 Data time: 0.0778, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.8502 [2020-10-19 00:46:40,496][root][INFO] - ===> Epoch[2756](13778/5): Loss -0.7790, Sem 0.0290, dir -0.9799, norm 0.1719, swav 0.0000 LR: 7.907e-02 Score 99.031 Data time: 0.0720, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.1167 [2020-10-19 00:46:43,424][root][INFO] - ===> Epoch[2756](13779/5): Loss -0.7828, Sem 0.0258, dir -0.9806, norm 0.1720, swav 0.0000 LR: 7.907e-02 Score 99.129 Data time: 0.0828, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.8182 [2020-10-19 00:46:45,449][root][INFO] - ===> Epoch[2756](13780/5): Loss -0.7894, Sem 0.0253, dir -0.9816, norm 0.1669, swav 0.0000 LR: 7.907e-02 Score 99.171 Data time: 0.0672, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.9040 [2020-10-19 00:46:47,779][root][INFO] - ===> Epoch[2757](13781/5): Loss -0.7831, Sem 0.0240, dir -0.9819, norm 0.1748, swav 0.0000 LR: 7.907e-02 Score 99.197 Data time: 0.0757, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.2215 [2020-10-19 00:46:50,567][root][INFO] - ===> Epoch[2757](13782/5): Loss -0.7901, Sem 0.0247, dir -0.9812, norm 0.1664, swav 0.0000 LR: 7.907e-02 Score 99.156 Data time: 0.0927, Forward time: 0.7724, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.6786 [2020-10-19 00:46:52,862][root][INFO] - ===> Epoch[2757](13783/5): Loss -0.7678, Sem 0.0273, dir -0.9801, norm 0.1851, swav 0.0000 LR: 7.907e-02 Score 99.085 Data time: 0.0755, Forward time: 0.7724, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.1736 [2020-10-19 00:46:54,754][root][INFO] - ===> Epoch[2757](13784/5): Loss -0.7763, Sem 0.0273, dir -0.9806, norm 0.1770, swav 0.0000 LR: 7.906e-02 Score 99.092 Data time: 0.0735, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.7649 [2020-10-19 00:46:56,613][root][INFO] - ===> Epoch[2757](13785/5): Loss -0.7840, Sem 0.0256, dir -0.9802, norm 0.1705, swav 0.0000 LR: 7.906e-02 Score 99.130 Data time: 0.0821, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.7694 [2020-10-19 00:46:59,247][root][INFO] - ===> Epoch[2758](13786/5): Loss -0.7794, Sem 0.0248, dir -0.9805, norm 0.1763, swav 0.0000 LR: 7.906e-02 Score 99.183 Data time: 0.0738, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.5174 [2020-10-19 00:47:01,600][root][INFO] - ===> Epoch[2758](13787/5): Loss -0.7772, Sem 0.0232, dir -0.9811, norm 0.1807, swav 0.0000 LR: 7.906e-02 Score 99.232 Data time: 0.0597, Forward time: 0.7724, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.2405 [2020-10-19 00:47:04,175][root][INFO] - ===> Epoch[2758](13788/5): Loss -0.7806, Sem 0.0264, dir -0.9827, norm 0.1757, swav 0.0000 LR: 7.906e-02 Score 99.089 Data time: 0.1093, Forward time: 0.7724, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.4874 [2020-10-19 00:47:06,049][root][INFO] - ===> Epoch[2758](13789/5): Loss -0.7860, Sem 0.0250, dir -0.9816, norm 0.1706, swav 0.0000 LR: 7.906e-02 Score 99.170 Data time: 0.0744, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.7431 [2020-10-19 00:47:08,457][root][INFO] - ===> Epoch[2758](13790/5): Loss -0.7872, Sem 0.0228, dir -0.9837, norm 0.1737, swav 0.0000 LR: 7.905e-02 Score 99.227 Data time: 0.0971, Forward time: 0.7724, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.3186 [2020-10-19 00:47:10,525][root][INFO] - ===> Epoch[2759](13791/5): Loss -0.7812, Sem 0.0263, dir -0.9789, norm 0.1714, swav 0.0000 LR: 7.905e-02 Score 99.121 Data time: 0.0780, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.9661 [2020-10-19 00:47:13,014][root][INFO] - ===> Epoch[2759](13792/5): Loss -0.7788, Sem 0.0255, dir -0.9807, norm 0.1764, swav 0.0000 LR: 7.905e-02 Score 99.149 Data time: 0.0740, Forward time: 0.7724, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.3943 [2020-10-19 00:47:15,215][root][INFO] - ===> Epoch[2759](13793/5): Loss -0.7673, Sem 0.0234, dir -0.9822, norm 0.1915, swav 0.0000 LR: 7.905e-02 Score 99.212 Data time: 0.0671, Forward time: 0.7724, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.1128 [2020-10-19 00:47:17,625][root][INFO] - ===> Epoch[2759](13794/5): Loss -0.7725, Sem 0.0275, dir -0.9813, norm 0.1813, swav 0.0000 LR: 7.905e-02 Score 99.061 Data time: 0.0693, Forward time: 0.7724, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.3141 [2020-10-19 00:47:19,809][root][INFO] - ===> Epoch[2759](13795/5): Loss -0.7750, Sem 0.0272, dir -0.9793, norm 0.1772, swav 0.0000 LR: 7.905e-02 Score 99.096 Data time: 0.0544, Forward time: 0.7724, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.0859 [2020-10-19 00:47:22,030][root][INFO] - ===> Epoch[2760](13796/5): Loss -0.7897, Sem 0.0248, dir -0.9829, norm 0.1685, swav 0.0000 LR: 7.905e-02 Score 99.188 Data time: 0.0921, Forward time: 0.7724, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.1480 [2020-10-19 00:47:24,253][root][INFO] - ===> Epoch[2760](13797/5): Loss -0.7673, Sem 0.0244, dir -0.9806, norm 0.1888, swav 0.0000 LR: 7.904e-02 Score 99.196 Data time: 0.0926, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.1099 [2020-10-19 00:47:26,209][root][INFO] - ===> Epoch[2760](13798/5): Loss -0.7995, Sem 0.0244, dir -0.9809, norm 0.1570, swav 0.0000 LR: 7.904e-02 Score 99.176 Data time: 0.0579, Forward time: 0.7724, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 1.8446 [2020-10-19 00:47:28,401][root][INFO] - ===> Epoch[2760](13799/5): Loss -0.7736, Sem 0.0244, dir -0.9795, norm 0.1815, swav 0.0000 LR: 7.904e-02 Score 99.192 Data time: 0.1200, Forward time: 0.7725, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.0996 [2020-10-19 00:47:30,502][root][INFO] - ===> Epoch[2760](13800/5): Loss -0.7825, Sem 0.0267, dir -0.9807, norm 0.1715, swav 0.0000 LR: 7.904e-02 Score 99.105 Data time: 0.0812, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.0049 [2020-10-19 00:47:31,436][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 00:47:31,591][root][INFO] - ===> Start testing [2020-10-19 00:48:10,233][root][INFO] - 68/68: Data time: 0.5962, Iter time: 0.3173 Loss 0.637 (AVG: 0.540) Score 87.638 (AVG: 89.949) mIOU 69.973 mAP 85.023 mAcc 76.906 IOU: 61.810 0.000 80.306 72.412 92.758 92.585 35.607 78.715 95.591 77.258 80.495 86.220 55.887 mAP: 81.626 14.563 95.114 86.396 98.841 98.614 60.927 96.806 99.660 90.985 94.660 95.470 91.639 mAcc: 80.619 0.000 86.087 79.952 94.357 96.303 40.989 92.759 98.074 84.629 90.318 95.989 59.703 [2020-10-19 00:48:10,234][root][INFO] - Finished test. Elapsed time: 38.6413 [2020-10-19 00:48:13,665][root][INFO] - [2020-10-19 00:48:13,665][root][INFO] - ################################################################ [2020-10-19 00:48:13,665][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 00:48:13,665][root][INFO] - ################################################################ [2020-10-19 00:48:13,665][root][INFO] - clutter : nan nan nan [2020-10-19 00:48:13,665][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 00:48:13,665][root][INFO] - board : 0.758 0.851 0.879 [2020-10-19 00:48:13,665][root][INFO] - bookcase : 0.248 0.383 0.493 [2020-10-19 00:48:13,665][root][INFO] - ceiling : 0.517 0.558 0.700 [2020-10-19 00:48:13,666][root][INFO] - chair : 0.798 0.885 0.900 [2020-10-19 00:48:13,666][root][INFO] - column : 0.191 0.272 0.403 [2020-10-19 00:48:13,666][root][INFO] - door : 0.703 0.833 0.924 [2020-10-19 00:48:13,666][root][INFO] - floor : 0.789 0.792 0.821 [2020-10-19 00:48:13,666][root][INFO] - sofa : 0.494 0.708 0.809 [2020-10-19 00:48:13,666][root][INFO] - table : 0.163 0.343 0.677 [2020-10-19 00:48:13,666][root][INFO] - wall : 0.457 0.684 0.766 [2020-10-19 00:48:13,666][root][INFO] - window : 0.474 0.713 0.774 [2020-10-19 00:48:13,666][root][INFO] - ---------------------------------------------------------------- [2020-10-19 00:48:13,666][root][INFO] - average : 0.466 0.585 0.679 [2020-10-19 00:48:13,666][root][INFO] - [2020-10-19 00:48:13,836][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 00:48:13,837][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-19 00:48:15,498][root][INFO] - ===> Epoch[2761](13801/5): Loss -0.7772, Sem 0.0283, dir -0.9805, norm 0.1750, swav 0.0000 LR: 7.904e-02 Score 99.054 Data time: 0.0812, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.6565 [2020-10-19 00:48:17,626][root][INFO] - ===> Epoch[2761](13802/5): Loss -0.7893, Sem 0.0226, dir -0.9836, norm 0.1717, swav 0.0000 LR: 7.904e-02 Score 99.247 Data time: 0.0987, Forward time: 0.7725, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.0393 [2020-10-19 00:48:19,885][root][INFO] - ===> Epoch[2761](13803/5): Loss -0.7709, Sem 0.0286, dir -0.9798, norm 0.1803, swav 0.0000 LR: 7.903e-02 Score 99.062 Data time: 0.0565, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.1474 [2020-10-19 00:48:21,743][root][INFO] - ===> Epoch[2761](13804/5): Loss -0.7852, Sem 0.0262, dir -0.9810, norm 0.1696, swav 0.0000 LR: 7.903e-02 Score 99.136 Data time: 0.0667, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.7806 [2020-10-19 00:48:23,923][root][INFO] - ===> Epoch[2761](13805/5): Loss -0.7847, Sem 0.0224, dir -0.9826, norm 0.1754, swav 0.0000 LR: 7.903e-02 Score 99.256 Data time: 0.0673, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.0774 [2020-10-19 00:48:26,480][root][INFO] - ===> Epoch[2762](13806/5): Loss -0.7865, Sem 0.0232, dir -0.9817, norm 0.1721, swav 0.0000 LR: 7.903e-02 Score 99.218 Data time: 0.0698, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.4437 [2020-10-19 00:48:28,907][root][INFO] - ===> Epoch[2762](13807/5): Loss -0.7810, Sem 0.0257, dir -0.9798, norm 0.1731, swav 0.0000 LR: 7.903e-02 Score 99.136 Data time: 0.0681, Forward time: 0.7724, Backward time: 1.1794, DDP time: 0.0030, Total iter time: 2.3231 [2020-10-19 00:48:30,843][root][INFO] - ===> Epoch[2762](13808/5): Loss -0.7504, Sem 0.0268, dir -0.9805, norm 0.2034, swav 0.0000 LR: 7.903e-02 Score 99.157 Data time: 0.0580, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.8314 [2020-10-19 00:48:32,600][root][INFO] - ===> Epoch[2762](13809/5): Loss -0.7698, Sem 0.0259, dir -0.9787, norm 0.1830, swav 0.0000 LR: 7.903e-02 Score 99.123 Data time: 0.1175, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.6678 [2020-10-19 00:48:35,040][root][INFO] - ===> Epoch[2762](13810/5): Loss -0.7779, Sem 0.0267, dir -0.9807, norm 0.1761, swav 0.0000 LR: 7.902e-02 Score 99.102 Data time: 0.0819, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.3827 [2020-10-19 00:48:36,957][root][INFO] - ===> Epoch[2763](13811/5): Loss -0.7944, Sem 0.0220, dir -0.9836, norm 0.1671, swav 0.0000 LR: 7.902e-02 Score 99.250 Data time: 0.0445, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.8080 [2020-10-19 00:48:38,842][root][INFO] - ===> Epoch[2763](13812/5): Loss -0.7907, Sem 0.0242, dir -0.9822, norm 0.1673, swav 0.0000 LR: 7.902e-02 Score 99.199 Data time: 0.0953, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.8000 [2020-10-19 00:48:41,176][root][INFO] - ===> Epoch[2763](13813/5): Loss -0.7250, Sem 0.0277, dir -0.9792, norm 0.2265, swav 0.0000 LR: 7.902e-02 Score 99.094 Data time: 0.0701, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.2345 [2020-10-19 00:48:43,064][root][INFO] - ===> Epoch[2763](13814/5): Loss -0.7918, Sem 0.0259, dir -0.9804, norm 0.1627, swav 0.0000 LR: 7.902e-02 Score 99.122 Data time: 0.0814, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.7669 [2020-10-19 00:48:45,388][root][INFO] - ===> Epoch[2763](13815/5): Loss -0.7509, Sem 0.0233, dir -0.9815, norm 0.2073, swav 0.0000 LR: 7.902e-02 Score 99.220 Data time: 0.0786, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.2076 [2020-10-19 00:48:47,350][root][INFO] - ===> Epoch[2764](13816/5): Loss -0.7774, Sem 0.0226, dir -0.9818, norm 0.1818, swav 0.0000 LR: 7.901e-02 Score 99.237 Data time: 0.0762, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.8419 [2020-10-19 00:48:49,495][root][INFO] - ===> Epoch[2764](13817/5): Loss -0.7520, Sem 0.0251, dir -0.9794, norm 0.2024, swav 0.0000 LR: 7.901e-02 Score 99.141 Data time: 0.0933, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.0553 [2020-10-19 00:48:51,691][root][INFO] - ===> Epoch[2764](13818/5): Loss -0.7666, Sem 0.0264, dir -0.9806, norm 0.1875, swav 0.0000 LR: 7.901e-02 Score 99.101 Data time: 0.1728, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.0645 [2020-10-19 00:48:53,945][root][INFO] - ===> Epoch[2764](13819/5): Loss -0.7741, Sem 0.0242, dir -0.9806, norm 0.1823, swav 0.0000 LR: 7.901e-02 Score 99.198 Data time: 0.0943, Forward time: 0.7724, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.1732 [2020-10-19 00:48:55,717][root][INFO] - ===> Epoch[2764](13820/5): Loss -0.7742, Sem 0.0267, dir -0.9805, norm 0.1796, swav 0.0000 LR: 7.901e-02 Score 99.125 Data time: 0.0621, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.6641 [2020-10-19 00:48:57,929][root][INFO] - ===> Epoch[2765](13821/5): Loss -0.7706, Sem 0.0245, dir -0.9808, norm 0.1856, swav 0.0000 LR: 7.901e-02 Score 99.183 Data time: 0.0639, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.1266 [2020-10-19 00:48:59,874][root][INFO] - ===> Epoch[2765](13822/5): Loss -0.7824, Sem 0.0232, dir -0.9822, norm 0.1766, swav 0.0000 LR: 7.901e-02 Score 99.232 Data time: 0.0854, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.8486 [2020-10-19 00:49:02,033][root][INFO] - ===> Epoch[2765](13823/5): Loss -0.7772, Sem 0.0248, dir -0.9804, norm 0.1784, swav 0.0000 LR: 7.900e-02 Score 99.159 Data time: 0.0964, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.0378 [2020-10-19 00:49:04,500][root][INFO] - ===> Epoch[2765](13824/5): Loss -0.7776, Sem 0.0223, dir -0.9800, norm 0.1801, swav 0.0000 LR: 7.900e-02 Score 99.246 Data time: 0.1675, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.3564 [2020-10-19 00:49:06,732][root][INFO] - ===> Epoch[2765](13825/5): Loss -0.7819, Sem 0.0242, dir -0.9813, norm 0.1752, swav 0.0000 LR: 7.900e-02 Score 99.183 Data time: 0.0925, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.1338 [2020-10-19 00:49:08,650][root][INFO] - ===> Epoch[2766](13826/5): Loss -0.7955, Sem 0.0230, dir -0.9826, norm 0.1641, swav 0.0000 LR: 7.900e-02 Score 99.222 Data time: 0.0600, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.7947 [2020-10-19 00:49:10,746][root][INFO] - ===> Epoch[2766](13827/5): Loss -0.7561, Sem 0.0296, dir -0.9797, norm 0.1941, swav 0.0000 LR: 7.900e-02 Score 99.015 Data time: 0.0818, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.0181 [2020-10-19 00:49:12,731][root][INFO] - ===> Epoch[2766](13828/5): Loss -0.7898, Sem 0.0262, dir -0.9813, norm 0.1653, swav 0.0000 LR: 7.900e-02 Score 99.132 Data time: 0.0715, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.8852 [2020-10-19 00:49:14,785][root][INFO] - ===> Epoch[2766](13829/5): Loss -0.7708, Sem 0.0275, dir -0.9794, norm 0.1812, swav 0.0000 LR: 7.899e-02 Score 99.053 Data time: 0.0624, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.9831 [2020-10-19 00:49:17,071][root][INFO] - ===> Epoch[2766](13830/5): Loss -0.7937, Sem 0.0204, dir -0.9832, norm 0.1691, swav 0.0000 LR: 7.899e-02 Score 99.318 Data time: 0.0808, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.1989 [2020-10-19 00:49:19,045][root][INFO] - ===> Epoch[2767](13831/5): Loss -0.7653, Sem 0.0254, dir -0.9807, norm 0.1900, swav 0.0000 LR: 7.899e-02 Score 99.191 Data time: 0.0860, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.8696 [2020-10-19 00:49:20,984][root][INFO] - ===> Epoch[2767](13832/5): Loss -0.7781, Sem 0.0254, dir -0.9794, norm 0.1759, swav 0.0000 LR: 7.899e-02 Score 99.152 Data time: 0.0600, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.8275 [2020-10-19 00:49:23,135][root][INFO] - ===> Epoch[2767](13833/5): Loss -0.7895, Sem 0.0231, dir -0.9821, norm 0.1696, swav 0.0000 LR: 7.899e-02 Score 99.226 Data time: 0.0629, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.0609 [2020-10-19 00:49:25,200][root][INFO] - ===> Epoch[2767](13834/5): Loss -0.7856, Sem 0.0254, dir -0.9807, norm 0.1697, swav 0.0000 LR: 7.899e-02 Score 99.152 Data time: 0.0704, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.9688 [2020-10-19 00:49:27,152][root][INFO] - ===> Epoch[2767](13835/5): Loss -0.7831, Sem 0.0254, dir -0.9810, norm 0.1724, swav 0.0000 LR: 7.899e-02 Score 99.146 Data time: 0.0836, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.8423 [2020-10-19 00:49:29,719][root][INFO] - ===> Epoch[2768](13836/5): Loss -0.7881, Sem 0.0223, dir -0.9823, norm 0.1719, swav 0.0000 LR: 7.898e-02 Score 99.254 Data time: 0.0907, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.4533 [2020-10-19 00:49:31,766][root][INFO] - ===> Epoch[2768](13837/5): Loss -0.7868, Sem 0.0232, dir -0.9797, norm 0.1697, swav 0.0000 LR: 7.898e-02 Score 99.248 Data time: 0.0559, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.8783 [2020-10-19 00:49:33,674][root][INFO] - ===> Epoch[2768](13838/5): Loss -0.7918, Sem 0.0251, dir -0.9833, norm 0.1664, swav 0.0000 LR: 7.898e-02 Score 99.160 Data time: 0.1196, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.8538 [2020-10-19 00:49:35,759][root][INFO] - ===> Epoch[2768](13839/5): Loss -0.7642, Sem 0.0275, dir -0.9797, norm 0.1880, swav 0.0000 LR: 7.898e-02 Score 99.083 Data time: 0.0887, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.9868 [2020-10-19 00:49:37,707][root][INFO] - ===> Epoch[2768](13840/5): Loss -0.7880, Sem 0.0254, dir -0.9823, norm 0.1688, swav 0.0000 LR: 7.898e-02 Score 99.155 Data time: 0.0647, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.7887 [2020-10-19 00:49:39,847][root][INFO] - ===> Epoch[2769](13841/5): Loss -0.7906, Sem 0.0259, dir -0.9816, norm 0.1651, swav 0.0000 LR: 7.898e-02 Score 99.124 Data time: 0.0781, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.0625 [2020-10-19 00:49:42,162][root][INFO] - ===> Epoch[2769](13842/5): Loss -0.7919, Sem 0.0239, dir -0.9823, norm 0.1665, swav 0.0000 LR: 7.897e-02 Score 99.177 Data time: 0.0718, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.2051 [2020-10-19 00:49:44,652][root][INFO] - ===> Epoch[2769](13843/5): Loss -0.7827, Sem 0.0234, dir -0.9816, norm 0.1755, swav 0.0000 LR: 7.897e-02 Score 99.219 Data time: 0.0463, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.4131 [2020-10-19 00:49:46,593][root][INFO] - ===> Epoch[2769](13844/5): Loss -0.7793, Sem 0.0285, dir -0.9812, norm 0.1735, swav 0.0000 LR: 7.897e-02 Score 99.076 Data time: 0.1025, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.8694 [2020-10-19 00:49:48,689][root][INFO] - ===> Epoch[2769](13845/5): Loss -0.7764, Sem 0.0245, dir -0.9795, norm 0.1786, swav 0.0000 LR: 7.897e-02 Score 99.182 Data time: 0.0782, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.0065 [2020-10-19 00:49:50,704][root][INFO] - ===> Epoch[2770](13846/5): Loss -0.7776, Sem 0.0268, dir -0.9803, norm 0.1759, swav 0.0000 LR: 7.897e-02 Score 99.088 Data time: 0.0705, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.9233 [2020-10-19 00:49:53,209][root][INFO] - ===> Epoch[2770](13847/5): Loss -0.7844, Sem 0.0228, dir -0.9825, norm 0.1752, swav 0.0000 LR: 7.897e-02 Score 99.250 Data time: 0.0668, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.4181 [2020-10-19 00:49:55,300][root][INFO] - ===> Epoch[2770](13848/5): Loss -0.8010, Sem 0.0235, dir -0.9834, norm 0.1589, swav 0.0000 LR: 7.897e-02 Score 99.204 Data time: 0.0909, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.9759 [2020-10-19 00:49:58,020][root][INFO] - ===> Epoch[2770](13849/5): Loss -0.7844, Sem 0.0254, dir -0.9813, norm 0.1715, swav 0.0000 LR: 7.896e-02 Score 99.149 Data time: 0.0630, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.6211 [2020-10-19 00:50:00,423][root][INFO] - ===> Epoch[2770](13850/5): Loss -0.7753, Sem 0.0217, dir -0.9812, norm 0.1842, swav 0.0000 LR: 7.896e-02 Score 99.289 Data time: 0.0817, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.3121 [2020-10-19 00:50:02,993][root][INFO] - ===> Epoch[2771](13851/5): Loss -0.7780, Sem 0.0247, dir -0.9819, norm 0.1793, swav 0.0000 LR: 7.896e-02 Score 99.201 Data time: 0.0680, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.4534 [2020-10-19 00:50:05,104][root][INFO] - ===> Epoch[2771](13852/5): Loss -0.7752, Sem 0.0254, dir -0.9805, norm 0.1799, swav 0.0000 LR: 7.896e-02 Score 99.147 Data time: 0.0550, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.9999 [2020-10-19 00:50:06,922][root][INFO] - ===> Epoch[2771](13853/5): Loss -0.7853, Sem 0.0247, dir -0.9833, norm 0.1732, swav 0.0000 LR: 7.896e-02 Score 99.165 Data time: 0.0589, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.7556 [2020-10-19 00:50:09,230][root][INFO] - ===> Epoch[2771](13854/5): Loss -0.7629, Sem 0.0255, dir -0.9809, norm 0.1925, swav 0.0000 LR: 7.896e-02 Score 99.146 Data time: 0.1153, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.2079 [2020-10-19 00:50:11,186][root][INFO] - ===> Epoch[2771](13855/5): Loss -0.7816, Sem 0.0245, dir -0.9814, norm 0.1753, swav 0.0000 LR: 7.895e-02 Score 99.201 Data time: 0.0591, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.8283 [2020-10-19 00:50:13,098][root][INFO] - ===> Epoch[2772](13856/5): Loss -0.7865, Sem 0.0252, dir -0.9823, norm 0.1707, swav 0.0000 LR: 7.895e-02 Score 99.158 Data time: 0.0693, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.7976 [2020-10-19 00:50:15,298][root][INFO] - ===> Epoch[2772](13857/5): Loss -0.7761, Sem 0.0241, dir -0.9814, norm 0.1812, swav 0.0000 LR: 7.895e-02 Score 99.197 Data time: 0.0743, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.1044 [2020-10-19 00:50:17,509][root][INFO] - ===> Epoch[2772](13858/5): Loss -0.7764, Sem 0.0232, dir -0.9819, norm 0.1823, swav 0.0000 LR: 7.895e-02 Score 99.216 Data time: 0.0756, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.0865 [2020-10-19 00:50:19,795][root][INFO] - ===> Epoch[2772](13859/5): Loss -0.7876, Sem 0.0274, dir -0.9806, norm 0.1655, swav 0.0000 LR: 7.895e-02 Score 99.107 Data time: 0.0932, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.1669 [2020-10-19 00:50:22,378][root][INFO] - ===> Epoch[2772](13860/5): Loss -0.7890, Sem 0.0214, dir -0.9820, norm 0.1717, swav 0.0000 LR: 7.895e-02 Score 99.267 Data time: 0.0765, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.4848 [2020-10-19 00:50:24,715][root][INFO] - ===> Epoch[2773](13861/5): Loss -0.7692, Sem 0.0272, dir -0.9804, norm 0.1840, swav 0.0000 LR: 7.895e-02 Score 99.071 Data time: 0.0997, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.2536 [2020-10-19 00:50:27,052][root][INFO] - ===> Epoch[2773](13862/5): Loss -0.7814, Sem 0.0232, dir -0.9819, norm 0.1773, swav 0.0000 LR: 7.894e-02 Score 99.228 Data time: 0.0827, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.2078 [2020-10-19 00:50:29,303][root][INFO] - ===> Epoch[2773](13863/5): Loss -0.7903, Sem 0.0260, dir -0.9808, norm 0.1645, swav 0.0000 LR: 7.894e-02 Score 99.115 Data time: 0.0971, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.1318 [2020-10-19 00:50:31,438][root][INFO] - ===> Epoch[2773](13864/5): Loss -0.7710, Sem 0.0241, dir -0.9815, norm 0.1864, swav 0.0000 LR: 7.894e-02 Score 99.176 Data time: 0.0773, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.0240 [2020-10-19 00:50:33,669][root][INFO] - ===> Epoch[2773](13865/5): Loss -0.8095, Sem 0.0212, dir -0.9843, norm 0.1537, swav 0.0000 LR: 7.894e-02 Score 99.286 Data time: 0.1041, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.0995 [2020-10-19 00:50:35,835][root][INFO] - ===> Epoch[2774](13866/5): Loss -0.7883, Sem 0.0235, dir -0.9817, norm 0.1700, swav 0.0000 LR: 7.894e-02 Score 99.193 Data time: 0.0766, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.0419 [2020-10-19 00:50:37,744][root][INFO] - ===> Epoch[2774](13867/5): Loss -0.7945, Sem 0.0259, dir -0.9797, norm 0.1593, swav 0.0000 LR: 7.894e-02 Score 99.133 Data time: 0.0569, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.7990 [2020-10-19 00:50:40,002][root][INFO] - ===> Epoch[2774](13868/5): Loss -0.7855, Sem 0.0237, dir -0.9821, norm 0.1728, swav 0.0000 LR: 7.893e-02 Score 99.194 Data time: 0.0764, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.1742 [2020-10-19 00:50:42,405][root][INFO] - ===> Epoch[2774](13869/5): Loss -0.7897, Sem 0.0229, dir -0.9830, norm 0.1704, swav 0.0000 LR: 7.893e-02 Score 99.227 Data time: 0.0588, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.2876 [2020-10-19 00:50:44,748][root][INFO] - ===> Epoch[2774](13870/5): Loss -0.7846, Sem 0.0226, dir -0.9812, norm 0.1740, swav 0.0000 LR: 7.893e-02 Score 99.246 Data time: 0.0836, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.2439 [2020-10-19 00:50:46,802][root][INFO] - ===> Epoch[2775](13871/5): Loss -0.7997, Sem 0.0244, dir -0.9828, norm 0.1587, swav 0.0000 LR: 7.893e-02 Score 99.180 Data time: 0.0783, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.9415 [2020-10-19 00:50:48,674][root][INFO] - ===> Epoch[2775](13872/5): Loss -0.7926, Sem 0.0248, dir -0.9818, norm 0.1643, swav 0.0000 LR: 7.893e-02 Score 99.163 Data time: 0.0859, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.7678 [2020-10-19 00:50:50,845][root][INFO] - ===> Epoch[2775](13873/5): Loss -0.7857, Sem 0.0268, dir -0.9819, norm 0.1694, swav 0.0000 LR: 7.893e-02 Score 99.112 Data time: 0.0833, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.0623 [2020-10-19 00:50:53,004][root][INFO] - ===> Epoch[2775](13874/5): Loss -0.8059, Sem 0.0224, dir -0.9821, norm 0.1538, swav 0.0000 LR: 7.893e-02 Score 99.240 Data time: 0.0768, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.0553 [2020-10-19 00:50:55,337][root][INFO] - ===> Epoch[2775](13875/5): Loss -0.7738, Sem 0.0245, dir -0.9801, norm 0.1818, swav 0.0000 LR: 7.892e-02 Score 99.194 Data time: 0.0821, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.2306 [2020-10-19 00:50:57,339][root][INFO] - ===> Epoch[2776](13876/5): Loss -0.7824, Sem 0.0255, dir -0.9812, norm 0.1732, swav 0.0000 LR: 7.892e-02 Score 99.151 Data time: 0.0868, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.8814 [2020-10-19 00:50:59,747][root][INFO] - ===> Epoch[2776](13877/5): Loss -0.7974, Sem 0.0279, dir -0.9812, norm 0.1558, swav 0.0000 LR: 7.892e-02 Score 99.074 Data time: 0.0786, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.2980 [2020-10-19 00:51:02,354][root][INFO] - ===> Epoch[2776](13878/5): Loss -0.8014, Sem 0.0211, dir -0.9843, norm 0.1618, swav 0.0000 LR: 7.892e-02 Score 99.284 Data time: 0.0759, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.4969 [2020-10-19 00:51:04,961][root][INFO] - ===> Epoch[2776](13879/5): Loss -0.7686, Sem 0.0235, dir -0.9814, norm 0.1893, swav 0.0000 LR: 7.892e-02 Score 99.214 Data time: 0.0885, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.5100 [2020-10-19 00:51:07,099][root][INFO] - ===> Epoch[2776](13880/5): Loss -0.7848, Sem 0.0294, dir -0.9807, norm 0.1665, swav 0.0000 LR: 7.892e-02 Score 99.081 Data time: 0.0677, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.0223 [2020-10-19 00:51:09,113][root][INFO] - ===> Epoch[2777](13881/5): Loss -0.7781, Sem 0.0222, dir -0.9827, norm 0.1824, swav 0.0000 LR: 7.891e-02 Score 99.258 Data time: 0.0693, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.9226 [2020-10-19 00:51:11,438][root][INFO] - ===> Epoch[2777](13882/5): Loss -0.7747, Sem 0.0262, dir -0.9792, norm 0.1784, swav 0.0000 LR: 7.891e-02 Score 99.118 Data time: 0.0572, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.2213 [2020-10-19 00:51:13,805][root][INFO] - ===> Epoch[2777](13883/5): Loss -0.7919, Sem 0.0239, dir -0.9822, norm 0.1664, swav 0.0000 LR: 7.891e-02 Score 99.213 Data time: 0.0815, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.2990 [2020-10-19 00:51:15,809][root][INFO] - ===> Epoch[2777](13884/5): Loss -0.7900, Sem 0.0239, dir -0.9820, norm 0.1680, swav 0.0000 LR: 7.891e-02 Score 99.184 Data time: 0.0902, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.8873 [2020-10-19 00:51:18,708][root][INFO] - ===> Epoch[2777](13885/5): Loss -0.7884, Sem 0.0271, dir -0.9817, norm 0.1663, swav 0.0000 LR: 7.891e-02 Score 99.102 Data time: 0.0679, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.7808 [2020-10-19 00:51:20,886][root][INFO] - ===> Epoch[2778](13886/5): Loss -0.7801, Sem 0.0243, dir -0.9818, norm 0.1774, swav 0.0000 LR: 7.891e-02 Score 99.182 Data time: 0.0788, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.0839 [2020-10-19 00:51:22,832][root][INFO] - ===> Epoch[2778](13887/5): Loss -0.7934, Sem 0.0240, dir -0.9827, norm 0.1653, swav 0.0000 LR: 7.891e-02 Score 99.185 Data time: 0.0850, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.8278 [2020-10-19 00:51:24,869][root][INFO] - ===> Epoch[2778](13888/5): Loss -0.7921, Sem 0.0211, dir -0.9819, norm 0.1687, swav 0.0000 LR: 7.890e-02 Score 99.302 Data time: 0.0554, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.9272 [2020-10-19 00:51:26,935][root][INFO] - ===> Epoch[2778](13889/5): Loss -0.7938, Sem 0.0239, dir -0.9827, norm 0.1651, swav 0.0000 LR: 7.890e-02 Score 99.209 Data time: 0.0687, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.9639 [2020-10-19 00:51:29,004][root][INFO] - ===> Epoch[2778](13890/5): Loss -0.7818, Sem 0.0249, dir -0.9817, norm 0.1750, swav 0.0000 LR: 7.890e-02 Score 99.146 Data time: 0.0690, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.9656 [2020-10-19 00:51:31,651][root][INFO] - ===> Epoch[2779](13891/5): Loss -0.7669, Sem 0.0244, dir -0.9810, norm 0.1897, swav 0.0000 LR: 7.890e-02 Score 99.193 Data time: 0.0651, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.5487 [2020-10-19 00:51:33,655][root][INFO] - ===> Epoch[2779](13892/5): Loss -0.7767, Sem 0.0275, dir -0.9802, norm 0.1760, swav 0.0000 LR: 7.890e-02 Score 99.080 Data time: 0.0396, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.8928 [2020-10-19 00:51:35,925][root][INFO] - ===> Epoch[2779](13893/5): Loss -0.7924, Sem 0.0230, dir -0.9826, norm 0.1672, swav 0.0000 LR: 7.890e-02 Score 99.225 Data time: 0.0640, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.2257 [2020-10-19 00:51:37,768][root][INFO] - ===> Epoch[2779](13894/5): Loss -0.7974, Sem 0.0234, dir -0.9827, norm 0.1618, swav 0.0000 LR: 7.889e-02 Score 99.206 Data time: 0.0764, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.7352 [2020-10-19 00:51:39,953][root][INFO] - ===> Epoch[2779](13895/5): Loss -0.7762, Sem 0.0250, dir -0.9815, norm 0.1804, swav 0.0000 LR: 7.889e-02 Score 99.167 Data time: 0.0779, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.0816 [2020-10-19 00:51:42,227][root][INFO] - ===> Epoch[2780](13896/5): Loss -0.7846, Sem 0.0252, dir -0.9811, norm 0.1714, swav 0.0000 LR: 7.889e-02 Score 99.147 Data time: 0.0747, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.1627 [2020-10-19 00:51:44,166][root][INFO] - ===> Epoch[2780](13897/5): Loss -0.7899, Sem 0.0235, dir -0.9813, norm 0.1678, swav 0.0000 LR: 7.889e-02 Score 99.226 Data time: 0.0634, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.8149 [2020-10-19 00:51:46,604][root][INFO] - ===> Epoch[2780](13898/5): Loss -0.7874, Sem 0.0235, dir -0.9826, norm 0.1718, swav 0.0000 LR: 7.889e-02 Score 99.207 Data time: 0.0794, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.3647 [2020-10-19 00:51:48,790][root][INFO] - ===> Epoch[2780](13899/5): Loss -0.7916, Sem 0.0236, dir -0.9801, norm 0.1649, swav 0.0000 LR: 7.889e-02 Score 99.199 Data time: 0.0872, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.0748 [2020-10-19 00:51:50,975][root][INFO] - ===> Epoch[2780](13900/5): Loss -0.7878, Sem 0.0247, dir -0.9819, norm 0.1694, swav 0.0000 LR: 7.889e-02 Score 99.160 Data time: 0.0767, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.0839 [2020-10-19 00:51:52,061][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 00:51:53,993][root][INFO] - ===> Epoch[2781](13901/5): Loss -0.8003, Sem 0.0230, dir -0.9837, norm 0.1604, swav 0.0000 LR: 7.888e-02 Score 99.208 Data time: 0.0830, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.7460 [2020-10-19 00:51:56,120][root][INFO] - ===> Epoch[2781](13902/5): Loss -0.7870, Sem 0.0209, dir -0.9830, norm 0.1752, swav 0.0000 LR: 7.888e-02 Score 99.312 Data time: 0.0964, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.0239 [2020-10-19 00:51:58,116][root][INFO] - ===> Epoch[2781](13903/5): Loss -0.7967, Sem 0.0246, dir -0.9818, norm 0.1605, swav 0.0000 LR: 7.888e-02 Score 99.147 Data time: 0.0778, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.8833 [2020-10-19 00:52:00,373][root][INFO] - ===> Epoch[2781](13904/5): Loss -0.7948, Sem 0.0232, dir -0.9821, norm 0.1640, swav 0.0000 LR: 7.888e-02 Score 99.223 Data time: 0.0879, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.1698 [2020-10-19 00:52:02,550][root][INFO] - ===> Epoch[2781](13905/5): Loss -0.7881, Sem 0.0231, dir -0.9807, norm 0.1694, swav 0.0000 LR: 7.888e-02 Score 99.204 Data time: 0.0776, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.0827 [2020-10-19 00:52:04,995][root][INFO] - ===> Epoch[2782](13906/5): Loss -0.7862, Sem 0.0233, dir -0.9825, norm 0.1730, swav 0.0000 LR: 7.888e-02 Score 99.206 Data time: 0.0532, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.3349 [2020-10-19 00:52:07,327][root][INFO] - ===> Epoch[2782](13907/5): Loss -0.7895, Sem 0.0214, dir -0.9824, norm 0.1715, swav 0.0000 LR: 7.887e-02 Score 99.291 Data time: 0.0656, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.2742 [2020-10-19 00:52:09,475][root][INFO] - ===> Epoch[2782](13908/5): Loss -0.7795, Sem 0.0257, dir -0.9823, norm 0.1771, swav 0.0000 LR: 7.887e-02 Score 99.143 Data time: 0.0668, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.0355 [2020-10-19 00:52:11,535][root][INFO] - ===> Epoch[2782](13909/5): Loss -0.7942, Sem 0.0228, dir -0.9815, norm 0.1645, swav 0.0000 LR: 7.887e-02 Score 99.223 Data time: 0.0624, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.9589 [2020-10-19 00:52:14,021][root][INFO] - ===> Epoch[2782](13910/5): Loss -0.7878, Sem 0.0232, dir -0.9826, norm 0.1715, swav 0.0000 LR: 7.887e-02 Score 99.227 Data time: 0.0748, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.3889 [2020-10-19 00:52:16,620][root][INFO] - ===> Epoch[2783](13911/5): Loss -0.7813, Sem 0.0230, dir -0.9810, norm 0.1767, swav 0.0000 LR: 7.887e-02 Score 99.232 Data time: 0.0560, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.4823 [2020-10-19 00:52:18,503][root][INFO] - ===> Epoch[2783](13912/5): Loss -0.7812, Sem 0.0227, dir -0.9822, norm 0.1783, swav 0.0000 LR: 7.887e-02 Score 99.223 Data time: 0.0516, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.7892 [2020-10-19 00:52:20,902][root][INFO] - ===> Epoch[2783](13913/5): Loss -0.7890, Sem 0.0220, dir -0.9817, norm 0.1706, swav 0.0000 LR: 7.887e-02 Score 99.264 Data time: 0.0625, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.3122 [2020-10-19 00:52:23,573][root][INFO] - ===> Epoch[2783](13914/5): Loss -0.7884, Sem 0.0250, dir -0.9814, norm 0.1681, swav 0.0000 LR: 7.886e-02 Score 99.129 Data time: 0.0627, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.5931 [2020-10-19 00:52:25,797][root][INFO] - ===> Epoch[2783](13915/5): Loss -0.7859, Sem 0.0250, dir -0.9822, norm 0.1713, swav 0.0000 LR: 7.886e-02 Score 99.163 Data time: 0.0857, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.1266 [2020-10-19 00:52:27,908][root][INFO] - ===> Epoch[2784](13916/5): Loss -0.7955, Sem 0.0221, dir -0.9834, norm 0.1659, swav 0.0000 LR: 7.886e-02 Score 99.253 Data time: 0.0602, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.0035 [2020-10-19 00:52:29,880][root][INFO] - ===> Epoch[2784](13917/5): Loss -0.7732, Sem 0.0243, dir -0.9804, norm 0.1829, swav 0.0000 LR: 7.886e-02 Score 99.179 Data time: 0.3140, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.8718 [2020-10-19 00:52:33,324][root][INFO] - ===> Epoch[2784](13918/5): Loss -0.7869, Sem 0.0220, dir -0.9819, norm 0.1730, swav 0.0000 LR: 7.886e-02 Score 99.255 Data time: 0.2924, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 3.3574 [2020-10-19 00:52:35,365][root][INFO] - ===> Epoch[2784](13919/5): Loss -0.7830, Sem 0.0282, dir -0.9805, norm 0.1692, swav 0.0000 LR: 7.886e-02 Score 99.056 Data time: 0.0617, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.9278 [2020-10-19 00:52:37,583][root][INFO] - ===> Epoch[2784](13920/5): Loss -0.7718, Sem 0.0258, dir -0.9784, norm 0.1808, swav 0.0000 LR: 7.885e-02 Score 99.125 Data time: 0.0905, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.1179 [2020-10-19 00:52:39,659][root][INFO] - ===> Epoch[2785](13921/5): Loss -0.7881, Sem 0.0238, dir -0.9819, norm 0.1700, swav 0.0000 LR: 7.885e-02 Score 99.196 Data time: 0.0428, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.9619 [2020-10-19 00:52:42,129][root][INFO] - ===> Epoch[2785](13922/5): Loss -0.7663, Sem 0.0256, dir -0.9814, norm 0.1895, swav 0.0000 LR: 7.885e-02 Score 99.154 Data time: 0.1041, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.3651 [2020-10-19 00:52:44,205][root][INFO] - ===> Epoch[2785](13923/5): Loss -0.7967, Sem 0.0222, dir -0.9825, norm 0.1635, swav 0.0000 LR: 7.885e-02 Score 99.242 Data time: 0.0810, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.9527 [2020-10-19 00:52:46,500][root][INFO] - ===> Epoch[2785](13924/5): Loss -0.7765, Sem 0.0236, dir -0.9825, norm 0.1824, swav 0.0000 LR: 7.885e-02 Score 99.226 Data time: 0.1017, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.1883 [2020-10-19 00:52:48,856][root][INFO] - ===> Epoch[2785](13925/5): Loss -0.7705, Sem 0.0233, dir -0.9822, norm 0.1884, swav 0.0000 LR: 7.885e-02 Score 99.215 Data time: 0.0763, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.2391 [2020-10-19 00:52:51,265][root][INFO] - ===> Epoch[2786](13926/5): Loss -0.7809, Sem 0.0233, dir -0.9817, norm 0.1775, swav 0.0000 LR: 7.885e-02 Score 99.210 Data time: 0.0731, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.3052 [2020-10-19 00:52:53,407][root][INFO] - ===> Epoch[2786](13927/5): Loss -0.7815, Sem 0.0253, dir -0.9812, norm 0.1745, swav 0.0000 LR: 7.884e-02 Score 99.125 Data time: 0.1119, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.0453 [2020-10-19 00:52:55,711][root][INFO] - ===> Epoch[2786](13928/5): Loss -0.7618, Sem 0.0218, dir -0.9803, norm 0.1966, swav 0.0000 LR: 7.884e-02 Score 99.303 Data time: 0.0873, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.2089 [2020-10-19 00:52:57,862][root][INFO] - ===> Epoch[2786](13929/5): Loss -0.7656, Sem 0.0271, dir -0.9794, norm 0.1867, swav 0.0000 LR: 7.884e-02 Score 99.097 Data time: 0.0796, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.0414 [2020-10-19 00:52:59,797][root][INFO] - ===> Epoch[2786](13930/5): Loss -0.8047, Sem 0.0219, dir -0.9839, norm 0.1573, swav 0.0000 LR: 7.884e-02 Score 99.259 Data time: 0.0645, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.8392 [2020-10-19 00:53:01,835][root][INFO] - ===> Epoch[2787](13931/5): Loss -0.7803, Sem 0.0225, dir -0.9810, norm 0.1782, swav 0.0000 LR: 7.884e-02 Score 99.235 Data time: 0.0649, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.9327 [2020-10-19 00:53:04,398][root][INFO] - ===> Epoch[2787](13932/5): Loss -0.7707, Sem 0.0254, dir -0.9806, norm 0.1845, swav 0.0000 LR: 7.884e-02 Score 99.160 Data time: 0.0572, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.4546 [2020-10-19 00:53:06,750][root][INFO] - ===> Epoch[2787](13933/5): Loss -0.7604, Sem 0.0249, dir -0.9793, norm 0.1941, swav 0.0000 LR: 7.883e-02 Score 99.177 Data time: 0.0707, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.2542 [2020-10-19 00:53:08,717][root][INFO] - ===> Epoch[2787](13934/5): Loss -0.7937, Sem 0.0224, dir -0.9827, norm 0.1666, swav 0.0000 LR: 7.883e-02 Score 99.263 Data time: 0.1077, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.8535 [2020-10-19 00:53:10,722][root][INFO] - ===> Epoch[2787](13935/5): Loss -0.7849, Sem 0.0252, dir -0.9808, norm 0.1707, swav 0.0000 LR: 7.883e-02 Score 99.168 Data time: 0.0510, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.8876 [2020-10-19 00:53:12,711][root][INFO] - ===> Epoch[2788](13936/5): Loss -0.7781, Sem 0.0256, dir -0.9803, norm 0.1766, swav 0.0000 LR: 7.883e-02 Score 99.155 Data time: 0.0654, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.9223 [2020-10-19 00:53:15,169][root][INFO] - ===> Epoch[2788](13937/5): Loss -0.7887, Sem 0.0249, dir -0.9815, norm 0.1679, swav 0.0000 LR: 7.883e-02 Score 99.148 Data time: 0.0603, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.3892 [2020-10-19 00:53:16,940][root][INFO] - ===> Epoch[2788](13938/5): Loss -0.7833, Sem 0.0218, dir -0.9816, norm 0.1765, swav 0.0000 LR: 7.883e-02 Score 99.268 Data time: 0.0874, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.6784 [2020-10-19 00:53:19,204][root][INFO] - ===> Epoch[2788](13939/5): Loss -0.7849, Sem 0.0260, dir -0.9794, norm 0.1685, swav 0.0000 LR: 7.883e-02 Score 99.134 Data time: 0.1314, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.1667 [2020-10-19 00:53:21,571][root][INFO] - ===> Epoch[2788](13940/5): Loss -0.7953, Sem 0.0236, dir -0.9829, norm 0.1640, swav 0.0000 LR: 7.882e-02 Score 99.218 Data time: 0.0770, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.2446 [2020-10-19 00:53:24,409][root][INFO] - ===> Epoch[2789](13941/5): Loss -0.7844, Sem 0.0235, dir -0.9812, norm 0.1734, swav 0.0000 LR: 7.882e-02 Score 99.206 Data time: 0.0722, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.7570 [2020-10-19 00:53:26,401][root][INFO] - ===> Epoch[2789](13942/5): Loss -0.7821, Sem 0.0236, dir -0.9806, norm 0.1748, swav 0.0000 LR: 7.882e-02 Score 99.205 Data time: 0.0570, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.9227 [2020-10-19 00:53:28,446][root][INFO] - ===> Epoch[2789](13943/5): Loss -0.7924, Sem 0.0216, dir -0.9822, norm 0.1682, swav 0.0000 LR: 7.882e-02 Score 99.302 Data time: 0.0606, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.9501 [2020-10-19 00:53:30,322][root][INFO] - ===> Epoch[2789](13944/5): Loss -0.7827, Sem 0.0226, dir -0.9824, norm 0.1772, swav 0.0000 LR: 7.882e-02 Score 99.240 Data time: 0.0581, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.8162 [2020-10-19 00:53:32,492][root][INFO] - ===> Epoch[2789](13945/5): Loss -0.7901, Sem 0.0268, dir -0.9816, norm 0.1647, swav 0.0000 LR: 7.882e-02 Score 99.078 Data time: 0.0593, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.0715 [2020-10-19 00:53:34,971][root][INFO] - ===> Epoch[2790](13946/5): Loss -0.7821, Sem 0.0221, dir -0.9833, norm 0.1791, swav 0.0000 LR: 7.881e-02 Score 99.251 Data time: 0.0824, Forward time: 0.7723, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.3956 [2020-10-19 00:53:37,206][root][INFO] - ===> Epoch[2790](13947/5): Loss -0.7778, Sem 0.0235, dir -0.9795, norm 0.1782, swav 0.0000 LR: 7.881e-02 Score 99.221 Data time: 0.0779, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.1387 [2020-10-19 00:53:39,284][root][INFO] - ===> Epoch[2790](13948/5): Loss -0.7798, Sem 0.0256, dir -0.9806, norm 0.1751, swav 0.0000 LR: 7.881e-02 Score 99.138 Data time: 0.0503, Forward time: 0.7723, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.9684 [2020-10-19 00:53:42,158][root][INFO] - ===> Epoch[2790](13949/5): Loss -0.7762, Sem 0.0267, dir -0.9797, norm 0.1768, swav 0.0000 LR: 7.881e-02 Score 99.106 Data time: 0.0395, Forward time: 0.7723, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.8145 [2020-10-19 00:53:44,142][root][INFO] - ===> Epoch[2790](13950/5): Loss -0.7948, Sem 0.0223, dir -0.9829, norm 0.1657, swav 0.0000 LR: 7.881e-02 Score 99.264 Data time: 0.0926, Forward time: 0.7723, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.9146 [2020-10-19 00:53:46,069][root][INFO] - ===> Epoch[2791](13951/5): Loss -0.7945, Sem 0.0225, dir -0.9831, norm 0.1661, swav 0.0000 LR: 7.881e-02 Score 99.238 Data time: 0.0810, Forward time: 0.7723, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.8198 [2020-10-19 00:53:48,255][root][INFO] - ===> Epoch[2791](13952/5): Loss -0.7896, Sem 0.0247, dir -0.9806, norm 0.1662, swav 0.0000 LR: 7.881e-02 Score 99.160 Data time: 0.0736, Forward time: 0.7723, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.0740 [2020-10-19 00:53:50,842][root][INFO] - ===> Epoch[2791](13953/5): Loss -0.7822, Sem 0.0230, dir -0.9810, norm 0.1758, swav 0.0000 LR: 7.880e-02 Score 99.242 Data time: 0.0788, Forward time: 0.7723, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.4816 [2020-10-19 00:53:52,989][root][INFO] - ===> Epoch[2791](13954/5): Loss -0.7927, Sem 0.0262, dir -0.9811, norm 0.1621, swav 0.0000 LR: 7.880e-02 Score 99.120 Data time: 0.0882, Forward time: 0.7723, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.0304 [2020-10-19 00:53:55,976][root][INFO] - ===> Epoch[2791](13955/5): Loss -0.7971, Sem 0.0227, dir -0.9832, norm 0.1634, swav 0.0000 LR: 7.880e-02 Score 99.226 Data time: 0.0891, Forward time: 0.7723, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.8689 [2020-10-19 00:53:57,942][root][INFO] - ===> Epoch[2792](13956/5): Loss -0.8013, Sem 0.0239, dir -0.9817, norm 0.1566, swav 0.0000 LR: 7.880e-02 Score 99.177 Data time: 0.0767, Forward time: 0.7723, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.8569 [2020-10-19 00:53:59,836][root][INFO] - ===> Epoch[2792](13957/5): Loss -0.7760, Sem 0.0266, dir -0.9815, norm 0.1788, swav 0.0000 LR: 7.880e-02 Score 99.115 Data time: 0.0665, Forward time: 0.7723, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.7971 [2020-10-19 00:54:01,871][root][INFO] - ===> Epoch[2792](13958/5): Loss -0.7759, Sem 0.0269, dir -0.9803, norm 0.1775, swav 0.0000 LR: 7.880e-02 Score 99.090 Data time: 0.0682, Forward time: 0.7723, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.9411 [2020-10-19 00:54:03,826][root][INFO] - ===> Epoch[2792](13959/5): Loss -0.7849, Sem 0.0226, dir -0.9813, norm 0.1738, swav 0.0000 LR: 7.879e-02 Score 99.251 Data time: 0.0496, Forward time: 0.7723, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.8560 [2020-10-19 00:54:05,803][root][INFO] - ===> Epoch[2792](13960/5): Loss -0.8040, Sem 0.0233, dir -0.9824, norm 0.1551, swav 0.0000 LR: 7.879e-02 Score 99.220 Data time: 0.0806, Forward time: 0.7723, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.8751 [2020-10-19 00:54:08,259][root][INFO] - ===> Epoch[2793](13961/5): Loss -0.7827, Sem 0.0232, dir -0.9828, norm 0.1769, swav 0.0000 LR: 7.879e-02 Score 99.256 Data time: 0.2961, Forward time: 0.7723, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.3458 [2020-10-19 00:54:10,313][root][INFO] - ===> Epoch[2793](13962/5): Loss -0.7831, Sem 0.0243, dir -0.9818, norm 0.1744, swav 0.0000 LR: 7.879e-02 Score 99.208 Data time: 0.1082, Forward time: 0.7723, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 1.9341 [2020-10-19 00:54:12,405][root][INFO] - ===> Epoch[2793](13963/5): Loss -0.7900, Sem 0.0227, dir -0.9824, norm 0.1697, swav 0.0000 LR: 7.879e-02 Score 99.235 Data time: 0.0927, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.9777 [2020-10-19 00:54:14,613][root][INFO] - ===> Epoch[2793](13964/5): Loss -0.7933, Sem 0.0252, dir -0.9825, norm 0.1640, swav 0.0000 LR: 7.879e-02 Score 99.149 Data time: 0.0822, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.0894 [2020-10-19 00:54:16,969][root][INFO] - ===> Epoch[2793](13965/5): Loss -0.7815, Sem 0.0244, dir -0.9812, norm 0.1752, swav 0.0000 LR: 7.879e-02 Score 99.195 Data time: 0.0615, Forward time: 0.7723, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.2556 [2020-10-19 00:54:18,893][root][INFO] - ===> Epoch[2794](13966/5): Loss -0.7809, Sem 0.0268, dir -0.9809, norm 0.1732, swav 0.0000 LR: 7.878e-02 Score 99.102 Data time: 0.0840, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.8630 [2020-10-19 00:54:21,207][root][INFO] - ===> Epoch[2794](13967/5): Loss -0.7812, Sem 0.0231, dir -0.9810, norm 0.1767, swav 0.0000 LR: 7.878e-02 Score 99.228 Data time: 0.0923, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.2185 [2020-10-19 00:54:23,608][root][INFO] - ===> Epoch[2794](13968/5): Loss -0.7963, Sem 0.0216, dir -0.9842, norm 0.1663, swav 0.0000 LR: 7.878e-02 Score 99.279 Data time: 0.0672, Forward time: 0.7723, Backward time: 1.1793, DDP time: 0.0030, Total iter time: 2.2956 [2020-10-19 00:54:25,586][root][INFO] - ===> Epoch[2794](13969/5): Loss -0.7940, Sem 0.0226, dir -0.9820, norm 0.1655, swav 0.0000 LR: 7.878e-02 Score 99.240 Data time: 0.0636, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.8943 [2020-10-19 00:54:27,587][root][INFO] - ===> Epoch[2794](13970/5): Loss -0.7894, Sem 0.0245, dir -0.9820, norm 0.1682, swav 0.0000 LR: 7.878e-02 Score 99.160 Data time: 0.0709, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.8982 [2020-10-19 00:54:29,722][root][INFO] - ===> Epoch[2795](13971/5): Loss -0.7763, Sem 0.0258, dir -0.9795, norm 0.1774, swav 0.0000 LR: 7.878e-02 Score 99.130 Data time: 0.0721, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.0339 [2020-10-19 00:54:31,979][root][INFO] - ===> Epoch[2795](13972/5): Loss -0.7769, Sem 0.0250, dir -0.9824, norm 0.1805, swav 0.0000 LR: 7.877e-02 Score 99.168 Data time: 0.0672, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.1328 [2020-10-19 00:54:34,294][root][INFO] - ===> Epoch[2795](13973/5): Loss -0.8050, Sem 0.0220, dir -0.9823, norm 0.1553, swav 0.0000 LR: 7.877e-02 Score 99.253 Data time: 0.0708, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.2002 [2020-10-19 00:54:36,349][root][INFO] - ===> Epoch[2795](13974/5): Loss -0.7589, Sem 0.0278, dir -0.9770, norm 0.1903, swav 0.0000 LR: 7.877e-02 Score 99.057 Data time: 0.0783, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.9683 [2020-10-19 00:54:38,993][root][INFO] - ===> Epoch[2795](13975/5): Loss -0.7546, Sem 0.0247, dir -0.9800, norm 0.2007, swav 0.0000 LR: 7.877e-02 Score 99.187 Data time: 0.3075, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.5486 [2020-10-19 00:54:41,711][root][INFO] - ===> Epoch[2796](13976/5): Loss -0.7817, Sem 0.0256, dir -0.9825, norm 0.1752, swav 0.0000 LR: 7.877e-02 Score 99.132 Data time: 0.1108, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.5761 [2020-10-19 00:54:43,701][root][INFO] - ===> Epoch[2796](13977/5): Loss -0.7697, Sem 0.0247, dir -0.9818, norm 0.1873, swav 0.0000 LR: 7.877e-02 Score 99.186 Data time: 0.1027, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.8836 [2020-10-19 00:54:45,864][root][INFO] - ===> Epoch[2796](13978/5): Loss -0.7841, Sem 0.0252, dir -0.9808, norm 0.1715, swav 0.0000 LR: 7.877e-02 Score 99.145 Data time: 0.0649, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.0526 [2020-10-19 00:54:48,103][root][INFO] - ===> Epoch[2796](13979/5): Loss -0.7559, Sem 0.0245, dir -0.9808, norm 0.2004, swav 0.0000 LR: 7.876e-02 Score 99.189 Data time: 0.0741, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.1799 [2020-10-19 00:54:50,593][root][INFO] - ===> Epoch[2796](13980/5): Loss -0.7773, Sem 0.0241, dir -0.9789, norm 0.1774, swav 0.0000 LR: 7.876e-02 Score 99.191 Data time: 0.0846, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.3633 [2020-10-19 00:54:52,747][root][INFO] - ===> Epoch[2797](13981/5): Loss -0.7757, Sem 0.0255, dir -0.9830, norm 0.1818, swav 0.0000 LR: 7.876e-02 Score 99.189 Data time: 0.0759, Forward time: 0.7723, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.0408 [2020-10-19 00:54:55,258][root][INFO] - ===> Epoch[2797](13982/5): Loss -0.7768, Sem 0.0226, dir -0.9818, norm 0.1824, swav 0.0000 LR: 7.876e-02 Score 99.251 Data time: 0.0708, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.4250 [2020-10-19 00:54:57,831][root][INFO] - ===> Epoch[2797](13983/5): Loss -0.7696, Sem 0.0253, dir -0.9810, norm 0.1861, swav 0.0000 LR: 7.876e-02 Score 99.140 Data time: 0.1007, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.4498 [2020-10-19 00:55:00,279][root][INFO] - ===> Epoch[2797](13984/5): Loss -0.7730, Sem 0.0230, dir -0.9820, norm 0.1860, swav 0.0000 LR: 7.876e-02 Score 99.225 Data time: 0.1078, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.3083 [2020-10-19 00:55:02,186][root][INFO] - ===> Epoch[2797](13985/5): Loss -0.8073, Sem 0.0240, dir -0.9835, norm 0.1522, swav 0.0000 LR: 7.875e-02 Score 99.216 Data time: 0.0612, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.7941 [2020-10-19 00:55:04,118][root][INFO] - ===> Epoch[2798](13986/5): Loss -0.7343, Sem 0.0599, dir -0.9794, norm 0.1852, swav 0.0000 LR: 7.875e-02 Score 98.519 Data time: 0.0580, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.8608 [2020-10-19 00:55:06,470][root][INFO] - ===> Epoch[2798](13987/5): Loss -0.7798, Sem 0.0278, dir -0.9802, norm 0.1727, swav 0.0000 LR: 7.875e-02 Score 99.072 Data time: 0.1256, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.2780 [2020-10-19 00:55:08,987][root][INFO] - ===> Epoch[2798](13988/5): Loss -0.7270, Sem 0.0382, dir -0.9803, norm 0.2151, swav 0.0000 LR: 7.875e-02 Score 98.761 Data time: 0.0784, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.3901 [2020-10-19 00:55:10,789][root][INFO] - ===> Epoch[2798](13989/5): Loss -0.7708, Sem 0.0311, dir -0.9808, norm 0.1789, swav 0.0000 LR: 7.875e-02 Score 99.012 Data time: 0.0689, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.7171 [2020-10-19 00:55:12,963][root][INFO] - ===> Epoch[2798](13990/5): Loss -0.7802, Sem 0.0274, dir -0.9831, norm 0.1755, swav 0.0000 LR: 7.875e-02 Score 99.118 Data time: 0.1624, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.0883 [2020-10-19 00:55:15,334][root][INFO] - ===> Epoch[2799](13991/5): Loss -0.7947, Sem 0.0282, dir -0.9815, norm 0.1586, swav 0.0000 LR: 7.875e-02 Score 99.070 Data time: 0.1014, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.2407 [2020-10-19 00:55:17,547][root][INFO] - ===> Epoch[2799](13992/5): Loss -0.7742, Sem 0.0303, dir -0.9785, norm 0.1740, swav 0.0000 LR: 7.874e-02 Score 98.958 Data time: 0.0666, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.0914 [2020-10-19 00:55:19,651][root][INFO] - ===> Epoch[2799](13993/5): Loss -0.7796, Sem 0.0262, dir -0.9809, norm 0.1751, swav 0.0000 LR: 7.874e-02 Score 99.108 Data time: 0.0964, Forward time: 0.7725, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.0376 [2020-10-19 00:55:21,866][root][INFO] - ===> Epoch[2799](13994/5): Loss -0.7802, Sem 0.0287, dir -0.9800, norm 0.1711, swav 0.0000 LR: 7.874e-02 Score 99.034 Data time: 0.0898, Forward time: 0.7724, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.1131 [2020-10-19 00:55:24,113][root][INFO] - ===> Epoch[2799](13995/5): Loss -0.7749, Sem 0.0268, dir -0.9802, norm 0.1785, swav 0.0000 LR: 7.874e-02 Score 99.108 Data time: 0.0986, Forward time: 0.7725, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.1702 [2020-10-19 00:55:26,486][root][INFO] - ===> Epoch[2800](13996/5): Loss -0.7723, Sem 0.0251, dir -0.9820, norm 0.1846, swav 0.0000 LR: 7.874e-02 Score 99.157 Data time: 0.0807, Forward time: 0.7725, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.2594 [2020-10-19 00:55:28,835][root][INFO] - ===> Epoch[2800](13997/5): Loss -0.7931, Sem 0.0240, dir -0.9835, norm 0.1665, swav 0.0000 LR: 7.874e-02 Score 99.203 Data time: 0.0639, Forward time: 0.7725, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.2799 [2020-10-19 00:55:31,441][root][INFO] - ===> Epoch[2800](13998/5): Loss -0.7587, Sem 0.0262, dir -0.9808, norm 0.1959, swav 0.0000 LR: 7.873e-02 Score 99.158 Data time: 0.0696, Forward time: 0.7725, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.5119 [2020-10-19 00:55:33,598][root][INFO] - ===> Epoch[2800](13999/5): Loss -0.7804, Sem 0.0258, dir -0.9826, norm 0.1764, swav 0.0000 LR: 7.873e-02 Score 99.150 Data time: 0.0622, Forward time: 0.7725, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.0344 [2020-10-19 00:55:35,686][root][INFO] - ===> Epoch[2800](14000/5): Loss -0.7875, Sem 0.0266, dir -0.9821, norm 0.1681, swav 0.0000 LR: 7.873e-02 Score 99.120 Data time: 0.0846, Forward time: 0.7725, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 2.0008 [2020-10-19 00:55:36,618][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 00:55:36,770][root][INFO] - ===> Start testing [2020-10-19 00:56:15,289][root][INFO] - 68/68: Data time: 0.0021, Iter time: 0.1105 Loss 0.131 (AVG: 0.542) Score 96.368 (AVG: 89.853) mIOU 69.453 mAP 84.855 mAcc 77.310 IOU: 62.101 0.095 75.589 73.344 92.437 92.202 35.521 77.340 94.784 75.245 81.563 85.747 56.919 mAP: 81.807 13.787 94.803 87.641 98.999 98.032 65.630 94.846 99.506 88.658 93.991 95.102 90.318 mAcc: 78.736 0.820 90.406 81.477 94.271 95.795 42.031 91.737 98.043 85.527 89.058 95.610 61.518 [2020-10-19 00:56:15,290][root][INFO] - Finished test. Elapsed time: 38.5183 [2020-10-19 00:56:18,774][root][INFO] - [2020-10-19 00:56:18,774][root][INFO] - ################################################################ [2020-10-19 00:56:18,774][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 00:56:18,774][root][INFO] - ################################################################ [2020-10-19 00:56:18,774][root][INFO] - clutter : nan nan nan [2020-10-19 00:56:18,774][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 00:56:18,774][root][INFO] - board : 0.803 0.869 0.899 [2020-10-19 00:56:18,774][root][INFO] - bookcase : 0.256 0.381 0.516 [2020-10-19 00:56:18,774][root][INFO] - ceiling : 0.451 0.507 0.649 [2020-10-19 00:56:18,774][root][INFO] - chair : 0.778 0.885 0.897 [2020-10-19 00:56:18,774][root][INFO] - column : 0.206 0.347 0.475 [2020-10-19 00:56:18,774][root][INFO] - door : 0.623 0.787 0.837 [2020-10-19 00:56:18,774][root][INFO] - floor : 0.645 0.706 0.757 [2020-10-19 00:56:18,774][root][INFO] - sofa : 0.515 0.801 0.801 [2020-10-19 00:56:18,775][root][INFO] - table : 0.129 0.257 0.600 [2020-10-19 00:56:18,775][root][INFO] - wall : 0.467 0.653 0.768 [2020-10-19 00:56:18,775][root][INFO] - window : 0.515 0.723 0.762 [2020-10-19 00:56:18,775][root][INFO] - ---------------------------------------------------------------- [2020-10-19 00:56:18,775][root][INFO] - average : 0.449 0.576 0.663 [2020-10-19 00:56:18,775][root][INFO] - [2020-10-19 00:56:18,920][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 00:56:18,921][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-19 00:56:20,554][root][INFO] - ===> Epoch[2801](14001/5): Loss -0.7769, Sem 0.0262, dir -0.9795, norm 0.1764, swav 0.0000 LR: 7.873e-02 Score 99.102 Data time: 0.0654, Forward time: 0.7725, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.6273 [2020-10-19 00:56:22,545][root][INFO] - ===> Epoch[2801](14002/5): Loss -0.7721, Sem 0.0304, dir -0.9803, norm 0.1778, swav 0.0000 LR: 7.873e-02 Score 99.036 Data time: 0.0819, Forward time: 0.7725, Backward time: 1.1792, DDP time: 0.0030, Total iter time: 1.8962 [2020-10-19 00:56:24,791][root][INFO] - ===> Epoch[2801](14003/5): Loss -0.7787, Sem 0.0257, dir -0.9820, norm 0.1776, swav 0.0000 LR: 7.873e-02 Score 99.142 Data time: 0.0821, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.1347 [2020-10-19 00:56:26,758][root][INFO] - ===> Epoch[2801](14004/5): Loss -0.7813, Sem 0.0243, dir -0.9821, norm 0.1765, swav 0.0000 LR: 7.873e-02 Score 99.182 Data time: 0.0509, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.8637 [2020-10-19 00:56:28,879][root][INFO] - ===> Epoch[2801](14005/5): Loss -0.7961, Sem 0.0241, dir -0.9823, norm 0.1621, swav 0.0000 LR: 7.872e-02 Score 99.174 Data time: 0.0690, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.0290 [2020-10-19 00:56:31,012][root][INFO] - ===> Epoch[2802](14006/5): Loss -0.7749, Sem 0.0278, dir -0.9813, norm 0.1786, swav 0.0000 LR: 7.872e-02 Score 99.051 Data time: 0.0741, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.0203 [2020-10-19 00:56:32,970][root][INFO] - ===> Epoch[2802](14007/5): Loss -0.7864, Sem 0.0265, dir -0.9804, norm 0.1675, swav 0.0000 LR: 7.872e-02 Score 99.102 Data time: 0.0750, Forward time: 0.7724, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.8518 [2020-10-19 00:56:34,971][root][INFO] - ===> Epoch[2802](14008/5): Loss -0.7689, Sem 0.0224, dir -0.9821, norm 0.1908, swav 0.0000 LR: 7.872e-02 Score 99.271 Data time: 0.1155, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.9086 [2020-10-19 00:56:37,356][root][INFO] - ===> Epoch[2802](14009/5): Loss -0.7686, Sem 0.0240, dir -0.9813, norm 0.1887, swav 0.0000 LR: 7.872e-02 Score 99.202 Data time: 0.0675, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.2739 [2020-10-19 00:56:39,753][root][INFO] - ===> Epoch[2802](14010/5): Loss -0.7640, Sem 0.0295, dir -0.9780, norm 0.1845, swav 0.0000 LR: 7.872e-02 Score 98.995 Data time: 0.1376, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.2749 [2020-10-19 00:56:41,961][root][INFO] - ===> Epoch[2803](14011/5): Loss -0.7705, Sem 0.0271, dir -0.9789, norm 0.1813, swav 0.0000 LR: 7.871e-02 Score 99.080 Data time: 0.0829, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.0921 [2020-10-19 00:56:43,858][root][INFO] - ===> Epoch[2803](14012/5): Loss -0.7755, Sem 0.0279, dir -0.9801, norm 0.1767, swav 0.0000 LR: 7.871e-02 Score 99.081 Data time: 0.0578, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.7812 [2020-10-19 00:56:46,156][root][INFO] - ===> Epoch[2803](14013/5): Loss -0.7823, Sem 0.0246, dir -0.9822, norm 0.1753, swav 0.0000 LR: 7.871e-02 Score 99.175 Data time: 0.0767, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.2129 [2020-10-19 00:56:48,575][root][INFO] - ===> Epoch[2803](14014/5): Loss -0.7850, Sem 0.0243, dir -0.9828, norm 0.1735, swav 0.0000 LR: 7.871e-02 Score 99.179 Data time: 0.0722, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.3121 [2020-10-19 00:56:50,759][root][INFO] - ===> Epoch[2803](14015/5): Loss -0.7617, Sem 0.0268, dir -0.9804, norm 0.1919, swav 0.0000 LR: 7.871e-02 Score 99.119 Data time: 0.0670, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.0794 [2020-10-19 00:56:53,066][root][INFO] - ===> Epoch[2804](14016/5): Loss -0.7520, Sem 0.0295, dir -0.9793, norm 0.1978, swav 0.0000 LR: 7.871e-02 Score 99.062 Data time: 0.0990, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.2107 [2020-10-19 00:56:55,197][root][INFO] - ===> Epoch[2804](14017/5): Loss -0.7880, Sem 0.0254, dir -0.9827, norm 0.1693, swav 0.0000 LR: 7.871e-02 Score 99.161 Data time: 0.0774, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.0103 [2020-10-19 00:56:57,577][root][INFO] - ===> Epoch[2804](14018/5): Loss -0.7849, Sem 0.0250, dir -0.9815, norm 0.1716, swav 0.0000 LR: 7.870e-02 Score 99.156 Data time: 0.0557, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.2824 [2020-10-19 00:56:59,905][root][INFO] - ===> Epoch[2804](14019/5): Loss -0.7840, Sem 0.0234, dir -0.9827, norm 0.1753, swav 0.0000 LR: 7.870e-02 Score 99.245 Data time: 0.0792, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.2456 [2020-10-19 00:57:01,944][root][INFO] - ===> Epoch[2804](14020/5): Loss -0.7870, Sem 0.0241, dir -0.9822, norm 0.1711, swav 0.0000 LR: 7.870e-02 Score 99.195 Data time: 0.0853, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.9232 [2020-10-19 00:57:04,171][root][INFO] - ===> Epoch[2805](14021/5): Loss -0.7747, Sem 0.0263, dir -0.9808, norm 0.1798, swav 0.0000 LR: 7.870e-02 Score 99.120 Data time: 0.0653, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.1086 [2020-10-19 00:57:06,073][root][INFO] - ===> Epoch[2805](14022/5): Loss -0.7839, Sem 0.0266, dir -0.9809, norm 0.1704, swav 0.0000 LR: 7.870e-02 Score 99.103 Data time: 0.0619, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.8207 [2020-10-19 00:57:08,690][root][INFO] - ===> Epoch[2805](14023/5): Loss -0.7562, Sem 0.0283, dir -0.9792, norm 0.1947, swav 0.0000 LR: 7.870e-02 Score 99.043 Data time: 0.0757, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.5498 [2020-10-19 00:57:10,513][root][INFO] - ===> Epoch[2805](14024/5): Loss -0.7804, Sem 0.0257, dir -0.9811, norm 0.1750, swav 0.0000 LR: 7.869e-02 Score 99.123 Data time: 0.0785, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.7261 [2020-10-19 00:57:12,398][root][INFO] - ===> Epoch[2805](14025/5): Loss -0.7703, Sem 0.0260, dir -0.9801, norm 0.1838, swav 0.0000 LR: 7.869e-02 Score 99.124 Data time: 0.0777, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.7950 [2020-10-19 00:57:14,508][root][INFO] - ===> Epoch[2806](14026/5): Loss -0.7692, Sem 0.0249, dir -0.9797, norm 0.1857, swav 0.0000 LR: 7.869e-02 Score 99.178 Data time: 0.0806, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.0029 [2020-10-19 00:57:16,567][root][INFO] - ===> Epoch[2806](14027/5): Loss -0.7837, Sem 0.0238, dir -0.9811, norm 0.1736, swav 0.0000 LR: 7.869e-02 Score 99.196 Data time: 0.2119, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.9380 [2020-10-19 00:57:18,827][root][INFO] - ===> Epoch[2806](14028/5): Loss -0.7614, Sem 0.0290, dir -0.9809, norm 0.1905, swav 0.0000 LR: 7.869e-02 Score 99.064 Data time: 0.1241, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.1689 [2020-10-19 00:57:20,952][root][INFO] - ===> Epoch[2806](14029/5): Loss -0.7849, Sem 0.0245, dir -0.9807, norm 0.1714, swav 0.0000 LR: 7.869e-02 Score 99.192 Data time: 0.0799, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.0026 [2020-10-19 00:57:23,153][root][INFO] - ===> Epoch[2806](14030/5): Loss -0.7877, Sem 0.0225, dir -0.9821, norm 0.1719, swav 0.0000 LR: 7.869e-02 Score 99.260 Data time: 0.0653, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.1015 [2020-10-19 00:57:25,421][root][INFO] - ===> Epoch[2807](14031/5): Loss -0.7766, Sem 0.0254, dir -0.9801, norm 0.1781, swav 0.0000 LR: 7.868e-02 Score 99.139 Data time: 0.0655, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.1456 [2020-10-19 00:57:27,648][root][INFO] - ===> Epoch[2807](14032/5): Loss -0.7856, Sem 0.0251, dir -0.9814, norm 0.1707, swav 0.0000 LR: 7.868e-02 Score 99.149 Data time: 0.0934, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.1048 [2020-10-19 00:57:30,161][root][INFO] - ===> Epoch[2807](14033/5): Loss -0.7803, Sem 0.0247, dir -0.9807, norm 0.1757, swav 0.0000 LR: 7.868e-02 Score 99.164 Data time: 0.0651, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.3831 [2020-10-19 00:57:32,495][root][INFO] - ===> Epoch[2807](14034/5): Loss -0.7725, Sem 0.0268, dir -0.9802, norm 0.1810, swav 0.0000 LR: 7.868e-02 Score 99.103 Data time: 0.0512, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.2418 [2020-10-19 00:57:34,538][root][INFO] - ===> Epoch[2807](14035/5): Loss -0.7868, Sem 0.0224, dir -0.9833, norm 0.1740, swav 0.0000 LR: 7.868e-02 Score 99.262 Data time: 0.0526, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.9906 [2020-10-19 00:57:36,544][root][INFO] - ===> Epoch[2808](14036/5): Loss -0.7869, Sem 0.0241, dir -0.9822, norm 0.1711, swav 0.0000 LR: 7.868e-02 Score 99.197 Data time: 0.0745, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.9296 [2020-10-19 00:57:39,054][root][INFO] - ===> Epoch[2808](14037/5): Loss -0.7611, Sem 0.0275, dir -0.9801, norm 0.1915, swav 0.0000 LR: 7.867e-02 Score 99.078 Data time: 0.0652, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.3942 [2020-10-19 00:57:41,086][root][INFO] - ===> Epoch[2808](14038/5): Loss -0.7647, Sem 0.0239, dir -0.9801, norm 0.1915, swav 0.0000 LR: 7.867e-02 Score 99.181 Data time: 0.0837, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.9312 [2020-10-19 00:57:43,042][root][INFO] - ===> Epoch[2808](14039/5): Loss -0.7873, Sem 0.0258, dir -0.9819, norm 0.1687, swav 0.0000 LR: 7.867e-02 Score 99.130 Data time: 0.0823, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.8378 [2020-10-19 00:57:45,090][root][INFO] - ===> Epoch[2808](14040/5): Loss -0.7868, Sem 0.0237, dir -0.9823, norm 0.1718, swav 0.0000 LR: 7.867e-02 Score 99.202 Data time: 0.0627, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.9312 [2020-10-19 00:57:47,106][root][INFO] - ===> Epoch[2809](14041/5): Loss -0.7888, Sem 0.0235, dir -0.9814, norm 0.1691, swav 0.0000 LR: 7.867e-02 Score 99.212 Data time: 0.1595, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.9121 [2020-10-19 00:57:49,132][root][INFO] - ===> Epoch[2809](14042/5): Loss -0.7878, Sem 0.0224, dir -0.9816, norm 0.1714, swav 0.0000 LR: 7.867e-02 Score 99.235 Data time: 0.1205, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.9246 [2020-10-19 00:57:51,498][root][INFO] - ===> Epoch[2809](14043/5): Loss -0.7894, Sem 0.0228, dir -0.9816, norm 0.1694, swav 0.0000 LR: 7.867e-02 Score 99.241 Data time: 0.0799, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.2426 [2020-10-19 00:57:54,111][root][INFO] - ===> Epoch[2809](14044/5): Loss -0.7757, Sem 0.0290, dir -0.9807, norm 0.1760, swav 0.0000 LR: 7.866e-02 Score 99.039 Data time: 0.0818, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.4838 [2020-10-19 00:57:56,685][root][INFO] - ===> Epoch[2809](14045/5): Loss -0.8009, Sem 0.0247, dir -0.9830, norm 0.1574, swav 0.0000 LR: 7.866e-02 Score 99.172 Data time: 0.0795, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.4567 [2020-10-19 00:57:58,378][root][INFO] - ===> Epoch[2810](14046/5): Loss -0.7969, Sem 0.0249, dir -0.9822, norm 0.1604, swav 0.0000 LR: 7.866e-02 Score 99.170 Data time: 0.0694, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.5892 [2020-10-19 00:58:00,495][root][INFO] - ===> Epoch[2810](14047/5): Loss -0.7727, Sem 0.0260, dir -0.9807, norm 0.1820, swav 0.0000 LR: 7.866e-02 Score 99.141 Data time: 0.0858, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.0140 [2020-10-19 00:58:02,518][root][INFO] - ===> Epoch[2810](14048/5): Loss -0.7968, Sem 0.0248, dir -0.9820, norm 0.1603, swav 0.0000 LR: 7.866e-02 Score 99.156 Data time: 0.0622, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.8951 [2020-10-19 00:58:05,030][root][INFO] - ===> Epoch[2810](14049/5): Loss -0.7927, Sem 0.0202, dir -0.9824, norm 0.1694, swav 0.0000 LR: 7.866e-02 Score 99.323 Data time: 0.0803, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.4151 [2020-10-19 00:58:07,350][root][INFO] - ===> Epoch[2810](14050/5): Loss -0.7774, Sem 0.0255, dir -0.9822, norm 0.1792, swav 0.0000 LR: 7.865e-02 Score 99.133 Data time: 0.1592, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.1960 [2020-10-19 00:58:09,812][root][INFO] - ===> Epoch[2811](14051/5): Loss -0.7995, Sem 0.0237, dir -0.9820, norm 0.1588, swav 0.0000 LR: 7.865e-02 Score 99.204 Data time: 0.1029, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.3723 [2020-10-19 00:58:12,123][root][INFO] - ===> Epoch[2811](14052/5): Loss -0.7885, Sem 0.0238, dir -0.9813, norm 0.1690, swav 0.0000 LR: 7.865e-02 Score 99.200 Data time: 0.0800, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.2107 [2020-10-19 00:58:14,070][root][INFO] - ===> Epoch[2811](14053/5): Loss -0.7781, Sem 0.0231, dir -0.9812, norm 0.1800, swav 0.0000 LR: 7.865e-02 Score 99.226 Data time: 0.0861, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.8467 [2020-10-19 00:58:15,879][root][INFO] - ===> Epoch[2811](14054/5): Loss -0.7815, Sem 0.0230, dir -0.9819, norm 0.1774, swav 0.0000 LR: 7.865e-02 Score 99.233 Data time: 0.0766, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.7130 [2020-10-19 00:58:18,090][root][INFO] - ===> Epoch[2811](14055/5): Loss -0.7965, Sem 0.0233, dir -0.9829, norm 0.1631, swav 0.0000 LR: 7.865e-02 Score 99.201 Data time: 0.0775, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.1408 [2020-10-19 00:58:20,428][root][INFO] - ===> Epoch[2812](14056/5): Loss -0.7811, Sem 0.0231, dir -0.9806, norm 0.1764, swav 0.0000 LR: 7.865e-02 Score 99.226 Data time: 0.0586, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.2159 [2020-10-19 00:58:22,827][root][INFO] - ===> Epoch[2812](14057/5): Loss -0.7881, Sem 0.0244, dir -0.9816, norm 0.1691, swav 0.0000 LR: 7.864e-02 Score 99.179 Data time: 0.0662, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.2894 [2020-10-19 00:58:25,308][root][INFO] - ===> Epoch[2812](14058/5): Loss -0.7754, Sem 0.0269, dir -0.9785, norm 0.1763, swav 0.0000 LR: 7.864e-02 Score 99.079 Data time: 0.0855, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.3611 [2020-10-19 00:58:27,630][root][INFO] - ===> Epoch[2812](14059/5): Loss -0.7855, Sem 0.0262, dir -0.9810, norm 0.1693, swav 0.0000 LR: 7.864e-02 Score 99.116 Data time: 0.0652, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.2012 [2020-10-19 00:58:29,616][root][INFO] - ===> Epoch[2812](14060/5): Loss -0.7876, Sem 0.0224, dir -0.9830, norm 0.1731, swav 0.0000 LR: 7.864e-02 Score 99.255 Data time: 0.0859, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.8955 [2020-10-19 00:58:31,964][root][INFO] - ===> Epoch[2813](14061/5): Loss -0.7668, Sem 0.0230, dir -0.9822, norm 0.1925, swav 0.0000 LR: 7.864e-02 Score 99.257 Data time: 0.0863, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.2470 [2020-10-19 00:58:34,401][root][INFO] - ===> Epoch[2813](14062/5): Loss -0.7881, Sem 0.0235, dir -0.9825, norm 0.1709, swav 0.0000 LR: 7.864e-02 Score 99.209 Data time: 0.0748, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.3179 [2020-10-19 00:58:36,816][root][INFO] - ===> Epoch[2813](14063/5): Loss -0.7945, Sem 0.0225, dir -0.9830, norm 0.1659, swav 0.0000 LR: 7.863e-02 Score 99.254 Data time: 0.0645, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.3234 [2020-10-19 00:58:38,939][root][INFO] - ===> Epoch[2813](14064/5): Loss -0.7832, Sem 0.0238, dir -0.9835, norm 0.1765, swav 0.0000 LR: 7.863e-02 Score 99.201 Data time: 0.0732, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.0340 [2020-10-19 00:58:41,515][root][INFO] - ===> Epoch[2813](14065/5): Loss -0.7804, Sem 0.0270, dir -0.9803, norm 0.1730, swav 0.0000 LR: 7.863e-02 Score 99.093 Data time: 0.0831, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.4633 [2020-10-19 00:58:44,536][root][INFO] - ===> Epoch[2814](14066/5): Loss -0.7729, Sem 0.0257, dir -0.9806, norm 0.1820, swav 0.0000 LR: 7.863e-02 Score 99.150 Data time: 0.0714, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.9132 [2020-10-19 00:58:46,544][root][INFO] - ===> Epoch[2814](14067/5): Loss -0.7935, Sem 0.0237, dir -0.9807, norm 0.1634, swav 0.0000 LR: 7.863e-02 Score 99.218 Data time: 0.1018, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.8894 [2020-10-19 00:58:48,554][root][INFO] - ===> Epoch[2814](14068/5): Loss -0.7922, Sem 0.0258, dir -0.9821, norm 0.1642, swav 0.0000 LR: 7.863e-02 Score 99.138 Data time: 0.0793, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.8995 [2020-10-19 00:58:50,617][root][INFO] - ===> Epoch[2814](14069/5): Loss -0.8109, Sem 0.0215, dir -0.9831, norm 0.1507, swav 0.0000 LR: 7.863e-02 Score 99.296 Data time: 0.0745, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.9617 [2020-10-19 00:58:52,778][root][INFO] - ===> Epoch[2814](14070/5): Loss -0.7776, Sem 0.0237, dir -0.9825, norm 0.1813, swav 0.0000 LR: 7.862e-02 Score 99.219 Data time: 0.0790, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.0584 [2020-10-19 00:58:54,724][root][INFO] - ===> Epoch[2815](14071/5): Loss -0.7958, Sem 0.0209, dir -0.9822, norm 0.1655, swav 0.0000 LR: 7.862e-02 Score 99.300 Data time: 0.0655, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.8421 [2020-10-19 00:58:56,995][root][INFO] - ===> Epoch[2815](14072/5): Loss -0.7993, Sem 0.0245, dir -0.9811, norm 0.1573, swav 0.0000 LR: 7.862e-02 Score 99.172 Data time: 0.0874, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.1729 [2020-10-19 00:58:59,163][root][INFO] - ===> Epoch[2815](14073/5): Loss -0.7781, Sem 0.0240, dir -0.9822, norm 0.1802, swav 0.0000 LR: 7.862e-02 Score 99.210 Data time: 0.0968, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.0624 [2020-10-19 00:59:01,457][root][INFO] - ===> Epoch[2815](14074/5): Loss -0.7804, Sem 0.0228, dir -0.9822, norm 0.1790, swav 0.0000 LR: 7.862e-02 Score 99.235 Data time: 0.0703, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.1554 [2020-10-19 00:59:04,307][root][INFO] - ===> Epoch[2815](14075/5): Loss -0.7890, Sem 0.0241, dir -0.9811, norm 0.1680, swav 0.0000 LR: 7.862e-02 Score 99.184 Data time: 0.0621, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.7601 [2020-10-19 00:59:06,574][root][INFO] - ===> Epoch[2816](14076/5): Loss -0.7700, Sem 0.0267, dir -0.9798, norm 0.1831, swav 0.0000 LR: 7.861e-02 Score 99.108 Data time: 0.0851, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.1812 [2020-10-19 00:59:08,626][root][INFO] - ===> Epoch[2816](14077/5): Loss -0.7880, Sem 0.0209, dir -0.9818, norm 0.1729, swav 0.0000 LR: 7.861e-02 Score 99.311 Data time: 0.0935, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.9400 [2020-10-19 00:59:10,606][root][INFO] - ===> Epoch[2816](14078/5): Loss -0.7839, Sem 0.0235, dir -0.9822, norm 0.1749, swav 0.0000 LR: 7.861e-02 Score 99.222 Data time: 0.0812, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.8425 [2020-10-19 00:59:12,682][root][INFO] - ===> Epoch[2816](14079/5): Loss -0.7842, Sem 0.0245, dir -0.9809, norm 0.1723, swav 0.0000 LR: 7.861e-02 Score 99.182 Data time: 0.1012, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.9845 [2020-10-19 00:59:14,729][root][INFO] - ===> Epoch[2816](14080/5): Loss -0.7768, Sem 0.0256, dir -0.9806, norm 0.1782, swav 0.0000 LR: 7.861e-02 Score 99.120 Data time: 0.0910, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.9548 [2020-10-19 00:59:17,044][root][INFO] - ===> Epoch[2817](14081/5): Loss -0.7870, Sem 0.0240, dir -0.9820, norm 0.1710, swav 0.0000 LR: 7.861e-02 Score 99.197 Data time: 0.0748, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.2070 [2020-10-19 00:59:19,125][root][INFO] - ===> Epoch[2817](14082/5): Loss -0.7805, Sem 0.0241, dir -0.9821, norm 0.1774, swav 0.0000 LR: 7.861e-02 Score 99.195 Data time: 0.0944, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.9872 [2020-10-19 00:59:21,347][root][INFO] - ===> Epoch[2817](14083/5): Loss -0.8024, Sem 0.0205, dir -0.9835, norm 0.1606, swav 0.0000 LR: 7.860e-02 Score 99.313 Data time: 0.0849, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.1022 [2020-10-19 00:59:23,547][root][INFO] - ===> Epoch[2817](14084/5): Loss -0.7921, Sem 0.0263, dir -0.9802, norm 0.1618, swav 0.0000 LR: 7.860e-02 Score 99.111 Data time: 0.0808, Forward time: 0.7726, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.1112 [2020-10-19 00:59:25,651][root][INFO] - ===> Epoch[2817](14085/5): Loss -0.7905, Sem 0.0218, dir -0.9824, norm 0.1701, swav 0.0000 LR: 7.860e-02 Score 99.264 Data time: 0.0729, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.0073 [2020-10-19 00:59:28,240][root][INFO] - ===> Epoch[2818](14086/5): Loss -0.8052, Sem 0.0239, dir -0.9824, norm 0.1532, swav 0.0000 LR: 7.860e-02 Score 99.165 Data time: 0.0883, Forward time: 0.7726, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.4786 [2020-10-19 00:59:30,306][root][INFO] - ===> Epoch[2818](14087/5): Loss -0.7912, Sem 0.0226, dir -0.9831, norm 0.1694, swav 0.0000 LR: 7.860e-02 Score 99.255 Data time: 0.0793, Forward time: 0.7726, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.9489 [2020-10-19 00:59:32,293][root][INFO] - ===> Epoch[2818](14088/5): Loss -0.8082, Sem 0.0217, dir -0.9846, norm 0.1547, swav 0.0000 LR: 7.860e-02 Score 99.266 Data time: 0.0626, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.8779 [2020-10-19 00:59:34,454][root][INFO] - ===> Epoch[2818](14089/5): Loss -0.7875, Sem 0.0260, dir -0.9813, norm 0.1678, swav 0.0000 LR: 7.859e-02 Score 99.119 Data time: 0.0751, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.0837 [2020-10-19 00:59:36,602][root][INFO] - ===> Epoch[2818](14090/5): Loss -0.7960, Sem 0.0214, dir -0.9836, norm 0.1662, swav 0.0000 LR: 7.859e-02 Score 99.310 Data time: 0.0751, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.0365 [2020-10-19 00:59:39,106][root][INFO] - ===> Epoch[2819](14091/5): Loss -0.7987, Sem 0.0224, dir -0.9829, norm 0.1618, swav 0.0000 LR: 7.859e-02 Score 99.232 Data time: 0.1604, Forward time: 0.7726, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.4085 [2020-10-19 00:59:41,720][root][INFO] - ===> Epoch[2819](14092/5): Loss -0.7871, Sem 0.0214, dir -0.9830, norm 0.1745, swav 0.0000 LR: 7.859e-02 Score 99.275 Data time: 0.0738, Forward time: 0.7726, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.4973 [2020-10-19 00:59:44,028][root][INFO] - ===> Epoch[2819](14093/5): Loss -0.7838, Sem 0.0254, dir -0.9830, norm 0.1737, swav 0.0000 LR: 7.859e-02 Score 99.129 Data time: 0.0658, Forward time: 0.7726, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.2234 [2020-10-19 00:59:46,661][root][INFO] - ===> Epoch[2819](14094/5): Loss -0.7830, Sem 0.0268, dir -0.9805, norm 0.1707, swav 0.0000 LR: 7.859e-02 Score 99.117 Data time: 0.0720, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.5219 [2020-10-19 00:59:48,676][root][INFO] - ===> Epoch[2819](14095/5): Loss -0.7814, Sem 0.0239, dir -0.9832, norm 0.1778, swav 0.0000 LR: 7.859e-02 Score 99.207 Data time: 0.0886, Forward time: 0.7726, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.9277 [2020-10-19 00:59:50,756][root][INFO] - ===> Epoch[2820](14096/5): Loss -0.7891, Sem 0.0274, dir -0.9806, norm 0.1641, swav 0.0000 LR: 7.858e-02 Score 99.079 Data time: 0.0574, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 1.9737 [2020-10-19 00:59:52,972][root][INFO] - ===> Epoch[2820](14097/5): Loss -0.7587, Sem 0.0249, dir -0.9804, norm 0.1968, swav 0.0000 LR: 7.858e-02 Score 99.169 Data time: 0.0639, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.1556 [2020-10-19 00:59:55,098][root][INFO] - ===> Epoch[2820](14098/5): Loss -0.7826, Sem 0.0260, dir -0.9810, norm 0.1724, swav 0.0000 LR: 7.858e-02 Score 99.123 Data time: 0.0749, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.0192 [2020-10-19 00:59:56,893][root][INFO] - ===> Epoch[2820](14099/5): Loss -0.8029, Sem 0.0214, dir -0.9838, norm 0.1595, swav 0.0000 LR: 7.858e-02 Score 99.282 Data time: 0.0664, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.6871 [2020-10-19 00:59:59,566][root][INFO] - ===> Epoch[2820](14100/5): Loss -0.7568, Sem 0.0232, dir -0.9823, norm 0.2024, swav 0.0000 LR: 7.858e-02 Score 99.238 Data time: 0.1589, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.5814 [2020-10-19 01:00:00,572][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 01:00:02,551][root][INFO] - ===> Epoch[2821](14101/5): Loss -0.7985, Sem 0.0250, dir -0.9826, norm 0.1591, swav 0.0000 LR: 7.858e-02 Score 99.174 Data time: 0.0904, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.7983 [2020-10-19 01:00:04,330][root][INFO] - ===> Epoch[2821](14102/5): Loss -0.7883, Sem 0.0255, dir -0.9808, norm 0.1671, swav 0.0000 LR: 7.857e-02 Score 99.154 Data time: 0.0804, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.6772 [2020-10-19 01:00:06,598][root][INFO] - ===> Epoch[2821](14103/5): Loss -0.7879, Sem 0.0230, dir -0.9824, norm 0.1715, swav 0.0000 LR: 7.857e-02 Score 99.243 Data time: 0.0928, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.1569 [2020-10-19 01:00:09,167][root][INFO] - ===> Epoch[2821](14104/5): Loss -0.7832, Sem 0.0261, dir -0.9805, norm 0.1711, swav 0.0000 LR: 7.857e-02 Score 99.123 Data time: 0.0813, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.4565 [2020-10-19 01:00:10,992][root][INFO] - ===> Epoch[2821](14105/5): Loss -0.7722, Sem 0.0265, dir -0.9817, norm 0.1829, swav 0.0000 LR: 7.857e-02 Score 99.115 Data time: 0.0738, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.6776 [2020-10-19 01:00:13,252][root][INFO] - ===> Epoch[2822](14106/5): Loss -0.7865, Sem 0.0234, dir -0.9814, norm 0.1715, swav 0.0000 LR: 7.857e-02 Score 99.220 Data time: 0.0976, Forward time: 0.7726, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.1457 [2020-10-19 01:00:15,760][root][INFO] - ===> Epoch[2822](14107/5): Loss -0.7897, Sem 0.0249, dir -0.9823, norm 0.1677, swav 0.0000 LR: 7.857e-02 Score 99.159 Data time: 0.0624, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.3771 [2020-10-19 01:00:17,919][root][INFO] - ===> Epoch[2822](14108/5): Loss -0.8049, Sem 0.0253, dir -0.9831, norm 0.1529, swav 0.0000 LR: 7.857e-02 Score 99.138 Data time: 0.0727, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.0555 [2020-10-19 01:00:19,697][root][INFO] - ===> Epoch[2822](14109/5): Loss -0.7971, Sem 0.0219, dir -0.9810, norm 0.1620, swav 0.0000 LR: 7.856e-02 Score 99.260 Data time: 0.0565, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.6846 [2020-10-19 01:00:21,881][root][INFO] - ===> Epoch[2822](14110/5): Loss -0.7779, Sem 0.0249, dir -0.9802, norm 0.1774, swav 0.0000 LR: 7.856e-02 Score 99.161 Data time: 0.2204, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.0621 [2020-10-19 01:00:23,903][root][INFO] - ===> Epoch[2823](14111/5): Loss -0.7952, Sem 0.0242, dir -0.9825, norm 0.1631, swav 0.0000 LR: 7.856e-02 Score 99.183 Data time: 0.0805, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.9630 [2020-10-19 01:00:25,909][root][INFO] - ===> Epoch[2823](14112/5): Loss -0.7929, Sem 0.0255, dir -0.9818, norm 0.1634, swav 0.0000 LR: 7.856e-02 Score 99.153 Data time: 0.0481, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.8854 [2020-10-19 01:00:28,337][root][INFO] - ===> Epoch[2823](14113/5): Loss -0.7818, Sem 0.0217, dir -0.9818, norm 0.1783, swav 0.0000 LR: 7.856e-02 Score 99.267 Data time: 0.0998, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.3422 [2020-10-19 01:00:30,706][root][INFO] - ===> Epoch[2823](14114/5): Loss -0.7972, Sem 0.0234, dir -0.9820, norm 0.1614, swav 0.0000 LR: 7.856e-02 Score 99.212 Data time: 0.1023, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.2507 [2020-10-19 01:00:33,467][root][INFO] - ===> Epoch[2823](14115/5): Loss -0.7702, Sem 0.0258, dir -0.9801, norm 0.1841, swav 0.0000 LR: 7.855e-02 Score 99.148 Data time: 0.0744, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.6489 [2020-10-19 01:00:35,533][root][INFO] - ===> Epoch[2824](14116/5): Loss -0.7981, Sem 0.0249, dir -0.9826, norm 0.1597, swav 0.0000 LR: 7.855e-02 Score 99.151 Data time: 0.0875, Forward time: 0.7726, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.9613 [2020-10-19 01:00:37,661][root][INFO] - ===> Epoch[2824](14117/5): Loss -0.7908, Sem 0.0242, dir -0.9831, norm 0.1682, swav 0.0000 LR: 7.855e-02 Score 99.193 Data time: 0.0610, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.0144 [2020-10-19 01:00:39,915][root][INFO] - ===> Epoch[2824](14118/5): Loss -0.7947, Sem 0.0243, dir -0.9826, norm 0.1637, swav 0.0000 LR: 7.855e-02 Score 99.194 Data time: 0.0610, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.1487 [2020-10-19 01:00:41,914][root][INFO] - ===> Epoch[2824](14119/5): Loss -0.7947, Sem 0.0265, dir -0.9813, norm 0.1601, swav 0.0000 LR: 7.855e-02 Score 99.107 Data time: 0.0531, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.9205 [2020-10-19 01:00:44,144][root][INFO] - ===> Epoch[2824](14120/5): Loss -0.7878, Sem 0.0256, dir -0.9820, norm 0.1685, swav 0.0000 LR: 7.855e-02 Score 99.140 Data time: 0.1321, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.1729 [2020-10-19 01:00:47,164][root][INFO] - ===> Epoch[2825](14121/5): Loss -0.7882, Sem 0.0227, dir -0.9825, norm 0.1716, swav 0.0000 LR: 7.854e-02 Score 99.257 Data time: 0.0871, Forward time: 0.7725, Backward time: 1.1791, DDP time: 0.0030, Total iter time: 2.9259 [2020-10-19 01:00:49,304][root][INFO] - ===> Epoch[2825](14122/5): Loss -0.7940, Sem 0.0246, dir -0.9831, norm 0.1646, swav 0.0000 LR: 7.854e-02 Score 99.196 Data time: 0.0831, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.0215 [2020-10-19 01:00:51,231][root][INFO] - ===> Epoch[2825](14123/5): Loss -0.7905, Sem 0.0234, dir -0.9820, norm 0.1681, swav 0.0000 LR: 7.854e-02 Score 99.213 Data time: 0.0806, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.8313 [2020-10-19 01:00:53,350][root][INFO] - ===> Epoch[2825](14124/5): Loss -0.7897, Sem 0.0252, dir -0.9819, norm 0.1670, swav 0.0000 LR: 7.854e-02 Score 99.163 Data time: 0.1711, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.0148 [2020-10-19 01:00:55,433][root][INFO] - ===> Epoch[2825](14125/5): Loss -0.7929, Sem 0.0235, dir -0.9810, norm 0.1647, swav 0.0000 LR: 7.854e-02 Score 99.218 Data time: 0.0712, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.9868 [2020-10-19 01:00:57,293][root][INFO] - ===> Epoch[2826](14126/5): Loss -0.7634, Sem 0.0275, dir -0.9815, norm 0.1906, swav 0.0000 LR: 7.854e-02 Score 99.069 Data time: 0.0941, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.7498 [2020-10-19 01:00:59,344][root][INFO] - ===> Epoch[2826](14127/5): Loss -0.7943, Sem 0.0238, dir -0.9832, norm 0.1650, swav 0.0000 LR: 7.854e-02 Score 99.225 Data time: 0.0880, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.9741 [2020-10-19 01:01:01,647][root][INFO] - ===> Epoch[2826](14128/5): Loss -0.7902, Sem 0.0235, dir -0.9831, norm 0.1694, swav 0.0000 LR: 7.853e-02 Score 99.223 Data time: 0.0777, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.1889 [2020-10-19 01:01:03,797][root][INFO] - ===> Epoch[2826](14129/5): Loss -0.7910, Sem 0.0243, dir -0.9814, norm 0.1661, swav 0.0000 LR: 7.853e-02 Score 99.182 Data time: 0.0648, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.0501 [2020-10-19 01:01:06,050][root][INFO] - ===> Epoch[2826](14130/5): Loss -0.7885, Sem 0.0219, dir -0.9827, norm 0.1723, swav 0.0000 LR: 7.853e-02 Score 99.280 Data time: 0.0891, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.1629 [2020-10-19 01:01:08,295][root][INFO] - ===> Epoch[2827](14131/5): Loss -0.7730, Sem 0.0263, dir -0.9800, norm 0.1807, swav 0.0000 LR: 7.853e-02 Score 99.138 Data time: 0.0691, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.1501 [2020-10-19 01:01:10,355][root][INFO] - ===> Epoch[2827](14132/5): Loss -0.7664, Sem 0.0269, dir -0.9788, norm 0.1856, swav 0.0000 LR: 7.853e-02 Score 99.120 Data time: 0.0817, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.9778 [2020-10-19 01:01:12,173][root][INFO] - ===> Epoch[2827](14133/5): Loss -0.8073, Sem 0.0234, dir -0.9825, norm 0.1518, swav 0.0000 LR: 7.853e-02 Score 99.209 Data time: 0.0502, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.6966 [2020-10-19 01:01:14,581][root][INFO] - ===> Epoch[2827](14134/5): Loss -0.7756, Sem 0.0219, dir -0.9825, norm 0.1851, swav 0.0000 LR: 7.852e-02 Score 99.263 Data time: 0.0749, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.3279 [2020-10-19 01:01:16,979][root][INFO] - ===> Epoch[2827](14135/5): Loss -0.7829, Sem 0.0226, dir -0.9808, norm 0.1753, swav 0.0000 LR: 7.852e-02 Score 99.218 Data time: 0.0881, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.2827 [2020-10-19 01:01:19,148][root][INFO] - ===> Epoch[2828](14136/5): Loss -0.7773, Sem 0.0250, dir -0.9804, norm 0.1781, swav 0.0000 LR: 7.852e-02 Score 99.159 Data time: 0.0821, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.0389 [2020-10-19 01:01:21,456][root][INFO] - ===> Epoch[2828](14137/5): Loss -0.7921, Sem 0.0248, dir -0.9814, norm 0.1645, swav 0.0000 LR: 7.852e-02 Score 99.159 Data time: 0.1524, Forward time: 0.7725, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.1608 [2020-10-19 01:01:23,668][root][INFO] - ===> Epoch[2828](14138/5): Loss -0.7752, Sem 0.0223, dir -0.9828, norm 0.1853, swav 0.0000 LR: 7.852e-02 Score 99.249 Data time: 0.0974, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.0957 [2020-10-19 01:01:25,570][root][INFO] - ===> Epoch[2828](14139/5): Loss -0.7879, Sem 0.0221, dir -0.9820, norm 0.1719, swav 0.0000 LR: 7.852e-02 Score 99.260 Data time: 0.0783, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.8050 [2020-10-19 01:01:27,549][root][INFO] - ===> Epoch[2828](14140/5): Loss -0.7708, Sem 0.0268, dir -0.9806, norm 0.1831, swav 0.0000 LR: 7.852e-02 Score 99.113 Data time: 0.0741, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.8853 [2020-10-19 01:01:29,545][root][INFO] - ===> Epoch[2829](14141/5): Loss -0.7760, Sem 0.0230, dir -0.9814, norm 0.1823, swav 0.0000 LR: 7.851e-02 Score 99.230 Data time: 0.0693, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.9210 [2020-10-19 01:01:32,248][root][INFO] - ===> Epoch[2829](14142/5): Loss -0.7724, Sem 0.0207, dir -0.9820, norm 0.1889, swav 0.0000 LR: 7.851e-02 Score 99.294 Data time: 0.1130, Forward time: 0.7725, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.6051 [2020-10-19 01:01:34,947][root][INFO] - ===> Epoch[2829](14143/5): Loss -0.7628, Sem 0.0275, dir -0.9800, norm 0.1897, swav 0.0000 LR: 7.851e-02 Score 99.102 Data time: 0.0860, Forward time: 0.7726, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.6468 [2020-10-19 01:01:36,979][root][INFO] - ===> Epoch[2829](14144/5): Loss -0.7809, Sem 0.0258, dir -0.9820, norm 0.1754, swav 0.0000 LR: 7.851e-02 Score 99.139 Data time: 0.0923, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.9157 [2020-10-19 01:01:39,256][root][INFO] - ===> Epoch[2829](14145/5): Loss -0.7603, Sem 0.0256, dir -0.9816, norm 0.1957, swav 0.0000 LR: 7.851e-02 Score 99.146 Data time: 0.1456, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.1949 [2020-10-19 01:01:41,464][root][INFO] - ===> Epoch[2830](14146/5): Loss -0.7779, Sem 0.0238, dir -0.9827, norm 0.1809, swav 0.0000 LR: 7.851e-02 Score 99.209 Data time: 0.0921, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.0938 [2020-10-19 01:01:43,625][root][INFO] - ===> Epoch[2830](14147/5): Loss -0.7452, Sem 0.0247, dir -0.9777, norm 0.2078, swav 0.0000 LR: 7.850e-02 Score 99.175 Data time: 0.0669, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.0521 [2020-10-19 01:01:45,755][root][INFO] - ===> Epoch[2830](14148/5): Loss -0.7867, Sem 0.0241, dir -0.9813, norm 0.1705, swav 0.0000 LR: 7.850e-02 Score 99.181 Data time: 0.0664, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.0331 [2020-10-19 01:01:48,232][root][INFO] - ===> Epoch[2830](14149/5): Loss -0.7426, Sem 0.0249, dir -0.9782, norm 0.2106, swav 0.0000 LR: 7.850e-02 Score 99.182 Data time: 0.1618, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.3830 [2020-10-19 01:01:50,787][root][INFO] - ===> Epoch[2830](14150/5): Loss -0.7588, Sem 0.0233, dir -0.9817, norm 0.1995, swav 0.0000 LR: 7.850e-02 Score 99.233 Data time: 0.1046, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.4639 [2020-10-19 01:01:53,187][root][INFO] - ===> Epoch[2831](14151/5): Loss -0.7562, Sem 0.0258, dir -0.9795, norm 0.1976, swav 0.0000 LR: 7.850e-02 Score 99.182 Data time: 0.0679, Forward time: 0.7726, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 2.2424 [2020-10-19 01:01:55,297][root][INFO] - ===> Epoch[2831](14152/5): Loss -0.7701, Sem 0.0246, dir -0.9816, norm 0.1869, swav 0.0000 LR: 7.850e-02 Score 99.164 Data time: 0.0691, Forward time: 0.7726, Backward time: 1.1790, DDP time: 0.0030, Total iter time: 1.9856 [2020-10-19 01:01:57,060][root][INFO] - ===> Epoch[2831](14153/5): Loss -0.7710, Sem 0.0239, dir -0.9818, norm 0.1870, swav 0.0000 LR: 7.850e-02 Score 99.189 Data time: 0.0659, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.6721 [2020-10-19 01:01:58,890][root][INFO] - ===> Epoch[2831](14154/5): Loss -0.7686, Sem 0.0244, dir -0.9808, norm 0.1879, swav 0.0000 LR: 7.849e-02 Score 99.179 Data time: 0.2599, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.7553 [2020-10-19 01:02:01,320][root][INFO] - ===> Epoch[2831](14155/5): Loss -0.7636, Sem 0.0227, dir -0.9812, norm 0.1949, swav 0.0000 LR: 7.849e-02 Score 99.249 Data time: 0.1074, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.3261 [2020-10-19 01:02:03,738][root][INFO] - ===> Epoch[2832](14156/5): Loss -0.7559, Sem 0.0253, dir -0.9810, norm 0.1999, swav 0.0000 LR: 7.849e-02 Score 99.163 Data time: 0.0812, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.3020 [2020-10-19 01:02:05,947][root][INFO] - ===> Epoch[2832](14157/5): Loss -0.7809, Sem 0.0230, dir -0.9817, norm 0.1778, swav 0.0000 LR: 7.849e-02 Score 99.228 Data time: 0.0618, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.1135 [2020-10-19 01:02:07,853][root][INFO] - ===> Epoch[2832](14158/5): Loss -0.7833, Sem 0.0256, dir -0.9813, norm 0.1724, swav 0.0000 LR: 7.849e-02 Score 99.143 Data time: 0.0588, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.8093 [2020-10-19 01:02:10,055][root][INFO] - ===> Epoch[2832](14159/5): Loss -0.7741, Sem 0.0251, dir -0.9807, norm 0.1814, swav 0.0000 LR: 7.849e-02 Score 99.172 Data time: 0.0847, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.1503 [2020-10-19 01:02:12,411][root][INFO] - ===> Epoch[2832](14160/5): Loss -0.7692, Sem 0.0250, dir -0.9803, norm 0.1860, swav 0.0000 LR: 7.848e-02 Score 99.171 Data time: 0.0774, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.2449 [2020-10-19 01:02:14,858][root][INFO] - ===> Epoch[2833](14161/5): Loss -0.7765, Sem 0.0243, dir -0.9807, norm 0.1799, swav 0.0000 LR: 7.848e-02 Score 99.192 Data time: 0.0679, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.3594 [2020-10-19 01:02:17,069][root][INFO] - ===> Epoch[2833](14162/5): Loss -0.7879, Sem 0.0226, dir -0.9828, norm 0.1724, swav 0.0000 LR: 7.848e-02 Score 99.227 Data time: 0.0782, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.1294 [2020-10-19 01:02:19,106][root][INFO] - ===> Epoch[2833](14163/5): Loss -0.7692, Sem 0.0238, dir -0.9812, norm 0.1882, swav 0.0000 LR: 7.848e-02 Score 99.209 Data time: 0.0875, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.9317 [2020-10-19 01:02:21,540][root][INFO] - ===> Epoch[2833](14164/5): Loss -0.7808, Sem 0.0242, dir -0.9816, norm 0.1766, swav 0.0000 LR: 7.848e-02 Score 99.200 Data time: 0.0894, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.3084 [2020-10-19 01:02:23,570][root][INFO] - ===> Epoch[2833](14165/5): Loss -0.7788, Sem 0.0252, dir -0.9812, norm 0.1771, swav 0.0000 LR: 7.848e-02 Score 99.138 Data time: 0.0890, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.8968 [2020-10-19 01:02:26,040][root][INFO] - ===> Epoch[2834](14166/5): Loss -0.7801, Sem 0.0239, dir -0.9832, norm 0.1793, swav 0.0000 LR: 7.848e-02 Score 99.197 Data time: 0.0917, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.3522 [2020-10-19 01:02:28,348][root][INFO] - ===> Epoch[2834](14167/5): Loss -0.7582, Sem 0.0249, dir -0.9803, norm 0.1972, swav 0.0000 LR: 7.847e-02 Score 99.163 Data time: 0.0972, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.2176 [2020-10-19 01:02:30,469][root][INFO] - ===> Epoch[2834](14168/5): Loss -0.7543, Sem 0.0230, dir -0.9808, norm 0.2034, swav 0.0000 LR: 7.847e-02 Score 99.246 Data time: 0.0839, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.9963 [2020-10-19 01:02:32,449][root][INFO] - ===> Epoch[2834](14169/5): Loss -0.7888, Sem 0.0241, dir -0.9816, norm 0.1686, swav 0.0000 LR: 7.847e-02 Score 99.189 Data time: 0.1741, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.8827 [2020-10-19 01:02:34,846][root][INFO] - ===> Epoch[2834](14170/5): Loss -0.7712, Sem 0.0230, dir -0.9816, norm 0.1874, swav 0.0000 LR: 7.847e-02 Score 99.238 Data time: 0.0841, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.3308 [2020-10-19 01:02:37,315][root][INFO] - ===> Epoch[2835](14171/5): Loss -0.7797, Sem 0.0243, dir -0.9796, norm 0.1755, swav 0.0000 LR: 7.847e-02 Score 99.166 Data time: 0.0707, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.3570 [2020-10-19 01:02:39,249][root][INFO] - ===> Epoch[2835](14172/5): Loss -0.7702, Sem 0.0250, dir -0.9809, norm 0.1858, swav 0.0000 LR: 7.847e-02 Score 99.155 Data time: 0.0531, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.8328 [2020-10-19 01:02:41,523][root][INFO] - ===> Epoch[2835](14173/5): Loss -0.8058, Sem 0.0215, dir -0.9840, norm 0.1566, swav 0.0000 LR: 7.846e-02 Score 99.261 Data time: 0.1550, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.2024 [2020-10-19 01:02:44,259][root][INFO] - ===> Epoch[2835](14174/5): Loss -0.7591, Sem 0.0233, dir -0.9797, norm 0.1973, swav 0.0000 LR: 7.846e-02 Score 99.230 Data time: 0.1269, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.6246 [2020-10-19 01:02:46,101][root][INFO] - ===> Epoch[2835](14175/5): Loss -0.7829, Sem 0.0233, dir -0.9833, norm 0.1772, swav 0.0000 LR: 7.846e-02 Score 99.207 Data time: 0.0857, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.7088 [2020-10-19 01:02:48,381][root][INFO] - ===> Epoch[2836](14176/5): Loss -0.7544, Sem 0.0251, dir -0.9802, norm 0.2008, swav 0.0000 LR: 7.846e-02 Score 99.154 Data time: 0.0969, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.1921 [2020-10-19 01:02:50,521][root][INFO] - ===> Epoch[2836](14177/5): Loss -0.7707, Sem 0.0249, dir -0.9810, norm 0.1854, swav 0.0000 LR: 7.846e-02 Score 99.168 Data time: 0.0768, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.0353 [2020-10-19 01:02:52,736][root][INFO] - ===> Epoch[2836](14178/5): Loss -0.7757, Sem 0.0248, dir -0.9827, norm 0.1822, swav 0.0000 LR: 7.846e-02 Score 99.153 Data time: 0.0881, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.1424 [2020-10-19 01:02:54,797][root][INFO] - ===> Epoch[2836](14179/5): Loss -0.7745, Sem 0.0258, dir -0.9809, norm 0.1806, swav 0.0000 LR: 7.846e-02 Score 99.132 Data time: 0.0740, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.9570 [2020-10-19 01:02:56,760][root][INFO] - ===> Epoch[2836](14180/5): Loss -0.7794, Sem 0.0210, dir -0.9820, norm 0.1815, swav 0.0000 LR: 7.845e-02 Score 99.312 Data time: 0.0679, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 1.8942 [2020-10-19 01:02:59,032][root][INFO] - ===> Epoch[2837](14181/5): Loss -0.7828, Sem 0.0268, dir -0.9802, norm 0.1705, swav 0.0000 LR: 7.845e-02 Score 99.098 Data time: 0.3258, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.1698 [2020-10-19 01:03:01,390][root][INFO] - ===> Epoch[2837](14182/5): Loss -0.7714, Sem 0.0236, dir -0.9821, norm 0.1871, swav 0.0000 LR: 7.845e-02 Score 99.236 Data time: 0.0796, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.2583 [2020-10-19 01:03:04,145][root][INFO] - ===> Epoch[2837](14183/5): Loss -0.7727, Sem 0.0238, dir -0.9817, norm 0.1853, swav 0.0000 LR: 7.845e-02 Score 99.201 Data time: 0.0820, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.6327 [2020-10-19 01:03:06,636][root][INFO] - ===> Epoch[2837](14184/5): Loss -0.7856, Sem 0.0211, dir -0.9840, norm 0.1773, swav 0.0000 LR: 7.845e-02 Score 99.290 Data time: 0.0737, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.4052 [2020-10-19 01:03:09,121][root][INFO] - ===> Epoch[2837](14185/5): Loss -0.7941, Sem 0.0227, dir -0.9831, norm 0.1663, swav 0.0000 LR: 7.845e-02 Score 99.242 Data time: 0.0872, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.3855 [2020-10-19 01:03:11,248][root][INFO] - ===> Epoch[2838](14186/5): Loss -0.7743, Sem 0.0255, dir -0.9817, norm 0.1819, swav 0.0000 LR: 7.844e-02 Score 99.157 Data time: 0.0668, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.0328 [2020-10-19 01:03:13,155][root][INFO] - ===> Epoch[2838](14187/5): Loss -0.7636, Sem 0.0271, dir -0.9777, norm 0.1869, swav 0.0000 LR: 7.844e-02 Score 99.075 Data time: 0.0751, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.8198 [2020-10-19 01:03:15,392][root][INFO] - ===> Epoch[2838](14188/5): Loss -0.7992, Sem 0.0218, dir -0.9837, norm 0.1627, swav 0.0000 LR: 7.844e-02 Score 99.267 Data time: 0.0912, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.1373 [2020-10-19 01:03:17,671][root][INFO] - ===> Epoch[2838](14189/5): Loss -0.7896, Sem 0.0251, dir -0.9831, norm 0.1685, swav 0.0000 LR: 7.844e-02 Score 99.166 Data time: 0.0830, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.1762 [2020-10-19 01:03:19,965][root][INFO] - ===> Epoch[2838](14190/5): Loss -0.7884, Sem 0.0245, dir -0.9817, norm 0.1688, swav 0.0000 LR: 7.844e-02 Score 99.186 Data time: 0.0682, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.1704 [2020-10-19 01:03:21,831][root][INFO] - ===> Epoch[2839](14191/5): Loss -0.7980, Sem 0.0242, dir -0.9829, norm 0.1606, swav 0.0000 LR: 7.844e-02 Score 99.191 Data time: 0.0830, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 1.7891 [2020-10-19 01:03:24,534][root][INFO] - ===> Epoch[2839](14192/5): Loss -0.7903, Sem 0.0245, dir -0.9800, norm 0.1651, swav 0.0000 LR: 7.844e-02 Score 99.178 Data time: 0.0591, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.5988 [2020-10-19 01:03:26,758][root][INFO] - ===> Epoch[2839](14193/5): Loss -0.7993, Sem 0.0229, dir -0.9824, norm 0.1602, swav 0.0000 LR: 7.843e-02 Score 99.219 Data time: 0.0706, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.1181 [2020-10-19 01:03:28,962][root][INFO] - ===> Epoch[2839](14194/5): Loss -0.8010, Sem 0.0232, dir -0.9826, norm 0.1584, swav 0.0000 LR: 7.843e-02 Score 99.203 Data time: 0.0988, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.1145 [2020-10-19 01:03:31,691][root][INFO] - ===> Epoch[2839](14195/5): Loss -0.7941, Sem 0.0215, dir -0.9833, norm 0.1677, swav 0.0000 LR: 7.843e-02 Score 99.281 Data time: 0.0673, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.6257 [2020-10-19 01:03:34,209][root][INFO] - ===> Epoch[2840](14196/5): Loss -0.8001, Sem 0.0245, dir -0.9822, norm 0.1576, swav 0.0000 LR: 7.843e-02 Score 99.158 Data time: 0.0618, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.4424 [2020-10-19 01:03:36,462][root][INFO] - ===> Epoch[2840](14197/5): Loss -0.7843, Sem 0.0265, dir -0.9810, norm 0.1701, swav 0.0000 LR: 7.843e-02 Score 99.097 Data time: 0.0973, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.1777 [2020-10-19 01:03:38,678][root][INFO] - ===> Epoch[2840](14198/5): Loss -0.7940, Sem 0.0225, dir -0.9833, norm 0.1668, swav 0.0000 LR: 7.843e-02 Score 99.245 Data time: 0.1353, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.1136 [2020-10-19 01:03:40,901][root][INFO] - ===> Epoch[2840](14199/5): Loss -0.7951, Sem 0.0211, dir -0.9834, norm 0.1672, swav 0.0000 LR: 7.842e-02 Score 99.289 Data time: 0.0892, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.1596 [2020-10-19 01:03:43,172][root][INFO] - ===> Epoch[2840](14200/5): Loss -0.7883, Sem 0.0229, dir -0.9830, norm 0.1718, swav 0.0000 LR: 7.842e-02 Score 99.240 Data time: 0.1252, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.1722 [2020-10-19 01:03:44,160][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 01:03:44,333][root][INFO] - ===> Start testing [2020-10-19 01:04:23,198][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1141 Loss 0.439 (AVG: 0.527) Score 91.644 (AVG: 90.358) mIOU 70.084 mAP 84.860 mAcc 77.694 IOU: 62.336 0.738 80.470 74.481 93.077 92.156 36.914 78.801 96.248 70.394 80.209 86.714 58.553 mAP: 81.535 21.999 94.684 87.565 98.987 98.543 59.225 96.790 99.566 84.617 93.914 95.374 90.373 mAcc: 80.489 6.108 90.279 82.111 94.362 96.401 42.501 91.616 98.446 77.457 91.537 95.749 62.966 [2020-10-19 01:04:23,199][root][INFO] - Finished test. Elapsed time: 38.8637 [2020-10-19 01:04:26,082][root][INFO] - [2020-10-19 01:04:26,082][root][INFO] - ################################################################ [2020-10-19 01:04:26,082][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 01:04:26,082][root][INFO] - ################################################################ [2020-10-19 01:04:26,082][root][INFO] - clutter : nan nan nan [2020-10-19 01:04:26,082][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 01:04:26,082][root][INFO] - board : 0.787 0.871 0.922 [2020-10-19 01:04:26,083][root][INFO] - bookcase : 0.245 0.371 0.524 [2020-10-19 01:04:26,083][root][INFO] - ceiling : 0.503 0.545 0.630 [2020-10-19 01:04:26,083][root][INFO] - chair : 0.813 0.894 0.916 [2020-10-19 01:04:26,083][root][INFO] - column : 0.211 0.319 0.457 [2020-10-19 01:04:26,083][root][INFO] - door : 0.641 0.812 0.909 [2020-10-19 01:04:26,083][root][INFO] - floor : 0.660 0.660 0.671 [2020-10-19 01:04:26,083][root][INFO] - sofa : 0.439 0.727 0.727 [2020-10-19 01:04:26,083][root][INFO] - table : 0.127 0.304 0.631 [2020-10-19 01:04:26,083][root][INFO] - wall : 0.503 0.718 0.800 [2020-10-19 01:04:26,083][root][INFO] - window : 0.513 0.732 0.778 [2020-10-19 01:04:26,083][root][INFO] - ---------------------------------------------------------------- [2020-10-19 01:04:26,083][root][INFO] - average : 0.454 0.579 0.664 [2020-10-19 01:04:26,083][root][INFO] - [2020-10-19 01:04:26,245][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 01:04:26,247][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-19 01:04:27,710][root][INFO] - ===> Epoch[2841](14201/5): Loss -0.7830, Sem 0.0245, dir -0.9830, norm 0.1755, swav 0.0000 LR: 7.842e-02 Score 99.177 Data time: 0.0558, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.4588 [2020-10-19 01:04:29,503][root][INFO] - ===> Epoch[2841](14202/5): Loss -0.8054, Sem 0.0216, dir -0.9838, norm 0.1569, swav 0.0000 LR: 7.842e-02 Score 99.259 Data time: 0.1921, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 1.7094 [2020-10-19 01:04:31,809][root][INFO] - ===> Epoch[2841](14203/5): Loss -0.7893, Sem 0.0234, dir -0.9812, norm 0.1685, swav 0.0000 LR: 7.842e-02 Score 99.208 Data time: 0.2368, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.2184 [2020-10-19 01:04:34,740][root][INFO] - ===> Epoch[2841](14204/5): Loss -0.7754, Sem 0.0240, dir -0.9815, norm 0.1821, swav 0.0000 LR: 7.842e-02 Score 99.219 Data time: 0.0792, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.8213 [2020-10-19 01:04:37,026][root][INFO] - ===> Epoch[2841](14205/5): Loss -0.7997, Sem 0.0239, dir -0.9829, norm 0.1593, swav 0.0000 LR: 7.842e-02 Score 99.210 Data time: 0.0528, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.2004 [2020-10-19 01:04:39,504][root][INFO] - ===> Epoch[2842](14206/5): Loss -0.7875, Sem 0.0211, dir -0.9839, norm 0.1753, swav 0.0000 LR: 7.841e-02 Score 99.298 Data time: 0.0679, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.4226 [2020-10-19 01:04:41,553][root][INFO] - ===> Epoch[2842](14207/5): Loss -0.8047, Sem 0.0209, dir -0.9831, norm 0.1574, swav 0.0000 LR: 7.841e-02 Score 99.306 Data time: 0.0664, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.9492 [2020-10-19 01:04:44,077][root][INFO] - ===> Epoch[2842](14208/5): Loss -0.7776, Sem 0.0248, dir -0.9813, norm 0.1789, swav 0.0000 LR: 7.841e-02 Score 99.163 Data time: 0.0878, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.4463 [2020-10-19 01:04:45,978][root][INFO] - ===> Epoch[2842](14209/5): Loss -0.7846, Sem 0.0225, dir -0.9825, norm 0.1755, swav 0.0000 LR: 7.841e-02 Score 99.236 Data time: 0.0720, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.7813 [2020-10-19 01:04:47,969][root][INFO] - ===> Epoch[2842](14210/5): Loss -0.7947, Sem 0.0231, dir -0.9832, norm 0.1655, swav 0.0000 LR: 7.841e-02 Score 99.223 Data time: 0.0896, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.9025 [2020-10-19 01:04:49,883][root][INFO] - ===> Epoch[2843](14211/5): Loss -0.7866, Sem 0.0259, dir -0.9803, norm 0.1678, swav 0.0000 LR: 7.841e-02 Score 99.148 Data time: 0.0840, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.8168 [2020-10-19 01:04:52,303][root][INFO] - ===> Epoch[2843](14212/5): Loss -0.8027, Sem 0.0212, dir -0.9837, norm 0.1597, swav 0.0000 LR: 7.840e-02 Score 99.299 Data time: 0.0636, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.3109 [2020-10-19 01:04:54,421][root][INFO] - ===> Epoch[2843](14213/5): Loss -0.7806, Sem 0.0249, dir -0.9831, norm 0.1776, swav 0.0000 LR: 7.840e-02 Score 99.172 Data time: 0.0703, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.0385 [2020-10-19 01:04:56,486][root][INFO] - ===> Epoch[2843](14214/5): Loss -0.7840, Sem 0.0265, dir -0.9808, norm 0.1703, swav 0.0000 LR: 7.840e-02 Score 99.154 Data time: 0.0350, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.9548 [2020-10-19 01:04:58,570][root][INFO] - ===> Epoch[2843](14215/5): Loss -0.7884, Sem 0.0249, dir -0.9826, norm 0.1693, swav 0.0000 LR: 7.840e-02 Score 99.164 Data time: 0.0591, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.0462 [2020-10-19 01:05:00,419][root][INFO] - ===> Epoch[2844](14216/5): Loss -0.7939, Sem 0.0242, dir -0.9811, norm 0.1630, swav 0.0000 LR: 7.840e-02 Score 99.185 Data time: 0.0776, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.7540 [2020-10-19 01:05:02,568][root][INFO] - ===> Epoch[2844](14217/5): Loss -0.7922, Sem 0.0249, dir -0.9837, norm 0.1666, swav 0.0000 LR: 7.840e-02 Score 99.162 Data time: 0.0630, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.0525 [2020-10-19 01:05:04,604][root][INFO] - ===> Epoch[2844](14218/5): Loss -0.8017, Sem 0.0236, dir -0.9825, norm 0.1573, swav 0.0000 LR: 7.840e-02 Score 99.192 Data time: 0.0678, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.9564 [2020-10-19 01:05:06,616][root][INFO] - ===> Epoch[2844](14219/5): Loss -0.7815, Sem 0.0267, dir -0.9806, norm 0.1725, swav 0.0000 LR: 7.839e-02 Score 99.120 Data time: 0.0917, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.9185 [2020-10-19 01:05:08,980][root][INFO] - ===> Epoch[2844](14220/5): Loss -0.7899, Sem 0.0246, dir -0.9839, norm 0.1694, swav 0.0000 LR: 7.839e-02 Score 99.233 Data time: 0.0782, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.2692 [2020-10-19 01:05:11,058][root][INFO] - ===> Epoch[2845](14221/5): Loss -0.7931, Sem 0.0256, dir -0.9817, norm 0.1629, swav 0.0000 LR: 7.839e-02 Score 99.157 Data time: 0.0515, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.9803 [2020-10-19 01:05:13,331][root][INFO] - ===> Epoch[2845](14222/5): Loss -0.7922, Sem 0.0240, dir -0.9831, norm 0.1669, swav 0.0000 LR: 7.839e-02 Score 99.200 Data time: 0.0777, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.2120 [2020-10-19 01:05:15,214][root][INFO] - ===> Epoch[2845](14223/5): Loss -0.8067, Sem 0.0235, dir -0.9825, norm 0.1523, swav 0.0000 LR: 7.839e-02 Score 99.222 Data time: 0.0575, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.7842 [2020-10-19 01:05:17,525][root][INFO] - ===> Epoch[2845](14224/5): Loss -0.7963, Sem 0.0252, dir -0.9829, norm 0.1614, swav 0.0000 LR: 7.839e-02 Score 99.164 Data time: 0.0704, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.2110 [2020-10-19 01:05:19,708][root][INFO] - ===> Epoch[2845](14225/5): Loss -0.7890, Sem 0.0237, dir -0.9831, norm 0.1704, swav 0.0000 LR: 7.838e-02 Score 99.198 Data time: 0.0846, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.0779 [2020-10-19 01:05:21,900][root][INFO] - ===> Epoch[2846](14226/5): Loss -0.7865, Sem 0.0237, dir -0.9834, norm 0.1732, swav 0.0000 LR: 7.838e-02 Score 99.205 Data time: 0.0867, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.0885 [2020-10-19 01:05:24,308][root][INFO] - ===> Epoch[2846](14227/5): Loss -0.7811, Sem 0.0289, dir -0.9815, norm 0.1715, swav 0.0000 LR: 7.838e-02 Score 99.114 Data time: 0.0795, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.2909 [2020-10-19 01:05:26,751][root][INFO] - ===> Epoch[2846](14228/5): Loss -0.7783, Sem 0.0238, dir -0.9799, norm 0.1778, swav 0.0000 LR: 7.838e-02 Score 99.193 Data time: 0.0776, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.3055 [2020-10-19 01:05:28,794][root][INFO] - ===> Epoch[2846](14229/5): Loss -0.7934, Sem 0.0217, dir -0.9839, norm 0.1687, swav 0.0000 LR: 7.838e-02 Score 99.273 Data time: 0.0845, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.9669 [2020-10-19 01:05:30,965][root][INFO] - ===> Epoch[2846](14230/5): Loss -0.7906, Sem 0.0225, dir -0.9824, norm 0.1692, swav 0.0000 LR: 7.838e-02 Score 99.242 Data time: 0.0943, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.0877 [2020-10-19 01:05:33,296][root][INFO] - ===> Epoch[2847](14231/5): Loss -0.7959, Sem 0.0231, dir -0.9840, norm 0.1650, swav 0.0000 LR: 7.838e-02 Score 99.216 Data time: 0.0797, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.2109 [2020-10-19 01:05:35,504][root][INFO] - ===> Epoch[2847](14232/5): Loss -0.7858, Sem 0.0272, dir -0.9823, norm 0.1693, swav 0.0000 LR: 7.837e-02 Score 99.101 Data time: 0.0721, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.1081 [2020-10-19 01:05:37,647][root][INFO] - ===> Epoch[2847](14233/5): Loss -0.7921, Sem 0.0218, dir -0.9835, norm 0.1696, swav 0.0000 LR: 7.837e-02 Score 99.290 Data time: 0.0836, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.0418 [2020-10-19 01:05:39,790][root][INFO] - ===> Epoch[2847](14234/5): Loss -0.7813, Sem 0.0266, dir -0.9803, norm 0.1724, swav 0.0000 LR: 7.837e-02 Score 99.115 Data time: 0.0741, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.0398 [2020-10-19 01:05:42,151][root][INFO] - ===> Epoch[2847](14235/5): Loss -0.7803, Sem 0.0239, dir -0.9819, norm 0.1777, swav 0.0000 LR: 7.837e-02 Score 99.190 Data time: 0.0740, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.2483 [2020-10-19 01:05:44,556][root][INFO] - ===> Epoch[2848](14236/5): Loss -0.7852, Sem 0.0260, dir -0.9815, norm 0.1703, swav 0.0000 LR: 7.837e-02 Score 99.143 Data time: 0.0676, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.2903 [2020-10-19 01:05:46,793][root][INFO] - ===> Epoch[2848](14237/5): Loss -0.7868, Sem 0.0224, dir -0.9836, norm 0.1744, swav 0.0000 LR: 7.837e-02 Score 99.245 Data time: 0.0748, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.1467 [2020-10-19 01:05:48,999][root][INFO] - ===> Epoch[2848](14238/5): Loss -0.7937, Sem 0.0237, dir -0.9820, norm 0.1646, swav 0.0000 LR: 7.836e-02 Score 99.188 Data time: 0.1067, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.1046 [2020-10-19 01:05:51,568][root][INFO] - ===> Epoch[2848](14239/5): Loss -0.7854, Sem 0.0243, dir -0.9811, norm 0.1714, swav 0.0000 LR: 7.836e-02 Score 99.196 Data time: 0.0863, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.4524 [2020-10-19 01:05:53,723][root][INFO] - ===> Epoch[2848](14240/5): Loss -0.7690, Sem 0.0266, dir -0.9816, norm 0.1859, swav 0.0000 LR: 7.836e-02 Score 99.090 Data time: 0.0669, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.0716 [2020-10-19 01:05:56,482][root][INFO] - ===> Epoch[2849](14241/5): Loss -0.8045, Sem 0.0227, dir -0.9830, norm 0.1558, swav 0.0000 LR: 7.836e-02 Score 99.235 Data time: 0.0838, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.7058 [2020-10-19 01:05:58,648][root][INFO] - ===> Epoch[2849](14242/5): Loss -0.7929, Sem 0.0224, dir -0.9833, norm 0.1681, swav 0.0000 LR: 7.836e-02 Score 99.249 Data time: 0.0736, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.0550 [2020-10-19 01:06:00,636][root][INFO] - ===> Epoch[2849](14243/5): Loss -0.7842, Sem 0.0262, dir -0.9806, norm 0.1701, swav 0.0000 LR: 7.836e-02 Score 99.135 Data time: 0.0719, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.9178 [2020-10-19 01:06:02,992][root][INFO] - ===> Epoch[2849](14244/5): Loss -0.7868, Sem 0.0242, dir -0.9822, norm 0.1713, swav 0.0000 LR: 7.836e-02 Score 99.189 Data time: 0.0507, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.2606 [2020-10-19 01:06:05,066][root][INFO] - ===> Epoch[2849](14245/5): Loss -0.7999, Sem 0.0212, dir -0.9846, norm 0.1635, swav 0.0000 LR: 7.835e-02 Score 99.296 Data time: 0.0799, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.9937 [2020-10-19 01:06:07,423][root][INFO] - ===> Epoch[2850](14246/5): Loss -0.7803, Sem 0.0244, dir -0.9808, norm 0.1762, swav 0.0000 LR: 7.835e-02 Score 99.186 Data time: 0.0850, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.2566 [2020-10-19 01:06:09,879][root][INFO] - ===> Epoch[2850](14247/5): Loss -0.7666, Sem 0.0257, dir -0.9813, norm 0.1890, swav 0.0000 LR: 7.835e-02 Score 99.162 Data time: 0.0775, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.3384 [2020-10-19 01:06:11,890][root][INFO] - ===> Epoch[2850](14248/5): Loss -0.7907, Sem 0.0270, dir -0.9815, norm 0.1637, swav 0.0000 LR: 7.835e-02 Score 99.124 Data time: 0.0562, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.8864 [2020-10-19 01:06:14,259][root][INFO] - ===> Epoch[2850](14249/5): Loss -0.7768, Sem 0.0259, dir -0.9812, norm 0.1785, swav 0.0000 LR: 7.835e-02 Score 99.144 Data time: 0.0953, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.2846 [2020-10-19 01:06:16,432][root][INFO] - ===> Epoch[2850](14250/5): Loss -0.7842, Sem 0.0233, dir -0.9819, norm 0.1743, swav 0.0000 LR: 7.835e-02 Score 99.239 Data time: 0.0914, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.0521 [2020-10-19 01:06:19,004][root][INFO] - ===> Epoch[2851](14251/5): Loss -0.7944, Sem 0.0248, dir -0.9821, norm 0.1628, swav 0.0000 LR: 7.834e-02 Score 99.162 Data time: 0.1022, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.4555 [2020-10-19 01:06:20,788][root][INFO] - ===> Epoch[2851](14252/5): Loss -0.7961, Sem 0.0237, dir -0.9829, norm 0.1632, swav 0.0000 LR: 7.834e-02 Score 99.214 Data time: 0.0901, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.6708 [2020-10-19 01:06:22,917][root][INFO] - ===> Epoch[2851](14253/5): Loss -0.7829, Sem 0.0236, dir -0.9824, norm 0.1759, swav 0.0000 LR: 7.834e-02 Score 99.215 Data time: 0.0400, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.0412 [2020-10-19 01:06:24,964][root][INFO] - ===> Epoch[2851](14254/5): Loss -0.7869, Sem 0.0246, dir -0.9817, norm 0.1702, swav 0.0000 LR: 7.834e-02 Score 99.169 Data time: 0.0531, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.9923 [2020-10-19 01:06:27,225][root][INFO] - ===> Epoch[2851](14255/5): Loss -0.7935, Sem 0.0256, dir -0.9804, norm 0.1614, swav 0.0000 LR: 7.834e-02 Score 99.132 Data time: 0.0809, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.1721 [2020-10-19 01:06:29,301][root][INFO] - ===> Epoch[2852](14256/5): Loss -0.7929, Sem 0.0227, dir -0.9826, norm 0.1670, swav 0.0000 LR: 7.834e-02 Score 99.222 Data time: 0.1129, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.9582 [2020-10-19 01:06:31,235][root][INFO] - ===> Epoch[2852](14257/5): Loss -0.7891, Sem 0.0223, dir -0.9824, norm 0.1709, swav 0.0000 LR: 7.834e-02 Score 99.255 Data time: 0.0783, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.8127 [2020-10-19 01:06:33,260][root][INFO] - ===> Epoch[2852](14258/5): Loss -0.8034, Sem 0.0222, dir -0.9835, norm 0.1579, swav 0.0000 LR: 7.833e-02 Score 99.245 Data time: 0.0698, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.9147 [2020-10-19 01:06:35,802][root][INFO] - ===> Epoch[2852](14259/5): Loss -0.7825, Sem 0.0233, dir -0.9818, norm 0.1760, swav 0.0000 LR: 7.833e-02 Score 99.210 Data time: 0.0608, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.4272 [2020-10-19 01:06:37,912][root][INFO] - ===> Epoch[2852](14260/5): Loss -0.7659, Sem 0.0265, dir -0.9799, norm 0.1875, swav 0.0000 LR: 7.833e-02 Score 99.132 Data time: 0.0959, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.0221 [2020-10-19 01:06:40,172][root][INFO] - ===> Epoch[2853](14261/5): Loss -0.8030, Sem 0.0231, dir -0.9826, norm 0.1565, swav 0.0000 LR: 7.833e-02 Score 99.209 Data time: 0.0849, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.1242 [2020-10-19 01:06:42,494][root][INFO] - ===> Epoch[2853](14262/5): Loss -0.7795, Sem 0.0249, dir -0.9828, norm 0.1784, swav 0.0000 LR: 7.833e-02 Score 99.178 Data time: 0.3326, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.2131 [2020-10-19 01:06:44,987][root][INFO] - ===> Epoch[2853](14263/5): Loss -0.7696, Sem 0.0243, dir -0.9800, norm 0.1862, swav 0.0000 LR: 7.833e-02 Score 99.219 Data time: 0.1023, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.3702 [2020-10-19 01:06:46,687][root][INFO] - ===> Epoch[2853](14264/5): Loss -0.7941, Sem 0.0239, dir -0.9828, norm 0.1648, swav 0.0000 LR: 7.832e-02 Score 99.178 Data time: 0.0532, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.5786 [2020-10-19 01:06:48,697][root][INFO] - ===> Epoch[2853](14265/5): Loss -0.7871, Sem 0.0224, dir -0.9822, norm 0.1727, swav 0.0000 LR: 7.832e-02 Score 99.245 Data time: 0.0863, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 1.9148 [2020-10-19 01:06:50,966][root][INFO] - ===> Epoch[2854](14266/5): Loss -0.7901, Sem 0.0222, dir -0.9828, norm 0.1705, swav 0.0000 LR: 7.832e-02 Score 99.262 Data time: 0.0646, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.1569 [2020-10-19 01:06:52,888][root][INFO] - ===> Epoch[2854](14267/5): Loss -0.7782, Sem 0.0269, dir -0.9813, norm 0.1762, swav 0.0000 LR: 7.832e-02 Score 99.102 Data time: 0.0633, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 1.8419 [2020-10-19 01:06:55,622][root][INFO] - ===> Epoch[2854](14268/5): Loss -0.7742, Sem 0.0225, dir -0.9820, norm 0.1853, swav 0.0000 LR: 7.832e-02 Score 99.270 Data time: 0.0829, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.6862 [2020-10-19 01:06:57,579][root][INFO] - ===> Epoch[2854](14269/5): Loss -0.8003, Sem 0.0219, dir -0.9826, norm 0.1604, swav 0.0000 LR: 7.832e-02 Score 99.272 Data time: 0.0605, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.8388 [2020-10-19 01:06:59,629][root][INFO] - ===> Epoch[2854](14270/5): Loss -0.8045, Sem 0.0224, dir -0.9829, norm 0.1560, swav 0.0000 LR: 7.832e-02 Score 99.251 Data time: 0.0695, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.9556 [2020-10-19 01:07:01,543][root][INFO] - ===> Epoch[2855](14271/5): Loss -0.7999, Sem 0.0236, dir -0.9829, norm 0.1594, swav 0.0000 LR: 7.831e-02 Score 99.206 Data time: 0.0552, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.8195 [2020-10-19 01:07:03,514][root][INFO] - ===> Epoch[2855](14272/5): Loss -0.7860, Sem 0.0238, dir -0.9823, norm 0.1725, swav 0.0000 LR: 7.831e-02 Score 99.183 Data time: 0.0559, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.8940 [2020-10-19 01:07:05,551][root][INFO] - ===> Epoch[2855](14273/5): Loss -0.7944, Sem 0.0236, dir -0.9822, norm 0.1642, swav 0.0000 LR: 7.831e-02 Score 99.208 Data time: 0.0557, Forward time: 0.7726, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 1.9519 [2020-10-19 01:07:08,007][root][INFO] - ===> Epoch[2855](14274/5): Loss -0.7883, Sem 0.0223, dir -0.9812, norm 0.1706, swav 0.0000 LR: 7.831e-02 Score 99.277 Data time: 0.1247, Forward time: 0.7727, Backward time: 1.1789, DDP time: 0.0030, Total iter time: 2.3563 [2020-10-19 01:07:09,853][root][INFO] - ===> Epoch[2855](14275/5): Loss -0.8017, Sem 0.0257, dir -0.9834, norm 0.1561, swav 0.0000 LR: 7.831e-02 Score 99.140 Data time: 0.0578, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 1.7127 [2020-10-19 01:07:11,961][root][INFO] - ===> Epoch[2856](14276/5): Loss -0.7909, Sem 0.0227, dir -0.9820, norm 0.1684, swav 0.0000 LR: 7.831e-02 Score 99.259 Data time: 0.0815, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.0133 [2020-10-19 01:07:14,075][root][INFO] - ===> Epoch[2856](14277/5): Loss -0.7937, Sem 0.0214, dir -0.9833, norm 0.1682, swav 0.0000 LR: 7.830e-02 Score 99.283 Data time: 0.0618, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.0070 [2020-10-19 01:07:16,513][root][INFO] - ===> Epoch[2856](14278/5): Loss -0.7991, Sem 0.0235, dir -0.9821, norm 0.1595, swav 0.0000 LR: 7.830e-02 Score 99.220 Data time: 0.0538, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.3704 [2020-10-19 01:07:18,893][root][INFO] - ===> Epoch[2856](14279/5): Loss -0.7958, Sem 0.0219, dir -0.9840, norm 0.1663, swav 0.0000 LR: 7.830e-02 Score 99.269 Data time: 0.2379, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.2741 [2020-10-19 01:07:21,361][root][INFO] - ===> Epoch[2856](14280/5): Loss -0.7975, Sem 0.0220, dir -0.9826, norm 0.1630, swav 0.0000 LR: 7.830e-02 Score 99.264 Data time: 0.0997, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.3516 [2020-10-19 01:07:23,212][root][INFO] - ===> Epoch[2857](14281/5): Loss -0.8072, Sem 0.0227, dir -0.9852, norm 0.1553, swav 0.0000 LR: 7.830e-02 Score 99.234 Data time: 0.0527, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 1.7267 [2020-10-19 01:07:25,738][root][INFO] - ===> Epoch[2857](14282/5): Loss -0.7982, Sem 0.0260, dir -0.9814, norm 0.1572, swav 0.0000 LR: 7.830e-02 Score 99.136 Data time: 0.0737, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.4522 [2020-10-19 01:07:28,324][root][INFO] - ===> Epoch[2857](14283/5): Loss -0.7967, Sem 0.0215, dir -0.9827, norm 0.1645, swav 0.0000 LR: 7.830e-02 Score 99.291 Data time: 0.1086, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.4994 [2020-10-19 01:07:30,338][root][INFO] - ===> Epoch[2857](14284/5): Loss -0.8013, Sem 0.0238, dir -0.9835, norm 0.1584, swav 0.0000 LR: 7.829e-02 Score 99.211 Data time: 0.0858, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 1.8843 [2020-10-19 01:07:32,572][root][INFO] - ===> Epoch[2857](14285/5): Loss -0.7965, Sem 0.0229, dir -0.9825, norm 0.1632, swav 0.0000 LR: 7.829e-02 Score 99.241 Data time: 0.0892, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.1629 [2020-10-19 01:07:34,896][root][INFO] - ===> Epoch[2858](14286/5): Loss -0.7898, Sem 0.0238, dir -0.9820, norm 0.1684, swav 0.0000 LR: 7.829e-02 Score 99.221 Data time: 0.0611, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.2300 [2020-10-19 01:07:36,792][root][INFO] - ===> Epoch[2858](14287/5): Loss -0.7911, Sem 0.0252, dir -0.9825, norm 0.1662, swav 0.0000 LR: 7.829e-02 Score 99.146 Data time: 0.0725, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 1.8412 [2020-10-19 01:07:38,528][root][INFO] - ===> Epoch[2858](14288/5): Loss -0.7936, Sem 0.0239, dir -0.9832, norm 0.1657, swav 0.0000 LR: 7.829e-02 Score 99.181 Data time: 0.1749, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 1.6508 [2020-10-19 01:07:40,848][root][INFO] - ===> Epoch[2858](14289/5): Loss -0.7955, Sem 0.0217, dir -0.9824, norm 0.1652, swav 0.0000 LR: 7.829e-02 Score 99.258 Data time: 0.1031, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.2486 [2020-10-19 01:07:43,148][root][INFO] - ===> Epoch[2858](14290/5): Loss -0.8047, Sem 0.0215, dir -0.9834, norm 0.1572, swav 0.0000 LR: 7.828e-02 Score 99.279 Data time: 0.0699, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.1781 [2020-10-19 01:07:44,889][root][INFO] - ===> Epoch[2859](14291/5): Loss -0.7942, Sem 0.0247, dir -0.9815, norm 0.1627, swav 0.0000 LR: 7.828e-02 Score 99.163 Data time: 0.0557, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 1.6550 [2020-10-19 01:07:46,839][root][INFO] - ===> Epoch[2859](14292/5): Loss -0.7998, Sem 0.0245, dir -0.9830, norm 0.1587, swav 0.0000 LR: 7.828e-02 Score 99.187 Data time: 0.0570, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 1.8728 [2020-10-19 01:07:48,991][root][INFO] - ===> Epoch[2859](14293/5): Loss -0.7911, Sem 0.0223, dir -0.9825, norm 0.1691, swav 0.0000 LR: 7.828e-02 Score 99.265 Data time: 0.0629, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.1289 [2020-10-19 01:07:51,151][root][INFO] - ===> Epoch[2859](14294/5): Loss -0.8012, Sem 0.0260, dir -0.9832, norm 0.1561, swav 0.0000 LR: 7.828e-02 Score 99.125 Data time: 0.0529, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.0719 [2020-10-19 01:07:53,547][root][INFO] - ===> Epoch[2859](14295/5): Loss -0.7929, Sem 0.0224, dir -0.9820, norm 0.1667, swav 0.0000 LR: 7.828e-02 Score 99.251 Data time: 0.1117, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.2815 [2020-10-19 01:07:55,550][root][INFO] - ===> Epoch[2860](14296/5): Loss -0.7903, Sem 0.0244, dir -0.9817, norm 0.1670, swav 0.0000 LR: 7.828e-02 Score 99.179 Data time: 0.0635, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 1.8682 [2020-10-19 01:07:57,925][root][INFO] - ===> Epoch[2860](14297/5): Loss -0.8029, Sem 0.0221, dir -0.9843, norm 0.1593, swav 0.0000 LR: 7.827e-02 Score 99.265 Data time: 0.0647, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.2835 [2020-10-19 01:07:59,969][root][INFO] - ===> Epoch[2860](14298/5): Loss -0.7807, Sem 0.0239, dir -0.9814, norm 0.1768, swav 0.0000 LR: 7.827e-02 Score 99.208 Data time: 0.0692, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 1.9608 [2020-10-19 01:08:01,952][root][INFO] - ===> Epoch[2860](14299/5): Loss -0.7934, Sem 0.0241, dir -0.9827, norm 0.1651, swav 0.0000 LR: 7.827e-02 Score 99.181 Data time: 0.0461, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 1.8855 [2020-10-19 01:08:04,113][root][INFO] - ===> Epoch[2860](14300/5): Loss -0.7910, Sem 0.0253, dir -0.9812, norm 0.1649, swav 0.0000 LR: 7.827e-02 Score 99.156 Data time: 0.0669, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.0580 [2020-10-19 01:08:05,087][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 01:08:07,164][root][INFO] - ===> Epoch[2861](14301/5): Loss -0.7826, Sem 0.0237, dir -0.9833, norm 0.1769, swav 0.0000 LR: 7.827e-02 Score 99.222 Data time: 0.0897, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 1.8973 [2020-10-19 01:08:09,054][root][INFO] - ===> Epoch[2861](14302/5): Loss -0.7943, Sem 0.0267, dir -0.9818, norm 0.1608, swav 0.0000 LR: 7.827e-02 Score 99.095 Data time: 0.0560, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 1.7553 [2020-10-19 01:08:11,162][root][INFO] - ===> Epoch[2861](14303/5): Loss -0.7900, Sem 0.0224, dir -0.9821, norm 0.1698, swav 0.0000 LR: 7.826e-02 Score 99.247 Data time: 0.0777, Forward time: 0.7726, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.0187 [2020-10-19 01:08:13,686][root][INFO] - ===> Epoch[2861](14304/5): Loss -0.7837, Sem 0.0218, dir -0.9830, norm 0.1774, swav 0.0000 LR: 7.826e-02 Score 99.259 Data time: 0.0738, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.3860 [2020-10-19 01:08:15,947][root][INFO] - ===> Epoch[2861](14305/5): Loss -0.7655, Sem 0.0235, dir -0.9818, norm 0.1928, swav 0.0000 LR: 7.826e-02 Score 99.243 Data time: 0.1013, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.1269 [2020-10-19 01:08:17,777][root][INFO] - ===> Epoch[2862](14306/5): Loss -0.7993, Sem 0.0216, dir -0.9838, norm 0.1629, swav 0.0000 LR: 7.826e-02 Score 99.270 Data time: 0.0636, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 1.7052 [2020-10-19 01:08:19,886][root][INFO] - ===> Epoch[2862](14307/5): Loss -0.7958, Sem 0.0220, dir -0.9832, norm 0.1654, swav 0.0000 LR: 7.826e-02 Score 99.262 Data time: 0.0636, Forward time: 0.7726, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.0078 [2020-10-19 01:08:22,364][root][INFO] - ===> Epoch[2862](14308/5): Loss -0.7998, Sem 0.0245, dir -0.9823, norm 0.1580, swav 0.0000 LR: 7.826e-02 Score 99.172 Data time: 0.0724, Forward time: 0.7726, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.3756 [2020-10-19 01:08:24,513][root][INFO] - ===> Epoch[2862](14309/5): Loss -0.7846, Sem 0.0219, dir -0.9828, norm 0.1762, swav 0.0000 LR: 7.826e-02 Score 99.272 Data time: 0.0806, Forward time: 0.7726, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.0575 [2020-10-19 01:08:27,136][root][INFO] - ===> Epoch[2862](14310/5): Loss -0.7888, Sem 0.0223, dir -0.9809, norm 0.1698, swav 0.0000 LR: 7.825e-02 Score 99.269 Data time: 0.0624, Forward time: 0.7726, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.5194 [2020-10-19 01:08:29,027][root][INFO] - ===> Epoch[2863](14311/5): Loss -0.7980, Sem 0.0208, dir -0.9835, norm 0.1647, swav 0.0000 LR: 7.825e-02 Score 99.299 Data time: 0.0828, Forward time: 0.7726, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 1.8043 [2020-10-19 01:08:30,926][root][INFO] - ===> Epoch[2863](14312/5): Loss -0.7908, Sem 0.0230, dir -0.9829, norm 0.1691, swav 0.0000 LR: 7.825e-02 Score 99.233 Data time: 0.0722, Forward time: 0.7726, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 1.7874 [2020-10-19 01:08:33,356][root][INFO] - ===> Epoch[2863](14313/5): Loss -0.7653, Sem 0.0242, dir -0.9805, norm 0.1910, swav 0.0000 LR: 7.825e-02 Score 99.191 Data time: 0.2007, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.3356 [2020-10-19 01:08:35,652][root][INFO] - ===> Epoch[2863](14314/5): Loss -0.7874, Sem 0.0207, dir -0.9837, norm 0.1756, swav 0.0000 LR: 7.825e-02 Score 99.327 Data time: 0.0968, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.1724 [2020-10-19 01:08:37,885][root][INFO] - ===> Epoch[2863](14315/5): Loss -0.7815, Sem 0.0240, dir -0.9812, norm 0.1757, swav 0.0000 LR: 7.825e-02 Score 99.171 Data time: 0.0758, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.1177 [2020-10-19 01:08:39,885][root][INFO] - ===> Epoch[2864](14316/5): Loss -0.7859, Sem 0.0231, dir -0.9809, norm 0.1719, swav 0.0000 LR: 7.824e-02 Score 99.224 Data time: 0.0541, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 1.9046 [2020-10-19 01:08:42,127][root][INFO] - ===> Epoch[2864](14317/5): Loss -0.7806, Sem 0.0218, dir -0.9824, norm 0.1800, swav 0.0000 LR: 7.824e-02 Score 99.262 Data time: 0.0844, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.1679 [2020-10-19 01:08:43,927][root][INFO] - ===> Epoch[2864](14318/5): Loss -0.7796, Sem 0.0272, dir -0.9797, norm 0.1729, swav 0.0000 LR: 7.824e-02 Score 99.054 Data time: 0.0800, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 1.6879 [2020-10-19 01:08:46,370][root][INFO] - ===> Epoch[2864](14319/5): Loss -0.7804, Sem 0.0213, dir -0.9837, norm 0.1821, swav 0.0000 LR: 7.824e-02 Score 99.318 Data time: 0.0871, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.3554 [2020-10-19 01:08:49,115][root][INFO] - ===> Epoch[2864](14320/5): Loss -0.7920, Sem 0.0237, dir -0.9805, norm 0.1648, swav 0.0000 LR: 7.824e-02 Score 99.215 Data time: 0.0629, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.6117 [2020-10-19 01:08:51,070][root][INFO] - ===> Epoch[2865](14321/5): Loss -0.7932, Sem 0.0218, dir -0.9826, norm 0.1676, swav 0.0000 LR: 7.824e-02 Score 99.266 Data time: 0.0682, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 1.8724 [2020-10-19 01:08:53,455][root][INFO] - ===> Epoch[2865](14322/5): Loss -0.8043, Sem 0.0248, dir -0.9835, norm 0.1544, swav 0.0000 LR: 7.824e-02 Score 99.146 Data time: 0.1092, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.2723 [2020-10-19 01:08:55,342][root][INFO] - ===> Epoch[2865](14323/5): Loss -0.7869, Sem 0.0243, dir -0.9820, norm 0.1708, swav 0.0000 LR: 7.823e-02 Score 99.188 Data time: 0.0753, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 1.7785 [2020-10-19 01:08:57,564][root][INFO] - ===> Epoch[2865](14324/5): Loss -0.7866, Sem 0.0215, dir -0.9817, norm 0.1736, swav 0.0000 LR: 7.823e-02 Score 99.269 Data time: 0.0849, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.1197 [2020-10-19 01:08:59,814][root][INFO] - ===> Epoch[2865](14325/5): Loss -0.7887, Sem 0.0222, dir -0.9818, norm 0.1710, swav 0.0000 LR: 7.823e-02 Score 99.275 Data time: 0.0829, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.1486 [2020-10-19 01:09:02,416][root][INFO] - ===> Epoch[2866](14326/5): Loss -0.7743, Sem 0.0238, dir -0.9821, norm 0.1841, swav 0.0000 LR: 7.823e-02 Score 99.200 Data time: 0.0764, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.4849 [2020-10-19 01:09:04,829][root][INFO] - ===> Epoch[2866](14327/5): Loss -0.7939, Sem 0.0239, dir -0.9823, norm 0.1645, swav 0.0000 LR: 7.823e-02 Score 99.189 Data time: 0.0935, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.3054 [2020-10-19 01:09:07,022][root][INFO] - ===> Epoch[2866](14328/5): Loss -0.7738, Sem 0.0227, dir -0.9833, norm 0.1868, swav 0.0000 LR: 7.823e-02 Score 99.244 Data time: 0.0898, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.0877 [2020-10-19 01:09:09,443][root][INFO] - ===> Epoch[2866](14329/5): Loss -0.7989, Sem 0.0201, dir -0.9846, norm 0.1657, swav 0.0000 LR: 7.822e-02 Score 99.339 Data time: 0.0656, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.3183 [2020-10-19 01:09:11,801][root][INFO] - ===> Epoch[2866](14330/5): Loss -0.7755, Sem 0.0233, dir -0.9810, norm 0.1822, swav 0.0000 LR: 7.822e-02 Score 99.212 Data time: 0.0693, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.2873 [2020-10-19 01:09:14,309][root][INFO] - ===> Epoch[2867](14331/5): Loss -0.7647, Sem 0.0244, dir -0.9807, norm 0.1916, swav 0.0000 LR: 7.822e-02 Score 99.190 Data time: 0.0510, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.3972 [2020-10-19 01:09:16,243][root][INFO] - ===> Epoch[2867](14332/5): Loss -0.7941, Sem 0.0223, dir -0.9821, norm 0.1658, swav 0.0000 LR: 7.822e-02 Score 99.250 Data time: 0.0600, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 1.8628 [2020-10-19 01:09:18,340][root][INFO] - ===> Epoch[2867](14333/5): Loss -0.7967, Sem 0.0245, dir -0.9838, norm 0.1626, swav 0.0000 LR: 7.822e-02 Score 99.197 Data time: 0.0896, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 2.0079 [2020-10-19 01:09:20,209][root][INFO] - ===> Epoch[2867](14334/5): Loss -0.7922, Sem 0.0258, dir -0.9823, norm 0.1643, swav 0.0000 LR: 7.822e-02 Score 99.135 Data time: 0.0502, Forward time: 0.7727, Backward time: 1.1788, DDP time: 0.0030, Total iter time: 1.7538 [2020-10-19 01:09:22,049][root][INFO] - ===> Epoch[2867](14335/5): Loss -0.7868, Sem 0.0230, dir -0.9805, norm 0.1707, swav 0.0000 LR: 7.822e-02 Score 99.225 Data time: 0.0739, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 1.7620 [2020-10-19 01:09:23,883][root][INFO] - ===> Epoch[2868](14336/5): Loss -0.8054, Sem 0.0229, dir -0.9830, norm 0.1547, swav 0.0000 LR: 7.821e-02 Score 99.230 Data time: 0.0561, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 1.7434 [2020-10-19 01:09:26,009][root][INFO] - ===> Epoch[2868](14337/5): Loss -0.7982, Sem 0.0249, dir -0.9831, norm 0.1600, swav 0.0000 LR: 7.821e-02 Score 99.172 Data time: 0.1073, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.0156 [2020-10-19 01:09:28,082][root][INFO] - ===> Epoch[2868](14338/5): Loss -0.7771, Sem 0.0234, dir -0.9833, norm 0.1828, swav 0.0000 LR: 7.821e-02 Score 99.245 Data time: 0.0768, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 1.9522 [2020-10-19 01:09:30,242][root][INFO] - ===> Epoch[2868](14339/5): Loss -0.7855, Sem 0.0251, dir -0.9792, norm 0.1685, swav 0.0000 LR: 7.821e-02 Score 99.167 Data time: 0.0632, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.0655 [2020-10-19 01:09:32,501][root][INFO] - ===> Epoch[2868](14340/5): Loss -0.8035, Sem 0.0221, dir -0.9813, norm 0.1557, swav 0.0000 LR: 7.821e-02 Score 99.253 Data time: 0.0732, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.1965 [2020-10-19 01:09:34,845][root][INFO] - ===> Epoch[2869](14341/5): Loss -0.8115, Sem 0.0223, dir -0.9845, norm 0.1507, swav 0.0000 LR: 7.821e-02 Score 99.253 Data time: 0.0666, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.2210 [2020-10-19 01:09:36,900][root][INFO] - ===> Epoch[2869](14342/5): Loss -0.7889, Sem 0.0246, dir -0.9818, norm 0.1683, swav 0.0000 LR: 7.820e-02 Score 99.161 Data time: 0.0499, Forward time: 0.7726, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 1.9610 [2020-10-19 01:09:39,287][root][INFO] - ===> Epoch[2869](14343/5): Loss -0.8002, Sem 0.0222, dir -0.9823, norm 0.1599, swav 0.0000 LR: 7.820e-02 Score 99.241 Data time: 0.1352, Forward time: 0.7726, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.3433 [2020-10-19 01:09:41,752][root][INFO] - ===> Epoch[2869](14344/5): Loss -0.7840, Sem 0.0269, dir -0.9819, norm 0.1710, swav 0.0000 LR: 7.820e-02 Score 99.106 Data time: 0.1378, Forward time: 0.7726, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.3765 [2020-10-19 01:09:43,634][root][INFO] - ===> Epoch[2869](14345/5): Loss -0.8105, Sem 0.0211, dir -0.9834, norm 0.1517, swav 0.0000 LR: 7.820e-02 Score 99.267 Data time: 0.0776, Forward time: 0.7726, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 1.7481 [2020-10-19 01:09:45,600][root][INFO] - ===> Epoch[2870](14346/5): Loss -0.7936, Sem 0.0224, dir -0.9832, norm 0.1672, swav 0.0000 LR: 7.820e-02 Score 99.240 Data time: 0.0679, Forward time: 0.7726, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 1.8779 [2020-10-19 01:09:47,897][root][INFO] - ===> Epoch[2870](14347/5): Loss -0.8090, Sem 0.0223, dir -0.9844, norm 0.1530, swav 0.0000 LR: 7.820e-02 Score 99.235 Data time: 0.0999, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.2106 [2020-10-19 01:09:50,090][root][INFO] - ===> Epoch[2870](14348/5): Loss -0.7883, Sem 0.0231, dir -0.9799, norm 0.1685, swav 0.0000 LR: 7.820e-02 Score 99.226 Data time: 0.0738, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.0854 [2020-10-19 01:09:52,142][root][INFO] - ===> Epoch[2870](14349/5): Loss -0.7935, Sem 0.0215, dir -0.9811, norm 0.1661, swav 0.0000 LR: 7.819e-02 Score 99.285 Data time: 0.0717, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 1.9645 [2020-10-19 01:09:53,896][root][INFO] - ===> Epoch[2870](14350/5): Loss -0.7910, Sem 0.0258, dir -0.9817, norm 0.1649, swav 0.0000 LR: 7.819e-02 Score 99.130 Data time: 0.0752, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 1.6643 [2020-10-19 01:09:55,966][root][INFO] - ===> Epoch[2871](14351/5): Loss -0.7833, Sem 0.0232, dir -0.9825, norm 0.1760, swav 0.0000 LR: 7.819e-02 Score 99.217 Data time: 0.0800, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 1.9733 [2020-10-19 01:09:58,436][root][INFO] - ===> Epoch[2871](14352/5): Loss -0.8027, Sem 0.0217, dir -0.9827, norm 0.1582, swav 0.0000 LR: 7.819e-02 Score 99.258 Data time: 0.0763, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.3682 [2020-10-19 01:10:00,413][root][INFO] - ===> Epoch[2871](14353/5): Loss -0.7976, Sem 0.0231, dir -0.9825, norm 0.1618, swav 0.0000 LR: 7.819e-02 Score 99.202 Data time: 0.0509, Forward time: 0.7726, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 1.8659 [2020-10-19 01:10:03,107][root][INFO] - ===> Epoch[2871](14354/5): Loss -0.8009, Sem 0.0215, dir -0.9835, norm 0.1611, swav 0.0000 LR: 7.819e-02 Score 99.281 Data time: 0.0659, Forward time: 0.7726, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.6399 [2020-10-19 01:10:05,455][root][INFO] - ===> Epoch[2871](14355/5): Loss -0.7868, Sem 0.0217, dir -0.9816, norm 0.1731, swav 0.0000 LR: 7.818e-02 Score 99.267 Data time: 0.1054, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.2410 [2020-10-19 01:10:08,033][root][INFO] - ===> Epoch[2872](14356/5): Loss -0.7919, Sem 0.0236, dir -0.9828, norm 0.1673, swav 0.0000 LR: 7.818e-02 Score 99.210 Data time: 0.0636, Forward time: 0.7726, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.4409 [2020-10-19 01:10:10,248][root][INFO] - ===> Epoch[2872](14357/5): Loss -0.8119, Sem 0.0220, dir -0.9821, norm 0.1482, swav 0.0000 LR: 7.818e-02 Score 99.258 Data time: 0.0604, Forward time: 0.7726, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.1094 [2020-10-19 01:10:12,267][root][INFO] - ===> Epoch[2872](14358/5): Loss -0.7865, Sem 0.0248, dir -0.9804, norm 0.1692, swav 0.0000 LR: 7.818e-02 Score 99.173 Data time: 0.1113, Forward time: 0.7726, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 1.9464 [2020-10-19 01:10:14,749][root][INFO] - ===> Epoch[2872](14359/5): Loss -0.7836, Sem 0.0232, dir -0.9832, norm 0.1764, swav 0.0000 LR: 7.818e-02 Score 99.249 Data time: 0.1067, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.3859 [2020-10-19 01:10:16,936][root][INFO] - ===> Epoch[2872](14360/5): Loss -0.7909, Sem 0.0216, dir -0.9837, norm 0.1713, swav 0.0000 LR: 7.818e-02 Score 99.273 Data time: 0.0582, Forward time: 0.7726, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.0641 [2020-10-19 01:10:19,275][root][INFO] - ===> Epoch[2873](14361/5): Loss -0.7980, Sem 0.0228, dir -0.9822, norm 0.1614, swav 0.0000 LR: 7.818e-02 Score 99.243 Data time: 0.0595, Forward time: 0.7726, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.2430 [2020-10-19 01:10:21,654][root][INFO] - ===> Epoch[2873](14362/5): Loss -0.7932, Sem 0.0239, dir -0.9824, norm 0.1653, swav 0.0000 LR: 7.817e-02 Score 99.193 Data time: 0.1017, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.2855 [2020-10-19 01:10:23,822][root][INFO] - ===> Epoch[2873](14363/5): Loss -0.7903, Sem 0.0230, dir -0.9831, norm 0.1697, swav 0.0000 LR: 7.817e-02 Score 99.236 Data time: 0.0651, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.0482 [2020-10-19 01:10:26,229][root][INFO] - ===> Epoch[2873](14364/5): Loss -0.7997, Sem 0.0237, dir -0.9834, norm 0.1600, swav 0.0000 LR: 7.817e-02 Score 99.201 Data time: 0.0893, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.3151 [2020-10-19 01:10:28,368][root][INFO] - ===> Epoch[2873](14365/5): Loss -0.7884, Sem 0.0208, dir -0.9833, norm 0.1741, swav 0.0000 LR: 7.817e-02 Score 99.318 Data time: 0.0960, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.0216 [2020-10-19 01:10:30,319][root][INFO] - ===> Epoch[2874](14366/5): Loss -0.7712, Sem 0.0254, dir -0.9810, norm 0.1845, swav 0.0000 LR: 7.817e-02 Score 99.160 Data time: 0.0852, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 1.8497 [2020-10-19 01:10:32,509][root][INFO] - ===> Epoch[2874](14367/5): Loss -0.7866, Sem 0.0245, dir -0.9814, norm 0.1703, swav 0.0000 LR: 7.817e-02 Score 99.170 Data time: 0.1896, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.0807 [2020-10-19 01:10:34,748][root][INFO] - ===> Epoch[2874](14368/5): Loss -0.8042, Sem 0.0212, dir -0.9844, norm 0.1589, swav 0.0000 LR: 7.816e-02 Score 99.292 Data time: 0.0981, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.1329 [2020-10-19 01:10:36,794][root][INFO] - ===> Epoch[2874](14369/5): Loss -0.7865, Sem 0.0258, dir -0.9818, norm 0.1695, swav 0.0000 LR: 7.816e-02 Score 99.162 Data time: 0.0582, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 1.9287 [2020-10-19 01:10:38,957][root][INFO] - ===> Epoch[2874](14370/5): Loss -0.7963, Sem 0.0211, dir -0.9837, norm 0.1662, swav 0.0000 LR: 7.816e-02 Score 99.285 Data time: 0.0474, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.0777 [2020-10-19 01:10:41,404][root][INFO] - ===> Epoch[2875](14371/5): Loss -0.7856, Sem 0.0230, dir -0.9807, norm 0.1721, swav 0.0000 LR: 7.816e-02 Score 99.231 Data time: 0.2209, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.3778 [2020-10-19 01:10:43,854][root][INFO] - ===> Epoch[2875](14372/5): Loss -0.7723, Sem 0.0214, dir -0.9840, norm 0.1904, swav 0.0000 LR: 7.816e-02 Score 99.295 Data time: 0.0891, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.3304 [2020-10-19 01:10:45,829][root][INFO] - ===> Epoch[2875](14373/5): Loss -0.7979, Sem 0.0240, dir -0.9828, norm 0.1609, swav 0.0000 LR: 7.816e-02 Score 99.195 Data time: 0.0737, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 1.8486 [2020-10-19 01:10:47,727][root][INFO] - ===> Epoch[2875](14374/5): Loss -0.7833, Sem 0.0254, dir -0.9815, norm 0.1727, swav 0.0000 LR: 7.816e-02 Score 99.154 Data time: 0.0725, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 1.8007 [2020-10-19 01:10:49,979][root][INFO] - ===> Epoch[2875](14375/5): Loss -0.7807, Sem 0.0224, dir -0.9828, norm 0.1796, swav 0.0000 LR: 7.815e-02 Score 99.269 Data time: 0.1022, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.1488 [2020-10-19 01:10:52,136][root][INFO] - ===> Epoch[2876](14376/5): Loss -0.7928, Sem 0.0229, dir -0.9840, norm 0.1682, swav 0.0000 LR: 7.815e-02 Score 99.225 Data time: 0.0636, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.0297 [2020-10-19 01:10:54,082][root][INFO] - ===> Epoch[2876](14377/5): Loss -0.7924, Sem 0.0223, dir -0.9842, norm 0.1695, swav 0.0000 LR: 7.815e-02 Score 99.247 Data time: 0.0821, Forward time: 0.7727, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.8614 [2020-10-19 01:10:56,829][root][INFO] - ===> Epoch[2876](14378/5): Loss -0.7937, Sem 0.0226, dir -0.9823, norm 0.1661, swav 0.0000 LR: 7.815e-02 Score 99.236 Data time: 0.1416, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.6410 [2020-10-19 01:10:58,945][root][INFO] - ===> Epoch[2876](14379/5): Loss -0.7793, Sem 0.0228, dir -0.9837, norm 0.1816, swav 0.0000 LR: 7.815e-02 Score 99.254 Data time: 0.0901, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.0215 [2020-10-19 01:11:01,137][root][INFO] - ===> Epoch[2876](14380/5): Loss -0.7901, Sem 0.0246, dir -0.9811, norm 0.1664, swav 0.0000 LR: 7.815e-02 Score 99.168 Data time: 0.0486, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.0722 [2020-10-19 01:11:03,143][root][INFO] - ===> Epoch[2877](14381/5): Loss -0.7914, Sem 0.0223, dir -0.9837, norm 0.1700, swav 0.0000 LR: 7.814e-02 Score 99.253 Data time: 0.0934, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 1.9359 [2020-10-19 01:11:05,295][root][INFO] - ===> Epoch[2877](14382/5): Loss -0.7836, Sem 0.0251, dir -0.9819, norm 0.1732, swav 0.0000 LR: 7.814e-02 Score 99.175 Data time: 0.0854, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.0471 [2020-10-19 01:11:07,405][root][INFO] - ===> Epoch[2877](14383/5): Loss -0.7862, Sem 0.0249, dir -0.9802, norm 0.1691, swav 0.0000 LR: 7.814e-02 Score 99.144 Data time: 0.0684, Forward time: 0.7727, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.9915 [2020-10-19 01:11:09,591][root][INFO] - ===> Epoch[2877](14384/5): Loss -0.8009, Sem 0.0218, dir -0.9829, norm 0.1603, swav 0.0000 LR: 7.814e-02 Score 99.269 Data time: 0.0894, Forward time: 0.7727, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.0697 [2020-10-19 01:11:11,696][root][INFO] - ===> Epoch[2877](14385/5): Loss -0.8057, Sem 0.0209, dir -0.9844, norm 0.1578, swav 0.0000 LR: 7.814e-02 Score 99.291 Data time: 0.0558, Forward time: 0.7727, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.9849 [2020-10-19 01:11:13,754][root][INFO] - ===> Epoch[2878](14386/5): Loss -0.7828, Sem 0.0236, dir -0.9833, norm 0.1768, swav 0.0000 LR: 7.814e-02 Score 99.205 Data time: 0.0920, Forward time: 0.7727, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.9687 [2020-10-19 01:11:16,254][root][INFO] - ===> Epoch[2878](14387/5): Loss -0.7787, Sem 0.0228, dir -0.9822, norm 0.1807, swav 0.0000 LR: 7.814e-02 Score 99.239 Data time: 0.0931, Forward time: 0.7727, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.3949 [2020-10-19 01:11:18,712][root][INFO] - ===> Epoch[2878](14388/5): Loss -0.7881, Sem 0.0234, dir -0.9824, norm 0.1710, swav 0.0000 LR: 7.813e-02 Score 99.226 Data time: 0.1695, Forward time: 0.7727, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.3589 [2020-10-19 01:11:21,051][root][INFO] - ===> Epoch[2878](14389/5): Loss -0.7867, Sem 0.0205, dir -0.9842, norm 0.1770, swav 0.0000 LR: 7.813e-02 Score 99.322 Data time: 0.0883, Forward time: 0.7728, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.2182 [2020-10-19 01:11:23,155][root][INFO] - ===> Epoch[2878](14390/5): Loss -0.7974, Sem 0.0226, dir -0.9833, norm 0.1633, swav 0.0000 LR: 7.813e-02 Score 99.231 Data time: 0.0768, Forward time: 0.7728, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.9917 [2020-10-19 01:11:25,158][root][INFO] - ===> Epoch[2879](14391/5): Loss -0.7756, Sem 0.0255, dir -0.9805, norm 0.1794, swav 0.0000 LR: 7.813e-02 Score 99.137 Data time: 0.0816, Forward time: 0.7728, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.9152 [2020-10-19 01:11:27,446][root][INFO] - ===> Epoch[2879](14392/5): Loss -0.7900, Sem 0.0238, dir -0.9834, norm 0.1695, swav 0.0000 LR: 7.813e-02 Score 99.194 Data time: 0.0628, Forward time: 0.7728, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.1772 [2020-10-19 01:11:29,423][root][INFO] - ===> Epoch[2879](14393/5): Loss -0.7937, Sem 0.0228, dir -0.9839, norm 0.1673, swav 0.0000 LR: 7.813e-02 Score 99.238 Data time: 0.0831, Forward time: 0.7728, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.9100 [2020-10-19 01:11:31,927][root][INFO] - ===> Epoch[2879](14394/5): Loss -0.7841, Sem 0.0245, dir -0.9805, norm 0.1719, swav 0.0000 LR: 7.812e-02 Score 99.174 Data time: 0.0896, Forward time: 0.7728, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.3919 [2020-10-19 01:11:34,140][root][INFO] - ===> Epoch[2879](14395/5): Loss -0.7946, Sem 0.0220, dir -0.9840, norm 0.1674, swav 0.0000 LR: 7.812e-02 Score 99.263 Data time: 0.0791, Forward time: 0.7728, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.0763 [2020-10-19 01:11:36,206][root][INFO] - ===> Epoch[2880](14396/5): Loss -0.8009, Sem 0.0231, dir -0.9818, norm 0.1578, swav 0.0000 LR: 7.812e-02 Score 99.215 Data time: 0.0474, Forward time: 0.7728, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.9660 [2020-10-19 01:11:38,283][root][INFO] - ===> Epoch[2880](14397/5): Loss -0.7820, Sem 0.0246, dir -0.9815, norm 0.1749, swav 0.0000 LR: 7.812e-02 Score 99.162 Data time: 0.0764, Forward time: 0.7727, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.0068 [2020-10-19 01:11:40,357][root][INFO] - ===> Epoch[2880](14398/5): Loss -0.7911, Sem 0.0238, dir -0.9831, norm 0.1682, swav 0.0000 LR: 7.812e-02 Score 99.219 Data time: 0.0926, Forward time: 0.7728, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.9633 [2020-10-19 01:11:42,505][root][INFO] - ===> Epoch[2880](14399/5): Loss -0.7928, Sem 0.0228, dir -0.9823, norm 0.1668, swav 0.0000 LR: 7.812e-02 Score 99.248 Data time: 0.0843, Forward time: 0.7728, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.0326 [2020-10-19 01:11:44,853][root][INFO] - ===> Epoch[2880](14400/5): Loss -0.7675, Sem 0.0240, dir -0.9813, norm 0.1897, swav 0.0000 LR: 7.811e-02 Score 99.202 Data time: 0.0473, Forward time: 0.7728, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.2206 [2020-10-19 01:11:45,929][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 01:11:46,087][root][INFO] - ===> Start testing [2020-10-19 01:12:24,915][root][INFO] - 68/68: Data time: 0.0024, Iter time: 0.1344 Loss 0.398 (AVG: 0.569) Score 92.683 (AVG: 89.567) mIOU 69.149 mAP 85.057 mAcc 77.198 IOU: 60.456 0.167 82.599 72.405 91.652 91.630 37.321 78.968 93.269 66.236 78.975 86.647 58.606 mAP: 81.212 20.590 95.409 86.608 98.922 98.576 62.128 96.999 99.432 87.043 93.189 95.221 90.406 mAcc: 79.880 1.459 89.820 80.299 94.587 97.752 44.896 94.081 94.959 76.450 89.242 95.231 64.923 [2020-10-19 01:12:24,917][root][INFO] - Finished test. Elapsed time: 38.8278 [2020-10-19 01:12:28,494][root][INFO] - [2020-10-19 01:12:28,494][root][INFO] - ################################################################ [2020-10-19 01:12:28,494][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 01:12:28,494][root][INFO] - ################################################################ [2020-10-19 01:12:28,494][root][INFO] - clutter : nan nan nan [2020-10-19 01:12:28,494][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 01:12:28,494][root][INFO] - board : 0.835 0.878 0.904 [2020-10-19 01:12:28,494][root][INFO] - bookcase : 0.233 0.353 0.502 [2020-10-19 01:12:28,494][root][INFO] - ceiling : 0.427 0.468 0.494 [2020-10-19 01:12:28,494][root][INFO] - chair : 0.802 0.889 0.913 [2020-10-19 01:12:28,494][root][INFO] - column : 0.211 0.283 0.431 [2020-10-19 01:12:28,494][root][INFO] - door : 0.651 0.815 0.878 [2020-10-19 01:12:28,494][root][INFO] - floor : 0.842 0.862 0.875 [2020-10-19 01:12:28,494][root][INFO] - sofa : 0.411 0.801 0.801 [2020-10-19 01:12:28,494][root][INFO] - table : 0.137 0.294 0.597 [2020-10-19 01:12:28,494][root][INFO] - wall : 0.494 0.681 0.797 [2020-10-19 01:12:28,495][root][INFO] - window : 0.560 0.765 0.780 [2020-10-19 01:12:28,495][root][INFO] - ---------------------------------------------------------------- [2020-10-19 01:12:28,495][root][INFO] - average : 0.467 0.591 0.664 [2020-10-19 01:12:28,495][root][INFO] - [2020-10-19 01:12:28,656][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 01:12:28,658][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-19 01:12:30,289][root][INFO] - ===> Epoch[2881](14401/5): Loss -0.8036, Sem 0.0219, dir -0.9828, norm 0.1574, swav 0.0000 LR: 7.811e-02 Score 99.267 Data time: 0.0597, Forward time: 0.7727, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.6259 [2020-10-19 01:12:32,271][root][INFO] - ===> Epoch[2881](14402/5): Loss -0.7754, Sem 0.0236, dir -0.9804, norm 0.1814, swav 0.0000 LR: 7.811e-02 Score 99.208 Data time: 0.0482, Forward time: 0.7727, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.8758 [2020-10-19 01:12:34,551][root][INFO] - ===> Epoch[2881](14403/5): Loss -0.7744, Sem 0.0276, dir -0.9806, norm 0.1786, swav 0.0000 LR: 7.811e-02 Score 99.086 Data time: 0.0819, Forward time: 0.7727, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.2201 [2020-10-19 01:12:36,843][root][INFO] - ===> Epoch[2881](14404/5): Loss -0.8044, Sem 0.0218, dir -0.9849, norm 0.1587, swav 0.0000 LR: 7.811e-02 Score 99.282 Data time: 0.0657, Forward time: 0.7727, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.2009 [2020-10-19 01:12:38,791][root][INFO] - ===> Epoch[2881](14405/5): Loss -0.7970, Sem 0.0245, dir -0.9822, norm 0.1607, swav 0.0000 LR: 7.811e-02 Score 99.184 Data time: 0.0777, Forward time: 0.7727, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.8428 [2020-10-19 01:12:40,988][root][INFO] - ===> Epoch[2882](14406/5): Loss -0.7728, Sem 0.0220, dir -0.9820, norm 0.1871, swav 0.0000 LR: 7.811e-02 Score 99.257 Data time: 0.2038, Forward time: 0.7727, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.0767 [2020-10-19 01:12:43,160][root][INFO] - ===> Epoch[2882](14407/5): Loss -0.7848, Sem 0.0236, dir -0.9829, norm 0.1746, swav 0.0000 LR: 7.810e-02 Score 99.217 Data time: 0.0685, Forward time: 0.7727, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.1144 [2020-10-19 01:12:45,593][root][INFO] - ===> Epoch[2882](14408/5): Loss -0.7926, Sem 0.0241, dir -0.9834, norm 0.1667, swav 0.0000 LR: 7.810e-02 Score 99.181 Data time: 0.0655, Forward time: 0.7727, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.3349 [2020-10-19 01:12:47,761][root][INFO] - ===> Epoch[2882](14409/5): Loss -0.7924, Sem 0.0252, dir -0.9815, norm 0.1639, swav 0.0000 LR: 7.810e-02 Score 99.158 Data time: 0.0786, Forward time: 0.7727, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.1073 [2020-10-19 01:12:49,886][root][INFO] - ===> Epoch[2882](14410/5): Loss -0.7879, Sem 0.0225, dir -0.9836, norm 0.1732, swav 0.0000 LR: 7.810e-02 Score 99.256 Data time: 0.0470, Forward time: 0.7727, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.0196 [2020-10-19 01:12:51,849][root][INFO] - ===> Epoch[2883](14411/5): Loss -0.7990, Sem 0.0228, dir -0.9831, norm 0.1613, swav 0.0000 LR: 7.810e-02 Score 99.239 Data time: 0.1191, Forward time: 0.7727, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.9146 [2020-10-19 01:12:54,344][root][INFO] - ===> Epoch[2883](14412/5): Loss -0.7589, Sem 0.0280, dir -0.9799, norm 0.1931, swav 0.0000 LR: 7.810e-02 Score 99.100 Data time: 0.0761, Forward time: 0.7727, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.4717 [2020-10-19 01:12:56,827][root][INFO] - ===> Epoch[2883](14413/5): Loss -0.8069, Sem 0.0225, dir -0.9838, norm 0.1544, swav 0.0000 LR: 7.809e-02 Score 99.260 Data time: 0.0718, Forward time: 0.7727, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.3530 [2020-10-19 01:12:58,771][root][INFO] - ===> Epoch[2883](14414/5): Loss -0.7842, Sem 0.0259, dir -0.9813, norm 0.1712, swav 0.0000 LR: 7.809e-02 Score 99.159 Data time: 0.0669, Forward time: 0.7727, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.8470 [2020-10-19 01:13:00,935][root][INFO] - ===> Epoch[2883](14415/5): Loss -0.8032, Sem 0.0242, dir -0.9825, norm 0.1552, swav 0.0000 LR: 7.809e-02 Score 99.178 Data time: 0.0670, Forward time: 0.7727, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.0459 [2020-10-19 01:13:02,996][root][INFO] - ===> Epoch[2884](14416/5): Loss -0.7881, Sem 0.0268, dir -0.9834, norm 0.1685, swav 0.0000 LR: 7.809e-02 Score 99.129 Data time: 0.0567, Forward time: 0.7727, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.9615 [2020-10-19 01:13:05,849][root][INFO] - ===> Epoch[2884](14417/5): Loss -0.7687, Sem 0.0228, dir -0.9807, norm 0.1893, swav 0.0000 LR: 7.809e-02 Score 99.241 Data time: 0.0759, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.6328 [2020-10-19 01:13:08,166][root][INFO] - ===> Epoch[2884](14418/5): Loss -0.7875, Sem 0.0232, dir -0.9815, norm 0.1708, swav 0.0000 LR: 7.809e-02 Score 99.223 Data time: 0.0744, Forward time: 0.7727, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.2061 [2020-10-19 01:13:09,906][root][INFO] - ===> Epoch[2884](14419/5): Loss -0.7940, Sem 0.0220, dir -0.9829, norm 0.1668, swav 0.0000 LR: 7.809e-02 Score 99.267 Data time: 0.0593, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.6188 [2020-10-19 01:13:11,807][root][INFO] - ===> Epoch[2884](14420/5): Loss -0.8071, Sem 0.0240, dir -0.9834, norm 0.1522, swav 0.0000 LR: 7.808e-02 Score 99.162 Data time: 0.0656, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.8105 [2020-10-19 01:13:14,080][root][INFO] - ===> Epoch[2885](14421/5): Loss -0.7798, Sem 0.0248, dir -0.9816, norm 0.1770, swav 0.0000 LR: 7.808e-02 Score 99.189 Data time: 0.0570, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.2000 [2020-10-19 01:13:16,210][root][INFO] - ===> Epoch[2885](14422/5): Loss -0.7919, Sem 0.0227, dir -0.9820, norm 0.1675, swav 0.0000 LR: 7.808e-02 Score 99.243 Data time: 0.0658, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.0367 [2020-10-19 01:13:18,327][root][INFO] - ===> Epoch[2885](14423/5): Loss -0.7791, Sem 0.0249, dir -0.9798, norm 0.1757, swav 0.0000 LR: 7.808e-02 Score 99.174 Data time: 0.0608, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.0093 [2020-10-19 01:13:20,265][root][INFO] - ===> Epoch[2885](14424/5): Loss -0.8058, Sem 0.0216, dir -0.9847, norm 0.1573, swav 0.0000 LR: 7.808e-02 Score 99.265 Data time: 0.0731, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.8533 [2020-10-19 01:13:22,473][root][INFO] - ===> Epoch[2885](14425/5): Loss -0.7597, Sem 0.0263, dir -0.9802, norm 0.1942, swav 0.0000 LR: 7.808e-02 Score 99.127 Data time: 0.0698, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.0878 [2020-10-19 01:13:24,725][root][INFO] - ===> Epoch[2886](14426/5): Loss -0.7798, Sem 0.0254, dir -0.9815, norm 0.1762, swav 0.0000 LR: 7.807e-02 Score 99.145 Data time: 0.0977, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.1381 [2020-10-19 01:13:26,722][root][INFO] - ===> Epoch[2886](14427/5): Loss -0.7995, Sem 0.0242, dir -0.9826, norm 0.1589, swav 0.0000 LR: 7.807e-02 Score 99.171 Data time: 0.0804, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.8819 [2020-10-19 01:13:29,069][root][INFO] - ===> Epoch[2886](14428/5): Loss -0.7639, Sem 0.0226, dir -0.9811, norm 0.1946, swav 0.0000 LR: 7.807e-02 Score 99.259 Data time: 0.0893, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.2497 [2020-10-19 01:13:31,709][root][INFO] - ===> Epoch[2886](14429/5): Loss -0.7876, Sem 0.0235, dir -0.9827, norm 0.1716, swav 0.0000 LR: 7.807e-02 Score 99.216 Data time: 0.0740, Forward time: 0.7726, Backward time: 1.1787, DDP time: 0.0030, Total iter time: 2.5152 [2020-10-19 01:13:33,703][root][INFO] - ===> Epoch[2886](14430/5): Loss -0.8069, Sem 0.0210, dir -0.9854, norm 0.1575, swav 0.0000 LR: 7.807e-02 Score 99.293 Data time: 0.1128, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.9007 [2020-10-19 01:13:36,214][root][INFO] - ===> Epoch[2887](14431/5): Loss -0.7756, Sem 0.0249, dir -0.9814, norm 0.1810, swav 0.0000 LR: 7.807e-02 Score 99.221 Data time: 0.1123, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.3906 [2020-10-19 01:13:38,245][root][INFO] - ===> Epoch[2887](14432/5): Loss -0.7786, Sem 0.0244, dir -0.9832, norm 0.1802, swav 0.0000 LR: 7.807e-02 Score 99.196 Data time: 0.0593, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.8841 [2020-10-19 01:13:40,302][root][INFO] - ===> Epoch[2887](14433/5): Loss -0.7759, Sem 0.0278, dir -0.9816, norm 0.1779, swav 0.0000 LR: 7.806e-02 Score 99.033 Data time: 0.0649, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.9706 [2020-10-19 01:13:42,508][root][INFO] - ===> Epoch[2887](14434/5): Loss -0.7862, Sem 0.0242, dir -0.9809, norm 0.1705, swav 0.0000 LR: 7.806e-02 Score 99.181 Data time: 0.0652, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.1060 [2020-10-19 01:13:44,343][root][INFO] - ===> Epoch[2887](14435/5): Loss -0.7821, Sem 0.0266, dir -0.9812, norm 0.1725, swav 0.0000 LR: 7.806e-02 Score 99.087 Data time: 0.0810, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.7084 [2020-10-19 01:13:46,274][root][INFO] - ===> Epoch[2888](14436/5): Loss -0.7761, Sem 0.0246, dir -0.9813, norm 0.1806, swav 0.0000 LR: 7.806e-02 Score 99.184 Data time: 0.1012, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.8350 [2020-10-19 01:13:48,298][root][INFO] - ===> Epoch[2888](14437/5): Loss -0.7786, Sem 0.0254, dir -0.9822, norm 0.1783, swav 0.0000 LR: 7.806e-02 Score 99.146 Data time: 0.1038, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.9176 [2020-10-19 01:13:50,330][root][INFO] - ===> Epoch[2888](14438/5): Loss -0.7765, Sem 0.0280, dir -0.9810, norm 0.1765, swav 0.0000 LR: 7.806e-02 Score 99.056 Data time: 0.0928, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.9152 [2020-10-19 01:13:53,133][root][INFO] - ===> Epoch[2888](14439/5): Loss -0.7973, Sem 0.0224, dir -0.9830, norm 0.1633, swav 0.0000 LR: 7.805e-02 Score 99.255 Data time: 0.0665, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.6897 [2020-10-19 01:13:55,132][root][INFO] - ===> Epoch[2888](14440/5): Loss -0.7855, Sem 0.0250, dir -0.9813, norm 0.1709, swav 0.0000 LR: 7.805e-02 Score 99.150 Data time: 0.0882, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.8958 [2020-10-19 01:13:57,344][root][INFO] - ===> Epoch[2889](14441/5): Loss -0.7850, Sem 0.0247, dir -0.9820, norm 0.1723, swav 0.0000 LR: 7.805e-02 Score 99.168 Data time: 0.1068, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.1016 [2020-10-19 01:13:59,614][root][INFO] - ===> Epoch[2889](14442/5): Loss -0.7854, Sem 0.0218, dir -0.9827, norm 0.1754, swav 0.0000 LR: 7.805e-02 Score 99.269 Data time: 0.0899, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.1577 [2020-10-19 01:14:01,821][root][INFO] - ===> Epoch[2889](14443/5): Loss -0.7977, Sem 0.0256, dir -0.9821, norm 0.1588, swav 0.0000 LR: 7.805e-02 Score 99.152 Data time: 0.0800, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.0857 [2020-10-19 01:14:03,961][root][INFO] - ===> Epoch[2889](14444/5): Loss -0.7963, Sem 0.0223, dir -0.9834, norm 0.1648, swav 0.0000 LR: 7.805e-02 Score 99.253 Data time: 0.0720, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.0500 [2020-10-19 01:14:05,985][root][INFO] - ===> Epoch[2889](14445/5): Loss -0.8032, Sem 0.0212, dir -0.9838, norm 0.1593, swav 0.0000 LR: 7.805e-02 Score 99.284 Data time: 0.0661, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.9303 [2020-10-19 01:14:08,493][root][INFO] - ===> Epoch[2890](14446/5): Loss -0.7782, Sem 0.0246, dir -0.9820, norm 0.1791, swav 0.0000 LR: 7.804e-02 Score 99.168 Data time: 0.0756, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.4054 [2020-10-19 01:14:10,510][root][INFO] - ===> Epoch[2890](14447/5): Loss -0.7819, Sem 0.0277, dir -0.9793, norm 0.1697, swav 0.0000 LR: 7.804e-02 Score 99.060 Data time: 0.0643, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.9124 [2020-10-19 01:14:12,721][root][INFO] - ===> Epoch[2890](14448/5): Loss -0.8017, Sem 0.0229, dir -0.9828, norm 0.1582, swav 0.0000 LR: 7.804e-02 Score 99.226 Data time: 0.0786, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.1197 [2020-10-19 01:14:14,869][root][INFO] - ===> Epoch[2890](14449/5): Loss -0.7840, Sem 0.0283, dir -0.9806, norm 0.1683, swav 0.0000 LR: 7.804e-02 Score 99.065 Data time: 0.0726, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.0640 [2020-10-19 01:14:17,231][root][INFO] - ===> Epoch[2890](14450/5): Loss -0.8052, Sem 0.0235, dir -0.9830, norm 0.1543, swav 0.0000 LR: 7.804e-02 Score 99.174 Data time: 0.0634, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.2556 [2020-10-19 01:14:19,867][root][INFO] - ===> Epoch[2891](14451/5): Loss -0.8000, Sem 0.0212, dir -0.9831, norm 0.1618, swav 0.0000 LR: 7.804e-02 Score 99.305 Data time: 0.0903, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.5464 [2020-10-19 01:14:21,701][root][INFO] - ===> Epoch[2891](14452/5): Loss -0.7942, Sem 0.0269, dir -0.9828, norm 0.1617, swav 0.0000 LR: 7.803e-02 Score 99.108 Data time: 0.0690, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.7062 [2020-10-19 01:14:23,915][root][INFO] - ===> Epoch[2891](14453/5): Loss -0.7845, Sem 0.0250, dir -0.9820, norm 0.1725, swav 0.0000 LR: 7.803e-02 Score 99.173 Data time: 0.0817, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.1163 [2020-10-19 01:14:26,406][root][INFO] - ===> Epoch[2891](14454/5): Loss -0.7914, Sem 0.0205, dir -0.9839, norm 0.1720, swav 0.0000 LR: 7.803e-02 Score 99.320 Data time: 0.0665, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.3777 [2020-10-19 01:14:28,314][root][INFO] - ===> Epoch[2891](14455/5): Loss -0.7778, Sem 0.0274, dir -0.9809, norm 0.1757, swav 0.0000 LR: 7.803e-02 Score 99.107 Data time: 0.0731, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.8323 [2020-10-19 01:14:30,645][root][INFO] - ===> Epoch[2892](14456/5): Loss -0.7941, Sem 0.0223, dir -0.9828, norm 0.1665, swav 0.0000 LR: 7.803e-02 Score 99.244 Data time: 0.1313, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.2203 [2020-10-19 01:14:32,821][root][INFO] - ===> Epoch[2892](14457/5): Loss -0.7744, Sem 0.0231, dir -0.9813, norm 0.1838, swav 0.0000 LR: 7.803e-02 Score 99.221 Data time: 0.0982, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.0879 [2020-10-19 01:14:34,907][root][INFO] - ===> Epoch[2892](14458/5): Loss -0.7805, Sem 0.0235, dir -0.9821, norm 0.1781, swav 0.0000 LR: 7.803e-02 Score 99.210 Data time: 0.0688, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.9714 [2020-10-19 01:14:37,118][root][INFO] - ===> Epoch[2892](14459/5): Loss -0.7954, Sem 0.0215, dir -0.9836, norm 0.1666, swav 0.0000 LR: 7.802e-02 Score 99.267 Data time: 0.0657, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.1380 [2020-10-19 01:14:39,388][root][INFO] - ===> Epoch[2892](14460/5): Loss -0.7951, Sem 0.0239, dir -0.9831, norm 0.1641, swav 0.0000 LR: 7.802e-02 Score 99.199 Data time: 0.0759, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.1813 [2020-10-19 01:14:41,784][root][INFO] - ===> Epoch[2893](14461/5): Loss -0.7351, Sem 0.0241, dir -0.9785, norm 0.2193, swav 0.0000 LR: 7.802e-02 Score 99.209 Data time: 0.0965, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.2818 [2020-10-19 01:14:43,883][root][INFO] - ===> Epoch[2893](14462/5): Loss -0.7741, Sem 0.0212, dir -0.9814, norm 0.1861, swav 0.0000 LR: 7.802e-02 Score 99.274 Data time: 0.0932, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.9831 [2020-10-19 01:14:45,919][root][INFO] - ===> Epoch[2893](14463/5): Loss -0.7846, Sem 0.0250, dir -0.9811, norm 0.1716, swav 0.0000 LR: 7.802e-02 Score 99.171 Data time: 0.0814, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.9220 [2020-10-19 01:14:47,825][root][INFO] - ===> Epoch[2893](14464/5): Loss -0.7878, Sem 0.0205, dir -0.9839, norm 0.1756, swav 0.0000 LR: 7.802e-02 Score 99.318 Data time: 0.0794, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 1.7797 [2020-10-19 01:14:50,023][root][INFO] - ===> Epoch[2893](14465/5): Loss -0.7776, Sem 0.0242, dir -0.9821, norm 0.1803, swav 0.0000 LR: 7.801e-02 Score 99.185 Data time: 0.0890, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.1007 [2020-10-19 01:14:52,185][root][INFO] - ===> Epoch[2894](14466/5): Loss -0.7820, Sem 0.0238, dir -0.9827, norm 0.1768, swav 0.0000 LR: 7.801e-02 Score 99.205 Data time: 0.0626, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.0457 [2020-10-19 01:14:54,455][root][INFO] - ===> Epoch[2894](14467/5): Loss -0.7767, Sem 0.0242, dir -0.9805, norm 0.1796, swav 0.0000 LR: 7.801e-02 Score 99.191 Data time: 0.0796, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.1645 [2020-10-19 01:14:56,337][root][INFO] - ===> Epoch[2894](14468/5): Loss -0.7910, Sem 0.0245, dir -0.9824, norm 0.1669, swav 0.0000 LR: 7.801e-02 Score 99.178 Data time: 0.0705, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 1.7709 [2020-10-19 01:14:58,157][root][INFO] - ===> Epoch[2894](14469/5): Loss -0.7781, Sem 0.0241, dir -0.9807, norm 0.1785, swav 0.0000 LR: 7.801e-02 Score 99.200 Data time: 0.0826, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 1.7243 [2020-10-19 01:15:00,489][root][INFO] - ===> Epoch[2894](14470/5): Loss -0.7830, Sem 0.0229, dir -0.9821, norm 0.1762, swav 0.0000 LR: 7.801e-02 Score 99.250 Data time: 0.0881, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.2301 [2020-10-19 01:15:02,312][root][INFO] - ===> Epoch[2895](14471/5): Loss -0.7790, Sem 0.0223, dir -0.9818, norm 0.1804, swav 0.0000 LR: 7.801e-02 Score 99.253 Data time: 0.0571, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 1.7023 [2020-10-19 01:15:05,139][root][INFO] - ===> Epoch[2895](14472/5): Loss -0.7845, Sem 0.0233, dir -0.9825, norm 0.1747, swav 0.0000 LR: 7.800e-02 Score 99.225 Data time: 0.0677, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.7212 [2020-10-19 01:15:07,070][root][INFO] - ===> Epoch[2895](14473/5): Loss -0.7825, Sem 0.0249, dir -0.9814, norm 0.1741, swav 0.0000 LR: 7.800e-02 Score 99.156 Data time: 0.0810, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 1.8268 [2020-10-19 01:15:09,491][root][INFO] - ===> Epoch[2895](14474/5): Loss -0.7879, Sem 0.0226, dir -0.9824, norm 0.1719, swav 0.0000 LR: 7.800e-02 Score 99.245 Data time: 0.0838, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.2823 [2020-10-19 01:15:12,088][root][INFO] - ===> Epoch[2895](14475/5): Loss -0.7953, Sem 0.0209, dir -0.9838, norm 0.1676, swav 0.0000 LR: 7.800e-02 Score 99.302 Data time: 0.0677, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.4556 [2020-10-19 01:15:14,190][root][INFO] - ===> Epoch[2896](14476/5): Loss -0.7868, Sem 0.0237, dir -0.9831, norm 0.1726, swav 0.0000 LR: 7.800e-02 Score 99.244 Data time: 0.0901, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.0132 [2020-10-19 01:15:16,064][root][INFO] - ===> Epoch[2896](14477/5): Loss -0.7856, Sem 0.0254, dir -0.9818, norm 0.1708, swav 0.0000 LR: 7.800e-02 Score 99.156 Data time: 0.0737, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 1.7712 [2020-10-19 01:15:18,451][root][INFO] - ===> Epoch[2896](14478/5): Loss -0.7561, Sem 0.0333, dir -0.9783, norm 0.1890, swav 0.0000 LR: 7.799e-02 Score 98.895 Data time: 0.0531, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.2740 [2020-10-19 01:15:20,343][root][INFO] - ===> Epoch[2896](14479/5): Loss -0.7859, Sem 0.0240, dir -0.9826, norm 0.1728, swav 0.0000 LR: 7.799e-02 Score 99.207 Data time: 0.0815, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 1.7795 [2020-10-19 01:15:22,325][root][INFO] - ===> Epoch[2896](14480/5): Loss -0.7831, Sem 0.0230, dir -0.9810, norm 0.1749, swav 0.0000 LR: 7.799e-02 Score 99.216 Data time: 0.0794, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 1.8692 [2020-10-19 01:15:24,377][root][INFO] - ===> Epoch[2897](14481/5): Loss -0.7860, Sem 0.0260, dir -0.9820, norm 0.1700, swav 0.0000 LR: 7.799e-02 Score 99.120 Data time: 0.0627, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 1.9390 [2020-10-19 01:15:26,662][root][INFO] - ===> Epoch[2897](14482/5): Loss -0.7745, Sem 0.0249, dir -0.9819, norm 0.1826, swav 0.0000 LR: 7.799e-02 Score 99.164 Data time: 0.0647, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.1775 [2020-10-19 01:15:28,726][root][INFO] - ===> Epoch[2897](14483/5): Loss -0.7756, Sem 0.0269, dir -0.9799, norm 0.1774, swav 0.0000 LR: 7.799e-02 Score 99.121 Data time: 0.0871, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 1.9758 [2020-10-19 01:15:30,959][root][INFO] - ===> Epoch[2897](14484/5): Loss -0.7866, Sem 0.0233, dir -0.9828, norm 0.1729, swav 0.0000 LR: 7.799e-02 Score 99.219 Data time: 0.0571, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.1208 [2020-10-19 01:15:33,343][root][INFO] - ===> Epoch[2897](14485/5): Loss -0.7875, Sem 0.0213, dir -0.9818, norm 0.1731, swav 0.0000 LR: 7.798e-02 Score 99.285 Data time: 0.0661, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.2726 [2020-10-19 01:15:35,642][root][INFO] - ===> Epoch[2898](14486/5): Loss -0.7783, Sem 0.0244, dir -0.9826, norm 0.1799, swav 0.0000 LR: 7.798e-02 Score 99.180 Data time: 0.0832, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.1913 [2020-10-19 01:15:38,067][root][INFO] - ===> Epoch[2898](14487/5): Loss -0.7886, Sem 0.0222, dir -0.9829, norm 0.1721, swav 0.0000 LR: 7.798e-02 Score 99.253 Data time: 0.1028, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.3132 [2020-10-19 01:15:40,331][root][INFO] - ===> Epoch[2898](14488/5): Loss -0.7910, Sem 0.0223, dir -0.9829, norm 0.1696, swav 0.0000 LR: 7.798e-02 Score 99.250 Data time: 0.0901, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.1433 [2020-10-19 01:15:42,880][root][INFO] - ===> Epoch[2898](14489/5): Loss -0.7887, Sem 0.0246, dir -0.9816, norm 0.1683, swav 0.0000 LR: 7.798e-02 Score 99.174 Data time: 0.0893, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.4428 [2020-10-19 01:15:45,062][root][INFO] - ===> Epoch[2898](14490/5): Loss -0.7858, Sem 0.0247, dir -0.9812, norm 0.1708, swav 0.0000 LR: 7.798e-02 Score 99.196 Data time: 0.0659, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.0973 [2020-10-19 01:15:47,143][root][INFO] - ===> Epoch[2899](14491/5): Loss -0.8026, Sem 0.0247, dir -0.9830, norm 0.1557, swav 0.0000 LR: 7.797e-02 Score 99.175 Data time: 0.0979, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 1.9885 [2020-10-19 01:15:49,604][root][INFO] - ===> Epoch[2899](14492/5): Loss -0.7847, Sem 0.0221, dir -0.9812, norm 0.1745, swav 0.0000 LR: 7.797e-02 Score 99.259 Data time: 0.0635, Forward time: 0.7726, Backward time: 1.1786, DDP time: 0.0030, Total iter time: 2.3615 [2020-10-19 01:15:51,620][root][INFO] - ===> Epoch[2899](14493/5): Loss -0.7902, Sem 0.0240, dir -0.9819, norm 0.1677, swav 0.0000 LR: 7.797e-02 Score 99.195 Data time: 0.0796, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 1.9071 [2020-10-19 01:15:53,926][root][INFO] - ===> Epoch[2899](14494/5): Loss -0.7958, Sem 0.0202, dir -0.9837, norm 0.1676, swav 0.0000 LR: 7.797e-02 Score 99.316 Data time: 0.0851, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.2003 [2020-10-19 01:15:56,128][root][INFO] - ===> Epoch[2899](14495/5): Loss -0.7907, Sem 0.0259, dir -0.9828, norm 0.1662, swav 0.0000 LR: 7.797e-02 Score 99.137 Data time: 0.1355, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.0852 [2020-10-19 01:15:58,285][root][INFO] - ===> Epoch[2900](14496/5): Loss -0.7809, Sem 0.0220, dir -0.9820, norm 0.1791, swav 0.0000 LR: 7.797e-02 Score 99.265 Data time: 0.0649, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.0470 [2020-10-19 01:16:00,287][root][INFO] - ===> Epoch[2900](14497/5): Loss -0.7884, Sem 0.0224, dir -0.9830, norm 0.1722, swav 0.0000 LR: 7.797e-02 Score 99.234 Data time: 0.0693, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 1.8658 [2020-10-19 01:16:02,578][root][INFO] - ===> Epoch[2900](14498/5): Loss -0.8011, Sem 0.0245, dir -0.9820, norm 0.1565, swav 0.0000 LR: 7.796e-02 Score 99.159 Data time: 0.0754, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.1926 [2020-10-19 01:16:04,628][root][INFO] - ===> Epoch[2900](14499/5): Loss -0.7808, Sem 0.0227, dir -0.9842, norm 0.1807, swav 0.0000 LR: 7.796e-02 Score 99.234 Data time: 0.1064, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 1.9407 [2020-10-19 01:16:07,320][root][INFO] - ===> Epoch[2900](14500/5): Loss -0.7787, Sem 0.0221, dir -0.9837, norm 0.1829, swav 0.0000 LR: 7.796e-02 Score 99.250 Data time: 0.1524, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.5788 [2020-10-19 01:16:08,497][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 01:16:10,515][root][INFO] - ===> Epoch[2901](14501/5): Loss -0.7698, Sem 0.0255, dir -0.9818, norm 0.1865, swav 0.0000 LR: 7.796e-02 Score 99.183 Data time: 0.0722, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 1.8277 [2020-10-19 01:16:12,532][root][INFO] - ===> Epoch[2901](14502/5): Loss -0.7923, Sem 0.0238, dir -0.9824, norm 0.1663, swav 0.0000 LR: 7.796e-02 Score 99.185 Data time: 0.0748, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 1.8883 [2020-10-19 01:16:14,418][root][INFO] - ===> Epoch[2901](14503/5): Loss -0.7819, Sem 0.0223, dir -0.9804, norm 0.1761, swav 0.0000 LR: 7.796e-02 Score 99.246 Data time: 0.0828, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 1.7914 [2020-10-19 01:16:16,403][root][INFO] - ===> Epoch[2901](14504/5): Loss -0.7919, Sem 0.0230, dir -0.9818, norm 0.1669, swav 0.0000 LR: 7.795e-02 Score 99.244 Data time: 0.0754, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.8578 [2020-10-19 01:16:18,902][root][INFO] - ===> Epoch[2901](14505/5): Loss -0.7937, Sem 0.0241, dir -0.9830, norm 0.1652, swav 0.0000 LR: 7.795e-02 Score 99.200 Data time: 0.0645, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.3993 [2020-10-19 01:16:20,754][root][INFO] - ===> Epoch[2902](14506/5): Loss -0.7796, Sem 0.0235, dir -0.9812, norm 0.1782, swav 0.0000 LR: 7.795e-02 Score 99.218 Data time: 0.0718, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 1.7477 [2020-10-19 01:16:23,138][root][INFO] - ===> Epoch[2902](14507/5): Loss -0.7807, Sem 0.0232, dir -0.9802, norm 0.1763, swav 0.0000 LR: 7.795e-02 Score 99.224 Data time: 0.0691, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.2867 [2020-10-19 01:16:25,419][root][INFO] - ===> Epoch[2902](14508/5): Loss -0.7903, Sem 0.0223, dir -0.9830, norm 0.1704, swav 0.0000 LR: 7.795e-02 Score 99.242 Data time: 0.0544, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.1756 [2020-10-19 01:16:28,006][root][INFO] - ===> Epoch[2902](14509/5): Loss -0.7822, Sem 0.0226, dir -0.9822, norm 0.1774, swav 0.0000 LR: 7.795e-02 Score 99.240 Data time: 0.1062, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.4875 [2020-10-19 01:16:29,885][root][INFO] - ===> Epoch[2902](14510/5): Loss -0.7740, Sem 0.0252, dir -0.9826, norm 0.1833, swav 0.0000 LR: 7.795e-02 Score 99.161 Data time: 0.0782, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 1.7567 [2020-10-19 01:16:32,245][root][INFO] - ===> Epoch[2903](14511/5): Loss -0.7916, Sem 0.0231, dir -0.9826, norm 0.1678, swav 0.0000 LR: 7.794e-02 Score 99.217 Data time: 0.0543, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.2516 [2020-10-19 01:16:34,616][root][INFO] - ===> Epoch[2903](14512/5): Loss -0.7804, Sem 0.0245, dir -0.9821, norm 0.1773, swav 0.0000 LR: 7.794e-02 Score 99.166 Data time: 0.0997, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.2692 [2020-10-19 01:16:36,806][root][INFO] - ===> Epoch[2903](14513/5): Loss -0.7998, Sem 0.0217, dir -0.9844, norm 0.1629, swav 0.0000 LR: 7.794e-02 Score 99.273 Data time: 0.0822, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.0569 [2020-10-19 01:16:39,069][root][INFO] - ===> Epoch[2903](14514/5): Loss -0.7912, Sem 0.0234, dir -0.9825, norm 0.1680, swav 0.0000 LR: 7.794e-02 Score 99.215 Data time: 0.0686, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.1545 [2020-10-19 01:16:41,270][root][INFO] - ===> Epoch[2903](14515/5): Loss -0.7817, Sem 0.0238, dir -0.9810, norm 0.1755, swav 0.0000 LR: 7.794e-02 Score 99.206 Data time: 0.0612, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.1094 [2020-10-19 01:16:43,194][root][INFO] - ===> Epoch[2904](14516/5): Loss -0.8057, Sem 0.0216, dir -0.9830, norm 0.1556, swav 0.0000 LR: 7.794e-02 Score 99.270 Data time: 0.0824, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 1.8245 [2020-10-19 01:16:45,831][root][INFO] - ===> Epoch[2904](14517/5): Loss -0.7801, Sem 0.0227, dir -0.9819, norm 0.1791, swav 0.0000 LR: 7.793e-02 Score 99.248 Data time: 0.1095, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.5410 [2020-10-19 01:16:47,813][root][INFO] - ===> Epoch[2904](14518/5): Loss -0.7779, Sem 0.0212, dir -0.9815, norm 0.1825, swav 0.0000 LR: 7.793e-02 Score 99.285 Data time: 0.0791, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 1.8435 [2020-10-19 01:16:50,076][root][INFO] - ===> Epoch[2904](14519/5): Loss -0.7850, Sem 0.0241, dir -0.9816, norm 0.1725, swav 0.0000 LR: 7.793e-02 Score 99.200 Data time: 0.0671, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.1608 [2020-10-19 01:16:52,232][root][INFO] - ===> Epoch[2904](14520/5): Loss -0.7977, Sem 0.0225, dir -0.9822, norm 0.1620, swav 0.0000 LR: 7.793e-02 Score 99.239 Data time: 0.0761, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.0741 [2020-10-19 01:16:54,310][root][INFO] - ===> Epoch[2905](14521/5): Loss -0.7972, Sem 0.0221, dir -0.9818, norm 0.1624, swav 0.0000 LR: 7.793e-02 Score 99.257 Data time: 0.0648, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 1.9779 [2020-10-19 01:16:56,408][root][INFO] - ===> Epoch[2905](14522/5): Loss -0.8036, Sem 0.0231, dir -0.9826, norm 0.1559, swav 0.0000 LR: 7.793e-02 Score 99.234 Data time: 0.0762, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.0139 [2020-10-19 01:16:58,310][root][INFO] - ===> Epoch[2905](14523/5): Loss -0.8082, Sem 0.0217, dir -0.9820, norm 0.1521, swav 0.0000 LR: 7.793e-02 Score 99.259 Data time: 0.0472, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 1.7727 [2020-10-19 01:17:00,219][root][INFO] - ===> Epoch[2905](14524/5): Loss -0.7910, Sem 0.0230, dir -0.9820, norm 0.1681, swav 0.0000 LR: 7.792e-02 Score 99.230 Data time: 0.0617, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.8290 [2020-10-19 01:17:02,817][root][INFO] - ===> Epoch[2905](14525/5): Loss -0.7865, Sem 0.0221, dir -0.9832, norm 0.1745, swav 0.0000 LR: 7.792e-02 Score 99.301 Data time: 0.0781, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.5031 [2020-10-19 01:17:05,014][root][INFO] - ===> Epoch[2906](14526/5): Loss -0.7893, Sem 0.0255, dir -0.9824, norm 0.1675, swav 0.0000 LR: 7.792e-02 Score 99.140 Data time: 0.1298, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.0830 [2020-10-19 01:17:07,705][root][INFO] - ===> Epoch[2906](14527/5): Loss -0.8016, Sem 0.0224, dir -0.9834, norm 0.1594, swav 0.0000 LR: 7.792e-02 Score 99.269 Data time: 0.1134, Forward time: 0.7726, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.5759 [2020-10-19 01:17:09,662][root][INFO] - ===> Epoch[2906](14528/5): Loss -0.7977, Sem 0.0242, dir -0.9824, norm 0.1605, swav 0.0000 LR: 7.792e-02 Score 99.175 Data time: 0.1151, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.8486 [2020-10-19 01:17:11,795][root][INFO] - ===> Epoch[2906](14529/5): Loss -0.7853, Sem 0.0244, dir -0.9825, norm 0.1728, swav 0.0000 LR: 7.792e-02 Score 99.214 Data time: 0.1333, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0283 [2020-10-19 01:17:13,630][root][INFO] - ===> Epoch[2906](14530/5): Loss -0.7870, Sem 0.0258, dir -0.9826, norm 0.1697, swav 0.0000 LR: 7.791e-02 Score 99.132 Data time: 0.1045, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.7325 [2020-10-19 01:17:15,725][root][INFO] - ===> Epoch[2907](14531/5): Loss -0.8041, Sem 0.0249, dir -0.9818, norm 0.1529, swav 0.0000 LR: 7.791e-02 Score 99.161 Data time: 0.0932, Forward time: 0.7727, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9854 [2020-10-19 01:17:17,628][root][INFO] - ===> Epoch[2907](14532/5): Loss -0.7966, Sem 0.0222, dir -0.9825, norm 0.1637, swav 0.0000 LR: 7.791e-02 Score 99.256 Data time: 0.0826, Forward time: 0.7727, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.7799 [2020-10-19 01:17:19,686][root][INFO] - ===> Epoch[2907](14533/5): Loss -0.7898, Sem 0.0225, dir -0.9835, norm 0.1712, swav 0.0000 LR: 7.791e-02 Score 99.254 Data time: 0.0736, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9529 [2020-10-19 01:17:21,910][root][INFO] - ===> Epoch[2907](14534/5): Loss -0.7796, Sem 0.0254, dir -0.9816, norm 0.1765, swav 0.0000 LR: 7.791e-02 Score 99.168 Data time: 0.0685, Forward time: 0.7727, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.1204 [2020-10-19 01:17:24,383][root][INFO] - ===> Epoch[2907](14535/5): Loss -0.7760, Sem 0.0238, dir -0.9824, norm 0.1827, swav 0.0000 LR: 7.791e-02 Score 99.216 Data time: 0.0826, Forward time: 0.7727, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.3772 [2020-10-19 01:17:26,520][root][INFO] - ===> Epoch[2908](14536/5): Loss -0.7945, Sem 0.0222, dir -0.9824, norm 0.1658, swav 0.0000 LR: 7.791e-02 Score 99.260 Data time: 0.0713, Forward time: 0.7727, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0200 [2020-10-19 01:17:28,767][root][INFO] - ===> Epoch[2908](14537/5): Loss -0.7834, Sem 0.0234, dir -0.9822, norm 0.1754, swav 0.0000 LR: 7.790e-02 Score 99.234 Data time: 0.0776, Forward time: 0.7727, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.1413 [2020-10-19 01:17:30,582][root][INFO] - ===> Epoch[2908](14538/5): Loss -0.7946, Sem 0.0222, dir -0.9840, norm 0.1672, swav 0.0000 LR: 7.790e-02 Score 99.252 Data time: 0.0661, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.7041 [2020-10-19 01:17:32,911][root][INFO] - ===> Epoch[2908](14539/5): Loss -0.7909, Sem 0.0235, dir -0.9827, norm 0.1683, swav 0.0000 LR: 7.790e-02 Score 99.211 Data time: 0.0733, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.2400 [2020-10-19 01:17:35,585][root][INFO] - ===> Epoch[2908](14540/5): Loss -0.8004, Sem 0.0220, dir -0.9826, norm 0.1602, swav 0.0000 LR: 7.790e-02 Score 99.286 Data time: 0.0766, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.5651 [2020-10-19 01:17:37,733][root][INFO] - ===> Epoch[2909](14541/5): Loss -0.7948, Sem 0.0224, dir -0.9846, norm 0.1674, swav 0.0000 LR: 7.790e-02 Score 99.275 Data time: 0.0756, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0448 [2020-10-19 01:17:39,774][root][INFO] - ===> Epoch[2909](14542/5): Loss -0.8048, Sem 0.0230, dir -0.9830, norm 0.1552, swav 0.0000 LR: 7.790e-02 Score 99.240 Data time: 0.0640, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9334 [2020-10-19 01:17:42,210][root][INFO] - ===> Epoch[2909](14543/5): Loss -0.7926, Sem 0.0245, dir -0.9818, norm 0.1647, swav 0.0000 LR: 7.789e-02 Score 99.173 Data time: 0.0655, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.3231 [2020-10-19 01:17:43,978][root][INFO] - ===> Epoch[2909](14544/5): Loss -0.7994, Sem 0.0266, dir -0.9832, norm 0.1571, swav 0.0000 LR: 7.789e-02 Score 99.141 Data time: 0.0663, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.6951 [2020-10-19 01:17:46,126][root][INFO] - ===> Epoch[2909](14545/5): Loss -0.7906, Sem 0.0232, dir -0.9812, norm 0.1674, swav 0.0000 LR: 7.789e-02 Score 99.223 Data time: 0.0636, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0482 [2020-10-19 01:17:48,286][root][INFO] - ===> Epoch[2910](14546/5): Loss -0.7860, Sem 0.0226, dir -0.9819, norm 0.1733, swav 0.0000 LR: 7.789e-02 Score 99.250 Data time: 0.0766, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0680 [2020-10-19 01:17:50,209][root][INFO] - ===> Epoch[2910](14547/5): Loss -0.8098, Sem 0.0221, dir -0.9840, norm 0.1522, swav 0.0000 LR: 7.789e-02 Score 99.258 Data time: 0.0863, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.8008 [2020-10-19 01:17:52,228][root][INFO] - ===> Epoch[2910](14548/5): Loss -0.7949, Sem 0.0233, dir -0.9831, norm 0.1648, swav 0.0000 LR: 7.789e-02 Score 99.230 Data time: 0.0650, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.8981 [2020-10-19 01:17:54,479][root][INFO] - ===> Epoch[2910](14549/5): Loss -0.7995, Sem 0.0236, dir -0.9840, norm 0.1609, swav 0.0000 LR: 7.789e-02 Score 99.212 Data time: 0.0738, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.1569 [2020-10-19 01:17:56,334][root][INFO] - ===> Epoch[2910](14550/5): Loss -0.7951, Sem 0.0265, dir -0.9834, norm 0.1618, swav 0.0000 LR: 7.788e-02 Score 99.139 Data time: 0.0705, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.7593 [2020-10-19 01:17:59,063][root][INFO] - ===> Epoch[2911](14551/5): Loss -0.7890, Sem 0.0221, dir -0.9819, norm 0.1709, swav 0.0000 LR: 7.788e-02 Score 99.241 Data time: 0.0930, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.6438 [2020-10-19 01:18:01,022][root][INFO] - ===> Epoch[2911](14552/5): Loss -0.7875, Sem 0.0235, dir -0.9831, norm 0.1721, swav 0.0000 LR: 7.788e-02 Score 99.195 Data time: 0.0831, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.8525 [2020-10-19 01:18:03,394][root][INFO] - ===> Epoch[2911](14553/5): Loss -0.7744, Sem 0.0240, dir -0.9820, norm 0.1837, swav 0.0000 LR: 7.788e-02 Score 99.191 Data time: 0.1014, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2774 [2020-10-19 01:18:05,698][root][INFO] - ===> Epoch[2911](14554/5): Loss -0.7836, Sem 0.0222, dir -0.9834, norm 0.1776, swav 0.0000 LR: 7.788e-02 Score 99.267 Data time: 0.1219, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1876 [2020-10-19 01:18:07,898][root][INFO] - ===> Epoch[2911](14555/5): Loss -0.8010, Sem 0.0225, dir -0.9824, norm 0.1588, swav 0.0000 LR: 7.788e-02 Score 99.253 Data time: 0.1646, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1047 [2020-10-19 01:18:09,829][root][INFO] - ===> Epoch[2912](14556/5): Loss -0.7728, Sem 0.0244, dir -0.9820, norm 0.1848, swav 0.0000 LR: 7.787e-02 Score 99.175 Data time: 0.0844, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8582 [2020-10-19 01:18:12,039][root][INFO] - ===> Epoch[2912](14557/5): Loss -0.7921, Sem 0.0229, dir -0.9845, norm 0.1695, swav 0.0000 LR: 7.787e-02 Score 99.223 Data time: 0.1016, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1127 [2020-10-19 01:18:14,433][root][INFO] - ===> Epoch[2912](14558/5): Loss -0.7940, Sem 0.0227, dir -0.9816, norm 0.1649, swav 0.0000 LR: 7.787e-02 Score 99.249 Data time: 0.0683, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3076 [2020-10-19 01:18:16,579][root][INFO] - ===> Epoch[2912](14559/5): Loss -0.7905, Sem 0.0230, dir -0.9838, norm 0.1703, swav 0.0000 LR: 7.787e-02 Score 99.235 Data time: 0.0634, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0757 [2020-10-19 01:18:19,232][root][INFO] - ===> Epoch[2912](14560/5): Loss -0.7890, Sem 0.0228, dir -0.9823, norm 0.1705, swav 0.0000 LR: 7.787e-02 Score 99.231 Data time: 0.0816, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.5547 [2020-10-19 01:18:21,119][root][INFO] - ===> Epoch[2913](14561/5): Loss -0.7917, Sem 0.0218, dir -0.9841, norm 0.1706, swav 0.0000 LR: 7.787e-02 Score 99.268 Data time: 0.0844, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.7700 [2020-10-19 01:18:23,306][root][INFO] - ===> Epoch[2913](14562/5): Loss -0.8073, Sem 0.0216, dir -0.9840, norm 0.1552, swav 0.0000 LR: 7.787e-02 Score 99.290 Data time: 0.0556, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0779 [2020-10-19 01:18:25,363][root][INFO] - ===> Epoch[2913](14563/5): Loss -0.7861, Sem 0.0228, dir -0.9811, norm 0.1722, swav 0.0000 LR: 7.786e-02 Score 99.227 Data time: 0.1603, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9589 [2020-10-19 01:18:27,672][root][INFO] - ===> Epoch[2913](14564/5): Loss -0.7788, Sem 0.0228, dir -0.9819, norm 0.1802, swav 0.0000 LR: 7.786e-02 Score 99.243 Data time: 0.2899, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1954 [2020-10-19 01:18:30,442][root][INFO] - ===> Epoch[2913](14565/5): Loss -0.7621, Sem 0.0236, dir -0.9811, norm 0.1954, swav 0.0000 LR: 7.786e-02 Score 99.210 Data time: 0.3414, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.6497 [2020-10-19 01:18:32,978][root][INFO] - ===> Epoch[2914](14566/5): Loss -0.7843, Sem 0.0244, dir -0.9828, norm 0.1741, swav 0.0000 LR: 7.786e-02 Score 99.184 Data time: 0.2282, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3597 [2020-10-19 01:18:35,112][root][INFO] - ===> Epoch[2914](14567/5): Loss -0.8011, Sem 0.0234, dir -0.9835, norm 0.1589, swav 0.0000 LR: 7.786e-02 Score 99.215 Data time: 0.0934, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0297 [2020-10-19 01:18:37,506][root][INFO] - ===> Epoch[2914](14568/5): Loss -0.8019, Sem 0.0203, dir -0.9850, norm 0.1628, swav 0.0000 LR: 7.786e-02 Score 99.309 Data time: 0.0749, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2917 [2020-10-19 01:18:39,392][root][INFO] - ===> Epoch[2914](14569/5): Loss -0.7999, Sem 0.0231, dir -0.9827, norm 0.1597, swav 0.0000 LR: 7.785e-02 Score 99.203 Data time: 0.0836, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8038 [2020-10-19 01:18:41,364][root][INFO] - ===> Epoch[2914](14570/5): Loss -0.7807, Sem 0.0232, dir -0.9825, norm 0.1786, swav 0.0000 LR: 7.785e-02 Score 99.230 Data time: 0.0696, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8771 [2020-10-19 01:18:43,548][root][INFO] - ===> Epoch[2915](14571/5): Loss -0.7883, Sem 0.0239, dir -0.9829, norm 0.1708, swav 0.0000 LR: 7.785e-02 Score 99.199 Data time: 0.0503, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0780 [2020-10-19 01:18:45,384][root][INFO] - ===> Epoch[2915](14572/5): Loss -0.7924, Sem 0.0221, dir -0.9833, norm 0.1688, swav 0.0000 LR: 7.785e-02 Score 99.259 Data time: 0.0545, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.7674 [2020-10-19 01:18:47,631][root][INFO] - ===> Epoch[2915](14573/5): Loss -0.7750, Sem 0.0228, dir -0.9820, norm 0.1842, swav 0.0000 LR: 7.785e-02 Score 99.239 Data time: 0.0820, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.1852 [2020-10-19 01:18:50,216][root][INFO] - ===> Epoch[2915](14574/5): Loss -0.7652, Sem 0.0241, dir -0.9817, norm 0.1924, swav 0.0000 LR: 7.785e-02 Score 99.210 Data time: 0.0742, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.4819 [2020-10-19 01:18:52,270][root][INFO] - ===> Epoch[2915](14575/5): Loss -0.7792, Sem 0.0247, dir -0.9820, norm 0.1781, swav 0.0000 LR: 7.785e-02 Score 99.177 Data time: 0.0595, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9493 [2020-10-19 01:18:54,626][root][INFO] - ===> Epoch[2916](14576/5): Loss -0.7821, Sem 0.0222, dir -0.9825, norm 0.1782, swav 0.0000 LR: 7.784e-02 Score 99.247 Data time: 0.0596, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2877 [2020-10-19 01:18:56,765][root][INFO] - ===> Epoch[2916](14577/5): Loss -0.7956, Sem 0.0228, dir -0.9848, norm 0.1664, swav 0.0000 LR: 7.784e-02 Score 99.239 Data time: 0.0534, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0239 [2020-10-19 01:18:58,966][root][INFO] - ===> Epoch[2916](14578/5): Loss -0.7791, Sem 0.0215, dir -0.9833, norm 0.1827, swav 0.0000 LR: 7.784e-02 Score 99.279 Data time: 0.0573, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1347 [2020-10-19 01:19:00,959][root][INFO] - ===> Epoch[2916](14579/5): Loss -0.7943, Sem 0.0214, dir -0.9847, norm 0.1690, swav 0.0000 LR: 7.784e-02 Score 99.287 Data time: 0.0629, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8954 [2020-10-19 01:19:03,073][root][INFO] - ===> Epoch[2916](14580/5): Loss -0.7848, Sem 0.0234, dir -0.9816, norm 0.1734, swav 0.0000 LR: 7.784e-02 Score 99.222 Data time: 0.0671, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0284 [2020-10-19 01:19:05,111][root][INFO] - ===> Epoch[2917](14581/5): Loss -0.7871, Sem 0.0259, dir -0.9834, norm 0.1704, swav 0.0000 LR: 7.784e-02 Score 99.142 Data time: 0.0769, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9286 [2020-10-19 01:19:07,163][root][INFO] - ===> Epoch[2917](14582/5): Loss -0.7637, Sem 0.0293, dir -0.9791, norm 0.1861, swav 0.0000 LR: 7.783e-02 Score 99.043 Data time: 0.0608, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9530 [2020-10-19 01:19:09,349][root][INFO] - ===> Epoch[2917](14583/5): Loss -0.7848, Sem 0.0236, dir -0.9818, norm 0.1733, swav 0.0000 LR: 7.783e-02 Score 99.201 Data time: 0.0694, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0897 [2020-10-19 01:19:11,301][root][INFO] - ===> Epoch[2917](14584/5): Loss -0.8045, Sem 0.0204, dir -0.9855, norm 0.1606, swav 0.0000 LR: 7.783e-02 Score 99.305 Data time: 0.0775, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8339 [2020-10-19 01:19:13,128][root][INFO] - ===> Epoch[2917](14585/5): Loss -0.7975, Sem 0.0227, dir -0.9832, norm 0.1630, swav 0.0000 LR: 7.783e-02 Score 99.234 Data time: 0.0732, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.7237 [2020-10-19 01:19:15,518][root][INFO] - ===> Epoch[2918](14586/5): Loss -0.7687, Sem 0.0272, dir -0.9802, norm 0.1844, swav 0.0000 LR: 7.783e-02 Score 99.112 Data time: 0.0712, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2894 [2020-10-19 01:19:17,452][root][INFO] - ===> Epoch[2918](14587/5): Loss -0.7946, Sem 0.0228, dir -0.9836, norm 0.1662, swav 0.0000 LR: 7.783e-02 Score 99.220 Data time: 0.0692, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8427 [2020-10-19 01:19:19,618][root][INFO] - ===> Epoch[2918](14588/5): Loss -0.7912, Sem 0.0217, dir -0.9830, norm 0.1702, swav 0.0000 LR: 7.783e-02 Score 99.288 Data time: 0.0627, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0525 [2020-10-19 01:19:21,780][root][INFO] - ===> Epoch[2918](14589/5): Loss -0.7861, Sem 0.0236, dir -0.9820, norm 0.1724, swav 0.0000 LR: 7.782e-02 Score 99.201 Data time: 0.0525, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0587 [2020-10-19 01:19:23,977][root][INFO] - ===> Epoch[2918](14590/5): Loss -0.7974, Sem 0.0227, dir -0.9823, norm 0.1622, swav 0.0000 LR: 7.782e-02 Score 99.219 Data time: 0.0728, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1286 [2020-10-19 01:19:26,713][root][INFO] - ===> Epoch[2919](14591/5): Loss -0.7865, Sem 0.0238, dir -0.9825, norm 0.1722, swav 0.0000 LR: 7.782e-02 Score 99.215 Data time: 0.0757, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.6306 [2020-10-19 01:19:28,863][root][INFO] - ===> Epoch[2919](14592/5): Loss -0.7961, Sem 0.0237, dir -0.9821, norm 0.1623, swav 0.0000 LR: 7.782e-02 Score 99.207 Data time: 0.0823, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0456 [2020-10-19 01:19:30,964][root][INFO] - ===> Epoch[2919](14593/5): Loss -0.7956, Sem 0.0217, dir -0.9838, norm 0.1665, swav 0.0000 LR: 7.782e-02 Score 99.268 Data time: 0.0858, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9998 [2020-10-19 01:19:33,082][root][INFO] - ===> Epoch[2919](14594/5): Loss -0.8050, Sem 0.0237, dir -0.9830, norm 0.1544, swav 0.0000 LR: 7.782e-02 Score 99.183 Data time: 0.0622, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0005 [2020-10-19 01:19:35,764][root][INFO] - ===> Epoch[2919](14595/5): Loss -0.7891, Sem 0.0214, dir -0.9813, norm 0.1708, swav 0.0000 LR: 7.781e-02 Score 99.298 Data time: 0.0613, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.5776 [2020-10-19 01:19:37,829][root][INFO] - ===> Epoch[2920](14596/5): Loss -0.8114, Sem 0.0217, dir -0.9845, norm 0.1513, swav 0.0000 LR: 7.781e-02 Score 99.267 Data time: 0.1232, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9974 [2020-10-19 01:19:40,225][root][INFO] - ===> Epoch[2920](14597/5): Loss -0.7866, Sem 0.0244, dir -0.9816, norm 0.1706, swav 0.0000 LR: 7.781e-02 Score 99.193 Data time: 0.0774, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2914 [2020-10-19 01:19:42,348][root][INFO] - ===> Epoch[2920](14598/5): Loss -0.7939, Sem 0.0226, dir -0.9830, norm 0.1665, swav 0.0000 LR: 7.781e-02 Score 99.221 Data time: 0.0883, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0339 [2020-10-19 01:19:44,360][root][INFO] - ===> Epoch[2920](14599/5): Loss -0.8050, Sem 0.0202, dir -0.9840, norm 0.1588, swav 0.0000 LR: 7.781e-02 Score 99.323 Data time: 0.0915, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8850 [2020-10-19 01:19:46,462][root][INFO] - ===> Epoch[2920](14600/5): Loss -0.7912, Sem 0.0241, dir -0.9815, norm 0.1663, swav 0.0000 LR: 7.781e-02 Score 99.175 Data time: 0.0871, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9778 [2020-10-19 01:19:47,433][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 01:19:47,600][root][INFO] - ===> Start testing [2020-10-19 01:20:26,280][root][INFO] - 68/68: Data time: 0.0020, Iter time: 0.0932 Loss 0.154 (AVG: 0.544) Score 96.431 (AVG: 90.169) mIOU 69.711 mAP 84.696 mAcc 77.039 IOU: 62.855 0.162 81.039 75.056 92.335 92.033 34.077 77.209 94.538 71.266 79.803 86.657 59.213 mAP: 82.612 14.449 95.768 88.270 98.657 97.909 61.179 96.770 99.058 86.126 93.260 95.385 91.602 mAcc: 79.288 1.367 89.124 83.395 93.763 96.470 38.909 94.752 97.964 75.217 90.430 95.417 65.405 [2020-10-19 01:20:26,281][root][INFO] - Finished test. Elapsed time: 38.6791 [2020-10-19 01:20:29,078][root][INFO] - [2020-10-19 01:20:29,078][root][INFO] - ################################################################ [2020-10-19 01:20:29,078][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 01:20:29,078][root][INFO] - ################################################################ [2020-10-19 01:20:29,078][root][INFO] - clutter : nan nan nan [2020-10-19 01:20:29,078][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 01:20:29,078][root][INFO] - board : 0.705 0.824 0.898 [2020-10-19 01:20:29,078][root][INFO] - bookcase : 0.269 0.404 0.551 [2020-10-19 01:20:29,078][root][INFO] - ceiling : 0.506 0.555 0.681 [2020-10-19 01:20:29,078][root][INFO] - chair : 0.813 0.885 0.904 [2020-10-19 01:20:29,078][root][INFO] - column : 0.174 0.281 0.368 [2020-10-19 01:20:29,078][root][INFO] - door : 0.753 0.896 0.938 [2020-10-19 01:20:29,078][root][INFO] - floor : 0.863 0.922 0.951 [2020-10-19 01:20:29,078][root][INFO] - sofa : 0.414 0.636 0.636 [2020-10-19 01:20:29,078][root][INFO] - table : 0.139 0.292 0.627 [2020-10-19 01:20:29,079][root][INFO] - wall : 0.510 0.725 0.801 [2020-10-19 01:20:29,079][root][INFO] - window : 0.550 0.739 0.776 [2020-10-19 01:20:29,079][root][INFO] - ---------------------------------------------------------------- [2020-10-19 01:20:29,079][root][INFO] - average : 0.475 0.597 0.678 [2020-10-19 01:20:29,079][root][INFO] - [2020-10-19 01:20:29,240][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 01:20:29,241][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-19 01:20:30,732][root][INFO] - ===> Epoch[2921](14601/5): Loss -0.7981, Sem 0.0226, dir -0.9824, norm 0.1617, swav 0.0000 LR: 7.781e-02 Score 99.253 Data time: 0.0602, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.4852 [2020-10-19 01:20:32,900][root][INFO] - ===> Epoch[2921](14602/5): Loss -0.7862, Sem 0.0211, dir -0.9838, norm 0.1765, swav 0.0000 LR: 7.780e-02 Score 99.301 Data time: 0.0957, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0691 [2020-10-19 01:20:35,268][root][INFO] - ===> Epoch[2921](14603/5): Loss -0.7967, Sem 0.0238, dir -0.9830, norm 0.1626, swav 0.0000 LR: 7.780e-02 Score 99.203 Data time: 0.0627, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.2319 [2020-10-19 01:20:37,409][root][INFO] - ===> Epoch[2921](14604/5): Loss -0.7915, Sem 0.0233, dir -0.9827, norm 0.1680, swav 0.0000 LR: 7.780e-02 Score 99.225 Data time: 0.0881, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0503 [2020-10-19 01:20:39,588][root][INFO] - ===> Epoch[2921](14605/5): Loss -0.7999, Sem 0.0218, dir -0.9843, norm 0.1626, swav 0.0000 LR: 7.780e-02 Score 99.270 Data time: 0.0838, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0596 [2020-10-19 01:20:41,587][root][INFO] - ===> Epoch[2922](14606/5): Loss -0.8008, Sem 0.0237, dir -0.9824, norm 0.1579, swav 0.0000 LR: 7.780e-02 Score 99.197 Data time: 0.0642, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8775 [2020-10-19 01:20:43,784][root][INFO] - ===> Epoch[2922](14607/5): Loss -0.7885, Sem 0.0245, dir -0.9808, norm 0.1678, swav 0.0000 LR: 7.780e-02 Score 99.175 Data time: 0.0588, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.1031 [2020-10-19 01:20:45,784][root][INFO] - ===> Epoch[2922](14608/5): Loss -0.7955, Sem 0.0225, dir -0.9831, norm 0.1651, swav 0.0000 LR: 7.779e-02 Score 99.256 Data time: 0.0638, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9156 [2020-10-19 01:20:48,155][root][INFO] - ===> Epoch[2922](14609/5): Loss -0.7813, Sem 0.0254, dir -0.9801, norm 0.1734, swav 0.0000 LR: 7.779e-02 Score 99.168 Data time: 0.0847, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.2669 [2020-10-19 01:20:50,214][root][INFO] - ===> Epoch[2922](14610/5): Loss -0.7881, Sem 0.0229, dir -0.9827, norm 0.1717, swav 0.0000 LR: 7.779e-02 Score 99.222 Data time: 0.0731, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9417 [2020-10-19 01:20:52,395][root][INFO] - ===> Epoch[2923](14611/5): Loss -0.7999, Sem 0.0196, dir -0.9838, norm 0.1643, swav 0.0000 LR: 7.779e-02 Score 99.342 Data time: 0.0823, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0761 [2020-10-19 01:20:54,405][root][INFO] - ===> Epoch[2923](14612/5): Loss -0.8080, Sem 0.0242, dir -0.9831, norm 0.1509, swav 0.0000 LR: 7.779e-02 Score 99.180 Data time: 0.0815, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9204 [2020-10-19 01:20:56,362][root][INFO] - ===> Epoch[2923](14613/5): Loss -0.7883, Sem 0.0224, dir -0.9820, norm 0.1714, swav 0.0000 LR: 7.779e-02 Score 99.249 Data time: 0.0758, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8414 [2020-10-19 01:20:58,288][root][INFO] - ===> Epoch[2923](14614/5): Loss -0.8007, Sem 0.0223, dir -0.9836, norm 0.1605, swav 0.0000 LR: 7.778e-02 Score 99.251 Data time: 0.0853, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8211 [2020-10-19 01:21:00,909][root][INFO] - ===> Epoch[2923](14615/5): Loss -0.7824, Sem 0.0242, dir -0.9815, norm 0.1749, swav 0.0000 LR: 7.778e-02 Score 99.188 Data time: 0.0772, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.4964 [2020-10-19 01:21:02,876][root][INFO] - ===> Epoch[2924](14616/5): Loss -0.7937, Sem 0.0223, dir -0.9839, norm 0.1679, swav 0.0000 LR: 7.778e-02 Score 99.252 Data time: 0.0864, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8228 [2020-10-19 01:21:04,914][root][INFO] - ===> Epoch[2924](14617/5): Loss -0.7810, Sem 0.0228, dir -0.9819, norm 0.1781, swav 0.0000 LR: 7.778e-02 Score 99.267 Data time: 0.0925, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.9301 [2020-10-19 01:21:07,560][root][INFO] - ===> Epoch[2924](14618/5): Loss -0.7820, Sem 0.0217, dir -0.9816, norm 0.1779, swav 0.0000 LR: 7.778e-02 Score 99.278 Data time: 0.0696, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.5237 [2020-10-19 01:21:09,940][root][INFO] - ===> Epoch[2924](14619/5): Loss -0.7875, Sem 0.0250, dir -0.9834, norm 0.1708, swav 0.0000 LR: 7.778e-02 Score 99.167 Data time: 0.0516, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.2798 [2020-10-19 01:21:12,632][root][INFO] - ===> Epoch[2924](14620/5): Loss -0.7728, Sem 0.0245, dir -0.9785, norm 0.1812, swav 0.0000 LR: 7.778e-02 Score 99.176 Data time: 0.1150, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.6055 [2020-10-19 01:21:14,580][root][INFO] - ===> Epoch[2925](14621/5): Loss -0.7867, Sem 0.0252, dir -0.9828, norm 0.1709, swav 0.0000 LR: 7.777e-02 Score 99.139 Data time: 0.0671, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8238 [2020-10-19 01:21:16,728][root][INFO] - ===> Epoch[2925](14622/5): Loss -0.7856, Sem 0.0251, dir -0.9831, norm 0.1724, swav 0.0000 LR: 7.777e-02 Score 99.172 Data time: 0.0872, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0524 [2020-10-19 01:21:19,495][root][INFO] - ===> Epoch[2925](14623/5): Loss -0.7824, Sem 0.0239, dir -0.9825, norm 0.1762, swav 0.0000 LR: 7.777e-02 Score 99.230 Data time: 0.0891, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.6544 [2020-10-19 01:21:21,367][root][INFO] - ===> Epoch[2925](14624/5): Loss -0.7891, Sem 0.0241, dir -0.9827, norm 0.1695, swav 0.0000 LR: 7.777e-02 Score 99.203 Data time: 0.0825, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.7751 [2020-10-19 01:21:23,543][root][INFO] - ===> Epoch[2925](14625/5): Loss -0.7953, Sem 0.0225, dir -0.9839, norm 0.1661, swav 0.0000 LR: 7.777e-02 Score 99.238 Data time: 0.0634, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0694 [2020-10-19 01:21:25,998][root][INFO] - ===> Epoch[2926](14626/5): Loss -0.7768, Sem 0.0302, dir -0.9809, norm 0.1738, swav 0.0000 LR: 7.777e-02 Score 98.995 Data time: 0.0676, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.3518 [2020-10-19 01:21:28,178][root][INFO] - ===> Epoch[2926](14627/5): Loss -0.7679, Sem 0.0256, dir -0.9800, norm 0.1865, swav 0.0000 LR: 7.776e-02 Score 99.148 Data time: 0.0600, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0808 [2020-10-19 01:21:30,022][root][INFO] - ===> Epoch[2926](14628/5): Loss -0.8010, Sem 0.0217, dir -0.9840, norm 0.1613, swav 0.0000 LR: 7.776e-02 Score 99.279 Data time: 0.0712, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.7314 [2020-10-19 01:21:32,120][root][INFO] - ===> Epoch[2926](14629/5): Loss -0.7753, Sem 0.0238, dir -0.9834, norm 0.1843, swav 0.0000 LR: 7.776e-02 Score 99.215 Data time: 0.0667, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9841 [2020-10-19 01:21:34,330][root][INFO] - ===> Epoch[2926](14630/5): Loss -0.7872, Sem 0.0247, dir -0.9825, norm 0.1707, swav 0.0000 LR: 7.776e-02 Score 99.180 Data time: 0.0772, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.1099 [2020-10-19 01:21:36,749][root][INFO] - ===> Epoch[2927](14631/5): Loss -0.7905, Sem 0.0242, dir -0.9813, norm 0.1666, swav 0.0000 LR: 7.776e-02 Score 99.191 Data time: 0.0679, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.3029 [2020-10-19 01:21:38,862][root][INFO] - ===> Epoch[2927](14632/5): Loss -0.7761, Sem 0.0230, dir -0.9825, norm 0.1834, swav 0.0000 LR: 7.776e-02 Score 99.223 Data time: 0.0999, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0141 [2020-10-19 01:21:40,900][root][INFO] - ===> Epoch[2927](14633/5): Loss -0.7891, Sem 0.0221, dir -0.9832, norm 0.1720, swav 0.0000 LR: 7.776e-02 Score 99.263 Data time: 0.0851, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9244 [2020-10-19 01:21:42,961][root][INFO] - ===> Epoch[2927](14634/5): Loss -0.7815, Sem 0.0232, dir -0.9824, norm 0.1778, swav 0.0000 LR: 7.775e-02 Score 99.232 Data time: 0.0935, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.9507 [2020-10-19 01:21:45,065][root][INFO] - ===> Epoch[2927](14635/5): Loss -0.7782, Sem 0.0238, dir -0.9812, norm 0.1792, swav 0.0000 LR: 7.775e-02 Score 99.234 Data time: 0.0893, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.9931 [2020-10-19 01:21:47,001][root][INFO] - ===> Epoch[2928](14636/5): Loss -0.7768, Sem 0.0258, dir -0.9815, norm 0.1788, swav 0.0000 LR: 7.775e-02 Score 99.126 Data time: 0.0741, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.8277 [2020-10-19 01:21:49,341][root][INFO] - ===> Epoch[2928](14637/5): Loss -0.7628, Sem 0.0338, dir -0.9820, norm 0.1854, swav 0.0000 LR: 7.775e-02 Score 99.094 Data time: 0.0544, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.2463 [2020-10-19 01:21:51,729][root][INFO] - ===> Epoch[2928](14638/5): Loss -0.7885, Sem 0.0242, dir -0.9826, norm 0.1699, swav 0.0000 LR: 7.775e-02 Score 99.187 Data time: 0.0926, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.3002 [2020-10-19 01:21:53,833][root][INFO] - ===> Epoch[2928](14639/5): Loss -0.7588, Sem 0.0243, dir -0.9804, norm 0.1974, swav 0.0000 LR: 7.775e-02 Score 99.171 Data time: 0.0893, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.9931 [2020-10-19 01:21:56,260][root][INFO] - ===> Epoch[2928](14640/5): Loss -0.7753, Sem 0.0259, dir -0.9817, norm 0.1805, swav 0.0000 LR: 7.774e-02 Score 99.137 Data time: 0.0626, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.3003 [2020-10-19 01:21:58,145][root][INFO] - ===> Epoch[2929](14641/5): Loss -0.7846, Sem 0.0249, dir -0.9819, norm 0.1724, swav 0.0000 LR: 7.774e-02 Score 99.167 Data time: 0.0667, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.7860 [2020-10-19 01:22:00,750][root][INFO] - ===> Epoch[2929](14642/5): Loss -0.7920, Sem 0.0228, dir -0.9826, norm 0.1678, swav 0.0000 LR: 7.774e-02 Score 99.243 Data time: 0.0732, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.5022 [2020-10-19 01:22:02,825][root][INFO] - ===> Epoch[2929](14643/5): Loss -0.7690, Sem 0.0267, dir -0.9813, norm 0.1856, swav 0.0000 LR: 7.774e-02 Score 99.107 Data time: 0.0790, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9688 [2020-10-19 01:22:04,933][root][INFO] - ===> Epoch[2929](14644/5): Loss -0.7792, Sem 0.0251, dir -0.9816, norm 0.1773, swav 0.0000 LR: 7.774e-02 Score 99.202 Data time: 0.0831, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.9779 [2020-10-19 01:22:06,906][root][INFO] - ===> Epoch[2929](14645/5): Loss -0.8080, Sem 0.0216, dir -0.9836, norm 0.1541, swav 0.0000 LR: 7.774e-02 Score 99.256 Data time: 0.0721, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.8560 [2020-10-19 01:22:08,785][root][INFO] - ===> Epoch[2930](14646/5): Loss -0.7782, Sem 0.0265, dir -0.9811, norm 0.1764, swav 0.0000 LR: 7.774e-02 Score 99.141 Data time: 0.0785, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.7573 [2020-10-19 01:22:11,407][root][INFO] - ===> Epoch[2930](14647/5): Loss -0.7814, Sem 0.0265, dir -0.9825, norm 0.1746, swav 0.0000 LR: 7.773e-02 Score 99.142 Data time: 0.0848, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.5167 [2020-10-19 01:22:13,552][root][INFO] - ===> Epoch[2930](14648/5): Loss -0.7927, Sem 0.0238, dir -0.9838, norm 0.1673, swav 0.0000 LR: 7.773e-02 Score 99.214 Data time: 0.0789, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0144 [2020-10-19 01:22:15,681][root][INFO] - ===> Epoch[2930](14649/5): Loss -0.7879, Sem 0.0241, dir -0.9808, norm 0.1688, swav 0.0000 LR: 7.773e-02 Score 99.211 Data time: 0.0719, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0182 [2020-10-19 01:22:17,838][root][INFO] - ===> Epoch[2930](14650/5): Loss -0.7818, Sem 0.0227, dir -0.9835, norm 0.1790, swav 0.0000 LR: 7.773e-02 Score 99.275 Data time: 0.0768, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0537 [2020-10-19 01:22:19,684][root][INFO] - ===> Epoch[2931](14651/5): Loss -0.7905, Sem 0.0260, dir -0.9815, norm 0.1650, swav 0.0000 LR: 7.773e-02 Score 99.130 Data time: 0.0802, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.7321 [2020-10-19 01:22:21,829][root][INFO] - ===> Epoch[2931](14652/5): Loss -0.8050, Sem 0.0250, dir -0.9832, norm 0.1532, swav 0.0000 LR: 7.773e-02 Score 99.174 Data time: 0.1409, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0308 [2020-10-19 01:22:23,938][root][INFO] - ===> Epoch[2931](14653/5): Loss -0.7807, Sem 0.0249, dir -0.9825, norm 0.1769, swav 0.0000 LR: 7.772e-02 Score 99.169 Data time: 0.0926, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0019 [2020-10-19 01:22:26,501][root][INFO] - ===> Epoch[2931](14654/5): Loss -0.7807, Sem 0.0262, dir -0.9820, norm 0.1751, swav 0.0000 LR: 7.772e-02 Score 99.127 Data time: 0.0838, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.4403 [2020-10-19 01:22:28,480][root][INFO] - ===> Epoch[2931](14655/5): Loss -0.7952, Sem 0.0239, dir -0.9815, norm 0.1625, swav 0.0000 LR: 7.772e-02 Score 99.204 Data time: 0.0749, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.8900 [2020-10-19 01:22:30,683][root][INFO] - ===> Epoch[2932](14656/5): Loss -0.7913, Sem 0.0239, dir -0.9827, norm 0.1675, swav 0.0000 LR: 7.772e-02 Score 99.195 Data time: 0.0595, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0931 [2020-10-19 01:22:32,784][root][INFO] - ===> Epoch[2932](14657/5): Loss -0.7966, Sem 0.0206, dir -0.9826, norm 0.1654, swav 0.0000 LR: 7.772e-02 Score 99.305 Data time: 0.1170, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0405 [2020-10-19 01:22:35,786][root][INFO] - ===> Epoch[2932](14658/5): Loss -0.7903, Sem 0.0260, dir -0.9818, norm 0.1656, swav 0.0000 LR: 7.772e-02 Score 99.116 Data time: 0.1005, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.8901 [2020-10-19 01:22:38,046][root][INFO] - ===> Epoch[2932](14659/5): Loss -0.7804, Sem 0.0300, dir -0.9814, norm 0.1711, swav 0.0000 LR: 7.772e-02 Score 99.041 Data time: 0.0831, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1402 [2020-10-19 01:22:40,582][root][INFO] - ===> Epoch[2932](14660/5): Loss -0.7846, Sem 0.0244, dir -0.9838, norm 0.1748, swav 0.0000 LR: 7.771e-02 Score 99.237 Data time: 0.0678, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.4276 [2020-10-19 01:22:42,529][root][INFO] - ===> Epoch[2933](14661/5): Loss -0.7951, Sem 0.0247, dir -0.9815, norm 0.1616, swav 0.0000 LR: 7.771e-02 Score 99.152 Data time: 0.0978, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.8303 [2020-10-19 01:22:44,724][root][INFO] - ===> Epoch[2933](14662/5): Loss -0.7458, Sem 0.0386, dir -0.9806, norm 0.1962, swav 0.0000 LR: 7.771e-02 Score 98.891 Data time: 0.0572, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0846 [2020-10-19 01:22:46,901][root][INFO] - ===> Epoch[2933](14663/5): Loss -0.7870, Sem 0.0207, dir -0.9822, norm 0.1745, swav 0.0000 LR: 7.771e-02 Score 99.334 Data time: 0.0399, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0602 [2020-10-19 01:22:48,780][root][INFO] - ===> Epoch[2933](14664/5): Loss -0.7877, Sem 0.0343, dir -0.9824, norm 0.1604, swav 0.0000 LR: 7.771e-02 Score 99.086 Data time: 0.0374, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.8520 [2020-10-19 01:22:51,047][root][INFO] - ===> Epoch[2933](14665/5): Loss -0.7811, Sem 0.0260, dir -0.9824, norm 0.1753, swav 0.0000 LR: 7.771e-02 Score 99.147 Data time: 0.0579, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.2168 [2020-10-19 01:22:53,189][root][INFO] - ===> Epoch[2934](14666/5): Loss -0.7726, Sem 0.0263, dir -0.9803, norm 0.1814, swav 0.0000 LR: 7.770e-02 Score 99.117 Data time: 0.0643, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0663 [2020-10-19 01:22:55,814][root][INFO] - ===> Epoch[2934](14667/5): Loss -0.7551, Sem 0.0293, dir -0.9809, norm 0.1966, swav 0.0000 LR: 7.770e-02 Score 99.047 Data time: 0.0527, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.5196 [2020-10-19 01:22:57,955][root][INFO] - ===> Epoch[2934](14668/5): Loss -0.7833, Sem 0.0317, dir -0.9843, norm 0.1693, swav 0.0000 LR: 7.770e-02 Score 99.059 Data time: 0.0883, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0472 [2020-10-19 01:23:00,054][root][INFO] - ===> Epoch[2934](14669/5): Loss -0.7844, Sem 0.0236, dir -0.9826, norm 0.1746, swav 0.0000 LR: 7.770e-02 Score 99.191 Data time: 0.0788, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9932 [2020-10-19 01:23:02,205][root][INFO] - ===> Epoch[2934](14670/5): Loss -0.7974, Sem 0.0228, dir -0.9825, norm 0.1624, swav 0.0000 LR: 7.770e-02 Score 99.236 Data time: 0.0691, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0541 [2020-10-19 01:23:04,266][root][INFO] - ===> Epoch[2935](14671/5): Loss -0.7793, Sem 0.0305, dir -0.9809, norm 0.1712, swav 0.0000 LR: 7.770e-02 Score 98.995 Data time: 0.0464, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9641 [2020-10-19 01:23:06,621][root][INFO] - ===> Epoch[2935](14672/5): Loss -0.7413, Sem 0.0274, dir -0.9790, norm 0.2103, swav 0.0000 LR: 7.770e-02 Score 99.126 Data time: 0.0760, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.2878 [2020-10-19 01:23:08,733][root][INFO] - ===> Epoch[2935](14673/5): Loss -0.7806, Sem 0.0259, dir -0.9817, norm 0.1752, swav 0.0000 LR: 7.769e-02 Score 99.143 Data time: 0.0765, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9847 [2020-10-19 01:23:10,685][root][INFO] - ===> Epoch[2935](14674/5): Loss -0.7747, Sem 0.0300, dir -0.9812, norm 0.1765, swav 0.0000 LR: 7.769e-02 Score 99.052 Data time: 0.1433, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8386 [2020-10-19 01:23:12,858][root][INFO] - ===> Epoch[2935](14675/5): Loss -0.7684, Sem 0.0300, dir -0.9802, norm 0.1818, swav 0.0000 LR: 7.769e-02 Score 99.003 Data time: 0.0866, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0908 [2020-10-19 01:23:16,048][root][INFO] - ===> Epoch[2936](14676/5): Loss -0.7779, Sem 0.0220, dir -0.9826, norm 0.1827, swav 0.0000 LR: 7.769e-02 Score 99.277 Data time: 0.1360, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 3.0474 [2020-10-19 01:23:18,166][root][INFO] - ===> Epoch[2936](14677/5): Loss -0.7943, Sem 0.0236, dir -0.9816, norm 0.1638, swav 0.0000 LR: 7.769e-02 Score 99.200 Data time: 0.0970, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9890 [2020-10-19 01:23:20,264][root][INFO] - ===> Epoch[2936](14678/5): Loss -0.7807, Sem 0.0268, dir -0.9810, norm 0.1735, swav 0.0000 LR: 7.769e-02 Score 99.115 Data time: 0.0726, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9770 [2020-10-19 01:23:22,567][root][INFO] - ===> Epoch[2936](14679/5): Loss -0.7673, Sem 0.0236, dir -0.9830, norm 0.1921, swav 0.0000 LR: 7.768e-02 Score 99.213 Data time: 0.0629, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.1971 [2020-10-19 01:23:24,551][root][INFO] - ===> Epoch[2936](14680/5): Loss -0.7770, Sem 0.0261, dir -0.9807, norm 0.1775, swav 0.0000 LR: 7.768e-02 Score 99.171 Data time: 0.0859, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8890 [2020-10-19 01:23:26,523][root][INFO] - ===> Epoch[2937](14681/5): Loss -0.7923, Sem 0.0231, dir -0.9834, norm 0.1680, swav 0.0000 LR: 7.768e-02 Score 99.224 Data time: 0.0751, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.8269 [2020-10-19 01:23:28,812][root][INFO] - ===> Epoch[2937](14682/5): Loss -0.7818, Sem 0.0246, dir -0.9818, norm 0.1754, swav 0.0000 LR: 7.768e-02 Score 99.164 Data time: 0.0745, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1847 [2020-10-19 01:23:30,653][root][INFO] - ===> Epoch[2937](14683/5): Loss -0.7860, Sem 0.0234, dir -0.9810, norm 0.1715, swav 0.0000 LR: 7.768e-02 Score 99.224 Data time: 0.0714, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.7321 [2020-10-19 01:23:32,594][root][INFO] - ===> Epoch[2937](14684/5): Loss -0.7840, Sem 0.0259, dir -0.9823, norm 0.1724, swav 0.0000 LR: 7.768e-02 Score 99.126 Data time: 0.0641, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.8464 [2020-10-19 01:23:35,135][root][INFO] - ===> Epoch[2937](14685/5): Loss -0.7709, Sem 0.0257, dir -0.9807, norm 0.1840, swav 0.0000 LR: 7.768e-02 Score 99.162 Data time: 0.0813, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.4285 [2020-10-19 01:23:37,015][root][INFO] - ===> Epoch[2938](14686/5): Loss -0.7849, Sem 0.0231, dir -0.9815, norm 0.1735, swav 0.0000 LR: 7.767e-02 Score 99.233 Data time: 0.0657, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.7384 [2020-10-19 01:23:39,187][root][INFO] - ===> Epoch[2938](14687/5): Loss -0.7692, Sem 0.0224, dir -0.9815, norm 0.1899, swav 0.0000 LR: 7.767e-02 Score 99.278 Data time: 0.1267, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0845 [2020-10-19 01:23:41,338][root][INFO] - ===> Epoch[2938](14688/5): Loss -0.7694, Sem 0.0250, dir -0.9821, norm 0.1877, swav 0.0000 LR: 7.767e-02 Score 99.167 Data time: 0.0791, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0692 [2020-10-19 01:23:44,170][root][INFO] - ===> Epoch[2938](14689/5): Loss -0.7915, Sem 0.0264, dir -0.9825, norm 0.1646, swav 0.0000 LR: 7.767e-02 Score 99.127 Data time: 0.0592, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.7196 [2020-10-19 01:23:46,379][root][INFO] - ===> Epoch[2938](14690/5): Loss -0.7749, Sem 0.0277, dir -0.9825, norm 0.1799, swav 0.0000 LR: 7.767e-02 Score 99.144 Data time: 0.0663, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1164 [2020-10-19 01:23:48,392][root][INFO] - ===> Epoch[2939](14691/5): Loss -0.7956, Sem 0.0246, dir -0.9811, norm 0.1609, swav 0.0000 LR: 7.767e-02 Score 99.177 Data time: 0.0945, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.9198 [2020-10-19 01:23:50,580][root][INFO] - ===> Epoch[2939](14692/5): Loss -0.7918, Sem 0.0245, dir -0.9817, norm 0.1654, swav 0.0000 LR: 7.766e-02 Score 99.139 Data time: 0.0812, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0745 [2020-10-19 01:23:52,644][root][INFO] - ===> Epoch[2939](14693/5): Loss -0.7718, Sem 0.0260, dir -0.9811, norm 0.1833, swav 0.0000 LR: 7.766e-02 Score 99.149 Data time: 0.0465, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.9710 [2020-10-19 01:23:55,033][root][INFO] - ===> Epoch[2939](14694/5): Loss -0.7753, Sem 0.0302, dir -0.9834, norm 0.1779, swav 0.0000 LR: 7.766e-02 Score 99.168 Data time: 0.0957, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.2982 [2020-10-19 01:23:57,034][root][INFO] - ===> Epoch[2939](14695/5): Loss -0.7925, Sem 0.0246, dir -0.9815, norm 0.1644, swav 0.0000 LR: 7.766e-02 Score 99.194 Data time: 0.0885, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.8829 [2020-10-19 01:23:59,408][root][INFO] - ===> Epoch[2940](14696/5): Loss -0.7570, Sem 0.0289, dir -0.9806, norm 0.1948, swav 0.0000 LR: 7.766e-02 Score 99.049 Data time: 0.0733, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.2747 [2020-10-19 01:24:01,702][root][INFO] - ===> Epoch[2940](14697/5): Loss -0.7931, Sem 0.0217, dir -0.9832, norm 0.1684, swav 0.0000 LR: 7.766e-02 Score 99.259 Data time: 0.0631, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1831 [2020-10-19 01:24:03,741][root][INFO] - ===> Epoch[2940](14698/5): Loss -0.7881, Sem 0.0245, dir -0.9808, norm 0.1682, swav 0.0000 LR: 7.766e-02 Score 99.188 Data time: 0.0781, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.9550 [2020-10-19 01:24:05,709][root][INFO] - ===> Epoch[2940](14699/5): Loss -0.7915, Sem 0.0236, dir -0.9819, norm 0.1667, swav 0.0000 LR: 7.765e-02 Score 99.206 Data time: 0.0520, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.8605 [2020-10-19 01:24:08,057][root][INFO] - ===> Epoch[2940](14700/5): Loss -0.7797, Sem 0.0263, dir -0.9802, norm 0.1742, swav 0.0000 LR: 7.765e-02 Score 99.151 Data time: 0.0560, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.2656 [2020-10-19 01:24:09,128][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 01:24:11,108][root][INFO] - ===> Epoch[2941](14701/5): Loss -0.7956, Sem 0.0241, dir -0.9822, norm 0.1625, swav 0.0000 LR: 7.765e-02 Score 99.183 Data time: 0.1226, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.7875 [2020-10-19 01:24:13,092][root][INFO] - ===> Epoch[2941](14702/5): Loss -0.7839, Sem 0.0233, dir -0.9841, norm 0.1769, swav 0.0000 LR: 7.765e-02 Score 99.203 Data time: 0.0880, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.8713 [2020-10-19 01:24:15,547][root][INFO] - ===> Epoch[2941](14703/5): Loss -0.7885, Sem 0.0261, dir -0.9829, norm 0.1683, swav 0.0000 LR: 7.765e-02 Score 99.129 Data time: 0.0783, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.3394 [2020-10-19 01:24:17,632][root][INFO] - ===> Epoch[2941](14704/5): Loss -0.7990, Sem 0.0224, dir -0.9826, norm 0.1613, swav 0.0000 LR: 7.765e-02 Score 99.230 Data time: 0.0923, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.9638 [2020-10-19 01:24:20,136][root][INFO] - ===> Epoch[2941](14705/5): Loss -0.7972, Sem 0.0235, dir -0.9831, norm 0.1625, swav 0.0000 LR: 7.764e-02 Score 99.224 Data time: 0.1287, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.4017 [2020-10-19 01:24:22,177][root][INFO] - ===> Epoch[2942](14706/5): Loss -0.7884, Sem 0.0227, dir -0.9828, norm 0.1717, swav 0.0000 LR: 7.764e-02 Score 99.240 Data time: 0.0728, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.9139 [2020-10-19 01:24:24,891][root][INFO] - ===> Epoch[2942](14707/5): Loss -0.7762, Sem 0.0239, dir -0.9818, norm 0.1817, swav 0.0000 LR: 7.764e-02 Score 99.197 Data time: 0.0956, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.5835 [2020-10-19 01:24:26,687][root][INFO] - ===> Epoch[2942](14708/5): Loss -0.8032, Sem 0.0212, dir -0.9824, norm 0.1579, swav 0.0000 LR: 7.764e-02 Score 99.299 Data time: 0.0775, Forward time: 0.7727, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.6729 [2020-10-19 01:24:28,931][root][INFO] - ===> Epoch[2942](14709/5): Loss -0.7899, Sem 0.0243, dir -0.9822, norm 0.1680, swav 0.0000 LR: 7.764e-02 Score 99.183 Data time: 0.1267, Forward time: 0.7727, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1567 [2020-10-19 01:24:30,991][root][INFO] - ===> Epoch[2942](14710/5): Loss -0.7819, Sem 0.0295, dir -0.9809, norm 0.1695, swav 0.0000 LR: 7.764e-02 Score 99.025 Data time: 0.0797, Forward time: 0.7727, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9482 [2020-10-19 01:24:33,081][root][INFO] - ===> Epoch[2943](14711/5): Loss -0.7998, Sem 0.0234, dir -0.9852, norm 0.1620, swav 0.0000 LR: 7.764e-02 Score 99.209 Data time: 0.0751, Forward time: 0.7727, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9861 [2020-10-19 01:24:35,094][root][INFO] - ===> Epoch[2943](14712/5): Loss -0.7827, Sem 0.0245, dir -0.9813, norm 0.1741, swav 0.0000 LR: 7.763e-02 Score 99.200 Data time: 0.0912, Forward time: 0.7727, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9218 [2020-10-19 01:24:37,658][root][INFO] - ===> Epoch[2943](14713/5): Loss -0.7928, Sem 0.0238, dir -0.9831, norm 0.1666, swav 0.0000 LR: 7.763e-02 Score 99.193 Data time: 0.0765, Forward time: 0.7727, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.4364 [2020-10-19 01:24:40,003][root][INFO] - ===> Epoch[2943](14714/5): Loss -0.7975, Sem 0.0254, dir -0.9818, norm 0.1589, swav 0.0000 LR: 7.763e-02 Score 99.144 Data time: 0.1086, Forward time: 0.7727, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.2523 [2020-10-19 01:24:42,247][root][INFO] - ===> Epoch[2943](14715/5): Loss -0.7896, Sem 0.0240, dir -0.9824, norm 0.1688, swav 0.0000 LR: 7.763e-02 Score 99.193 Data time: 0.0819, Forward time: 0.7727, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1291 [2020-10-19 01:24:44,338][root][INFO] - ===> Epoch[2944](14716/5): Loss -0.7947, Sem 0.0212, dir -0.9837, norm 0.1678, swav 0.0000 LR: 7.763e-02 Score 99.301 Data time: 0.0854, Forward time: 0.7727, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0039 [2020-10-19 01:24:46,523][root][INFO] - ===> Epoch[2944](14717/5): Loss -0.7776, Sem 0.0244, dir -0.9814, norm 0.1795, swav 0.0000 LR: 7.763e-02 Score 99.208 Data time: 0.0747, Forward time: 0.7727, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0885 [2020-10-19 01:24:48,855][root][INFO] - ===> Epoch[2944](14718/5): Loss -0.7826, Sem 0.0249, dir -0.9814, norm 0.1739, swav 0.0000 LR: 7.762e-02 Score 99.163 Data time: 0.0680, Forward time: 0.7727, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.2549 [2020-10-19 01:24:50,674][root][INFO] - ===> Epoch[2944](14719/5): Loss -0.8003, Sem 0.0221, dir -0.9838, norm 0.1614, swav 0.0000 LR: 7.762e-02 Score 99.254 Data time: 0.0648, Forward time: 0.7727, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.7332 [2020-10-19 01:24:53,037][root][INFO] - ===> Epoch[2944](14720/5): Loss -0.8141, Sem 0.0224, dir -0.9842, norm 0.1477, swav 0.0000 LR: 7.762e-02 Score 99.238 Data time: 0.0859, Forward time: 0.7727, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.2538 [2020-10-19 01:24:54,898][root][INFO] - ===> Epoch[2945](14721/5): Loss -0.8066, Sem 0.0229, dir -0.9831, norm 0.1535, swav 0.0000 LR: 7.762e-02 Score 99.219 Data time: 0.0811, Forward time: 0.7727, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.7304 [2020-10-19 01:24:57,101][root][INFO] - ===> Epoch[2945](14722/5): Loss -0.8100, Sem 0.0228, dir -0.9847, norm 0.1519, swav 0.0000 LR: 7.762e-02 Score 99.239 Data time: 0.0748, Forward time: 0.7727, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1100 [2020-10-19 01:24:59,318][root][INFO] - ===> Epoch[2945](14723/5): Loss -0.8000, Sem 0.0254, dir -0.9822, norm 0.1568, swav 0.0000 LR: 7.762e-02 Score 99.162 Data time: 0.0803, Forward time: 0.7727, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1086 [2020-10-19 01:25:01,413][root][INFO] - ===> Epoch[2945](14724/5): Loss -0.7783, Sem 0.0236, dir -0.9813, norm 0.1793, swav 0.0000 LR: 7.762e-02 Score 99.232 Data time: 0.2001, Forward time: 0.7727, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9822 [2020-10-19 01:25:03,777][root][INFO] - ===> Epoch[2945](14725/5): Loss -0.7709, Sem 0.0280, dir -0.9822, norm 0.1833, swav 0.0000 LR: 7.761e-02 Score 99.135 Data time: 0.1026, Forward time: 0.7727, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.2580 [2020-10-19 01:25:05,757][root][INFO] - ===> Epoch[2946](14726/5): Loss -0.7949, Sem 0.0221, dir -0.9828, norm 0.1658, swav 0.0000 LR: 7.761e-02 Score 99.248 Data time: 0.0740, Forward time: 0.7727, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.8653 [2020-10-19 01:25:08,322][root][INFO] - ===> Epoch[2946](14727/5): Loss -0.7897, Sem 0.0235, dir -0.9828, norm 0.1696, swav 0.0000 LR: 7.761e-02 Score 99.230 Data time: 0.0628, Forward time: 0.7727, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.4705 [2020-10-19 01:25:10,802][root][INFO] - ===> Epoch[2946](14728/5): Loss -0.7893, Sem 0.0264, dir -0.9819, norm 0.1663, swav 0.0000 LR: 7.761e-02 Score 99.139 Data time: 0.0771, Forward time: 0.7727, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.3761 [2020-10-19 01:25:12,700][root][INFO] - ===> Epoch[2946](14729/5): Loss -0.7693, Sem 0.0239, dir -0.9826, norm 0.1894, swav 0.0000 LR: 7.761e-02 Score 99.185 Data time: 0.0554, Forward time: 0.7727, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8136 [2020-10-19 01:25:15,176][root][INFO] - ===> Epoch[2946](14730/5): Loss -0.7868, Sem 0.0255, dir -0.9812, norm 0.1690, swav 0.0000 LR: 7.761e-02 Score 99.143 Data time: 0.0430, Forward time: 0.7727, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.4028 [2020-10-19 01:25:17,189][root][INFO] - ===> Epoch[2947](14731/5): Loss -0.7842, Sem 0.0238, dir -0.9839, norm 0.1759, swav 0.0000 LR: 7.760e-02 Score 99.213 Data time: 0.0452, Forward time: 0.7727, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9481 [2020-10-19 01:25:19,886][root][INFO] - ===> Epoch[2947](14732/5): Loss -0.7929, Sem 0.0225, dir -0.9834, norm 0.1680, swav 0.0000 LR: 7.760e-02 Score 99.263 Data time: 0.0687, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.6261 [2020-10-19 01:25:22,155][root][INFO] - ===> Epoch[2947](14733/5): Loss -0.7733, Sem 0.0221, dir -0.9816, norm 0.1862, swav 0.0000 LR: 7.760e-02 Score 99.259 Data time: 0.0792, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1797 [2020-10-19 01:25:24,131][root][INFO] - ===> Epoch[2947](14734/5): Loss -0.7716, Sem 0.0266, dir -0.9803, norm 0.1822, swav 0.0000 LR: 7.760e-02 Score 99.120 Data time: 0.0587, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.8596 [2020-10-19 01:25:26,793][root][INFO] - ===> Epoch[2947](14735/5): Loss -0.7990, Sem 0.0210, dir -0.9846, norm 0.1646, swav 0.0000 LR: 7.760e-02 Score 99.285 Data time: 0.0688, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.5862 [2020-10-19 01:25:28,727][root][INFO] - ===> Epoch[2948](14736/5): Loss -0.7772, Sem 0.0235, dir -0.9821, norm 0.1814, swav 0.0000 LR: 7.760e-02 Score 99.236 Data time: 0.0910, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.8291 [2020-10-19 01:25:31,171][root][INFO] - ===> Epoch[2948](14737/5): Loss -0.7918, Sem 0.0256, dir -0.9829, norm 0.1655, swav 0.0000 LR: 7.760e-02 Score 99.147 Data time: 0.0802, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.3249 [2020-10-19 01:25:33,891][root][INFO] - ===> Epoch[2948](14738/5): Loss -0.7640, Sem 0.0234, dir -0.9827, norm 0.1953, swav 0.0000 LR: 7.759e-02 Score 99.254 Data time: 0.0630, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.5949 [2020-10-19 01:25:36,304][root][INFO] - ===> Epoch[2948](14739/5): Loss -0.7721, Sem 0.0247, dir -0.9814, norm 0.1846, swav 0.0000 LR: 7.759e-02 Score 99.185 Data time: 0.0855, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.3194 [2020-10-19 01:25:38,500][root][INFO] - ===> Epoch[2948](14740/5): Loss -0.7789, Sem 0.0267, dir -0.9832, norm 0.1776, swav 0.0000 LR: 7.759e-02 Score 99.174 Data time: 0.2643, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0893 [2020-10-19 01:25:40,904][root][INFO] - ===> Epoch[2949](14741/5): Loss -0.8020, Sem 0.0214, dir -0.9836, norm 0.1602, swav 0.0000 LR: 7.759e-02 Score 99.274 Data time: 0.1542, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.3433 [2020-10-19 01:25:42,953][root][INFO] - ===> Epoch[2949](14742/5): Loss -0.7833, Sem 0.0227, dir -0.9834, norm 0.1774, swav 0.0000 LR: 7.759e-02 Score 99.223 Data time: 0.0814, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.9480 [2020-10-19 01:25:45,065][root][INFO] - ===> Epoch[2949](14743/5): Loss -0.8025, Sem 0.0220, dir -0.9853, norm 0.1608, swav 0.0000 LR: 7.759e-02 Score 99.274 Data time: 0.0602, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0331 [2020-10-19 01:25:47,277][root][INFO] - ===> Epoch[2949](14744/5): Loss -0.7837, Sem 0.0234, dir -0.9830, norm 0.1759, swav 0.0000 LR: 7.758e-02 Score 99.205 Data time: 0.0734, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1442 [2020-10-19 01:25:49,314][root][INFO] - ===> Epoch[2949](14745/5): Loss -0.7900, Sem 0.0256, dir -0.9830, norm 0.1675, swav 0.0000 LR: 7.758e-02 Score 99.145 Data time: 0.2544, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.9328 [2020-10-19 01:25:51,641][root][INFO] - ===> Epoch[2950](14746/5): Loss -0.7750, Sem 0.0241, dir -0.9819, norm 0.1828, swav 0.0000 LR: 7.758e-02 Score 99.196 Data time: 0.1894, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.2321 [2020-10-19 01:25:53,468][root][INFO] - ===> Epoch[2950](14747/5): Loss -0.7839, Sem 0.0242, dir -0.9814, norm 0.1733, swav 0.0000 LR: 7.758e-02 Score 99.179 Data time: 0.0783, Forward time: 0.7727, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.7094 [2020-10-19 01:25:55,775][root][INFO] - ===> Epoch[2950](14748/5): Loss -0.7855, Sem 0.0236, dir -0.9827, norm 0.1736, swav 0.0000 LR: 7.758e-02 Score 99.241 Data time: 0.0513, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.2219 [2020-10-19 01:25:58,179][root][INFO] - ===> Epoch[2950](14749/5): Loss -0.7909, Sem 0.0249, dir -0.9812, norm 0.1654, swav 0.0000 LR: 7.758e-02 Score 99.168 Data time: 0.0470, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.3360 [2020-10-19 01:26:00,464][root][INFO] - ===> Epoch[2950](14750/5): Loss -0.7891, Sem 0.0241, dir -0.9835, norm 0.1704, swav 0.0000 LR: 7.758e-02 Score 99.193 Data time: 0.0645, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.2121 [2020-10-19 01:26:02,691][root][INFO] - ===> Epoch[2951](14751/5): Loss -0.7950, Sem 0.0242, dir -0.9816, norm 0.1623, swav 0.0000 LR: 7.757e-02 Score 99.186 Data time: 0.0652, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1459 [2020-10-19 01:26:04,930][root][INFO] - ===> Epoch[2951](14752/5): Loss -0.8042, Sem 0.0224, dir -0.9832, norm 0.1566, swav 0.0000 LR: 7.757e-02 Score 99.244 Data time: 0.0708, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1264 [2020-10-19 01:26:06,979][root][INFO] - ===> Epoch[2951](14753/5): Loss -0.7957, Sem 0.0220, dir -0.9821, norm 0.1644, swav 0.0000 LR: 7.757e-02 Score 99.264 Data time: 0.0695, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.9571 [2020-10-19 01:26:09,061][root][INFO] - ===> Epoch[2951](14754/5): Loss -0.7928, Sem 0.0247, dir -0.9831, norm 0.1655, swav 0.0000 LR: 7.757e-02 Score 99.194 Data time: 0.0729, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.9886 [2020-10-19 01:26:12,071][root][INFO] - ===> Epoch[2951](14755/5): Loss -0.7832, Sem 0.0260, dir -0.9823, norm 0.1731, swav 0.0000 LR: 7.757e-02 Score 99.134 Data time: 0.1662, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.9052 [2020-10-19 01:26:14,397][root][INFO] - ===> Epoch[2952](14756/5): Loss -0.8101, Sem 0.0229, dir -0.9832, norm 0.1502, swav 0.0000 LR: 7.757e-02 Score 99.215 Data time: 0.0712, Forward time: 0.7726, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.2186 [2020-10-19 01:26:17,181][root][INFO] - ===> Epoch[2952](14757/5): Loss -0.7862, Sem 0.0241, dir -0.9808, norm 0.1705, swav 0.0000 LR: 7.756e-02 Score 99.202 Data time: 0.0506, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.6925 [2020-10-19 01:26:19,344][root][INFO] - ===> Epoch[2952](14758/5): Loss -0.7891, Sem 0.0221, dir -0.9832, norm 0.1720, swav 0.0000 LR: 7.756e-02 Score 99.251 Data time: 0.0561, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.1207 [2020-10-19 01:26:21,702][root][INFO] - ===> Epoch[2952](14759/5): Loss -0.7983, Sem 0.0239, dir -0.9829, norm 0.1606, swav 0.0000 LR: 7.756e-02 Score 99.201 Data time: 0.0528, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.2836 [2020-10-19 01:26:23,495][root][INFO] - ===> Epoch[2952](14760/5): Loss -0.7906, Sem 0.0268, dir -0.9814, norm 0.1640, swav 0.0000 LR: 7.756e-02 Score 99.092 Data time: 0.0660, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.7412 [2020-10-19 01:26:25,359][root][INFO] - ===> Epoch[2953](14761/5): Loss -0.7970, Sem 0.0229, dir -0.9836, norm 0.1637, swav 0.0000 LR: 7.756e-02 Score 99.235 Data time: 0.0458, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.7585 [2020-10-19 01:26:27,548][root][INFO] - ===> Epoch[2953](14762/5): Loss -0.7881, Sem 0.0263, dir -0.9827, norm 0.1682, swav 0.0000 LR: 7.756e-02 Score 99.112 Data time: 0.0888, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.1059 [2020-10-19 01:26:29,951][root][INFO] - ===> Epoch[2953](14763/5): Loss -0.7815, Sem 0.0234, dir -0.9814, norm 0.1765, swav 0.0000 LR: 7.756e-02 Score 99.213 Data time: 0.0822, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.2947 [2020-10-19 01:26:32,313][root][INFO] - ===> Epoch[2953](14764/5): Loss -0.7700, Sem 0.0238, dir -0.9799, norm 0.1860, swav 0.0000 LR: 7.755e-02 Score 99.227 Data time: 0.0776, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.2441 [2020-10-19 01:26:34,491][root][INFO] - ===> Epoch[2953](14765/5): Loss -0.7942, Sem 0.0234, dir -0.9827, norm 0.1652, swav 0.0000 LR: 7.755e-02 Score 99.232 Data time: 0.0548, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0715 [2020-10-19 01:26:37,034][root][INFO] - ===> Epoch[2954](14766/5): Loss -0.7705, Sem 0.0230, dir -0.9817, norm 0.1882, swav 0.0000 LR: 7.755e-02 Score 99.251 Data time: 0.0844, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.4375 [2020-10-19 01:26:39,234][root][INFO] - ===> Epoch[2954](14767/5): Loss -0.7829, Sem 0.0231, dir -0.9835, norm 0.1775, swav 0.0000 LR: 7.755e-02 Score 99.226 Data time: 0.0582, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0907 [2020-10-19 01:26:41,406][root][INFO] - ===> Epoch[2954](14768/5): Loss -0.7834, Sem 0.0234, dir -0.9819, norm 0.1751, swav 0.0000 LR: 7.755e-02 Score 99.214 Data time: 0.0636, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0859 [2020-10-19 01:26:43,342][root][INFO] - ===> Epoch[2954](14769/5): Loss -0.7710, Sem 0.0253, dir -0.9820, norm 0.1857, swav 0.0000 LR: 7.755e-02 Score 99.159 Data time: 0.0697, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8545 [2020-10-19 01:26:45,805][root][INFO] - ===> Epoch[2954](14770/5): Loss -0.7761, Sem 0.0233, dir -0.9831, norm 0.1837, swav 0.0000 LR: 7.754e-02 Score 99.215 Data time: 0.0706, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.3545 [2020-10-19 01:26:48,526][root][INFO] - ===> Epoch[2955](14771/5): Loss -0.7856, Sem 0.0223, dir -0.9820, norm 0.1741, swav 0.0000 LR: 7.754e-02 Score 99.283 Data time: 0.0877, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.6127 [2020-10-19 01:26:50,805][root][INFO] - ===> Epoch[2955](14772/5): Loss -0.7957, Sem 0.0230, dir -0.9839, norm 0.1652, swav 0.0000 LR: 7.754e-02 Score 99.221 Data time: 0.1060, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1620 [2020-10-19 01:26:52,850][root][INFO] - ===> Epoch[2955](14773/5): Loss -0.7691, Sem 0.0243, dir -0.9821, norm 0.1887, swav 0.0000 LR: 7.754e-02 Score 99.172 Data time: 0.0880, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9194 [2020-10-19 01:26:54,838][root][INFO] - ===> Epoch[2955](14774/5): Loss -0.7920, Sem 0.0221, dir -0.9837, norm 0.1696, swav 0.0000 LR: 7.754e-02 Score 99.258 Data time: 0.0663, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8734 [2020-10-19 01:26:56,859][root][INFO] - ===> Epoch[2955](14775/5): Loss -0.7885, Sem 0.0249, dir -0.9831, norm 0.1698, swav 0.0000 LR: 7.754e-02 Score 99.146 Data time: 0.0683, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9247 [2020-10-19 01:26:59,084][root][INFO] - ===> Epoch[2956](14776/5): Loss -0.7809, Sem 0.0229, dir -0.9819, norm 0.1781, swav 0.0000 LR: 7.754e-02 Score 99.250 Data time: 0.0725, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.1111 [2020-10-19 01:27:01,605][root][INFO] - ===> Epoch[2956](14777/5): Loss -0.7845, Sem 0.0232, dir -0.9802, norm 0.1726, swav 0.0000 LR: 7.753e-02 Score 99.219 Data time: 0.0767, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.4148 [2020-10-19 01:27:03,901][root][INFO] - ===> Epoch[2956](14778/5): Loss -0.7963, Sem 0.0225, dir -0.9830, norm 0.1643, swav 0.0000 LR: 7.753e-02 Score 99.235 Data time: 0.0840, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.2001 [2020-10-19 01:27:06,592][root][INFO] - ===> Epoch[2956](14779/5): Loss -0.7821, Sem 0.0233, dir -0.9806, norm 0.1752, swav 0.0000 LR: 7.753e-02 Score 99.235 Data time: 0.0781, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.5995 [2020-10-19 01:27:08,970][root][INFO] - ===> Epoch[2956](14780/5): Loss -0.7919, Sem 0.0245, dir -0.9829, norm 0.1665, swav 0.0000 LR: 7.753e-02 Score 99.169 Data time: 0.0798, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2763 [2020-10-19 01:27:11,312][root][INFO] - ===> Epoch[2957](14781/5): Loss -0.7872, Sem 0.0232, dir -0.9837, norm 0.1732, swav 0.0000 LR: 7.753e-02 Score 99.240 Data time: 0.0658, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2571 [2020-10-19 01:27:13,743][root][INFO] - ===> Epoch[2957](14782/5): Loss -0.7982, Sem 0.0226, dir -0.9823, norm 0.1615, swav 0.0000 LR: 7.753e-02 Score 99.280 Data time: 0.0782, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3589 [2020-10-19 01:27:15,594][root][INFO] - ===> Epoch[2957](14783/5): Loss -0.7990, Sem 0.0250, dir -0.9833, norm 0.1593, swav 0.0000 LR: 7.752e-02 Score 99.162 Data time: 0.0848, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.7325 [2020-10-19 01:27:17,635][root][INFO] - ===> Epoch[2957](14784/5): Loss -0.7791, Sem 0.0248, dir -0.9821, norm 0.1781, swav 0.0000 LR: 7.752e-02 Score 99.172 Data time: 0.0923, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9396 [2020-10-19 01:27:19,593][root][INFO] - ===> Epoch[2957](14785/5): Loss -0.7944, Sem 0.0225, dir -0.9824, norm 0.1655, swav 0.0000 LR: 7.752e-02 Score 99.256 Data time: 0.0821, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8490 [2020-10-19 01:27:21,404][root][INFO] - ===> Epoch[2958](14786/5): Loss -0.7968, Sem 0.0221, dir -0.9836, norm 0.1646, swav 0.0000 LR: 7.752e-02 Score 99.254 Data time: 0.0737, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.7342 [2020-10-19 01:27:23,340][root][INFO] - ===> Epoch[2958](14787/5): Loss -0.7972, Sem 0.0252, dir -0.9818, norm 0.1595, swav 0.0000 LR: 7.752e-02 Score 99.160 Data time: 0.0570, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8460 [2020-10-19 01:27:25,556][root][INFO] - ===> Epoch[2958](14788/5): Loss -0.7824, Sem 0.0253, dir -0.9812, norm 0.1736, swav 0.0000 LR: 7.752e-02 Score 99.162 Data time: 0.0624, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.1225 [2020-10-19 01:27:27,864][root][INFO] - ===> Epoch[2958](14789/5): Loss -0.7947, Sem 0.0221, dir -0.9836, norm 0.1668, swav 0.0000 LR: 7.751e-02 Score 99.265 Data time: 0.0480, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.2122 [2020-10-19 01:27:30,001][root][INFO] - ===> Epoch[2958](14790/5): Loss -0.7886, Sem 0.0225, dir -0.9823, norm 0.1712, swav 0.0000 LR: 7.751e-02 Score 99.248 Data time: 0.1014, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0947 [2020-10-19 01:27:32,074][root][INFO] - ===> Epoch[2959](14791/5): Loss -0.7934, Sem 0.0212, dir -0.9836, norm 0.1689, swav 0.0000 LR: 7.751e-02 Score 99.288 Data time: 0.0693, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9784 [2020-10-19 01:27:34,163][root][INFO] - ===> Epoch[2959](14792/5): Loss -0.7930, Sem 0.0242, dir -0.9828, norm 0.1657, swav 0.0000 LR: 7.751e-02 Score 99.181 Data time: 0.0959, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9937 [2020-10-19 01:27:36,823][root][INFO] - ===> Epoch[2959](14793/5): Loss -0.7811, Sem 0.0228, dir -0.9801, norm 0.1763, swav 0.0000 LR: 7.751e-02 Score 99.233 Data time: 0.1063, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.5544 [2020-10-19 01:27:38,758][root][INFO] - ===> Epoch[2959](14794/5): Loss -0.8049, Sem 0.0218, dir -0.9840, norm 0.1573, swav 0.0000 LR: 7.751e-02 Score 99.280 Data time: 0.0675, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8382 [2020-10-19 01:27:41,400][root][INFO] - ===> Epoch[2959](14795/5): Loss -0.7971, Sem 0.0237, dir -0.9823, norm 0.1615, swav 0.0000 LR: 7.751e-02 Score 99.210 Data time: 0.0621, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.5643 [2020-10-19 01:27:43,995][root][INFO] - ===> Epoch[2960](14796/5): Loss -0.7677, Sem 0.0229, dir -0.9826, norm 0.1920, swav 0.0000 LR: 7.750e-02 Score 99.248 Data time: 0.0738, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.5306 [2020-10-19 01:27:46,156][root][INFO] - ===> Epoch[2960](14797/5): Loss -0.7962, Sem 0.0245, dir -0.9822, norm 0.1615, swav 0.0000 LR: 7.750e-02 Score 99.200 Data time: 0.0976, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0417 [2020-10-19 01:27:48,217][root][INFO] - ===> Epoch[2960](14798/5): Loss -0.8011, Sem 0.0230, dir -0.9830, norm 0.1589, swav 0.0000 LR: 7.750e-02 Score 99.209 Data time: 0.0917, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9533 [2020-10-19 01:27:50,269][root][INFO] - ===> Epoch[2960](14799/5): Loss -0.7923, Sem 0.0206, dir -0.9818, norm 0.1688, swav 0.0000 LR: 7.750e-02 Score 99.314 Data time: 0.0744, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9371 [2020-10-19 01:27:52,318][root][INFO] - ===> Epoch[2960](14800/5): Loss -0.7757, Sem 0.0263, dir -0.9816, norm 0.1796, swav 0.0000 LR: 7.750e-02 Score 99.149 Data time: 0.0925, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9461 [2020-10-19 01:27:53,293][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 01:27:53,469][root][INFO] - ===> Start testing [2020-10-19 01:28:31,669][root][INFO] - 68/68: Data time: 0.0021, Iter time: 0.1139 Loss 0.293 (AVG: 0.542) Score 93.193 (AVG: 90.215) mIOU 69.668 mAP 84.020 mAcc 76.447 IOU: 61.789 0.037 75.961 73.194 94.028 92.219 33.223 77.505 96.689 76.008 80.776 86.107 58.147 mAP: 81.289 8.537 96.022 87.101 98.964 98.265 57.143 95.271 99.764 90.197 93.593 94.904 91.211 mAcc: 79.838 0.273 88.055 81.118 95.700 95.663 36.423 90.183 97.915 79.953 89.494 96.226 62.970 [2020-10-19 01:28:31,670][root][INFO] - Finished test. Elapsed time: 38.1987 [2020-10-19 01:28:34,684][root][INFO] - [2020-10-19 01:28:34,684][root][INFO] - ################################################################ [2020-10-19 01:28:34,684][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 01:28:34,684][root][INFO] - ################################################################ [2020-10-19 01:28:34,684][root][INFO] - clutter : nan nan nan [2020-10-19 01:28:34,684][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 01:28:34,684][root][INFO] - board : 0.765 0.847 0.880 [2020-10-19 01:28:34,684][root][INFO] - bookcase : 0.213 0.328 0.524 [2020-10-19 01:28:34,684][root][INFO] - ceiling : 0.494 0.539 0.639 [2020-10-19 01:28:34,684][root][INFO] - chair : 0.799 0.878 0.895 [2020-10-19 01:28:34,684][root][INFO] - column : 0.189 0.261 0.384 [2020-10-19 01:28:34,684][root][INFO] - door : 0.670 0.822 0.899 [2020-10-19 01:28:34,684][root][INFO] - floor : 0.832 0.832 0.885 [2020-10-19 01:28:34,685][root][INFO] - sofa : 0.441 0.636 0.818 [2020-10-19 01:28:34,685][root][INFO] - table : 0.142 0.330 0.646 [2020-10-19 01:28:34,685][root][INFO] - wall : 0.506 0.734 0.795 [2020-10-19 01:28:34,685][root][INFO] - window : 0.531 0.743 0.780 [2020-10-19 01:28:34,685][root][INFO] - ---------------------------------------------------------------- [2020-10-19 01:28:34,685][root][INFO] - average : 0.465 0.579 0.679 [2020-10-19 01:28:34,685][root][INFO] - [2020-10-19 01:28:34,841][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 01:28:34,842][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-19 01:28:36,321][root][INFO] - ===> Epoch[2961](14801/5): Loss -0.8051, Sem 0.0234, dir -0.9833, norm 0.1548, swav 0.0000 LR: 7.750e-02 Score 99.225 Data time: 0.0963, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.4742 [2020-10-19 01:28:38,753][root][INFO] - ===> Epoch[2961](14802/5): Loss -0.7794, Sem 0.0237, dir -0.9822, norm 0.1791, swav 0.0000 LR: 7.749e-02 Score 99.206 Data time: 0.1060, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.3561 [2020-10-19 01:28:41,085][root][INFO] - ===> Epoch[2961](14803/5): Loss -0.7760, Sem 0.0258, dir -0.9815, norm 0.1796, swav 0.0000 LR: 7.749e-02 Score 99.148 Data time: 0.0771, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.2270 [2020-10-19 01:28:43,197][root][INFO] - ===> Epoch[2961](14804/5): Loss -0.7789, Sem 0.0220, dir -0.9805, norm 0.1796, swav 0.0000 LR: 7.749e-02 Score 99.266 Data time: 0.0888, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0062 [2020-10-19 01:28:45,211][root][INFO] - ===> Epoch[2961](14805/5): Loss -0.7833, Sem 0.0247, dir -0.9827, norm 0.1747, swav 0.0000 LR: 7.749e-02 Score 99.180 Data time: 0.0608, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9233 [2020-10-19 01:28:47,609][root][INFO] - ===> Epoch[2962](14806/5): Loss -0.7912, Sem 0.0239, dir -0.9821, norm 0.1671, swav 0.0000 LR: 7.749e-02 Score 99.219 Data time: 0.0803, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.3027 [2020-10-19 01:28:50,324][root][INFO] - ===> Epoch[2962](14807/5): Loss -0.7827, Sem 0.0232, dir -0.9822, norm 0.1763, swav 0.0000 LR: 7.749e-02 Score 99.220 Data time: 0.0691, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.5975 [2020-10-19 01:28:52,367][root][INFO] - ===> Epoch[2962](14808/5): Loss -0.7930, Sem 0.0217, dir -0.9836, norm 0.1688, swav 0.0000 LR: 7.749e-02 Score 99.267 Data time: 0.0878, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9431 [2020-10-19 01:28:55,585][root][INFO] - ===> Epoch[2962](14809/5): Loss -0.7990, Sem 0.0220, dir -0.9820, norm 0.1610, swav 0.0000 LR: 7.748e-02 Score 99.267 Data time: 0.0578, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 3.0960 [2020-10-19 01:28:57,884][root][INFO] - ===> Epoch[2962](14810/5): Loss -0.7737, Sem 0.0286, dir -0.9809, norm 0.1786, swav 0.0000 LR: 7.748e-02 Score 99.057 Data time: 0.0503, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2087 [2020-10-19 01:28:59,925][root][INFO] - ===> Epoch[2963](14811/5): Loss -0.7695, Sem 0.0229, dir -0.9791, norm 0.1867, swav 0.0000 LR: 7.748e-02 Score 99.233 Data time: 0.0694, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9742 [2020-10-19 01:29:01,954][root][INFO] - ===> Epoch[2963](14812/5): Loss -0.7886, Sem 0.0244, dir -0.9829, norm 0.1698, swav 0.0000 LR: 7.748e-02 Score 99.176 Data time: 0.0697, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9313 [2020-10-19 01:29:04,077][root][INFO] - ===> Epoch[2963](14813/5): Loss -0.7938, Sem 0.0233, dir -0.9829, norm 0.1658, swav 0.0000 LR: 7.748e-02 Score 99.209 Data time: 0.0561, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0261 [2020-10-19 01:29:06,542][root][INFO] - ===> Epoch[2963](14814/5): Loss -0.7744, Sem 0.0241, dir -0.9798, norm 0.1813, swav 0.0000 LR: 7.748e-02 Score 99.209 Data time: 0.1039, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3824 [2020-10-19 01:29:08,867][root][INFO] - ===> Epoch[2963](14815/5): Loss -0.7755, Sem 0.0234, dir -0.9809, norm 0.1821, swav 0.0000 LR: 7.747e-02 Score 99.228 Data time: 0.0708, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2020 [2020-10-19 01:29:10,883][root][INFO] - ===> Epoch[2964](14816/5): Loss -0.7985, Sem 0.0221, dir -0.9840, norm 0.1633, swav 0.0000 LR: 7.747e-02 Score 99.255 Data time: 0.0744, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9008 [2020-10-19 01:29:12,826][root][INFO] - ===> Epoch[2964](14817/5): Loss -0.8022, Sem 0.0239, dir -0.9827, norm 0.1566, swav 0.0000 LR: 7.747e-02 Score 99.189 Data time: 0.0876, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8491 [2020-10-19 01:29:15,273][root][INFO] - ===> Epoch[2964](14818/5): Loss -0.7828, Sem 0.0276, dir -0.9821, norm 0.1717, swav 0.0000 LR: 7.747e-02 Score 99.127 Data time: 0.0926, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3420 [2020-10-19 01:29:18,156][root][INFO] - ===> Epoch[2964](14819/5): Loss -0.7765, Sem 0.0236, dir -0.9816, norm 0.1816, swav 0.0000 LR: 7.747e-02 Score 99.217 Data time: 0.0848, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.8069 [2020-10-19 01:29:20,305][root][INFO] - ===> Epoch[2964](14820/5): Loss -0.8022, Sem 0.0252, dir -0.9822, norm 0.1549, swav 0.0000 LR: 7.747e-02 Score 99.161 Data time: 0.0693, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0392 [2020-10-19 01:29:22,654][root][INFO] - ===> Epoch[2965](14821/5): Loss -0.8064, Sem 0.0248, dir -0.9837, norm 0.1525, swav 0.0000 LR: 7.747e-02 Score 99.180 Data time: 0.0692, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2394 [2020-10-19 01:29:25,368][root][INFO] - ===> Epoch[2965](14822/5): Loss -0.7736, Sem 0.0226, dir -0.9808, norm 0.1846, swav 0.0000 LR: 7.746e-02 Score 99.263 Data time: 0.0929, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.6058 [2020-10-19 01:29:27,173][root][INFO] - ===> Epoch[2965](14823/5): Loss -0.7985, Sem 0.0253, dir -0.9834, norm 0.1596, swav 0.0000 LR: 7.746e-02 Score 99.168 Data time: 0.0692, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.6790 [2020-10-19 01:29:29,028][root][INFO] - ===> Epoch[2965](14824/5): Loss -0.7852, Sem 0.0272, dir -0.9812, norm 0.1687, swav 0.0000 LR: 7.746e-02 Score 99.093 Data time: 0.0658, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.7561 [2020-10-19 01:29:31,966][root][INFO] - ===> Epoch[2965](14825/5): Loss -0.8015, Sem 0.0244, dir -0.9833, norm 0.1574, swav 0.0000 LR: 7.746e-02 Score 99.221 Data time: 0.0783, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.8398 [2020-10-19 01:29:34,298][root][INFO] - ===> Epoch[2966](14826/5): Loss -0.7849, Sem 0.0247, dir -0.9819, norm 0.1723, swav 0.0000 LR: 7.746e-02 Score 99.176 Data time: 0.0733, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.2150 [2020-10-19 01:29:36,534][root][INFO] - ===> Epoch[2966](14827/5): Loss -0.7862, Sem 0.0232, dir -0.9839, norm 0.1745, swav 0.0000 LR: 7.746e-02 Score 99.206 Data time: 0.0738, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.1306 [2020-10-19 01:29:38,796][root][INFO] - ===> Epoch[2966](14828/5): Loss -0.7942, Sem 0.0238, dir -0.9818, norm 0.1638, swav 0.0000 LR: 7.745e-02 Score 99.209 Data time: 0.0705, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.1469 [2020-10-19 01:29:41,152][root][INFO] - ===> Epoch[2966](14829/5): Loss -0.7974, Sem 0.0223, dir -0.9825, norm 0.1628, swav 0.0000 LR: 7.745e-02 Score 99.258 Data time: 0.0677, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.2576 [2020-10-19 01:29:43,418][root][INFO] - ===> Epoch[2966](14830/5): Loss -0.8033, Sem 0.0213, dir -0.9851, norm 0.1605, swav 0.0000 LR: 7.745e-02 Score 99.300 Data time: 0.0758, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.1756 [2020-10-19 01:29:45,522][root][INFO] - ===> Epoch[2967](14831/5): Loss -0.7979, Sem 0.0228, dir -0.9814, norm 0.1607, swav 0.0000 LR: 7.745e-02 Score 99.219 Data time: 0.2840, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9764 [2020-10-19 01:29:47,765][root][INFO] - ===> Epoch[2967](14832/5): Loss -0.7665, Sem 0.0234, dir -0.9807, norm 0.1908, swav 0.0000 LR: 7.745e-02 Score 99.225 Data time: 0.1568, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.1638 [2020-10-19 01:29:50,059][root][INFO] - ===> Epoch[2967](14833/5): Loss -0.7907, Sem 0.0242, dir -0.9811, norm 0.1661, swav 0.0000 LR: 7.745e-02 Score 99.180 Data time: 0.1116, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.1675 [2020-10-19 01:29:52,928][root][INFO] - ===> Epoch[2967](14834/5): Loss -0.7898, Sem 0.0223, dir -0.9831, norm 0.1710, swav 0.0000 LR: 7.745e-02 Score 99.268 Data time: 0.0727, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.7326 [2020-10-19 01:29:55,101][root][INFO] - ===> Epoch[2967](14835/5): Loss -0.7987, Sem 0.0252, dir -0.9828, norm 0.1590, swav 0.0000 LR: 7.744e-02 Score 99.167 Data time: 0.0960, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0646 [2020-10-19 01:29:57,012][root][INFO] - ===> Epoch[2968](14836/5): Loss -0.8034, Sem 0.0216, dir -0.9838, norm 0.1589, swav 0.0000 LR: 7.744e-02 Score 99.261 Data time: 0.0708, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.8012 [2020-10-19 01:29:58,920][root][INFO] - ===> Epoch[2968](14837/5): Loss -0.7956, Sem 0.0229, dir -0.9820, norm 0.1635, swav 0.0000 LR: 7.744e-02 Score 99.223 Data time: 0.0625, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.8216 [2020-10-19 01:30:01,315][root][INFO] - ===> Epoch[2968](14838/5): Loss -0.7663, Sem 0.0251, dir -0.9785, norm 0.1871, swav 0.0000 LR: 7.744e-02 Score 99.156 Data time: 0.0734, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.3244 [2020-10-19 01:30:03,439][root][INFO] - ===> Epoch[2968](14839/5): Loss -0.7893, Sem 0.0229, dir -0.9803, norm 0.1681, swav 0.0000 LR: 7.744e-02 Score 99.227 Data time: 0.0806, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0010 [2020-10-19 01:30:05,395][root][INFO] - ===> Epoch[2968](14840/5): Loss -0.7722, Sem 0.0267, dir -0.9827, norm 0.1838, swav 0.0000 LR: 7.744e-02 Score 99.137 Data time: 0.0866, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.8520 [2020-10-19 01:30:07,445][root][INFO] - ===> Epoch[2969](14841/5): Loss -0.7769, Sem 0.0264, dir -0.9797, norm 0.1765, swav 0.0000 LR: 7.743e-02 Score 99.116 Data time: 0.0740, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9926 [2020-10-19 01:30:09,860][root][INFO] - ===> Epoch[2969](14842/5): Loss -0.7834, Sem 0.0221, dir -0.9826, norm 0.1771, swav 0.0000 LR: 7.743e-02 Score 99.277 Data time: 0.0828, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.3060 [2020-10-19 01:30:12,347][root][INFO] - ===> Epoch[2969](14843/5): Loss -0.7833, Sem 0.0225, dir -0.9830, norm 0.1772, swav 0.0000 LR: 7.743e-02 Score 99.251 Data time: 0.0789, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.3594 [2020-10-19 01:30:14,631][root][INFO] - ===> Epoch[2969](14844/5): Loss -0.7979, Sem 0.0231, dir -0.9834, norm 0.1624, swav 0.0000 LR: 7.743e-02 Score 99.207 Data time: 0.0703, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.1818 [2020-10-19 01:30:16,684][root][INFO] - ===> Epoch[2969](14845/5): Loss -0.7952, Sem 0.0234, dir -0.9826, norm 0.1640, swav 0.0000 LR: 7.743e-02 Score 99.210 Data time: 0.0843, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9694 [2020-10-19 01:30:18,838][root][INFO] - ===> Epoch[2970](14846/5): Loss -0.7888, Sem 0.0217, dir -0.9825, norm 0.1720, swav 0.0000 LR: 7.743e-02 Score 99.277 Data time: 0.0609, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0512 [2020-10-19 01:30:21,024][root][INFO] - ===> Epoch[2970](14847/5): Loss -0.8045, Sem 0.0214, dir -0.9827, norm 0.1568, swav 0.0000 LR: 7.743e-02 Score 99.258 Data time: 0.0805, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.1040 [2020-10-19 01:30:23,453][root][INFO] - ===> Epoch[2970](14848/5): Loss -0.7954, Sem 0.0246, dir -0.9821, norm 0.1622, swav 0.0000 LR: 7.742e-02 Score 99.190 Data time: 0.0691, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.3147 [2020-10-19 01:30:25,540][root][INFO] - ===> Epoch[2970](14849/5): Loss -0.7900, Sem 0.0229, dir -0.9841, norm 0.1713, swav 0.0000 LR: 7.742e-02 Score 99.238 Data time: 0.0834, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9920 [2020-10-19 01:30:27,752][root][INFO] - ===> Epoch[2970](14850/5): Loss -0.7865, Sem 0.0225, dir -0.9824, norm 0.1733, swav 0.0000 LR: 7.742e-02 Score 99.256 Data time: 0.0625, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0897 [2020-10-19 01:30:29,563][root][INFO] - ===> Epoch[2971](14851/5): Loss -0.7982, Sem 0.0216, dir -0.9832, norm 0.1635, swav 0.0000 LR: 7.742e-02 Score 99.295 Data time: 0.0848, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.7286 [2020-10-19 01:30:32,075][root][INFO] - ===> Epoch[2971](14852/5): Loss -0.7790, Sem 0.0238, dir -0.9811, norm 0.1783, swav 0.0000 LR: 7.742e-02 Score 99.207 Data time: 0.0978, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.4191 [2020-10-19 01:30:34,325][root][INFO] - ===> Epoch[2971](14853/5): Loss -0.8024, Sem 0.0215, dir -0.9840, norm 0.1601, swav 0.0000 LR: 7.742e-02 Score 99.276 Data time: 0.0925, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.1421 [2020-10-19 01:30:36,887][root][INFO] - ===> Epoch[2971](14854/5): Loss -0.7887, Sem 0.0224, dir -0.9832, norm 0.1721, swav 0.0000 LR: 7.741e-02 Score 99.265 Data time: 0.0759, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.4477 [2020-10-19 01:30:39,029][root][INFO] - ===> Epoch[2971](14855/5): Loss -0.8069, Sem 0.0227, dir -0.9843, norm 0.1547, swav 0.0000 LR: 7.741e-02 Score 99.225 Data time: 0.0824, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0352 [2020-10-19 01:30:40,975][root][INFO] - ===> Epoch[2972](14856/5): Loss -0.8105, Sem 0.0225, dir -0.9832, norm 0.1502, swav 0.0000 LR: 7.741e-02 Score 99.229 Data time: 0.0855, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.8301 [2020-10-19 01:30:42,991][root][INFO] - ===> Epoch[2972](14857/5): Loss -0.7830, Sem 0.0255, dir -0.9823, norm 0.1739, swav 0.0000 LR: 7.741e-02 Score 99.135 Data time: 0.0583, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.8976 [2020-10-19 01:30:45,528][root][INFO] - ===> Epoch[2972](14858/5): Loss -0.7927, Sem 0.0184, dir -0.9842, norm 0.1731, swav 0.0000 LR: 7.741e-02 Score 99.394 Data time: 0.0801, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.4022 [2020-10-19 01:30:47,590][root][INFO] - ===> Epoch[2972](14859/5): Loss -0.7724, Sem 0.0279, dir -0.9815, norm 0.1812, swav 0.0000 LR: 7.741e-02 Score 99.119 Data time: 0.0867, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9126 [2020-10-19 01:30:50,115][root][INFO] - ===> Epoch[2972](14860/5): Loss -0.7927, Sem 0.0214, dir -0.9825, norm 0.1684, swav 0.0000 LR: 7.741e-02 Score 99.303 Data time: 0.0682, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.4008 [2020-10-19 01:30:52,651][root][INFO] - ===> Epoch[2973](14861/5): Loss -0.7806, Sem 0.0241, dir -0.9808, norm 0.1761, swav 0.0000 LR: 7.740e-02 Score 99.185 Data time: 0.3285, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.4138 [2020-10-19 01:30:54,625][root][INFO] - ===> Epoch[2973](14862/5): Loss -0.7961, Sem 0.0231, dir -0.9844, norm 0.1651, swav 0.0000 LR: 7.740e-02 Score 99.224 Data time: 0.0805, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.8474 [2020-10-19 01:30:56,759][root][INFO] - ===> Epoch[2973](14863/5): Loss -0.7948, Sem 0.0254, dir -0.9822, norm 0.1620, swav 0.0000 LR: 7.740e-02 Score 99.145 Data time: 0.0901, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0295 [2020-10-19 01:30:58,847][root][INFO] - ===> Epoch[2973](14864/5): Loss -0.7920, Sem 0.0210, dir -0.9832, norm 0.1702, swav 0.0000 LR: 7.740e-02 Score 99.294 Data time: 0.0592, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9827 [2020-10-19 01:31:00,850][root][INFO] - ===> Epoch[2973](14865/5): Loss -0.7871, Sem 0.0228, dir -0.9821, norm 0.1722, swav 0.0000 LR: 7.740e-02 Score 99.227 Data time: 0.0979, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9022 [2020-10-19 01:31:03,035][root][INFO] - ===> Epoch[2974](14866/5): Loss -0.7820, Sem 0.0240, dir -0.9825, norm 0.1765, swav 0.0000 LR: 7.740e-02 Score 99.232 Data time: 0.0729, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1358 [2020-10-19 01:31:05,002][root][INFO] - ===> Epoch[2974](14867/5): Loss -0.7958, Sem 0.0219, dir -0.9834, norm 0.1656, swav 0.0000 LR: 7.739e-02 Score 99.274 Data time: 0.0589, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8740 [2020-10-19 01:31:07,121][root][INFO] - ===> Epoch[2974](14868/5): Loss -0.7866, Sem 0.0253, dir -0.9807, norm 0.1689, swav 0.0000 LR: 7.739e-02 Score 99.158 Data time: 0.1285, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0178 [2020-10-19 01:31:09,409][root][INFO] - ===> Epoch[2974](14869/5): Loss -0.7825, Sem 0.0232, dir -0.9816, norm 0.1759, swav 0.0000 LR: 7.739e-02 Score 99.219 Data time: 0.1233, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1882 [2020-10-19 01:31:11,831][root][INFO] - ===> Epoch[2974](14870/5): Loss -0.7915, Sem 0.0205, dir -0.9827, norm 0.1708, swav 0.0000 LR: 7.739e-02 Score 99.332 Data time: 0.0914, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3085 [2020-10-19 01:31:13,926][root][INFO] - ===> Epoch[2975](14871/5): Loss -0.7876, Sem 0.0237, dir -0.9821, norm 0.1708, swav 0.0000 LR: 7.739e-02 Score 99.204 Data time: 0.0580, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9949 [2020-10-19 01:31:15,783][root][INFO] - ===> Epoch[2975](14872/5): Loss -0.7885, Sem 0.0249, dir -0.9828, norm 0.1693, swav 0.0000 LR: 7.739e-02 Score 99.198 Data time: 0.0495, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.7706 [2020-10-19 01:31:17,974][root][INFO] - ===> Epoch[2975](14873/5): Loss -0.7805, Sem 0.0252, dir -0.9814, norm 0.1756, swav 0.0000 LR: 7.739e-02 Score 99.172 Data time: 0.0954, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1143 [2020-10-19 01:31:20,008][root][INFO] - ===> Epoch[2975](14874/5): Loss -0.7731, Sem 0.0259, dir -0.9813, norm 0.1823, swav 0.0000 LR: 7.738e-02 Score 99.174 Data time: 0.0512, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9112 [2020-10-19 01:31:21,931][root][INFO] - ===> Epoch[2975](14875/5): Loss -0.7986, Sem 0.0219, dir -0.9830, norm 0.1625, swav 0.0000 LR: 7.738e-02 Score 99.253 Data time: 0.0618, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8664 [2020-10-19 01:31:24,220][root][INFO] - ===> Epoch[2976](14876/5): Loss -0.7712, Sem 0.0247, dir -0.9825, norm 0.1866, swav 0.0000 LR: 7.738e-02 Score 99.154 Data time: 0.0659, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1902 [2020-10-19 01:31:26,512][root][INFO] - ===> Epoch[2976](14877/5): Loss -0.7681, Sem 0.0239, dir -0.9815, norm 0.1895, swav 0.0000 LR: 7.738e-02 Score 99.198 Data time: 0.0847, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1684 [2020-10-19 01:31:29,080][root][INFO] - ===> Epoch[2976](14878/5): Loss -0.7629, Sem 0.0240, dir -0.9839, norm 0.1971, swav 0.0000 LR: 7.738e-02 Score 99.225 Data time: 0.0957, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.4994 [2020-10-19 01:31:31,178][root][INFO] - ===> Epoch[2976](14879/5): Loss -0.7768, Sem 0.0259, dir -0.9799, norm 0.1773, swav 0.0000 LR: 7.738e-02 Score 99.123 Data time: 0.0646, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9766 [2020-10-19 01:31:33,378][root][INFO] - ===> Epoch[2976](14880/5): Loss -0.7544, Sem 0.0239, dir -0.9811, norm 0.2027, swav 0.0000 LR: 7.737e-02 Score 99.212 Data time: 0.0751, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1279 [2020-10-19 01:31:35,536][root][INFO] - ===> Epoch[2977](14881/5): Loss -0.7897, Sem 0.0229, dir -0.9838, norm 0.1712, swav 0.0000 LR: 7.737e-02 Score 99.233 Data time: 0.0597, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0482 [2020-10-19 01:31:37,998][root][INFO] - ===> Epoch[2977](14882/5): Loss -0.7767, Sem 0.0210, dir -0.9830, norm 0.1853, swav 0.0000 LR: 7.737e-02 Score 99.300 Data time: 0.0825, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.3833 [2020-10-19 01:31:40,275][root][INFO] - ===> Epoch[2977](14883/5): Loss -0.7697, Sem 0.0257, dir -0.9810, norm 0.1857, swav 0.0000 LR: 7.737e-02 Score 99.152 Data time: 0.0631, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.1591 [2020-10-19 01:31:42,177][root][INFO] - ===> Epoch[2977](14884/5): Loss -0.7803, Sem 0.0231, dir -0.9811, norm 0.1777, swav 0.0000 LR: 7.737e-02 Score 99.205 Data time: 0.0718, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.8147 [2020-10-19 01:31:44,187][root][INFO] - ===> Epoch[2977](14885/5): Loss -0.7627, Sem 0.0328, dir -0.9803, norm 0.1848, swav 0.0000 LR: 7.737e-02 Score 99.044 Data time: 0.0749, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9181 [2020-10-19 01:31:46,358][root][INFO] - ===> Epoch[2978](14886/5): Loss -0.7905, Sem 0.0233, dir -0.9822, norm 0.1683, swav 0.0000 LR: 7.737e-02 Score 99.216 Data time: 0.0563, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0648 [2020-10-19 01:31:48,497][root][INFO] - ===> Epoch[2978](14887/5): Loss -0.7810, Sem 0.0266, dir -0.9815, norm 0.1739, swav 0.0000 LR: 7.736e-02 Score 99.120 Data time: 0.0903, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0389 [2020-10-19 01:31:50,627][root][INFO] - ===> Epoch[2978](14888/5): Loss -0.7766, Sem 0.0223, dir -0.9827, norm 0.1838, swav 0.0000 LR: 7.736e-02 Score 99.274 Data time: 0.1180, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0228 [2020-10-19 01:31:52,679][root][INFO] - ===> Epoch[2978](14889/5): Loss -0.7972, Sem 0.0230, dir -0.9828, norm 0.1625, swav 0.0000 LR: 7.736e-02 Score 99.205 Data time: 0.0788, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9514 [2020-10-19 01:31:54,827][root][INFO] - ===> Epoch[2978](14890/5): Loss -0.7828, Sem 0.0248, dir -0.9807, norm 0.1731, swav 0.0000 LR: 7.736e-02 Score 99.145 Data time: 0.0742, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0466 [2020-10-19 01:31:57,322][root][INFO] - ===> Epoch[2979](14891/5): Loss -0.7860, Sem 0.0205, dir -0.9839, norm 0.1774, swav 0.0000 LR: 7.736e-02 Score 99.306 Data time: 0.0820, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3763 [2020-10-19 01:31:59,623][root][INFO] - ===> Epoch[2979](14892/5): Loss -0.7837, Sem 0.0254, dir -0.9805, norm 0.1713, swav 0.0000 LR: 7.736e-02 Score 99.146 Data time: 0.0777, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1908 [2020-10-19 01:32:01,743][root][INFO] - ===> Epoch[2979](14893/5): Loss -0.7905, Sem 0.0211, dir -0.9828, norm 0.1712, swav 0.0000 LR: 7.735e-02 Score 99.285 Data time: 0.0819, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0269 [2020-10-19 01:32:04,020][root][INFO] - ===> Epoch[2979](14894/5): Loss -0.7810, Sem 0.0227, dir -0.9809, norm 0.1772, swav 0.0000 LR: 7.735e-02 Score 99.260 Data time: 0.0849, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1608 [2020-10-19 01:32:06,290][root][INFO] - ===> Epoch[2979](14895/5): Loss -0.7989, Sem 0.0223, dir -0.9830, norm 0.1618, swav 0.0000 LR: 7.735e-02 Score 99.267 Data time: 0.0678, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1355 [2020-10-19 01:32:08,435][root][INFO] - ===> Epoch[2980](14896/5): Loss -0.7824, Sem 0.0234, dir -0.9812, norm 0.1753, swav 0.0000 LR: 7.735e-02 Score 99.223 Data time: 0.1433, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0516 [2020-10-19 01:32:10,460][root][INFO] - ===> Epoch[2980](14897/5): Loss -0.7936, Sem 0.0251, dir -0.9834, norm 0.1647, swav 0.0000 LR: 7.735e-02 Score 99.165 Data time: 0.0921, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9189 [2020-10-19 01:32:12,699][root][INFO] - ===> Epoch[2980](14898/5): Loss -0.7963, Sem 0.0257, dir -0.9818, norm 0.1598, swav 0.0000 LR: 7.735e-02 Score 99.134 Data time: 0.0946, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1472 [2020-10-19 01:32:14,871][root][INFO] - ===> Epoch[2980](14899/5): Loss -0.7733, Sem 0.0256, dir -0.9810, norm 0.1821, swav 0.0000 LR: 7.735e-02 Score 99.143 Data time: 0.0863, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0681 [2020-10-19 01:32:16,896][root][INFO] - ===> Epoch[2980](14900/5): Loss -0.7915, Sem 0.0236, dir -0.9823, norm 0.1672, swav 0.0000 LR: 7.734e-02 Score 99.216 Data time: 0.0476, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9296 [2020-10-19 01:32:18,015][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 01:32:19,951][root][INFO] - ===> Epoch[2981](14901/5): Loss -0.7945, Sem 0.0250, dir -0.9829, norm 0.1634, swav 0.0000 LR: 7.734e-02 Score 99.165 Data time: 0.0793, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.7493 [2020-10-19 01:32:22,055][root][INFO] - ===> Epoch[2981](14902/5): Loss -0.7867, Sem 0.0241, dir -0.9836, norm 0.1728, swav 0.0000 LR: 7.734e-02 Score 99.189 Data time: 0.0745, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0104 [2020-10-19 01:32:24,506][root][INFO] - ===> Epoch[2981](14903/5): Loss -0.8016, Sem 0.0214, dir -0.9844, norm 0.1614, swav 0.0000 LR: 7.734e-02 Score 99.286 Data time: 0.0876, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3516 [2020-10-19 01:32:26,662][root][INFO] - ===> Epoch[2981](14904/5): Loss -0.8014, Sem 0.0226, dir -0.9841, norm 0.1601, swav 0.0000 LR: 7.734e-02 Score 99.234 Data time: 0.0651, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0231 [2020-10-19 01:32:28,952][root][INFO] - ===> Epoch[2981](14905/5): Loss -0.7927, Sem 0.0245, dir -0.9812, norm 0.1640, swav 0.0000 LR: 7.734e-02 Score 99.167 Data time: 0.0477, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2029 [2020-10-19 01:32:31,213][root][INFO] - ===> Epoch[2982](14906/5): Loss -0.7891, Sem 0.0263, dir -0.9809, norm 0.1656, swav 0.0000 LR: 7.733e-02 Score 99.127 Data time: 0.0704, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1744 [2020-10-19 01:32:33,574][root][INFO] - ===> Epoch[2982](14907/5): Loss -0.7913, Sem 0.0235, dir -0.9827, norm 0.1679, swav 0.0000 LR: 7.733e-02 Score 99.213 Data time: 0.0676, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2667 [2020-10-19 01:32:35,640][root][INFO] - ===> Epoch[2982](14908/5): Loss -0.7841, Sem 0.0238, dir -0.9817, norm 0.1737, swav 0.0000 LR: 7.733e-02 Score 99.199 Data time: 0.0910, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9811 [2020-10-19 01:32:38,184][root][INFO] - ===> Epoch[2982](14909/5): Loss -0.7803, Sem 0.0265, dir -0.9815, norm 0.1747, swav 0.0000 LR: 7.733e-02 Score 99.105 Data time: 0.0604, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.4057 [2020-10-19 01:32:40,502][root][INFO] - ===> Epoch[2982](14910/5): Loss -0.8029, Sem 0.0204, dir -0.9843, norm 0.1610, swav 0.0000 LR: 7.733e-02 Score 99.310 Data time: 0.0680, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.2437 [2020-10-19 01:32:42,792][root][INFO] - ===> Epoch[2983](14911/5): Loss -0.7825, Sem 0.0247, dir -0.9817, norm 0.1746, swav 0.0000 LR: 7.733e-02 Score 99.201 Data time: 0.0786, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.1887 [2020-10-19 01:32:45,314][root][INFO] - ===> Epoch[2983](14912/5): Loss -0.7716, Sem 0.0243, dir -0.9817, norm 0.1858, swav 0.0000 LR: 7.733e-02 Score 99.219 Data time: 0.0588, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.4118 [2020-10-19 01:32:47,790][root][INFO] - ===> Epoch[2983](14913/5): Loss -0.7826, Sem 0.0235, dir -0.9813, norm 0.1752, swav 0.0000 LR: 7.732e-02 Score 99.217 Data time: 0.0964, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.3821 [2020-10-19 01:32:50,031][root][INFO] - ===> Epoch[2983](14914/5): Loss -0.7896, Sem 0.0228, dir -0.9833, norm 0.1709, swav 0.0000 LR: 7.732e-02 Score 99.219 Data time: 0.0900, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.1274 [2020-10-19 01:32:51,987][root][INFO] - ===> Epoch[2983](14915/5): Loss -0.7917, Sem 0.0247, dir -0.9829, norm 0.1665, swav 0.0000 LR: 7.732e-02 Score 99.169 Data time: 0.0602, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.8290 [2020-10-19 01:32:54,559][root][INFO] - ===> Epoch[2984](14916/5): Loss -0.7813, Sem 0.0228, dir -0.9828, norm 0.1787, swav 0.0000 LR: 7.732e-02 Score 99.231 Data time: 0.0696, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.4683 [2020-10-19 01:32:56,702][root][INFO] - ===> Epoch[2984](14917/5): Loss -0.7698, Sem 0.0235, dir -0.9815, norm 0.1882, swav 0.0000 LR: 7.732e-02 Score 99.225 Data time: 0.0760, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0384 [2020-10-19 01:32:58,680][root][INFO] - ===> Epoch[2984](14918/5): Loss -0.7940, Sem 0.0235, dir -0.9826, norm 0.1651, swav 0.0000 LR: 7.732e-02 Score 99.191 Data time: 0.0873, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.8694 [2020-10-19 01:33:00,469][root][INFO] - ===> Epoch[2984](14919/5): Loss -0.8005, Sem 0.0253, dir -0.9817, norm 0.1559, swav 0.0000 LR: 7.731e-02 Score 99.129 Data time: 0.0589, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.6740 [2020-10-19 01:33:02,898][root][INFO] - ===> Epoch[2984](14920/5): Loss -0.7835, Sem 0.0217, dir -0.9824, norm 0.1772, swav 0.0000 LR: 7.731e-02 Score 99.276 Data time: 0.0948, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3518 [2020-10-19 01:33:04,910][root][INFO] - ===> Epoch[2985](14921/5): Loss -0.7981, Sem 0.0226, dir -0.9825, norm 0.1619, swav 0.0000 LR: 7.731e-02 Score 99.234 Data time: 0.0779, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9009 [2020-10-19 01:33:07,009][root][INFO] - ===> Epoch[2985](14922/5): Loss -0.7943, Sem 0.0242, dir -0.9832, norm 0.1647, swav 0.0000 LR: 7.731e-02 Score 99.187 Data time: 0.0885, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0163 [2020-10-19 01:33:09,114][root][INFO] - ===> Epoch[2985](14923/5): Loss -0.7616, Sem 0.0248, dir -0.9801, norm 0.1938, swav 0.0000 LR: 7.731e-02 Score 99.181 Data time: 0.0814, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9928 [2020-10-19 01:33:11,545][root][INFO] - ===> Epoch[2985](14924/5): Loss -0.7875, Sem 0.0273, dir -0.9820, norm 0.1672, swav 0.0000 LR: 7.731e-02 Score 99.110 Data time: 0.0593, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3541 [2020-10-19 01:33:13,919][root][INFO] - ===> Epoch[2985](14925/5): Loss -0.7717, Sem 0.0230, dir -0.9822, norm 0.1875, swav 0.0000 LR: 7.731e-02 Score 99.204 Data time: 0.0701, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.2736 [2020-10-19 01:33:15,901][root][INFO] - ===> Epoch[2986](14926/5): Loss -0.7899, Sem 0.0226, dir -0.9812, norm 0.1687, swav 0.0000 LR: 7.730e-02 Score 99.257 Data time: 0.0741, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8699 [2020-10-19 01:33:17,746][root][INFO] - ===> Epoch[2986](14927/5): Loss -0.7891, Sem 0.0247, dir -0.9827, norm 0.1689, swav 0.0000 LR: 7.730e-02 Score 99.165 Data time: 0.0636, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.7402 [2020-10-19 01:33:20,110][root][INFO] - ===> Epoch[2986](14928/5): Loss -0.7900, Sem 0.0246, dir -0.9823, norm 0.1678, swav 0.0000 LR: 7.730e-02 Score 99.188 Data time: 0.0758, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2792 [2020-10-19 01:33:22,550][root][INFO] - ===> Epoch[2986](14929/5): Loss -0.7788, Sem 0.0232, dir -0.9833, norm 0.1814, swav 0.0000 LR: 7.730e-02 Score 99.233 Data time: 0.0605, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.3344 [2020-10-19 01:33:24,691][root][INFO] - ===> Epoch[2986](14930/5): Loss -0.7948, Sem 0.0228, dir -0.9838, norm 0.1662, swav 0.0000 LR: 7.730e-02 Score 99.238 Data time: 0.0967, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0414 [2020-10-19 01:33:27,147][root][INFO] - ===> Epoch[2987](14931/5): Loss -0.7732, Sem 0.0240, dir -0.9813, norm 0.1842, swav 0.0000 LR: 7.730e-02 Score 99.197 Data time: 0.0880, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.3584 [2020-10-19 01:33:29,203][root][INFO] - ===> Epoch[2987](14932/5): Loss -0.7811, Sem 0.0234, dir -0.9811, norm 0.1767, swav 0.0000 LR: 7.729e-02 Score 99.216 Data time: 0.0593, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9264 [2020-10-19 01:33:31,326][root][INFO] - ===> Epoch[2987](14933/5): Loss -0.7926, Sem 0.0240, dir -0.9820, norm 0.1654, swav 0.0000 LR: 7.729e-02 Score 99.180 Data time: 0.0912, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0478 [2020-10-19 01:33:33,427][root][INFO] - ===> Epoch[2987](14934/5): Loss -0.7920, Sem 0.0197, dir -0.9839, norm 0.1722, swav 0.0000 LR: 7.729e-02 Score 99.349 Data time: 0.0605, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9882 [2020-10-19 01:33:35,492][root][INFO] - ===> Epoch[2987](14935/5): Loss -0.7837, Sem 0.0239, dir -0.9825, norm 0.1750, swav 0.0000 LR: 7.729e-02 Score 99.204 Data time: 0.0688, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0141 [2020-10-19 01:33:37,565][root][INFO] - ===> Epoch[2988](14936/5): Loss -0.7792, Sem 0.0249, dir -0.9811, norm 0.1770, swav 0.0000 LR: 7.729e-02 Score 99.191 Data time: 0.0916, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9668 [2020-10-19 01:33:39,758][root][INFO] - ===> Epoch[2988](14937/5): Loss -0.7909, Sem 0.0242, dir -0.9822, norm 0.1672, swav 0.0000 LR: 7.729e-02 Score 99.177 Data time: 0.0539, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0811 [2020-10-19 01:33:41,935][root][INFO] - ===> Epoch[2988](14938/5): Loss -0.8000, Sem 0.0215, dir -0.9829, norm 0.1614, swav 0.0000 LR: 7.729e-02 Score 99.263 Data time: 0.0481, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.1073 [2020-10-19 01:33:44,311][root][INFO] - ===> Epoch[2988](14939/5): Loss -0.7942, Sem 0.0237, dir -0.9832, norm 0.1653, swav 0.0000 LR: 7.728e-02 Score 99.216 Data time: 0.0640, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.3085 [2020-10-19 01:33:46,729][root][INFO] - ===> Epoch[2988](14940/5): Loss -0.7810, Sem 0.0259, dir -0.9833, norm 0.1764, swav 0.0000 LR: 7.728e-02 Score 99.161 Data time: 0.0683, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.3194 [2020-10-19 01:33:49,017][root][INFO] - ===> Epoch[2989](14941/5): Loss -0.8059, Sem 0.0211, dir -0.9831, norm 0.1561, swav 0.0000 LR: 7.728e-02 Score 99.272 Data time: 0.0473, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.1831 [2020-10-19 01:33:51,524][root][INFO] - ===> Epoch[2989](14942/5): Loss -0.7774, Sem 0.0216, dir -0.9835, norm 0.1845, swav 0.0000 LR: 7.728e-02 Score 99.291 Data time: 0.1110, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.4225 [2020-10-19 01:33:53,405][root][INFO] - ===> Epoch[2989](14943/5): Loss -0.8096, Sem 0.0248, dir -0.9830, norm 0.1486, swav 0.0000 LR: 7.728e-02 Score 99.167 Data time: 0.0645, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.7482 [2020-10-19 01:33:55,417][root][INFO] - ===> Epoch[2989](14944/5): Loss -0.7989, Sem 0.0215, dir -0.9838, norm 0.1634, swav 0.0000 LR: 7.728e-02 Score 99.273 Data time: 0.0613, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9177 [2020-10-19 01:33:57,443][root][INFO] - ===> Epoch[2989](14945/5): Loss -0.7859, Sem 0.0207, dir -0.9817, norm 0.1751, swav 0.0000 LR: 7.727e-02 Score 99.322 Data time: 0.0722, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9255 [2020-10-19 01:33:59,666][root][INFO] - ===> Epoch[2990](14946/5): Loss -0.7815, Sem 0.0250, dir -0.9807, norm 0.1743, swav 0.0000 LR: 7.727e-02 Score 99.161 Data time: 0.0867, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0954 [2020-10-19 01:34:01,672][root][INFO] - ===> Epoch[2990](14947/5): Loss -0.8020, Sem 0.0232, dir -0.9828, norm 0.1576, swav 0.0000 LR: 7.727e-02 Score 99.219 Data time: 0.0902, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9029 [2020-10-19 01:34:03,868][root][INFO] - ===> Epoch[2990](14948/5): Loss -0.7945, Sem 0.0217, dir -0.9838, norm 0.1677, swav 0.0000 LR: 7.727e-02 Score 99.265 Data time: 0.0851, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0890 [2020-10-19 01:34:06,296][root][INFO] - ===> Epoch[2990](14949/5): Loss -0.7831, Sem 0.0219, dir -0.9835, norm 0.1784, swav 0.0000 LR: 7.727e-02 Score 99.266 Data time: 0.0745, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.3340 [2020-10-19 01:34:08,669][root][INFO] - ===> Epoch[2990](14950/5): Loss -0.7951, Sem 0.0255, dir -0.9831, norm 0.1625, swav 0.0000 LR: 7.727e-02 Score 99.147 Data time: 0.0717, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.2865 [2020-10-19 01:34:11,256][root][INFO] - ===> Epoch[2991](14951/5): Loss -0.7882, Sem 0.0232, dir -0.9811, norm 0.1698, swav 0.0000 LR: 7.726e-02 Score 99.231 Data time: 0.0749, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.4958 [2020-10-19 01:34:13,075][root][INFO] - ===> Epoch[2991](14952/5): Loss -0.8073, Sem 0.0230, dir -0.9828, norm 0.1525, swav 0.0000 LR: 7.726e-02 Score 99.243 Data time: 0.0645, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.7205 [2020-10-19 01:34:14,974][root][INFO] - ===> Epoch[2991](14953/5): Loss -0.7874, Sem 0.0221, dir -0.9846, norm 0.1751, swav 0.0000 LR: 7.726e-02 Score 99.254 Data time: 0.1663, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.8087 [2020-10-19 01:34:17,374][root][INFO] - ===> Epoch[2991](14954/5): Loss -0.7737, Sem 0.0241, dir -0.9823, norm 0.1846, swav 0.0000 LR: 7.726e-02 Score 99.214 Data time: 0.2029, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.2942 [2020-10-19 01:34:19,323][root][INFO] - ===> Epoch[2991](14955/5): Loss -0.7771, Sem 0.0266, dir -0.9800, norm 0.1763, swav 0.0000 LR: 7.726e-02 Score 99.115 Data time: 0.0845, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8041 [2020-10-19 01:34:21,904][root][INFO] - ===> Epoch[2992](14956/5): Loss -0.7863, Sem 0.0217, dir -0.9834, norm 0.1753, swav 0.0000 LR: 7.726e-02 Score 99.274 Data time: 0.0923, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.4797 [2020-10-19 01:34:24,069][root][INFO] - ===> Epoch[2992](14957/5): Loss -0.7959, Sem 0.0268, dir -0.9817, norm 0.1589, swav 0.0000 LR: 7.726e-02 Score 99.133 Data time: 0.0755, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0403 [2020-10-19 01:34:26,069][root][INFO] - ===> Epoch[2992](14958/5): Loss -0.7947, Sem 0.0220, dir -0.9840, norm 0.1673, swav 0.0000 LR: 7.725e-02 Score 99.274 Data time: 0.0614, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9011 [2020-10-19 01:34:28,624][root][INFO] - ===> Epoch[2992](14959/5): Loss -0.7815, Sem 0.0235, dir -0.9828, norm 0.1777, swav 0.0000 LR: 7.725e-02 Score 99.238 Data time: 0.0607, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.4636 [2020-10-19 01:34:30,669][root][INFO] - ===> Epoch[2992](14960/5): Loss -0.8013, Sem 0.0236, dir -0.9837, norm 0.1587, swav 0.0000 LR: 7.725e-02 Score 99.197 Data time: 0.0590, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9502 [2020-10-19 01:34:32,713][root][INFO] - ===> Epoch[2993](14961/5): Loss -0.7894, Sem 0.0237, dir -0.9826, norm 0.1695, swav 0.0000 LR: 7.725e-02 Score 99.205 Data time: 0.0977, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9803 [2020-10-19 01:34:34,938][root][INFO] - ===> Epoch[2993](14962/5): Loss -0.7967, Sem 0.0260, dir -0.9815, norm 0.1588, swav 0.0000 LR: 7.725e-02 Score 99.142 Data time: 0.1349, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.1181 [2020-10-19 01:34:37,554][root][INFO] - ===> Epoch[2993](14963/5): Loss -0.7824, Sem 0.0234, dir -0.9817, norm 0.1759, swav 0.0000 LR: 7.725e-02 Score 99.204 Data time: 0.1097, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.5104 [2020-10-19 01:34:39,628][root][INFO] - ===> Epoch[2993](14964/5): Loss -0.7971, Sem 0.0264, dir -0.9824, norm 0.1589, swav 0.0000 LR: 7.724e-02 Score 99.092 Data time: 0.0927, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9732 [2020-10-19 01:34:41,590][root][INFO] - ===> Epoch[2993](14965/5): Loss -0.8019, Sem 0.0219, dir -0.9841, norm 0.1603, swav 0.0000 LR: 7.724e-02 Score 99.276 Data time: 0.0582, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8684 [2020-10-19 01:34:44,130][root][INFO] - ===> Epoch[2994](14966/5): Loss -0.7865, Sem 0.0237, dir -0.9818, norm 0.1716, swav 0.0000 LR: 7.724e-02 Score 99.226 Data time: 0.1742, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.4302 [2020-10-19 01:34:46,281][root][INFO] - ===> Epoch[2994](14967/5): Loss -0.8078, Sem 0.0222, dir -0.9839, norm 0.1539, swav 0.0000 LR: 7.724e-02 Score 99.267 Data time: 0.0816, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0376 [2020-10-19 01:34:48,706][root][INFO] - ===> Epoch[2994](14968/5): Loss -0.7973, Sem 0.0240, dir -0.9814, norm 0.1601, swav 0.0000 LR: 7.724e-02 Score 99.186 Data time: 0.0680, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3358 [2020-10-19 01:34:51,459][root][INFO] - ===> Epoch[2994](14969/5): Loss -0.7769, Sem 0.0253, dir -0.9841, norm 0.1819, swav 0.0000 LR: 7.724e-02 Score 99.161 Data time: 0.1235, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.6442 [2020-10-19 01:34:53,870][root][INFO] - ===> Epoch[2994](14970/5): Loss -0.7954, Sem 0.0218, dir -0.9833, norm 0.1661, swav 0.0000 LR: 7.724e-02 Score 99.262 Data time: 0.1125, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.3030 [2020-10-19 01:34:55,719][root][INFO] - ===> Epoch[2995](14971/5): Loss -0.8062, Sem 0.0224, dir -0.9837, norm 0.1551, swav 0.0000 LR: 7.723e-02 Score 99.230 Data time: 0.0847, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.7363 [2020-10-19 01:34:57,498][root][INFO] - ===> Epoch[2995](14972/5): Loss -0.7942, Sem 0.0247, dir -0.9820, norm 0.1631, swav 0.0000 LR: 7.723e-02 Score 99.153 Data time: 0.0737, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.6885 [2020-10-19 01:35:00,062][root][INFO] - ===> Epoch[2995](14973/5): Loss -0.7911, Sem 0.0221, dir -0.9829, norm 0.1697, swav 0.0000 LR: 7.723e-02 Score 99.275 Data time: 0.0700, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.4789 [2020-10-19 01:35:02,401][root][INFO] - ===> Epoch[2995](14974/5): Loss -0.8029, Sem 0.0234, dir -0.9848, norm 0.1584, swav 0.0000 LR: 7.723e-02 Score 99.205 Data time: 0.0633, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2577 [2020-10-19 01:35:04,895][root][INFO] - ===> Epoch[2995](14975/5): Loss -0.7863, Sem 0.0242, dir -0.9823, norm 0.1719, swav 0.0000 LR: 7.723e-02 Score 99.204 Data time: 0.0718, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.4084 [2020-10-19 01:35:06,796][root][INFO] - ===> Epoch[2996](14976/5): Loss -0.7732, Sem 0.0253, dir -0.9800, norm 0.1816, swav 0.0000 LR: 7.723e-02 Score 99.156 Data time: 0.0620, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.7861 [2020-10-19 01:35:09,396][root][INFO] - ===> Epoch[2996](14977/5): Loss -0.7798, Sem 0.0229, dir -0.9829, norm 0.1802, swav 0.0000 LR: 7.722e-02 Score 99.243 Data time: 0.0901, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.5128 [2020-10-19 01:35:11,380][root][INFO] - ===> Epoch[2996](14978/5): Loss -0.7971, Sem 0.0230, dir -0.9831, norm 0.1630, swav 0.0000 LR: 7.722e-02 Score 99.233 Data time: 0.0715, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.8770 [2020-10-19 01:35:14,271][root][INFO] - ===> Epoch[2996](14979/5): Loss -0.7835, Sem 0.0222, dir -0.9825, norm 0.1768, swav 0.0000 LR: 7.722e-02 Score 99.255 Data time: 0.0515, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.8016 [2020-10-19 01:35:16,309][root][INFO] - ===> Epoch[2996](14980/5): Loss -0.8013, Sem 0.0247, dir -0.9822, norm 0.1563, swav 0.0000 LR: 7.722e-02 Score 99.159 Data time: 0.0834, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9816 [2020-10-19 01:35:18,869][root][INFO] - ===> Epoch[2997](14981/5): Loss -0.8003, Sem 0.0218, dir -0.9827, norm 0.1606, swav 0.0000 LR: 7.722e-02 Score 99.271 Data time: 0.0943, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.4437 [2020-10-19 01:35:21,682][root][INFO] - ===> Epoch[2997](14982/5): Loss -0.7759, Sem 0.0252, dir -0.9808, norm 0.1798, swav 0.0000 LR: 7.722e-02 Score 99.169 Data time: 0.1251, Forward time: 0.7725, Backward time: 1.1785, DDP time: 0.0030, Total iter time: 2.7021 [2020-10-19 01:35:24,081][root][INFO] - ===> Epoch[2997](14983/5): Loss -0.8114, Sem 0.0211, dir -0.9836, norm 0.1510, swav 0.0000 LR: 7.722e-02 Score 99.290 Data time: 0.0973, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.3122 [2020-10-19 01:35:26,044][root][INFO] - ===> Epoch[2997](14984/5): Loss -0.8086, Sem 0.0242, dir -0.9835, norm 0.1506, swav 0.0000 LR: 7.721e-02 Score 99.180 Data time: 0.0707, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.8588 [2020-10-19 01:35:28,050][root][INFO] - ===> Epoch[2997](14985/5): Loss -0.7804, Sem 0.0223, dir -0.9828, norm 0.1800, swav 0.0000 LR: 7.721e-02 Score 99.276 Data time: 0.0770, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9166 [2020-10-19 01:35:29,973][root][INFO] - ===> Epoch[2998](14986/5): Loss -0.8033, Sem 0.0217, dir -0.9840, norm 0.1590, swav 0.0000 LR: 7.721e-02 Score 99.256 Data time: 0.0746, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.8278 [2020-10-19 01:35:31,842][root][INFO] - ===> Epoch[2998](14987/5): Loss -0.7863, Sem 0.0237, dir -0.9828, norm 0.1728, swav 0.0000 LR: 7.721e-02 Score 99.202 Data time: 0.1407, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.7736 [2020-10-19 01:35:34,498][root][INFO] - ===> Epoch[2998](14988/5): Loss -0.7801, Sem 0.0272, dir -0.9818, norm 0.1745, swav 0.0000 LR: 7.721e-02 Score 99.126 Data time: 0.1057, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.5693 [2020-10-19 01:35:36,901][root][INFO] - ===> Epoch[2998](14989/5): Loss -0.7987, Sem 0.0218, dir -0.9825, norm 0.1620, swav 0.0000 LR: 7.721e-02 Score 99.282 Data time: 0.1015, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.2723 [2020-10-19 01:35:38,973][root][INFO] - ===> Epoch[2998](14990/5): Loss -0.8106, Sem 0.0212, dir -0.9832, norm 0.1514, swav 0.0000 LR: 7.720e-02 Score 99.270 Data time: 0.0537, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9530 [2020-10-19 01:35:41,114][root][INFO] - ===> Epoch[2999](14991/5): Loss -0.7766, Sem 0.0265, dir -0.9822, norm 0.1791, swav 0.0000 LR: 7.720e-02 Score 99.126 Data time: 0.1942, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0976 [2020-10-19 01:35:43,252][root][INFO] - ===> Epoch[2999](14992/5): Loss -0.7963, Sem 0.0234, dir -0.9815, norm 0.1619, swav 0.0000 LR: 7.720e-02 Score 99.216 Data time: 0.0793, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0642 [2020-10-19 01:35:45,324][root][INFO] - ===> Epoch[2999](14993/5): Loss -0.7836, Sem 0.0216, dir -0.9831, norm 0.1779, swav 0.0000 LR: 7.720e-02 Score 99.295 Data time: 0.0830, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9749 [2020-10-19 01:35:47,420][root][INFO] - ===> Epoch[2999](14994/5): Loss -0.8058, Sem 0.0231, dir -0.9842, norm 0.1552, swav 0.0000 LR: 7.720e-02 Score 99.219 Data time: 0.0797, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0214 [2020-10-19 01:35:49,948][root][INFO] - ===> Epoch[2999](14995/5): Loss -0.8033, Sem 0.0226, dir -0.9831, norm 0.1572, swav 0.0000 LR: 7.720e-02 Score 99.245 Data time: 0.0785, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.4584 [2020-10-19 01:35:52,325][root][INFO] - ===> Epoch[3000](14996/5): Loss -0.7941, Sem 0.0224, dir -0.9819, norm 0.1654, swav 0.0000 LR: 7.720e-02 Score 99.249 Data time: 0.0856, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.2835 [2020-10-19 01:35:54,659][root][INFO] - ===> Epoch[3000](14997/5): Loss -0.7972, Sem 0.0216, dir -0.9831, norm 0.1642, swav 0.0000 LR: 7.719e-02 Score 99.276 Data time: 0.0607, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.2218 [2020-10-19 01:35:57,064][root][INFO] - ===> Epoch[3000](14998/5): Loss -0.7768, Sem 0.0255, dir -0.9824, norm 0.1801, swav 0.0000 LR: 7.719e-02 Score 99.182 Data time: 0.0710, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.3137 [2020-10-19 01:35:58,952][root][INFO] - ===> Epoch[3000](14999/5): Loss -0.8110, Sem 0.0207, dir -0.9847, norm 0.1530, swav 0.0000 LR: 7.719e-02 Score 99.311 Data time: 0.0868, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.8066 [2020-10-19 01:36:01,043][root][INFO] - ===> Epoch[3000](15000/5): Loss -0.7917, Sem 0.0250, dir -0.9819, norm 0.1653, swav 0.0000 LR: 7.719e-02 Score 99.188 Data time: 0.0748, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9920 [2020-10-19 01:36:02,376][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 01:36:02,547][root][INFO] - ===> Start testing [2020-10-19 01:36:41,193][root][INFO] - 68/68: Data time: 0.6543, Iter time: 0.3474 Loss 1.824 (AVG: 0.527) Score 68.055 (AVG: 90.217) mIOU 70.098 mAP 84.726 mAcc 77.447 IOU: 61.887 0.151 79.767 73.865 93.689 93.029 35.140 76.113 96.543 75.207 80.498 86.325 59.060 mAP: 82.127 13.227 94.812 88.247 98.984 98.589 62.185 94.282 99.708 90.102 93.445 95.107 90.619 mAcc: 79.767 1.185 89.151 82.451 95.696 97.046 41.303 89.261 97.337 80.831 90.540 94.969 67.280 [2020-10-19 01:36:41,197][root][INFO] - Finished test. Elapsed time: 38.6452 [2020-10-19 01:36:44,045][root][INFO] - [2020-10-19 01:36:44,045][root][INFO] - ################################################################ [2020-10-19 01:36:44,046][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 01:36:44,046][root][INFO] - ################################################################ [2020-10-19 01:36:44,046][root][INFO] - clutter : nan nan nan [2020-10-19 01:36:44,046][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 01:36:44,046][root][INFO] - board : 0.796 0.865 0.924 [2020-10-19 01:36:44,046][root][INFO] - bookcase : 0.264 0.400 0.533 [2020-10-19 01:36:44,046][root][INFO] - ceiling : 0.490 0.529 0.586 [2020-10-19 01:36:44,046][root][INFO] - chair : 0.800 0.886 0.900 [2020-10-19 01:36:44,046][root][INFO] - column : 0.201 0.295 0.392 [2020-10-19 01:36:44,046][root][INFO] - door : 0.614 0.828 0.900 [2020-10-19 01:36:44,046][root][INFO] - floor : 0.830 0.869 0.929 [2020-10-19 01:36:44,046][root][INFO] - sofa : 0.399 0.727 0.818 [2020-10-19 01:36:44,046][root][INFO] - table : 0.118 0.276 0.586 [2020-10-19 01:36:44,046][root][INFO] - wall : 0.499 0.694 0.781 [2020-10-19 01:36:44,046][root][INFO] - window : 0.565 0.771 0.772 [2020-10-19 01:36:44,046][root][INFO] - ---------------------------------------------------------------- [2020-10-19 01:36:44,046][root][INFO] - average : 0.465 0.595 0.677 [2020-10-19 01:36:44,046][root][INFO] - [2020-10-19 01:36:44,207][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 01:36:44,208][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-19 01:36:45,858][root][INFO] - ===> Epoch[3001](15001/5): Loss -0.7866, Sem 0.0227, dir -0.9830, norm 0.1737, swav 0.0000 LR: 7.719e-02 Score 99.250 Data time: 0.0610, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.6442 [2020-10-19 01:36:48,402][root][INFO] - ===> Epoch[3001](15002/5): Loss -0.7875, Sem 0.0233, dir -0.9821, norm 0.1713, swav 0.0000 LR: 7.719e-02 Score 99.212 Data time: 0.0720, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.4392 [2020-10-19 01:36:50,252][root][INFO] - ===> Epoch[3001](15003/5): Loss -0.7970, Sem 0.0228, dir -0.9829, norm 0.1631, swav 0.0000 LR: 7.718e-02 Score 99.203 Data time: 0.0682, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.7586 [2020-10-19 01:36:52,341][root][INFO] - ===> Epoch[3001](15004/5): Loss -0.7976, Sem 0.0199, dir -0.9843, norm 0.1667, swav 0.0000 LR: 7.718e-02 Score 99.377 Data time: 0.0934, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0040 [2020-10-19 01:36:54,558][root][INFO] - ===> Epoch[3001](15005/5): Loss -0.7962, Sem 0.0247, dir -0.9834, norm 0.1625, swav 0.0000 LR: 7.718e-02 Score 99.166 Data time: 0.0744, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.1044 [2020-10-19 01:36:56,932][root][INFO] - ===> Epoch[3002](15006/5): Loss -0.7706, Sem 0.0265, dir -0.9823, norm 0.1852, swav 0.0000 LR: 7.718e-02 Score 99.133 Data time: 0.0738, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.2774 [2020-10-19 01:36:58,847][root][INFO] - ===> Epoch[3002](15007/5): Loss -0.7993, Sem 0.0251, dir -0.9834, norm 0.1590, swav 0.0000 LR: 7.718e-02 Score 99.149 Data time: 0.0743, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.8582 [2020-10-19 01:37:01,097][root][INFO] - ===> Epoch[3002](15008/5): Loss -0.7846, Sem 0.0234, dir -0.9847, norm 0.1767, swav 0.0000 LR: 7.718e-02 Score 99.244 Data time: 0.0962, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1172 [2020-10-19 01:37:03,487][root][INFO] - ===> Epoch[3002](15009/5): Loss -0.7857, Sem 0.0270, dir -0.9825, norm 0.1698, swav 0.0000 LR: 7.718e-02 Score 99.132 Data time: 0.0883, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2801 [2020-10-19 01:37:05,427][root][INFO] - ===> Epoch[3002](15010/5): Loss -0.8001, Sem 0.0264, dir -0.9813, norm 0.1549, swav 0.0000 LR: 7.717e-02 Score 99.119 Data time: 0.0588, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8565 [2020-10-19 01:37:07,472][root][INFO] - ===> Epoch[3003](15011/5): Loss -0.7696, Sem 0.0236, dir -0.9837, norm 0.1905, swav 0.0000 LR: 7.717e-02 Score 99.217 Data time: 0.0680, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9940 [2020-10-19 01:37:09,965][root][INFO] - ===> Epoch[3003](15012/5): Loss -0.7859, Sem 0.0238, dir -0.9816, norm 0.1720, swav 0.0000 LR: 7.717e-02 Score 99.198 Data time: 0.0704, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.4099 [2020-10-19 01:37:12,315][root][INFO] - ===> Epoch[3003](15013/5): Loss -0.7707, Sem 0.0237, dir -0.9831, norm 0.1887, swav 0.0000 LR: 7.717e-02 Score 99.195 Data time: 0.1086, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2577 [2020-10-19 01:37:14,909][root][INFO] - ===> Epoch[3003](15014/5): Loss -0.7764, Sem 0.0261, dir -0.9811, norm 0.1787, swav 0.0000 LR: 7.717e-02 Score 99.150 Data time: 0.0825, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.4891 [2020-10-19 01:37:16,812][root][INFO] - ===> Epoch[3003](15015/5): Loss -0.7947, Sem 0.0238, dir -0.9841, norm 0.1657, swav 0.0000 LR: 7.717e-02 Score 99.187 Data time: 0.0825, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8072 [2020-10-19 01:37:19,054][root][INFO] - ===> Epoch[3004](15016/5): Loss -0.7815, Sem 0.0255, dir -0.9823, norm 0.1753, swav 0.0000 LR: 7.716e-02 Score 99.137 Data time: 0.0690, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1477 [2020-10-19 01:37:21,409][root][INFO] - ===> Epoch[3004](15017/5): Loss -0.7663, Sem 0.0241, dir -0.9822, norm 0.1919, swav 0.0000 LR: 7.716e-02 Score 99.200 Data time: 0.1112, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2549 [2020-10-19 01:37:23,711][root][INFO] - ===> Epoch[3004](15018/5): Loss -0.7925, Sem 0.0239, dir -0.9814, norm 0.1650, swav 0.0000 LR: 7.716e-02 Score 99.194 Data time: 0.0823, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1910 [2020-10-19 01:37:25,517][root][INFO] - ===> Epoch[3004](15019/5): Loss -0.7923, Sem 0.0217, dir -0.9836, norm 0.1696, swav 0.0000 LR: 7.716e-02 Score 99.284 Data time: 0.0856, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.7209 [2020-10-19 01:37:28,241][root][INFO] - ===> Epoch[3004](15020/5): Loss -0.7873, Sem 0.0236, dir -0.9823, norm 0.1714, swav 0.0000 LR: 7.716e-02 Score 99.217 Data time: 0.0525, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.6346 [2020-10-19 01:37:30,445][root][INFO] - ===> Epoch[3005](15021/5): Loss -0.7867, Sem 0.0248, dir -0.9835, norm 0.1720, swav 0.0000 LR: 7.716e-02 Score 99.180 Data time: 0.0902, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1136 [2020-10-19 01:37:32,544][root][INFO] - ===> Epoch[3005](15022/5): Loss -0.7826, Sem 0.0241, dir -0.9816, norm 0.1749, swav 0.0000 LR: 7.716e-02 Score 99.195 Data time: 0.0914, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9691 [2020-10-19 01:37:34,850][root][INFO] - ===> Epoch[3005](15023/5): Loss -0.7859, Sem 0.0252, dir -0.9829, norm 0.1718, swav 0.0000 LR: 7.715e-02 Score 99.189 Data time: 0.0713, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2107 [2020-10-19 01:37:37,095][root][INFO] - ===> Epoch[3005](15024/5): Loss -0.7833, Sem 0.0222, dir -0.9807, norm 0.1752, swav 0.0000 LR: 7.715e-02 Score 99.256 Data time: 0.0822, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1569 [2020-10-19 01:37:39,450][root][INFO] - ===> Epoch[3005](15025/5): Loss -0.7820, Sem 0.0253, dir -0.9828, norm 0.1755, swav 0.0000 LR: 7.715e-02 Score 99.145 Data time: 0.0694, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2460 [2020-10-19 01:37:41,627][root][INFO] - ===> Epoch[3006](15026/5): Loss -0.7763, Sem 0.0245, dir -0.9826, norm 0.1818, swav 0.0000 LR: 7.715e-02 Score 99.176 Data time: 0.0802, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0717 [2020-10-19 01:37:43,762][root][INFO] - ===> Epoch[3006](15027/5): Loss -0.7664, Sem 0.0263, dir -0.9811, norm 0.1884, swav 0.0000 LR: 7.715e-02 Score 99.124 Data time: 0.0532, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0278 [2020-10-19 01:37:46,213][root][INFO] - ===> Epoch[3006](15028/5): Loss -0.7706, Sem 0.0244, dir -0.9815, norm 0.1865, swav 0.0000 LR: 7.715e-02 Score 99.166 Data time: 0.0532, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.3778 [2020-10-19 01:37:48,571][root][INFO] - ===> Epoch[3006](15029/5): Loss -0.7701, Sem 0.0232, dir -0.9825, norm 0.1892, swav 0.0000 LR: 7.714e-02 Score 99.226 Data time: 0.0803, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.2605 [2020-10-19 01:37:50,876][root][INFO] - ===> Epoch[3006](15030/5): Loss -0.7640, Sem 0.0264, dir -0.9808, norm 0.1903, swav 0.0000 LR: 7.714e-02 Score 99.111 Data time: 0.0887, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.1873 [2020-10-19 01:37:52,792][root][INFO] - ===> Epoch[3007](15031/5): Loss -0.7779, Sem 0.0243, dir -0.9804, norm 0.1782, swav 0.0000 LR: 7.714e-02 Score 99.173 Data time: 0.0752, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.8377 [2020-10-19 01:37:54,966][root][INFO] - ===> Epoch[3007](15032/5): Loss -0.7719, Sem 0.0230, dir -0.9815, norm 0.1866, swav 0.0000 LR: 7.714e-02 Score 99.233 Data time: 0.0870, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0358 [2020-10-19 01:37:57,285][root][INFO] - ===> Epoch[3007](15033/5): Loss -0.7583, Sem 0.0239, dir -0.9809, norm 0.1987, swav 0.0000 LR: 7.714e-02 Score 99.214 Data time: 0.1336, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.2005 [2020-10-19 01:37:59,521][root][INFO] - ===> Epoch[3007](15034/5): Loss -0.7681, Sem 0.0272, dir -0.9805, norm 0.1852, swav 0.0000 LR: 7.714e-02 Score 99.084 Data time: 0.0965, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.1343 [2020-10-19 01:38:01,488][root][INFO] - ===> Epoch[3007](15035/5): Loss -0.7680, Sem 0.0261, dir -0.9814, norm 0.1873, swav 0.0000 LR: 7.714e-02 Score 99.162 Data time: 0.0640, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8474 [2020-10-19 01:38:03,620][root][INFO] - ===> Epoch[3008](15036/5): Loss -0.7717, Sem 0.0252, dir -0.9808, norm 0.1838, swav 0.0000 LR: 7.713e-02 Score 99.169 Data time: 0.1053, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0489 [2020-10-19 01:38:05,786][root][INFO] - ===> Epoch[3008](15037/5): Loss -0.7689, Sem 0.0228, dir -0.9818, norm 0.1900, swav 0.0000 LR: 7.713e-02 Score 99.225 Data time: 0.0746, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0911 [2020-10-19 01:38:08,318][root][INFO] - ===> Epoch[3008](15038/5): Loss -0.7905, Sem 0.0215, dir -0.9830, norm 0.1710, swav 0.0000 LR: 7.713e-02 Score 99.298 Data time: 0.1131, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.4089 [2020-10-19 01:38:10,279][root][INFO] - ===> Epoch[3008](15039/5): Loss -0.7875, Sem 0.0257, dir -0.9817, norm 0.1684, swav 0.0000 LR: 7.713e-02 Score 99.107 Data time: 0.0701, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8697 [2020-10-19 01:38:12,852][root][INFO] - ===> Epoch[3008](15040/5): Loss -0.7750, Sem 0.0243, dir -0.9808, norm 0.1816, swav 0.0000 LR: 7.713e-02 Score 99.182 Data time: 0.2196, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.4720 [2020-10-19 01:38:14,876][root][INFO] - ===> Epoch[3009](15041/5): Loss -0.7891, Sem 0.0220, dir -0.9841, norm 0.1731, swav 0.0000 LR: 7.713e-02 Score 99.274 Data time: 0.0913, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9330 [2020-10-19 01:38:16,847][root][INFO] - ===> Epoch[3009](15042/5): Loss -0.7916, Sem 0.0224, dir -0.9831, norm 0.1692, swav 0.0000 LR: 7.712e-02 Score 99.256 Data time: 0.0858, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8592 [2020-10-19 01:38:18,980][root][INFO] - ===> Epoch[3009](15043/5): Loss -0.7890, Sem 0.0250, dir -0.9828, norm 0.1688, swav 0.0000 LR: 7.712e-02 Score 99.158 Data time: 0.0961, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0259 [2020-10-19 01:38:21,041][root][INFO] - ===> Epoch[3009](15044/5): Loss -0.7940, Sem 0.0238, dir -0.9820, norm 0.1641, swav 0.0000 LR: 7.712e-02 Score 99.215 Data time: 0.1069, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9449 [2020-10-19 01:38:23,300][root][INFO] - ===> Epoch[3009](15045/5): Loss -0.7867, Sem 0.0242, dir -0.9817, norm 0.1708, swav 0.0000 LR: 7.712e-02 Score 99.260 Data time: 0.0769, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1638 [2020-10-19 01:38:25,687][root][INFO] - ===> Epoch[3010](15046/5): Loss -0.7967, Sem 0.0251, dir -0.9836, norm 0.1617, swav 0.0000 LR: 7.712e-02 Score 99.158 Data time: 0.0802, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2722 [2020-10-19 01:38:27,955][root][INFO] - ===> Epoch[3010](15047/5): Loss -0.7781, Sem 0.0259, dir -0.9805, norm 0.1766, swav 0.0000 LR: 7.712e-02 Score 99.136 Data time: 0.0784, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1515 [2020-10-19 01:38:30,163][root][INFO] - ===> Epoch[3010](15048/5): Loss -0.8024, Sem 0.0233, dir -0.9833, norm 0.1576, swav 0.0000 LR: 7.712e-02 Score 99.208 Data time: 0.0694, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1001 [2020-10-19 01:38:32,358][root][INFO] - ===> Epoch[3010](15049/5): Loss -0.8023, Sem 0.0246, dir -0.9830, norm 0.1561, swav 0.0000 LR: 7.711e-02 Score 99.159 Data time: 0.0631, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0994 [2020-10-19 01:38:34,438][root][INFO] - ===> Epoch[3010](15050/5): Loss -0.7949, Sem 0.0214, dir -0.9841, norm 0.1678, swav 0.0000 LR: 7.711e-02 Score 99.316 Data time: 0.0836, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9920 [2020-10-19 01:38:36,289][root][INFO] - ===> Epoch[3011](15051/5): Loss -0.7956, Sem 0.0233, dir -0.9819, norm 0.1631, swav 0.0000 LR: 7.711e-02 Score 99.222 Data time: 0.0778, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.7301 [2020-10-19 01:38:38,201][root][INFO] - ===> Epoch[3011](15052/5): Loss -0.7885, Sem 0.0240, dir -0.9833, norm 0.1708, swav 0.0000 LR: 7.711e-02 Score 99.201 Data time: 0.0841, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.7953 [2020-10-19 01:38:40,614][root][INFO] - ===> Epoch[3011](15053/5): Loss -0.7940, Sem 0.0228, dir -0.9829, norm 0.1661, swav 0.0000 LR: 7.711e-02 Score 99.219 Data time: 0.1470, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3056 [2020-10-19 01:38:42,881][root][INFO] - ===> Epoch[3011](15054/5): Loss -0.7808, Sem 0.0237, dir -0.9815, norm 0.1770, swav 0.0000 LR: 7.711e-02 Score 99.208 Data time: 0.0806, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1790 [2020-10-19 01:38:45,652][root][INFO] - ===> Epoch[3011](15055/5): Loss -0.7801, Sem 0.0236, dir -0.9817, norm 0.1780, swav 0.0000 LR: 7.710e-02 Score 99.227 Data time: 0.0778, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.6521 [2020-10-19 01:38:47,675][root][INFO] - ===> Epoch[3012](15056/5): Loss -0.7967, Sem 0.0221, dir -0.9837, norm 0.1649, swav 0.0000 LR: 7.710e-02 Score 99.262 Data time: 0.0876, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9179 [2020-10-19 01:38:49,948][root][INFO] - ===> Epoch[3012](15057/5): Loss -0.7852, Sem 0.0225, dir -0.9825, norm 0.1749, swav 0.0000 LR: 7.710e-02 Score 99.268 Data time: 0.0808, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1650 [2020-10-19 01:38:52,308][root][INFO] - ===> Epoch[3012](15058/5): Loss -0.7994, Sem 0.0238, dir -0.9833, norm 0.1600, swav 0.0000 LR: 7.710e-02 Score 99.203 Data time: 0.0673, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2757 [2020-10-19 01:38:54,247][root][INFO] - ===> Epoch[3012](15059/5): Loss -0.7780, Sem 0.0271, dir -0.9816, norm 0.1765, swav 0.0000 LR: 7.710e-02 Score 99.105 Data time: 0.0556, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8444 [2020-10-19 01:38:57,256][root][INFO] - ===> Epoch[3012](15060/5): Loss -0.7872, Sem 0.0219, dir -0.9817, norm 0.1726, swav 0.0000 LR: 7.710e-02 Score 99.265 Data time: 0.0482, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.9302 [2020-10-19 01:38:59,547][root][INFO] - ===> Epoch[3013](15061/5): Loss -0.7900, Sem 0.0225, dir -0.9826, norm 0.1701, swav 0.0000 LR: 7.710e-02 Score 99.250 Data time: 0.0563, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.2235 [2020-10-19 01:39:01,824][root][INFO] - ===> Epoch[3013](15062/5): Loss -0.8091, Sem 0.0229, dir -0.9855, norm 0.1536, swav 0.0000 LR: 7.709e-02 Score 99.254 Data time: 0.0790, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.1939 [2020-10-19 01:39:03,957][root][INFO] - ===> Epoch[3013](15063/5): Loss -0.7839, Sem 0.0312, dir -0.9822, norm 0.1672, swav 0.0000 LR: 7.709e-02 Score 99.051 Data time: 0.0926, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0208 [2020-10-19 01:39:06,087][root][INFO] - ===> Epoch[3013](15064/5): Loss -0.7843, Sem 0.0253, dir -0.9813, norm 0.1718, swav 0.0000 LR: 7.709e-02 Score 99.170 Data time: 0.0795, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0142 [2020-10-19 01:39:08,169][root][INFO] - ===> Epoch[3013](15065/5): Loss -0.8057, Sem 0.0240, dir -0.9832, norm 0.1536, swav 0.0000 LR: 7.709e-02 Score 99.196 Data time: 0.0911, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9767 [2020-10-19 01:39:10,416][root][INFO] - ===> Epoch[3014](15066/5): Loss -0.7827, Sem 0.0231, dir -0.9796, norm 0.1739, swav 0.0000 LR: 7.709e-02 Score 99.224 Data time: 0.0908, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1398 [2020-10-19 01:39:12,514][root][INFO] - ===> Epoch[3014](15067/5): Loss -0.7970, Sem 0.0257, dir -0.9841, norm 0.1614, swav 0.0000 LR: 7.709e-02 Score 99.157 Data time: 0.0730, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9769 [2020-10-19 01:39:14,471][root][INFO] - ===> Epoch[3014](15068/5): Loss -0.7962, Sem 0.0246, dir -0.9831, norm 0.1623, swav 0.0000 LR: 7.708e-02 Score 99.164 Data time: 0.0865, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8538 [2020-10-19 01:39:17,006][root][INFO] - ===> Epoch[3014](15069/5): Loss -0.7915, Sem 0.0251, dir -0.9821, norm 0.1656, swav 0.0000 LR: 7.708e-02 Score 99.170 Data time: 0.0663, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.4372 [2020-10-19 01:39:19,314][root][INFO] - ===> Epoch[3014](15070/5): Loss -0.7984, Sem 0.0236, dir -0.9828, norm 0.1608, swav 0.0000 LR: 7.708e-02 Score 99.216 Data time: 0.0680, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.2218 [2020-10-19 01:39:21,771][root][INFO] - ===> Epoch[3015](15071/5): Loss -0.7826, Sem 0.0228, dir -0.9828, norm 0.1775, swav 0.0000 LR: 7.708e-02 Score 99.241 Data time: 0.0911, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.3675 [2020-10-19 01:39:24,368][root][INFO] - ===> Epoch[3015](15072/5): Loss -0.7801, Sem 0.0247, dir -0.9826, norm 0.1778, swav 0.0000 LR: 7.708e-02 Score 99.186 Data time: 0.0654, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.4750 [2020-10-19 01:39:26,874][root][INFO] - ===> Epoch[3015](15073/5): Loss -0.7891, Sem 0.0231, dir -0.9821, norm 0.1700, swav 0.0000 LR: 7.708e-02 Score 99.233 Data time: 0.0605, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.4125 [2020-10-19 01:39:28,828][root][INFO] - ===> Epoch[3015](15074/5): Loss -0.7949, Sem 0.0257, dir -0.9810, norm 0.1604, swav 0.0000 LR: 7.708e-02 Score 99.122 Data time: 0.1116, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.8676 [2020-10-19 01:39:30,939][root][INFO] - ===> Epoch[3015](15075/5): Loss -0.7954, Sem 0.0237, dir -0.9824, norm 0.1633, swav 0.0000 LR: 7.707e-02 Score 99.189 Data time: 0.0749, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0103 [2020-10-19 01:39:32,953][root][INFO] - ===> Epoch[3016](15076/5): Loss -0.7764, Sem 0.0224, dir -0.9813, norm 0.1826, swav 0.0000 LR: 7.707e-02 Score 99.294 Data time: 0.0668, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9188 [2020-10-19 01:39:34,798][root][INFO] - ===> Epoch[3016](15077/5): Loss -0.8016, Sem 0.0222, dir -0.9844, norm 0.1606, swav 0.0000 LR: 7.707e-02 Score 99.266 Data time: 0.0765, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.7503 [2020-10-19 01:39:36,967][root][INFO] - ===> Epoch[3016](15078/5): Loss -0.7920, Sem 0.0259, dir -0.9810, norm 0.1632, swav 0.0000 LR: 7.707e-02 Score 99.139 Data time: 0.0728, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0457 [2020-10-19 01:39:39,012][root][INFO] - ===> Epoch[3016](15079/5): Loss -0.7886, Sem 0.0257, dir -0.9818, norm 0.1676, swav 0.0000 LR: 7.707e-02 Score 99.143 Data time: 0.0628, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9498 [2020-10-19 01:39:41,257][root][INFO] - ===> Epoch[3016](15080/5): Loss -0.7858, Sem 0.0209, dir -0.9820, norm 0.1753, swav 0.0000 LR: 7.707e-02 Score 99.297 Data time: 0.0758, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.1763 [2020-10-19 01:39:43,389][root][INFO] - ===> Epoch[3017](15081/5): Loss -0.8085, Sem 0.0231, dir -0.9840, norm 0.1523, swav 0.0000 LR: 7.706e-02 Score 99.215 Data time: 0.0837, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0266 [2020-10-19 01:39:45,508][root][INFO] - ===> Epoch[3017](15082/5): Loss -0.7968, Sem 0.0235, dir -0.9836, norm 0.1633, swav 0.0000 LR: 7.706e-02 Score 99.229 Data time: 0.0855, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0148 [2020-10-19 01:39:47,643][root][INFO] - ===> Epoch[3017](15083/5): Loss -0.7938, Sem 0.0260, dir -0.9808, norm 0.1611, swav 0.0000 LR: 7.706e-02 Score 99.158 Data time: 0.0580, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0360 [2020-10-19 01:39:49,709][root][INFO] - ===> Epoch[3017](15084/5): Loss -0.7866, Sem 0.0212, dir -0.9826, norm 0.1748, swav 0.0000 LR: 7.706e-02 Score 99.290 Data time: 0.0861, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9775 [2020-10-19 01:39:51,947][root][INFO] - ===> Epoch[3017](15085/5): Loss -0.7662, Sem 0.0240, dir -0.9823, norm 0.1920, swav 0.0000 LR: 7.706e-02 Score 99.210 Data time: 0.0766, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1366 [2020-10-19 01:39:53,833][root][INFO] - ===> Epoch[3018](15086/5): Loss -0.7852, Sem 0.0236, dir -0.9826, norm 0.1738, swav 0.0000 LR: 7.706e-02 Score 99.208 Data time: 0.0665, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.7900 [2020-10-19 01:39:56,095][root][INFO] - ===> Epoch[3018](15087/5): Loss -0.7982, Sem 0.0236, dir -0.9838, norm 0.1620, swav 0.0000 LR: 7.706e-02 Score 99.201 Data time: 0.0611, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1669 [2020-10-19 01:39:58,229][root][INFO] - ===> Epoch[3018](15088/5): Loss -0.7980, Sem 0.0239, dir -0.9817, norm 0.1598, swav 0.0000 LR: 7.705e-02 Score 99.179 Data time: 0.0631, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0514 [2020-10-19 01:40:01,178][root][INFO] - ===> Epoch[3018](15089/5): Loss -0.7913, Sem 0.0234, dir -0.9821, norm 0.1674, swav 0.0000 LR: 7.705e-02 Score 99.212 Data time: 0.0788, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.8621 [2020-10-19 01:40:03,168][root][INFO] - ===> Epoch[3018](15090/5): Loss -0.7825, Sem 0.0252, dir -0.9813, norm 0.1735, swav 0.0000 LR: 7.705e-02 Score 99.159 Data time: 0.0829, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.8906 [2020-10-19 01:40:05,287][root][INFO] - ===> Epoch[3019](15091/5): Loss -0.7830, Sem 0.0255, dir -0.9826, norm 0.1742, swav 0.0000 LR: 7.705e-02 Score 99.152 Data time: 0.0589, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0060 [2020-10-19 01:40:07,660][root][INFO] - ===> Epoch[3019](15092/5): Loss -0.7862, Sem 0.0239, dir -0.9832, norm 0.1732, swav 0.0000 LR: 7.705e-02 Score 99.234 Data time: 0.0806, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.2746 [2020-10-19 01:40:09,734][root][INFO] - ===> Epoch[3019](15093/5): Loss -0.7929, Sem 0.0248, dir -0.9826, norm 0.1648, swav 0.0000 LR: 7.705e-02 Score 99.164 Data time: 0.0833, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9528 [2020-10-19 01:40:11,757][root][INFO] - ===> Epoch[3019](15094/5): Loss -0.7907, Sem 0.0238, dir -0.9835, norm 0.1690, swav 0.0000 LR: 7.704e-02 Score 99.209 Data time: 0.0678, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9144 [2020-10-19 01:40:13,906][root][INFO] - ===> Epoch[3019](15095/5): Loss -0.7950, Sem 0.0218, dir -0.9826, norm 0.1658, swav 0.0000 LR: 7.704e-02 Score 99.267 Data time: 0.0648, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0317 [2020-10-19 01:40:16,030][root][INFO] - ===> Epoch[3020](15096/5): Loss -0.7753, Sem 0.0256, dir -0.9810, norm 0.1801, swav 0.0000 LR: 7.704e-02 Score 99.164 Data time: 0.0790, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0255 [2020-10-19 01:40:18,203][root][INFO] - ===> Epoch[3020](15097/5): Loss -0.7914, Sem 0.0288, dir -0.9818, norm 0.1616, swav 0.0000 LR: 7.704e-02 Score 99.050 Data time: 0.0710, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0605 [2020-10-19 01:40:20,329][root][INFO] - ===> Epoch[3020](15098/5): Loss -0.7863, Sem 0.0211, dir -0.9832, norm 0.1758, swav 0.0000 LR: 7.704e-02 Score 99.319 Data time: 0.0542, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0292 [2020-10-19 01:40:22,341][root][INFO] - ===> Epoch[3020](15099/5): Loss -0.7887, Sem 0.0224, dir -0.9821, norm 0.1709, swav 0.0000 LR: 7.704e-02 Score 99.247 Data time: 0.0665, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9122 [2020-10-19 01:40:24,750][root][INFO] - ===> Epoch[3020](15100/5): Loss -0.7667, Sem 0.0260, dir -0.9816, norm 0.1889, swav 0.0000 LR: 7.703e-02 Score 99.167 Data time: 0.0627, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.3114 [2020-10-19 01:40:25,651][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 01:40:27,314][root][INFO] - ===> Epoch[3021](15101/5): Loss -0.7990, Sem 0.0227, dir -0.9828, norm 0.1611, swav 0.0000 LR: 7.703e-02 Score 99.226 Data time: 0.0604, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.4890 [2020-10-19 01:40:29,230][root][INFO] - ===> Epoch[3021](15102/5): Loss -0.7966, Sem 0.0237, dir -0.9839, norm 0.1636, swav 0.0000 LR: 7.703e-02 Score 99.203 Data time: 0.0493, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8668 [2020-10-19 01:40:31,243][root][INFO] - ===> Epoch[3021](15103/5): Loss -0.7927, Sem 0.0263, dir -0.9824, norm 0.1634, swav 0.0000 LR: 7.703e-02 Score 99.119 Data time: 0.1051, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9394 [2020-10-19 01:40:33,693][root][INFO] - ===> Epoch[3021](15104/5): Loss -0.8036, Sem 0.0217, dir -0.9828, norm 0.1575, swav 0.0000 LR: 7.703e-02 Score 99.275 Data time: 0.0648, Forward time: 0.7725, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3326 [2020-10-19 01:40:36,269][root][INFO] - ===> Epoch[3021](15105/5): Loss -0.7660, Sem 0.0236, dir -0.9806, norm 0.1910, swav 0.0000 LR: 7.703e-02 Score 99.241 Data time: 0.0884, Forward time: 0.7725, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.4628 [2020-10-19 01:40:38,462][root][INFO] - ===> Epoch[3022](15106/5): Loss -0.8061, Sem 0.0220, dir -0.9829, norm 0.1549, swav 0.0000 LR: 7.703e-02 Score 99.252 Data time: 0.0976, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0837 [2020-10-19 01:40:40,476][root][INFO] - ===> Epoch[3022](15107/5): Loss -0.7724, Sem 0.0230, dir -0.9824, norm 0.1870, swav 0.0000 LR: 7.702e-02 Score 99.222 Data time: 0.0870, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8913 [2020-10-19 01:40:43,019][root][INFO] - ===> Epoch[3022](15108/5): Loss -0.7971, Sem 0.0229, dir -0.9818, norm 0.1618, swav 0.0000 LR: 7.702e-02 Score 99.235 Data time: 0.0804, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.4545 [2020-10-19 01:40:45,130][root][INFO] - ===> Epoch[3022](15109/5): Loss -0.7770, Sem 0.0235, dir -0.9815, norm 0.1810, swav 0.0000 LR: 7.702e-02 Score 99.233 Data time: 0.1028, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0037 [2020-10-19 01:40:47,345][root][INFO] - ===> Epoch[3022](15110/5): Loss -0.7992, Sem 0.0229, dir -0.9827, norm 0.1606, swav 0.0000 LR: 7.702e-02 Score 99.218 Data time: 0.0943, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1259 [2020-10-19 01:40:49,785][root][INFO] - ===> Epoch[3023](15111/5): Loss -0.8029, Sem 0.0210, dir -0.9839, norm 0.1600, swav 0.0000 LR: 7.702e-02 Score 99.290 Data time: 0.0830, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3409 [2020-10-19 01:40:51,795][root][INFO] - ===> Epoch[3023](15112/5): Loss -0.7947, Sem 0.0224, dir -0.9829, norm 0.1658, swav 0.0000 LR: 7.702e-02 Score 99.246 Data time: 0.0630, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9296 [2020-10-19 01:40:54,227][root][INFO] - ===> Epoch[3023](15113/5): Loss -0.7890, Sem 0.0238, dir -0.9831, norm 0.1703, swav 0.0000 LR: 7.701e-02 Score 99.199 Data time: 0.0741, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3311 [2020-10-19 01:40:56,206][root][INFO] - ===> Epoch[3023](15114/5): Loss -0.8031, Sem 0.0211, dir -0.9836, norm 0.1594, swav 0.0000 LR: 7.701e-02 Score 99.285 Data time: 0.0866, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8974 [2020-10-19 01:40:58,363][root][INFO] - ===> Epoch[3023](15115/5): Loss -0.7986, Sem 0.0218, dir -0.9826, norm 0.1622, swav 0.0000 LR: 7.701e-02 Score 99.281 Data time: 0.0814, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0295 [2020-10-19 01:41:01,097][root][INFO] - ===> Epoch[3024](15116/5): Loss -0.7918, Sem 0.0215, dir -0.9832, norm 0.1700, swav 0.0000 LR: 7.701e-02 Score 99.276 Data time: 0.0692, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.6441 [2020-10-19 01:41:03,098][root][INFO] - ===> Epoch[3024](15117/5): Loss -0.8112, Sem 0.0213, dir -0.9846, norm 0.1522, swav 0.0000 LR: 7.701e-02 Score 99.279 Data time: 0.0818, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9127 [2020-10-19 01:41:05,251][root][INFO] - ===> Epoch[3024](15118/5): Loss -0.7899, Sem 0.0247, dir -0.9826, norm 0.1680, swav 0.0000 LR: 7.701e-02 Score 99.178 Data time: 0.0740, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0515 [2020-10-19 01:41:07,497][root][INFO] - ===> Epoch[3024](15119/5): Loss -0.7869, Sem 0.0228, dir -0.9815, norm 0.1719, swav 0.0000 LR: 7.701e-02 Score 99.255 Data time: 0.0979, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1604 [2020-10-19 01:41:09,860][root][INFO] - ===> Epoch[3024](15120/5): Loss -0.7835, Sem 0.0194, dir -0.9840, norm 0.1812, swav 0.0000 LR: 7.700e-02 Score 99.359 Data time: 0.0809, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2496 [2020-10-19 01:41:12,239][root][INFO] - ===> Epoch[3025](15121/5): Loss -0.7812, Sem 0.0238, dir -0.9828, norm 0.1777, swav 0.0000 LR: 7.700e-02 Score 99.205 Data time: 0.0793, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2714 [2020-10-19 01:41:14,532][root][INFO] - ===> Epoch[3025](15122/5): Loss -0.7926, Sem 0.0233, dir -0.9818, norm 0.1660, swav 0.0000 LR: 7.700e-02 Score 99.212 Data time: 0.0677, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.1840 [2020-10-19 01:41:16,540][root][INFO] - ===> Epoch[3025](15123/5): Loss -0.7729, Sem 0.0235, dir -0.9820, norm 0.1856, swav 0.0000 LR: 7.700e-02 Score 99.270 Data time: 0.0847, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9089 [2020-10-19 01:41:18,618][root][INFO] - ===> Epoch[3025](15124/5): Loss -0.8040, Sem 0.0218, dir -0.9840, norm 0.1583, swav 0.0000 LR: 7.700e-02 Score 99.271 Data time: 0.2998, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9669 [2020-10-19 01:41:20,890][root][INFO] - ===> Epoch[3025](15125/5): Loss -0.7834, Sem 0.0236, dir -0.9807, norm 0.1737, swav 0.0000 LR: 7.700e-02 Score 99.210 Data time: 0.0982, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1817 [2020-10-19 01:41:22,892][root][INFO] - ===> Epoch[3026](15126/5): Loss -0.7898, Sem 0.0234, dir -0.9826, norm 0.1693, swav 0.0000 LR: 7.699e-02 Score 99.214 Data time: 0.0672, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8731 [2020-10-19 01:41:24,833][root][INFO] - ===> Epoch[3026](15127/5): Loss -0.7764, Sem 0.0267, dir -0.9811, norm 0.1780, swav 0.0000 LR: 7.699e-02 Score 99.129 Data time: 0.0550, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8677 [2020-10-19 01:41:26,932][root][INFO] - ===> Epoch[3026](15128/5): Loss -0.7739, Sem 0.0255, dir -0.9815, norm 0.1821, swav 0.0000 LR: 7.699e-02 Score 99.190 Data time: 0.0529, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9947 [2020-10-19 01:41:29,479][root][INFO] - ===> Epoch[3026](15129/5): Loss -0.7937, Sem 0.0219, dir -0.9830, norm 0.1674, swav 0.0000 LR: 7.699e-02 Score 99.288 Data time: 0.1728, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.4432 [2020-10-19 01:41:31,770][root][INFO] - ===> Epoch[3026](15130/5): Loss -0.7669, Sem 0.0231, dir -0.9816, norm 0.1917, swav 0.0000 LR: 7.699e-02 Score 99.248 Data time: 0.0897, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1768 [2020-10-19 01:41:33,465][root][INFO] - ===> Epoch[3027](15131/5): Loss -0.8048, Sem 0.0229, dir -0.9826, norm 0.1550, swav 0.0000 LR: 7.699e-02 Score 99.213 Data time: 0.0604, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.5893 [2020-10-19 01:41:35,755][root][INFO] - ===> Epoch[3027](15132/5): Loss -0.8063, Sem 0.0217, dir -0.9848, norm 0.1568, swav 0.0000 LR: 7.699e-02 Score 99.280 Data time: 0.0963, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2140 [2020-10-19 01:41:38,176][root][INFO] - ===> Epoch[3027](15133/5): Loss -0.8072, Sem 0.0227, dir -0.9851, norm 0.1553, swav 0.0000 LR: 7.698e-02 Score 99.256 Data time: 0.0810, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3342 [2020-10-19 01:41:39,986][root][INFO] - ===> Epoch[3027](15134/5): Loss -0.7860, Sem 0.0238, dir -0.9820, norm 0.1723, swav 0.0000 LR: 7.698e-02 Score 99.210 Data time: 0.0760, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.6838 [2020-10-19 01:41:42,295][root][INFO] - ===> Epoch[3027](15135/5): Loss -0.7928, Sem 0.0210, dir -0.9824, norm 0.1686, swav 0.0000 LR: 7.698e-02 Score 99.296 Data time: 0.1751, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2152 [2020-10-19 01:41:44,618][root][INFO] - ===> Epoch[3028](15136/5): Loss -0.7954, Sem 0.0243, dir -0.9819, norm 0.1622, swav 0.0000 LR: 7.698e-02 Score 99.187 Data time: 0.1016, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2216 [2020-10-19 01:41:46,651][root][INFO] - ===> Epoch[3028](15137/5): Loss -0.7875, Sem 0.0215, dir -0.9828, norm 0.1738, swav 0.0000 LR: 7.698e-02 Score 99.290 Data time: 0.0717, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9121 [2020-10-19 01:41:49,088][root][INFO] - ===> Epoch[3028](15138/5): Loss -0.7896, Sem 0.0242, dir -0.9821, norm 0.1682, swav 0.0000 LR: 7.698e-02 Score 99.194 Data time: 0.0844, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3609 [2020-10-19 01:41:51,370][root][INFO] - ===> Epoch[3028](15139/5): Loss -0.8032, Sem 0.0206, dir -0.9844, norm 0.1606, swav 0.0000 LR: 7.697e-02 Score 99.300 Data time: 0.0452, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1854 [2020-10-19 01:41:53,565][root][INFO] - ===> Epoch[3028](15140/5): Loss -0.7819, Sem 0.0253, dir -0.9825, norm 0.1753, swav 0.0000 LR: 7.697e-02 Score 99.139 Data time: 0.0577, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1095 [2020-10-19 01:41:56,091][root][INFO] - ===> Epoch[3029](15141/5): Loss -0.7884, Sem 0.0236, dir -0.9821, norm 0.1701, swav 0.0000 LR: 7.697e-02 Score 99.220 Data time: 0.1165, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.4301 [2020-10-19 01:41:58,025][root][INFO] - ===> Epoch[3029](15142/5): Loss -0.8081, Sem 0.0207, dir -0.9835, norm 0.1547, swav 0.0000 LR: 7.697e-02 Score 99.305 Data time: 0.0843, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8214 [2020-10-19 01:42:00,262][root][INFO] - ===> Epoch[3029](15143/5): Loss -0.7799, Sem 0.0249, dir -0.9822, norm 0.1775, swav 0.0000 LR: 7.697e-02 Score 99.174 Data time: 0.0708, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1559 [2020-10-19 01:42:02,247][root][INFO] - ===> Epoch[3029](15144/5): Loss -0.7983, Sem 0.0221, dir -0.9841, norm 0.1637, swav 0.0000 LR: 7.697e-02 Score 99.253 Data time: 0.0718, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8870 [2020-10-19 01:42:04,833][root][INFO] - ===> Epoch[3029](15145/5): Loss -0.7837, Sem 0.0202, dir -0.9820, norm 0.1781, swav 0.0000 LR: 7.697e-02 Score 99.326 Data time: 0.1188, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.4803 [2020-10-19 01:42:06,796][root][INFO] - ===> Epoch[3030](15146/5): Loss -0.7869, Sem 0.0237, dir -0.9819, norm 0.1713, swav 0.0000 LR: 7.696e-02 Score 99.202 Data time: 0.0684, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8386 [2020-10-19 01:42:09,016][root][INFO] - ===> Epoch[3030](15147/5): Loss -0.8022, Sem 0.0217, dir -0.9846, norm 0.1606, swav 0.0000 LR: 7.696e-02 Score 99.287 Data time: 0.0714, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1471 [2020-10-19 01:42:11,647][root][INFO] - ===> Epoch[3030](15148/5): Loss -0.7890, Sem 0.0224, dir -0.9837, norm 0.1724, swav 0.0000 LR: 7.696e-02 Score 99.240 Data time: 0.0741, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.5370 [2020-10-19 01:42:13,851][root][INFO] - ===> Epoch[3030](15149/5): Loss -0.7959, Sem 0.0225, dir -0.9831, norm 0.1647, swav 0.0000 LR: 7.696e-02 Score 99.237 Data time: 0.0970, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1000 [2020-10-19 01:42:15,783][root][INFO] - ===> Epoch[3030](15150/5): Loss -0.7848, Sem 0.0225, dir -0.9830, norm 0.1758, swav 0.0000 LR: 7.696e-02 Score 99.259 Data time: 0.0836, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8017 [2020-10-19 01:42:17,693][root][INFO] - ===> Epoch[3031](15151/5): Loss -0.7952, Sem 0.0240, dir -0.9834, norm 0.1643, swav 0.0000 LR: 7.696e-02 Score 99.203 Data time: 0.0677, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8307 [2020-10-19 01:42:19,826][root][INFO] - ===> Epoch[3031](15152/5): Loss -0.7918, Sem 0.0203, dir -0.9853, norm 0.1731, swav 0.0000 LR: 7.695e-02 Score 99.314 Data time: 0.0616, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0512 [2020-10-19 01:42:22,123][root][INFO] - ===> Epoch[3031](15153/5): Loss -0.7832, Sem 0.0232, dir -0.9813, norm 0.1749, swav 0.0000 LR: 7.695e-02 Score 99.209 Data time: 0.0622, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2089 [2020-10-19 01:42:24,622][root][INFO] - ===> Epoch[3031](15154/5): Loss -0.7804, Sem 0.0255, dir -0.9813, norm 0.1755, swav 0.0000 LR: 7.695e-02 Score 99.159 Data time: 0.0702, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.4180 [2020-10-19 01:42:26,682][root][INFO] - ===> Epoch[3031](15155/5): Loss -0.8127, Sem 0.0233, dir -0.9845, norm 0.1485, swav 0.0000 LR: 7.695e-02 Score 99.222 Data time: 0.4005, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9782 [2020-10-19 01:42:29,091][root][INFO] - ===> Epoch[3032](15156/5): Loss -0.7876, Sem 0.0217, dir -0.9823, norm 0.1730, swav 0.0000 LR: 7.695e-02 Score 99.276 Data time: 0.1014, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3069 [2020-10-19 01:42:31,297][root][INFO] - ===> Epoch[3032](15157/5): Loss -0.7942, Sem 0.0236, dir -0.9833, norm 0.1655, swav 0.0000 LR: 7.695e-02 Score 99.218 Data time: 0.0437, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0983 [2020-10-19 01:42:33,392][root][INFO] - ===> Epoch[3032](15158/5): Loss -0.7852, Sem 0.0245, dir -0.9817, norm 0.1720, swav 0.0000 LR: 7.695e-02 Score 99.170 Data time: 0.0733, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0108 [2020-10-19 01:42:35,949][root][INFO] - ===> Epoch[3032](15159/5): Loss -0.7898, Sem 0.0216, dir -0.9837, norm 0.1724, swav 0.0000 LR: 7.694e-02 Score 99.272 Data time: 0.0733, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.4484 [2020-10-19 01:42:38,001][root][INFO] - ===> Epoch[3032](15160/5): Loss -0.8095, Sem 0.0216, dir -0.9838, norm 0.1527, swav 0.0000 LR: 7.694e-02 Score 99.266 Data time: 0.0898, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9469 [2020-10-19 01:42:40,789][root][INFO] - ===> Epoch[3033](15161/5): Loss -0.7979, Sem 0.0244, dir -0.9828, norm 0.1605, swav 0.0000 LR: 7.694e-02 Score 99.195 Data time: 0.0618, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.6693 [2020-10-19 01:42:43,276][root][INFO] - ===> Epoch[3033](15162/5): Loss -0.8065, Sem 0.0209, dir -0.9835, norm 0.1562, swav 0.0000 LR: 7.694e-02 Score 99.305 Data time: 0.0620, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3633 [2020-10-19 01:42:45,082][root][INFO] - ===> Epoch[3033](15163/5): Loss -0.7991, Sem 0.0221, dir -0.9838, norm 0.1626, swav 0.0000 LR: 7.694e-02 Score 99.263 Data time: 0.0457, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.7356 [2020-10-19 01:42:47,144][root][INFO] - ===> Epoch[3033](15164/5): Loss -0.7770, Sem 0.0213, dir -0.9831, norm 0.1848, swav 0.0000 LR: 7.694e-02 Score 99.296 Data time: 0.0575, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9645 [2020-10-19 01:42:49,198][root][INFO] - ===> Epoch[3033](15165/5): Loss -0.7978, Sem 0.0247, dir -0.9827, norm 0.1602, swav 0.0000 LR: 7.693e-02 Score 99.167 Data time: 0.0599, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9580 [2020-10-19 01:42:51,225][root][INFO] - ===> Epoch[3034](15166/5): Loss -0.8107, Sem 0.0212, dir -0.9846, norm 0.1527, swav 0.0000 LR: 7.693e-02 Score 99.291 Data time: 0.0680, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9416 [2020-10-19 01:42:53,550][root][INFO] - ===> Epoch[3034](15167/5): Loss -0.7891, Sem 0.0211, dir -0.9820, norm 0.1718, swav 0.0000 LR: 7.693e-02 Score 99.303 Data time: 0.1160, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2119 [2020-10-19 01:42:55,353][root][INFO] - ===> Epoch[3034](15168/5): Loss -0.8017, Sem 0.0216, dir -0.9830, norm 0.1597, swav 0.0000 LR: 7.693e-02 Score 99.264 Data time: 0.1110, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.6761 [2020-10-19 01:42:57,373][root][INFO] - ===> Epoch[3034](15169/5): Loss -0.7847, Sem 0.0233, dir -0.9818, norm 0.1738, swav 0.0000 LR: 7.693e-02 Score 99.224 Data time: 0.0826, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9076 [2020-10-19 01:42:59,501][root][INFO] - ===> Epoch[3034](15170/5): Loss -0.7985, Sem 0.0236, dir -0.9834, norm 0.1613, swav 0.0000 LR: 7.693e-02 Score 99.212 Data time: 0.1336, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9945 [2020-10-19 01:43:01,954][root][INFO] - ===> Epoch[3035](15171/5): Loss -0.7930, Sem 0.0267, dir -0.9832, norm 0.1636, swav 0.0000 LR: 7.693e-02 Score 99.102 Data time: 0.0941, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3261 [2020-10-19 01:43:03,935][root][INFO] - ===> Epoch[3035](15172/5): Loss -0.7929, Sem 0.0234, dir -0.9840, norm 0.1676, swav 0.0000 LR: 7.692e-02 Score 99.216 Data time: 0.1107, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8743 [2020-10-19 01:43:06,454][root][INFO] - ===> Epoch[3035](15173/5): Loss -0.7784, Sem 0.0273, dir -0.9809, norm 0.1752, swav 0.0000 LR: 7.692e-02 Score 99.105 Data time: 0.0855, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.4115 [2020-10-19 01:43:08,508][root][INFO] - ===> Epoch[3035](15174/5): Loss -0.8086, Sem 0.0228, dir -0.9842, norm 0.1528, swav 0.0000 LR: 7.692e-02 Score 99.251 Data time: 0.1488, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9692 [2020-10-19 01:43:11,112][root][INFO] - ===> Epoch[3035](15175/5): Loss -0.7765, Sem 0.0232, dir -0.9818, norm 0.1822, swav 0.0000 LR: 7.692e-02 Score 99.235 Data time: 0.1151, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.4973 [2020-10-19 01:43:13,124][root][INFO] - ===> Epoch[3036](15176/5): Loss -0.8023, Sem 0.0219, dir -0.9828, norm 0.1586, swav 0.0000 LR: 7.692e-02 Score 99.267 Data time: 0.0732, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8957 [2020-10-19 01:43:15,718][root][INFO] - ===> Epoch[3036](15177/5): Loss -0.7980, Sem 0.0220, dir -0.9830, norm 0.1629, swav 0.0000 LR: 7.692e-02 Score 99.257 Data time: 0.0864, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.4896 [2020-10-19 01:43:18,035][root][INFO] - ===> Epoch[3036](15178/5): Loss -0.7878, Sem 0.0234, dir -0.9839, norm 0.1727, swav 0.0000 LR: 7.691e-02 Score 99.210 Data time: 0.0896, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2096 [2020-10-19 01:43:20,657][root][INFO] - ===> Epoch[3036](15179/5): Loss -0.7975, Sem 0.0221, dir -0.9825, norm 0.1628, swav 0.0000 LR: 7.691e-02 Score 99.270 Data time: 0.0613, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.4985 [2020-10-19 01:43:22,312][root][INFO] - ===> Epoch[3036](15180/5): Loss -0.8112, Sem 0.0264, dir -0.9825, norm 0.1449, swav 0.0000 LR: 7.691e-02 Score 99.138 Data time: 0.0624, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.5837 [2020-10-19 01:43:24,478][root][INFO] - ===> Epoch[3037](15181/5): Loss -0.8072, Sem 0.0201, dir -0.9848, norm 0.1575, swav 0.0000 LR: 7.691e-02 Score 99.339 Data time: 0.0842, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0822 [2020-10-19 01:43:26,942][root][INFO] - ===> Epoch[3037](15182/5): Loss -0.7661, Sem 0.0261, dir -0.9800, norm 0.1878, swav 0.0000 LR: 7.691e-02 Score 99.131 Data time: 0.0619, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3534 [2020-10-19 01:43:28,883][root][INFO] - ===> Epoch[3037](15183/5): Loss -0.8017, Sem 0.0214, dir -0.9839, norm 0.1608, swav 0.0000 LR: 7.691e-02 Score 99.269 Data time: 0.0744, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8578 [2020-10-19 01:43:30,937][root][INFO] - ===> Epoch[3037](15184/5): Loss -0.7830, Sem 0.0234, dir -0.9830, norm 0.1766, swav 0.0000 LR: 7.691e-02 Score 99.216 Data time: 0.0793, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9692 [2020-10-19 01:43:33,198][root][INFO] - ===> Epoch[3037](15185/5): Loss -0.7957, Sem 0.0242, dir -0.9839, norm 0.1640, swav 0.0000 LR: 7.690e-02 Score 99.193 Data time: 0.0683, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1409 [2020-10-19 01:43:35,170][root][INFO] - ===> Epoch[3038](15186/5): Loss -0.7862, Sem 0.0246, dir -0.9826, norm 0.1717, swav 0.0000 LR: 7.690e-02 Score 99.181 Data time: 0.0726, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8926 [2020-10-19 01:43:37,165][root][INFO] - ===> Epoch[3038](15187/5): Loss -0.8007, Sem 0.0213, dir -0.9827, norm 0.1607, swav 0.0000 LR: 7.690e-02 Score 99.279 Data time: 0.0774, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9122 [2020-10-19 01:43:39,885][root][INFO] - ===> Epoch[3038](15188/5): Loss -0.7981, Sem 0.0181, dir -0.9841, norm 0.1679, swav 0.0000 LR: 7.690e-02 Score 99.409 Data time: 0.0873, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.6142 [2020-10-19 01:43:42,540][root][INFO] - ===> Epoch[3038](15189/5): Loss -0.7917, Sem 0.0237, dir -0.9823, norm 0.1669, swav 0.0000 LR: 7.690e-02 Score 99.199 Data time: 0.0752, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.5411 [2020-10-19 01:43:44,780][root][INFO] - ===> Epoch[3038](15190/5): Loss -0.7970, Sem 0.0246, dir -0.9823, norm 0.1608, swav 0.0000 LR: 7.690e-02 Score 99.178 Data time: 0.0809, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1335 [2020-10-19 01:43:47,064][root][INFO] - ===> Epoch[3039](15191/5): Loss -0.7962, Sem 0.0225, dir -0.9817, norm 0.1630, swav 0.0000 LR: 7.689e-02 Score 99.248 Data time: 0.0657, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1988 [2020-10-19 01:43:49,304][root][INFO] - ===> Epoch[3039](15192/5): Loss -0.7941, Sem 0.0218, dir -0.9844, norm 0.1684, swav 0.0000 LR: 7.689e-02 Score 99.269 Data time: 0.0751, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1657 [2020-10-19 01:43:51,817][root][INFO] - ===> Epoch[3039](15193/5): Loss -0.7942, Sem 0.0242, dir -0.9837, norm 0.1653, swav 0.0000 LR: 7.689e-02 Score 99.201 Data time: 0.0652, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3855 [2020-10-19 01:43:54,052][root][INFO] - ===> Epoch[3039](15194/5): Loss -0.7953, Sem 0.0225, dir -0.9838, norm 0.1661, swav 0.0000 LR: 7.689e-02 Score 99.261 Data time: 0.0846, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1478 [2020-10-19 01:43:56,465][root][INFO] - ===> Epoch[3039](15195/5): Loss -0.8083, Sem 0.0228, dir -0.9836, norm 0.1525, swav 0.0000 LR: 7.689e-02 Score 99.220 Data time: 0.1431, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3059 [2020-10-19 01:43:58,850][root][INFO] - ===> Epoch[3040](15196/5): Loss -0.7981, Sem 0.0218, dir -0.9831, norm 0.1631, swav 0.0000 LR: 7.689e-02 Score 99.261 Data time: 0.0753, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2752 [2020-10-19 01:44:00,828][root][INFO] - ===> Epoch[3040](15197/5): Loss -0.8268, Sem 0.0200, dir -0.9852, norm 0.1384, swav 0.0000 LR: 7.689e-02 Score 99.323 Data time: 0.0645, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8836 [2020-10-19 01:44:03,584][root][INFO] - ===> Epoch[3040](15198/5): Loss -0.8112, Sem 0.0228, dir -0.9829, norm 0.1489, swav 0.0000 LR: 7.688e-02 Score 99.235 Data time: 0.0889, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.6838 [2020-10-19 01:44:05,683][root][INFO] - ===> Epoch[3040](15199/5): Loss -0.7915, Sem 0.0233, dir -0.9829, norm 0.1681, swav 0.0000 LR: 7.688e-02 Score 99.228 Data time: 0.0854, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9762 [2020-10-19 01:44:07,765][root][INFO] - ===> Epoch[3040](15200/5): Loss -0.8000, Sem 0.0222, dir -0.9832, norm 0.1610, swav 0.0000 LR: 7.688e-02 Score 99.271 Data time: 0.0558, Forward time: 0.7726, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9866 [2020-10-19 01:44:08,823][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 01:44:08,984][root][INFO] - ===> Start testing [2020-10-19 01:44:46,926][root][INFO] - 68/68: Data time: 0.0029, Iter time: 0.1517 Loss 0.218 (AVG: 0.535) Score 95.028 (AVG: 90.297) mIOU 70.262 mAP 85.244 mAcc 77.842 IOU: 61.667 0.291 79.902 72.794 94.384 92.597 38.553 76.546 97.257 74.911 81.066 86.402 57.039 mAP: 82.316 18.345 95.628 87.101 98.922 98.478 62.961 95.109 99.766 88.393 94.225 95.318 91.615 mAcc: 79.624 2.279 89.270 80.007 96.339 97.029 47.761 90.555 98.165 82.715 90.976 95.480 61.744 [2020-10-19 01:44:46,927][root][INFO] - Finished test. Elapsed time: 37.9406 [2020-10-19 01:44:49,841][root][INFO] - [2020-10-19 01:44:49,841][root][INFO] - ################################################################ [2020-10-19 01:44:49,841][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 01:44:49,841][root][INFO] - ################################################################ [2020-10-19 01:44:49,841][root][INFO] - clutter : nan nan nan [2020-10-19 01:44:49,841][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 01:44:49,841][root][INFO] - board : 0.759 0.806 0.916 [2020-10-19 01:44:49,842][root][INFO] - bookcase : 0.241 0.348 0.513 [2020-10-19 01:44:49,842][root][INFO] - ceiling : 0.398 0.453 0.525 [2020-10-19 01:44:49,842][root][INFO] - chair : 0.814 0.900 0.927 [2020-10-19 01:44:49,842][root][INFO] - column : 0.228 0.374 0.471 [2020-10-19 01:44:49,842][root][INFO] - door : 0.621 0.752 0.851 [2020-10-19 01:44:49,842][root][INFO] - floor : 0.506 0.507 0.517 [2020-10-19 01:44:49,842][root][INFO] - sofa : 0.505 0.809 0.809 [2020-10-19 01:44:49,842][root][INFO] - table : 0.130 0.304 0.632 [2020-10-19 01:44:49,842][root][INFO] - wall : 0.527 0.720 0.813 [2020-10-19 01:44:49,842][root][INFO] - window : 0.529 0.736 0.781 [2020-10-19 01:44:49,842][root][INFO] - ---------------------------------------------------------------- [2020-10-19 01:44:49,842][root][INFO] - average : 0.438 0.559 0.646 [2020-10-19 01:44:49,842][root][INFO] - [2020-10-19 01:44:50,000][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 01:44:50,001][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-19 01:44:51,555][root][INFO] - ===> Epoch[3041](15201/5): Loss -0.8118, Sem 0.0203, dir -0.9848, norm 0.1527, swav 0.0000 LR: 7.688e-02 Score 99.327 Data time: 0.0489, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.5495 [2020-10-19 01:44:53,433][root][INFO] - ===> Epoch[3041](15202/5): Loss -0.7992, Sem 0.0219, dir -0.9839, norm 0.1628, swav 0.0000 LR: 7.688e-02 Score 99.273 Data time: 0.1197, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8112 [2020-10-19 01:44:56,032][root][INFO] - ===> Epoch[3041](15203/5): Loss -0.7991, Sem 0.0219, dir -0.9842, norm 0.1632, swav 0.0000 LR: 7.688e-02 Score 99.255 Data time: 0.0965, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.5266 [2020-10-19 01:44:57,996][root][INFO] - ===> Epoch[3041](15204/5): Loss -0.8110, Sem 0.0242, dir -0.9843, norm 0.1491, swav 0.0000 LR: 7.687e-02 Score 99.211 Data time: 0.0776, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8479 [2020-10-19 01:45:00,131][root][INFO] - ===> Epoch[3041](15205/5): Loss -0.7941, Sem 0.0244, dir -0.9824, norm 0.1639, swav 0.0000 LR: 7.687e-02 Score 99.172 Data time: 0.0812, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0139 [2020-10-19 01:45:02,532][root][INFO] - ===> Epoch[3042](15206/5): Loss -0.7971, Sem 0.0212, dir -0.9841, norm 0.1659, swav 0.0000 LR: 7.687e-02 Score 99.286 Data time: 0.0943, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2989 [2020-10-19 01:45:04,496][root][INFO] - ===> Epoch[3042](15207/5): Loss -0.7909, Sem 0.0250, dir -0.9808, norm 0.1649, swav 0.0000 LR: 7.687e-02 Score 99.179 Data time: 0.0524, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8696 [2020-10-19 01:45:06,546][root][INFO] - ===> Epoch[3042](15208/5): Loss -0.7977, Sem 0.0246, dir -0.9835, norm 0.1612, swav 0.0000 LR: 7.687e-02 Score 99.191 Data time: 0.0699, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9992 [2020-10-19 01:45:08,914][root][INFO] - ===> Epoch[3042](15209/5): Loss -0.7982, Sem 0.0223, dir -0.9817, norm 0.1612, swav 0.0000 LR: 7.687e-02 Score 99.236 Data time: 0.0772, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2838 [2020-10-19 01:45:10,769][root][INFO] - ===> Epoch[3042](15210/5): Loss -0.8190, Sem 0.0230, dir -0.9846, norm 0.1426, swav 0.0000 LR: 7.687e-02 Score 99.211 Data time: 0.0663, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.7410 [2020-10-19 01:45:12,796][root][INFO] - ===> Epoch[3043](15211/5): Loss -0.8081, Sem 0.0213, dir -0.9847, norm 0.1553, swav 0.0000 LR: 7.686e-02 Score 99.265 Data time: 0.0728, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9541 [2020-10-19 01:45:14,867][root][INFO] - ===> Epoch[3043](15212/5): Loss -0.8057, Sem 0.0228, dir -0.9816, norm 0.1531, swav 0.0000 LR: 7.686e-02 Score 99.230 Data time: 0.0828, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9565 [2020-10-19 01:45:17,027][root][INFO] - ===> Epoch[3043](15213/5): Loss -0.7936, Sem 0.0230, dir -0.9835, norm 0.1669, swav 0.0000 LR: 7.686e-02 Score 99.249 Data time: 0.0827, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0543 [2020-10-19 01:45:19,148][root][INFO] - ===> Epoch[3043](15214/5): Loss -0.8028, Sem 0.0244, dir -0.9822, norm 0.1550, swav 0.0000 LR: 7.686e-02 Score 99.191 Data time: 0.0666, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0302 [2020-10-19 01:45:21,449][root][INFO] - ===> Epoch[3043](15215/5): Loss -0.7982, Sem 0.0227, dir -0.9824, norm 0.1615, swav 0.0000 LR: 7.686e-02 Score 99.267 Data time: 0.0920, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.2083 [2020-10-19 01:45:23,534][root][INFO] - ===> Epoch[3044](15216/5): Loss -0.8029, Sem 0.0223, dir -0.9829, norm 0.1577, swav 0.0000 LR: 7.686e-02 Score 99.244 Data time: 0.0722, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9674 [2020-10-19 01:45:25,574][root][INFO] - ===> Epoch[3044](15217/5): Loss -0.7766, Sem 0.0237, dir -0.9820, norm 0.1817, swav 0.0000 LR: 7.685e-02 Score 99.216 Data time: 0.0820, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9647 [2020-10-19 01:45:28,442][root][INFO] - ===> Epoch[3044](15218/5): Loss -0.7939, Sem 0.0233, dir -0.9837, norm 0.1666, swav 0.0000 LR: 7.685e-02 Score 99.224 Data time: 0.0816, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.8102 [2020-10-19 01:45:30,543][root][INFO] - ===> Epoch[3044](15219/5): Loss -0.7875, Sem 0.0241, dir -0.9817, norm 0.1702, swav 0.0000 LR: 7.685e-02 Score 99.195 Data time: 0.0727, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9865 [2020-10-19 01:45:32,911][root][INFO] - ===> Epoch[3044](15220/5): Loss -0.8102, Sem 0.0206, dir -0.9845, norm 0.1537, swav 0.0000 LR: 7.685e-02 Score 99.318 Data time: 0.0600, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2772 [2020-10-19 01:45:35,052][root][INFO] - ===> Epoch[3045](15221/5): Loss -0.7917, Sem 0.0193, dir -0.9828, norm 0.1718, swav 0.0000 LR: 7.685e-02 Score 99.334 Data time: 0.0740, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0777 [2020-10-19 01:45:37,150][root][INFO] - ===> Epoch[3045](15222/5): Loss -0.7862, Sem 0.0234, dir -0.9822, norm 0.1725, swav 0.0000 LR: 7.685e-02 Score 99.205 Data time: 0.0823, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0001 [2020-10-19 01:45:39,360][root][INFO] - ===> Epoch[3045](15223/5): Loss -0.7845, Sem 0.0238, dir -0.9817, norm 0.1734, swav 0.0000 LR: 7.684e-02 Score 99.196 Data time: 0.0798, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0947 [2020-10-19 01:45:41,303][root][INFO] - ===> Epoch[3045](15224/5): Loss -0.7864, Sem 0.0247, dir -0.9819, norm 0.1708, swav 0.0000 LR: 7.684e-02 Score 99.170 Data time: 0.0850, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8294 [2020-10-19 01:45:43,223][root][INFO] - ===> Epoch[3045](15225/5): Loss -0.7899, Sem 0.0247, dir -0.9802, norm 0.1657, swav 0.0000 LR: 7.684e-02 Score 99.157 Data time: 0.1714, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8054 [2020-10-19 01:45:45,758][root][INFO] - ===> Epoch[3046](15226/5): Loss -0.7763, Sem 0.0228, dir -0.9832, norm 0.1841, swav 0.0000 LR: 7.684e-02 Score 99.239 Data time: 0.1220, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.4313 [2020-10-19 01:45:48,197][root][INFO] - ===> Epoch[3046](15227/5): Loss -0.7924, Sem 0.0206, dir -0.9841, norm 0.1712, swav 0.0000 LR: 7.684e-02 Score 99.315 Data time: 0.0660, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.3202 [2020-10-19 01:45:50,315][root][INFO] - ===> Epoch[3046](15228/5): Loss -0.7984, Sem 0.0247, dir -0.9825, norm 0.1593, swav 0.0000 LR: 7.684e-02 Score 99.171 Data time: 0.0599, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0162 [2020-10-19 01:45:52,469][root][INFO] - ===> Epoch[3046](15229/5): Loss -0.7754, Sem 0.0220, dir -0.9830, norm 0.1856, swav 0.0000 LR: 7.684e-02 Score 99.267 Data time: 0.0744, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0557 [2020-10-19 01:45:54,582][root][INFO] - ===> Epoch[3046](15230/5): Loss -0.7949, Sem 0.0241, dir -0.9811, norm 0.1621, swav 0.0000 LR: 7.683e-02 Score 99.174 Data time: 0.0566, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0146 [2020-10-19 01:45:56,739][root][INFO] - ===> Epoch[3047](15231/5): Loss -0.7763, Sem 0.0270, dir -0.9813, norm 0.1780, swav 0.0000 LR: 7.683e-02 Score 99.109 Data time: 0.0727, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0740 [2020-10-19 01:45:58,762][root][INFO] - ===> Epoch[3047](15232/5): Loss -0.7911, Sem 0.0206, dir -0.9820, norm 0.1702, swav 0.0000 LR: 7.683e-02 Score 99.309 Data time: 0.0855, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8975 [2020-10-19 01:46:01,111][root][INFO] - ===> Epoch[3047](15233/5): Loss -0.7916, Sem 0.0214, dir -0.9829, norm 0.1698, swav 0.0000 LR: 7.683e-02 Score 99.283 Data time: 0.0725, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.2281 [2020-10-19 01:46:03,594][root][INFO] - ===> Epoch[3047](15234/5): Loss -0.7902, Sem 0.0223, dir -0.9831, norm 0.1707, swav 0.0000 LR: 7.683e-02 Score 99.257 Data time: 0.0802, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.3587 [2020-10-19 01:46:05,788][root][INFO] - ===> Epoch[3047](15235/5): Loss -0.7855, Sem 0.0234, dir -0.9818, norm 0.1730, swav 0.0000 LR: 7.683e-02 Score 99.226 Data time: 0.0618, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0752 [2020-10-19 01:46:08,331][root][INFO] - ===> Epoch[3048](15236/5): Loss -0.7800, Sem 0.0216, dir -0.9814, norm 0.1799, swav 0.0000 LR: 7.682e-02 Score 99.284 Data time: 0.1306, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.4379 [2020-10-19 01:46:10,569][root][INFO] - ===> Epoch[3048](15237/5): Loss -0.8016, Sem 0.0234, dir -0.9831, norm 0.1581, swav 0.0000 LR: 7.682e-02 Score 99.196 Data time: 0.1000, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1202 [2020-10-19 01:46:12,633][root][INFO] - ===> Epoch[3048](15238/5): Loss -0.7858, Sem 0.0231, dir -0.9816, norm 0.1728, swav 0.0000 LR: 7.682e-02 Score 99.211 Data time: 0.0769, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9500 [2020-10-19 01:46:14,845][root][INFO] - ===> Epoch[3048](15239/5): Loss -0.7841, Sem 0.0200, dir -0.9815, norm 0.1775, swav 0.0000 LR: 7.682e-02 Score 99.331 Data time: 0.1089, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.1235 [2020-10-19 01:46:16,889][root][INFO] - ===> Epoch[3048](15240/5): Loss -0.7811, Sem 0.0221, dir -0.9830, norm 0.1798, swav 0.0000 LR: 7.682e-02 Score 99.270 Data time: 0.0886, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9313 [2020-10-19 01:46:19,934][root][INFO] - ===> Epoch[3049](15241/5): Loss -0.7689, Sem 0.0233, dir -0.9815, norm 0.1894, swav 0.0000 LR: 7.682e-02 Score 99.247 Data time: 0.0739, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.9463 [2020-10-19 01:46:22,666][root][INFO] - ===> Epoch[3049](15242/5): Loss -0.7492, Sem 0.0236, dir -0.9797, norm 0.2069, swav 0.0000 LR: 7.682e-02 Score 99.216 Data time: 0.0705, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.6390 [2020-10-19 01:46:24,590][root][INFO] - ===> Epoch[3049](15243/5): Loss -0.7997, Sem 0.0217, dir -0.9839, norm 0.1624, swav 0.0000 LR: 7.681e-02 Score 99.268 Data time: 0.0850, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8247 [2020-10-19 01:46:27,069][root][INFO] - ===> Epoch[3049](15244/5): Loss -0.7757, Sem 0.0246, dir -0.9815, norm 0.1812, swav 0.0000 LR: 7.681e-02 Score 99.200 Data time: 0.1012, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3652 [2020-10-19 01:46:28,975][root][INFO] - ===> Epoch[3049](15245/5): Loss -0.7837, Sem 0.0218, dir -0.9839, norm 0.1784, swav 0.0000 LR: 7.681e-02 Score 99.268 Data time: 0.0834, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.7861 [2020-10-19 01:46:31,156][root][INFO] - ===> Epoch[3050](15246/5): Loss -0.7764, Sem 0.0207, dir -0.9823, norm 0.1853, swav 0.0000 LR: 7.681e-02 Score 99.314 Data time: 0.1136, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0709 [2020-10-19 01:46:33,316][root][INFO] - ===> Epoch[3050](15247/5): Loss -0.7823, Sem 0.0270, dir -0.9803, norm 0.1710, swav 0.0000 LR: 7.681e-02 Score 99.082 Data time: 0.0934, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0699 [2020-10-19 01:46:35,741][root][INFO] - ===> Epoch[3050](15248/5): Loss -0.7492, Sem 0.0275, dir -0.9799, norm 0.2031, swav 0.0000 LR: 7.681e-02 Score 99.089 Data time: 0.1508, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3137 [2020-10-19 01:46:37,961][root][INFO] - ===> Epoch[3050](15249/5): Loss -0.7927, Sem 0.0196, dir -0.9848, norm 0.1726, swav 0.0000 LR: 7.680e-02 Score 99.358 Data time: 0.0979, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.1286 [2020-10-19 01:46:40,074][root][INFO] - ===> Epoch[3050](15250/5): Loss -0.7683, Sem 0.0256, dir -0.9812, norm 0.1873, swav 0.0000 LR: 7.680e-02 Score 99.155 Data time: 0.0669, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9890 [2020-10-19 01:46:42,288][root][INFO] - ===> Epoch[3051](15251/5): Loss -0.7693, Sem 0.0219, dir -0.9824, norm 0.1913, swav 0.0000 LR: 7.680e-02 Score 99.268 Data time: 0.0733, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.1291 [2020-10-19 01:46:44,524][root][INFO] - ===> Epoch[3051](15252/5): Loss -0.7757, Sem 0.0218, dir -0.9822, norm 0.1846, swav 0.0000 LR: 7.680e-02 Score 99.272 Data time: 0.0886, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.1822 [2020-10-19 01:46:46,686][root][INFO] - ===> Epoch[3051](15253/5): Loss -0.7803, Sem 0.0220, dir -0.9831, norm 0.1809, swav 0.0000 LR: 7.680e-02 Score 99.257 Data time: 0.0777, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0439 [2020-10-19 01:46:48,533][root][INFO] - ===> Epoch[3051](15254/5): Loss -0.7657, Sem 0.0265, dir -0.9803, norm 0.1882, swav 0.0000 LR: 7.680e-02 Score 99.112 Data time: 0.0787, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.7511 [2020-10-19 01:46:50,795][root][INFO] - ===> Epoch[3051](15255/5): Loss -0.7795, Sem 0.0235, dir -0.9835, norm 0.1806, swav 0.0000 LR: 7.680e-02 Score 99.234 Data time: 0.0976, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.1505 [2020-10-19 01:46:52,920][root][INFO] - ===> Epoch[3052](15256/5): Loss -0.7993, Sem 0.0206, dir -0.9849, norm 0.1650, swav 0.0000 LR: 7.679e-02 Score 99.306 Data time: 0.0805, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0130 [2020-10-19 01:46:55,443][root][INFO] - ===> Epoch[3052](15257/5): Loss -0.7809, Sem 0.0234, dir -0.9815, norm 0.1771, swav 0.0000 LR: 7.679e-02 Score 99.222 Data time: 0.0794, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.4029 [2020-10-19 01:46:57,537][root][INFO] - ===> Epoch[3052](15258/5): Loss -0.7766, Sem 0.0236, dir -0.9829, norm 0.1826, swav 0.0000 LR: 7.679e-02 Score 99.209 Data time: 0.0680, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9695 [2020-10-19 01:46:59,802][root][INFO] - ===> Epoch[3052](15259/5): Loss -0.7943, Sem 0.0223, dir -0.9844, norm 0.1678, swav 0.0000 LR: 7.679e-02 Score 99.265 Data time: 0.0531, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.1433 [2020-10-19 01:47:01,893][root][INFO] - ===> Epoch[3052](15260/5): Loss -0.7737, Sem 0.0262, dir -0.9794, norm 0.1795, swav 0.0000 LR: 7.679e-02 Score 99.107 Data time: 0.0564, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0117 [2020-10-19 01:47:03,972][root][INFO] - ===> Epoch[3053](15261/5): Loss -0.7750, Sem 0.0220, dir -0.9825, norm 0.1855, swav 0.0000 LR: 7.679e-02 Score 99.266 Data time: 0.0598, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9825 [2020-10-19 01:47:06,651][root][INFO] - ===> Epoch[3053](15262/5): Loss -0.7897, Sem 0.0227, dir -0.9846, norm 0.1722, swav 0.0000 LR: 7.678e-02 Score 99.234 Data time: 0.0645, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.5967 [2020-10-19 01:47:08,739][root][INFO] - ===> Epoch[3053](15263/5): Loss -0.7839, Sem 0.0231, dir -0.9824, norm 0.1754, swav 0.0000 LR: 7.678e-02 Score 99.215 Data time: 0.0514, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9837 [2020-10-19 01:47:11,324][root][INFO] - ===> Epoch[3053](15264/5): Loss -0.7647, Sem 0.0235, dir -0.9822, norm 0.1940, swav 0.0000 LR: 7.678e-02 Score 99.232 Data time: 0.0834, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.4933 [2020-10-19 01:47:13,064][root][INFO] - ===> Epoch[3053](15265/5): Loss -0.7835, Sem 0.0235, dir -0.9826, norm 0.1756, swav 0.0000 LR: 7.678e-02 Score 99.201 Data time: 0.0684, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.6015 [2020-10-19 01:47:15,135][root][INFO] - ===> Epoch[3054](15266/5): Loss -0.7877, Sem 0.0202, dir -0.9839, norm 0.1760, swav 0.0000 LR: 7.678e-02 Score 99.308 Data time: 0.0634, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9540 [2020-10-19 01:47:17,447][root][INFO] - ===> Epoch[3054](15267/5): Loss -0.7622, Sem 0.0220, dir -0.9804, norm 0.1962, swav 0.0000 LR: 7.678e-02 Score 99.266 Data time: 0.0753, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2077 [2020-10-19 01:47:20,190][root][INFO] - ===> Epoch[3054](15268/5): Loss -0.7849, Sem 0.0230, dir -0.9828, norm 0.1749, swav 0.0000 LR: 7.678e-02 Score 99.226 Data time: 0.0845, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.6480 [2020-10-19 01:47:22,229][root][INFO] - ===> Epoch[3054](15269/5): Loss -0.7789, Sem 0.0249, dir -0.9820, norm 0.1782, swav 0.0000 LR: 7.677e-02 Score 99.161 Data time: 0.0650, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9190 [2020-10-19 01:47:24,182][root][INFO] - ===> Epoch[3054](15270/5): Loss -0.7754, Sem 0.0230, dir -0.9825, norm 0.1841, swav 0.0000 LR: 7.677e-02 Score 99.222 Data time: 0.1104, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8759 [2020-10-19 01:47:26,060][root][INFO] - ===> Epoch[3055](15271/5): Loss -0.7977, Sem 0.0221, dir -0.9835, norm 0.1636, swav 0.0000 LR: 7.677e-02 Score 99.236 Data time: 0.1836, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.7739 [2020-10-19 01:47:28,511][root][INFO] - ===> Epoch[3055](15272/5): Loss -0.7733, Sem 0.0234, dir -0.9824, norm 0.1856, swav 0.0000 LR: 7.677e-02 Score 99.216 Data time: 0.1105, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3667 [2020-10-19 01:47:30,670][root][INFO] - ===> Epoch[3055](15273/5): Loss -0.7877, Sem 0.0241, dir -0.9817, norm 0.1698, swav 0.0000 LR: 7.677e-02 Score 99.220 Data time: 0.0797, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0531 [2020-10-19 01:47:32,520][root][INFO] - ===> Epoch[3055](15274/5): Loss -0.7642, Sem 0.0246, dir -0.9806, norm 0.1919, swav 0.0000 LR: 7.677e-02 Score 99.192 Data time: 0.0750, Forward time: 0.7726, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.7391 [2020-10-19 01:47:35,490][root][INFO] - ===> Epoch[3055](15275/5): Loss -0.7591, Sem 0.0289, dir -0.9813, norm 0.1933, swav 0.0000 LR: 7.676e-02 Score 99.053 Data time: 0.1553, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.8896 [2020-10-19 01:47:37,419][root][INFO] - ===> Epoch[3056](15276/5): Loss -0.7728, Sem 0.0239, dir -0.9811, norm 0.1844, swav 0.0000 LR: 7.676e-02 Score 99.206 Data time: 0.1099, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8096 [2020-10-19 01:47:39,579][root][INFO] - ===> Epoch[3056](15277/5): Loss -0.7544, Sem 0.0329, dir -0.9805, norm 0.1931, swav 0.0000 LR: 7.676e-02 Score 99.011 Data time: 0.0828, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0628 [2020-10-19 01:47:42,159][root][INFO] - ===> Epoch[3056](15278/5): Loss -0.7647, Sem 0.0274, dir -0.9824, norm 0.1903, swav 0.0000 LR: 7.676e-02 Score 99.134 Data time: 0.0854, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.4670 [2020-10-19 01:47:44,245][root][INFO] - ===> Epoch[3056](15279/5): Loss -0.7808, Sem 0.0256, dir -0.9804, norm 0.1740, swav 0.0000 LR: 7.676e-02 Score 99.140 Data time: 0.0611, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9824 [2020-10-19 01:47:46,180][root][INFO] - ===> Epoch[3056](15280/5): Loss -0.7449, Sem 0.0278, dir -0.9799, norm 0.2072, swav 0.0000 LR: 7.676e-02 Score 99.092 Data time: 0.0797, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8716 [2020-10-19 01:47:48,364][root][INFO] - ===> Epoch[3057](15281/5): Loss -0.7876, Sem 0.0280, dir -0.9824, norm 0.1667, swav 0.0000 LR: 7.676e-02 Score 99.059 Data time: 0.0905, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0885 [2020-10-19 01:47:50,435][root][INFO] - ===> Epoch[3057](15282/5): Loss -0.7531, Sem 0.0304, dir -0.9813, norm 0.1978, swav 0.0000 LR: 7.675e-02 Score 99.013 Data time: 0.0827, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9647 [2020-10-19 01:47:52,991][root][INFO] - ===> Epoch[3057](15283/5): Loss -0.7823, Sem 0.0230, dir -0.9827, norm 0.1774, swav 0.0000 LR: 7.675e-02 Score 99.221 Data time: 0.0659, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.4525 [2020-10-19 01:47:55,377][root][INFO] - ===> Epoch[3057](15284/5): Loss -0.7851, Sem 0.0225, dir -0.9791, norm 0.1716, swav 0.0000 LR: 7.675e-02 Score 99.244 Data time: 0.0917, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.2832 [2020-10-19 01:47:57,322][root][INFO] - ===> Epoch[3057](15285/5): Loss -0.7641, Sem 0.0247, dir -0.9793, norm 0.1904, swav 0.0000 LR: 7.675e-02 Score 99.196 Data time: 0.0663, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8230 [2020-10-19 01:47:59,664][root][INFO] - ===> Epoch[3058](15286/5): Loss -0.7624, Sem 0.0252, dir -0.9808, norm 0.1932, swav 0.0000 LR: 7.675e-02 Score 99.164 Data time: 0.0784, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.2698 [2020-10-19 01:48:01,804][root][INFO] - ===> Epoch[3058](15287/5): Loss -0.7937, Sem 0.0277, dir -0.9818, norm 0.1605, swav 0.0000 LR: 7.675e-02 Score 99.099 Data time: 0.0749, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0303 [2020-10-19 01:48:04,116][root][INFO] - ===> Epoch[3058](15288/5): Loss -0.7536, Sem 0.0257, dir -0.9809, norm 0.2016, swav 0.0000 LR: 7.674e-02 Score 99.118 Data time: 0.0748, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.2244 [2020-10-19 01:48:06,157][root][INFO] - ===> Epoch[3058](15289/5): Loss -0.7983, Sem 0.0231, dir -0.9831, norm 0.1617, swav 0.0000 LR: 7.674e-02 Score 99.240 Data time: 0.0927, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9455 [2020-10-19 01:48:08,944][root][INFO] - ===> Epoch[3058](15290/5): Loss -0.7888, Sem 0.0226, dir -0.9839, norm 0.1725, swav 0.0000 LR: 7.674e-02 Score 99.235 Data time: 0.1204, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.6567 [2020-10-19 01:48:10,976][root][INFO] - ===> Epoch[3059](15291/5): Loss -0.7682, Sem 0.0245, dir -0.9794, norm 0.1867, swav 0.0000 LR: 7.674e-02 Score 99.184 Data time: 0.0723, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9594 [2020-10-19 01:48:13,177][root][INFO] - ===> Epoch[3059](15292/5): Loss -0.7701, Sem 0.0289, dir -0.9809, norm 0.1819, swav 0.0000 LR: 7.674e-02 Score 99.016 Data time: 0.1086, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0997 [2020-10-19 01:48:15,255][root][INFO] - ===> Epoch[3059](15293/5): Loss -0.7830, Sem 0.0287, dir -0.9810, norm 0.1693, swav 0.0000 LR: 7.674e-02 Score 99.056 Data time: 0.0920, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9929 [2020-10-19 01:48:17,170][root][INFO] - ===> Epoch[3059](15294/5): Loss -0.7813, Sem 0.0218, dir -0.9821, norm 0.1791, swav 0.0000 LR: 7.674e-02 Score 99.292 Data time: 0.0688, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8153 [2020-10-19 01:48:19,429][root][INFO] - ===> Epoch[3059](15295/5): Loss -0.7903, Sem 0.0236, dir -0.9832, norm 0.1692, swav 0.0000 LR: 7.673e-02 Score 99.217 Data time: 0.0732, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.1795 [2020-10-19 01:48:21,869][root][INFO] - ===> Epoch[3060](15296/5): Loss -0.7886, Sem 0.0251, dir -0.9817, norm 0.1679, swav 0.0000 LR: 7.673e-02 Score 99.138 Data time: 0.0705, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.3401 [2020-10-19 01:48:23,942][root][INFO] - ===> Epoch[3060](15297/5): Loss -0.7664, Sem 0.0254, dir -0.9797, norm 0.1879, swav 0.0000 LR: 7.673e-02 Score 99.174 Data time: 0.0674, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9753 [2020-10-19 01:48:26,210][root][INFO] - ===> Epoch[3060](15298/5): Loss -0.7759, Sem 0.0271, dir -0.9824, norm 0.1794, swav 0.0000 LR: 7.673e-02 Score 99.120 Data time: 0.0485, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.1683 [2020-10-19 01:48:28,328][root][INFO] - ===> Epoch[3060](15299/5): Loss -0.7564, Sem 0.0232, dir -0.9789, norm 0.1994, swav 0.0000 LR: 7.673e-02 Score 99.229 Data time: 0.0858, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0490 [2020-10-19 01:48:30,446][root][INFO] - ===> Epoch[3060](15300/5): Loss -0.7799, Sem 0.0246, dir -0.9821, norm 0.1776, swav 0.0000 LR: 7.673e-02 Score 99.198 Data time: 0.1101, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9871 [2020-10-19 01:48:31,483][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 01:48:33,696][root][INFO] - ===> Epoch[3061](15301/5): Loss -0.7793, Sem 0.0248, dir -0.9828, norm 0.1787, swav 0.0000 LR: 7.672e-02 Score 99.152 Data time: 0.1018, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0286 [2020-10-19 01:48:35,951][root][INFO] - ===> Epoch[3061](15302/5): Loss -0.7751, Sem 0.0245, dir -0.9814, norm 0.1818, swav 0.0000 LR: 7.672e-02 Score 99.178 Data time: 0.0879, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.1482 [2020-10-19 01:48:38,036][root][INFO] - ===> Epoch[3061](15303/5): Loss -0.7833, Sem 0.0269, dir -0.9805, norm 0.1704, swav 0.0000 LR: 7.672e-02 Score 99.094 Data time: 0.0851, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9738 [2020-10-19 01:48:40,196][root][INFO] - ===> Epoch[3061](15304/5): Loss -0.7818, Sem 0.0230, dir -0.9817, norm 0.1769, swav 0.0000 LR: 7.672e-02 Score 99.242 Data time: 0.0558, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0533 [2020-10-19 01:48:42,331][root][INFO] - ===> Epoch[3061](15305/5): Loss -0.7777, Sem 0.0220, dir -0.9816, norm 0.1819, swav 0.0000 LR: 7.672e-02 Score 99.261 Data time: 0.0654, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0356 [2020-10-19 01:48:44,304][root][INFO] - ===> Epoch[3062](15306/5): Loss -0.7913, Sem 0.0188, dir -0.9834, norm 0.1733, swav 0.0000 LR: 7.672e-02 Score 99.379 Data time: 0.0747, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8728 [2020-10-19 01:48:46,477][root][INFO] - ===> Epoch[3062](15307/5): Loss -0.7959, Sem 0.0220, dir -0.9837, norm 0.1658, swav 0.0000 LR: 7.672e-02 Score 99.271 Data time: 0.0865, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0745 [2020-10-19 01:48:48,521][root][INFO] - ===> Epoch[3062](15308/5): Loss -0.7800, Sem 0.0245, dir -0.9816, norm 0.1771, swav 0.0000 LR: 7.671e-02 Score 99.176 Data time: 0.0907, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.9257 [2020-10-19 01:48:50,488][root][INFO] - ===> Epoch[3062](15309/5): Loss -0.7858, Sem 0.0207, dir -0.9823, norm 0.1757, swav 0.0000 LR: 7.671e-02 Score 99.294 Data time: 0.0695, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.8690 [2020-10-19 01:48:52,676][root][INFO] - ===> Epoch[3062](15310/5): Loss -0.7997, Sem 0.0227, dir -0.9828, norm 0.1604, swav 0.0000 LR: 7.671e-02 Score 99.241 Data time: 0.0770, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0718 [2020-10-19 01:48:54,613][root][INFO] - ===> Epoch[3063](15311/5): Loss -0.8072, Sem 0.0222, dir -0.9846, norm 0.1551, swav 0.0000 LR: 7.671e-02 Score 99.249 Data time: 0.0870, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.8261 [2020-10-19 01:48:57,647][root][INFO] - ===> Epoch[3063](15312/5): Loss -0.7841, Sem 0.0222, dir -0.9826, norm 0.1763, swav 0.0000 LR: 7.671e-02 Score 99.257 Data time: 0.0705, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.9382 [2020-10-19 01:48:59,636][root][INFO] - ===> Epoch[3063](15313/5): Loss -0.7881, Sem 0.0233, dir -0.9834, norm 0.1720, swav 0.0000 LR: 7.671e-02 Score 99.226 Data time: 0.0671, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8928 [2020-10-19 01:49:01,856][root][INFO] - ===> Epoch[3063](15314/5): Loss -0.7997, Sem 0.0231, dir -0.9818, norm 0.1590, swav 0.0000 LR: 7.670e-02 Score 99.219 Data time: 0.1559, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1384 [2020-10-19 01:49:03,934][root][INFO] - ===> Epoch[3063](15315/5): Loss -0.7866, Sem 0.0256, dir -0.9823, norm 0.1702, swav 0.0000 LR: 7.670e-02 Score 99.169 Data time: 0.0884, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.9643 [2020-10-19 01:49:06,203][root][INFO] - ===> Epoch[3064](15316/5): Loss -0.7931, Sem 0.0228, dir -0.9836, norm 0.1677, swav 0.0000 LR: 7.670e-02 Score 99.234 Data time: 0.0638, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1654 [2020-10-19 01:49:08,077][root][INFO] - ===> Epoch[3064](15317/5): Loss -0.8121, Sem 0.0207, dir -0.9836, norm 0.1509, swav 0.0000 LR: 7.670e-02 Score 99.304 Data time: 0.0610, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.7914 [2020-10-19 01:49:10,248][root][INFO] - ===> Epoch[3064](15318/5): Loss -0.7887, Sem 0.0270, dir -0.9820, norm 0.1663, swav 0.0000 LR: 7.670e-02 Score 99.131 Data time: 0.0691, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0995 [2020-10-19 01:49:12,419][root][INFO] - ===> Epoch[3064](15319/5): Loss -0.7920, Sem 0.0247, dir -0.9823, norm 0.1656, swav 0.0000 LR: 7.670e-02 Score 99.168 Data time: 0.0634, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0662 [2020-10-19 01:49:14,542][root][INFO] - ===> Epoch[3064](15320/5): Loss -0.7940, Sem 0.0259, dir -0.9829, norm 0.1630, swav 0.0000 LR: 7.670e-02 Score 99.145 Data time: 0.0887, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0243 [2020-10-19 01:49:17,008][root][INFO] - ===> Epoch[3065](15321/5): Loss -0.7970, Sem 0.0214, dir -0.9839, norm 0.1655, swav 0.0000 LR: 7.669e-02 Score 99.278 Data time: 0.0647, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.3568 [2020-10-19 01:49:19,356][root][INFO] - ===> Epoch[3065](15322/5): Loss -0.7782, Sem 0.0249, dir -0.9816, norm 0.1785, swav 0.0000 LR: 7.669e-02 Score 99.157 Data time: 0.0693, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.2454 [2020-10-19 01:49:21,507][root][INFO] - ===> Epoch[3065](15323/5): Loss -0.7801, Sem 0.0278, dir -0.9825, norm 0.1747, swav 0.0000 LR: 7.669e-02 Score 99.064 Data time: 0.0950, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0758 [2020-10-19 01:49:23,664][root][INFO] - ===> Epoch[3065](15324/5): Loss -0.7859, Sem 0.0232, dir -0.9815, norm 0.1724, swav 0.0000 LR: 7.669e-02 Score 99.214 Data time: 0.0769, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0282 [2020-10-19 01:49:25,648][root][INFO] - ===> Epoch[3065](15325/5): Loss -0.8055, Sem 0.0227, dir -0.9847, norm 0.1565, swav 0.0000 LR: 7.669e-02 Score 99.234 Data time: 0.0787, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.9032 [2020-10-19 01:49:27,598][root][INFO] - ===> Epoch[3066](15326/5): Loss -0.7965, Sem 0.0247, dir -0.9839, norm 0.1627, swav 0.0000 LR: 7.669e-02 Score 99.170 Data time: 0.0760, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.8541 [2020-10-19 01:49:29,731][root][INFO] - ===> Epoch[3066](15327/5): Loss -0.7838, Sem 0.0273, dir -0.9805, norm 0.1694, swav 0.0000 LR: 7.668e-02 Score 99.110 Data time: 0.0938, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0093 [2020-10-19 01:49:31,791][root][INFO] - ===> Epoch[3066](15328/5): Loss -0.7969, Sem 0.0227, dir -0.9824, norm 0.1628, swav 0.0000 LR: 7.668e-02 Score 99.232 Data time: 0.0604, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.9451 [2020-10-19 01:49:34,701][root][INFO] - ===> Epoch[3066](15329/5): Loss -0.7777, Sem 0.0246, dir -0.9814, norm 0.1791, swav 0.0000 LR: 7.668e-02 Score 99.184 Data time: 0.0874, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.8120 [2020-10-19 01:49:36,594][root][INFO] - ===> Epoch[3066](15330/5): Loss -0.7833, Sem 0.0246, dir -0.9820, norm 0.1741, swav 0.0000 LR: 7.668e-02 Score 99.180 Data time: 0.0718, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.7747 [2020-10-19 01:49:38,788][root][INFO] - ===> Epoch[3067](15331/5): Loss -0.7979, Sem 0.0233, dir -0.9837, norm 0.1626, swav 0.0000 LR: 7.668e-02 Score 99.228 Data time: 0.0901, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1078 [2020-10-19 01:49:41,009][root][INFO] - ===> Epoch[3067](15332/5): Loss -0.7832, Sem 0.0230, dir -0.9819, norm 0.1757, swav 0.0000 LR: 7.668e-02 Score 99.211 Data time: 0.0587, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1140 [2020-10-19 01:49:43,347][root][INFO] - ===> Epoch[3067](15333/5): Loss -0.7789, Sem 0.0252, dir -0.9808, norm 0.1767, swav 0.0000 LR: 7.668e-02 Score 99.161 Data time: 0.0634, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.2532 [2020-10-19 01:49:45,402][root][INFO] - ===> Epoch[3067](15334/5): Loss -0.7979, Sem 0.0228, dir -0.9827, norm 0.1620, swav 0.0000 LR: 7.667e-02 Score 99.253 Data time: 0.0667, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.9513 [2020-10-19 01:49:47,248][root][INFO] - ===> Epoch[3067](15335/5): Loss -0.8086, Sem 0.0223, dir -0.9835, norm 0.1526, swav 0.0000 LR: 7.667e-02 Score 99.244 Data time: 0.0625, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.7388 [2020-10-19 01:49:49,429][root][INFO] - ===> Epoch[3068](15336/5): Loss -0.7981, Sem 0.0243, dir -0.9831, norm 0.1608, swav 0.0000 LR: 7.667e-02 Score 99.199 Data time: 0.0991, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0841 [2020-10-19 01:49:51,638][root][INFO] - ===> Epoch[3068](15337/5): Loss -0.8042, Sem 0.0212, dir -0.9824, norm 0.1570, swav 0.0000 LR: 7.667e-02 Score 99.299 Data time: 0.1321, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0856 [2020-10-19 01:49:53,989][root][INFO] - ===> Epoch[3068](15338/5): Loss -0.8022, Sem 0.0232, dir -0.9842, norm 0.1588, swav 0.0000 LR: 7.667e-02 Score 99.219 Data time: 0.0920, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.2608 [2020-10-19 01:49:56,260][root][INFO] - ===> Epoch[3068](15339/5): Loss -0.7601, Sem 0.0249, dir -0.9809, norm 0.1959, swav 0.0000 LR: 7.667e-02 Score 99.167 Data time: 0.0654, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1619 [2020-10-19 01:49:58,300][root][INFO] - ===> Epoch[3068](15340/5): Loss -0.7940, Sem 0.0249, dir -0.9838, norm 0.1649, swav 0.0000 LR: 7.666e-02 Score 99.158 Data time: 0.0667, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.9499 [2020-10-19 01:50:00,163][root][INFO] - ===> Epoch[3069](15341/5): Loss -0.7943, Sem 0.0221, dir -0.9819, norm 0.1655, swav 0.0000 LR: 7.666e-02 Score 99.269 Data time: 0.0830, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.7690 [2020-10-19 01:50:02,615][root][INFO] - ===> Epoch[3069](15342/5): Loss -0.7843, Sem 0.0244, dir -0.9823, norm 0.1737, swav 0.0000 LR: 7.666e-02 Score 99.192 Data time: 0.0633, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.3369 [2020-10-19 01:50:04,862][root][INFO] - ===> Epoch[3069](15343/5): Loss -0.7975, Sem 0.0221, dir -0.9835, norm 0.1638, swav 0.0000 LR: 7.666e-02 Score 99.248 Data time: 0.0713, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1461 [2020-10-19 01:50:06,994][root][INFO] - ===> Epoch[3069](15344/5): Loss -0.7754, Sem 0.0244, dir -0.9817, norm 0.1820, swav 0.0000 LR: 7.666e-02 Score 99.177 Data time: 0.0884, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0260 [2020-10-19 01:50:08,932][root][INFO] - ===> Epoch[3069](15345/5): Loss -0.7757, Sem 0.0214, dir -0.9815, norm 0.1844, swav 0.0000 LR: 7.666e-02 Score 99.282 Data time: 0.0738, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.8261 [2020-10-19 01:50:11,896][root][INFO] - ===> Epoch[3070](15346/5): Loss -0.7823, Sem 0.0225, dir -0.9824, norm 0.1776, swav 0.0000 LR: 7.665e-02 Score 99.264 Data time: 0.0719, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.8572 [2020-10-19 01:50:13,747][root][INFO] - ===> Epoch[3070](15347/5): Loss -0.8045, Sem 0.0221, dir -0.9843, norm 0.1577, swav 0.0000 LR: 7.665e-02 Score 99.253 Data time: 0.0800, Forward time: 0.7727, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.7514 [2020-10-19 01:50:16,521][root][INFO] - ===> Epoch[3070](15348/5): Loss -0.7942, Sem 0.0220, dir -0.9834, norm 0.1673, swav 0.0000 LR: 7.665e-02 Score 99.253 Data time: 0.3016, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.6647 [2020-10-19 01:50:18,813][root][INFO] - ===> Epoch[3070](15349/5): Loss -0.7706, Sem 0.0203, dir -0.9809, norm 0.1900, swav 0.0000 LR: 7.665e-02 Score 99.319 Data time: 0.1021, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1501 [2020-10-19 01:50:20,767][root][INFO] - ===> Epoch[3070](15350/5): Loss -0.8069, Sem 0.0216, dir -0.9839, norm 0.1554, swav 0.0000 LR: 7.665e-02 Score 99.273 Data time: 0.0719, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.8730 [2020-10-19 01:50:22,760][root][INFO] - ===> Epoch[3071](15351/5): Loss -0.7818, Sem 0.0238, dir -0.9831, norm 0.1775, swav 0.0000 LR: 7.665e-02 Score 99.199 Data time: 0.1248, Forward time: 0.7728, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9150 [2020-10-19 01:50:25,053][root][INFO] - ===> Epoch[3071](15352/5): Loss -0.7840, Sem 0.0226, dir -0.9814, norm 0.1748, swav 0.0000 LR: 7.665e-02 Score 99.254 Data time: 0.0846, Forward time: 0.7728, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1882 [2020-10-19 01:50:27,736][root][INFO] - ===> Epoch[3071](15353/5): Loss -0.7826, Sem 0.0222, dir -0.9825, norm 0.1777, swav 0.0000 LR: 7.664e-02 Score 99.255 Data time: 0.0587, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.5495 [2020-10-19 01:50:30,140][root][INFO] - ===> Epoch[3071](15354/5): Loss -0.7920, Sem 0.0230, dir -0.9833, norm 0.1682, swav 0.0000 LR: 7.664e-02 Score 99.229 Data time: 0.0668, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.3040 [2020-10-19 01:50:32,283][root][INFO] - ===> Epoch[3071](15355/5): Loss -0.7856, Sem 0.0240, dir -0.9813, norm 0.1718, swav 0.0000 LR: 7.664e-02 Score 99.202 Data time: 0.0920, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0634 [2020-10-19 01:50:34,618][root][INFO] - ===> Epoch[3072](15356/5): Loss -0.7898, Sem 0.0235, dir -0.9820, norm 0.1687, swav 0.0000 LR: 7.664e-02 Score 99.219 Data time: 0.0806, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.2203 [2020-10-19 01:50:36,548][root][INFO] - ===> Epoch[3072](15357/5): Loss -0.7774, Sem 0.0216, dir -0.9830, norm 0.1841, swav 0.0000 LR: 7.664e-02 Score 99.263 Data time: 0.0776, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.8439 [2020-10-19 01:50:39,081][root][INFO] - ===> Epoch[3072](15358/5): Loss -0.7894, Sem 0.0227, dir -0.9821, norm 0.1700, swav 0.0000 LR: 7.664e-02 Score 99.239 Data time: 0.0537, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.4469 [2020-10-19 01:50:41,161][root][INFO] - ===> Epoch[3072](15359/5): Loss -0.7795, Sem 0.0230, dir -0.9813, norm 0.1789, swav 0.0000 LR: 7.663e-02 Score 99.241 Data time: 0.0874, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.9756 [2020-10-19 01:50:43,425][root][INFO] - ===> Epoch[3072](15360/5): Loss -0.7857, Sem 0.0243, dir -0.9835, norm 0.1736, swav 0.0000 LR: 7.663e-02 Score 99.188 Data time: 0.0772, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1584 [2020-10-19 01:50:45,925][root][INFO] - ===> Epoch[3073](15361/5): Loss -0.7991, Sem 0.0215, dir -0.9836, norm 0.1631, swav 0.0000 LR: 7.663e-02 Score 99.273 Data time: 0.0638, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.4080 [2020-10-19 01:50:48,657][root][INFO] - ===> Epoch[3073](15362/5): Loss -0.7807, Sem 0.0243, dir -0.9819, norm 0.1769, swav 0.0000 LR: 7.663e-02 Score 99.194 Data time: 0.0801, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.6344 [2020-10-19 01:50:50,885][root][INFO] - ===> Epoch[3073](15363/5): Loss -0.8026, Sem 0.0205, dir -0.9846, norm 0.1615, swav 0.0000 LR: 7.663e-02 Score 99.323 Data time: 0.0850, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1171 [2020-10-19 01:50:52,940][root][INFO] - ===> Epoch[3073](15364/5): Loss -0.7904, Sem 0.0218, dir -0.9832, norm 0.1710, swav 0.0000 LR: 7.663e-02 Score 99.274 Data time: 0.0603, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.9372 [2020-10-19 01:50:55,208][root][INFO] - ===> Epoch[3073](15365/5): Loss -0.7885, Sem 0.0233, dir -0.9824, norm 0.1706, swav 0.0000 LR: 7.663e-02 Score 99.208 Data time: 0.0808, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1632 [2020-10-19 01:50:57,510][root][INFO] - ===> Epoch[3074](15366/5): Loss -0.7698, Sem 0.0259, dir -0.9813, norm 0.1856, swav 0.0000 LR: 7.662e-02 Score 99.163 Data time: 0.0682, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1925 [2020-10-19 01:50:59,902][root][INFO] - ===> Epoch[3074](15367/5): Loss -0.7909, Sem 0.0244, dir -0.9830, norm 0.1677, swav 0.0000 LR: 7.662e-02 Score 99.204 Data time: 0.0588, Forward time: 0.7728, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.2742 [2020-10-19 01:51:01,862][root][INFO] - ===> Epoch[3074](15368/5): Loss -0.7921, Sem 0.0227, dir -0.9817, norm 0.1669, swav 0.0000 LR: 7.662e-02 Score 99.248 Data time: 0.0663, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.8827 [2020-10-19 01:51:03,920][root][INFO] - ===> Epoch[3074](15369/5): Loss -0.7955, Sem 0.0223, dir -0.9829, norm 0.1650, swav 0.0000 LR: 7.662e-02 Score 99.239 Data time: 0.0703, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.9370 [2020-10-19 01:51:06,642][root][INFO] - ===> Epoch[3074](15370/5): Loss -0.7830, Sem 0.0250, dir -0.9828, norm 0.1748, swav 0.0000 LR: 7.662e-02 Score 99.190 Data time: 0.0646, Forward time: 0.7728, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.6293 [2020-10-19 01:51:08,949][root][INFO] - ===> Epoch[3075](15371/5): Loss -0.7889, Sem 0.0238, dir -0.9835, norm 0.1708, swav 0.0000 LR: 7.662e-02 Score 99.203 Data time: 0.0631, Forward time: 0.7728, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.2348 [2020-10-19 01:51:11,437][root][INFO] - ===> Epoch[3075](15372/5): Loss -0.7818, Sem 0.0227, dir -0.9823, norm 0.1778, swav 0.0000 LR: 7.661e-02 Score 99.215 Data time: 0.0584, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.3853 [2020-10-19 01:51:13,572][root][INFO] - ===> Epoch[3075](15373/5): Loss -0.7827, Sem 0.0217, dir -0.9799, norm 0.1754, swav 0.0000 LR: 7.661e-02 Score 99.281 Data time: 0.0638, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0489 [2020-10-19 01:51:15,864][root][INFO] - ===> Epoch[3075](15374/5): Loss -0.7723, Sem 0.0248, dir -0.9820, norm 0.1848, swav 0.0000 LR: 7.661e-02 Score 99.161 Data time: 0.0514, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.1909 [2020-10-19 01:51:18,186][root][INFO] - ===> Epoch[3075](15375/5): Loss -0.7769, Sem 0.0235, dir -0.9832, norm 0.1829, swav 0.0000 LR: 7.661e-02 Score 99.234 Data time: 0.1078, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.2425 [2020-10-19 01:51:20,506][root][INFO] - ===> Epoch[3076](15376/5): Loss -0.7547, Sem 0.0240, dir -0.9800, norm 0.2014, swav 0.0000 LR: 7.661e-02 Score 99.221 Data time: 0.0983, Forward time: 0.7728, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.2104 [2020-10-19 01:51:22,576][root][INFO] - ===> Epoch[3076](15377/5): Loss -0.8027, Sem 0.0225, dir -0.9832, norm 0.1579, swav 0.0000 LR: 7.661e-02 Score 99.245 Data time: 0.0618, Forward time: 0.7728, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9549 [2020-10-19 01:51:24,728][root][INFO] - ===> Epoch[3076](15378/5): Loss -0.7591, Sem 0.0250, dir -0.9804, norm 0.1963, swav 0.0000 LR: 7.661e-02 Score 99.135 Data time: 0.0754, Forward time: 0.7728, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0500 [2020-10-19 01:51:27,207][root][INFO] - ===> Epoch[3076](15379/5): Loss -0.7763, Sem 0.0238, dir -0.9833, norm 0.1832, swav 0.0000 LR: 7.660e-02 Score 99.219 Data time: 0.0700, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.3777 [2020-10-19 01:51:29,517][root][INFO] - ===> Epoch[3076](15380/5): Loss -0.7824, Sem 0.0222, dir -0.9833, norm 0.1787, swav 0.0000 LR: 7.660e-02 Score 99.252 Data time: 0.0609, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.2181 [2020-10-19 01:51:31,964][root][INFO] - ===> Epoch[3077](15381/5): Loss -0.7627, Sem 0.0250, dir -0.9812, norm 0.1935, swav 0.0000 LR: 7.660e-02 Score 99.203 Data time: 0.0952, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3440 [2020-10-19 01:51:33,770][root][INFO] - ===> Epoch[3077](15382/5): Loss -0.8001, Sem 0.0254, dir -0.9832, norm 0.1577, swav 0.0000 LR: 7.660e-02 Score 99.129 Data time: 0.0869, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.6971 [2020-10-19 01:51:36,193][root][INFO] - ===> Epoch[3077](15383/5): Loss -0.7922, Sem 0.0220, dir -0.9837, norm 0.1694, swav 0.0000 LR: 7.660e-02 Score 99.252 Data time: 0.0698, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.3016 [2020-10-19 01:51:39,213][root][INFO] - ===> Epoch[3077](15384/5): Loss -0.7816, Sem 0.0232, dir -0.9811, norm 0.1763, swav 0.0000 LR: 7.660e-02 Score 99.231 Data time: 0.1743, Forward time: 0.7728, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.8941 [2020-10-19 01:51:41,625][root][INFO] - ===> Epoch[3077](15385/5): Loss -0.7983, Sem 0.0228, dir -0.9837, norm 0.1626, swav 0.0000 LR: 7.659e-02 Score 99.249 Data time: 0.0583, Forward time: 0.7728, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2702 [2020-10-19 01:51:43,656][root][INFO] - ===> Epoch[3078](15386/5): Loss -0.7985, Sem 0.0218, dir -0.9840, norm 0.1636, swav 0.0000 LR: 7.659e-02 Score 99.247 Data time: 0.0890, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9128 [2020-10-19 01:51:45,597][root][INFO] - ===> Epoch[3078](15387/5): Loss -0.7824, Sem 0.0242, dir -0.9816, norm 0.1749, swav 0.0000 LR: 7.659e-02 Score 99.191 Data time: 0.0762, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8451 [2020-10-19 01:51:47,719][root][INFO] - ===> Epoch[3078](15388/5): Loss -0.7952, Sem 0.0226, dir -0.9849, norm 0.1672, swav 0.0000 LR: 7.659e-02 Score 99.239 Data time: 0.0756, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0067 [2020-10-19 01:51:49,677][root][INFO] - ===> Epoch[3078](15389/5): Loss -0.8086, Sem 0.0223, dir -0.9844, norm 0.1536, swav 0.0000 LR: 7.659e-02 Score 99.261 Data time: 0.0791, Forward time: 0.7728, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.8723 [2020-10-19 01:51:51,914][root][INFO] - ===> Epoch[3078](15390/5): Loss -0.7876, Sem 0.0219, dir -0.9835, norm 0.1740, swav 0.0000 LR: 7.659e-02 Score 99.269 Data time: 0.0603, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.1286 [2020-10-19 01:51:54,322][root][INFO] - ===> Epoch[3079](15391/5): Loss -0.7820, Sem 0.0239, dir -0.9803, norm 0.1743, swav 0.0000 LR: 7.659e-02 Score 99.194 Data time: 0.1671, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.2968 [2020-10-19 01:51:56,687][root][INFO] - ===> Epoch[3079](15392/5): Loss -0.7860, Sem 0.0248, dir -0.9811, norm 0.1704, swav 0.0000 LR: 7.658e-02 Score 99.158 Data time: 0.1260, Forward time: 0.7728, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.2403 [2020-10-19 01:51:59,195][root][INFO] - ===> Epoch[3079](15393/5): Loss -0.7954, Sem 0.0226, dir -0.9838, norm 0.1658, swav 0.0000 LR: 7.658e-02 Score 99.240 Data time: 0.0654, Forward time: 0.7728, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3912 [2020-10-19 01:52:02,220][root][INFO] - ===> Epoch[3079](15394/5): Loss -0.7878, Sem 0.0207, dir -0.9825, norm 0.1740, swav 0.0000 LR: 7.658e-02 Score 99.314 Data time: 0.0632, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.9303 [2020-10-19 01:52:04,089][root][INFO] - ===> Epoch[3079](15395/5): Loss -0.7896, Sem 0.0241, dir -0.9826, norm 0.1688, swav 0.0000 LR: 7.658e-02 Score 99.186 Data time: 0.0736, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.7944 [2020-10-19 01:52:06,148][root][INFO] - ===> Epoch[3080](15396/5): Loss -0.7956, Sem 0.0235, dir -0.9823, norm 0.1632, swav 0.0000 LR: 7.658e-02 Score 99.199 Data time: 0.0923, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9472 [2020-10-19 01:52:08,340][root][INFO] - ===> Epoch[3080](15397/5): Loss -0.7837, Sem 0.0210, dir -0.9824, norm 0.1777, swav 0.0000 LR: 7.658e-02 Score 99.326 Data time: 0.0714, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0872 [2020-10-19 01:52:10,411][root][INFO] - ===> Epoch[3080](15398/5): Loss -0.7882, Sem 0.0239, dir -0.9823, norm 0.1702, swav 0.0000 LR: 7.657e-02 Score 99.193 Data time: 0.0529, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9743 [2020-10-19 01:52:12,624][root][INFO] - ===> Epoch[3080](15399/5): Loss -0.7856, Sem 0.0222, dir -0.9835, norm 0.1757, swav 0.0000 LR: 7.657e-02 Score 99.270 Data time: 0.0495, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1290 [2020-10-19 01:52:14,933][root][INFO] - ===> Epoch[3080](15400/5): Loss -0.7757, Sem 0.0242, dir -0.9817, norm 0.1819, swav 0.0000 LR: 7.657e-02 Score 99.185 Data time: 0.0737, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2507 [2020-10-19 01:52:15,953][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 01:52:16,118][root][INFO] - ===> Start testing [2020-10-19 01:52:53,856][root][INFO] - 68/68: Data time: 0.0022, Iter time: 0.1179 Loss 0.338 (AVG: 0.550) Score 93.216 (AVG: 90.093) mIOU 69.477 mAP 84.664 mAcc 76.171 IOU: 61.591 0.671 80.498 74.202 93.310 91.518 31.113 78.589 96.826 70.397 81.341 85.286 57.852 mAP: 82.270 20.088 95.500 88.369 98.789 98.472 55.235 95.127 99.752 87.704 93.724 94.697 90.913 mAcc: 78.865 5.652 86.978 82.697 95.106 96.313 34.047 90.338 97.828 74.161 89.687 96.164 62.382 [2020-10-19 01:52:53,857][root][INFO] - Finished test. Elapsed time: 37.7371 [2020-10-19 01:52:56,850][root][INFO] - [2020-10-19 01:52:56,850][root][INFO] - ################################################################ [2020-10-19 01:52:56,851][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 01:52:56,851][root][INFO] - ################################################################ [2020-10-19 01:52:56,851][root][INFO] - clutter : nan nan nan [2020-10-19 01:52:56,851][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 01:52:56,851][root][INFO] - board : 0.801 0.855 0.923 [2020-10-19 01:52:56,851][root][INFO] - bookcase : 0.224 0.352 0.492 [2020-10-19 01:52:56,851][root][INFO] - ceiling : 0.462 0.486 0.531 [2020-10-19 01:52:56,851][root][INFO] - chair : 0.824 0.899 0.918 [2020-10-19 01:52:56,851][root][INFO] - column : 0.205 0.299 0.356 [2020-10-19 01:52:56,851][root][INFO] - door : 0.527 0.681 0.846 [2020-10-19 01:52:56,851][root][INFO] - floor : 0.611 0.611 0.623 [2020-10-19 01:52:56,851][root][INFO] - sofa : 0.422 0.624 0.727 [2020-10-19 01:52:56,851][root][INFO] - table : 0.160 0.329 0.653 [2020-10-19 01:52:56,851][root][INFO] - wall : 0.510 0.704 0.796 [2020-10-19 01:52:56,851][root][INFO] - window : 0.513 0.760 0.782 [2020-10-19 01:52:56,851][root][INFO] - ---------------------------------------------------------------- [2020-10-19 01:52:56,851][root][INFO] - average : 0.438 0.550 0.637 [2020-10-19 01:52:56,851][root][INFO] - [2020-10-19 01:52:57,006][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 01:52:57,007][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-19 01:52:58,449][root][INFO] - ===> Epoch[3081](15401/5): Loss -0.7984, Sem 0.0237, dir -0.9822, norm 0.1602, swav 0.0000 LR: 7.657e-02 Score 99.201 Data time: 0.0481, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.4368 [2020-10-19 01:53:01,117][root][INFO] - ===> Epoch[3081](15402/5): Loss -0.7711, Sem 0.0233, dir -0.9818, norm 0.1875, swav 0.0000 LR: 7.657e-02 Score 99.222 Data time: 0.0733, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.6061 [2020-10-19 01:53:03,459][root][INFO] - ===> Epoch[3081](15403/5): Loss -0.7967, Sem 0.0228, dir -0.9835, norm 0.1640, swav 0.0000 LR: 7.657e-02 Score 99.227 Data time: 0.0828, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2338 [2020-10-19 01:53:06,223][root][INFO] - ===> Epoch[3081](15404/5): Loss -0.7796, Sem 0.0211, dir -0.9837, norm 0.1830, swav 0.0000 LR: 7.657e-02 Score 99.301 Data time: 0.0786, Forward time: 0.7727, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.6621 [2020-10-19 01:53:08,288][root][INFO] - ===> Epoch[3081](15405/5): Loss -0.7898, Sem 0.0227, dir -0.9835, norm 0.1709, swav 0.0000 LR: 7.656e-02 Score 99.226 Data time: 0.0778, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9685 [2020-10-19 01:53:10,372][root][INFO] - ===> Epoch[3082](15406/5): Loss -0.7715, Sem 0.0238, dir -0.9813, norm 0.1860, swav 0.0000 LR: 7.656e-02 Score 99.202 Data time: 0.0674, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9693 [2020-10-19 01:53:12,369][root][INFO] - ===> Epoch[3082](15407/5): Loss -0.7920, Sem 0.0240, dir -0.9838, norm 0.1678, swav 0.0000 LR: 7.656e-02 Score 99.221 Data time: 0.0847, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9181 [2020-10-19 01:53:14,802][root][INFO] - ===> Epoch[3082](15408/5): Loss -0.7692, Sem 0.0258, dir -0.9813, norm 0.1863, swav 0.0000 LR: 7.656e-02 Score 99.161 Data time: 0.0830, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3301 [2020-10-19 01:53:17,246][root][INFO] - ===> Epoch[3082](15409/5): Loss -0.7793, Sem 0.0244, dir -0.9825, norm 0.1788, swav 0.0000 LR: 7.656e-02 Score 99.188 Data time: 0.0707, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3439 [2020-10-19 01:53:19,496][root][INFO] - ===> Epoch[3082](15410/5): Loss -0.7660, Sem 0.0228, dir -0.9808, norm 0.1920, swav 0.0000 LR: 7.656e-02 Score 99.235 Data time: 0.0768, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1312 [2020-10-19 01:53:21,873][root][INFO] - ===> Epoch[3083](15411/5): Loss -0.7856, Sem 0.0244, dir -0.9826, norm 0.1726, swav 0.0000 LR: 7.655e-02 Score 99.174 Data time: 0.0671, Forward time: 0.7727, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.2800 [2020-10-19 01:53:24,098][root][INFO] - ===> Epoch[3083](15412/5): Loss -0.7705, Sem 0.0208, dir -0.9836, norm 0.1924, swav 0.0000 LR: 7.655e-02 Score 99.297 Data time: 0.0791, Forward time: 0.7727, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.1299 [2020-10-19 01:53:26,148][root][INFO] - ===> Epoch[3083](15413/5): Loss -0.7632, Sem 0.0280, dir -0.9812, norm 0.1900, swav 0.0000 LR: 7.655e-02 Score 99.082 Data time: 0.0555, Forward time: 0.7727, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 1.9485 [2020-10-19 01:53:28,388][root][INFO] - ===> Epoch[3083](15414/5): Loss -0.7849, Sem 0.0228, dir -0.9833, norm 0.1755, swav 0.0000 LR: 7.655e-02 Score 99.261 Data time: 0.0706, Forward time: 0.7727, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.1371 [2020-10-19 01:53:30,139][root][INFO] - ===> Epoch[3083](15415/5): Loss -0.7756, Sem 0.0266, dir -0.9829, norm 0.1807, swav 0.0000 LR: 7.655e-02 Score 99.103 Data time: 0.0659, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.6453 [2020-10-19 01:53:32,381][root][INFO] - ===> Epoch[3084](15416/5): Loss -0.7796, Sem 0.0247, dir -0.9793, norm 0.1750, swav 0.0000 LR: 7.655e-02 Score 99.155 Data time: 0.0789, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1467 [2020-10-19 01:53:34,665][root][INFO] - ===> Epoch[3084](15417/5): Loss -0.7846, Sem 0.0211, dir -0.9825, norm 0.1768, swav 0.0000 LR: 7.655e-02 Score 99.295 Data time: 0.0587, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1634 [2020-10-19 01:53:36,796][root][INFO] - ===> Epoch[3084](15418/5): Loss -0.7933, Sem 0.0221, dir -0.9835, norm 0.1682, swav 0.0000 LR: 7.654e-02 Score 99.258 Data time: 0.0621, Forward time: 0.7727, Backward time: 1.1784, DDP time: 0.0030, Total iter time: 2.0246 [2020-10-19 01:53:38,692][root][INFO] - ===> Epoch[3084](15419/5): Loss -0.7788, Sem 0.0234, dir -0.9815, norm 0.1793, swav 0.0000 LR: 7.654e-02 Score 99.223 Data time: 0.0827, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8224 [2020-10-19 01:53:40,946][root][INFO] - ===> Epoch[3084](15420/5): Loss -0.7959, Sem 0.0215, dir -0.9841, norm 0.1666, swav 0.0000 LR: 7.654e-02 Score 99.270 Data time: 0.0895, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1572 [2020-10-19 01:53:42,824][root][INFO] - ===> Epoch[3085](15421/5): Loss -0.7790, Sem 0.0233, dir -0.9822, norm 0.1799, swav 0.0000 LR: 7.654e-02 Score 99.214 Data time: 0.0699, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.7726 [2020-10-19 01:53:44,937][root][INFO] - ===> Epoch[3085](15422/5): Loss -0.7934, Sem 0.0239, dir -0.9821, norm 0.1648, swav 0.0000 LR: 7.654e-02 Score 99.196 Data time: 0.0832, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0271 [2020-10-19 01:53:47,401][root][INFO] - ===> Epoch[3085](15423/5): Loss -0.7834, Sem 0.0231, dir -0.9831, norm 0.1766, swav 0.0000 LR: 7.654e-02 Score 99.237 Data time: 0.0855, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3430 [2020-10-19 01:53:49,614][root][INFO] - ===> Epoch[3085](15424/5): Loss -0.7852, Sem 0.0215, dir -0.9819, norm 0.1752, swav 0.0000 LR: 7.653e-02 Score 99.284 Data time: 0.0826, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1044 [2020-10-19 01:53:51,569][root][INFO] - ===> Epoch[3085](15425/5): Loss -0.8123, Sem 0.0217, dir -0.9840, norm 0.1500, swav 0.0000 LR: 7.653e-02 Score 99.261 Data time: 0.0565, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8406 [2020-10-19 01:53:53,949][root][INFO] - ===> Epoch[3086](15426/5): Loss -0.7640, Sem 0.0244, dir -0.9808, norm 0.1923, swav 0.0000 LR: 7.653e-02 Score 99.219 Data time: 0.0767, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2805 [2020-10-19 01:53:56,072][root][INFO] - ===> Epoch[3086](15427/5): Loss -0.7933, Sem 0.0246, dir -0.9818, norm 0.1639, swav 0.0000 LR: 7.653e-02 Score 99.160 Data time: 0.0786, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0157 [2020-10-19 01:53:58,275][root][INFO] - ===> Epoch[3086](15428/5): Loss -0.7999, Sem 0.0251, dir -0.9839, norm 0.1589, swav 0.0000 LR: 7.653e-02 Score 99.173 Data time: 0.0618, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0938 [2020-10-19 01:54:00,915][root][INFO] - ===> Epoch[3086](15429/5): Loss -0.7817, Sem 0.0239, dir -0.9830, norm 0.1774, swav 0.0000 LR: 7.653e-02 Score 99.223 Data time: 0.0835, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.5427 [2020-10-19 01:54:03,230][root][INFO] - ===> Epoch[3086](15430/5): Loss -0.7991, Sem 0.0227, dir -0.9841, norm 0.1623, swav 0.0000 LR: 7.653e-02 Score 99.242 Data time: 0.0896, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1985 [2020-10-19 01:54:05,055][root][INFO] - ===> Epoch[3087](15431/5): Loss -0.8002, Sem 0.0232, dir -0.9828, norm 0.1594, swav 0.0000 LR: 7.652e-02 Score 99.233 Data time: 0.0840, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.7008 [2020-10-19 01:54:06,848][root][INFO] - ===> Epoch[3087](15432/5): Loss -0.7910, Sem 0.0251, dir -0.9822, norm 0.1661, swav 0.0000 LR: 7.652e-02 Score 99.137 Data time: 0.0726, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.7061 [2020-10-19 01:54:09,195][root][INFO] - ===> Epoch[3087](15433/5): Loss -0.7944, Sem 0.0223, dir -0.9837, norm 0.1671, swav 0.0000 LR: 7.652e-02 Score 99.270 Data time: 0.0630, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2423 [2020-10-19 01:54:11,377][root][INFO] - ===> Epoch[3087](15434/5): Loss -0.7813, Sem 0.0227, dir -0.9823, norm 0.1783, swav 0.0000 LR: 7.652e-02 Score 99.244 Data time: 0.0640, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0718 [2020-10-19 01:54:13,337][root][INFO] - ===> Epoch[3087](15435/5): Loss -0.8015, Sem 0.0228, dir -0.9831, norm 0.1588, swav 0.0000 LR: 7.652e-02 Score 99.240 Data time: 0.0545, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8630 [2020-10-19 01:54:15,325][root][INFO] - ===> Epoch[3088](15436/5): Loss -0.7738, Sem 0.0252, dir -0.9810, norm 0.1819, swav 0.0000 LR: 7.652e-02 Score 99.158 Data time: 0.0481, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8898 [2020-10-19 01:54:17,508][root][INFO] - ===> Epoch[3088](15437/5): Loss -0.7875, Sem 0.0241, dir -0.9825, norm 0.1709, swav 0.0000 LR: 7.651e-02 Score 99.221 Data time: 0.0836, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1061 [2020-10-19 01:54:19,961][root][INFO] - ===> Epoch[3088](15438/5): Loss -0.7909, Sem 0.0230, dir -0.9843, norm 0.1703, swav 0.0000 LR: 7.651e-02 Score 99.232 Data time: 0.0928, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3126 [2020-10-19 01:54:22,008][root][INFO] - ===> Epoch[3088](15439/5): Loss -0.7955, Sem 0.0223, dir -0.9817, norm 0.1639, swav 0.0000 LR: 7.651e-02 Score 99.247 Data time: 0.0668, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9214 [2020-10-19 01:54:24,099][root][INFO] - ===> Epoch[3088](15440/5): Loss -0.7868, Sem 0.0232, dir -0.9831, norm 0.1730, swav 0.0000 LR: 7.651e-02 Score 99.208 Data time: 0.0772, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9791 [2020-10-19 01:54:26,469][root][INFO] - ===> Epoch[3089](15441/5): Loss -0.7916, Sem 0.0217, dir -0.9826, norm 0.1694, swav 0.0000 LR: 7.651e-02 Score 99.288 Data time: 0.0504, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2537 [2020-10-19 01:54:28,444][root][INFO] - ===> Epoch[3089](15442/5): Loss -0.8137, Sem 0.0194, dir -0.9855, norm 0.1524, swav 0.0000 LR: 7.651e-02 Score 99.345 Data time: 0.2349, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8794 [2020-10-19 01:54:30,438][root][INFO] - ===> Epoch[3089](15443/5): Loss -0.7915, Sem 0.0237, dir -0.9820, norm 0.1667, swav 0.0000 LR: 7.651e-02 Score 99.202 Data time: 0.0867, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8974 [2020-10-19 01:54:32,768][root][INFO] - ===> Epoch[3089](15444/5): Loss -0.7841, Sem 0.0262, dir -0.9828, norm 0.1725, swav 0.0000 LR: 7.650e-02 Score 99.103 Data time: 0.0991, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2123 [2020-10-19 01:54:35,355][root][INFO] - ===> Epoch[3089](15445/5): Loss -0.7889, Sem 0.0219, dir -0.9816, norm 0.1708, swav 0.0000 LR: 7.650e-02 Score 99.257 Data time: 0.0846, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.4901 [2020-10-19 01:54:37,058][root][INFO] - ===> Epoch[3090](15446/5): Loss -0.8004, Sem 0.0219, dir -0.9844, norm 0.1622, swav 0.0000 LR: 7.650e-02 Score 99.275 Data time: 0.0627, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.5747 [2020-10-19 01:54:39,069][root][INFO] - ===> Epoch[3090](15447/5): Loss -0.7949, Sem 0.0221, dir -0.9829, norm 0.1659, swav 0.0000 LR: 7.650e-02 Score 99.247 Data time: 0.0744, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9283 [2020-10-19 01:54:42,389][root][INFO] - ===> Epoch[3090](15448/5): Loss -0.7995, Sem 0.0237, dir -0.9839, norm 0.1607, swav 0.0000 LR: 7.650e-02 Score 99.224 Data time: 0.0573, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 3.1832 [2020-10-19 01:54:44,660][root][INFO] - ===> Epoch[3090](15449/5): Loss -0.8045, Sem 0.0225, dir -0.9849, norm 0.1579, swav 0.0000 LR: 7.650e-02 Score 99.241 Data time: 0.0890, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1798 [2020-10-19 01:54:46,540][root][INFO] - ===> Epoch[3090](15450/5): Loss -0.8039, Sem 0.0202, dir -0.9850, norm 0.1609, swav 0.0000 LR: 7.649e-02 Score 99.325 Data time: 0.0995, Forward time: 0.7726, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.7455 [2020-10-19 01:54:49,149][root][INFO] - ===> Epoch[3091](15451/5): Loss -0.7903, Sem 0.0252, dir -0.9821, norm 0.1666, swav 0.0000 LR: 7.649e-02 Score 99.171 Data time: 0.1534, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.5108 [2020-10-19 01:54:51,316][root][INFO] - ===> Epoch[3091](15452/5): Loss -0.7896, Sem 0.0231, dir -0.9831, norm 0.1704, swav 0.0000 LR: 7.649e-02 Score 99.223 Data time: 0.0827, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0429 [2020-10-19 01:54:53,325][root][INFO] - ===> Epoch[3091](15453/5): Loss -0.8008, Sem 0.0227, dir -0.9846, norm 0.1610, swav 0.0000 LR: 7.649e-02 Score 99.238 Data time: 0.0849, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9172 [2020-10-19 01:54:55,798][root][INFO] - ===> Epoch[3091](15454/5): Loss -0.7943, Sem 0.0240, dir -0.9838, norm 0.1655, swav 0.0000 LR: 7.649e-02 Score 99.202 Data time: 0.2181, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3711 [2020-10-19 01:54:58,055][root][INFO] - ===> Epoch[3091](15455/5): Loss -0.7941, Sem 0.0198, dir -0.9839, norm 0.1699, swav 0.0000 LR: 7.649e-02 Score 99.362 Data time: 0.1263, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.1482 [2020-10-19 01:55:00,117][root][INFO] - ===> Epoch[3092](15456/5): Loss -0.7868, Sem 0.0241, dir -0.9833, norm 0.1724, swav 0.0000 LR: 7.649e-02 Score 99.195 Data time: 0.0901, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9457 [2020-10-19 01:55:02,214][root][INFO] - ===> Epoch[3092](15457/5): Loss -0.8117, Sem 0.0231, dir -0.9848, norm 0.1501, swav 0.0000 LR: 7.648e-02 Score 99.220 Data time: 0.0919, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9855 [2020-10-19 01:55:04,445][root][INFO] - ===> Epoch[3092](15458/5): Loss -0.7846, Sem 0.0256, dir -0.9816, norm 0.1714, swav 0.0000 LR: 7.648e-02 Score 99.144 Data time: 0.0714, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.1361 [2020-10-19 01:55:07,224][root][INFO] - ===> Epoch[3092](15459/5): Loss -0.7919, Sem 0.0226, dir -0.9837, norm 0.1692, swav 0.0000 LR: 7.648e-02 Score 99.227 Data time: 0.0686, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.6985 [2020-10-19 01:55:09,303][root][INFO] - ===> Epoch[3092](15460/5): Loss -0.7906, Sem 0.0242, dir -0.9837, norm 0.1689, swav 0.0000 LR: 7.648e-02 Score 99.205 Data time: 0.0522, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9524 [2020-10-19 01:55:11,238][root][INFO] - ===> Epoch[3093](15461/5): Loss -0.8012, Sem 0.0218, dir -0.9834, norm 0.1605, swav 0.0000 LR: 7.648e-02 Score 99.274 Data time: 0.0626, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8663 [2020-10-19 01:55:13,159][root][INFO] - ===> Epoch[3093](15462/5): Loss -0.7922, Sem 0.0234, dir -0.9833, norm 0.1677, swav 0.0000 LR: 7.648e-02 Score 99.213 Data time: 0.0600, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.8301 [2020-10-19 01:55:15,430][root][INFO] - ===> Epoch[3093](15463/5): Loss -0.7946, Sem 0.0233, dir -0.9826, norm 0.1647, swav 0.0000 LR: 7.647e-02 Score 99.218 Data time: 0.0691, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2008 [2020-10-19 01:55:17,516][root][INFO] - ===> Epoch[3093](15464/5): Loss -0.7969, Sem 0.0241, dir -0.9827, norm 0.1617, swav 0.0000 LR: 7.647e-02 Score 99.197 Data time: 0.0750, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 1.9727 [2020-10-19 01:55:19,710][root][INFO] - ===> Epoch[3093](15465/5): Loss -0.7942, Sem 0.0235, dir -0.9820, norm 0.1643, swav 0.0000 LR: 7.647e-02 Score 99.207 Data time: 0.1965, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.0937 [2020-10-19 01:55:22,106][root][INFO] - ===> Epoch[3094](15466/5): Loss -0.7991, Sem 0.0244, dir -0.9847, norm 0.1612, swav 0.0000 LR: 7.647e-02 Score 99.205 Data time: 0.0982, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.2897 [2020-10-19 01:55:24,593][root][INFO] - ===> Epoch[3094](15467/5): Loss -0.7641, Sem 0.0252, dir -0.9810, norm 0.1917, swav 0.0000 LR: 7.647e-02 Score 99.206 Data time: 0.3241, Forward time: 0.7727, Backward time: 1.1783, DDP time: 0.0030, Total iter time: 2.3754 [2020-10-19 01:55:26,627][root][INFO] - ===> Epoch[3094](15468/5): Loss -0.8070, Sem 0.0231, dir -0.9843, norm 0.1543, swav 0.0000 LR: 7.647e-02 Score 99.232 Data time: 0.0793, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9436 [2020-10-19 01:55:28,656][root][INFO] - ===> Epoch[3094](15469/5): Loss -0.7836, Sem 0.0232, dir -0.9831, norm 0.1763, swav 0.0000 LR: 7.646e-02 Score 99.244 Data time: 0.0875, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9470 [2020-10-19 01:55:30,702][root][INFO] - ===> Epoch[3094](15470/5): Loss -0.7830, Sem 0.0242, dir -0.9814, norm 0.1743, swav 0.0000 LR: 7.646e-02 Score 99.175 Data time: 0.0645, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9368 [2020-10-19 01:55:32,796][root][INFO] - ===> Epoch[3095](15471/5): Loss -0.7971, Sem 0.0213, dir -0.9839, norm 0.1655, swav 0.0000 LR: 7.646e-02 Score 99.283 Data time: 0.0842, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9989 [2020-10-19 01:55:34,818][root][INFO] - ===> Epoch[3095](15472/5): Loss -0.7832, Sem 0.0235, dir -0.9829, norm 0.1762, swav 0.0000 LR: 7.646e-02 Score 99.210 Data time: 0.0936, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9133 [2020-10-19 01:55:36,640][root][INFO] - ===> Epoch[3095](15473/5): Loss -0.7921, Sem 0.0245, dir -0.9819, norm 0.1653, swav 0.0000 LR: 7.646e-02 Score 99.165 Data time: 0.0764, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.7239 [2020-10-19 01:55:39,311][root][INFO] - ===> Epoch[3095](15474/5): Loss -0.7645, Sem 0.0251, dir -0.9796, norm 0.1900, swav 0.0000 LR: 7.646e-02 Score 99.170 Data time: 0.0682, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.5740 [2020-10-19 01:55:41,489][root][INFO] - ===> Epoch[3095](15475/5): Loss -0.7808, Sem 0.0251, dir -0.9822, norm 0.1763, swav 0.0000 LR: 7.646e-02 Score 99.182 Data time: 0.0938, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.0536 [2020-10-19 01:55:43,780][root][INFO] - ===> Epoch[3096](15476/5): Loss -0.8056, Sem 0.0221, dir -0.9824, norm 0.1547, swav 0.0000 LR: 7.645e-02 Score 99.243 Data time: 0.1406, Forward time: 0.7727, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.1827 [2020-10-19 01:55:46,228][root][INFO] - ===> Epoch[3096](15477/5): Loss -0.7783, Sem 0.0233, dir -0.9819, norm 0.1803, swav 0.0000 LR: 7.645e-02 Score 99.223 Data time: 0.0965, Forward time: 0.7728, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.3514 [2020-10-19 01:55:48,506][root][INFO] - ===> Epoch[3096](15478/5): Loss -0.7909, Sem 0.0233, dir -0.9835, norm 0.1694, swav 0.0000 LR: 7.645e-02 Score 99.238 Data time: 0.0907, Forward time: 0.7728, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 2.1451 [2020-10-19 01:55:50,594][root][INFO] - ===> Epoch[3096](15479/5): Loss -0.7646, Sem 0.0258, dir -0.9797, norm 0.1893, swav 0.0000 LR: 7.645e-02 Score 99.140 Data time: 0.0804, Forward time: 0.7728, Backward time: 1.1782, DDP time: 0.0030, Total iter time: 1.9972 [2020-10-19 01:55:52,483][root][INFO] - ===> Epoch[3096](15480/5): Loss -0.8049, Sem 0.0227, dir -0.9844, norm 0.1568, swav 0.0000 LR: 7.645e-02 Score 99.238 Data time: 0.1069, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.7970 [2020-10-19 01:55:54,712][root][INFO] - ===> Epoch[3097](15481/5): Loss -0.7891, Sem 0.0229, dir -0.9819, norm 0.1699, swav 0.0000 LR: 7.645e-02 Score 99.205 Data time: 0.0868, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1225 [2020-10-19 01:55:56,939][root][INFO] - ===> Epoch[3097](15482/5): Loss -0.7752, Sem 0.0244, dir -0.9828, norm 0.1832, swav 0.0000 LR: 7.644e-02 Score 99.186 Data time: 0.0794, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1178 [2020-10-19 01:55:59,260][root][INFO] - ===> Epoch[3097](15483/5): Loss -0.7871, Sem 0.0228, dir -0.9829, norm 0.1729, swav 0.0000 LR: 7.644e-02 Score 99.242 Data time: 0.0760, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.2098 [2020-10-19 01:56:01,030][root][INFO] - ===> Epoch[3097](15484/5): Loss -0.7942, Sem 0.0262, dir -0.9818, norm 0.1614, swav 0.0000 LR: 7.644e-02 Score 99.124 Data time: 0.0645, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.6961 [2020-10-19 01:56:03,205][root][INFO] - ===> Epoch[3097](15485/5): Loss -0.7962, Sem 0.0228, dir -0.9827, norm 0.1638, swav 0.0000 LR: 7.644e-02 Score 99.224 Data time: 0.0865, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0542 [2020-10-19 01:56:05,605][root][INFO] - ===> Epoch[3098](15486/5): Loss -0.7686, Sem 0.0218, dir -0.9808, norm 0.1904, swav 0.0000 LR: 7.644e-02 Score 99.263 Data time: 0.0818, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.2992 [2020-10-19 01:56:07,672][root][INFO] - ===> Epoch[3098](15487/5): Loss -0.7986, Sem 0.0216, dir -0.9852, norm 0.1650, swav 0.0000 LR: 7.644e-02 Score 99.284 Data time: 0.0740, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.9539 [2020-10-19 01:56:09,843][root][INFO] - ===> Epoch[3098](15488/5): Loss -0.7806, Sem 0.0250, dir -0.9811, norm 0.1755, swav 0.0000 LR: 7.644e-02 Score 99.180 Data time: 0.0725, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0701 [2020-10-19 01:56:11,873][root][INFO] - ===> Epoch[3098](15489/5): Loss -0.7899, Sem 0.0239, dir -0.9829, norm 0.1692, swav 0.0000 LR: 7.643e-02 Score 99.193 Data time: 0.0798, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.9245 [2020-10-19 01:56:14,106][root][INFO] - ===> Epoch[3098](15490/5): Loss -0.7760, Sem 0.0250, dir -0.9818, norm 0.1808, swav 0.0000 LR: 7.643e-02 Score 99.176 Data time: 0.0883, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1202 [2020-10-19 01:56:16,018][root][INFO] - ===> Epoch[3099](15491/5): Loss -0.7836, Sem 0.0241, dir -0.9816, norm 0.1738, swav 0.0000 LR: 7.643e-02 Score 99.201 Data time: 0.0712, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.8027 [2020-10-19 01:56:18,350][root][INFO] - ===> Epoch[3099](15492/5): Loss -0.7846, Sem 0.0215, dir -0.9819, norm 0.1759, swav 0.0000 LR: 7.643e-02 Score 99.270 Data time: 0.0894, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.2242 [2020-10-19 01:56:20,550][root][INFO] - ===> Epoch[3099](15493/5): Loss -0.7896, Sem 0.0226, dir -0.9822, norm 0.1699, swav 0.0000 LR: 7.643e-02 Score 99.260 Data time: 0.0722, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0756 [2020-10-19 01:56:22,773][root][INFO] - ===> Epoch[3099](15494/5): Loss -0.8022, Sem 0.0235, dir -0.9838, norm 0.1582, swav 0.0000 LR: 7.643e-02 Score 99.204 Data time: 0.0785, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1248 [2020-10-19 01:56:24,968][root][INFO] - ===> Epoch[3099](15495/5): Loss -0.8030, Sem 0.0229, dir -0.9831, norm 0.1572, swav 0.0000 LR: 7.642e-02 Score 99.214 Data time: 0.0606, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0901 [2020-10-19 01:56:27,184][root][INFO] - ===> Epoch[3100](15496/5): Loss -0.7917, Sem 0.0230, dir -0.9841, norm 0.1694, swav 0.0000 LR: 7.642e-02 Score 99.247 Data time: 0.1381, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1297 [2020-10-19 01:56:29,581][root][INFO] - ===> Epoch[3100](15497/5): Loss -0.7912, Sem 0.0217, dir -0.9842, norm 0.1714, swav 0.0000 LR: 7.642e-02 Score 99.266 Data time: 0.1080, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.2777 [2020-10-19 01:56:31,938][root][INFO] - ===> Epoch[3100](15498/5): Loss -0.7877, Sem 0.0240, dir -0.9821, norm 0.1703, swav 0.0000 LR: 7.642e-02 Score 99.216 Data time: 0.0708, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.2421 [2020-10-19 01:56:34,358][root][INFO] - ===> Epoch[3100](15499/5): Loss -0.8038, Sem 0.0242, dir -0.9831, norm 0.1550, swav 0.0000 LR: 7.642e-02 Score 99.176 Data time: 0.0770, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.3201 [2020-10-19 01:56:36,279][root][INFO] - ===> Epoch[3100](15500/5): Loss -0.7957, Sem 0.0239, dir -0.9825, norm 0.1629, swav 0.0000 LR: 7.642e-02 Score 99.222 Data time: 0.0814, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.8262 [2020-10-19 01:56:37,182][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 01:56:38,875][root][INFO] - ===> Epoch[3101](15501/5): Loss -0.8026, Sem 0.0244, dir -0.9840, norm 0.1570, swav 0.0000 LR: 7.642e-02 Score 99.196 Data time: 0.0740, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.5164 [2020-10-19 01:56:41,132][root][INFO] - ===> Epoch[3101](15502/5): Loss -0.7857, Sem 0.0216, dir -0.9824, norm 0.1751, swav 0.0000 LR: 7.641e-02 Score 99.274 Data time: 0.0810, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1661 [2020-10-19 01:56:43,393][root][INFO] - ===> Epoch[3101](15503/5): Loss -0.8018, Sem 0.0213, dir -0.9840, norm 0.1609, swav 0.0000 LR: 7.641e-02 Score 99.279 Data time: 0.0583, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1517 [2020-10-19 01:56:45,484][root][INFO] - ===> Epoch[3101](15504/5): Loss -0.8005, Sem 0.0232, dir -0.9822, norm 0.1585, swav 0.0000 LR: 7.641e-02 Score 99.226 Data time: 0.0642, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0123 [2020-10-19 01:56:47,696][root][INFO] - ===> Epoch[3101](15505/5): Loss -0.7929, Sem 0.0191, dir -0.9833, norm 0.1713, swav 0.0000 LR: 7.641e-02 Score 99.344 Data time: 0.0702, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1107 [2020-10-19 01:56:49,729][root][INFO] - ===> Epoch[3102](15506/5): Loss -0.7970, Sem 0.0223, dir -0.9835, norm 0.1642, swav 0.0000 LR: 7.641e-02 Score 99.239 Data time: 0.0780, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 1.9287 [2020-10-19 01:56:51,989][root][INFO] - ===> Epoch[3102](15507/5): Loss -0.7678, Sem 0.0248, dir -0.9811, norm 0.1886, swav 0.0000 LR: 7.641e-02 Score 99.177 Data time: 0.0867, Forward time: 0.7728, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.1473 [2020-10-19 01:56:54,079][root][INFO] - ===> Epoch[3102](15508/5): Loss -0.7883, Sem 0.0223, dir -0.9843, norm 0.1737, swav 0.0000 LR: 7.640e-02 Score 99.265 Data time: 0.0914, Forward time: 0.7728, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9744 [2020-10-19 01:56:56,219][root][INFO] - ===> Epoch[3102](15509/5): Loss -0.8013, Sem 0.0223, dir -0.9819, norm 0.1583, swav 0.0000 LR: 7.640e-02 Score 99.248 Data time: 0.0912, Forward time: 0.7728, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0275 [2020-10-19 01:56:58,200][root][INFO] - ===> Epoch[3102](15510/5): Loss -0.7897, Sem 0.0232, dir -0.9834, norm 0.1705, swav 0.0000 LR: 7.640e-02 Score 99.223 Data time: 0.0800, Forward time: 0.7728, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8650 [2020-10-19 01:57:00,323][root][INFO] - ===> Epoch[3103](15511/5): Loss -0.7953, Sem 0.0213, dir -0.9830, norm 0.1664, swav 0.0000 LR: 7.640e-02 Score 99.292 Data time: 0.0660, Forward time: 0.7728, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0382 [2020-10-19 01:57:02,420][root][INFO] - ===> Epoch[3103](15512/5): Loss -0.7873, Sem 0.0242, dir -0.9812, norm 0.1697, swav 0.0000 LR: 7.640e-02 Score 99.184 Data time: 0.0985, Forward time: 0.7728, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0013 [2020-10-19 01:57:04,800][root][INFO] - ===> Epoch[3103](15513/5): Loss -0.8051, Sem 0.0215, dir -0.9853, norm 0.1586, swav 0.0000 LR: 7.640e-02 Score 99.289 Data time: 0.0953, Forward time: 0.7728, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.2726 [2020-10-19 01:57:07,072][root][INFO] - ===> Epoch[3103](15514/5): Loss -0.7979, Sem 0.0239, dir -0.9843, norm 0.1626, swav 0.0000 LR: 7.640e-02 Score 99.206 Data time: 0.0812, Forward time: 0.7728, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1703 [2020-10-19 01:57:09,305][root][INFO] - ===> Epoch[3103](15515/5): Loss -0.8041, Sem 0.0205, dir -0.9846, norm 0.1599, swav 0.0000 LR: 7.639e-02 Score 99.306 Data time: 0.0921, Forward time: 0.7728, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1454 [2020-10-19 01:57:11,567][root][INFO] - ===> Epoch[3104](15516/5): Loss -0.7987, Sem 0.0229, dir -0.9822, norm 0.1605, swav 0.0000 LR: 7.639e-02 Score 99.238 Data time: 0.0721, Forward time: 0.7728, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1644 [2020-10-19 01:57:13,439][root][INFO] - ===> Epoch[3104](15517/5): Loss -0.7997, Sem 0.0217, dir -0.9837, norm 0.1623, swav 0.0000 LR: 7.639e-02 Score 99.247 Data time: 0.0571, Forward time: 0.7728, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8068 [2020-10-19 01:57:16,248][root][INFO] - ===> Epoch[3104](15518/5): Loss -0.7844, Sem 0.0257, dir -0.9824, norm 0.1723, swav 0.0000 LR: 7.639e-02 Score 99.153 Data time: 0.1532, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.7298 [2020-10-19 01:57:18,318][root][INFO] - ===> Epoch[3104](15519/5): Loss -0.8044, Sem 0.0213, dir -0.9835, norm 0.1578, swav 0.0000 LR: 7.639e-02 Score 99.284 Data time: 0.0676, Forward time: 0.7728, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9435 [2020-10-19 01:57:20,509][root][INFO] - ===> Epoch[3104](15520/5): Loss -0.7909, Sem 0.0218, dir -0.9841, norm 0.1714, swav 0.0000 LR: 7.639e-02 Score 99.274 Data time: 0.0698, Forward time: 0.7728, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1123 [2020-10-19 01:57:22,839][root][INFO] - ===> Epoch[3105](15521/5): Loss -0.7978, Sem 0.0236, dir -0.9824, norm 0.1611, swav 0.0000 LR: 7.638e-02 Score 99.208 Data time: 0.0830, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.2087 [2020-10-19 01:57:24,949][root][INFO] - ===> Epoch[3105](15522/5): Loss -0.8100, Sem 0.0224, dir -0.9830, norm 0.1506, swav 0.0000 LR: 7.638e-02 Score 99.245 Data time: 0.0911, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9973 [2020-10-19 01:57:26,892][root][INFO] - ===> Epoch[3105](15523/5): Loss -0.8017, Sem 0.0212, dir -0.9834, norm 0.1605, swav 0.0000 LR: 7.638e-02 Score 99.293 Data time: 0.0598, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8382 [2020-10-19 01:57:29,593][root][INFO] - ===> Epoch[3105](15524/5): Loss -0.7970, Sem 0.0208, dir -0.9831, norm 0.1653, swav 0.0000 LR: 7.638e-02 Score 99.304 Data time: 0.0775, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.6134 [2020-10-19 01:57:32,077][root][INFO] - ===> Epoch[3105](15525/5): Loss -0.7830, Sem 0.0245, dir -0.9818, norm 0.1742, swav 0.0000 LR: 7.638e-02 Score 99.202 Data time: 0.0913, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.3840 [2020-10-19 01:57:34,291][root][INFO] - ===> Epoch[3106](15526/5): Loss -0.7950, Sem 0.0237, dir -0.9839, norm 0.1652, swav 0.0000 LR: 7.638e-02 Score 99.209 Data time: 0.0788, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1227 [2020-10-19 01:57:36,335][root][INFO] - ===> Epoch[3106](15527/5): Loss -0.7842, Sem 0.0260, dir -0.9810, norm 0.1708, swav 0.0000 LR: 7.638e-02 Score 99.118 Data time: 0.1064, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9634 [2020-10-19 01:57:38,483][root][INFO] - ===> Epoch[3106](15528/5): Loss -0.7981, Sem 0.0214, dir -0.9846, norm 0.1651, swav 0.0000 LR: 7.637e-02 Score 99.277 Data time: 0.0495, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0388 [2020-10-19 01:57:40,855][root][INFO] - ===> Epoch[3106](15529/5): Loss -0.7691, Sem 0.0224, dir -0.9818, norm 0.1902, swav 0.0000 LR: 7.637e-02 Score 99.262 Data time: 0.1048, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.2853 [2020-10-19 01:57:43,573][root][INFO] - ===> Epoch[3106](15530/5): Loss -0.8131, Sem 0.0208, dir -0.9842, norm 0.1504, swav 0.0000 LR: 7.637e-02 Score 99.292 Data time: 0.0833, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.6074 [2020-10-19 01:57:45,402][root][INFO] - ===> Epoch[3107](15531/5): Loss -0.7958, Sem 0.0236, dir -0.9841, norm 0.1647, swav 0.0000 LR: 7.637e-02 Score 99.229 Data time: 0.0556, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.7369 [2020-10-19 01:57:47,432][root][INFO] - ===> Epoch[3107](15532/5): Loss -0.7985, Sem 0.0254, dir -0.9838, norm 0.1599, swav 0.0000 LR: 7.637e-02 Score 99.174 Data time: 0.0643, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9437 [2020-10-19 01:57:49,604][root][INFO] - ===> Epoch[3107](15533/5): Loss -0.7997, Sem 0.0223, dir -0.9845, norm 0.1624, swav 0.0000 LR: 7.637e-02 Score 99.262 Data time: 0.0572, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0608 [2020-10-19 01:57:51,736][root][INFO] - ===> Epoch[3107](15534/5): Loss -0.7928, Sem 0.0215, dir -0.9828, norm 0.1685, swav 0.0000 LR: 7.636e-02 Score 99.271 Data time: 0.0935, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0350 [2020-10-19 01:57:53,992][root][INFO] - ===> Epoch[3107](15535/5): Loss -0.7720, Sem 0.0218, dir -0.9813, norm 0.1875, swav 0.0000 LR: 7.636e-02 Score 99.275 Data time: 0.1174, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1317 [2020-10-19 01:57:56,545][root][INFO] - ===> Epoch[3108](15536/5): Loss -0.7960, Sem 0.0220, dir -0.9838, norm 0.1659, swav 0.0000 LR: 7.636e-02 Score 99.262 Data time: 0.0981, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.4675 [2020-10-19 01:57:58,581][root][INFO] - ===> Epoch[3108](15537/5): Loss -0.7994, Sem 0.0221, dir -0.9824, norm 0.1609, swav 0.0000 LR: 7.636e-02 Score 99.246 Data time: 0.0674, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9286 [2020-10-19 01:58:00,839][root][INFO] - ===> Epoch[3108](15538/5): Loss -0.7981, Sem 0.0214, dir -0.9835, norm 0.1639, swav 0.0000 LR: 7.636e-02 Score 99.284 Data time: 0.0564, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1655 [2020-10-19 01:58:02,886][root][INFO] - ===> Epoch[3108](15539/5): Loss -0.7920, Sem 0.0256, dir -0.9839, norm 0.1663, swav 0.0000 LR: 7.636e-02 Score 99.130 Data time: 0.0584, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9730 [2020-10-19 01:58:05,321][root][INFO] - ===> Epoch[3108](15540/5): Loss -0.7851, Sem 0.0190, dir -0.9819, norm 0.1778, swav 0.0000 LR: 7.636e-02 Score 99.384 Data time: 0.0832, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.3638 [2020-10-19 01:58:07,747][root][INFO] - ===> Epoch[3109](15541/5): Loss -0.7906, Sem 0.0193, dir -0.9839, norm 0.1739, swav 0.0000 LR: 7.635e-02 Score 99.351 Data time: 0.1072, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.2965 [2020-10-19 01:58:09,770][root][INFO] - ===> Epoch[3109](15542/5): Loss -0.7953, Sem 0.0238, dir -0.9824, norm 0.1633, swav 0.0000 LR: 7.635e-02 Score 99.206 Data time: 0.0647, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8974 [2020-10-19 01:58:12,185][root][INFO] - ===> Epoch[3109](15543/5): Loss -0.7932, Sem 0.0233, dir -0.9845, norm 0.1680, swav 0.0000 LR: 7.635e-02 Score 99.225 Data time: 0.0549, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.3125 [2020-10-19 01:58:14,511][root][INFO] - ===> Epoch[3109](15544/5): Loss -0.7824, Sem 0.0240, dir -0.9827, norm 0.1763, swav 0.0000 LR: 7.635e-02 Score 99.202 Data time: 0.1218, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.2537 [2020-10-19 01:58:16,377][root][INFO] - ===> Epoch[3109](15545/5): Loss -0.7995, Sem 0.0237, dir -0.9832, norm 0.1600, swav 0.0000 LR: 7.635e-02 Score 99.207 Data time: 0.1061, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.7470 [2020-10-19 01:58:18,895][root][INFO] - ===> Epoch[3110](15546/5): Loss -0.7871, Sem 0.0217, dir -0.9838, norm 0.1750, swav 0.0000 LR: 7.635e-02 Score 99.282 Data time: 0.1159, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.4286 [2020-10-19 01:58:20,745][root][INFO] - ===> Epoch[3110](15547/5): Loss -0.7876, Sem 0.0225, dir -0.9828, norm 0.1728, swav 0.0000 LR: 7.634e-02 Score 99.260 Data time: 0.0723, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.7310 [2020-10-19 01:58:23,115][root][INFO] - ===> Epoch[3110](15548/5): Loss -0.7854, Sem 0.0253, dir -0.9819, norm 0.1712, swav 0.0000 LR: 7.634e-02 Score 99.148 Data time: 0.0835, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.2790 [2020-10-19 01:58:25,289][root][INFO] - ===> Epoch[3110](15549/5): Loss -0.8003, Sem 0.0215, dir -0.9840, norm 0.1623, swav 0.0000 LR: 7.634e-02 Score 99.293 Data time: 0.0634, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0723 [2020-10-19 01:58:27,667][root][INFO] - ===> Epoch[3110](15550/5): Loss -0.7999, Sem 0.0232, dir -0.9840, norm 0.1609, swav 0.0000 LR: 7.634e-02 Score 99.220 Data time: 0.0579, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.3190 [2020-10-19 01:58:30,047][root][INFO] - ===> Epoch[3111](15551/5): Loss -0.7797, Sem 0.0230, dir -0.9817, norm 0.1790, swav 0.0000 LR: 7.634e-02 Score 99.223 Data time: 0.0719, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.2660 [2020-10-19 01:58:32,077][root][INFO] - ===> Epoch[3111](15552/5): Loss -0.8091, Sem 0.0198, dir -0.9845, norm 0.1556, swav 0.0000 LR: 7.634e-02 Score 99.333 Data time: 0.0701, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9097 [2020-10-19 01:58:34,401][root][INFO] - ===> Epoch[3111](15553/5): Loss -0.7947, Sem 0.0216, dir -0.9840, norm 0.1676, swav 0.0000 LR: 7.634e-02 Score 99.261 Data time: 0.0717, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.2193 [2020-10-19 01:58:36,489][root][INFO] - ===> Epoch[3111](15554/5): Loss -0.7969, Sem 0.0229, dir -0.9837, norm 0.1639, swav 0.0000 LR: 7.633e-02 Score 99.236 Data time: 0.0740, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9923 [2020-10-19 01:58:38,856][root][INFO] - ===> Epoch[3111](15555/5): Loss -0.7913, Sem 0.0221, dir -0.9829, norm 0.1695, swav 0.0000 LR: 7.633e-02 Score 99.272 Data time: 0.1057, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.2655 [2020-10-19 01:58:40,944][root][INFO] - ===> Epoch[3112](15556/5): Loss -0.7837, Sem 0.0256, dir -0.9816, norm 0.1723, swav 0.0000 LR: 7.633e-02 Score 99.160 Data time: 0.1033, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9766 [2020-10-19 01:58:43,156][root][INFO] - ===> Epoch[3112](15557/5): Loss -0.7905, Sem 0.0252, dir -0.9831, norm 0.1674, swav 0.0000 LR: 7.633e-02 Score 99.151 Data time: 0.0991, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1129 [2020-10-19 01:58:45,378][root][INFO] - ===> Epoch[3112](15558/5): Loss -0.7942, Sem 0.0230, dir -0.9826, norm 0.1654, swav 0.0000 LR: 7.633e-02 Score 99.224 Data time: 0.0770, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0936 [2020-10-19 01:58:47,489][root][INFO] - ===> Epoch[3112](15559/5): Loss -0.8059, Sem 0.0245, dir -0.9830, norm 0.1525, swav 0.0000 LR: 7.633e-02 Score 99.178 Data time: 0.0929, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0206 [2020-10-19 01:58:49,620][root][INFO] - ===> Epoch[3112](15560/5): Loss -0.7982, Sem 0.0231, dir -0.9834, norm 0.1621, swav 0.0000 LR: 7.632e-02 Score 99.231 Data time: 0.0671, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.0133 [2020-10-19 01:58:51,591][root][INFO] - ===> Epoch[3113](15561/5): Loss -0.7994, Sem 0.0212, dir -0.9834, norm 0.1628, swav 0.0000 LR: 7.632e-02 Score 99.294 Data time: 0.0732, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.8663 [2020-10-19 01:58:53,660][root][INFO] - ===> Epoch[3113](15562/5): Loss -0.8123, Sem 0.0226, dir -0.9838, norm 0.1489, swav 0.0000 LR: 7.632e-02 Score 99.246 Data time: 0.0756, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9685 [2020-10-19 01:58:55,791][root][INFO] - ===> Epoch[3113](15563/5): Loss -0.7941, Sem 0.0223, dir -0.9813, norm 0.1649, swav 0.0000 LR: 7.632e-02 Score 99.250 Data time: 0.0724, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.0164 [2020-10-19 01:58:58,099][root][INFO] - ===> Epoch[3113](15564/5): Loss -0.7871, Sem 0.0233, dir -0.9829, norm 0.1725, swav 0.0000 LR: 7.632e-02 Score 99.229 Data time: 0.0637, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.2133 [2020-10-19 01:59:00,269][root][INFO] - ===> Epoch[3113](15565/5): Loss -0.7962, Sem 0.0193, dir -0.9850, norm 0.1695, swav 0.0000 LR: 7.632e-02 Score 99.337 Data time: 0.0646, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.0681 [2020-10-19 01:59:02,291][root][INFO] - ===> Epoch[3114](15566/5): Loss -0.7762, Sem 0.0237, dir -0.9819, norm 0.1820, swav 0.0000 LR: 7.632e-02 Score 99.217 Data time: 0.0613, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9322 [2020-10-19 01:59:04,620][root][INFO] - ===> Epoch[3114](15567/5): Loss -0.7854, Sem 0.0233, dir -0.9826, norm 0.1738, swav 0.0000 LR: 7.631e-02 Score 99.228 Data time: 0.0823, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.2600 [2020-10-19 01:59:07,238][root][INFO] - ===> Epoch[3114](15568/5): Loss -0.7836, Sem 0.0232, dir -0.9817, norm 0.1749, swav 0.0000 LR: 7.631e-02 Score 99.232 Data time: 0.0769, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.5127 [2020-10-19 01:59:09,355][root][INFO] - ===> Epoch[3114](15569/5): Loss -0.7882, Sem 0.0268, dir -0.9828, norm 0.1678, swav 0.0000 LR: 7.631e-02 Score 99.126 Data time: 0.0556, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0023 [2020-10-19 01:59:11,337][root][INFO] - ===> Epoch[3114](15570/5): Loss -0.7977, Sem 0.0220, dir -0.9847, norm 0.1650, swav 0.0000 LR: 7.631e-02 Score 99.275 Data time: 0.0540, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9036 [2020-10-19 01:59:13,923][root][INFO] - ===> Epoch[3115](15571/5): Loss -0.7973, Sem 0.0269, dir -0.9834, norm 0.1591, swav 0.0000 LR: 7.631e-02 Score 99.157 Data time: 0.0839, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.5249 [2020-10-19 01:59:15,884][root][INFO] - ===> Epoch[3115](15572/5): Loss -0.7879, Sem 0.0220, dir -0.9840, norm 0.1741, swav 0.0000 LR: 7.631e-02 Score 99.256 Data time: 0.0698, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8551 [2020-10-19 01:59:18,005][root][INFO] - ===> Epoch[3115](15573/5): Loss -0.7867, Sem 0.0228, dir -0.9817, norm 0.1722, swav 0.0000 LR: 7.630e-02 Score 99.246 Data time: 0.1594, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0267 [2020-10-19 01:59:19,942][root][INFO] - ===> Epoch[3115](15574/5): Loss -0.7716, Sem 0.0230, dir -0.9831, norm 0.1884, swav 0.0000 LR: 7.630e-02 Score 99.236 Data time: 0.0891, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8524 [2020-10-19 01:59:21,845][root][INFO] - ===> Epoch[3115](15575/5): Loss -0.7989, Sem 0.0244, dir -0.9803, norm 0.1570, swav 0.0000 LR: 7.630e-02 Score 99.184 Data time: 0.0597, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.8079 [2020-10-19 01:59:23,770][root][INFO] - ===> Epoch[3116](15576/5): Loss -0.7923, Sem 0.0214, dir -0.9840, norm 0.1703, swav 0.0000 LR: 7.630e-02 Score 99.287 Data time: 0.0837, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.8504 [2020-10-19 01:59:26,956][root][INFO] - ===> Epoch[3116](15577/5): Loss -0.7830, Sem 0.0229, dir -0.9820, norm 0.1761, swav 0.0000 LR: 7.630e-02 Score 99.255 Data time: 0.0785, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 3.0759 [2020-10-19 01:59:28,991][root][INFO] - ===> Epoch[3116](15578/5): Loss -0.7967, Sem 0.0232, dir -0.9844, norm 0.1644, swav 0.0000 LR: 7.630e-02 Score 99.216 Data time: 0.0755, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9345 [2020-10-19 01:59:31,269][root][INFO] - ===> Epoch[3116](15579/5): Loss -0.8066, Sem 0.0210, dir -0.9854, norm 0.1578, swav 0.0000 LR: 7.629e-02 Score 99.290 Data time: 0.0944, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1510 [2020-10-19 01:59:33,342][root][INFO] - ===> Epoch[3116](15580/5): Loss -0.7996, Sem 0.0242, dir -0.9817, norm 0.1580, swav 0.0000 LR: 7.629e-02 Score 99.169 Data time: 0.0698, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9130 [2020-10-19 01:59:36,054][root][INFO] - ===> Epoch[3117](15581/5): Loss -0.7963, Sem 0.0228, dir -0.9835, norm 0.1644, swav 0.0000 LR: 7.629e-02 Score 99.231 Data time: 0.0451, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.6085 [2020-10-19 01:59:38,526][root][INFO] - ===> Epoch[3117](15582/5): Loss -0.8000, Sem 0.0213, dir -0.9836, norm 0.1624, swav 0.0000 LR: 7.629e-02 Score 99.302 Data time: 0.0974, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.3961 [2020-10-19 01:59:41,018][root][INFO] - ===> Epoch[3117](15583/5): Loss -0.8005, Sem 0.0221, dir -0.9832, norm 0.1607, swav 0.0000 LR: 7.629e-02 Score 99.264 Data time: 0.0688, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.3756 [2020-10-19 01:59:42,806][root][INFO] - ===> Epoch[3117](15584/5): Loss -0.8076, Sem 0.0269, dir -0.9839, norm 0.1494, swav 0.0000 LR: 7.629e-02 Score 99.121 Data time: 0.0624, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.6914 [2020-10-19 01:59:44,669][root][INFO] - ===> Epoch[3117](15585/5): Loss -0.7883, Sem 0.0225, dir -0.9813, norm 0.1705, swav 0.0000 LR: 7.629e-02 Score 99.232 Data time: 0.0843, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.7486 [2020-10-19 01:59:46,899][root][INFO] - ===> Epoch[3118](15586/5): Loss -0.7978, Sem 0.0208, dir -0.9840, norm 0.1655, swav 0.0000 LR: 7.628e-02 Score 99.304 Data time: 0.1289, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1165 [2020-10-19 01:59:49,114][root][INFO] - ===> Epoch[3118](15587/5): Loss -0.7923, Sem 0.0228, dir -0.9829, norm 0.1678, swav 0.0000 LR: 7.628e-02 Score 99.249 Data time: 0.0764, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1203 [2020-10-19 01:59:51,109][root][INFO] - ===> Epoch[3118](15588/5): Loss -0.8093, Sem 0.0208, dir -0.9839, norm 0.1538, swav 0.0000 LR: 7.628e-02 Score 99.296 Data time: 0.0929, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8844 [2020-10-19 01:59:53,707][root][INFO] - ===> Epoch[3118](15589/5): Loss -0.7898, Sem 0.0207, dir -0.9825, norm 0.1721, swav 0.0000 LR: 7.628e-02 Score 99.318 Data time: 0.0778, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.5155 [2020-10-19 01:59:55,781][root][INFO] - ===> Epoch[3118](15590/5): Loss -0.7942, Sem 0.0237, dir -0.9837, norm 0.1659, swav 0.0000 LR: 7.628e-02 Score 99.207 Data time: 0.0835, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9535 [2020-10-19 01:59:57,959][root][INFO] - ===> Epoch[3119](15591/5): Loss -0.8008, Sem 0.0230, dir -0.9823, norm 0.1586, swav 0.0000 LR: 7.628e-02 Score 99.230 Data time: 0.0856, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0651 [2020-10-19 02:00:00,723][root][INFO] - ===> Epoch[3119](15592/5): Loss -0.7588, Sem 0.0228, dir -0.9806, norm 0.1990, swav 0.0000 LR: 7.627e-02 Score 99.238 Data time: 0.0807, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.6559 [2020-10-19 02:00:03,154][root][INFO] - ===> Epoch[3119](15593/5): Loss -0.7927, Sem 0.0215, dir -0.9844, norm 0.1702, swav 0.0000 LR: 7.627e-02 Score 99.265 Data time: 0.0660, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.3135 [2020-10-19 02:00:05,520][root][INFO] - ===> Epoch[3119](15594/5): Loss -0.8086, Sem 0.0229, dir -0.9847, norm 0.1532, swav 0.0000 LR: 7.627e-02 Score 99.222 Data time: 0.0821, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.2828 [2020-10-19 02:00:07,762][root][INFO] - ===> Epoch[3119](15595/5): Loss -0.7663, Sem 0.0196, dir -0.9839, norm 0.1980, swav 0.0000 LR: 7.627e-02 Score 99.360 Data time: 0.0776, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1211 [2020-10-19 02:00:09,614][root][INFO] - ===> Epoch[3120](15596/5): Loss -0.7562, Sem 0.0232, dir -0.9812, norm 0.2017, swav 0.0000 LR: 7.627e-02 Score 99.214 Data time: 0.0692, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.7453 [2020-10-19 02:00:11,775][root][INFO] - ===> Epoch[3120](15597/5): Loss -0.7636, Sem 0.0220, dir -0.9830, norm 0.1974, swav 0.0000 LR: 7.627e-02 Score 99.258 Data time: 0.0944, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0776 [2020-10-19 02:00:14,466][root][INFO] - ===> Epoch[3120](15598/5): Loss -0.7911, Sem 0.0214, dir -0.9835, norm 0.1710, swav 0.0000 LR: 7.627e-02 Score 99.262 Data time: 0.0844, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.5697 [2020-10-19 02:00:17,220][root][INFO] - ===> Epoch[3120](15599/5): Loss -0.7777, Sem 0.0251, dir -0.9826, norm 0.1798, swav 0.0000 LR: 7.626e-02 Score 99.167 Data time: 0.0825, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.6464 [2020-10-19 02:00:18,961][root][INFO] - ===> Epoch[3120](15600/5): Loss -0.7732, Sem 0.0280, dir -0.9816, norm 0.1804, swav 0.0000 LR: 7.626e-02 Score 99.079 Data time: 0.0537, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.6379 [2020-10-19 02:00:20,123][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 02:00:20,301][root][INFO] - ===> Start testing [2020-10-19 02:00:59,061][root][INFO] - 68/68: Data time: 0.0021, Iter time: 0.1129 Loss 0.038 (AVG: 0.573) Score 98.654 (AVG: 90.003) mIOU 69.370 mAP 84.924 mAcc 77.322 IOU: 62.421 1.770 80.919 72.444 93.699 91.804 34.618 76.509 96.862 69.324 80.015 85.447 55.982 mAP: 81.624 31.049 93.212 86.924 98.827 98.194 55.177 94.813 99.759 86.734 93.999 94.806 88.895 mAcc: 79.231 17.958 84.349 80.096 95.612 95.901 38.104 93.117 97.605 75.493 91.062 96.159 60.505 [2020-10-19 02:00:59,063][root][INFO] - Finished test. Elapsed time: 38.7596 [2020-10-19 02:01:01,949][root][INFO] - [2020-10-19 02:01:01,949][root][INFO] - ################################################################ [2020-10-19 02:01:01,949][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 02:01:01,949][root][INFO] - ################################################################ [2020-10-19 02:01:01,949][root][INFO] - clutter : nan nan nan [2020-10-19 02:01:01,949][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 02:01:01,949][root][INFO] - board : 0.773 0.827 0.856 [2020-10-19 02:01:01,949][root][INFO] - bookcase : 0.227 0.351 0.484 [2020-10-19 02:01:01,949][root][INFO] - ceiling : 0.457 0.476 0.535 [2020-10-19 02:01:01,949][root][INFO] - chair : 0.796 0.882 0.901 [2020-10-19 02:01:01,949][root][INFO] - column : 0.220 0.324 0.407 [2020-10-19 02:01:01,949][root][INFO] - door : 0.706 0.859 0.920 [2020-10-19 02:01:01,949][root][INFO] - floor : 0.893 0.959 0.979 [2020-10-19 02:01:01,949][root][INFO] - sofa : 0.384 0.593 0.727 [2020-10-19 02:01:01,949][root][INFO] - table : 0.145 0.309 0.611 [2020-10-19 02:01:01,949][root][INFO] - wall : 0.511 0.710 0.804 [2020-10-19 02:01:01,949][root][INFO] - window : 0.481 0.698 0.756 [2020-10-19 02:01:01,949][root][INFO] - ---------------------------------------------------------------- [2020-10-19 02:01:01,949][root][INFO] - average : 0.466 0.582 0.665 [2020-10-19 02:01:01,949][root][INFO] - [2020-10-19 02:01:02,112][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 02:01:02,114][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-19 02:01:03,723][root][INFO] - ===> Epoch[3121](15601/5): Loss -0.7799, Sem 0.0206, dir -0.9842, norm 0.1838, swav 0.0000 LR: 7.626e-02 Score 99.324 Data time: 0.0583, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.6041 [2020-10-19 02:01:05,808][root][INFO] - ===> Epoch[3121](15602/5): Loss -0.7820, Sem 0.0236, dir -0.9814, norm 0.1758, swav 0.0000 LR: 7.626e-02 Score 99.211 Data time: 0.1122, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9861 [2020-10-19 02:01:07,919][root][INFO] - ===> Epoch[3121](15603/5): Loss -0.7837, Sem 0.0240, dir -0.9827, norm 0.1750, swav 0.0000 LR: 7.626e-02 Score 99.209 Data time: 0.0847, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9912 [2020-10-19 02:01:10,157][root][INFO] - ===> Epoch[3121](15604/5): Loss -0.7918, Sem 0.0237, dir -0.9824, norm 0.1669, swav 0.0000 LR: 7.626e-02 Score 99.208 Data time: 0.0677, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1225 [2020-10-19 02:01:12,119][root][INFO] - ===> Epoch[3121](15605/5): Loss -0.7999, Sem 0.0228, dir -0.9835, norm 0.1608, swav 0.0000 LR: 7.625e-02 Score 99.215 Data time: 0.0561, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8566 [2020-10-19 02:01:14,194][root][INFO] - ===> Epoch[3122](15606/5): Loss -0.7792, Sem 0.0250, dir -0.9818, norm 0.1777, swav 0.0000 LR: 7.625e-02 Score 99.177 Data time: 0.0609, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9810 [2020-10-19 02:01:16,465][root][INFO] - ===> Epoch[3122](15607/5): Loss -0.7831, Sem 0.0221, dir -0.9847, norm 0.1795, swav 0.0000 LR: 7.625e-02 Score 99.252 Data time: 0.0999, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1427 [2020-10-19 02:01:18,417][root][INFO] - ===> Epoch[3122](15608/5): Loss -0.7813, Sem 0.0266, dir -0.9832, norm 0.1753, swav 0.0000 LR: 7.625e-02 Score 99.161 Data time: 0.0746, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8065 [2020-10-19 02:01:20,686][root][INFO] - ===> Epoch[3122](15609/5): Loss -0.7969, Sem 0.0234, dir -0.9841, norm 0.1637, swav 0.0000 LR: 7.625e-02 Score 99.234 Data time: 0.0895, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1653 [2020-10-19 02:01:23,324][root][INFO] - ===> Epoch[3122](15610/5): Loss -0.7791, Sem 0.0229, dir -0.9836, norm 0.1817, swav 0.0000 LR: 7.625e-02 Score 99.232 Data time: 0.0844, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.5213 [2020-10-19 02:01:25,580][root][INFO] - ===> Epoch[3123](15611/5): Loss -0.7773, Sem 0.0225, dir -0.9823, norm 0.1824, swav 0.0000 LR: 7.625e-02 Score 99.249 Data time: 0.0998, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1289 [2020-10-19 02:01:27,695][root][INFO] - ===> Epoch[3123](15612/5): Loss -0.7735, Sem 0.0230, dir -0.9829, norm 0.1864, swav 0.0000 LR: 7.624e-02 Score 99.234 Data time: 0.1043, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0038 [2020-10-19 02:01:29,766][root][INFO] - ===> Epoch[3123](15613/5): Loss -0.8011, Sem 0.0227, dir -0.9832, norm 0.1594, swav 0.0000 LR: 7.624e-02 Score 99.238 Data time: 0.0577, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9657 [2020-10-19 02:01:31,768][root][INFO] - ===> Epoch[3123](15614/5): Loss -0.7655, Sem 0.0243, dir -0.9818, norm 0.1921, swav 0.0000 LR: 7.624e-02 Score 99.203 Data time: 0.0634, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9072 [2020-10-19 02:01:34,318][root][INFO] - ===> Epoch[3123](15615/5): Loss -0.8020, Sem 0.0218, dir -0.9824, norm 0.1586, swav 0.0000 LR: 7.624e-02 Score 99.266 Data time: 0.0705, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.4362 [2020-10-19 02:01:36,748][root][INFO] - ===> Epoch[3124](15616/5): Loss -0.7755, Sem 0.0267, dir -0.9815, norm 0.1792, swav 0.0000 LR: 7.624e-02 Score 99.137 Data time: 0.0776, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.3177 [2020-10-19 02:01:39,323][root][INFO] - ===> Epoch[3124](15617/5): Loss -0.7973, Sem 0.0227, dir -0.9846, norm 0.1646, swav 0.0000 LR: 7.624e-02 Score 99.241 Data time: 0.0794, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.4526 [2020-10-19 02:01:41,238][root][INFO] - ===> Epoch[3124](15618/5): Loss -0.7956, Sem 0.0221, dir -0.9841, norm 0.1663, swav 0.0000 LR: 7.623e-02 Score 99.252 Data time: 0.0863, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.7938 [2020-10-19 02:01:43,426][root][INFO] - ===> Epoch[3124](15619/5): Loss -0.7867, Sem 0.0190, dir -0.9819, norm 0.1762, swav 0.0000 LR: 7.623e-02 Score 99.356 Data time: 0.0825, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0584 [2020-10-19 02:01:45,615][root][INFO] - ===> Epoch[3124](15620/5): Loss -0.7991, Sem 0.0227, dir -0.9843, norm 0.1625, swav 0.0000 LR: 7.623e-02 Score 99.240 Data time: 0.0907, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0904 [2020-10-19 02:01:47,702][root][INFO] - ===> Epoch[3125](15621/5): Loss -0.8069, Sem 0.0214, dir -0.9839, norm 0.1556, swav 0.0000 LR: 7.623e-02 Score 99.268 Data time: 0.0729, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9995 [2020-10-19 02:01:50,143][root][INFO] - ===> Epoch[3125](15622/5): Loss -0.7769, Sem 0.0265, dir -0.9805, norm 0.1771, swav 0.0000 LR: 7.623e-02 Score 99.111 Data time: 0.0838, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.3452 [2020-10-19 02:01:52,738][root][INFO] - ===> Epoch[3125](15623/5): Loss -0.7899, Sem 0.0232, dir -0.9841, norm 0.1709, swav 0.0000 LR: 7.623e-02 Score 99.220 Data time: 0.0878, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.5098 [2020-10-19 02:01:55,169][root][INFO] - ===> Epoch[3125](15624/5): Loss -0.7940, Sem 0.0217, dir -0.9823, norm 0.1665, swav 0.0000 LR: 7.623e-02 Score 99.269 Data time: 0.0538, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.3478 [2020-10-19 02:01:57,155][root][INFO] - ===> Epoch[3125](15625/5): Loss -0.8173, Sem 0.0211, dir -0.9841, norm 0.1457, swav 0.0000 LR: 7.622e-02 Score 99.298 Data time: 0.0619, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9307 [2020-10-19 02:01:59,067][root][INFO] - ===> Epoch[3126](15626/5): Loss -0.7969, Sem 0.0239, dir -0.9846, norm 0.1638, swav 0.0000 LR: 7.622e-02 Score 99.210 Data time: 0.0780, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8139 [2020-10-19 02:02:01,124][root][INFO] - ===> Epoch[3126](15627/5): Loss -0.7850, Sem 0.0259, dir -0.9823, norm 0.1715, swav 0.0000 LR: 7.622e-02 Score 99.125 Data time: 0.0710, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9594 [2020-10-19 02:02:03,375][root][INFO] - ===> Epoch[3126](15628/5): Loss -0.8065, Sem 0.0214, dir -0.9838, norm 0.1559, swav 0.0000 LR: 7.622e-02 Score 99.290 Data time: 0.0644, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1820 [2020-10-19 02:02:06,061][root][INFO] - ===> Epoch[3126](15629/5): Loss -0.8124, Sem 0.0200, dir -0.9838, norm 0.1514, swav 0.0000 LR: 7.622e-02 Score 99.316 Data time: 0.2101, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.5834 [2020-10-19 02:02:08,508][root][INFO] - ===> Epoch[3126](15630/5): Loss -0.7975, Sem 0.0213, dir -0.9852, norm 0.1664, swav 0.0000 LR: 7.622e-02 Score 99.281 Data time: 0.0653, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.3211 [2020-10-19 02:02:10,729][root][INFO] - ===> Epoch[3127](15631/5): Loss -0.7832, Sem 0.0266, dir -0.9836, norm 0.1738, swav 0.0000 LR: 7.621e-02 Score 99.105 Data time: 0.0871, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1064 [2020-10-19 02:02:13,026][root][INFO] - ===> Epoch[3127](15632/5): Loss -0.7873, Sem 0.0240, dir -0.9831, norm 0.1718, swav 0.0000 LR: 7.621e-02 Score 99.225 Data time: 0.2228, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1610 [2020-10-19 02:02:15,155][root][INFO] - ===> Epoch[3127](15633/5): Loss -0.7973, Sem 0.0234, dir -0.9829, norm 0.1622, swav 0.0000 LR: 7.621e-02 Score 99.198 Data time: 0.0882, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0219 [2020-10-19 02:02:17,012][root][INFO] - ===> Epoch[3127](15634/5): Loss -0.8058, Sem 0.0232, dir -0.9850, norm 0.1560, swav 0.0000 LR: 7.621e-02 Score 99.216 Data time: 0.0499, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.7450 [2020-10-19 02:02:19,527][root][INFO] - ===> Epoch[3127](15635/5): Loss -0.7864, Sem 0.0236, dir -0.9827, norm 0.1727, swav 0.0000 LR: 7.621e-02 Score 99.221 Data time: 0.1007, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.4251 [2020-10-19 02:02:21,535][root][INFO] - ===> Epoch[3128](15636/5): Loss -0.7922, Sem 0.0223, dir -0.9837, norm 0.1691, swav 0.0000 LR: 7.621e-02 Score 99.262 Data time: 0.0611, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8938 [2020-10-19 02:02:23,531][root][INFO] - ===> Epoch[3128](15637/5): Loss -0.7744, Sem 0.0233, dir -0.9835, norm 0.1858, swav 0.0000 LR: 7.621e-02 Score 99.218 Data time: 0.0778, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9135 [2020-10-19 02:02:25,640][root][INFO] - ===> Epoch[3128](15638/5): Loss -0.8063, Sem 0.0207, dir -0.9829, norm 0.1560, swav 0.0000 LR: 7.620e-02 Score 99.303 Data time: 0.0803, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9976 [2020-10-19 02:02:28,013][root][INFO] - ===> Epoch[3128](15639/5): Loss -0.7734, Sem 0.0252, dir -0.9822, norm 0.1836, swav 0.0000 LR: 7.620e-02 Score 99.157 Data time: 0.0647, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.2524 [2020-10-19 02:02:30,453][root][INFO] - ===> Epoch[3128](15640/5): Loss -0.7855, Sem 0.0243, dir -0.9835, norm 0.1737, swav 0.0000 LR: 7.620e-02 Score 99.206 Data time: 0.0621, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.3265 [2020-10-19 02:02:32,521][root][INFO] - ===> Epoch[3129](15641/5): Loss -0.7779, Sem 0.0237, dir -0.9830, norm 0.1813, swav 0.0000 LR: 7.620e-02 Score 99.195 Data time: 0.0748, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9630 [2020-10-19 02:02:34,886][root][INFO] - ===> Epoch[3129](15642/5): Loss -0.7992, Sem 0.0222, dir -0.9834, norm 0.1619, swav 0.0000 LR: 7.620e-02 Score 99.261 Data time: 0.0769, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.2527 [2020-10-19 02:02:37,118][root][INFO] - ===> Epoch[3129](15643/5): Loss -0.7873, Sem 0.0227, dir -0.9832, norm 0.1732, swav 0.0000 LR: 7.620e-02 Score 99.226 Data time: 0.0800, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1202 [2020-10-19 02:02:39,365][root][INFO] - ===> Epoch[3129](15644/5): Loss -0.7906, Sem 0.0225, dir -0.9839, norm 0.1708, swav 0.0000 LR: 7.619e-02 Score 99.247 Data time: 0.0620, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1318 [2020-10-19 02:02:41,465][root][INFO] - ===> Epoch[3129](15645/5): Loss -0.7830, Sem 0.0242, dir -0.9830, norm 0.1758, swav 0.0000 LR: 7.619e-02 Score 99.210 Data time: 0.0638, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9716 [2020-10-19 02:02:44,138][root][INFO] - ===> Epoch[3130](15646/5): Loss -0.7957, Sem 0.0241, dir -0.9824, norm 0.1626, swav 0.0000 LR: 7.619e-02 Score 99.187 Data time: 0.0773, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.5787 [2020-10-19 02:02:46,147][root][INFO] - ===> Epoch[3130](15647/5): Loss -0.7931, Sem 0.0221, dir -0.9826, norm 0.1675, swav 0.0000 LR: 7.619e-02 Score 99.272 Data time: 0.0678, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9136 [2020-10-19 02:02:48,097][root][INFO] - ===> Epoch[3130](15648/5): Loss -0.7894, Sem 0.0253, dir -0.9811, norm 0.1664, swav 0.0000 LR: 7.619e-02 Score 99.152 Data time: 0.0870, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8381 [2020-10-19 02:02:50,351][root][INFO] - ===> Epoch[3130](15649/5): Loss -0.7901, Sem 0.0224, dir -0.9818, norm 0.1693, swav 0.0000 LR: 7.619e-02 Score 99.257 Data time: 0.0914, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1733 [2020-10-19 02:02:52,864][root][INFO] - ===> Epoch[3130](15650/5): Loss -0.7889, Sem 0.0228, dir -0.9828, norm 0.1712, swav 0.0000 LR: 7.619e-02 Score 99.252 Data time: 0.0653, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.3898 [2020-10-19 02:02:54,773][root][INFO] - ===> Epoch[3131](15651/5): Loss -0.7985, Sem 0.0224, dir -0.9841, norm 0.1632, swav 0.0000 LR: 7.618e-02 Score 99.221 Data time: 0.0694, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.7899 [2020-10-19 02:02:57,079][root][INFO] - ===> Epoch[3131](15652/5): Loss -0.8114, Sem 0.0197, dir -0.9853, norm 0.1543, swav 0.0000 LR: 7.618e-02 Score 99.336 Data time: 0.1038, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.2366 [2020-10-19 02:02:59,078][root][INFO] - ===> Epoch[3131](15653/5): Loss -0.7952, Sem 0.0223, dir -0.9835, norm 0.1661, swav 0.0000 LR: 7.618e-02 Score 99.242 Data time: 0.0826, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8789 [2020-10-19 02:03:01,458][root][INFO] - ===> Epoch[3131](15654/5): Loss -0.7897, Sem 0.0236, dir -0.9820, norm 0.1687, swav 0.0000 LR: 7.618e-02 Score 99.198 Data time: 0.0624, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.2960 [2020-10-19 02:03:03,722][root][INFO] - ===> Epoch[3131](15655/5): Loss -0.7869, Sem 0.0218, dir -0.9826, norm 0.1739, swav 0.0000 LR: 7.618e-02 Score 99.283 Data time: 0.0767, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1719 [2020-10-19 02:03:05,685][root][INFO] - ===> Epoch[3132](15656/5): Loss -0.7882, Sem 0.0242, dir -0.9820, norm 0.1695, swav 0.0000 LR: 7.618e-02 Score 99.191 Data time: 0.0562, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8408 [2020-10-19 02:03:07,954][root][INFO] - ===> Epoch[3132](15657/5): Loss -0.8016, Sem 0.0189, dir -0.9853, norm 0.1648, swav 0.0000 LR: 7.617e-02 Score 99.368 Data time: 0.0663, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1844 [2020-10-19 02:03:10,856][root][INFO] - ===> Epoch[3132](15658/5): Loss -0.8033, Sem 0.0243, dir -0.9838, norm 0.1562, swav 0.0000 LR: 7.617e-02 Score 99.187 Data time: 0.0955, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.7979 [2020-10-19 02:03:13,337][root][INFO] - ===> Epoch[3132](15659/5): Loss -0.8031, Sem 0.0223, dir -0.9826, norm 0.1572, swav 0.0000 LR: 7.617e-02 Score 99.243 Data time: 0.0621, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.3706 [2020-10-19 02:03:15,730][root][INFO] - ===> Epoch[3132](15660/5): Loss -0.7952, Sem 0.0242, dir -0.9824, norm 0.1630, swav 0.0000 LR: 7.617e-02 Score 99.207 Data time: 0.1113, Forward time: 0.7729, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.2884 [2020-10-19 02:03:17,803][root][INFO] - ===> Epoch[3133](15661/5): Loss -0.8119, Sem 0.0200, dir -0.9856, norm 0.1537, swav 0.0000 LR: 7.617e-02 Score 99.358 Data time: 0.0797, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9528 [2020-10-19 02:03:20,315][root][INFO] - ===> Epoch[3133](15662/5): Loss -0.8013, Sem 0.0214, dir -0.9829, norm 0.1602, swav 0.0000 LR: 7.617e-02 Score 99.274 Data time: 0.0691, Forward time: 0.7729, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.3991 [2020-10-19 02:03:22,385][root][INFO] - ===> Epoch[3133](15663/5): Loss -0.8081, Sem 0.0220, dir -0.9841, norm 0.1540, swav 0.0000 LR: 7.617e-02 Score 99.251 Data time: 0.1322, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9589 [2020-10-19 02:03:24,672][root][INFO] - ===> Epoch[3133](15664/5): Loss -0.8003, Sem 0.0211, dir -0.9826, norm 0.1611, swav 0.0000 LR: 7.616e-02 Score 99.295 Data time: 0.0937, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1953 [2020-10-19 02:03:26,683][root][INFO] - ===> Epoch[3133](15665/5): Loss -0.7893, Sem 0.0236, dir -0.9830, norm 0.1701, swav 0.0000 LR: 7.616e-02 Score 99.218 Data time: 0.0931, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8896 [2020-10-19 02:03:28,734][root][INFO] - ===> Epoch[3134](15666/5): Loss -0.7995, Sem 0.0226, dir -0.9836, norm 0.1615, swav 0.0000 LR: 7.616e-02 Score 99.233 Data time: 0.0939, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9368 [2020-10-19 02:03:30,778][root][INFO] - ===> Epoch[3134](15667/5): Loss -0.7929, Sem 0.0219, dir -0.9823, norm 0.1674, swav 0.0000 LR: 7.616e-02 Score 99.293 Data time: 0.0748, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9656 [2020-10-19 02:03:32,679][root][INFO] - ===> Epoch[3134](15668/5): Loss -0.7990, Sem 0.0246, dir -0.9814, norm 0.1579, swav 0.0000 LR: 7.616e-02 Score 99.161 Data time: 0.0756, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8063 [2020-10-19 02:03:35,525][root][INFO] - ===> Epoch[3134](15669/5): Loss -0.7846, Sem 0.0205, dir -0.9848, norm 0.1797, swav 0.0000 LR: 7.616e-02 Score 99.332 Data time: 0.1412, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.7385 [2020-10-19 02:03:37,746][root][INFO] - ===> Epoch[3134](15670/5): Loss -0.7954, Sem 0.0240, dir -0.9816, norm 0.1622, swav 0.0000 LR: 7.615e-02 Score 99.188 Data time: 0.0668, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1009 [2020-10-19 02:03:39,791][root][INFO] - ===> Epoch[3135](15671/5): Loss -0.8043, Sem 0.0222, dir -0.9834, norm 0.1569, swav 0.0000 LR: 7.615e-02 Score 99.268 Data time: 0.0747, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9363 [2020-10-19 02:03:42,256][root][INFO] - ===> Epoch[3135](15672/5): Loss -0.8176, Sem 0.0200, dir -0.9859, norm 0.1482, swav 0.0000 LR: 7.615e-02 Score 99.310 Data time: 0.0794, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.3635 [2020-10-19 02:03:44,656][root][INFO] - ===> Epoch[3135](15673/5): Loss -0.7963, Sem 0.0216, dir -0.9825, norm 0.1646, swav 0.0000 LR: 7.615e-02 Score 99.282 Data time: 0.0812, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.2814 [2020-10-19 02:03:47,190][root][INFO] - ===> Epoch[3135](15674/5): Loss -0.7914, Sem 0.0226, dir -0.9833, norm 0.1693, swav 0.0000 LR: 7.615e-02 Score 99.253 Data time: 0.0666, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.4345 [2020-10-19 02:03:49,733][root][INFO] - ===> Epoch[3135](15675/5): Loss -0.7972, Sem 0.0235, dir -0.9830, norm 0.1623, swav 0.0000 LR: 7.615e-02 Score 99.216 Data time: 0.0675, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.4465 [2020-10-19 02:03:51,980][root][INFO] - ===> Epoch[3136](15676/5): Loss -0.8052, Sem 0.0233, dir -0.9827, norm 0.1542, swav 0.0000 LR: 7.614e-02 Score 99.224 Data time: 0.0514, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1409 [2020-10-19 02:03:54,201][root][INFO] - ===> Epoch[3136](15677/5): Loss -0.8010, Sem 0.0197, dir -0.9849, norm 0.1642, swav 0.0000 LR: 7.614e-02 Score 99.332 Data time: 0.0868, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1250 [2020-10-19 02:03:56,204][root][INFO] - ===> Epoch[3136](15678/5): Loss -0.8001, Sem 0.0233, dir -0.9829, norm 0.1595, swav 0.0000 LR: 7.614e-02 Score 99.212 Data time: 0.0629, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8935 [2020-10-19 02:03:58,100][root][INFO] - ===> Epoch[3136](15679/5): Loss -0.7914, Sem 0.0238, dir -0.9833, norm 0.1682, swav 0.0000 LR: 7.614e-02 Score 99.213 Data time: 0.0676, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8404 [2020-10-19 02:04:00,180][root][INFO] - ===> Epoch[3136](15680/5): Loss -0.7903, Sem 0.0232, dir -0.9834, norm 0.1698, swav 0.0000 LR: 7.614e-02 Score 99.234 Data time: 0.0812, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9752 [2020-10-19 02:04:02,538][root][INFO] - ===> Epoch[3137](15681/5): Loss -0.8046, Sem 0.0240, dir -0.9845, norm 0.1558, swav 0.0000 LR: 7.614e-02 Score 99.194 Data time: 0.0620, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.2499 [2020-10-19 02:04:04,710][root][INFO] - ===> Epoch[3137](15682/5): Loss -0.7921, Sem 0.0214, dir -0.9820, norm 0.1685, swav 0.0000 LR: 7.614e-02 Score 99.295 Data time: 0.0920, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0978 [2020-10-19 02:04:06,831][root][INFO] - ===> Epoch[3137](15683/5): Loss -0.7997, Sem 0.0222, dir -0.9828, norm 0.1610, swav 0.0000 LR: 7.613e-02 Score 99.266 Data time: 0.0851, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0260 [2020-10-19 02:04:08,603][root][INFO] - ===> Epoch[3137](15684/5): Loss -0.7958, Sem 0.0223, dir -0.9827, norm 0.1646, swav 0.0000 LR: 7.613e-02 Score 99.265 Data time: 0.0660, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.6841 [2020-10-19 02:04:10,729][root][INFO] - ===> Epoch[3137](15685/5): Loss -0.8036, Sem 0.0198, dir -0.9836, norm 0.1602, swav 0.0000 LR: 7.613e-02 Score 99.337 Data time: 0.0836, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0464 [2020-10-19 02:04:12,860][root][INFO] - ===> Epoch[3138](15686/5): Loss -0.7731, Sem 0.0232, dir -0.9814, norm 0.1851, swav 0.0000 LR: 7.613e-02 Score 99.226 Data time: 0.0671, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0072 [2020-10-19 02:04:14,925][root][INFO] - ===> Epoch[3138](15687/5): Loss -0.7869, Sem 0.0223, dir -0.9835, norm 0.1743, swav 0.0000 LR: 7.613e-02 Score 99.239 Data time: 0.0686, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9815 [2020-10-19 02:04:17,170][root][INFO] - ===> Epoch[3138](15688/5): Loss -0.7813, Sem 0.0235, dir -0.9826, norm 0.1778, swav 0.0000 LR: 7.613e-02 Score 99.242 Data time: 0.0899, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1429 [2020-10-19 02:04:19,310][root][INFO] - ===> Epoch[3138](15689/5): Loss -0.7952, Sem 0.0208, dir -0.9840, norm 0.1680, swav 0.0000 LR: 7.612e-02 Score 99.294 Data time: 0.0906, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0167 [2020-10-19 02:04:22,093][root][INFO] - ===> Epoch[3138](15690/5): Loss -0.7690, Sem 0.0228, dir -0.9808, norm 0.1890, swav 0.0000 LR: 7.612e-02 Score 99.264 Data time: 0.0728, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.6750 [2020-10-19 02:04:24,385][root][INFO] - ===> Epoch[3139](15691/5): Loss -0.8028, Sem 0.0237, dir -0.9826, norm 0.1561, swav 0.0000 LR: 7.612e-02 Score 99.205 Data time: 0.0719, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1846 [2020-10-19 02:04:26,680][root][INFO] - ===> Epoch[3139](15692/5): Loss -0.7789, Sem 0.0220, dir -0.9832, norm 0.1823, swav 0.0000 LR: 7.612e-02 Score 99.290 Data time: 0.0703, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1994 [2020-10-19 02:04:28,847][root][INFO] - ===> Epoch[3139](15693/5): Loss -0.7797, Sem 0.0236, dir -0.9815, norm 0.1783, swav 0.0000 LR: 7.612e-02 Score 99.244 Data time: 0.1022, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0458 [2020-10-19 02:04:30,848][root][INFO] - ===> Epoch[3139](15694/5): Loss -0.7691, Sem 0.0230, dir -0.9813, norm 0.1892, swav 0.0000 LR: 7.612e-02 Score 99.228 Data time: 0.0769, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9049 [2020-10-19 02:04:32,784][root][INFO] - ===> Epoch[3139](15695/5): Loss -0.8114, Sem 0.0205, dir -0.9842, norm 0.1523, swav 0.0000 LR: 7.612e-02 Score 99.308 Data time: 0.0807, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8234 [2020-10-19 02:04:35,563][root][INFO] - ===> Epoch[3140](15696/5): Loss -0.7887, Sem 0.0251, dir -0.9823, norm 0.1686, swav 0.0000 LR: 7.611e-02 Score 99.159 Data time: 0.0620, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.6773 [2020-10-19 02:04:38,054][root][INFO] - ===> Epoch[3140](15697/5): Loss -0.7825, Sem 0.0232, dir -0.9833, norm 0.1776, swav 0.0000 LR: 7.611e-02 Score 99.227 Data time: 0.0775, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.3824 [2020-10-19 02:04:40,056][root][INFO] - ===> Epoch[3140](15698/5): Loss -0.7931, Sem 0.0214, dir -0.9838, norm 0.1693, swav 0.0000 LR: 7.611e-02 Score 99.273 Data time: 0.0695, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8951 [2020-10-19 02:04:42,484][root][INFO] - ===> Epoch[3140](15699/5): Loss -0.7897, Sem 0.0236, dir -0.9823, norm 0.1690, swav 0.0000 LR: 7.611e-02 Score 99.220 Data time: 0.0770, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.3068 [2020-10-19 02:04:44,330][root][INFO] - ===> Epoch[3140](15700/5): Loss -0.8028, Sem 0.0207, dir -0.9847, norm 0.1612, swav 0.0000 LR: 7.611e-02 Score 99.301 Data time: 0.0794, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.7145 [2020-10-19 02:04:45,333][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 02:04:47,409][root][INFO] - ===> Epoch[3141](15701/5): Loss -0.7907, Sem 0.0232, dir -0.9827, norm 0.1688, swav 0.0000 LR: 7.611e-02 Score 99.221 Data time: 0.1592, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8866 [2020-10-19 02:04:50,295][root][INFO] - ===> Epoch[3141](15702/5): Loss -0.7706, Sem 0.0229, dir -0.9821, norm 0.1885, swav 0.0000 LR: 7.610e-02 Score 99.231 Data time: 0.1027, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.7762 [2020-10-19 02:04:52,483][root][INFO] - ===> Epoch[3141](15703/5): Loss -0.7989, Sem 0.0235, dir -0.9829, norm 0.1605, swav 0.0000 LR: 7.610e-02 Score 99.212 Data time: 0.0693, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0679 [2020-10-19 02:04:54,752][root][INFO] - ===> Epoch[3141](15704/5): Loss -0.7918, Sem 0.0215, dir -0.9837, norm 0.1704, swav 0.0000 LR: 7.610e-02 Score 99.260 Data time: 0.0597, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1704 [2020-10-19 02:04:56,953][root][INFO] - ===> Epoch[3141](15705/5): Loss -0.8030, Sem 0.0210, dir -0.9848, norm 0.1608, swav 0.0000 LR: 7.610e-02 Score 99.294 Data time: 0.0923, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1214 [2020-10-19 02:04:59,112][root][INFO] - ===> Epoch[3142](15706/5): Loss -0.7752, Sem 0.0241, dir -0.9822, norm 0.1830, swav 0.0000 LR: 7.610e-02 Score 99.199 Data time: 0.1229, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0384 [2020-10-19 02:05:01,230][root][INFO] - ===> Epoch[3142](15707/5): Loss -0.8049, Sem 0.0216, dir -0.9841, norm 0.1576, swav 0.0000 LR: 7.610e-02 Score 99.286 Data time: 0.0814, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9933 [2020-10-19 02:05:03,179][root][INFO] - ===> Epoch[3142](15708/5): Loss -0.7811, Sem 0.0233, dir -0.9826, norm 0.1782, swav 0.0000 LR: 7.610e-02 Score 99.202 Data time: 0.0787, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8402 [2020-10-19 02:05:05,113][root][INFO] - ===> Epoch[3142](15709/5): Loss -0.7872, Sem 0.0260, dir -0.9828, norm 0.1697, swav 0.0000 LR: 7.609e-02 Score 99.177 Data time: 0.0758, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8325 [2020-10-19 02:05:07,375][root][INFO] - ===> Epoch[3142](15710/5): Loss -0.7814, Sem 0.0226, dir -0.9828, norm 0.1787, swav 0.0000 LR: 7.609e-02 Score 99.256 Data time: 0.0572, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1586 [2020-10-19 02:05:09,679][root][INFO] - ===> Epoch[3143](15711/5): Loss -0.7961, Sem 0.0202, dir -0.9843, norm 0.1680, swav 0.0000 LR: 7.609e-02 Score 99.320 Data time: 0.1139, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.2329 [2020-10-19 02:05:12,147][root][INFO] - ===> Epoch[3143](15712/5): Loss -0.7744, Sem 0.0252, dir -0.9813, norm 0.1818, swav 0.0000 LR: 7.609e-02 Score 99.162 Data time: 0.1067, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.3680 [2020-10-19 02:05:14,141][root][INFO] - ===> Epoch[3143](15713/5): Loss -0.7803, Sem 0.0274, dir -0.9839, norm 0.1762, swav 0.0000 LR: 7.609e-02 Score 99.147 Data time: 0.0588, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8579 [2020-10-19 02:05:16,351][root][INFO] - ===> Epoch[3143](15714/5): Loss -0.8020, Sem 0.0210, dir -0.9833, norm 0.1604, swav 0.0000 LR: 7.609e-02 Score 99.304 Data time: 0.0759, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1205 [2020-10-19 02:05:18,636][root][INFO] - ===> Epoch[3143](15715/5): Loss -0.7778, Sem 0.0231, dir -0.9832, norm 0.1823, swav 0.0000 LR: 7.608e-02 Score 99.249 Data time: 0.0645, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1794 [2020-10-19 02:05:20,753][root][INFO] - ===> Epoch[3144](15716/5): Loss -0.7751, Sem 0.0228, dir -0.9815, norm 0.1836, swav 0.0000 LR: 7.608e-02 Score 99.259 Data time: 0.0913, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0151 [2020-10-19 02:05:23,034][root][INFO] - ===> Epoch[3144](15717/5): Loss -0.7918, Sem 0.0263, dir -0.9832, norm 0.1650, swav 0.0000 LR: 7.608e-02 Score 99.109 Data time: 0.0683, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1876 [2020-10-19 02:05:25,122][root][INFO] - ===> Epoch[3144](15718/5): Loss -0.7876, Sem 0.0336, dir -0.9826, norm 0.1614, swav 0.0000 LR: 7.608e-02 Score 99.085 Data time: 0.0543, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9907 [2020-10-19 02:05:27,221][root][INFO] - ===> Epoch[3144](15719/5): Loss -0.7929, Sem 0.0243, dir -0.9822, norm 0.1650, swav 0.0000 LR: 7.608e-02 Score 99.177 Data time: 0.1393, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0178 [2020-10-19 02:05:29,571][root][INFO] - ===> Epoch[3144](15720/5): Loss -0.7874, Sem 0.0211, dir -0.9839, norm 0.1753, swav 0.0000 LR: 7.608e-02 Score 99.300 Data time: 0.1045, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.2464 [2020-10-19 02:05:31,631][root][INFO] - ===> Epoch[3145](15721/5): Loss -0.7968, Sem 0.0247, dir -0.9809, norm 0.1594, swav 0.0000 LR: 7.608e-02 Score 99.155 Data time: 0.0707, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9394 [2020-10-19 02:05:33,768][root][INFO] - ===> Epoch[3145](15722/5): Loss -0.8027, Sem 0.0243, dir -0.9834, norm 0.1563, swav 0.0000 LR: 7.607e-02 Score 99.212 Data time: 0.0594, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0417 [2020-10-19 02:05:36,488][root][INFO] - ===> Epoch[3145](15723/5): Loss -0.7896, Sem 0.0257, dir -0.9830, norm 0.1676, swav 0.0000 LR: 7.607e-02 Score 99.143 Data time: 0.0640, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.6407 [2020-10-19 02:05:38,408][root][INFO] - ===> Epoch[3145](15724/5): Loss -0.7922, Sem 0.0250, dir -0.9818, norm 0.1646, swav 0.0000 LR: 7.607e-02 Score 99.184 Data time: 0.0721, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8148 [2020-10-19 02:05:40,454][root][INFO] - ===> Epoch[3145](15725/5): Loss -0.7960, Sem 0.0254, dir -0.9844, norm 0.1630, swav 0.0000 LR: 7.607e-02 Score 99.150 Data time: 0.0866, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9408 [2020-10-19 02:05:42,691][root][INFO] - ===> Epoch[3146](15726/5): Loss -0.7916, Sem 0.0249, dir -0.9831, norm 0.1666, swav 0.0000 LR: 7.607e-02 Score 99.187 Data time: 0.1008, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1191 [2020-10-19 02:05:44,878][root][INFO] - ===> Epoch[3146](15727/5): Loss -0.7917, Sem 0.0245, dir -0.9843, norm 0.1680, swav 0.0000 LR: 7.607e-02 Score 99.209 Data time: 0.0966, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0941 [2020-10-19 02:05:47,132][root][INFO] - ===> Epoch[3146](15728/5): Loss -0.7979, Sem 0.0241, dir -0.9814, norm 0.1594, swav 0.0000 LR: 7.606e-02 Score 99.176 Data time: 0.0660, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1576 [2020-10-19 02:05:49,406][root][INFO] - ===> Epoch[3146](15729/5): Loss -0.8011, Sem 0.0249, dir -0.9820, norm 0.1560, swav 0.0000 LR: 7.606e-02 Score 99.161 Data time: 0.0988, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1825 [2020-10-19 02:05:51,483][root][INFO] - ===> Epoch[3146](15730/5): Loss -0.7951, Sem 0.0228, dir -0.9833, norm 0.1654, swav 0.0000 LR: 7.606e-02 Score 99.231 Data time: 0.1355, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9794 [2020-10-19 02:05:53,773][root][INFO] - ===> Epoch[3147](15731/5): Loss -0.7842, Sem 0.0317, dir -0.9825, norm 0.1667, swav 0.0000 LR: 7.606e-02 Score 99.023 Data time: 0.1013, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.1992 [2020-10-19 02:05:55,643][root][INFO] - ===> Epoch[3147](15732/5): Loss -0.7896, Sem 0.0222, dir -0.9834, norm 0.1716, swav 0.0000 LR: 7.606e-02 Score 99.246 Data time: 0.0711, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.7602 [2020-10-19 02:05:57,958][root][INFO] - ===> Epoch[3147](15733/5): Loss -0.7998, Sem 0.0239, dir -0.9835, norm 0.1598, swav 0.0000 LR: 7.606e-02 Score 99.250 Data time: 0.0645, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.2577 [2020-10-19 02:06:00,130][root][INFO] - ===> Epoch[3147](15734/5): Loss -0.7862, Sem 0.0284, dir -0.9817, norm 0.1672, swav 0.0000 LR: 7.606e-02 Score 99.061 Data time: 0.1320, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.0844 [2020-10-19 02:06:01,966][root][INFO] - ===> Epoch[3147](15735/5): Loss -0.7972, Sem 0.0268, dir -0.9817, norm 0.1577, swav 0.0000 LR: 7.605e-02 Score 99.114 Data time: 0.0731, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.7270 [2020-10-19 02:06:04,057][root][INFO] - ===> Epoch[3148](15736/5): Loss -0.7904, Sem 0.0274, dir -0.9826, norm 0.1648, swav 0.0000 LR: 7.605e-02 Score 99.098 Data time: 0.0705, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.0085 [2020-10-19 02:06:06,453][root][INFO] - ===> Epoch[3148](15737/5): Loss -0.7964, Sem 0.0237, dir -0.9834, norm 0.1632, swav 0.0000 LR: 7.605e-02 Score 99.192 Data time: 0.0630, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.2923 [2020-10-19 02:06:08,529][root][INFO] - ===> Epoch[3148](15738/5): Loss -0.7877, Sem 0.0250, dir -0.9826, norm 0.1699, swav 0.0000 LR: 7.605e-02 Score 99.185 Data time: 0.0748, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9790 [2020-10-19 02:06:10,565][root][INFO] - ===> Epoch[3148](15739/5): Loss -0.8051, Sem 0.0252, dir -0.9826, norm 0.1523, swav 0.0000 LR: 7.605e-02 Score 99.181 Data time: 0.0550, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9041 [2020-10-19 02:06:12,964][root][INFO] - ===> Epoch[3148](15740/5): Loss -0.7960, Sem 0.0233, dir -0.9832, norm 0.1639, swav 0.0000 LR: 7.605e-02 Score 99.232 Data time: 0.0973, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.3030 [2020-10-19 02:06:15,531][root][INFO] - ===> Epoch[3149](15741/5): Loss -0.7864, Sem 0.0261, dir -0.9810, norm 0.1684, swav 0.0000 LR: 7.604e-02 Score 99.151 Data time: 0.0806, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.4483 [2020-10-19 02:06:17,764][root][INFO] - ===> Epoch[3149](15742/5): Loss -0.7982, Sem 0.0233, dir -0.9820, norm 0.1606, swav 0.0000 LR: 7.604e-02 Score 99.222 Data time: 0.0666, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.1246 [2020-10-19 02:06:19,637][root][INFO] - ===> Epoch[3149](15743/5): Loss -0.8043, Sem 0.0230, dir -0.9837, norm 0.1564, swav 0.0000 LR: 7.604e-02 Score 99.223 Data time: 0.0965, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.7991 [2020-10-19 02:06:21,847][root][INFO] - ===> Epoch[3149](15744/5): Loss -0.7904, Sem 0.0234, dir -0.9824, norm 0.1685, swav 0.0000 LR: 7.604e-02 Score 99.217 Data time: 0.0912, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.0984 [2020-10-19 02:06:23,786][root][INFO] - ===> Epoch[3149](15745/5): Loss -0.8071, Sem 0.0242, dir -0.9840, norm 0.1528, swav 0.0000 LR: 7.604e-02 Score 99.204 Data time: 0.0716, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.8104 [2020-10-19 02:06:25,917][root][INFO] - ===> Epoch[3150](15746/5): Loss -0.7953, Sem 0.0251, dir -0.9829, norm 0.1625, swav 0.0000 LR: 7.604e-02 Score 99.160 Data time: 0.0806, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.0068 [2020-10-19 02:06:28,185][root][INFO] - ===> Epoch[3150](15747/5): Loss -0.7845, Sem 0.0260, dir -0.9824, norm 0.1719, swav 0.0000 LR: 7.604e-02 Score 99.131 Data time: 0.0681, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.1689 [2020-10-19 02:06:30,438][root][INFO] - ===> Epoch[3150](15748/5): Loss -0.7976, Sem 0.0230, dir -0.9833, norm 0.1627, swav 0.0000 LR: 7.603e-02 Score 99.251 Data time: 0.0697, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.1423 [2020-10-19 02:06:32,550][root][INFO] - ===> Epoch[3150](15749/5): Loss -0.7928, Sem 0.0243, dir -0.9831, norm 0.1660, swav 0.0000 LR: 7.603e-02 Score 99.187 Data time: 0.0768, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.0124 [2020-10-19 02:06:34,797][root][INFO] - ===> Epoch[3150](15750/5): Loss -0.7799, Sem 0.0305, dir -0.9828, norm 0.1724, swav 0.0000 LR: 7.603e-02 Score 99.013 Data time: 0.0989, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.1343 [2020-10-19 02:06:37,094][root][INFO] - ===> Epoch[3151](15751/5): Loss -0.8019, Sem 0.0232, dir -0.9835, norm 0.1584, swav 0.0000 LR: 7.603e-02 Score 99.209 Data time: 0.0652, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.1813 [2020-10-19 02:06:39,505][root][INFO] - ===> Epoch[3151](15752/5): Loss -0.7972, Sem 0.0245, dir -0.9830, norm 0.1613, swav 0.0000 LR: 7.603e-02 Score 99.182 Data time: 0.0722, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.3168 [2020-10-19 02:06:41,588][root][INFO] - ===> Epoch[3151](15753/5): Loss -0.7955, Sem 0.0260, dir -0.9814, norm 0.1600, swav 0.0000 LR: 7.603e-02 Score 99.117 Data time: 0.0948, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9753 [2020-10-19 02:06:43,906][root][INFO] - ===> Epoch[3151](15754/5): Loss -0.7961, Sem 0.0292, dir -0.9826, norm 0.1572, swav 0.0000 LR: 7.602e-02 Score 99.068 Data time: 0.0602, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.2199 [2020-10-19 02:06:46,295][root][INFO] - ===> Epoch[3151](15755/5): Loss -0.7977, Sem 0.0249, dir -0.9840, norm 0.1614, swav 0.0000 LR: 7.602e-02 Score 99.190 Data time: 0.0644, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.2931 [2020-10-19 02:06:48,350][root][INFO] - ===> Epoch[3152](15756/5): Loss -0.8012, Sem 0.0233, dir -0.9840, norm 0.1596, swav 0.0000 LR: 7.602e-02 Score 99.235 Data time: 0.0945, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9616 [2020-10-19 02:06:50,324][root][INFO] - ===> Epoch[3152](15757/5): Loss -0.8006, Sem 0.0324, dir -0.9833, norm 0.1502, swav 0.0000 LR: 7.602e-02 Score 99.087 Data time: 0.0542, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.8700 [2020-10-19 02:06:52,478][root][INFO] - ===> Epoch[3152](15758/5): Loss -0.7953, Sem 0.0258, dir -0.9822, norm 0.1611, swav 0.0000 LR: 7.602e-02 Score 99.186 Data time: 0.0784, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.0804 [2020-10-19 02:06:54,531][root][INFO] - ===> Epoch[3152](15759/5): Loss -0.7958, Sem 0.0234, dir -0.9826, norm 0.1634, swav 0.0000 LR: 7.602e-02 Score 99.227 Data time: 0.0795, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9479 [2020-10-19 02:06:56,810][root][INFO] - ===> Epoch[3152](15760/5): Loss -0.7748, Sem 0.0264, dir -0.9826, norm 0.1813, swav 0.0000 LR: 7.602e-02 Score 99.132 Data time: 0.0611, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.1676 [2020-10-19 02:06:59,137][root][INFO] - ===> Epoch[3153](15761/5): Loss -0.7959, Sem 0.0278, dir -0.9830, norm 0.1594, swav 0.0000 LR: 7.601e-02 Score 99.070 Data time: 0.1035, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.2259 [2020-10-19 02:07:01,111][root][INFO] - ===> Epoch[3153](15762/5): Loss -0.7870, Sem 0.0251, dir -0.9815, norm 0.1694, swav 0.0000 LR: 7.601e-02 Score 99.166 Data time: 0.0829, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.8600 [2020-10-19 02:07:03,506][root][INFO] - ===> Epoch[3153](15763/5): Loss -0.8024, Sem 0.0214, dir -0.9850, norm 0.1612, swav 0.0000 LR: 7.601e-02 Score 99.285 Data time: 0.0806, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.2731 [2020-10-19 02:07:05,932][root][INFO] - ===> Epoch[3153](15764/5): Loss -0.8014, Sem 0.0231, dir -0.9838, norm 0.1593, swav 0.0000 LR: 7.601e-02 Score 99.228 Data time: 0.0688, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.3228 [2020-10-19 02:07:08,005][root][INFO] - ===> Epoch[3153](15765/5): Loss -0.7845, Sem 0.0214, dir -0.9838, norm 0.1779, swav 0.0000 LR: 7.601e-02 Score 99.292 Data time: 0.0920, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9896 [2020-10-19 02:07:10,468][root][INFO] - ===> Epoch[3154](15766/5): Loss -0.8107, Sem 0.0199, dir -0.9844, norm 0.1538, swav 0.0000 LR: 7.601e-02 Score 99.327 Data time: 0.0826, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.3504 [2020-10-19 02:07:12,484][root][INFO] - ===> Epoch[3154](15767/5): Loss -0.7634, Sem 0.0239, dir -0.9815, norm 0.1942, swav 0.0000 LR: 7.600e-02 Score 99.224 Data time: 0.0820, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9422 [2020-10-19 02:07:14,573][root][INFO] - ===> Epoch[3154](15768/5): Loss -0.7899, Sem 0.0230, dir -0.9828, norm 0.1700, swav 0.0000 LR: 7.600e-02 Score 99.246 Data time: 0.0773, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9980 [2020-10-19 02:07:16,696][root][INFO] - ===> Epoch[3154](15769/5): Loss -0.7700, Sem 0.0258, dir -0.9812, norm 0.1854, swav 0.0000 LR: 7.600e-02 Score 99.127 Data time: 0.0610, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.0396 [2020-10-19 02:07:19,391][root][INFO] - ===> Epoch[3154](15770/5): Loss -0.7833, Sem 0.0218, dir -0.9831, norm 0.1780, swav 0.0000 LR: 7.600e-02 Score 99.260 Data time: 0.0661, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.6096 [2020-10-19 02:07:21,733][root][INFO] - ===> Epoch[3155](15771/5): Loss -0.7824, Sem 0.0214, dir -0.9844, norm 0.1806, swav 0.0000 LR: 7.600e-02 Score 99.286 Data time: 0.0496, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.2399 [2020-10-19 02:07:24,141][root][INFO] - ===> Epoch[3155](15772/5): Loss -0.7877, Sem 0.0235, dir -0.9827, norm 0.1715, swav 0.0000 LR: 7.600e-02 Score 99.217 Data time: 0.0597, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.3507 [2020-10-19 02:07:26,462][root][INFO] - ===> Epoch[3155](15773/5): Loss -0.7651, Sem 0.0262, dir -0.9821, norm 0.1908, swav 0.0000 LR: 7.599e-02 Score 99.114 Data time: 0.0677, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.2374 [2020-10-19 02:07:28,871][root][INFO] - ===> Epoch[3155](15774/5): Loss -0.7866, Sem 0.0237, dir -0.9831, norm 0.1728, swav 0.0000 LR: 7.599e-02 Score 99.222 Data time: 0.0836, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.3332 [2020-10-19 02:07:31,032][root][INFO] - ===> Epoch[3155](15775/5): Loss -0.7792, Sem 0.0226, dir -0.9829, norm 0.1811, swav 0.0000 LR: 7.599e-02 Score 99.246 Data time: 0.0730, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0519 [2020-10-19 02:07:33,266][root][INFO] - ===> Epoch[3156](15776/5): Loss -0.7943, Sem 0.0209, dir -0.9844, norm 0.1691, swav 0.0000 LR: 7.599e-02 Score 99.299 Data time: 0.2390, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1633 [2020-10-19 02:07:35,727][root][INFO] - ===> Epoch[3156](15777/5): Loss -0.7704, Sem 0.0214, dir -0.9814, norm 0.1896, swav 0.0000 LR: 7.599e-02 Score 99.293 Data time: 0.1000, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.3628 [2020-10-19 02:07:38,333][root][INFO] - ===> Epoch[3156](15778/5): Loss -0.7734, Sem 0.0241, dir -0.9832, norm 0.1857, swav 0.0000 LR: 7.599e-02 Score 99.217 Data time: 0.0670, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.4781 [2020-10-19 02:07:40,468][root][INFO] - ===> Epoch[3156](15779/5): Loss -0.7764, Sem 0.0220, dir -0.9824, norm 0.1840, swav 0.0000 LR: 7.599e-02 Score 99.264 Data time: 0.0610, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0386 [2020-10-19 02:07:42,486][root][INFO] - ===> Epoch[3156](15780/5): Loss -0.7821, Sem 0.0265, dir -0.9824, norm 0.1737, swav 0.0000 LR: 7.598e-02 Score 99.118 Data time: 0.1989, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9704 [2020-10-19 02:07:44,536][root][INFO] - ===> Epoch[3157](15781/5): Loss -0.7579, Sem 0.0271, dir -0.9817, norm 0.1968, swav 0.0000 LR: 7.598e-02 Score 99.117 Data time: 0.0919, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9483 [2020-10-19 02:07:46,928][root][INFO] - ===> Epoch[3157](15782/5): Loss -0.7832, Sem 0.0218, dir -0.9839, norm 0.1789, swav 0.0000 LR: 7.598e-02 Score 99.269 Data time: 0.1325, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.2833 [2020-10-19 02:07:49,374][root][INFO] - ===> Epoch[3157](15783/5): Loss -0.7632, Sem 0.0249, dir -0.9827, norm 0.1946, swav 0.0000 LR: 7.598e-02 Score 99.175 Data time: 0.1053, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.3544 [2020-10-19 02:07:51,492][root][INFO] - ===> Epoch[3157](15784/5): Loss -0.7885, Sem 0.0222, dir -0.9839, norm 0.1732, swav 0.0000 LR: 7.598e-02 Score 99.268 Data time: 0.0710, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9975 [2020-10-19 02:07:53,987][root][INFO] - ===> Epoch[3157](15785/5): Loss -0.7867, Sem 0.0251, dir -0.9829, norm 0.1711, swav 0.0000 LR: 7.598e-02 Score 99.179 Data time: 0.0612, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.4043 [2020-10-19 02:07:56,328][root][INFO] - ===> Epoch[3158](15786/5): Loss -0.7819, Sem 0.0263, dir -0.9804, norm 0.1723, swav 0.0000 LR: 7.597e-02 Score 99.154 Data time: 0.0632, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.2521 [2020-10-19 02:07:58,677][root][INFO] - ===> Epoch[3158](15787/5): Loss -0.7938, Sem 0.0231, dir -0.9833, norm 0.1664, swav 0.0000 LR: 7.597e-02 Score 99.221 Data time: 0.0502, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.2601 [2020-10-19 02:08:01,074][root][INFO] - ===> Epoch[3158](15788/5): Loss -0.7650, Sem 0.0264, dir -0.9819, norm 0.1905, swav 0.0000 LR: 7.597e-02 Score 99.112 Data time: 0.0623, Forward time: 0.7729, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.3489 [2020-10-19 02:08:03,236][root][INFO] - ===> Epoch[3158](15789/5): Loss -0.7948, Sem 0.0228, dir -0.9830, norm 0.1654, swav 0.0000 LR: 7.597e-02 Score 99.240 Data time: 0.0777, Forward time: 0.7729, Backward time: 1.1781, DDP time: 0.0030, Total iter time: 2.0407 [2020-10-19 02:08:05,244][root][INFO] - ===> Epoch[3158](15790/5): Loss -0.7817, Sem 0.0262, dir -0.9805, norm 0.1726, swav 0.0000 LR: 7.597e-02 Score 99.183 Data time: 0.0907, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9070 [2020-10-19 02:08:06,983][root][INFO] - ===> Epoch[3159](15791/5): Loss -0.7976, Sem 0.0276, dir -0.9814, norm 0.1562, swav 0.0000 LR: 7.597e-02 Score 99.104 Data time: 0.0788, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.6409 [2020-10-19 02:08:08,944][root][INFO] - ===> Epoch[3159](15792/5): Loss -0.7736, Sem 0.0257, dir -0.9798, norm 0.1804, swav 0.0000 LR: 7.597e-02 Score 99.156 Data time: 0.0801, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8685 [2020-10-19 02:08:11,072][root][INFO] - ===> Epoch[3159](15793/5): Loss -0.7864, Sem 0.0235, dir -0.9811, norm 0.1713, swav 0.0000 LR: 7.596e-02 Score 99.215 Data time: 0.0682, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0246 [2020-10-19 02:08:13,067][root][INFO] - ===> Epoch[3159](15794/5): Loss -0.7912, Sem 0.0234, dir -0.9827, norm 0.1682, swav 0.0000 LR: 7.596e-02 Score 99.210 Data time: 0.0641, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.8976 [2020-10-19 02:08:15,235][root][INFO] - ===> Epoch[3159](15795/5): Loss -0.7811, Sem 0.0263, dir -0.9814, norm 0.1740, swav 0.0000 LR: 7.596e-02 Score 99.109 Data time: 0.1167, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0759 [2020-10-19 02:08:17,168][root][INFO] - ===> Epoch[3160](15796/5): Loss -0.7997, Sem 0.0216, dir -0.9832, norm 0.1619, swav 0.0000 LR: 7.596e-02 Score 99.286 Data time: 0.0845, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.7984 [2020-10-19 02:08:19,204][root][INFO] - ===> Epoch[3160](15797/5): Loss -0.7741, Sem 0.0246, dir -0.9824, norm 0.1837, swav 0.0000 LR: 7.596e-02 Score 99.187 Data time: 0.0797, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9435 [2020-10-19 02:08:21,715][root][INFO] - ===> Epoch[3160](15798/5): Loss -0.7763, Sem 0.0238, dir -0.9810, norm 0.1809, swav 0.0000 LR: 7.596e-02 Score 99.204 Data time: 0.0714, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.4179 [2020-10-19 02:08:23,479][root][INFO] - ===> Epoch[3160](15799/5): Loss -0.7873, Sem 0.0272, dir -0.9836, norm 0.1691, swav 0.0000 LR: 7.595e-02 Score 99.125 Data time: 0.0744, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.6705 [2020-10-19 02:08:26,033][root][INFO] - ===> Epoch[3160](15800/5): Loss -0.7949, Sem 0.0210, dir -0.9847, norm 0.1688, swav 0.0000 LR: 7.595e-02 Score 99.304 Data time: 0.0949, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.4464 [2020-10-19 02:08:27,024][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 02:08:27,205][root][INFO] - ===> Start testing [2020-10-19 02:09:05,425][root][INFO] - 68/68: Data time: 0.0031, Iter time: 0.1974 Loss 1.061 (AVG: 0.551) Score 81.746 (AVG: 90.168) mIOU 69.330 mAP 84.217 mAcc 76.591 IOU: 62.397 0.369 80.028 74.100 93.008 92.028 39.515 79.299 95.062 61.758 80.972 86.341 56.419 mAP: 82.783 18.249 94.702 87.755 98.400 98.700 60.163 95.639 99.334 79.386 94.196 94.511 90.998 mAcc: 79.301 3.920 88.695 81.991 94.540 96.443 44.075 92.547 97.992 67.857 91.618 95.896 60.804 [2020-10-19 02:09:05,427][root][INFO] - Finished test. Elapsed time: 38.2187 [2020-10-19 02:09:08,264][root][INFO] - [2020-10-19 02:09:08,265][root][INFO] - ################################################################ [2020-10-19 02:09:08,265][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 02:09:08,265][root][INFO] - ################################################################ [2020-10-19 02:09:08,265][root][INFO] - clutter : nan nan nan [2020-10-19 02:09:08,265][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 02:09:08,265][root][INFO] - board : 0.720 0.819 0.878 [2020-10-19 02:09:08,265][root][INFO] - bookcase : 0.261 0.375 0.532 [2020-10-19 02:09:08,265][root][INFO] - ceiling : 0.532 0.562 0.667 [2020-10-19 02:09:08,265][root][INFO] - chair : 0.828 0.905 0.924 [2020-10-19 02:09:08,265][root][INFO] - column : 0.191 0.287 0.465 [2020-10-19 02:09:08,265][root][INFO] - door : 0.646 0.770 0.871 [2020-10-19 02:09:08,265][root][INFO] - floor : 0.866 0.874 0.907 [2020-10-19 02:09:08,265][root][INFO] - sofa : 0.361 0.636 0.636 [2020-10-19 02:09:08,265][root][INFO] - table : 0.129 0.296 0.629 [2020-10-19 02:09:08,265][root][INFO] - wall : 0.533 0.729 0.830 [2020-10-19 02:09:08,265][root][INFO] - window : 0.535 0.725 0.782 [2020-10-19 02:09:08,265][root][INFO] - ---------------------------------------------------------------- [2020-10-19 02:09:08,265][root][INFO] - average : 0.467 0.582 0.677 [2020-10-19 02:09:08,265][root][INFO] - [2020-10-19 02:09:08,431][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 02:09:08,432][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-19 02:09:10,031][root][INFO] - ===> Epoch[3161](15801/5): Loss -0.7852, Sem 0.0247, dir -0.9833, norm 0.1733, swav 0.0000 LR: 7.595e-02 Score 99.195 Data time: 0.0452, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.5940 [2020-10-19 02:09:12,147][root][INFO] - ===> Epoch[3161](15802/5): Loss -0.7922, Sem 0.0292, dir -0.9828, norm 0.1614, swav 0.0000 LR: 7.595e-02 Score 99.060 Data time: 0.0455, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.0418 [2020-10-19 02:09:14,221][root][INFO] - ===> Epoch[3161](15803/5): Loss -0.7885, Sem 0.0260, dir -0.9812, norm 0.1668, swav 0.0000 LR: 7.595e-02 Score 99.125 Data time: 0.0888, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.0319 [2020-10-19 02:09:16,971][root][INFO] - ===> Epoch[3161](15804/5): Loss -0.7713, Sem 0.0248, dir -0.9808, norm 0.1847, swav 0.0000 LR: 7.595e-02 Score 99.202 Data time: 0.1014, Forward time: 0.7730, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.6624 [2020-10-19 02:09:19,266][root][INFO] - ===> Epoch[3161](15805/5): Loss -0.7773, Sem 0.0271, dir -0.9807, norm 0.1764, swav 0.0000 LR: 7.595e-02 Score 99.126 Data time: 0.0641, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1760 [2020-10-19 02:09:21,296][root][INFO] - ===> Epoch[3162](15806/5): Loss -0.7993, Sem 0.0213, dir -0.9847, norm 0.1641, swav 0.0000 LR: 7.594e-02 Score 99.293 Data time: 0.0689, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 1.9365 [2020-10-19 02:09:23,430][root][INFO] - ===> Epoch[3162](15807/5): Loss -0.7901, Sem 0.0241, dir -0.9822, norm 0.1680, swav 0.0000 LR: 7.594e-02 Score 99.186 Data time: 0.0734, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.0423 [2020-10-19 02:09:25,454][root][INFO] - ===> Epoch[3162](15808/5): Loss -0.7811, Sem 0.0255, dir -0.9826, norm 0.1761, swav 0.0000 LR: 7.594e-02 Score 99.152 Data time: 0.0685, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9028 [2020-10-19 02:09:27,762][root][INFO] - ===> Epoch[3162](15809/5): Loss -0.7921, Sem 0.0226, dir -0.9845, norm 0.1698, swav 0.0000 LR: 7.594e-02 Score 99.250 Data time: 0.0728, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1790 [2020-10-19 02:09:29,783][root][INFO] - ===> Epoch[3162](15810/5): Loss -0.7948, Sem 0.0229, dir -0.9829, norm 0.1653, swav 0.0000 LR: 7.594e-02 Score 99.231 Data time: 0.0631, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.8907 [2020-10-19 02:09:31,997][root][INFO] - ===> Epoch[3163](15811/5): Loss -0.7875, Sem 0.0247, dir -0.9822, norm 0.1700, swav 0.0000 LR: 7.594e-02 Score 99.179 Data time: 0.0702, Forward time: 0.7729, Backward time: 1.1780, DDP time: 0.0030, Total iter time: 2.1175 [2020-10-19 02:09:33,951][root][INFO] - ===> Epoch[3163](15812/5): Loss -0.7932, Sem 0.0215, dir -0.9838, norm 0.1691, swav 0.0000 LR: 7.593e-02 Score 99.274 Data time: 0.0816, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.8444 [2020-10-19 02:09:36,322][root][INFO] - ===> Epoch[3163](15813/5): Loss -0.7931, Sem 0.0226, dir -0.9833, norm 0.1676, swav 0.0000 LR: 7.593e-02 Score 99.239 Data time: 0.0685, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.2468 [2020-10-19 02:09:38,286][root][INFO] - ===> Epoch[3163](15814/5): Loss -0.7840, Sem 0.0249, dir -0.9819, norm 0.1730, swav 0.0000 LR: 7.593e-02 Score 99.138 Data time: 0.0659, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.8723 [2020-10-19 02:09:40,492][root][INFO] - ===> Epoch[3163](15815/5): Loss -0.7976, Sem 0.0218, dir -0.9844, norm 0.1651, swav 0.0000 LR: 7.593e-02 Score 99.275 Data time: 0.0950, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.1364 [2020-10-19 02:09:42,284][root][INFO] - ===> Epoch[3164](15816/5): Loss -0.7890, Sem 0.0233, dir -0.9824, norm 0.1701, swav 0.0000 LR: 7.593e-02 Score 99.203 Data time: 0.0617, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.6633 [2020-10-19 02:09:44,717][root][INFO] - ===> Epoch[3164](15817/5): Loss -0.7739, Sem 0.0248, dir -0.9821, norm 0.1835, swav 0.0000 LR: 7.593e-02 Score 99.184 Data time: 0.0871, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.3308 [2020-10-19 02:09:46,730][root][INFO] - ===> Epoch[3164](15818/5): Loss -0.7807, Sem 0.0252, dir -0.9810, norm 0.1751, swav 0.0000 LR: 7.593e-02 Score 99.180 Data time: 0.1076, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.8925 [2020-10-19 02:09:49,082][root][INFO] - ===> Epoch[3164](15819/5): Loss -0.7972, Sem 0.0223, dir -0.9835, norm 0.1640, swav 0.0000 LR: 7.592e-02 Score 99.238 Data time: 0.0658, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.2540 [2020-10-19 02:09:51,396][root][INFO] - ===> Epoch[3164](15820/5): Loss -0.7779, Sem 0.0236, dir -0.9825, norm 0.1810, swav 0.0000 LR: 7.592e-02 Score 99.217 Data time: 0.0700, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.2118 [2020-10-19 02:09:53,120][root][INFO] - ===> Epoch[3165](15821/5): Loss -0.8065, Sem 0.0236, dir -0.9828, norm 0.1527, swav 0.0000 LR: 7.592e-02 Score 99.204 Data time: 0.0587, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.6070 [2020-10-19 02:09:55,031][root][INFO] - ===> Epoch[3165](15822/5): Loss -0.7783, Sem 0.0233, dir -0.9822, norm 0.1807, swav 0.0000 LR: 7.592e-02 Score 99.229 Data time: 0.1031, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.8206 [2020-10-19 02:09:57,031][root][INFO] - ===> Epoch[3165](15823/5): Loss -0.7955, Sem 0.0227, dir -0.9824, norm 0.1643, swav 0.0000 LR: 7.592e-02 Score 99.248 Data time: 0.0773, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.8987 [2020-10-19 02:09:59,504][root][INFO] - ===> Epoch[3165](15824/5): Loss -0.7883, Sem 0.0227, dir -0.9841, norm 0.1730, swav 0.0000 LR: 7.592e-02 Score 99.262 Data time: 0.1511, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.3604 [2020-10-19 02:10:01,655][root][INFO] - ===> Epoch[3165](15825/5): Loss -0.8075, Sem 0.0209, dir -0.9841, norm 0.1557, swav 0.0000 LR: 7.591e-02 Score 99.278 Data time: 0.3083, Forward time: 0.7729, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0364 [2020-10-19 02:10:03,795][root][INFO] - ===> Epoch[3166](15826/5): Loss -0.7763, Sem 0.0254, dir -0.9807, norm 0.1790, swav 0.0000 LR: 7.591e-02 Score 99.173 Data time: 0.1594, Forward time: 0.7729, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0359 [2020-10-19 02:10:06,562][root][INFO] - ===> Epoch[3166](15827/5): Loss -0.7761, Sem 0.0237, dir -0.9827, norm 0.1829, swav 0.0000 LR: 7.591e-02 Score 99.212 Data time: 0.1508, Forward time: 0.7729, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.6571 [2020-10-19 02:10:08,598][root][INFO] - ===> Epoch[3166](15828/5): Loss -0.8061, Sem 0.0226, dir -0.9823, norm 0.1536, swav 0.0000 LR: 7.591e-02 Score 99.254 Data time: 0.0897, Forward time: 0.7729, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9221 [2020-10-19 02:10:10,479][root][INFO] - ===> Epoch[3166](15829/5): Loss -0.7996, Sem 0.0245, dir -0.9835, norm 0.1594, swav 0.0000 LR: 7.591e-02 Score 99.172 Data time: 0.0655, Forward time: 0.7729, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.7613 [2020-10-19 02:10:12,461][root][INFO] - ===> Epoch[3166](15830/5): Loss -0.7853, Sem 0.0203, dir -0.9824, norm 0.1768, swav 0.0000 LR: 7.591e-02 Score 99.322 Data time: 0.1303, Forward time: 0.7730, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8986 [2020-10-19 02:10:14,357][root][INFO] - ===> Epoch[3167](15831/5): Loss -0.8049, Sem 0.0229, dir -0.9841, norm 0.1564, swav 0.0000 LR: 7.591e-02 Score 99.233 Data time: 0.1487, Forward time: 0.7729, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.7853 [2020-10-19 02:10:16,621][root][INFO] - ===> Epoch[3167](15832/5): Loss -0.7841, Sem 0.0246, dir -0.9816, norm 0.1729, swav 0.0000 LR: 7.590e-02 Score 99.192 Data time: 0.0890, Forward time: 0.7730, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1721 [2020-10-19 02:10:18,476][root][INFO] - ===> Epoch[3167](15833/5): Loss -0.8075, Sem 0.0216, dir -0.9840, norm 0.1549, swav 0.0000 LR: 7.590e-02 Score 99.265 Data time: 0.0641, Forward time: 0.7729, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.7281 [2020-10-19 02:10:20,611][root][INFO] - ===> Epoch[3167](15834/5): Loss -0.7898, Sem 0.0235, dir -0.9824, norm 0.1692, swav 0.0000 LR: 7.590e-02 Score 99.220 Data time: 0.0404, Forward time: 0.7729, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0506 [2020-10-19 02:10:22,796][root][INFO] - ===> Epoch[3167](15835/5): Loss -0.8088, Sem 0.0199, dir -0.9839, norm 0.1552, swav 0.0000 LR: 7.590e-02 Score 99.336 Data time: 0.0784, Forward time: 0.7729, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0909 [2020-10-19 02:10:24,909][root][INFO] - ===> Epoch[3168](15836/5): Loss -0.7948, Sem 0.0216, dir -0.9830, norm 0.1666, swav 0.0000 LR: 7.590e-02 Score 99.277 Data time: 0.0783, Forward time: 0.7729, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9991 [2020-10-19 02:10:27,015][root][INFO] - ===> Epoch[3168](15837/5): Loss -0.7838, Sem 0.0220, dir -0.9826, norm 0.1768, swav 0.0000 LR: 7.590e-02 Score 99.265 Data time: 0.2091, Forward time: 0.7729, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0032 [2020-10-19 02:10:29,263][root][INFO] - ===> Epoch[3168](15838/5): Loss -0.7914, Sem 0.0220, dir -0.9833, norm 0.1699, swav 0.0000 LR: 7.589e-02 Score 99.261 Data time: 0.0991, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1386 [2020-10-19 02:10:31,236][root][INFO] - ===> Epoch[3168](15839/5): Loss -0.7888, Sem 0.0230, dir -0.9837, norm 0.1719, swav 0.0000 LR: 7.589e-02 Score 99.239 Data time: 0.0832, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8408 [2020-10-19 02:10:33,331][root][INFO] - ===> Epoch[3168](15840/5): Loss -0.7764, Sem 0.0261, dir -0.9805, norm 0.1780, swav 0.0000 LR: 7.589e-02 Score 99.151 Data time: 0.0779, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9920 [2020-10-19 02:10:35,350][root][INFO] - ===> Epoch[3169](15841/5): Loss -0.7919, Sem 0.0243, dir -0.9811, norm 0.1649, swav 0.0000 LR: 7.589e-02 Score 99.196 Data time: 0.1209, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9185 [2020-10-19 02:10:37,566][root][INFO] - ===> Epoch[3169](15842/5): Loss -0.7771, Sem 0.0260, dir -0.9822, norm 0.1792, swav 0.0000 LR: 7.589e-02 Score 99.152 Data time: 0.0859, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1216 [2020-10-19 02:10:39,674][root][INFO] - ===> Epoch[3169](15843/5): Loss -0.8032, Sem 0.0222, dir -0.9832, norm 0.1578, swav 0.0000 LR: 7.589e-02 Score 99.251 Data time: 0.0863, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0006 [2020-10-19 02:10:42,257][root][INFO] - ===> Epoch[3169](15844/5): Loss -0.7784, Sem 0.0235, dir -0.9819, norm 0.1801, swav 0.0000 LR: 7.589e-02 Score 99.231 Data time: 0.0628, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4828 [2020-10-19 02:10:44,294][root][INFO] - ===> Epoch[3169](15845/5): Loss -0.8015, Sem 0.0226, dir -0.9828, norm 0.1588, swav 0.0000 LR: 7.588e-02 Score 99.237 Data time: 0.0842, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9628 [2020-10-19 02:10:46,588][root][INFO] - ===> Epoch[3170](15846/5): Loss -0.8020, Sem 0.0231, dir -0.9836, norm 0.1585, swav 0.0000 LR: 7.588e-02 Score 99.217 Data time: 0.0683, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1879 [2020-10-19 02:10:48,644][root][INFO] - ===> Epoch[3170](15847/5): Loss -0.7990, Sem 0.0213, dir -0.9837, norm 0.1634, swav 0.0000 LR: 7.588e-02 Score 99.267 Data time: 0.0655, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9872 [2020-10-19 02:10:51,178][root][INFO] - ===> Epoch[3170](15848/5): Loss -0.7827, Sem 0.0236, dir -0.9827, norm 0.1764, swav 0.0000 LR: 7.588e-02 Score 99.221 Data time: 0.0816, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4653 [2020-10-19 02:10:53,386][root][INFO] - ===> Epoch[3170](15849/5): Loss -0.8063, Sem 0.0213, dir -0.9836, norm 0.1560, swav 0.0000 LR: 7.588e-02 Score 99.288 Data time: 0.0917, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1038 [2020-10-19 02:10:55,253][root][INFO] - ===> Epoch[3170](15850/5): Loss -0.7916, Sem 0.0241, dir -0.9825, norm 0.1668, swav 0.0000 LR: 7.588e-02 Score 99.187 Data time: 0.0694, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7973 [2020-10-19 02:10:57,132][root][INFO] - ===> Epoch[3171](15851/5): Loss -0.7932, Sem 0.0242, dir -0.9810, norm 0.1636, swav 0.0000 LR: 7.587e-02 Score 99.189 Data time: 0.0823, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7598 [2020-10-19 02:10:59,261][root][INFO] - ===> Epoch[3171](15852/5): Loss -0.7963, Sem 0.0256, dir -0.9827, norm 0.1608, swav 0.0000 LR: 7.587e-02 Score 99.129 Data time: 0.0846, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0241 [2020-10-19 02:11:01,151][root][INFO] - ===> Epoch[3171](15853/5): Loss -0.8106, Sem 0.0221, dir -0.9836, norm 0.1509, swav 0.0000 LR: 7.587e-02 Score 99.257 Data time: 0.0645, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.7771 [2020-10-19 02:11:03,627][root][INFO] - ===> Epoch[3171](15854/5): Loss -0.7947, Sem 0.0238, dir -0.9833, norm 0.1648, swav 0.0000 LR: 7.587e-02 Score 99.188 Data time: 0.0642, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3928 [2020-10-19 02:11:06,298][root][INFO] - ===> Epoch[3171](15855/5): Loss -0.7776, Sem 0.0204, dir -0.9824, norm 0.1843, swav 0.0000 LR: 7.587e-02 Score 99.334 Data time: 0.0704, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.5736 [2020-10-19 02:11:08,470][root][INFO] - ===> Epoch[3172](15856/5): Loss -0.8076, Sem 0.0230, dir -0.9840, norm 0.1534, swav 0.0000 LR: 7.587e-02 Score 99.234 Data time: 0.0901, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0601 [2020-10-19 02:11:10,689][root][INFO] - ===> Epoch[3172](15857/5): Loss -0.7975, Sem 0.0212, dir -0.9845, norm 0.1658, swav 0.0000 LR: 7.587e-02 Score 99.286 Data time: 0.0916, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0965 [2020-10-19 02:11:12,878][root][INFO] - ===> Epoch[3172](15858/5): Loss -0.7956, Sem 0.0227, dir -0.9817, norm 0.1634, swav 0.0000 LR: 7.586e-02 Score 99.247 Data time: 0.0672, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0432 [2020-10-19 02:11:14,942][root][INFO] - ===> Epoch[3172](15859/5): Loss -0.7803, Sem 0.0266, dir -0.9828, norm 0.1759, swav 0.0000 LR: 7.586e-02 Score 99.157 Data time: 0.0573, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9698 [2020-10-19 02:11:17,067][root][INFO] - ===> Epoch[3172](15860/5): Loss -0.7983, Sem 0.0208, dir -0.9845, norm 0.1654, swav 0.0000 LR: 7.586e-02 Score 99.298 Data time: 0.0622, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0561 [2020-10-19 02:11:18,848][root][INFO] - ===> Epoch[3173](15861/5): Loss -0.7936, Sem 0.0239, dir -0.9844, norm 0.1668, swav 0.0000 LR: 7.586e-02 Score 99.191 Data time: 0.0763, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7176 [2020-10-19 02:11:21,316][root][INFO] - ===> Epoch[3173](15862/5): Loss -0.7920, Sem 0.0258, dir -0.9813, norm 0.1635, swav 0.0000 LR: 7.586e-02 Score 99.141 Data time: 0.0770, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3632 [2020-10-19 02:11:23,649][root][INFO] - ===> Epoch[3173](15863/5): Loss -0.7954, Sem 0.0224, dir -0.9821, norm 0.1644, swav 0.0000 LR: 7.586e-02 Score 99.241 Data time: 0.0646, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2254 [2020-10-19 02:11:26,086][root][INFO] - ===> Epoch[3173](15864/5): Loss -0.7899, Sem 0.0242, dir -0.9829, norm 0.1688, swav 0.0000 LR: 7.585e-02 Score 99.198 Data time: 0.0704, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3663 [2020-10-19 02:11:28,118][root][INFO] - ===> Epoch[3173](15865/5): Loss -0.7704, Sem 0.0387, dir -0.9833, norm 0.1742, swav 0.0000 LR: 7.585e-02 Score 99.067 Data time: 0.0600, Forward time: 0.7729, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9140 [2020-10-19 02:11:30,265][root][INFO] - ===> Epoch[3174](15866/5): Loss -0.7991, Sem 0.0246, dir -0.9828, norm 0.1591, swav 0.0000 LR: 7.585e-02 Score 99.171 Data time: 0.1451, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0781 [2020-10-19 02:11:32,617][root][INFO] - ===> Epoch[3174](15867/5): Loss -0.7846, Sem 0.0252, dir -0.9825, norm 0.1726, swav 0.0000 LR: 7.585e-02 Score 99.172 Data time: 0.1762, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2502 [2020-10-19 02:11:34,681][root][INFO] - ===> Epoch[3174](15868/5): Loss -0.7880, Sem 0.0228, dir -0.9846, norm 0.1738, swav 0.0000 LR: 7.585e-02 Score 99.244 Data time: 0.0974, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9464 [2020-10-19 02:11:36,485][root][INFO] - ===> Epoch[3174](15869/5): Loss -0.8065, Sem 0.0238, dir -0.9839, norm 0.1536, swav 0.0000 LR: 7.585e-02 Score 99.205 Data time: 0.0626, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.7061 [2020-10-19 02:11:38,846][root][INFO] - ===> Epoch[3174](15870/5): Loss -0.7858, Sem 0.0231, dir -0.9831, norm 0.1742, swav 0.0000 LR: 7.584e-02 Score 99.252 Data time: 0.0984, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2779 [2020-10-19 02:11:40,602][root][INFO] - ===> Epoch[3175](15871/5): Loss -0.7883, Sem 0.0298, dir -0.9823, norm 0.1642, swav 0.0000 LR: 7.584e-02 Score 99.027 Data time: 0.0528, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.6237 [2020-10-19 02:11:42,889][root][INFO] - ===> Epoch[3175](15872/5): Loss -0.7778, Sem 0.0232, dir -0.9833, norm 0.1822, swav 0.0000 LR: 7.584e-02 Score 99.287 Data time: 0.1685, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1842 [2020-10-19 02:11:45,024][root][INFO] - ===> Epoch[3175](15873/5): Loss -0.8011, Sem 0.0254, dir -0.9832, norm 0.1567, swav 0.0000 LR: 7.584e-02 Score 99.121 Data time: 0.1217, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0162 [2020-10-19 02:11:47,678][root][INFO] - ===> Epoch[3175](15874/5): Loss -0.7758, Sem 0.0249, dir -0.9817, norm 0.1811, swav 0.0000 LR: 7.584e-02 Score 99.198 Data time: 0.0860, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.5540 [2020-10-19 02:11:49,918][root][INFO] - ===> Epoch[3175](15875/5): Loss -0.7812, Sem 0.0328, dir -0.9819, norm 0.1679, swav 0.0000 LR: 7.584e-02 Score 99.021 Data time: 0.0722, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1292 [2020-10-19 02:11:52,182][root][INFO] - ===> Epoch[3176](15876/5): Loss -0.7951, Sem 0.0252, dir -0.9829, norm 0.1627, swav 0.0000 LR: 7.584e-02 Score 99.177 Data time: 0.0689, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1733 [2020-10-19 02:11:54,065][root][INFO] - ===> Epoch[3176](15877/5): Loss -0.7977, Sem 0.0238, dir -0.9839, norm 0.1624, swav 0.0000 LR: 7.583e-02 Score 99.192 Data time: 0.0705, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8001 [2020-10-19 02:11:56,150][root][INFO] - ===> Epoch[3176](15878/5): Loss -0.7791, Sem 0.0272, dir -0.9808, norm 0.1744, swav 0.0000 LR: 7.583e-02 Score 99.119 Data time: 0.0779, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9897 [2020-10-19 02:11:58,737][root][INFO] - ===> Epoch[3176](15879/5): Loss -0.7881, Sem 0.0229, dir -0.9844, norm 0.1734, swav 0.0000 LR: 7.583e-02 Score 99.256 Data time: 0.0952, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.4822 [2020-10-19 02:12:01,174][root][INFO] - ===> Epoch[3176](15880/5): Loss -0.7898, Sem 0.0261, dir -0.9824, norm 0.1665, swav 0.0000 LR: 7.583e-02 Score 99.132 Data time: 0.0545, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3312 [2020-10-19 02:12:03,568][root][INFO] - ===> Epoch[3177](15881/5): Loss -0.7743, Sem 0.0275, dir -0.9802, norm 0.1784, swav 0.0000 LR: 7.583e-02 Score 99.086 Data time: 0.0971, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3247 [2020-10-19 02:12:05,870][root][INFO] - ===> Epoch[3177](15882/5): Loss -0.7964, Sem 0.0233, dir -0.9839, norm 0.1642, swav 0.0000 LR: 7.583e-02 Score 99.225 Data time: 0.0607, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2086 [2020-10-19 02:12:08,092][root][INFO] - ===> Epoch[3177](15883/5): Loss -0.7931, Sem 0.0239, dir -0.9826, norm 0.1656, swav 0.0000 LR: 7.582e-02 Score 99.209 Data time: 0.0613, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1325 [2020-10-19 02:12:10,337][root][INFO] - ===> Epoch[3177](15884/5): Loss -0.7732, Sem 0.0256, dir -0.9808, norm 0.1819, swav 0.0000 LR: 7.582e-02 Score 99.158 Data time: 0.0564, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1546 [2020-10-19 02:12:12,426][root][INFO] - ===> Epoch[3177](15885/5): Loss -0.7931, Sem 0.0282, dir -0.9830, norm 0.1617, swav 0.0000 LR: 7.582e-02 Score 99.065 Data time: 0.0703, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0258 [2020-10-19 02:12:14,687][root][INFO] - ===> Epoch[3178](15886/5): Loss -0.7892, Sem 0.0242, dir -0.9831, norm 0.1697, swav 0.0000 LR: 7.582e-02 Score 99.198 Data time: 0.0894, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1600 [2020-10-19 02:12:17,023][root][INFO] - ===> Epoch[3178](15887/5): Loss -0.7995, Sem 0.0233, dir -0.9839, norm 0.1611, swav 0.0000 LR: 7.582e-02 Score 99.222 Data time: 0.0899, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2264 [2020-10-19 02:12:18,934][root][INFO] - ===> Epoch[3178](15888/5): Loss -0.7749, Sem 0.0251, dir -0.9812, norm 0.1812, swav 0.0000 LR: 7.582e-02 Score 99.149 Data time: 0.0762, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8093 [2020-10-19 02:12:21,512][root][INFO] - ===> Epoch[3178](15889/5): Loss -0.7860, Sem 0.0238, dir -0.9820, norm 0.1722, swav 0.0000 LR: 7.582e-02 Score 99.203 Data time: 0.0803, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4606 [2020-10-19 02:12:23,575][root][INFO] - ===> Epoch[3178](15890/5): Loss -0.7941, Sem 0.0236, dir -0.9826, norm 0.1650, swav 0.0000 LR: 7.581e-02 Score 99.212 Data time: 0.0726, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9815 [2020-10-19 02:12:25,581][root][INFO] - ===> Epoch[3179](15891/5): Loss -0.7942, Sem 0.0236, dir -0.9831, norm 0.1653, swav 0.0000 LR: 7.581e-02 Score 99.213 Data time: 0.0692, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9041 [2020-10-19 02:12:27,917][root][INFO] - ===> Epoch[3179](15892/5): Loss -0.7853, Sem 0.0244, dir -0.9834, norm 0.1737, swav 0.0000 LR: 7.581e-02 Score 99.195 Data time: 0.0727, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2561 [2020-10-19 02:12:29,752][root][INFO] - ===> Epoch[3179](15893/5): Loss -0.8171, Sem 0.0201, dir -0.9853, norm 0.1482, swav 0.0000 LR: 7.581e-02 Score 99.334 Data time: 0.0713, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7312 [2020-10-19 02:12:31,762][root][INFO] - ===> Epoch[3179](15894/5): Loss -0.7701, Sem 0.0275, dir -0.9802, norm 0.1827, swav 0.0000 LR: 7.581e-02 Score 99.071 Data time: 0.0663, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9238 [2020-10-19 02:12:34,296][root][INFO] - ===> Epoch[3179](15895/5): Loss -0.7944, Sem 0.0257, dir -0.9810, norm 0.1609, swav 0.0000 LR: 7.581e-02 Score 99.150 Data time: 0.0811, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4319 [2020-10-19 02:12:36,415][root][INFO] - ===> Epoch[3180](15896/5): Loss -0.7883, Sem 0.0228, dir -0.9825, norm 0.1713, swav 0.0000 LR: 7.580e-02 Score 99.246 Data time: 0.0755, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9811 [2020-10-19 02:12:38,694][root][INFO] - ===> Epoch[3180](15897/5): Loss -0.7904, Sem 0.0239, dir -0.9831, norm 0.1688, swav 0.0000 LR: 7.580e-02 Score 99.200 Data time: 0.0634, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1590 [2020-10-19 02:12:40,852][root][INFO] - ===> Epoch[3180](15898/5): Loss -0.7974, Sem 0.0254, dir -0.9829, norm 0.1601, swav 0.0000 LR: 7.580e-02 Score 99.159 Data time: 0.0937, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0742 [2020-10-19 02:12:43,339][root][INFO] - ===> Epoch[3180](15899/5): Loss -0.7947, Sem 0.0235, dir -0.9824, norm 0.1642, swav 0.0000 LR: 7.580e-02 Score 99.204 Data time: 0.0888, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3760 [2020-10-19 02:12:45,473][root][INFO] - ===> Epoch[3180](15900/5): Loss -0.7868, Sem 0.0252, dir -0.9827, norm 0.1708, swav 0.0000 LR: 7.580e-02 Score 99.155 Data time: 0.0925, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0449 [2020-10-19 02:12:46,434][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 02:12:48,374][root][INFO] - ===> Epoch[3181](15901/5): Loss -0.7993, Sem 0.0241, dir -0.9831, norm 0.1597, swav 0.0000 LR: 7.580e-02 Score 99.210 Data time: 0.0942, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.7670 [2020-10-19 02:12:50,396][root][INFO] - ===> Epoch[3181](15902/5): Loss -0.7883, Sem 0.0240, dir -0.9826, norm 0.1703, swav 0.0000 LR: 7.580e-02 Score 99.189 Data time: 0.1011, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9154 [2020-10-19 02:12:52,702][root][INFO] - ===> Epoch[3181](15903/5): Loss -0.7678, Sem 0.0250, dir -0.9815, norm 0.1887, swav 0.0000 LR: 7.579e-02 Score 99.172 Data time: 0.0642, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1964 [2020-10-19 02:12:54,706][root][INFO] - ===> Epoch[3181](15904/5): Loss -0.8013, Sem 0.0214, dir -0.9848, norm 0.1621, swav 0.0000 LR: 7.579e-02 Score 99.293 Data time: 0.0812, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8994 [2020-10-19 02:12:57,258][root][INFO] - ===> Epoch[3181](15905/5): Loss -0.7843, Sem 0.0231, dir -0.9839, norm 0.1764, swav 0.0000 LR: 7.579e-02 Score 99.225 Data time: 0.0777, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.4365 [2020-10-19 02:12:59,516][root][INFO] - ===> Epoch[3182](15906/5): Loss -0.7825, Sem 0.0261, dir -0.9818, norm 0.1731, swav 0.0000 LR: 7.579e-02 Score 99.125 Data time: 0.0723, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1469 [2020-10-19 02:13:01,688][root][INFO] - ===> Epoch[3182](15907/5): Loss -0.7949, Sem 0.0214, dir -0.9837, norm 0.1675, swav 0.0000 LR: 7.579e-02 Score 99.292 Data time: 0.1159, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0793 [2020-10-19 02:13:04,079][root][INFO] - ===> Epoch[3182](15908/5): Loss -0.7594, Sem 0.0236, dir -0.9814, norm 0.1984, swav 0.0000 LR: 7.579e-02 Score 99.232 Data time: 0.1023, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2836 [2020-10-19 02:13:06,371][root][INFO] - ===> Epoch[3182](15909/5): Loss -0.7870, Sem 0.0229, dir -0.9830, norm 0.1731, swav 0.0000 LR: 7.578e-02 Score 99.228 Data time: 0.0765, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1898 [2020-10-19 02:13:08,657][root][INFO] - ===> Epoch[3182](15910/5): Loss -0.7867, Sem 0.0248, dir -0.9813, norm 0.1699, swav 0.0000 LR: 7.578e-02 Score 99.170 Data time: 0.0613, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2064 [2020-10-19 02:13:11,543][root][INFO] - ===> Epoch[3183](15911/5): Loss -0.7760, Sem 0.0237, dir -0.9833, norm 0.1835, swav 0.0000 LR: 7.578e-02 Score 99.203 Data time: 0.0644, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.8045 [2020-10-19 02:13:13,668][root][INFO] - ===> Epoch[3183](15912/5): Loss -0.7812, Sem 0.0249, dir -0.9819, norm 0.1758, swav 0.0000 LR: 7.578e-02 Score 99.162 Data time: 0.0712, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0440 [2020-10-19 02:13:15,698][root][INFO] - ===> Epoch[3183](15913/5): Loss -0.7937, Sem 0.0203, dir -0.9840, norm 0.1701, swav 0.0000 LR: 7.578e-02 Score 99.324 Data time: 0.0764, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9250 [2020-10-19 02:13:17,802][root][INFO] - ===> Epoch[3183](15914/5): Loss -0.7964, Sem 0.0242, dir -0.9832, norm 0.1625, swav 0.0000 LR: 7.578e-02 Score 99.196 Data time: 0.0710, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0024 [2020-10-19 02:13:19,762][root][INFO] - ===> Epoch[3183](15915/5): Loss -0.7838, Sem 0.0265, dir -0.9824, norm 0.1721, swav 0.0000 LR: 7.578e-02 Score 99.118 Data time: 0.0854, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8600 [2020-10-19 02:13:22,210][root][INFO] - ===> Epoch[3184](15916/5): Loss -0.7781, Sem 0.0315, dir -0.9808, norm 0.1712, swav 0.0000 LR: 7.577e-02 Score 99.044 Data time: 0.0732, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3471 [2020-10-19 02:13:24,311][root][INFO] - ===> Epoch[3184](15917/5): Loss -0.7888, Sem 0.0251, dir -0.9828, norm 0.1688, swav 0.0000 LR: 7.577e-02 Score 99.200 Data time: 0.0727, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9846 [2020-10-19 02:13:26,350][root][INFO] - ===> Epoch[3184](15918/5): Loss -0.7860, Sem 0.0269, dir -0.9819, norm 0.1690, swav 0.0000 LR: 7.577e-02 Score 99.099 Data time: 0.0929, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9505 [2020-10-19 02:13:28,451][root][INFO] - ===> Epoch[3184](15919/5): Loss -0.7842, Sem 0.0243, dir -0.9819, norm 0.1734, swav 0.0000 LR: 7.577e-02 Score 99.181 Data time: 0.0795, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9844 [2020-10-19 02:13:30,669][root][INFO] - ===> Epoch[3184](15920/5): Loss -0.7878, Sem 0.0269, dir -0.9823, norm 0.1676, swav 0.0000 LR: 7.577e-02 Score 99.104 Data time: 0.0757, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0988 [2020-10-19 02:13:32,892][root][INFO] - ===> Epoch[3185](15921/5): Loss -0.7883, Sem 0.0268, dir -0.9827, norm 0.1676, swav 0.0000 LR: 7.577e-02 Score 99.117 Data time: 0.0647, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1150 [2020-10-19 02:13:34,683][root][INFO] - ===> Epoch[3185](15922/5): Loss -0.7898, Sem 0.0252, dir -0.9831, norm 0.1680, swav 0.0000 LR: 7.576e-02 Score 99.144 Data time: 0.0652, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.6607 [2020-10-19 02:13:36,827][root][INFO] - ===> Epoch[3185](15923/5): Loss -0.8006, Sem 0.0249, dir -0.9837, norm 0.1583, swav 0.0000 LR: 7.576e-02 Score 99.187 Data time: 0.1325, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0327 [2020-10-19 02:13:39,330][root][INFO] - ===> Epoch[3185](15924/5): Loss -0.7816, Sem 0.0283, dir -0.9821, norm 0.1722, swav 0.0000 LR: 7.576e-02 Score 99.089 Data time: 0.0911, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.4000 [2020-10-19 02:13:41,459][root][INFO] - ===> Epoch[3185](15925/5): Loss -0.7780, Sem 0.0236, dir -0.9807, norm 0.1791, swav 0.0000 LR: 7.576e-02 Score 99.224 Data time: 0.0799, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0003 [2020-10-19 02:13:43,479][root][INFO] - ===> Epoch[3186](15926/5): Loss -0.7897, Sem 0.0265, dir -0.9825, norm 0.1663, swav 0.0000 LR: 7.576e-02 Score 99.146 Data time: 0.0708, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8936 [2020-10-19 02:13:45,613][root][INFO] - ===> Epoch[3186](15927/5): Loss -0.7817, Sem 0.0259, dir -0.9825, norm 0.1749, swav 0.0000 LR: 7.576e-02 Score 99.130 Data time: 0.0699, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0090 [2020-10-19 02:13:47,501][root][INFO] - ===> Epoch[3186](15928/5): Loss -0.8095, Sem 0.0193, dir -0.9856, norm 0.1568, swav 0.0000 LR: 7.576e-02 Score 99.352 Data time: 0.0699, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.7767 [2020-10-19 02:13:49,506][root][INFO] - ===> Epoch[3186](15929/5): Loss -0.7604, Sem 0.0270, dir -0.9793, norm 0.1919, swav 0.0000 LR: 7.575e-02 Score 99.102 Data time: 0.0736, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9089 [2020-10-19 02:13:51,513][root][INFO] - ===> Epoch[3186](15930/5): Loss -0.7726, Sem 0.0296, dir -0.9817, norm 0.1795, swav 0.0000 LR: 7.575e-02 Score 99.083 Data time: 0.0613, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8785 [2020-10-19 02:13:53,527][root][INFO] - ===> Epoch[3187](15931/5): Loss -0.7852, Sem 0.0260, dir -0.9826, norm 0.1714, swav 0.0000 LR: 7.575e-02 Score 99.153 Data time: 0.0865, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9024 [2020-10-19 02:13:55,977][root][INFO] - ===> Epoch[3187](15932/5): Loss -0.7813, Sem 0.0237, dir -0.9832, norm 0.1782, swav 0.0000 LR: 7.575e-02 Score 99.225 Data time: 0.0669, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3320 [2020-10-19 02:13:58,463][root][INFO] - ===> Epoch[3187](15933/5): Loss -0.7715, Sem 0.0256, dir -0.9814, norm 0.1844, swav 0.0000 LR: 7.575e-02 Score 99.140 Data time: 0.0718, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3736 [2020-10-19 02:14:00,480][root][INFO] - ===> Epoch[3187](15934/5): Loss -0.7929, Sem 0.0222, dir -0.9830, norm 0.1678, swav 0.0000 LR: 7.575e-02 Score 99.254 Data time: 0.0883, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9093 [2020-10-19 02:14:02,960][root][INFO] - ===> Epoch[3187](15935/5): Loss -0.7832, Sem 0.0282, dir -0.9811, norm 0.1696, swav 0.0000 LR: 7.574e-02 Score 99.063 Data time: 0.0731, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3729 [2020-10-19 02:14:05,339][root][INFO] - ===> Epoch[3188](15936/5): Loss -0.7903, Sem 0.0248, dir -0.9827, norm 0.1676, swav 0.0000 LR: 7.574e-02 Score 99.169 Data time: 0.0625, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2713 [2020-10-19 02:14:07,856][root][INFO] - ===> Epoch[3188](15937/5): Loss -0.7722, Sem 0.0256, dir -0.9824, norm 0.1846, swav 0.0000 LR: 7.574e-02 Score 99.167 Data time: 0.0548, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.4174 [2020-10-19 02:14:10,369][root][INFO] - ===> Epoch[3188](15938/5): Loss -0.7828, Sem 0.0220, dir -0.9820, norm 0.1772, swav 0.0000 LR: 7.574e-02 Score 99.259 Data time: 0.0630, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.4499 [2020-10-19 02:14:12,428][root][INFO] - ===> Epoch[3188](15939/5): Loss -0.7936, Sem 0.0241, dir -0.9825, norm 0.1649, swav 0.0000 LR: 7.574e-02 Score 99.207 Data time: 0.0643, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9668 [2020-10-19 02:14:14,444][root][INFO] - ===> Epoch[3188](15940/5): Loss -0.7997, Sem 0.0224, dir -0.9829, norm 0.1608, swav 0.0000 LR: 7.574e-02 Score 99.233 Data time: 0.0583, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9174 [2020-10-19 02:14:16,969][root][INFO] - ===> Epoch[3189](15941/5): Loss -0.7808, Sem 0.0230, dir -0.9815, norm 0.1776, swav 0.0000 LR: 7.574e-02 Score 99.237 Data time: 0.0817, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4612 [2020-10-19 02:14:19,160][root][INFO] - ===> Epoch[3189](15942/5): Loss -0.7839, Sem 0.0268, dir -0.9816, norm 0.1708, swav 0.0000 LR: 7.573e-02 Score 99.111 Data time: 0.0780, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0739 [2020-10-19 02:14:21,333][root][INFO] - ===> Epoch[3189](15943/5): Loss -0.7906, Sem 0.0248, dir -0.9820, norm 0.1666, swav 0.0000 LR: 7.573e-02 Score 99.148 Data time: 0.0924, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0924 [2020-10-19 02:14:23,296][root][INFO] - ===> Epoch[3189](15944/5): Loss -0.7807, Sem 0.0225, dir -0.9830, norm 0.1797, swav 0.0000 LR: 7.573e-02 Score 99.258 Data time: 0.0676, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8510 [2020-10-19 02:14:25,769][root][INFO] - ===> Epoch[3189](15945/5): Loss -0.7780, Sem 0.0291, dir -0.9802, norm 0.1731, swav 0.0000 LR: 7.573e-02 Score 99.058 Data time: 0.0758, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4112 [2020-10-19 02:14:28,477][root][INFO] - ===> Epoch[3190](15946/5): Loss -0.7828, Sem 0.0258, dir -0.9822, norm 0.1736, swav 0.0000 LR: 7.573e-02 Score 99.178 Data time: 0.0919, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.6367 [2020-10-19 02:14:30,651][root][INFO] - ===> Epoch[3190](15947/5): Loss -0.8033, Sem 0.0251, dir -0.9839, norm 0.1555, swav 0.0000 LR: 7.573e-02 Score 99.167 Data time: 0.1164, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0439 [2020-10-19 02:14:32,698][root][INFO] - ===> Epoch[3190](15948/5): Loss -0.7859, Sem 0.0241, dir -0.9812, norm 0.1713, swav 0.0000 LR: 7.572e-02 Score 99.177 Data time: 0.1203, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9382 [2020-10-19 02:14:35,414][root][INFO] - ===> Epoch[3190](15949/5): Loss -0.7838, Sem 0.0240, dir -0.9805, norm 0.1727, swav 0.0000 LR: 7.572e-02 Score 99.211 Data time: 0.0886, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.6366 [2020-10-19 02:14:37,461][root][INFO] - ===> Epoch[3190](15950/5): Loss -0.7871, Sem 0.0272, dir -0.9820, norm 0.1677, swav 0.0000 LR: 7.572e-02 Score 99.088 Data time: 0.0591, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9566 [2020-10-19 02:14:39,706][root][INFO] - ===> Epoch[3191](15951/5): Loss -0.7683, Sem 0.0254, dir -0.9798, norm 0.1861, swav 0.0000 LR: 7.572e-02 Score 99.160 Data time: 0.0674, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1486 [2020-10-19 02:14:41,985][root][INFO] - ===> Epoch[3191](15952/5): Loss -0.7916, Sem 0.0294, dir -0.9831, norm 0.1621, swav 0.0000 LR: 7.572e-02 Score 99.096 Data time: 0.0450, Forward time: 0.7729, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1896 [2020-10-19 02:14:44,295][root][INFO] - ===> Epoch[3191](15953/5): Loss -0.7765, Sem 0.0257, dir -0.9799, norm 0.1778, swav 0.0000 LR: 7.572e-02 Score 99.145 Data time: 0.0983, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2185 [2020-10-19 02:14:47,114][root][INFO] - ===> Epoch[3191](15954/5): Loss -0.7624, Sem 0.0276, dir -0.9811, norm 0.1911, swav 0.0000 LR: 7.572e-02 Score 99.088 Data time: 0.0800, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.7013 [2020-10-19 02:14:49,326][root][INFO] - ===> Epoch[3191](15955/5): Loss -0.8052, Sem 0.0240, dir -0.9828, norm 0.1536, swav 0.0000 LR: 7.571e-02 Score 99.190 Data time: 0.0661, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1237 [2020-10-19 02:14:51,382][root][INFO] - ===> Epoch[3192](15956/5): Loss -0.7958, Sem 0.0254, dir -0.9823, norm 0.1612, swav 0.0000 LR: 7.571e-02 Score 99.153 Data time: 0.0757, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9619 [2020-10-19 02:14:53,500][root][INFO] - ===> Epoch[3192](15957/5): Loss -0.7773, Sem 0.0251, dir -0.9816, norm 0.1792, swav 0.0000 LR: 7.571e-02 Score 99.156 Data time: 0.0769, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9992 [2020-10-19 02:14:56,001][root][INFO] - ===> Epoch[3192](15958/5): Loss -0.7952, Sem 0.0243, dir -0.9824, norm 0.1628, swav 0.0000 LR: 7.571e-02 Score 99.187 Data time: 0.1121, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3889 [2020-10-19 02:14:58,474][root][INFO] - ===> Epoch[3192](15959/5): Loss -0.7909, Sem 0.0250, dir -0.9821, norm 0.1663, swav 0.0000 LR: 7.571e-02 Score 99.165 Data time: 0.1092, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3785 [2020-10-19 02:15:00,851][root][INFO] - ===> Epoch[3192](15960/5): Loss -0.7809, Sem 0.0260, dir -0.9837, norm 0.1768, swav 0.0000 LR: 7.571e-02 Score 99.178 Data time: 0.0886, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2539 [2020-10-19 02:15:02,778][root][INFO] - ===> Epoch[3193](15961/5): Loss -0.7911, Sem 0.0236, dir -0.9834, norm 0.1687, swav 0.0000 LR: 7.570e-02 Score 99.215 Data time: 0.0821, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8287 [2020-10-19 02:15:05,071][root][INFO] - ===> Epoch[3193](15962/5): Loss -0.7866, Sem 0.0267, dir -0.9805, norm 0.1671, swav 0.0000 LR: 7.570e-02 Score 99.107 Data time: 0.0698, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1978 [2020-10-19 02:15:07,435][root][INFO] - ===> Epoch[3193](15963/5): Loss -0.7938, Sem 0.0238, dir -0.9822, norm 0.1647, swav 0.0000 LR: 7.570e-02 Score 99.221 Data time: 0.0642, Forward time: 0.7730, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2844 [2020-10-19 02:15:09,158][root][INFO] - ===> Epoch[3193](15964/5): Loss -0.7837, Sem 0.0257, dir -0.9820, norm 0.1726, swav 0.0000 LR: 7.570e-02 Score 99.142 Data time: 0.0621, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.6322 [2020-10-19 02:15:11,298][root][INFO] - ===> Epoch[3193](15965/5): Loss -0.7914, Sem 0.0257, dir -0.9823, norm 0.1652, swav 0.0000 LR: 7.570e-02 Score 99.125 Data time: 0.0842, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0782 [2020-10-19 02:15:13,774][root][INFO] - ===> Epoch[3194](15966/5): Loss -0.7673, Sem 0.0287, dir -0.9821, norm 0.1861, swav 0.0000 LR: 7.570e-02 Score 99.105 Data time: 0.0747, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3648 [2020-10-19 02:15:15,849][root][INFO] - ===> Epoch[3194](15967/5): Loss -0.8065, Sem 0.0226, dir -0.9838, norm 0.1546, swav 0.0000 LR: 7.569e-02 Score 99.234 Data time: 0.0643, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9714 [2020-10-19 02:15:18,080][root][INFO] - ===> Epoch[3194](15968/5): Loss -0.7970, Sem 0.0240, dir -0.9829, norm 0.1619, swav 0.0000 LR: 7.569e-02 Score 99.204 Data time: 0.0992, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1400 [2020-10-19 02:15:19,845][root][INFO] - ===> Epoch[3194](15969/5): Loss -0.7976, Sem 0.0256, dir -0.9826, norm 0.1594, swav 0.0000 LR: 7.569e-02 Score 99.136 Data time: 0.0606, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.6476 [2020-10-19 02:15:22,210][root][INFO] - ===> Epoch[3194](15970/5): Loss -0.7982, Sem 0.0229, dir -0.9832, norm 0.1620, swav 0.0000 LR: 7.569e-02 Score 99.237 Data time: 0.1223, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2886 [2020-10-19 02:15:24,419][root][INFO] - ===> Epoch[3195](15971/5): Loss -0.7774, Sem 0.0252, dir -0.9816, norm 0.1790, swav 0.0000 LR: 7.569e-02 Score 99.141 Data time: 0.0809, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0872 [2020-10-19 02:15:26,355][root][INFO] - ===> Epoch[3195](15972/5): Loss -0.8117, Sem 0.0239, dir -0.9840, norm 0.1483, swav 0.0000 LR: 7.569e-02 Score 99.182 Data time: 0.0646, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8536 [2020-10-19 02:15:28,901][root][INFO] - ===> Epoch[3195](15973/5): Loss -0.7786, Sem 0.0241, dir -0.9817, norm 0.1790, swav 0.0000 LR: 7.569e-02 Score 99.221 Data time: 0.1004, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4713 [2020-10-19 02:15:30,872][root][INFO] - ===> Epoch[3195](15974/5): Loss -0.7957, Sem 0.0250, dir -0.9827, norm 0.1620, swav 0.0000 LR: 7.568e-02 Score 99.144 Data time: 0.0644, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8391 [2020-10-19 02:15:32,696][root][INFO] - ===> Epoch[3195](15975/5): Loss -0.7986, Sem 0.0243, dir -0.9833, norm 0.1604, swav 0.0000 LR: 7.568e-02 Score 99.193 Data time: 0.0745, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7311 [2020-10-19 02:15:34,659][root][INFO] - ===> Epoch[3196](15976/5): Loss -0.7919, Sem 0.0238, dir -0.9825, norm 0.1667, swav 0.0000 LR: 7.568e-02 Score 99.183 Data time: 0.0790, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8541 [2020-10-19 02:15:37,246][root][INFO] - ===> Epoch[3196](15977/5): Loss -0.7945, Sem 0.0204, dir -0.9828, norm 0.1679, swav 0.0000 LR: 7.568e-02 Score 99.316 Data time: 0.0870, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4818 [2020-10-19 02:15:39,531][root][INFO] - ===> Epoch[3196](15978/5): Loss -0.7871, Sem 0.0233, dir -0.9826, norm 0.1722, swav 0.0000 LR: 7.568e-02 Score 99.219 Data time: 0.1884, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1653 [2020-10-19 02:15:41,910][root][INFO] - ===> Epoch[3196](15979/5): Loss -0.7974, Sem 0.0215, dir -0.9843, norm 0.1654, swav 0.0000 LR: 7.568e-02 Score 99.286 Data time: 0.1030, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2666 [2020-10-19 02:15:43,646][root][INFO] - ===> Epoch[3196](15980/5): Loss -0.7929, Sem 0.0255, dir -0.9811, norm 0.1627, swav 0.0000 LR: 7.567e-02 Score 99.115 Data time: 0.0731, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.6162 [2020-10-19 02:15:46,192][root][INFO] - ===> Epoch[3197](15981/5): Loss -0.7907, Sem 0.0253, dir -0.9814, norm 0.1654, swav 0.0000 LR: 7.567e-02 Score 99.159 Data time: 0.0558, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4433 [2020-10-19 02:15:48,086][root][INFO] - ===> Epoch[3197](15982/5): Loss -0.8032, Sem 0.0239, dir -0.9835, norm 0.1564, swav 0.0000 LR: 7.567e-02 Score 99.218 Data time: 0.0709, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8194 [2020-10-19 02:15:50,607][root][INFO] - ===> Epoch[3197](15983/5): Loss -0.7836, Sem 0.0238, dir -0.9827, norm 0.1753, swav 0.0000 LR: 7.567e-02 Score 99.223 Data time: 0.0784, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4199 [2020-10-19 02:15:53,052][root][INFO] - ===> Epoch[3197](15984/5): Loss -0.8102, Sem 0.0228, dir -0.9842, norm 0.1512, swav 0.0000 LR: 7.567e-02 Score 99.237 Data time: 0.1128, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3199 [2020-10-19 02:15:55,098][root][INFO] - ===> Epoch[3197](15985/5): Loss -0.8044, Sem 0.0228, dir -0.9816, norm 0.1544, swav 0.0000 LR: 7.567e-02 Score 99.245 Data time: 0.0954, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9276 [2020-10-19 02:15:57,026][root][INFO] - ===> Epoch[3198](15986/5): Loss -0.7863, Sem 0.0267, dir -0.9812, norm 0.1683, swav 0.0000 LR: 7.567e-02 Score 99.125 Data time: 0.0704, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8376 [2020-10-19 02:15:59,176][root][INFO] - ===> Epoch[3198](15987/5): Loss -0.7773, Sem 0.0226, dir -0.9837, norm 0.1838, swav 0.0000 LR: 7.566e-02 Score 99.283 Data time: 0.0842, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0545 [2020-10-19 02:16:01,311][root][INFO] - ===> Epoch[3198](15988/5): Loss -0.7991, Sem 0.0276, dir -0.9822, norm 0.1555, swav 0.0000 LR: 7.566e-02 Score 99.090 Data time: 0.0607, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0238 [2020-10-19 02:16:03,278][root][INFO] - ===> Epoch[3198](15989/5): Loss -0.8126, Sem 0.0228, dir -0.9834, norm 0.1480, swav 0.0000 LR: 7.566e-02 Score 99.240 Data time: 0.0674, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8734 [2020-10-19 02:16:05,319][root][INFO] - ===> Epoch[3198](15990/5): Loss -0.8015, Sem 0.0229, dir -0.9818, norm 0.1573, swav 0.0000 LR: 7.566e-02 Score 99.237 Data time: 0.0555, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9361 [2020-10-19 02:16:07,400][root][INFO] - ===> Epoch[3199](15991/5): Loss -0.7945, Sem 0.0254, dir -0.9827, norm 0.1629, swav 0.0000 LR: 7.566e-02 Score 99.171 Data time: 0.0818, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9913 [2020-10-19 02:16:09,699][root][INFO] - ===> Epoch[3199](15992/5): Loss -0.8045, Sem 0.0217, dir -0.9837, norm 0.1575, swav 0.0000 LR: 7.566e-02 Score 99.280 Data time: 0.1241, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1937 [2020-10-19 02:16:12,233][root][INFO] - ===> Epoch[3199](15993/5): Loss -0.8043, Sem 0.0227, dir -0.9827, norm 0.1556, swav 0.0000 LR: 7.565e-02 Score 99.240 Data time: 0.0781, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.4526 [2020-10-19 02:16:14,165][root][INFO] - ===> Epoch[3199](15994/5): Loss -0.7966, Sem 0.0218, dir -0.9836, norm 0.1652, swav 0.0000 LR: 7.565e-02 Score 99.267 Data time: 0.0863, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8551 [2020-10-19 02:16:16,417][root][INFO] - ===> Epoch[3199](15995/5): Loss -0.7991, Sem 0.0229, dir -0.9835, norm 0.1616, swav 0.0000 LR: 7.565e-02 Score 99.229 Data time: 0.1179, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1413 [2020-10-19 02:16:18,630][root][INFO] - ===> Epoch[3200](15996/5): Loss -0.7973, Sem 0.0220, dir -0.9830, norm 0.1638, swav 0.0000 LR: 7.565e-02 Score 99.282 Data time: 0.0645, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1143 [2020-10-19 02:16:21,073][root][INFO] - ===> Epoch[3200](15997/5): Loss -0.8043, Sem 0.0215, dir -0.9833, norm 0.1575, swav 0.0000 LR: 7.565e-02 Score 99.278 Data time: 0.0369, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3624 [2020-10-19 02:16:23,572][root][INFO] - ===> Epoch[3200](15998/5): Loss -0.7975, Sem 0.0232, dir -0.9848, norm 0.1641, swav 0.0000 LR: 7.565e-02 Score 99.246 Data time: 0.1399, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.4514 [2020-10-19 02:16:26,188][root][INFO] - ===> Epoch[3200](15999/5): Loss -0.8110, Sem 0.0222, dir -0.9838, norm 0.1507, swav 0.0000 LR: 7.565e-02 Score 99.276 Data time: 0.0852, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.5043 [2020-10-19 02:16:28,150][root][INFO] - ===> Epoch[3200](16000/5): Loss -0.8061, Sem 0.0202, dir -0.9847, norm 0.1584, swav 0.0000 LR: 7.564e-02 Score 99.312 Data time: 0.0773, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8482 [2020-10-19 02:16:29,101][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 02:16:29,259][root][INFO] - ===> Start testing [2020-10-19 02:17:07,813][root][INFO] - 68/68: Data time: 0.0022, Iter time: 0.1149 Loss 0.388 (AVG: 0.551) Score 93.559 (AVG: 90.040) mIOU 70.055 mAP 84.385 mAcc 76.920 IOU: 61.251 0.094 81.243 73.595 92.662 92.710 32.547 79.360 96.137 76.633 81.491 85.888 57.103 mAP: 81.913 10.731 96.965 87.339 98.832 98.798 54.736 96.414 99.452 91.653 93.290 95.131 91.748 mAcc: 78.144 1.003 87.178 82.915 94.869 98.000 34.938 89.077 98.150 88.753 89.479 96.051 61.410 [2020-10-19 02:17:07,814][root][INFO] - Finished test. Elapsed time: 38.5530 [2020-10-19 02:17:10,613][root][INFO] - [2020-10-19 02:17:10,613][root][INFO] - ################################################################ [2020-10-19 02:17:10,613][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 02:17:10,613][root][INFO] - ################################################################ [2020-10-19 02:17:10,613][root][INFO] - clutter : nan nan nan [2020-10-19 02:17:10,613][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 02:17:10,613][root][INFO] - board : 0.770 0.847 0.946 [2020-10-19 02:17:10,613][root][INFO] - bookcase : 0.187 0.302 0.480 [2020-10-19 02:17:10,613][root][INFO] - ceiling : 0.465 0.530 0.572 [2020-10-19 02:17:10,613][root][INFO] - chair : 0.833 0.917 0.930 [2020-10-19 02:17:10,613][root][INFO] - column : 0.174 0.258 0.348 [2020-10-19 02:17:10,613][root][INFO] - door : 0.563 0.753 0.817 [2020-10-19 02:17:10,614][root][INFO] - floor : 0.849 0.856 0.903 [2020-10-19 02:17:10,614][root][INFO] - sofa : 0.517 0.818 0.818 [2020-10-19 02:17:10,614][root][INFO] - table : 0.158 0.336 0.662 [2020-10-19 02:17:10,614][root][INFO] - wall : 0.519 0.709 0.809 [2020-10-19 02:17:10,614][root][INFO] - window : 0.458 0.691 0.779 [2020-10-19 02:17:10,614][root][INFO] - ---------------------------------------------------------------- [2020-10-19 02:17:10,614][root][INFO] - average : 0.458 0.585 0.672 [2020-10-19 02:17:10,614][root][INFO] - [2020-10-19 02:17:10,766][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 02:17:10,768][root][INFO] - Current best mIoU: 70.272 at iter 10000 [2020-10-19 02:17:12,560][root][INFO] - ===> Epoch[3201](16001/5): Loss -0.7934, Sem 0.0257, dir -0.9822, norm 0.1631, swav 0.0000 LR: 7.564e-02 Score 99.133 Data time: 0.0613, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.7878 [2020-10-19 02:17:14,431][root][INFO] - ===> Epoch[3201](16002/5): Loss -0.8206, Sem 0.0211, dir -0.9850, norm 0.1433, swav 0.0000 LR: 7.564e-02 Score 99.277 Data time: 0.0528, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.7526 [2020-10-19 02:17:16,739][root][INFO] - ===> Epoch[3201](16003/5): Loss -0.8072, Sem 0.0246, dir -0.9842, norm 0.1524, swav 0.0000 LR: 7.564e-02 Score 99.175 Data time: 0.0608, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2027 [2020-10-19 02:17:19,060][root][INFO] - ===> Epoch[3201](16004/5): Loss -0.8057, Sem 0.0224, dir -0.9845, norm 0.1564, swav 0.0000 LR: 7.564e-02 Score 99.238 Data time: 0.3121, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2194 [2020-10-19 02:17:21,509][root][INFO] - ===> Epoch[3201](16005/5): Loss -0.8041, Sem 0.0217, dir -0.9850, norm 0.1593, swav 0.0000 LR: 7.564e-02 Score 99.270 Data time: 0.0973, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3267 [2020-10-19 02:17:23,536][root][INFO] - ===> Epoch[3202](16006/5): Loss -0.8063, Sem 0.0208, dir -0.9835, norm 0.1564, swav 0.0000 LR: 7.563e-02 Score 99.299 Data time: 0.0844, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9415 [2020-10-19 02:17:26,308][root][INFO] - ===> Epoch[3202](16007/5): Loss -0.7872, Sem 0.0277, dir -0.9811, norm 0.1662, swav 0.0000 LR: 7.563e-02 Score 99.091 Data time: 0.0646, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.6945 [2020-10-19 02:17:28,460][root][INFO] - ===> Epoch[3202](16008/5): Loss -0.7972, Sem 0.0244, dir -0.9823, norm 0.1607, swav 0.0000 LR: 7.563e-02 Score 99.226 Data time: 0.0777, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0779 [2020-10-19 02:17:31,003][root][INFO] - ===> Epoch[3202](16009/5): Loss -0.8075, Sem 0.0210, dir -0.9846, norm 0.1560, swav 0.0000 LR: 7.563e-02 Score 99.302 Data time: 0.0926, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.4363 [2020-10-19 02:17:33,009][root][INFO] - ===> Epoch[3202](16010/5): Loss -0.8000, Sem 0.0251, dir -0.9827, norm 0.1575, swav 0.0000 LR: 7.563e-02 Score 99.150 Data time: 0.0600, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9202 [2020-10-19 02:17:35,098][root][INFO] - ===> Epoch[3203](16011/5): Loss -0.7954, Sem 0.0265, dir -0.9829, norm 0.1609, swav 0.0000 LR: 7.563e-02 Score 99.092 Data time: 0.0662, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0069 [2020-10-19 02:17:37,197][root][INFO] - ===> Epoch[3203](16012/5): Loss -0.8058, Sem 0.0225, dir -0.9838, norm 0.1555, swav 0.0000 LR: 7.563e-02 Score 99.233 Data time: 0.0716, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9827 [2020-10-19 02:17:39,225][root][INFO] - ===> Epoch[3203](16013/5): Loss -0.8026, Sem 0.0228, dir -0.9830, norm 0.1577, swav 0.0000 LR: 7.562e-02 Score 99.230 Data time: 0.0847, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9280 [2020-10-19 02:17:41,547][root][INFO] - ===> Epoch[3203](16014/5): Loss -0.7773, Sem 0.0240, dir -0.9837, norm 0.1824, swav 0.0000 LR: 7.562e-02 Score 99.238 Data time: 0.0670, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2070 [2020-10-19 02:17:44,316][root][INFO] - ===> Epoch[3203](16015/5): Loss -0.8092, Sem 0.0229, dir -0.9841, norm 0.1521, swav 0.0000 LR: 7.562e-02 Score 99.231 Data time: 0.0742, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.6919 [2020-10-19 02:17:46,324][root][INFO] - ===> Epoch[3204](16016/5): Loss -0.7958, Sem 0.0230, dir -0.9825, norm 0.1637, swav 0.0000 LR: 7.562e-02 Score 99.233 Data time: 0.0921, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8999 [2020-10-19 02:17:48,121][root][INFO] - ===> Epoch[3204](16017/5): Loss -0.8019, Sem 0.0231, dir -0.9834, norm 0.1583, swav 0.0000 LR: 7.562e-02 Score 99.228 Data time: 0.0542, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.6934 [2020-10-19 02:17:50,331][root][INFO] - ===> Epoch[3204](16018/5): Loss -0.8006, Sem 0.0234, dir -0.9834, norm 0.1594, swav 0.0000 LR: 7.562e-02 Score 99.220 Data time: 0.0978, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1341 [2020-10-19 02:17:52,841][root][INFO] - ===> Epoch[3204](16019/5): Loss -0.8028, Sem 0.0209, dir -0.9838, norm 0.1601, swav 0.0000 LR: 7.561e-02 Score 99.303 Data time: 0.0578, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.4027 [2020-10-19 02:17:55,002][root][INFO] - ===> Epoch[3204](16020/5): Loss -0.7992, Sem 0.0227, dir -0.9841, norm 0.1622, swav 0.0000 LR: 7.561e-02 Score 99.238 Data time: 0.0756, Forward time: 0.7730, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1002 [2020-10-19 02:17:57,566][root][INFO] - ===> Epoch[3205](16021/5): Loss -0.8010, Sem 0.0245, dir -0.9835, norm 0.1580, swav 0.0000 LR: 7.561e-02 Score 99.179 Data time: 0.0909, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4693 [2020-10-19 02:17:59,662][root][INFO] - ===> Epoch[3205](16022/5): Loss -0.7933, Sem 0.0217, dir -0.9823, norm 0.1673, swav 0.0000 LR: 7.561e-02 Score 99.269 Data time: 0.1054, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9916 [2020-10-19 02:18:02,283][root][INFO] - ===> Epoch[3205](16023/5): Loss -0.7946, Sem 0.0216, dir -0.9834, norm 0.1672, swav 0.0000 LR: 7.561e-02 Score 99.279 Data time: 0.1076, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.5270 [2020-10-19 02:18:04,262][root][INFO] - ===> Epoch[3205](16024/5): Loss -0.8020, Sem 0.0228, dir -0.9830, norm 0.1582, swav 0.0000 LR: 7.561e-02 Score 99.229 Data time: 0.0901, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8690 [2020-10-19 02:18:06,286][root][INFO] - ===> Epoch[3205](16025/5): Loss -0.8017, Sem 0.0220, dir -0.9835, norm 0.1597, swav 0.0000 LR: 7.561e-02 Score 99.272 Data time: 0.0970, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9118 [2020-10-19 02:18:08,602][root][INFO] - ===> Epoch[3206](16026/5): Loss -0.7919, Sem 0.0215, dir -0.9841, norm 0.1707, swav 0.0000 LR: 7.560e-02 Score 99.279 Data time: 0.1115, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1999 [2020-10-19 02:18:11,766][root][INFO] - ===> Epoch[3206](16027/5): Loss -0.8074, Sem 0.0194, dir -0.9851, norm 0.1583, swav 0.0000 LR: 7.560e-02 Score 99.338 Data time: 0.0853, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 3.0352 [2020-10-19 02:18:13,735][root][INFO] - ===> Epoch[3206](16028/5): Loss -0.8094, Sem 0.0230, dir -0.9826, norm 0.1501, swav 0.0000 LR: 7.560e-02 Score 99.219 Data time: 0.0663, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8788 [2020-10-19 02:18:16,049][root][INFO] - ===> Epoch[3206](16029/5): Loss -0.7883, Sem 0.0243, dir -0.9840, norm 0.1715, swav 0.0000 LR: 7.560e-02 Score 99.182 Data time: 0.0777, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1888 [2020-10-19 02:18:18,394][root][INFO] - ===> Epoch[3206](16030/5): Loss -0.7873, Sem 0.0231, dir -0.9840, norm 0.1735, swav 0.0000 LR: 7.560e-02 Score 99.240 Data time: 0.1157, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2242 [2020-10-19 02:18:20,693][root][INFO] - ===> Epoch[3207](16031/5): Loss -0.8029, Sem 0.0223, dir -0.9830, norm 0.1579, swav 0.0000 LR: 7.560e-02 Score 99.248 Data time: 0.0712, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1674 [2020-10-19 02:18:22,946][root][INFO] - ===> Epoch[3207](16032/5): Loss -0.7934, Sem 0.0240, dir -0.9832, norm 0.1659, swav 0.0000 LR: 7.559e-02 Score 99.201 Data time: 0.0630, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1642 [2020-10-19 02:18:24,989][root][INFO] - ===> Epoch[3207](16033/5): Loss -0.7901, Sem 0.0248, dir -0.9805, norm 0.1656, swav 0.0000 LR: 7.559e-02 Score 99.180 Data time: 0.0754, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9640 [2020-10-19 02:18:26,947][root][INFO] - ===> Epoch[3207](16034/5): Loss -0.7894, Sem 0.0257, dir -0.9833, norm 0.1681, swav 0.0000 LR: 7.559e-02 Score 99.164 Data time: 0.0737, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8577 [2020-10-19 02:18:29,190][root][INFO] - ===> Epoch[3207](16035/5): Loss -0.7817, Sem 0.0235, dir -0.9822, norm 0.1770, swav 0.0000 LR: 7.559e-02 Score 99.212 Data time: 0.0631, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1380 [2020-10-19 02:18:32,200][root][INFO] - ===> Epoch[3208](16036/5): Loss -0.7865, Sem 0.0233, dir -0.9816, norm 0.1717, swav 0.0000 LR: 7.559e-02 Score 99.231 Data time: 0.0635, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.9001 [2020-10-19 02:18:34,210][root][INFO] - ===> Epoch[3208](16037/5): Loss -0.7946, Sem 0.0260, dir -0.9832, norm 0.1626, swav 0.0000 LR: 7.559e-02 Score 99.119 Data time: 0.0679, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9292 [2020-10-19 02:18:36,222][root][INFO] - ===> Epoch[3208](16038/5): Loss -0.8039, Sem 0.0200, dir -0.9846, norm 0.1608, swav 0.0000 LR: 7.559e-02 Score 99.310 Data time: 0.0576, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8917 [2020-10-19 02:18:38,642][root][INFO] - ===> Epoch[3208](16039/5): Loss -0.8001, Sem 0.0221, dir -0.9839, norm 0.1617, swav 0.0000 LR: 7.558e-02 Score 99.264 Data time: 0.0610, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3130 [2020-10-19 02:18:41,028][root][INFO] - ===> Epoch[3208](16040/5): Loss -0.7906, Sem 0.0220, dir -0.9827, norm 0.1701, swav 0.0000 LR: 7.558e-02 Score 99.256 Data time: 0.0625, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2887 [2020-10-19 02:18:43,377][root][INFO] - ===> Epoch[3209](16041/5): Loss -0.7983, Sem 0.0222, dir -0.9826, norm 0.1621, swav 0.0000 LR: 7.558e-02 Score 99.256 Data time: 0.1069, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2360 [2020-10-19 02:18:45,426][root][INFO] - ===> Epoch[3209](16042/5): Loss -0.7888, Sem 0.0229, dir -0.9825, norm 0.1709, swav 0.0000 LR: 7.558e-02 Score 99.248 Data time: 0.0926, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9285 [2020-10-19 02:18:47,857][root][INFO] - ===> Epoch[3209](16043/5): Loss -0.7888, Sem 0.0237, dir -0.9828, norm 0.1704, swav 0.0000 LR: 7.558e-02 Score 99.254 Data time: 0.1374, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3457 [2020-10-19 02:18:50,125][root][INFO] - ===> Epoch[3209](16044/5): Loss -0.7724, Sem 0.0267, dir -0.9811, norm 0.1820, swav 0.0000 LR: 7.558e-02 Score 99.109 Data time: 0.0844, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1412 [2020-10-19 02:18:52,221][root][INFO] - ===> Epoch[3209](16045/5): Loss -0.7807, Sem 0.0212, dir -0.9839, norm 0.1821, swav 0.0000 LR: 7.557e-02 Score 99.284 Data time: 0.0752, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0072 [2020-10-19 02:18:54,090][root][INFO] - ===> Epoch[3210](16046/5): Loss -0.8029, Sem 0.0230, dir -0.9835, norm 0.1577, swav 0.0000 LR: 7.557e-02 Score 99.227 Data time: 0.0809, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7803 [2020-10-19 02:18:56,591][root][INFO] - ===> Epoch[3210](16047/5): Loss -0.7815, Sem 0.0245, dir -0.9805, norm 0.1745, swav 0.0000 LR: 7.557e-02 Score 99.183 Data time: 0.0690, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3866 [2020-10-19 02:18:58,574][root][INFO] - ===> Epoch[3210](16048/5): Loss -0.7919, Sem 0.0197, dir -0.9841, norm 0.1725, swav 0.0000 LR: 7.557e-02 Score 99.347 Data time: 0.0673, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8906 [2020-10-19 02:19:00,741][root][INFO] - ===> Epoch[3210](16049/5): Loss -0.7862, Sem 0.0219, dir -0.9834, norm 0.1752, swav 0.0000 LR: 7.557e-02 Score 99.281 Data time: 0.0624, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0458 [2020-10-19 02:19:03,034][root][INFO] - ===> Epoch[3210](16050/5): Loss -0.7862, Sem 0.0218, dir -0.9837, norm 0.1757, swav 0.0000 LR: 7.557e-02 Score 99.284 Data time: 0.0821, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2305 [2020-10-19 02:19:05,204][root][INFO] - ===> Epoch[3211](16051/5): Loss -0.7641, Sem 0.0284, dir -0.9799, norm 0.1874, swav 0.0000 LR: 7.556e-02 Score 99.050 Data time: 0.0616, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0637 [2020-10-19 02:19:07,722][root][INFO] - ===> Epoch[3211](16052/5): Loss -0.7798, Sem 0.0255, dir -0.9825, norm 0.1771, swav 0.0000 LR: 7.556e-02 Score 99.153 Data time: 0.0677, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4311 [2020-10-19 02:19:09,722][root][INFO] - ===> Epoch[3211](16053/5): Loss -0.7957, Sem 0.0245, dir -0.9824, norm 0.1622, swav 0.0000 LR: 7.556e-02 Score 99.172 Data time: 0.0586, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8946 [2020-10-19 02:19:12,096][root][INFO] - ===> Epoch[3211](16054/5): Loss -0.7876, Sem 0.0208, dir -0.9824, norm 0.1740, swav 0.0000 LR: 7.556e-02 Score 99.310 Data time: 0.0472, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2825 [2020-10-19 02:19:14,250][root][INFO] - ===> Epoch[3211](16055/5): Loss -0.7870, Sem 0.0224, dir -0.9827, norm 0.1734, swav 0.0000 LR: 7.556e-02 Score 99.241 Data time: 0.0961, Forward time: 0.7730, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0841 [2020-10-19 02:19:17,361][root][INFO] - ===> Epoch[3212](16056/5): Loss -0.7942, Sem 0.0225, dir -0.9831, norm 0.1664, swav 0.0000 LR: 7.556e-02 Score 99.240 Data time: 0.0696, Forward time: 0.7730, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 3.0017 [2020-10-19 02:19:19,810][root][INFO] - ===> Epoch[3212](16057/5): Loss -0.7904, Sem 0.0231, dir -0.9816, norm 0.1681, swav 0.0000 LR: 7.556e-02 Score 99.225 Data time: 0.0727, Forward time: 0.7730, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.3400 [2020-10-19 02:19:21,950][root][INFO] - ===> Epoch[3212](16058/5): Loss -0.7804, Sem 0.0222, dir -0.9817, norm 0.1792, swav 0.0000 LR: 7.555e-02 Score 99.250 Data time: 0.0503, Forward time: 0.7730, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0164 [2020-10-19 02:19:23,996][root][INFO] - ===> Epoch[3212](16059/5): Loss -0.7946, Sem 0.0237, dir -0.9830, norm 0.1647, swav 0.0000 LR: 7.555e-02 Score 99.213 Data time: 0.0612, Forward time: 0.7730, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9446 [2020-10-19 02:19:26,167][root][INFO] - ===> Epoch[3212](16060/5): Loss -0.7945, Sem 0.0268, dir -0.9831, norm 0.1618, swav 0.0000 LR: 7.555e-02 Score 99.178 Data time: 0.0663, Forward time: 0.7730, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0698 [2020-10-19 02:19:28,252][root][INFO] - ===> Epoch[3213](16061/5): Loss -0.7890, Sem 0.0209, dir -0.9833, norm 0.1735, swav 0.0000 LR: 7.555e-02 Score 99.304 Data time: 0.0692, Forward time: 0.7730, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9839 [2020-10-19 02:19:30,435][root][INFO] - ===> Epoch[3213](16062/5): Loss -0.7800, Sem 0.0242, dir -0.9814, norm 0.1771, swav 0.0000 LR: 7.555e-02 Score 99.190 Data time: 0.0777, Forward time: 0.7730, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0892 [2020-10-19 02:19:32,806][root][INFO] - ===> Epoch[3213](16063/5): Loss -0.7851, Sem 0.0218, dir -0.9823, norm 0.1754, swav 0.0000 LR: 7.555e-02 Score 99.273 Data time: 0.1017, Forward time: 0.7730, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2707 [2020-10-19 02:19:34,820][root][INFO] - ===> Epoch[3213](16064/5): Loss -0.8023, Sem 0.0220, dir -0.9825, norm 0.1582, swav 0.0000 LR: 7.554e-02 Score 99.264 Data time: 0.0700, Forward time: 0.7730, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9114 [2020-10-19 02:19:37,291][root][INFO] - ===> Epoch[3213](16065/5): Loss -0.7822, Sem 0.0209, dir -0.9828, norm 0.1797, swav 0.0000 LR: 7.554e-02 Score 99.316 Data time: 0.1083, Forward time: 0.7730, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.3502 [2020-10-19 02:19:39,286][root][INFO] - ===> Epoch[3214](16066/5): Loss -0.8044, Sem 0.0203, dir -0.9846, norm 0.1600, swav 0.0000 LR: 7.554e-02 Score 99.318 Data time: 0.0770, Forward time: 0.7730, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8350 [2020-10-19 02:19:41,250][root][INFO] - ===> Epoch[3214](16067/5): Loss -0.7819, Sem 0.0258, dir -0.9821, norm 0.1745, swav 0.0000 LR: 7.554e-02 Score 99.132 Data time: 0.1397, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8514 [2020-10-19 02:19:43,927][root][INFO] - ===> Epoch[3214](16068/5): Loss -0.7876, Sem 0.0225, dir -0.9826, norm 0.1725, swav 0.0000 LR: 7.554e-02 Score 99.239 Data time: 0.0926, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.5634 [2020-10-19 02:19:46,223][root][INFO] - ===> Epoch[3214](16069/5): Loss -0.7771, Sem 0.0228, dir -0.9820, norm 0.1820, swav 0.0000 LR: 7.554e-02 Score 99.231 Data time: 0.0718, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1672 [2020-10-19 02:19:48,202][root][INFO] - ===> Epoch[3214](16070/5): Loss -0.8012, Sem 0.0216, dir -0.9825, norm 0.1596, swav 0.0000 LR: 7.554e-02 Score 99.265 Data time: 0.0688, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8571 [2020-10-19 02:19:50,224][root][INFO] - ===> Epoch[3215](16071/5): Loss -0.8033, Sem 0.0213, dir -0.9838, norm 0.1592, swav 0.0000 LR: 7.553e-02 Score 99.292 Data time: 0.0862, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9213 [2020-10-19 02:19:52,376][root][INFO] - ===> Epoch[3215](16072/5): Loss -0.8080, Sem 0.0210, dir -0.9847, norm 0.1558, swav 0.0000 LR: 7.553e-02 Score 99.291 Data time: 0.0835, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0136 [2020-10-19 02:19:54,669][root][INFO] - ===> Epoch[3215](16073/5): Loss -0.7943, Sem 0.0216, dir -0.9836, norm 0.1676, swav 0.0000 LR: 7.553e-02 Score 99.269 Data time: 0.0745, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1852 [2020-10-19 02:19:56,877][root][INFO] - ===> Epoch[3215](16074/5): Loss -0.7932, Sem 0.0196, dir -0.9828, norm 0.1700, swav 0.0000 LR: 7.553e-02 Score 99.333 Data time: 0.1003, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0979 [2020-10-19 02:19:59,251][root][INFO] - ===> Epoch[3215](16075/5): Loss -0.8022, Sem 0.0222, dir -0.9835, norm 0.1591, swav 0.0000 LR: 7.553e-02 Score 99.251 Data time: 0.1120, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2432 [2020-10-19 02:20:01,260][root][INFO] - ===> Epoch[3216](16076/5): Loss -0.8073, Sem 0.0210, dir -0.9842, norm 0.1560, swav 0.0000 LR: 7.553e-02 Score 99.305 Data time: 0.1084, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9018 [2020-10-19 02:20:03,717][root][INFO] - ===> Epoch[3216](16077/5): Loss -0.7707, Sem 0.0253, dir -0.9816, norm 0.1856, swav 0.0000 LR: 7.552e-02 Score 99.163 Data time: 0.0741, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3429 [2020-10-19 02:20:05,890][root][INFO] - ===> Epoch[3216](16078/5): Loss -0.7917, Sem 0.0221, dir -0.9828, norm 0.1690, swav 0.0000 LR: 7.552e-02 Score 99.284 Data time: 0.0656, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0680 [2020-10-19 02:20:08,553][root][INFO] - ===> Epoch[3216](16079/5): Loss -0.8135, Sem 0.0196, dir -0.9858, norm 0.1528, swav 0.0000 LR: 7.552e-02 Score 99.341 Data time: 0.0833, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.5658 [2020-10-19 02:20:10,804][root][INFO] - ===> Epoch[3216](16080/5): Loss -0.7802, Sem 0.0241, dir -0.9798, norm 0.1755, swav 0.0000 LR: 7.552e-02 Score 99.174 Data time: 0.0874, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1499 [2020-10-19 02:20:13,064][root][INFO] - ===> Epoch[3217](16081/5): Loss -0.8057, Sem 0.0219, dir -0.9838, norm 0.1562, swav 0.0000 LR: 7.552e-02 Score 99.258 Data time: 0.0544, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1484 [2020-10-19 02:20:15,616][root][INFO] - ===> Epoch[3217](16082/5): Loss -0.7793, Sem 0.0288, dir -0.9817, norm 0.1736, swav 0.0000 LR: 7.552e-02 Score 99.076 Data time: 0.0716, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.4628 [2020-10-19 02:20:17,672][root][INFO] - ===> Epoch[3217](16083/5): Loss -0.8054, Sem 0.0222, dir -0.9835, norm 0.1559, swav 0.0000 LR: 7.552e-02 Score 99.246 Data time: 0.0654, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9539 [2020-10-19 02:20:19,748][root][INFO] - ===> Epoch[3217](16084/5): Loss -0.7932, Sem 0.0217, dir -0.9819, norm 0.1670, swav 0.0000 LR: 7.551e-02 Score 99.275 Data time: 0.0750, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9766 [2020-10-19 02:20:21,616][root][INFO] - ===> Epoch[3217](16085/5): Loss -0.8182, Sem 0.0215, dir -0.9857, norm 0.1460, swav 0.0000 LR: 7.551e-02 Score 99.298 Data time: 0.0752, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.7712 [2020-10-19 02:20:23,642][root][INFO] - ===> Epoch[3218](16086/5): Loss -0.8062, Sem 0.0218, dir -0.9835, norm 0.1556, swav 0.0000 LR: 7.551e-02 Score 99.273 Data time: 0.0543, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9105 [2020-10-19 02:20:26,537][root][INFO] - ===> Epoch[3218](16087/5): Loss -0.7935, Sem 0.0219, dir -0.9835, norm 0.1681, swav 0.0000 LR: 7.551e-02 Score 99.293 Data time: 0.0614, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.8348 [2020-10-19 02:20:29,027][root][INFO] - ===> Epoch[3218](16088/5): Loss -0.7887, Sem 0.0246, dir -0.9815, norm 0.1682, swav 0.0000 LR: 7.551e-02 Score 99.173 Data time: 0.0714, Forward time: 0.7730, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.3969 [2020-10-19 02:20:31,119][root][INFO] - ===> Epoch[3218](16089/5): Loss -0.8132, Sem 0.0208, dir -0.9842, norm 0.1502, swav 0.0000 LR: 7.551e-02 Score 99.278 Data time: 0.0688, Forward time: 0.7730, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9958 [2020-10-19 02:20:33,886][root][INFO] - ===> Epoch[3218](16090/5): Loss -0.7887, Sem 0.0251, dir -0.9817, norm 0.1678, swav 0.0000 LR: 7.550e-02 Score 99.182 Data time: 0.0749, Forward time: 0.7730, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.6829 [2020-10-19 02:20:36,085][root][INFO] - ===> Epoch[3219](16091/5): Loss -0.7929, Sem 0.0208, dir -0.9837, norm 0.1701, swav 0.0000 LR: 7.550e-02 Score 99.309 Data time: 0.0838, Forward time: 0.7730, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0685 [2020-10-19 02:20:38,402][root][INFO] - ===> Epoch[3219](16092/5): Loss -0.8006, Sem 0.0240, dir -0.9833, norm 0.1588, swav 0.0000 LR: 7.550e-02 Score 99.198 Data time: 0.0774, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2088 [2020-10-19 02:20:40,370][root][INFO] - ===> Epoch[3219](16093/5): Loss -0.8127, Sem 0.0230, dir -0.9833, norm 0.1475, swav 0.0000 LR: 7.550e-02 Score 99.242 Data time: 0.0835, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8338 [2020-10-19 02:20:42,326][root][INFO] - ===> Epoch[3219](16094/5): Loss -0.7906, Sem 0.0271, dir -0.9825, norm 0.1648, swav 0.0000 LR: 7.550e-02 Score 99.147 Data time: 0.0838, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8581 [2020-10-19 02:20:44,445][root][INFO] - ===> Epoch[3219](16095/5): Loss -0.7955, Sem 0.0230, dir -0.9840, norm 0.1656, swav 0.0000 LR: 7.550e-02 Score 99.237 Data time: 0.0696, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0155 [2020-10-19 02:20:46,773][root][INFO] - ===> Epoch[3220](16096/5): Loss -0.8055, Sem 0.0214, dir -0.9843, norm 0.1574, swav 0.0000 LR: 7.550e-02 Score 99.291 Data time: 0.0731, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2338 [2020-10-19 02:20:49,173][root][INFO] - ===> Epoch[3220](16097/5): Loss -0.7877, Sem 0.0234, dir -0.9818, norm 0.1708, swav 0.0000 LR: 7.549e-02 Score 99.213 Data time: 0.0725, Forward time: 0.7730, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.3069 [2020-10-19 02:20:51,315][root][INFO] - ===> Epoch[3220](16098/5): Loss -0.8027, Sem 0.0247, dir -0.9827, norm 0.1553, swav 0.0000 LR: 7.549e-02 Score 99.193 Data time: 0.0948, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0436 [2020-10-19 02:20:53,333][root][INFO] - ===> Epoch[3220](16099/5): Loss -0.7976, Sem 0.0220, dir -0.9842, norm 0.1646, swav 0.0000 LR: 7.549e-02 Score 99.265 Data time: 0.0884, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8995 [2020-10-19 02:20:55,652][root][INFO] - ===> Epoch[3220](16100/5): Loss -0.7878, Sem 0.0217, dir -0.9810, norm 0.1715, swav 0.0000 LR: 7.549e-02 Score 99.270 Data time: 0.0793, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2328 [2020-10-19 02:20:56,691][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 02:20:58,853][root][INFO] - ===> Epoch[3221](16101/5): Loss -0.7910, Sem 0.0242, dir -0.9832, norm 0.1681, swav 0.0000 LR: 7.549e-02 Score 99.193 Data time: 0.0917, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9703 [2020-10-19 02:21:00,912][root][INFO] - ===> Epoch[3221](16102/5): Loss -0.7965, Sem 0.0259, dir -0.9838, norm 0.1614, swav 0.0000 LR: 7.549e-02 Score 99.182 Data time: 0.0737, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9203 [2020-10-19 02:21:03,160][root][INFO] - ===> Epoch[3221](16103/5): Loss -0.7907, Sem 0.0238, dir -0.9828, norm 0.1683, swav 0.0000 LR: 7.548e-02 Score 99.182 Data time: 0.0748, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1642 [2020-10-19 02:21:05,343][root][INFO] - ===> Epoch[3221](16104/5): Loss -0.8085, Sem 0.0215, dir -0.9853, norm 0.1553, swav 0.0000 LR: 7.548e-02 Score 99.276 Data time: 0.0771, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0840 [2020-10-19 02:21:07,645][root][INFO] - ===> Epoch[3221](16105/5): Loss -0.8020, Sem 0.0247, dir -0.9836, norm 0.1569, swav 0.0000 LR: 7.548e-02 Score 99.172 Data time: 0.0807, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1965 [2020-10-19 02:21:10,029][root][INFO] - ===> Epoch[3222](16106/5): Loss -0.7820, Sem 0.0229, dir -0.9806, norm 0.1757, swav 0.0000 LR: 7.548e-02 Score 99.228 Data time: 0.0681, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2709 [2020-10-19 02:21:12,436][root][INFO] - ===> Epoch[3222](16107/5): Loss -0.7899, Sem 0.0230, dir -0.9826, norm 0.1697, swav 0.0000 LR: 7.548e-02 Score 99.232 Data time: 0.0740, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2971 [2020-10-19 02:21:14,628][root][INFO] - ===> Epoch[3222](16108/5): Loss -0.8108, Sem 0.0206, dir -0.9846, norm 0.1532, swav 0.0000 LR: 7.548e-02 Score 99.312 Data time: 0.0879, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0869 [2020-10-19 02:21:16,848][root][INFO] - ===> Epoch[3222](16109/5): Loss -0.7881, Sem 0.0221, dir -0.9817, norm 0.1715, swav 0.0000 LR: 7.548e-02 Score 99.263 Data time: 0.0961, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1088 [2020-10-19 02:21:19,050][root][INFO] - ===> Epoch[3222](16110/5): Loss -0.7939, Sem 0.0233, dir -0.9835, norm 0.1663, swav 0.0000 LR: 7.547e-02 Score 99.213 Data time: 0.0733, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0836 [2020-10-19 02:21:21,677][root][INFO] - ===> Epoch[3223](16111/5): Loss -0.7920, Sem 0.0223, dir -0.9847, norm 0.1703, swav 0.0000 LR: 7.547e-02 Score 99.243 Data time: 0.1673, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.5391 [2020-10-19 02:21:23,765][root][INFO] - ===> Epoch[3223](16112/5): Loss -0.7812, Sem 0.0252, dir -0.9807, norm 0.1744, swav 0.0000 LR: 7.547e-02 Score 99.158 Data time: 0.0919, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9736 [2020-10-19 02:21:26,117][root][INFO] - ===> Epoch[3223](16113/5): Loss -0.7806, Sem 0.0243, dir -0.9831, norm 0.1782, swav 0.0000 LR: 7.547e-02 Score 99.186 Data time: 0.0820, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2557 [2020-10-19 02:21:28,051][root][INFO] - ===> Epoch[3223](16114/5): Loss -0.7968, Sem 0.0238, dir -0.9810, norm 0.1603, swav 0.0000 LR: 7.547e-02 Score 99.177 Data time: 0.0750, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8607 [2020-10-19 02:21:30,364][root][INFO] - ===> Epoch[3223](16115/5): Loss -0.7939, Sem 0.0214, dir -0.9847, norm 0.1694, swav 0.0000 LR: 7.547e-02 Score 99.290 Data time: 0.0683, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2178 [2020-10-19 02:21:33,167][root][INFO] - ===> Epoch[3224](16116/5): Loss -0.7911, Sem 0.0230, dir -0.9836, norm 0.1696, swav 0.0000 LR: 7.546e-02 Score 99.250 Data time: 0.0492, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.7306 [2020-10-19 02:21:35,558][root][INFO] - ===> Epoch[3224](16117/5): Loss -0.8071, Sem 0.0207, dir -0.9854, norm 0.1577, swav 0.0000 LR: 7.546e-02 Score 99.304 Data time: 0.0760, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.3105 [2020-10-19 02:21:37,603][root][INFO] - ===> Epoch[3224](16118/5): Loss -0.7902, Sem 0.0235, dir -0.9823, norm 0.1686, swav 0.0000 LR: 7.546e-02 Score 99.205 Data time: 0.0753, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9519 [2020-10-19 02:21:39,468][root][INFO] - ===> Epoch[3224](16119/5): Loss -0.7966, Sem 0.0222, dir -0.9835, norm 0.1647, swav 0.0000 LR: 7.546e-02 Score 99.266 Data time: 0.0912, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.7618 [2020-10-19 02:21:41,554][root][INFO] - ===> Epoch[3224](16120/5): Loss -0.7732, Sem 0.0326, dir -0.9828, norm 0.1770, swav 0.0000 LR: 7.546e-02 Score 98.969 Data time: 0.0857, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0078 [2020-10-19 02:21:43,999][root][INFO] - ===> Epoch[3225](16121/5): Loss -0.7992, Sem 0.0206, dir -0.9844, norm 0.1646, swav 0.0000 LR: 7.546e-02 Score 99.309 Data time: 0.0849, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.3336 [2020-10-19 02:21:46,064][root][INFO] - ===> Epoch[3225](16122/5): Loss -0.7913, Sem 0.0247, dir -0.9833, norm 0.1673, swav 0.0000 LR: 7.546e-02 Score 99.174 Data time: 0.1442, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9613 [2020-10-19 02:21:48,386][root][INFO] - ===> Epoch[3225](16123/5): Loss -0.7717, Sem 0.0259, dir -0.9826, norm 0.1851, swav 0.0000 LR: 7.545e-02 Score 99.152 Data time: 0.1402, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2482 [2020-10-19 02:21:50,740][root][INFO] - ===> Epoch[3225](16124/5): Loss -0.7940, Sem 0.0233, dir -0.9828, norm 0.1654, swav 0.0000 LR: 7.545e-02 Score 99.212 Data time: 0.0673, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2344 [2020-10-19 02:21:53,529][root][INFO] - ===> Epoch[3225](16125/5): Loss -0.7837, Sem 0.0242, dir -0.9820, norm 0.1741, swav 0.0000 LR: 7.545e-02 Score 99.197 Data time: 0.0727, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.6956 [2020-10-19 02:21:55,690][root][INFO] - ===> Epoch[3226](16126/5): Loss -0.7948, Sem 0.0237, dir -0.9838, norm 0.1653, swav 0.0000 LR: 7.545e-02 Score 99.226 Data time: 0.0794, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0411 [2020-10-19 02:21:57,555][root][INFO] - ===> Epoch[3226](16127/5): Loss -0.7732, Sem 0.0244, dir -0.9823, norm 0.1847, swav 0.0000 LR: 7.545e-02 Score 99.211 Data time: 0.0557, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.7530 [2020-10-19 02:21:59,689][root][INFO] - ===> Epoch[3226](16128/5): Loss -0.7907, Sem 0.0255, dir -0.9831, norm 0.1670, swav 0.0000 LR: 7.545e-02 Score 99.170 Data time: 0.0583, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0269 [2020-10-19 02:22:02,109][root][INFO] - ===> Epoch[3226](16129/5): Loss -0.7796, Sem 0.0277, dir -0.9825, norm 0.1751, swav 0.0000 LR: 7.544e-02 Score 99.076 Data time: 0.0694, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.3320 [2020-10-19 02:22:04,095][root][INFO] - ===> Epoch[3226](16130/5): Loss -0.7973, Sem 0.0226, dir -0.9843, norm 0.1645, swav 0.0000 LR: 7.544e-02 Score 99.238 Data time: 0.0778, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8779 [2020-10-19 02:22:06,240][root][INFO] - ===> Epoch[3227](16131/5): Loss -0.7831, Sem 0.0250, dir -0.9826, norm 0.1745, swav 0.0000 LR: 7.544e-02 Score 99.175 Data time: 0.0511, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0312 [2020-10-19 02:22:08,444][root][INFO] - ===> Epoch[3227](16132/5): Loss -0.7882, Sem 0.0233, dir -0.9822, norm 0.1708, swav 0.0000 LR: 7.544e-02 Score 99.221 Data time: 0.0546, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0955 [2020-10-19 02:22:10,997][root][INFO] - ===> Epoch[3227](16133/5): Loss -0.7758, Sem 0.0230, dir -0.9830, norm 0.1843, swav 0.0000 LR: 7.544e-02 Score 99.234 Data time: 0.1032, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.4525 [2020-10-19 02:22:13,616][root][INFO] - ===> Epoch[3227](16134/5): Loss -0.7886, Sem 0.0251, dir -0.9820, norm 0.1683, swav 0.0000 LR: 7.544e-02 Score 99.145 Data time: 0.1000, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.5075 [2020-10-19 02:22:15,671][root][INFO] - ===> Epoch[3227](16135/5): Loss -0.7942, Sem 0.0202, dir -0.9842, norm 0.1697, swav 0.0000 LR: 7.543e-02 Score 99.332 Data time: 0.0890, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9402 [2020-10-19 02:22:18,159][root][INFO] - ===> Epoch[3228](16136/5): Loss -0.8035, Sem 0.0221, dir -0.9835, norm 0.1579, swav 0.0000 LR: 7.543e-02 Score 99.259 Data time: 0.1097, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.3978 [2020-10-19 02:22:19,893][root][INFO] - ===> Epoch[3228](16137/5): Loss -0.7828, Sem 0.0260, dir -0.9826, norm 0.1739, swav 0.0000 LR: 7.543e-02 Score 99.149 Data time: 0.0640, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.6520 [2020-10-19 02:22:22,352][root][INFO] - ===> Epoch[3228](16138/5): Loss -0.7988, Sem 0.0233, dir -0.9843, norm 0.1622, swav 0.0000 LR: 7.543e-02 Score 99.239 Data time: 0.0747, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.3668 [2020-10-19 02:22:24,678][root][INFO] - ===> Epoch[3228](16139/5): Loss -0.7849, Sem 0.0250, dir -0.9810, norm 0.1711, swav 0.0000 LR: 7.543e-02 Score 99.172 Data time: 0.0670, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2116 [2020-10-19 02:22:27,061][root][INFO] - ===> Epoch[3228](16140/5): Loss -0.7911, Sem 0.0226, dir -0.9811, norm 0.1675, swav 0.0000 LR: 7.543e-02 Score 99.241 Data time: 0.0876, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2864 [2020-10-19 02:22:29,127][root][INFO] - ===> Epoch[3229](16141/5): Loss -0.7822, Sem 0.0225, dir -0.9817, norm 0.1770, swav 0.0000 LR: 7.543e-02 Score 99.242 Data time: 0.0851, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9532 [2020-10-19 02:22:31,238][root][INFO] - ===> Epoch[3229](16142/5): Loss -0.8155, Sem 0.0204, dir -0.9859, norm 0.1499, swav 0.0000 LR: 7.542e-02 Score 99.315 Data time: 0.0745, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0009 [2020-10-19 02:22:33,468][root][INFO] - ===> Epoch[3229](16143/5): Loss -0.7815, Sem 0.0243, dir -0.9814, norm 0.1756, swav 0.0000 LR: 7.542e-02 Score 99.176 Data time: 0.0765, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1198 [2020-10-19 02:22:35,506][root][INFO] - ===> Epoch[3229](16144/5): Loss -0.7975, Sem 0.0212, dir -0.9841, norm 0.1653, swav 0.0000 LR: 7.542e-02 Score 99.292 Data time: 0.0926, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9221 [2020-10-19 02:22:37,767][root][INFO] - ===> Epoch[3229](16145/5): Loss -0.7905, Sem 0.0216, dir -0.9840, norm 0.1719, swav 0.0000 LR: 7.542e-02 Score 99.283 Data time: 0.0828, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1458 [2020-10-19 02:22:39,638][root][INFO] - ===> Epoch[3230](16146/5): Loss -0.7885, Sem 0.0244, dir -0.9823, norm 0.1694, swav 0.0000 LR: 7.542e-02 Score 99.174 Data time: 0.0688, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.7465 [2020-10-19 02:22:41,545][root][INFO] - ===> Epoch[3230](16147/5): Loss -0.7909, Sem 0.0243, dir -0.9821, norm 0.1670, swav 0.0000 LR: 7.542e-02 Score 99.181 Data time: 0.0721, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8023 [2020-10-19 02:22:44,010][root][INFO] - ===> Epoch[3230](16148/5): Loss -0.7847, Sem 0.0254, dir -0.9817, norm 0.1716, swav 0.0000 LR: 7.541e-02 Score 99.146 Data time: 0.0762, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.3723 [2020-10-19 02:22:46,343][root][INFO] - ===> Epoch[3230](16149/5): Loss -0.7691, Sem 0.0250, dir -0.9803, norm 0.1861, swav 0.0000 LR: 7.541e-02 Score 99.207 Data time: 0.0807, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2338 [2020-10-19 02:22:48,823][root][INFO] - ===> Epoch[3230](16150/5): Loss -0.7991, Sem 0.0212, dir -0.9837, norm 0.1634, swav 0.0000 LR: 7.541e-02 Score 99.294 Data time: 0.0782, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.3868 [2020-10-19 02:22:50,728][root][INFO] - ===> Epoch[3231](16151/5): Loss -0.8003, Sem 0.0219, dir -0.9834, norm 0.1612, swav 0.0000 LR: 7.541e-02 Score 99.266 Data time: 0.0633, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8007 [2020-10-19 02:22:52,987][root][INFO] - ===> Epoch[3231](16152/5): Loss -0.7854, Sem 0.0203, dir -0.9826, norm 0.1770, swav 0.0000 LR: 7.541e-02 Score 99.321 Data time: 0.0777, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1666 [2020-10-19 02:22:55,153][root][INFO] - ===> Epoch[3231](16153/5): Loss -0.8006, Sem 0.0212, dir -0.9826, norm 0.1608, swav 0.0000 LR: 7.541e-02 Score 99.264 Data time: 0.0743, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0513 [2020-10-19 02:22:57,320][root][INFO] - ===> Epoch[3231](16154/5): Loss -0.7977, Sem 0.0231, dir -0.9837, norm 0.1630, swav 0.0000 LR: 7.541e-02 Score 99.244 Data time: 0.0939, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0781 [2020-10-19 02:22:59,356][root][INFO] - ===> Epoch[3231](16155/5): Loss -0.7848, Sem 0.0220, dir -0.9823, norm 0.1755, swav 0.0000 LR: 7.540e-02 Score 99.247 Data time: 0.0630, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9151 [2020-10-19 02:23:01,461][root][INFO] - ===> Epoch[3232](16156/5): Loss -0.7834, Sem 0.0217, dir -0.9825, norm 0.1774, swav 0.0000 LR: 7.540e-02 Score 99.273 Data time: 0.0959, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0281 [2020-10-19 02:23:03,858][root][INFO] - ===> Epoch[3232](16157/5): Loss -0.7602, Sem 0.0223, dir -0.9832, norm 0.2008, swav 0.0000 LR: 7.540e-02 Score 99.273 Data time: 0.0765, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2814 [2020-10-19 02:23:05,563][root][INFO] - ===> Epoch[3232](16158/5): Loss -0.8004, Sem 0.0219, dir -0.9831, norm 0.1607, swav 0.0000 LR: 7.540e-02 Score 99.254 Data time: 0.0795, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.6082 [2020-10-19 02:23:08,328][root][INFO] - ===> Epoch[3232](16159/5): Loss -0.7552, Sem 0.0265, dir -0.9808, norm 0.1991, swav 0.0000 LR: 7.540e-02 Score 99.155 Data time: 0.0739, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.6659 [2020-10-19 02:23:10,611][root][INFO] - ===> Epoch[3232](16160/5): Loss -0.7906, Sem 0.0203, dir -0.9838, norm 0.1729, swav 0.0000 LR: 7.540e-02 Score 99.338 Data time: 0.0941, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1677 [2020-10-19 02:23:12,960][root][INFO] - ===> Epoch[3233](16161/5): Loss -0.7783, Sem 0.0214, dir -0.9828, norm 0.1831, swav 0.0000 LR: 7.539e-02 Score 99.282 Data time: 0.0981, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2431 [2020-10-19 02:23:15,064][root][INFO] - ===> Epoch[3233](16162/5): Loss -0.7909, Sem 0.0236, dir -0.9823, norm 0.1678, swav 0.0000 LR: 7.539e-02 Score 99.212 Data time: 0.0638, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0027 [2020-10-19 02:23:17,643][root][INFO] - ===> Epoch[3233](16163/5): Loss -0.7916, Sem 0.0229, dir -0.9834, norm 0.1689, swav 0.0000 LR: 7.539e-02 Score 99.226 Data time: 0.0789, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.5038 [2020-10-19 02:23:19,749][root][INFO] - ===> Epoch[3233](16164/5): Loss -0.7971, Sem 0.0248, dir -0.9834, norm 0.1615, swav 0.0000 LR: 7.539e-02 Score 99.199 Data time: 0.0786, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0003 [2020-10-19 02:23:21,793][root][INFO] - ===> Epoch[3233](16165/5): Loss -0.7950, Sem 0.0204, dir -0.9828, norm 0.1674, swav 0.0000 LR: 7.539e-02 Score 99.318 Data time: 0.0861, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9430 [2020-10-19 02:23:23,738][root][INFO] - ===> Epoch[3234](16166/5): Loss -0.7969, Sem 0.0234, dir -0.9831, norm 0.1628, swav 0.0000 LR: 7.539e-02 Score 99.216 Data time: 0.0790, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8462 [2020-10-19 02:23:25,797][root][INFO] - ===> Epoch[3234](16167/5): Loss -0.7652, Sem 0.0283, dir -0.9813, norm 0.1878, swav 0.0000 LR: 7.539e-02 Score 99.093 Data time: 0.0620, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9404 [2020-10-19 02:23:27,957][root][INFO] - ===> Epoch[3234](16168/5): Loss -0.7746, Sem 0.0229, dir -0.9812, norm 0.1837, swav 0.0000 LR: 7.538e-02 Score 99.243 Data time: 0.0635, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0726 [2020-10-19 02:23:30,309][root][INFO] - ===> Epoch[3234](16169/5): Loss -0.7697, Sem 0.0240, dir -0.9826, norm 0.1889, swav 0.0000 LR: 7.538e-02 Score 99.186 Data time: 0.0882, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2346 [2020-10-19 02:23:32,672][root][INFO] - ===> Epoch[3234](16170/5): Loss -0.7827, Sem 0.0250, dir -0.9825, norm 0.1748, swav 0.0000 LR: 7.538e-02 Score 99.220 Data time: 0.0501, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2315 [2020-10-19 02:23:34,619][root][INFO] - ===> Epoch[3235](16171/5): Loss -0.7870, Sem 0.0202, dir -0.9822, norm 0.1749, swav 0.0000 LR: 7.538e-02 Score 99.337 Data time: 0.0666, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8516 [2020-10-19 02:23:36,613][root][INFO] - ===> Epoch[3235](16172/5): Loss -0.7920, Sem 0.0245, dir -0.9831, norm 0.1666, swav 0.0000 LR: 7.538e-02 Score 99.183 Data time: 0.0842, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8907 [2020-10-19 02:23:38,994][root][INFO] - ===> Epoch[3235](16173/5): Loss -0.7973, Sem 0.0203, dir -0.9851, norm 0.1676, swav 0.0000 LR: 7.538e-02 Score 99.308 Data time: 0.2414, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2665 [2020-10-19 02:23:41,150][root][INFO] - ===> Epoch[3235](16174/5): Loss -0.7986, Sem 0.0212, dir -0.9851, norm 0.1652, swav 0.0000 LR: 7.537e-02 Score 99.285 Data time: 0.0960, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0331 [2020-10-19 02:23:43,229][root][INFO] - ===> Epoch[3235](16175/5): Loss -0.7944, Sem 0.0241, dir -0.9823, norm 0.1638, swav 0.0000 LR: 7.537e-02 Score 99.192 Data time: 0.0786, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9747 [2020-10-19 02:23:45,805][root][INFO] - ===> Epoch[3236](16176/5): Loss -0.7696, Sem 0.0277, dir -0.9805, norm 0.1832, swav 0.0000 LR: 7.537e-02 Score 99.093 Data time: 0.0646, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4581 [2020-10-19 02:23:48,111][root][INFO] - ===> Epoch[3236](16177/5): Loss -0.7809, Sem 0.0211, dir -0.9833, norm 0.1812, swav 0.0000 LR: 7.537e-02 Score 99.309 Data time: 0.0668, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1923 [2020-10-19 02:23:50,235][root][INFO] - ===> Epoch[3236](16178/5): Loss -0.7912, Sem 0.0232, dir -0.9825, norm 0.1682, swav 0.0000 LR: 7.537e-02 Score 99.233 Data time: 0.0679, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0171 [2020-10-19 02:23:52,400][root][INFO] - ===> Epoch[3236](16179/5): Loss -0.7854, Sem 0.0246, dir -0.9826, norm 0.1726, swav 0.0000 LR: 7.537e-02 Score 99.173 Data time: 0.0606, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0319 [2020-10-19 02:23:54,154][root][INFO] - ===> Epoch[3236](16180/5): Loss -0.7978, Sem 0.0231, dir -0.9836, norm 0.1627, swav 0.0000 LR: 7.537e-02 Score 99.236 Data time: 0.0920, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.6536 [2020-10-19 02:23:56,174][root][INFO] - ===> Epoch[3237](16181/5): Loss -0.7708, Sem 0.0264, dir -0.9801, norm 0.1829, swav 0.0000 LR: 7.536e-02 Score 99.123 Data time: 0.1743, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9181 [2020-10-19 02:23:58,119][root][INFO] - ===> Epoch[3237](16182/5): Loss -0.8036, Sem 0.0216, dir -0.9849, norm 0.1596, swav 0.0000 LR: 7.536e-02 Score 99.281 Data time: 0.0868, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8201 [2020-10-19 02:24:00,350][root][INFO] - ===> Epoch[3237](16183/5): Loss -0.7965, Sem 0.0228, dir -0.9841, norm 0.1648, swav 0.0000 LR: 7.536e-02 Score 99.231 Data time: 0.0703, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1197 [2020-10-19 02:24:02,456][root][INFO] - ===> Epoch[3237](16184/5): Loss -0.8025, Sem 0.0228, dir -0.9839, norm 0.1586, swav 0.0000 LR: 7.536e-02 Score 99.229 Data time: 0.0792, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0017 [2020-10-19 02:24:04,764][root][INFO] - ===> Epoch[3237](16185/5): Loss -0.7682, Sem 0.0252, dir -0.9791, norm 0.1857, swav 0.0000 LR: 7.536e-02 Score 99.184 Data time: 0.0697, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2101 [2020-10-19 02:24:06,785][root][INFO] - ===> Epoch[3238](16186/5): Loss -0.7976, Sem 0.0218, dir -0.9834, norm 0.1640, swav 0.0000 LR: 7.536e-02 Score 99.278 Data time: 0.0714, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9277 [2020-10-19 02:24:09,035][root][INFO] - ===> Epoch[3238](16187/5): Loss -0.7927, Sem 0.0236, dir -0.9817, norm 0.1654, swav 0.0000 LR: 7.535e-02 Score 99.211 Data time: 0.1011, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1326 [2020-10-19 02:24:11,225][root][INFO] - ===> Epoch[3238](16188/5): Loss -0.7900, Sem 0.0246, dir -0.9827, norm 0.1681, swav 0.0000 LR: 7.535e-02 Score 99.170 Data time: 0.0949, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0838 [2020-10-19 02:24:13,501][root][INFO] - ===> Epoch[3238](16189/5): Loss -0.7910, Sem 0.0255, dir -0.9836, norm 0.1671, swav 0.0000 LR: 7.535e-02 Score 99.166 Data time: 0.0649, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1648 [2020-10-19 02:24:15,396][root][INFO] - ===> Epoch[3238](16190/5): Loss -0.7923, Sem 0.0230, dir -0.9824, norm 0.1671, swav 0.0000 LR: 7.535e-02 Score 99.226 Data time: 0.0561, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8085 [2020-10-19 02:24:17,397][root][INFO] - ===> Epoch[3239](16191/5): Loss -0.7961, Sem 0.0216, dir -0.9829, norm 0.1653, swav 0.0000 LR: 7.535e-02 Score 99.282 Data time: 0.0635, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9220 [2020-10-19 02:24:19,795][root][INFO] - ===> Epoch[3239](16192/5): Loss -0.7905, Sem 0.0228, dir -0.9827, norm 0.1694, swav 0.0000 LR: 7.535e-02 Score 99.243 Data time: 0.0806, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3076 [2020-10-19 02:24:21,917][root][INFO] - ===> Epoch[3239](16193/5): Loss -0.8099, Sem 0.0233, dir -0.9821, norm 0.1489, swav 0.0000 LR: 7.535e-02 Score 99.202 Data time: 0.0718, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9886 [2020-10-19 02:24:24,139][root][INFO] - ===> Epoch[3239](16194/5): Loss -0.7581, Sem 0.0287, dir -0.9806, norm 0.1938, swav 0.0000 LR: 7.534e-02 Score 99.059 Data time: 0.0664, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1196 [2020-10-19 02:24:26,250][root][INFO] - ===> Epoch[3239](16195/5): Loss -0.7979, Sem 0.0212, dir -0.9844, norm 0.1652, swav 0.0000 LR: 7.534e-02 Score 99.273 Data time: 0.1036, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0348 [2020-10-19 02:24:28,256][root][INFO] - ===> Epoch[3240](16196/5): Loss -0.7977, Sem 0.0216, dir -0.9823, norm 0.1631, swav 0.0000 LR: 7.534e-02 Score 99.283 Data time: 0.0868, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8923 [2020-10-19 02:24:31,131][root][INFO] - ===> Epoch[3240](16197/5): Loss -0.7958, Sem 0.0225, dir -0.9837, norm 0.1655, swav 0.0000 LR: 7.534e-02 Score 99.232 Data time: 0.0702, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.7829 [2020-10-19 02:24:33,290][root][INFO] - ===> Epoch[3240](16198/5): Loss -0.8021, Sem 0.0216, dir -0.9838, norm 0.1601, swav 0.0000 LR: 7.534e-02 Score 99.262 Data time: 0.0820, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0763 [2020-10-19 02:24:35,982][root][INFO] - ===> Epoch[3240](16199/5): Loss -0.7917, Sem 0.0247, dir -0.9805, norm 0.1640, swav 0.0000 LR: 7.534e-02 Score 99.181 Data time: 0.1604, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.5949 [2020-10-19 02:24:38,174][root][INFO] - ===> Epoch[3240](16200/5): Loss -0.7985, Sem 0.0212, dir -0.9839, norm 0.1642, swav 0.0000 LR: 7.533e-02 Score 99.294 Data time: 0.0927, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0767 [2020-10-19 02:24:39,051][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 02:24:39,211][root][INFO] - ===> Start testing [2020-10-19 02:25:18,223][root][INFO] - 68/68: Data time: 0.0024, Iter time: 0.1535 Loss 0.350 (AVG: 0.552) Score 92.646 (AVG: 90.021) mIOU 70.422 mAP 85.217 mAcc 77.946 IOU: 61.536 1.107 82.305 73.490 92.723 91.943 34.235 78.068 95.796 80.676 81.219 85.606 56.780 mAP: 80.617 22.697 97.043 87.334 98.917 98.540 56.855 96.198 99.609 92.041 93.237 94.579 90.155 mAcc: 77.007 9.025 91.491 82.863 95.303 97.067 37.316 91.532 97.569 87.569 89.414 95.961 61.175 [2020-10-19 02:25:18,225][root][INFO] - Finished test. Elapsed time: 39.0118 [2020-10-19 02:25:21,130][root][INFO] - [2020-10-19 02:25:21,131][root][INFO] - ################################################################ [2020-10-19 02:25:21,131][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 02:25:21,131][root][INFO] - ################################################################ [2020-10-19 02:25:21,131][root][INFO] - clutter : nan nan nan [2020-10-19 02:25:21,131][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 02:25:21,131][root][INFO] - board : 0.791 0.867 0.943 [2020-10-19 02:25:21,131][root][INFO] - bookcase : 0.238 0.364 0.498 [2020-10-19 02:25:21,131][root][INFO] - ceiling : 0.493 0.569 0.655 [2020-10-19 02:25:21,131][root][INFO] - chair : 0.813 0.903 0.920 [2020-10-19 02:25:21,131][root][INFO] - column : 0.223 0.333 0.409 [2020-10-19 02:25:21,131][root][INFO] - door : 0.716 0.853 0.913 [2020-10-19 02:25:21,131][root][INFO] - floor : 0.903 0.905 0.919 [2020-10-19 02:25:21,131][root][INFO] - sofa : 0.464 0.818 0.818 [2020-10-19 02:25:21,131][root][INFO] - table : 0.145 0.331 0.662 [2020-10-19 02:25:21,131][root][INFO] - wall : 0.511 0.709 0.802 [2020-10-19 02:25:21,131][root][INFO] - window : 0.479 0.681 0.742 [2020-10-19 02:25:21,131][root][INFO] - ---------------------------------------------------------------- [2020-10-19 02:25:21,131][root][INFO] - average : 0.481 0.611 0.690 [2020-10-19 02:25:21,132][root][INFO] - [2020-10-19 02:25:21,293][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 02:25:22,157][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-10-19 02:25:22,309][root][INFO] - Current best mIoU: 70.422 at iter 16200 [2020-10-19 02:25:23,942][root][INFO] - ===> Epoch[3241](16201/5): Loss -0.8058, Sem 0.0212, dir -0.9826, norm 0.1555, swav 0.0000 LR: 7.533e-02 Score 99.273 Data time: 0.0758, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.6281 [2020-10-19 02:25:26,863][root][INFO] - ===> Epoch[3241](16202/5): Loss -0.7877, Sem 0.0240, dir -0.9823, norm 0.1706, swav 0.0000 LR: 7.533e-02 Score 99.218 Data time: 0.0854, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.8195 [2020-10-19 02:25:29,124][root][INFO] - ===> Epoch[3241](16203/5): Loss -0.7810, Sem 0.0249, dir -0.9819, norm 0.1761, swav 0.0000 LR: 7.533e-02 Score 99.151 Data time: 0.0799, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1505 [2020-10-19 02:25:31,178][root][INFO] - ===> Epoch[3241](16204/5): Loss -0.7893, Sem 0.0237, dir -0.9811, norm 0.1682, swav 0.0000 LR: 7.533e-02 Score 99.228 Data time: 0.0524, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9416 [2020-10-19 02:25:33,339][root][INFO] - ===> Epoch[3241](16205/5): Loss -0.8034, Sem 0.0207, dir -0.9833, norm 0.1592, swav 0.0000 LR: 7.533e-02 Score 99.298 Data time: 0.0608, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1125 [2020-10-19 02:25:35,579][root][INFO] - ===> Epoch[3242](16206/5): Loss -0.8110, Sem 0.0228, dir -0.9844, norm 0.1505, swav 0.0000 LR: 7.533e-02 Score 99.241 Data time: 0.0546, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1304 [2020-10-19 02:25:37,942][root][INFO] - ===> Epoch[3242](16207/5): Loss -0.7930, Sem 0.0217, dir -0.9838, norm 0.1692, swav 0.0000 LR: 7.532e-02 Score 99.283 Data time: 0.0777, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2873 [2020-10-19 02:25:39,888][root][INFO] - ===> Epoch[3242](16208/5): Loss -0.8114, Sem 0.0196, dir -0.9858, norm 0.1548, swav 0.0000 LR: 7.532e-02 Score 99.327 Data time: 0.0566, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8271 [2020-10-19 02:25:41,623][root][INFO] - ===> Epoch[3242](16209/5): Loss -0.8042, Sem 0.0245, dir -0.9831, norm 0.1543, swav 0.0000 LR: 7.532e-02 Score 99.180 Data time: 0.0662, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.6496 [2020-10-19 02:25:43,662][root][INFO] - ===> Epoch[3242](16210/5): Loss -0.7885, Sem 0.0207, dir -0.9826, norm 0.1735, swav 0.0000 LR: 7.532e-02 Score 99.306 Data time: 0.0735, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9467 [2020-10-19 02:25:46,024][root][INFO] - ===> Epoch[3243](16211/5): Loss -0.7784, Sem 0.0245, dir -0.9814, norm 0.1785, swav 0.0000 LR: 7.532e-02 Score 99.215 Data time: 0.0823, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2552 [2020-10-19 02:25:48,587][root][INFO] - ===> Epoch[3243](16212/5): Loss -0.8017, Sem 0.0211, dir -0.9830, norm 0.1602, swav 0.0000 LR: 7.532e-02 Score 99.286 Data time: 0.0596, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4412 [2020-10-19 02:25:51,283][root][INFO] - ===> Epoch[3243](16213/5): Loss -0.8164, Sem 0.0206, dir -0.9851, norm 0.1481, swav 0.0000 LR: 7.531e-02 Score 99.308 Data time: 0.0698, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.6058 [2020-10-19 02:25:53,417][root][INFO] - ===> Epoch[3243](16214/5): Loss -0.7892, Sem 0.0219, dir -0.9829, norm 0.1718, swav 0.0000 LR: 7.531e-02 Score 99.263 Data time: 0.0821, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0341 [2020-10-19 02:25:55,272][root][INFO] - ===> Epoch[3243](16215/5): Loss -0.7982, Sem 0.0237, dir -0.9837, norm 0.1618, swav 0.0000 LR: 7.531e-02 Score 99.240 Data time: 0.1063, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7384 [2020-10-19 02:25:57,547][root][INFO] - ===> Epoch[3244](16216/5): Loss -0.7870, Sem 0.0260, dir -0.9827, norm 0.1696, swav 0.0000 LR: 7.531e-02 Score 99.171 Data time: 0.1127, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1693 [2020-10-19 02:25:59,627][root][INFO] - ===> Epoch[3244](16217/5): Loss -0.8027, Sem 0.0201, dir -0.9844, norm 0.1616, swav 0.0000 LR: 7.531e-02 Score 99.311 Data time: 0.1173, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9444 [2020-10-19 02:26:01,766][root][INFO] - ===> Epoch[3244](16218/5): Loss -0.7969, Sem 0.0247, dir -0.9837, norm 0.1621, swav 0.0000 LR: 7.531e-02 Score 99.179 Data time: 0.0771, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0306 [2020-10-19 02:26:04,132][root][INFO] - ===> Epoch[3244](16219/5): Loss -0.7973, Sem 0.0219, dir -0.9831, norm 0.1639, swav 0.0000 LR: 7.530e-02 Score 99.267 Data time: 0.0844, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2739 [2020-10-19 02:26:06,300][root][INFO] - ===> Epoch[3244](16220/5): Loss -0.7935, Sem 0.0210, dir -0.9816, norm 0.1671, swav 0.0000 LR: 7.530e-02 Score 99.284 Data time: 0.0794, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0531 [2020-10-19 02:26:08,322][root][INFO] - ===> Epoch[3245](16221/5): Loss -0.7928, Sem 0.0241, dir -0.9818, norm 0.1649, swav 0.0000 LR: 7.530e-02 Score 99.187 Data time: 0.0897, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9134 [2020-10-19 02:26:10,442][root][INFO] - ===> Epoch[3245](16222/5): Loss -0.7937, Sem 0.0195, dir -0.9825, norm 0.1693, swav 0.0000 LR: 7.530e-02 Score 99.338 Data time: 0.0669, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0090 [2020-10-19 02:26:12,855][root][INFO] - ===> Epoch[3245](16223/5): Loss -0.7962, Sem 0.0224, dir -0.9839, norm 0.1653, swav 0.0000 LR: 7.530e-02 Score 99.287 Data time: 0.0662, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3318 [2020-10-19 02:26:14,959][root][INFO] - ===> Epoch[3245](16224/5): Loss -0.8063, Sem 0.0233, dir -0.9841, norm 0.1545, swav 0.0000 LR: 7.530e-02 Score 99.201 Data time: 0.0710, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9973 [2020-10-19 02:26:16,855][root][INFO] - ===> Epoch[3245](16225/5): Loss -0.8019, Sem 0.0226, dir -0.9833, norm 0.1588, swav 0.0000 LR: 7.530e-02 Score 99.235 Data time: 0.0784, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7891 [2020-10-19 02:26:18,984][root][INFO] - ===> Epoch[3246](16226/5): Loss -0.7822, Sem 0.0226, dir -0.9820, norm 0.1772, swav 0.0000 LR: 7.529e-02 Score 99.272 Data time: 0.0945, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0193 [2020-10-19 02:26:21,300][root][INFO] - ===> Epoch[3246](16227/5): Loss -0.7842, Sem 0.0241, dir -0.9820, norm 0.1738, swav 0.0000 LR: 7.529e-02 Score 99.197 Data time: 0.0812, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1881 [2020-10-19 02:26:23,443][root][INFO] - ===> Epoch[3246](16228/5): Loss -0.7830, Sem 0.0248, dir -0.9820, norm 0.1742, swav 0.0000 LR: 7.529e-02 Score 99.190 Data time: 0.0729, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0308 [2020-10-19 02:26:25,523][root][INFO] - ===> Epoch[3246](16229/5): Loss -0.7994, Sem 0.0240, dir -0.9827, norm 0.1593, swav 0.0000 LR: 7.529e-02 Score 99.190 Data time: 0.0701, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9944 [2020-10-19 02:26:27,836][root][INFO] - ===> Epoch[3246](16230/5): Loss -0.8054, Sem 0.0212, dir -0.9836, norm 0.1571, swav 0.0000 LR: 7.529e-02 Score 99.280 Data time: 0.0992, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2114 [2020-10-19 02:26:29,891][root][INFO] - ===> Epoch[3247](16231/5): Loss -0.7918, Sem 0.0215, dir -0.9834, norm 0.1701, swav 0.0000 LR: 7.529e-02 Score 99.290 Data time: 0.0595, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9529 [2020-10-19 02:26:31,992][root][INFO] - ===> Epoch[3247](16232/5): Loss -0.7920, Sem 0.0216, dir -0.9824, norm 0.1688, swav 0.0000 LR: 7.528e-02 Score 99.275 Data time: 0.0666, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0296 [2020-10-19 02:26:33,974][root][INFO] - ===> Epoch[3247](16233/5): Loss -0.8003, Sem 0.0234, dir -0.9824, norm 0.1587, swav 0.0000 LR: 7.528e-02 Score 99.205 Data time: 0.0654, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8906 [2020-10-19 02:26:36,739][root][INFO] - ===> Epoch[3247](16234/5): Loss -0.7798, Sem 0.0208, dir -0.9821, norm 0.1816, swav 0.0000 LR: 7.528e-02 Score 99.319 Data time: 0.0934, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.6743 [2020-10-19 02:26:39,578][root][INFO] - ===> Epoch[3247](16235/5): Loss -0.7948, Sem 0.0221, dir -0.9841, norm 0.1672, swav 0.0000 LR: 7.528e-02 Score 99.241 Data time: 0.0885, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.7243 [2020-10-19 02:26:41,714][root][INFO] - ===> Epoch[3248](16236/5): Loss -0.7956, Sem 0.0226, dir -0.9835, norm 0.1653, swav 0.0000 LR: 7.528e-02 Score 99.227 Data time: 0.0798, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0314 [2020-10-19 02:26:44,002][root][INFO] - ===> Epoch[3248](16237/5): Loss -0.7874, Sem 0.0224, dir -0.9827, norm 0.1729, swav 0.0000 LR: 7.528e-02 Score 99.277 Data time: 0.0860, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1833 [2020-10-19 02:26:45,940][root][INFO] - ===> Epoch[3248](16238/5): Loss -0.7983, Sem 0.0204, dir -0.9842, norm 0.1656, swav 0.0000 LR: 7.528e-02 Score 99.296 Data time: 0.0641, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8593 [2020-10-19 02:26:48,715][root][INFO] - ===> Epoch[3248](16239/5): Loss -0.7975, Sem 0.0244, dir -0.9824, norm 0.1606, swav 0.0000 LR: 7.527e-02 Score 99.178 Data time: 0.1094, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.6741 [2020-10-19 02:26:51,044][root][INFO] - ===> Epoch[3248](16240/5): Loss -0.7779, Sem 0.0198, dir -0.9835, norm 0.1857, swav 0.0000 LR: 7.527e-02 Score 99.355 Data time: 0.0866, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1986 [2020-10-19 02:26:53,221][root][INFO] - ===> Epoch[3249](16241/5): Loss -0.8069, Sem 0.0202, dir -0.9836, norm 0.1565, swav 0.0000 LR: 7.527e-02 Score 99.321 Data time: 0.0974, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0508 [2020-10-19 02:26:55,227][root][INFO] - ===> Epoch[3249](16242/5): Loss -0.7965, Sem 0.0214, dir -0.9829, norm 0.1650, swav 0.0000 LR: 7.527e-02 Score 99.281 Data time: 0.0819, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9211 [2020-10-19 02:26:57,509][root][INFO] - ===> Epoch[3249](16243/5): Loss -0.7973, Sem 0.0217, dir -0.9827, norm 0.1636, swav 0.0000 LR: 7.527e-02 Score 99.283 Data time: 0.0747, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1676 [2020-10-19 02:26:59,875][root][INFO] - ===> Epoch[3249](16244/5): Loss -0.7744, Sem 0.0231, dir -0.9819, norm 0.1844, swav 0.0000 LR: 7.527e-02 Score 99.244 Data time: 0.1435, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2743 [2020-10-19 02:27:01,903][root][INFO] - ===> Epoch[3249](16245/5): Loss -0.7912, Sem 0.0224, dir -0.9843, norm 0.1707, swav 0.0000 LR: 7.526e-02 Score 99.230 Data time: 0.0905, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9047 [2020-10-19 02:27:03,949][root][INFO] - ===> Epoch[3250](16246/5): Loss -0.7787, Sem 0.0213, dir -0.9823, norm 0.1823, swav 0.0000 LR: 7.526e-02 Score 99.276 Data time: 0.0700, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9464 [2020-10-19 02:27:05,905][root][INFO] - ===> Epoch[3250](16247/5): Loss -0.7737, Sem 0.0250, dir -0.9816, norm 0.1829, swav 0.0000 LR: 7.526e-02 Score 99.154 Data time: 0.0785, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8523 [2020-10-19 02:27:08,269][root][INFO] - ===> Epoch[3250](16248/5): Loss -0.7937, Sem 0.0219, dir -0.9840, norm 0.1683, swav 0.0000 LR: 7.526e-02 Score 99.279 Data time: 0.0631, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2625 [2020-10-19 02:27:10,458][root][INFO] - ===> Epoch[3250](16249/5): Loss -0.7971, Sem 0.0221, dir -0.9826, norm 0.1635, swav 0.0000 LR: 7.526e-02 Score 99.259 Data time: 0.0749, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0924 [2020-10-19 02:27:12,488][root][INFO] - ===> Epoch[3250](16250/5): Loss -0.7868, Sem 0.0216, dir -0.9822, norm 0.1738, swav 0.0000 LR: 7.526e-02 Score 99.281 Data time: 0.0803, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9254 [2020-10-19 02:27:14,671][root][INFO] - ===> Epoch[3251](16251/5): Loss -0.7914, Sem 0.0245, dir -0.9816, norm 0.1658, swav 0.0000 LR: 7.526e-02 Score 99.188 Data time: 0.1571, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0862 [2020-10-19 02:27:16,747][root][INFO] - ===> Epoch[3251](16252/5): Loss -0.7885, Sem 0.0252, dir -0.9812, norm 0.1675, swav 0.0000 LR: 7.525e-02 Score 99.151 Data time: 0.0879, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9841 [2020-10-19 02:27:18,918][root][INFO] - ===> Epoch[3251](16253/5): Loss -0.8033, Sem 0.0204, dir -0.9835, norm 0.1598, swav 0.0000 LR: 7.525e-02 Score 99.334 Data time: 0.0717, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0670 [2020-10-19 02:27:21,097][root][INFO] - ===> Epoch[3251](16254/5): Loss -0.7771, Sem 0.0222, dir -0.9821, norm 0.1829, swav 0.0000 LR: 7.525e-02 Score 99.264 Data time: 0.0788, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0999 [2020-10-19 02:27:23,162][root][INFO] - ===> Epoch[3251](16255/5): Loss -0.8090, Sem 0.0219, dir -0.9851, norm 0.1542, swav 0.0000 LR: 7.525e-02 Score 99.266 Data time: 0.0835, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9734 [2020-10-19 02:27:25,057][root][INFO] - ===> Epoch[3252](16256/5): Loss -0.7925, Sem 0.0245, dir -0.9829, norm 0.1658, swav 0.0000 LR: 7.525e-02 Score 99.173 Data time: 0.0787, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8130 [2020-10-19 02:27:27,309][root][INFO] - ===> Epoch[3252](16257/5): Loss -0.8020, Sem 0.0218, dir -0.9841, norm 0.1603, swav 0.0000 LR: 7.525e-02 Score 99.285 Data time: 0.0718, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1296 [2020-10-19 02:27:29,995][root][INFO] - ===> Epoch[3252](16258/5): Loss -0.7803, Sem 0.0236, dir -0.9823, norm 0.1783, swav 0.0000 LR: 7.524e-02 Score 99.227 Data time: 0.0985, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.5860 [2020-10-19 02:27:31,997][root][INFO] - ===> Epoch[3252](16259/5): Loss -0.8083, Sem 0.0213, dir -0.9831, norm 0.1535, swav 0.0000 LR: 7.524e-02 Score 99.267 Data time: 0.0814, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8804 [2020-10-19 02:27:34,510][root][INFO] - ===> Epoch[3252](16260/5): Loss -0.7916, Sem 0.0201, dir -0.9847, norm 0.1730, swav 0.0000 LR: 7.524e-02 Score 99.323 Data time: 0.1146, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.4218 [2020-10-19 02:27:36,735][root][INFO] - ===> Epoch[3253](16261/5): Loss -0.7959, Sem 0.0197, dir -0.9826, norm 0.1669, swav 0.0000 LR: 7.524e-02 Score 99.345 Data time: 0.1149, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1009 [2020-10-19 02:27:38,703][root][INFO] - ===> Epoch[3253](16262/5): Loss -0.7686, Sem 0.0256, dir -0.9823, norm 0.1880, swav 0.0000 LR: 7.524e-02 Score 99.146 Data time: 0.0723, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.8653 [2020-10-19 02:27:40,885][root][INFO] - ===> Epoch[3253](16263/5): Loss -0.8111, Sem 0.0213, dir -0.9847, norm 0.1523, swav 0.0000 LR: 7.524e-02 Score 99.291 Data time: 0.0743, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.0933 [2020-10-19 02:27:42,743][root][INFO] - ===> Epoch[3253](16264/5): Loss -0.8037, Sem 0.0229, dir -0.9832, norm 0.1567, swav 0.0000 LR: 7.524e-02 Score 99.236 Data time: 0.1027, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.7744 [2020-10-19 02:27:44,837][root][INFO] - ===> Epoch[3253](16265/5): Loss -0.7889, Sem 0.0218, dir -0.9817, norm 0.1711, swav 0.0000 LR: 7.523e-02 Score 99.293 Data time: 0.0908, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9802 [2020-10-19 02:27:47,274][root][INFO] - ===> Epoch[3254](16266/5): Loss -0.7976, Sem 0.0218, dir -0.9832, norm 0.1638, swav 0.0000 LR: 7.523e-02 Score 99.269 Data time: 0.1083, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.3221 [2020-10-19 02:27:49,357][root][INFO] - ===> Epoch[3254](16267/5): Loss -0.8037, Sem 0.0207, dir -0.9842, norm 0.1598, swav 0.0000 LR: 7.523e-02 Score 99.291 Data time: 0.0881, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9817 [2020-10-19 02:27:51,764][root][INFO] - ===> Epoch[3254](16268/5): Loss -0.8086, Sem 0.0232, dir -0.9836, norm 0.1518, swav 0.0000 LR: 7.523e-02 Score 99.219 Data time: 0.1745, Forward time: 0.7734, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.2862 [2020-10-19 02:27:54,062][root][INFO] - ===> Epoch[3254](16269/5): Loss -0.7870, Sem 0.0222, dir -0.9833, norm 0.1741, swav 0.0000 LR: 7.523e-02 Score 99.264 Data time: 0.0994, Forward time: 0.7734, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.2096 [2020-10-19 02:27:56,231][root][INFO] - ===> Epoch[3254](16270/5): Loss -0.7877, Sem 0.0243, dir -0.9830, norm 0.1709, swav 0.0000 LR: 7.523e-02 Score 99.196 Data time: 0.0625, Forward time: 0.7734, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.0625 [2020-10-19 02:27:58,435][root][INFO] - ===> Epoch[3255](16271/5): Loss -0.7949, Sem 0.0210, dir -0.9840, norm 0.1681, swav 0.0000 LR: 7.522e-02 Score 99.299 Data time: 0.0820, Forward time: 0.7734, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.1340 [2020-10-19 02:28:00,611][root][INFO] - ===> Epoch[3255](16272/5): Loss -0.7924, Sem 0.0245, dir -0.9821, norm 0.1652, swav 0.0000 LR: 7.522e-02 Score 99.186 Data time: 0.0816, Forward time: 0.7734, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.0630 [2020-10-19 02:28:02,626][root][INFO] - ===> Epoch[3255](16273/5): Loss -0.7995, Sem 0.0231, dir -0.9832, norm 0.1607, swav 0.0000 LR: 7.522e-02 Score 99.229 Data time: 0.0740, Forward time: 0.7734, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9094 [2020-10-19 02:28:04,498][root][INFO] - ===> Epoch[3255](16274/5): Loss -0.7940, Sem 0.0216, dir -0.9830, norm 0.1674, swav 0.0000 LR: 7.522e-02 Score 99.275 Data time: 0.0805, Forward time: 0.7734, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.7773 [2020-10-19 02:28:06,750][root][INFO] - ===> Epoch[3255](16275/5): Loss -0.7908, Sem 0.0217, dir -0.9824, norm 0.1698, swav 0.0000 LR: 7.522e-02 Score 99.283 Data time: 0.0645, Forward time: 0.7734, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.1498 [2020-10-19 02:28:09,451][root][INFO] - ===> Epoch[3256](16276/5): Loss -0.7866, Sem 0.0242, dir -0.9831, norm 0.1723, swav 0.0000 LR: 7.522e-02 Score 99.195 Data time: 0.0647, Forward time: 0.7734, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.6165 [2020-10-19 02:28:11,451][root][INFO] - ===> Epoch[3256](16277/5): Loss -0.8039, Sem 0.0220, dir -0.9842, norm 0.1584, swav 0.0000 LR: 7.522e-02 Score 99.272 Data time: 0.0725, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.8708 [2020-10-19 02:28:13,330][root][INFO] - ===> Epoch[3256](16278/5): Loss -0.8010, Sem 0.0217, dir -0.9827, norm 0.1600, swav 0.0000 LR: 7.521e-02 Score 99.267 Data time: 0.0833, Forward time: 0.7734, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.7866 [2020-10-19 02:28:15,678][root][INFO] - ===> Epoch[3256](16279/5): Loss -0.7839, Sem 0.0214, dir -0.9846, norm 0.1792, swav 0.0000 LR: 7.521e-02 Score 99.294 Data time: 0.0603, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.2511 [2020-10-19 02:28:17,803][root][INFO] - ===> Epoch[3256](16280/5): Loss -0.7909, Sem 0.0253, dir -0.9818, norm 0.1656, swav 0.0000 LR: 7.521e-02 Score 99.167 Data time: 0.0647, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.0275 [2020-10-19 02:28:20,302][root][INFO] - ===> Epoch[3257](16281/5): Loss -0.8036, Sem 0.0200, dir -0.9848, norm 0.1612, swav 0.0000 LR: 7.521e-02 Score 99.344 Data time: 0.0588, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.4146 [2020-10-19 02:28:22,088][root][INFO] - ===> Epoch[3257](16282/5): Loss -0.7945, Sem 0.0249, dir -0.9821, norm 0.1626, swav 0.0000 LR: 7.521e-02 Score 99.155 Data time: 0.0489, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.7532 [2020-10-19 02:28:24,659][root][INFO] - ===> Epoch[3257](16283/5): Loss -0.7840, Sem 0.0249, dir -0.9816, norm 0.1727, swav 0.0000 LR: 7.521e-02 Score 99.156 Data time: 0.0657, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.5025 [2020-10-19 02:28:26,682][root][INFO] - ===> Epoch[3257](16284/5): Loss -0.7844, Sem 0.0193, dir -0.9834, norm 0.1797, swav 0.0000 LR: 7.520e-02 Score 99.373 Data time: 0.0801, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9183 [2020-10-19 02:28:28,920][root][INFO] - ===> Epoch[3257](16285/5): Loss -0.8040, Sem 0.0215, dir -0.9836, norm 0.1581, swav 0.0000 LR: 7.520e-02 Score 99.273 Data time: 0.0520, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.1148 [2020-10-19 02:28:31,146][root][INFO] - ===> Epoch[3258](16286/5): Loss -0.7963, Sem 0.0206, dir -0.9830, norm 0.1660, swav 0.0000 LR: 7.520e-02 Score 99.312 Data time: 0.0680, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.1593 [2020-10-19 02:28:33,820][root][INFO] - ===> Epoch[3258](16287/5): Loss -0.7741, Sem 0.0248, dir -0.9809, norm 0.1820, swav 0.0000 LR: 7.520e-02 Score 99.169 Data time: 0.0828, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.5756 [2020-10-19 02:28:35,937][root][INFO] - ===> Epoch[3258](16288/5): Loss -0.8117, Sem 0.0214, dir -0.9842, norm 0.1511, swav 0.0000 LR: 7.520e-02 Score 99.289 Data time: 0.0864, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0108 [2020-10-19 02:28:38,011][root][INFO] - ===> Epoch[3258](16289/5): Loss -0.7717, Sem 0.0222, dir -0.9827, norm 0.1888, swav 0.0000 LR: 7.520e-02 Score 99.268 Data time: 0.0850, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9771 [2020-10-19 02:28:39,998][root][INFO] - ===> Epoch[3258](16290/5): Loss -0.7920, Sem 0.0224, dir -0.9815, norm 0.1671, swav 0.0000 LR: 7.520e-02 Score 99.242 Data time: 0.1163, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.8774 [2020-10-19 02:28:42,122][root][INFO] - ===> Epoch[3259](16291/5): Loss -0.7904, Sem 0.0233, dir -0.9826, norm 0.1689, swav 0.0000 LR: 7.519e-02 Score 99.203 Data time: 0.1408, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.0291 [2020-10-19 02:28:44,514][root][INFO] - ===> Epoch[3259](16292/5): Loss -0.7860, Sem 0.0220, dir -0.9821, norm 0.1742, swav 0.0000 LR: 7.519e-02 Score 99.317 Data time: 0.0925, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.2860 [2020-10-19 02:28:46,761][root][INFO] - ===> Epoch[3259](16293/5): Loss -0.7835, Sem 0.0230, dir -0.9821, norm 0.1755, swav 0.0000 LR: 7.519e-02 Score 99.233 Data time: 0.0904, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.1346 [2020-10-19 02:28:48,756][root][INFO] - ===> Epoch[3259](16294/5): Loss -0.7896, Sem 0.0233, dir -0.9809, norm 0.1680, swav 0.0000 LR: 7.519e-02 Score 99.210 Data time: 0.0672, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9036 [2020-10-19 02:28:50,788][root][INFO] - ===> Epoch[3259](16295/5): Loss -0.7961, Sem 0.0210, dir -0.9834, norm 0.1664, swav 0.0000 LR: 7.519e-02 Score 99.298 Data time: 0.0673, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9448 [2020-10-19 02:28:53,069][root][INFO] - ===> Epoch[3260](16296/5): Loss -0.7648, Sem 0.0230, dir -0.9804, norm 0.1926, swav 0.0000 LR: 7.519e-02 Score 99.239 Data time: 0.0677, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.2181 [2020-10-19 02:28:55,161][root][INFO] - ===> Epoch[3260](16297/5): Loss -0.7965, Sem 0.0209, dir -0.9840, norm 0.1667, swav 0.0000 LR: 7.518e-02 Score 99.297 Data time: 0.0955, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9955 [2020-10-19 02:28:57,484][root][INFO] - ===> Epoch[3260](16298/5): Loss -0.7884, Sem 0.0233, dir -0.9812, norm 0.1695, swav 0.0000 LR: 7.518e-02 Score 99.208 Data time: 0.0769, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.2347 [2020-10-19 02:28:59,786][root][INFO] - ===> Epoch[3260](16299/5): Loss -0.7650, Sem 0.0209, dir -0.9810, norm 0.1951, swav 0.0000 LR: 7.518e-02 Score 99.316 Data time: 0.0601, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.2168 [2020-10-19 02:29:02,122][root][INFO] - ===> Epoch[3260](16300/5): Loss -0.7807, Sem 0.0233, dir -0.9832, norm 0.1792, swav 0.0000 LR: 7.518e-02 Score 99.256 Data time: 0.0538, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.2694 [2020-10-19 02:29:03,067][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 02:29:04,956][root][INFO] - ===> Epoch[3261](16301/5): Loss -0.7686, Sem 0.0225, dir -0.9786, norm 0.1874, swav 0.0000 LR: 7.518e-02 Score 99.238 Data time: 0.0854, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.7188 [2020-10-19 02:29:07,167][root][INFO] - ===> Epoch[3261](16302/5): Loss -0.7827, Sem 0.0243, dir -0.9819, norm 0.1749, swav 0.0000 LR: 7.518e-02 Score 99.179 Data time: 0.0970, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.1006 [2020-10-19 02:29:09,405][root][INFO] - ===> Epoch[3261](16303/5): Loss -0.7700, Sem 0.0214, dir -0.9793, norm 0.1879, swav 0.0000 LR: 7.517e-02 Score 99.263 Data time: 0.0824, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.1509 [2020-10-19 02:29:11,854][root][INFO] - ===> Epoch[3261](16304/5): Loss -0.7982, Sem 0.0217, dir -0.9840, norm 0.1641, swav 0.0000 LR: 7.517e-02 Score 99.265 Data time: 0.0603, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.3547 [2020-10-19 02:29:14,111][root][INFO] - ===> Epoch[3261](16305/5): Loss -0.7702, Sem 0.0219, dir -0.9795, norm 0.1873, swav 0.0000 LR: 7.517e-02 Score 99.262 Data time: 0.0760, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.1822 [2020-10-19 02:29:16,256][root][INFO] - ===> Epoch[3262](16306/5): Loss -0.7655, Sem 0.0203, dir -0.9818, norm 0.1959, swav 0.0000 LR: 7.517e-02 Score 99.322 Data time: 0.0786, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.0481 [2020-10-19 02:29:18,396][root][INFO] - ===> Epoch[3262](16307/5): Loss -0.7773, Sem 0.0209, dir -0.9811, norm 0.1830, swav 0.0000 LR: 7.517e-02 Score 99.286 Data time: 0.0559, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.0373 [2020-10-19 02:29:20,472][root][INFO] - ===> Epoch[3262](16308/5): Loss -0.7479, Sem 0.0244, dir -0.9778, norm 0.2056, swav 0.0000 LR: 7.517e-02 Score 99.189 Data time: 0.1003, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9949 [2020-10-19 02:29:23,644][root][INFO] - ===> Epoch[3262](16309/5): Loss -0.7837, Sem 0.0220, dir -0.9820, norm 0.1762, swav 0.0000 LR: 7.517e-02 Score 99.256 Data time: 0.0617, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 3.0667 [2020-10-19 02:29:26,189][root][INFO] - ===> Epoch[3262](16310/5): Loss -0.7280, Sem 0.0225, dir -0.9748, norm 0.2243, swav 0.0000 LR: 7.516e-02 Score 99.274 Data time: 0.0725, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.4494 [2020-10-19 02:29:28,863][root][INFO] - ===> Epoch[3263](16311/5): Loss -0.7637, Sem 0.0255, dir -0.9814, norm 0.1922, swav 0.0000 LR: 7.516e-02 Score 99.141 Data time: 0.0756, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.5655 [2020-10-19 02:29:31,826][root][INFO] - ===> Epoch[3263](16312/5): Loss -0.7218, Sem 0.0211, dir -0.9739, norm 0.2309, swav 0.0000 LR: 7.516e-02 Score 99.295 Data time: 0.0761, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.8624 [2020-10-19 02:29:34,356][root][INFO] - ===> Epoch[3263](16313/5): Loss -0.7832, Sem 0.0219, dir -0.9804, norm 0.1753, swav 0.0000 LR: 7.516e-02 Score 99.243 Data time: 0.0501, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4140 [2020-10-19 02:29:36,232][root][INFO] - ===> Epoch[3263](16314/5): Loss -0.7232, Sem 0.0247, dir -0.9720, norm 0.2241, swav 0.0000 LR: 7.516e-02 Score 99.167 Data time: 0.1044, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7977 [2020-10-19 02:29:38,657][root][INFO] - ===> Epoch[3263](16315/5): Loss -0.7365, Sem 0.0239, dir -0.9776, norm 0.2172, swav 0.0000 LR: 7.516e-02 Score 99.211 Data time: 0.2394, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3124 [2020-10-19 02:29:40,869][root][INFO] - ===> Epoch[3264](16316/5): Loss -0.7277, Sem 0.0241, dir -0.9729, norm 0.2212, swav 0.0000 LR: 7.515e-02 Score 99.169 Data time: 0.1310, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0611 [2020-10-19 02:29:43,046][root][INFO] - ===> Epoch[3264](16317/5): Loss -0.7396, Sem 0.0218, dir -0.9772, norm 0.2158, swav 0.0000 LR: 7.515e-02 Score 99.257 Data time: 0.0819, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0718 [2020-10-19 02:29:45,164][root][INFO] - ===> Epoch[3264](16318/5): Loss -0.7519, Sem 0.0224, dir -0.9730, norm 0.1986, swav 0.0000 LR: 7.515e-02 Score 99.249 Data time: 0.0703, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0250 [2020-10-19 02:29:47,334][root][INFO] - ===> Epoch[3264](16319/5): Loss -0.7359, Sem 0.0202, dir -0.9770, norm 0.2209, swav 0.0000 LR: 7.515e-02 Score 99.325 Data time: 0.0953, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0762 [2020-10-19 02:29:49,149][root][INFO] - ===> Epoch[3264](16320/5): Loss -0.7679, Sem 0.0243, dir -0.9793, norm 0.1871, swav 0.0000 LR: 7.515e-02 Score 99.179 Data time: 0.0745, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.6915 [2020-10-19 02:29:51,902][root][INFO] - ===> Epoch[3265](16321/5): Loss -0.7558, Sem 0.0253, dir -0.9791, norm 0.1981, swav 0.0000 LR: 7.515e-02 Score 99.166 Data time: 0.0808, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.6579 [2020-10-19 02:29:54,184][root][INFO] - ===> Epoch[3265](16322/5): Loss -0.7645, Sem 0.0208, dir -0.9813, norm 0.1960, swav 0.0000 LR: 7.515e-02 Score 99.306 Data time: 0.0740, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1850 [2020-10-19 02:29:56,871][root][INFO] - ===> Epoch[3265](16323/5): Loss -0.7677, Sem 0.0221, dir -0.9820, norm 0.1922, swav 0.0000 LR: 7.514e-02 Score 99.253 Data time: 0.0855, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.5815 [2020-10-19 02:29:59,096][root][INFO] - ===> Epoch[3265](16324/5): Loss -0.7685, Sem 0.0239, dir -0.9778, norm 0.1853, swav 0.0000 LR: 7.514e-02 Score 99.195 Data time: 0.1046, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1126 [2020-10-19 02:30:01,293][root][INFO] - ===> Epoch[3265](16325/5): Loss -0.7629, Sem 0.0233, dir -0.9813, norm 0.1951, swav 0.0000 LR: 7.514e-02 Score 99.258 Data time: 0.0938, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0820 [2020-10-19 02:30:03,631][root][INFO] - ===> Epoch[3266](16326/5): Loss -0.7039, Sem 0.0295, dir -0.9689, norm 0.2356, swav 0.0000 LR: 7.514e-02 Score 99.110 Data time: 0.0755, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2439 [2020-10-19 02:30:05,572][root][INFO] - ===> Epoch[3266](16327/5): Loss -0.7712, Sem 0.0241, dir -0.9785, norm 0.1832, swav 0.0000 LR: 7.514e-02 Score 99.179 Data time: 0.0789, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8504 [2020-10-19 02:30:07,606][root][INFO] - ===> Epoch[3266](16328/5): Loss -0.7210, Sem 0.0250, dir -0.9744, norm 0.2283, swav 0.0000 LR: 7.514e-02 Score 99.155 Data time: 0.1979, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9346 [2020-10-19 02:30:09,818][root][INFO] - ===> Epoch[3266](16329/5): Loss -0.7143, Sem 0.0214, dir -0.9728, norm 0.2370, swav 0.0000 LR: 7.513e-02 Score 99.290 Data time: 0.0978, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1159 [2020-10-19 02:30:11,958][root][INFO] - ===> Epoch[3266](16330/5): Loss -0.7639, Sem 0.0233, dir -0.9794, norm 0.1923, swav 0.0000 LR: 7.513e-02 Score 99.233 Data time: 0.0575, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0285 [2020-10-19 02:30:14,193][root][INFO] - ===> Epoch[3267](16331/5): Loss -0.7224, Sem 0.0271, dir -0.9773, norm 0.2278, swav 0.0000 LR: 7.513e-02 Score 99.127 Data time: 0.0771, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1460 [2020-10-19 02:30:16,862][root][INFO] - ===> Epoch[3267](16332/5): Loss -0.7788, Sem 0.0230, dir -0.9808, norm 0.1791, swav 0.0000 LR: 7.513e-02 Score 99.232 Data time: 0.0630, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.5838 [2020-10-19 02:30:19,116][root][INFO] - ===> Epoch[3267](16333/5): Loss -0.7692, Sem 0.0250, dir -0.9806, norm 0.1864, swav 0.0000 LR: 7.513e-02 Score 99.181 Data time: 0.0840, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1578 [2020-10-19 02:30:20,878][root][INFO] - ===> Epoch[3267](16334/5): Loss -0.7607, Sem 0.0231, dir -0.9784, norm 0.1946, swav 0.0000 LR: 7.513e-02 Score 99.213 Data time: 0.0589, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.6560 [2020-10-19 02:30:22,539][root][INFO] - ===> Epoch[3267](16335/5): Loss -0.7699, Sem 0.0281, dir -0.9812, norm 0.1832, swav 0.0000 LR: 7.513e-02 Score 99.057 Data time: 0.0570, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.6024 [2020-10-19 02:30:25,692][root][INFO] - ===> Epoch[3268](16336/5): Loss -0.7227, Sem 0.0232, dir -0.9738, norm 0.2279, swav 0.0000 LR: 7.512e-02 Score 99.232 Data time: 0.0510, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 3.0597 [2020-10-19 02:30:27,616][root][INFO] - ===> Epoch[3268](16337/5): Loss -0.7539, Sem 0.0213, dir -0.9813, norm 0.2061, swav 0.0000 LR: 7.512e-02 Score 99.304 Data time: 0.0661, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8280 [2020-10-19 02:30:29,865][root][INFO] - ===> Epoch[3268](16338/5): Loss -0.7223, Sem 0.0239, dir -0.9723, norm 0.2261, swav 0.0000 LR: 7.512e-02 Score 99.223 Data time: 0.1111, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1476 [2020-10-19 02:30:32,320][root][INFO] - ===> Epoch[3268](16339/5): Loss -0.7436, Sem 0.0246, dir -0.9795, norm 0.2114, swav 0.0000 LR: 7.512e-02 Score 99.189 Data time: 0.0687, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3359 [2020-10-19 02:30:34,242][root][INFO] - ===> Epoch[3268](16340/5): Loss -0.7352, Sem 0.0220, dir -0.9769, norm 0.2197, swav 0.0000 LR: 7.512e-02 Score 99.255 Data time: 0.0563, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8298 [2020-10-19 02:30:36,605][root][INFO] - ===> Epoch[3269](16341/5): Loss -0.7531, Sem 0.0247, dir -0.9776, norm 0.1998, swav 0.0000 LR: 7.512e-02 Score 99.174 Data time: 0.0661, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3076 [2020-10-19 02:30:38,771][root][INFO] - ===> Epoch[3269](16342/5): Loss -0.7308, Sem 0.0247, dir -0.9780, norm 0.2225, swav 0.0000 LR: 7.511e-02 Score 99.156 Data time: 0.0897, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0508 [2020-10-19 02:30:40,879][root][INFO] - ===> Epoch[3269](16343/5): Loss -0.7415, Sem 0.0226, dir -0.9799, norm 0.2158, swav 0.0000 LR: 7.511e-02 Score 99.241 Data time: 0.0878, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9780 [2020-10-19 02:30:42,877][root][INFO] - ===> Epoch[3269](16344/5): Loss -0.7498, Sem 0.0245, dir -0.9778, norm 0.2035, swav 0.0000 LR: 7.511e-02 Score 99.194 Data time: 0.0976, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8868 [2020-10-19 02:30:45,243][root][INFO] - ===> Epoch[3269](16345/5): Loss -0.7417, Sem 0.0235, dir -0.9767, norm 0.2115, swav 0.0000 LR: 7.511e-02 Score 99.211 Data time: 0.0584, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2927 [2020-10-19 02:30:47,522][root][INFO] - ===> Epoch[3270](16346/5): Loss -0.7537, Sem 0.0277, dir -0.9776, norm 0.1963, swav 0.0000 LR: 7.511e-02 Score 99.106 Data time: 0.0519, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1786 [2020-10-19 02:30:49,624][root][INFO] - ===> Epoch[3270](16347/5): Loss -0.7625, Sem 0.0247, dir -0.9801, norm 0.1928, swav 0.0000 LR: 7.511e-02 Score 99.159 Data time: 0.0628, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0076 [2020-10-19 02:30:51,834][root][INFO] - ===> Epoch[3270](16348/5): Loss -0.7396, Sem 0.0251, dir -0.9775, norm 0.2128, swav 0.0000 LR: 7.511e-02 Score 99.173 Data time: 0.0790, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1268 [2020-10-19 02:30:54,371][root][INFO] - ===> Epoch[3270](16349/5): Loss -0.7659, Sem 0.0222, dir -0.9812, norm 0.1931, swav 0.0000 LR: 7.510e-02 Score 99.264 Data time: 0.0551, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4288 [2020-10-19 02:30:56,742][root][INFO] - ===> Epoch[3270](16350/5): Loss -0.7158, Sem 0.0234, dir -0.9753, norm 0.2361, swav 0.0000 LR: 7.510e-02 Score 99.222 Data time: 0.0543, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2776 [2020-10-19 02:30:59,208][root][INFO] - ===> Epoch[3271](16351/5): Loss -0.7284, Sem 0.0220, dir -0.9806, norm 0.2302, swav 0.0000 LR: 7.510e-02 Score 99.273 Data time: 0.0663, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.3755 [2020-10-19 02:31:01,499][root][INFO] - ===> Epoch[3271](16352/5): Loss -0.7377, Sem 0.0243, dir -0.9766, norm 0.2146, swav 0.0000 LR: 7.510e-02 Score 99.170 Data time: 0.0822, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2020 [2020-10-19 02:31:03,434][root][INFO] - ===> Epoch[3271](16353/5): Loss -0.7477, Sem 0.0226, dir -0.9776, norm 0.2073, swav 0.0000 LR: 7.510e-02 Score 99.267 Data time: 0.0816, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8339 [2020-10-19 02:31:05,478][root][INFO] - ===> Epoch[3271](16354/5): Loss -0.7220, Sem 0.0251, dir -0.9780, norm 0.2309, swav 0.0000 LR: 7.510e-02 Score 99.179 Data time: 0.0814, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9417 [2020-10-19 02:31:08,128][root][INFO] - ===> Epoch[3271](16355/5): Loss -0.7341, Sem 0.0253, dir -0.9789, norm 0.2196, swav 0.0000 LR: 7.509e-02 Score 99.167 Data time: 0.0638, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.5605 [2020-10-19 02:31:10,532][root][INFO] - ===> Epoch[3272](16356/5): Loss -0.7402, Sem 0.0265, dir -0.9789, norm 0.2122, swav 0.0000 LR: 7.509e-02 Score 99.132 Data time: 0.0734, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.3086 [2020-10-19 02:31:12,850][root][INFO] - ===> Epoch[3272](16357/5): Loss -0.7244, Sem 0.0247, dir -0.9777, norm 0.2286, swav 0.0000 LR: 7.509e-02 Score 99.176 Data time: 0.0946, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2154 [2020-10-19 02:31:15,161][root][INFO] - ===> Epoch[3272](16358/5): Loss -0.7489, Sem 0.0273, dir -0.9776, norm 0.2014, swav 0.0000 LR: 7.509e-02 Score 99.075 Data time: 0.0693, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1923 [2020-10-19 02:31:17,241][root][INFO] - ===> Epoch[3272](16359/5): Loss -0.7580, Sem 0.0260, dir -0.9796, norm 0.1956, swav 0.0000 LR: 7.509e-02 Score 99.130 Data time: 0.0799, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9949 [2020-10-19 02:31:19,278][root][INFO] - ===> Epoch[3272](16360/5): Loss -0.7359, Sem 0.0232, dir -0.9765, norm 0.2173, swav 0.0000 LR: 7.509e-02 Score 99.226 Data time: 0.1512, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9234 [2020-10-19 02:31:21,431][root][INFO] - ===> Epoch[3273](16361/5): Loss -0.7600, Sem 0.0262, dir -0.9797, norm 0.1935, swav 0.0000 LR: 7.509e-02 Score 99.144 Data time: 0.0981, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0531 [2020-10-19 02:31:23,400][root][INFO] - ===> Epoch[3273](16362/5): Loss -0.7410, Sem 0.0226, dir -0.9746, norm 0.2110, swav 0.0000 LR: 7.508e-02 Score 99.253 Data time: 0.0704, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8345 [2020-10-19 02:31:25,926][root][INFO] - ===> Epoch[3273](16363/5): Loss -0.7374, Sem 0.0288, dir -0.9767, norm 0.2104, swav 0.0000 LR: 7.508e-02 Score 99.059 Data time: 0.0747, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4450 [2020-10-19 02:31:27,871][root][INFO] - ===> Epoch[3273](16364/5): Loss -0.7413, Sem 0.0253, dir -0.9756, norm 0.2089, swav 0.0000 LR: 7.508e-02 Score 99.139 Data time: 0.0791, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8192 [2020-10-19 02:31:29,904][root][INFO] - ===> Epoch[3273](16365/5): Loss -0.7589, Sem 0.0256, dir -0.9793, norm 0.1948, swav 0.0000 LR: 7.508e-02 Score 99.142 Data time: 0.2807, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9340 [2020-10-19 02:31:32,204][root][INFO] - ===> Epoch[3274](16366/5): Loss -0.7495, Sem 0.0203, dir -0.9799, norm 0.2102, swav 0.0000 LR: 7.508e-02 Score 99.326 Data time: 0.0890, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1968 [2020-10-19 02:31:34,677][root][INFO] - ===> Epoch[3274](16367/5): Loss -0.7378, Sem 0.0281, dir -0.9782, norm 0.2122, swav 0.0000 LR: 7.508e-02 Score 99.122 Data time: 0.0850, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3577 [2020-10-19 02:31:36,994][root][INFO] - ===> Epoch[3274](16368/5): Loss -0.7251, Sem 0.0262, dir -0.9758, norm 0.2245, swav 0.0000 LR: 7.507e-02 Score 99.126 Data time: 0.0603, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2317 [2020-10-19 02:31:39,656][root][INFO] - ===> Epoch[3274](16369/5): Loss -0.7508, Sem 0.0232, dir -0.9778, norm 0.2037, swav 0.0000 LR: 7.507e-02 Score 99.222 Data time: 0.0806, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.5903 [2020-10-19 02:31:41,703][root][INFO] - ===> Epoch[3274](16370/5): Loss -0.7344, Sem 0.0268, dir -0.9787, norm 0.2175, swav 0.0000 LR: 7.507e-02 Score 99.109 Data time: 0.0669, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9436 [2020-10-19 02:31:43,690][root][INFO] - ===> Epoch[3275](16371/5): Loss -0.7586, Sem 0.0235, dir -0.9794, norm 0.1973, swav 0.0000 LR: 7.507e-02 Score 99.221 Data time: 0.2254, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8911 [2020-10-19 02:31:45,957][root][INFO] - ===> Epoch[3275](16372/5): Loss -0.7337, Sem 0.0248, dir -0.9772, norm 0.2187, swav 0.0000 LR: 7.507e-02 Score 99.191 Data time: 0.1737, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1772 [2020-10-19 02:31:48,195][root][INFO] - ===> Epoch[3275](16373/5): Loss -0.7443, Sem 0.0235, dir -0.9805, norm 0.2127, swav 0.0000 LR: 7.507e-02 Score 99.220 Data time: 0.1296, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1219 [2020-10-19 02:31:50,301][root][INFO] - ===> Epoch[3275](16374/5): Loss -0.7612, Sem 0.0245, dir -0.9785, norm 0.1928, swav 0.0000 LR: 7.506e-02 Score 99.182 Data time: 0.0819, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0111 [2020-10-19 02:31:53,271][root][INFO] - ===> Epoch[3275](16375/5): Loss -0.7458, Sem 0.0230, dir -0.9801, norm 0.2114, swav 0.0000 LR: 7.506e-02 Score 99.260 Data time: 0.0712, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.8815 [2020-10-19 02:31:55,091][root][INFO] - ===> Epoch[3276](16376/5): Loss -0.7524, Sem 0.0253, dir -0.9772, norm 0.1995, swav 0.0000 LR: 7.506e-02 Score 99.143 Data time: 0.0571, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7271 [2020-10-19 02:31:57,177][root][INFO] - ===> Epoch[3276](16377/5): Loss -0.7741, Sem 0.0239, dir -0.9814, norm 0.1834, swav 0.0000 LR: 7.506e-02 Score 99.195 Data time: 0.0650, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9775 [2020-10-19 02:31:59,477][root][INFO] - ===> Epoch[3276](16378/5): Loss -0.7167, Sem 0.0310, dir -0.9745, norm 0.2268, swav 0.0000 LR: 7.506e-02 Score 99.058 Data time: 0.0886, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2142 [2020-10-19 02:32:01,613][root][INFO] - ===> Epoch[3276](16379/5): Loss -0.7462, Sem 0.0217, dir -0.9781, norm 0.2102, swav 0.0000 LR: 7.506e-02 Score 99.286 Data time: 0.0806, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0137 [2020-10-19 02:32:04,116][root][INFO] - ===> Epoch[3276](16380/5): Loss -0.7233, Sem 0.0259, dir -0.9754, norm 0.2262, swav 0.0000 LR: 7.506e-02 Score 99.143 Data time: 0.2143, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3972 [2020-10-19 02:32:06,488][root][INFO] - ===> Epoch[3277](16381/5): Loss -0.7411, Sem 0.0218, dir -0.9781, norm 0.2152, swav 0.0000 LR: 7.505e-02 Score 99.282 Data time: 0.1062, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2622 [2020-10-19 02:32:08,471][root][INFO] - ===> Epoch[3277](16382/5): Loss -0.7554, Sem 0.0248, dir -0.9794, norm 0.1992, swav 0.0000 LR: 7.505e-02 Score 99.162 Data time: 0.0528, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8569 [2020-10-19 02:32:11,022][root][INFO] - ===> Epoch[3277](16383/5): Loss -0.7515, Sem 0.0226, dir -0.9791, norm 0.2050, swav 0.0000 LR: 7.505e-02 Score 99.245 Data time: 0.1083, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4532 [2020-10-19 02:32:13,009][root][INFO] - ===> Epoch[3277](16384/5): Loss -0.7564, Sem 0.0268, dir -0.9779, norm 0.1947, swav 0.0000 LR: 7.505e-02 Score 99.085 Data time: 0.0764, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8599 [2020-10-19 02:32:15,365][root][INFO] - ===> Epoch[3277](16385/5): Loss -0.7717, Sem 0.0233, dir -0.9807, norm 0.1858, swav 0.0000 LR: 7.505e-02 Score 99.215 Data time: 0.0786, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2453 [2020-10-19 02:32:17,681][root][INFO] - ===> Epoch[3278](16386/5): Loss -0.7603, Sem 0.0222, dir -0.9787, norm 0.1963, swav 0.0000 LR: 7.505e-02 Score 99.251 Data time: 0.0694, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1906 [2020-10-19 02:32:20,096][root][INFO] - ===> Epoch[3278](16387/5): Loss -0.7633, Sem 0.0242, dir -0.9790, norm 0.1915, swav 0.0000 LR: 7.504e-02 Score 99.209 Data time: 0.0646, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2982 [2020-10-19 02:32:21,961][root][INFO] - ===> Epoch[3278](16388/5): Loss -0.7546, Sem 0.0244, dir -0.9776, norm 0.1986, swav 0.0000 LR: 7.504e-02 Score 99.179 Data time: 0.0756, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7768 [2020-10-19 02:32:24,427][root][INFO] - ===> Epoch[3278](16389/5): Loss -0.7692, Sem 0.0228, dir -0.9805, norm 0.1886, swav 0.0000 LR: 7.504e-02 Score 99.242 Data time: 0.0726, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3656 [2020-10-19 02:32:26,538][root][INFO] - ===> Epoch[3278](16390/5): Loss -0.7582, Sem 0.0228, dir -0.9781, norm 0.1970, swav 0.0000 LR: 7.504e-02 Score 99.225 Data time: 0.0651, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0161 [2020-10-19 02:32:28,702][root][INFO] - ===> Epoch[3279](16391/5): Loss -0.7687, Sem 0.0232, dir -0.9798, norm 0.1879, swav 0.0000 LR: 7.504e-02 Score 99.224 Data time: 0.0910, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0686 [2020-10-19 02:32:30,889][root][INFO] - ===> Epoch[3279](16392/5): Loss -0.7435, Sem 0.0229, dir -0.9778, norm 0.2114, swav 0.0000 LR: 7.504e-02 Score 99.243 Data time: 0.0676, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0717 [2020-10-19 02:32:32,657][root][INFO] - ===> Epoch[3279](16393/5): Loss -0.7732, Sem 0.0235, dir -0.9802, norm 0.1836, swav 0.0000 LR: 7.504e-02 Score 99.220 Data time: 0.0655, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.6781 [2020-10-19 02:32:34,953][root][INFO] - ===> Epoch[3279](16394/5): Loss -0.7445, Sem 0.0223, dir -0.9757, norm 0.2089, swav 0.0000 LR: 7.503e-02 Score 99.265 Data time: 0.0715, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2016 [2020-10-19 02:32:36,846][root][INFO] - ===> Epoch[3279](16395/5): Loss -0.7646, Sem 0.0214, dir -0.9794, norm 0.1934, swav 0.0000 LR: 7.503e-02 Score 99.269 Data time: 0.0840, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7857 [2020-10-19 02:32:39,130][root][INFO] - ===> Epoch[3280](16396/5): Loss -0.7456, Sem 0.0270, dir -0.9758, norm 0.2032, swav 0.0000 LR: 7.503e-02 Score 99.086 Data time: 0.0638, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1678 [2020-10-19 02:32:41,443][root][INFO] - ===> Epoch[3280](16397/5): Loss -0.7556, Sem 0.0243, dir -0.9787, norm 0.1988, swav 0.0000 LR: 7.503e-02 Score 99.214 Data time: 0.0924, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2134 [2020-10-19 02:32:43,438][root][INFO] - ===> Epoch[3280](16398/5): Loss -0.7251, Sem 0.0272, dir -0.9787, norm 0.2264, swav 0.0000 LR: 7.503e-02 Score 99.108 Data time: 0.0698, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8671 [2020-10-19 02:32:45,743][root][INFO] - ===> Epoch[3280](16399/5): Loss -0.7684, Sem 0.0216, dir -0.9801, norm 0.1901, swav 0.0000 LR: 7.503e-02 Score 99.280 Data time: 0.0814, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2048 [2020-10-19 02:32:47,696][root][INFO] - ===> Epoch[3280](16400/5): Loss -0.7544, Sem 0.0243, dir -0.9794, norm 0.2007, swav 0.0000 LR: 7.502e-02 Score 99.201 Data time: 0.0852, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8334 [2020-10-19 02:32:48,634][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 02:32:48,792][root][INFO] - ===> Start testing [2020-10-19 02:33:26,604][root][INFO] - 68/68: Data time: 0.0228, Iter time: 0.3262 Loss 0.729 (AVG: 0.541) Score 87.095 (AVG: 90.044) mIOU 69.883 mAP 84.369 mAcc 77.479 IOU: 61.867 0.685 80.885 72.563 93.203 92.116 34.380 75.266 95.912 75.568 81.976 86.242 57.816 mAP: 82.170 17.781 94.714 86.553 98.993 98.593 57.097 94.839 99.615 89.986 92.839 94.287 89.332 mAcc: 80.313 4.649 88.490 81.192 95.274 97.765 37.582 93.832 97.638 82.725 88.330 95.130 64.307 [2020-10-19 02:33:26,605][root][INFO] - Finished test. Elapsed time: 37.8116 [2020-10-19 02:33:29,616][root][INFO] - [2020-10-19 02:33:29,616][root][INFO] - ################################################################ [2020-10-19 02:33:29,616][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 02:33:29,616][root][INFO] - ################################################################ [2020-10-19 02:33:29,616][root][INFO] - clutter : nan nan nan [2020-10-19 02:33:29,616][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 02:33:29,616][root][INFO] - board : 0.755 0.850 0.921 [2020-10-19 02:33:29,616][root][INFO] - bookcase : 0.216 0.346 0.484 [2020-10-19 02:33:29,617][root][INFO] - ceiling : 0.476 0.524 0.642 [2020-10-19 02:33:29,617][root][INFO] - chair : 0.827 0.902 0.924 [2020-10-19 02:33:29,617][root][INFO] - column : 0.167 0.309 0.428 [2020-10-19 02:33:29,617][root][INFO] - door : 0.683 0.809 0.911 [2020-10-19 02:33:29,617][root][INFO] - floor : 0.849 0.880 0.942 [2020-10-19 02:33:29,617][root][INFO] - sofa : 0.481 0.818 0.818 [2020-10-19 02:33:29,617][root][INFO] - table : 0.119 0.313 0.593 [2020-10-19 02:33:29,617][root][INFO] - wall : 0.513 0.721 0.800 [2020-10-19 02:33:29,617][root][INFO] - window : 0.554 0.766 0.781 [2020-10-19 02:33:29,617][root][INFO] - ---------------------------------------------------------------- [2020-10-19 02:33:29,617][root][INFO] - average : 0.470 0.603 0.687 [2020-10-19 02:33:29,617][root][INFO] - [2020-10-19 02:33:29,788][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 02:33:29,789][root][INFO] - Current best mIoU: 70.422 at iter 16200 [2020-10-19 02:33:31,507][root][INFO] - ===> Epoch[3281](16401/5): Loss -0.7813, Sem 0.0231, dir -0.9813, norm 0.1769, swav 0.0000 LR: 7.502e-02 Score 99.206 Data time: 0.0709, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7124 [2020-10-19 02:33:34,048][root][INFO] - ===> Epoch[3281](16402/5): Loss -0.7402, Sem 0.0267, dir -0.9773, norm 0.2104, swav 0.0000 LR: 7.502e-02 Score 99.101 Data time: 0.0900, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4328 [2020-10-19 02:33:36,497][root][INFO] - ===> Epoch[3281](16403/5): Loss -0.7868, Sem 0.0249, dir -0.9812, norm 0.1695, swav 0.0000 LR: 7.502e-02 Score 99.165 Data time: 0.0697, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3360 [2020-10-19 02:33:38,767][root][INFO] - ===> Epoch[3281](16404/5): Loss -0.7386, Sem 0.0242, dir -0.9753, norm 0.2125, swav 0.0000 LR: 7.502e-02 Score 99.200 Data time: 0.0746, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1859 [2020-10-19 02:33:40,909][root][INFO] - ===> Epoch[3281](16405/5): Loss -0.7440, Sem 0.0290, dir -0.9776, norm 0.2046, swav 0.0000 LR: 7.502e-02 Score 99.125 Data time: 0.0850, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0243 [2020-10-19 02:33:43,282][root][INFO] - ===> Epoch[3282](16406/5): Loss -0.7330, Sem 0.0261, dir -0.9764, norm 0.2173, swav 0.0000 LR: 7.502e-02 Score 99.133 Data time: 0.0953, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2811 [2020-10-19 02:33:45,113][root][INFO] - ===> Epoch[3282](16407/5): Loss -0.7516, Sem 0.0273, dir -0.9792, norm 0.2002, swav 0.0000 LR: 7.501e-02 Score 99.112 Data time: 0.0795, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7244 [2020-10-19 02:33:47,184][root][INFO] - ===> Epoch[3282](16408/5): Loss -0.7590, Sem 0.0241, dir -0.9791, norm 0.1960, swav 0.0000 LR: 7.501e-02 Score 99.190 Data time: 0.0836, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9712 [2020-10-19 02:33:49,017][root][INFO] - ===> Epoch[3282](16409/5): Loss -0.7634, Sem 0.0272, dir -0.9787, norm 0.1882, swav 0.0000 LR: 7.501e-02 Score 99.107 Data time: 0.0553, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.6887 [2020-10-19 02:33:51,309][root][INFO] - ===> Epoch[3282](16410/5): Loss -0.7541, Sem 0.0283, dir -0.9785, norm 0.1960, swav 0.0000 LR: 7.501e-02 Score 99.081 Data time: 0.0955, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2014 [2020-10-19 02:33:53,750][root][INFO] - ===> Epoch[3283](16411/5): Loss -0.7580, Sem 0.0230, dir -0.9788, norm 0.1978, swav 0.0000 LR: 7.501e-02 Score 99.242 Data time: 0.0971, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3199 [2020-10-19 02:33:56,510][root][INFO] - ===> Epoch[3283](16412/5): Loss -0.7529, Sem 0.0248, dir -0.9788, norm 0.2011, swav 0.0000 LR: 7.501e-02 Score 99.179 Data time: 0.0784, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.6395 [2020-10-19 02:33:58,469][root][INFO] - ===> Epoch[3283](16413/5): Loss -0.7534, Sem 0.0276, dir -0.9788, norm 0.1979, swav 0.0000 LR: 7.500e-02 Score 99.061 Data time: 0.0659, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8443 [2020-10-19 02:34:00,715][root][INFO] - ===> Epoch[3283](16414/5): Loss -0.7604, Sem 0.0265, dir -0.9783, norm 0.1914, swav 0.0000 LR: 7.500e-02 Score 99.133 Data time: 0.0527, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1447 [2020-10-19 02:34:02,847][root][INFO] - ===> Epoch[3283](16415/5): Loss -0.7609, Sem 0.0267, dir -0.9798, norm 0.1923, swav 0.0000 LR: 7.500e-02 Score 99.143 Data time: 0.0749, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0541 [2020-10-19 02:34:05,116][root][INFO] - ===> Epoch[3284](16416/5): Loss -0.7502, Sem 0.0228, dir -0.9773, norm 0.2043, swav 0.0000 LR: 7.500e-02 Score 99.247 Data time: 0.0765, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1665 [2020-10-19 02:34:07,699][root][INFO] - ===> Epoch[3284](16417/5): Loss -0.7623, Sem 0.0239, dir -0.9799, norm 0.1937, swav 0.0000 LR: 7.500e-02 Score 99.215 Data time: 0.0831, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4798 [2020-10-19 02:34:09,621][root][INFO] - ===> Epoch[3284](16418/5): Loss -0.7642, Sem 0.0258, dir -0.9768, norm 0.1868, swav 0.0000 LR: 7.500e-02 Score 99.113 Data time: 0.0828, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7909 [2020-10-19 02:34:12,090][root][INFO] - ===> Epoch[3284](16419/5): Loss -0.7662, Sem 0.0266, dir -0.9802, norm 0.1874, swav 0.0000 LR: 7.500e-02 Score 99.106 Data time: 0.0493, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3691 [2020-10-19 02:34:14,503][root][INFO] - ===> Epoch[3284](16420/5): Loss -0.7317, Sem 0.0273, dir -0.9766, norm 0.2176, swav 0.0000 LR: 7.499e-02 Score 99.084 Data time: 0.0678, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3333 [2020-10-19 02:34:16,441][root][INFO] - ===> Epoch[3285](16421/5): Loss -0.7686, Sem 0.0248, dir -0.9818, norm 0.1884, swav 0.0000 LR: 7.499e-02 Score 99.154 Data time: 0.0832, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8160 [2020-10-19 02:34:18,773][root][INFO] - ===> Epoch[3285](16422/5): Loss -0.7334, Sem 0.0268, dir -0.9774, norm 0.2173, swav 0.0000 LR: 7.499e-02 Score 99.118 Data time: 0.0804, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2044 [2020-10-19 02:34:21,272][root][INFO] - ===> Epoch[3285](16423/5): Loss -0.7604, Sem 0.0207, dir -0.9803, norm 0.1992, swav 0.0000 LR: 7.499e-02 Score 99.316 Data time: 0.0927, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3874 [2020-10-19 02:34:23,485][root][INFO] - ===> Epoch[3285](16424/5): Loss -0.7490, Sem 0.0259, dir -0.9752, norm 0.2003, swav 0.0000 LR: 7.499e-02 Score 99.146 Data time: 0.0972, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0738 [2020-10-19 02:34:25,872][root][INFO] - ===> Epoch[3285](16425/5): Loss -0.7609, Sem 0.0232, dir -0.9786, norm 0.1946, swav 0.0000 LR: 7.499e-02 Score 99.229 Data time: 0.0690, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2371 [2020-10-19 02:34:27,945][root][INFO] - ===> Epoch[3286](16426/5): Loss -0.7599, Sem 0.0246, dir -0.9806, norm 0.1960, swav 0.0000 LR: 7.498e-02 Score 99.177 Data time: 0.0777, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9762 [2020-10-19 02:34:30,552][root][INFO] - ===> Epoch[3286](16427/5): Loss -0.7518, Sem 0.0279, dir -0.9794, norm 0.1997, swav 0.0000 LR: 7.498e-02 Score 99.090 Data time: 0.0705, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4980 [2020-10-19 02:34:32,866][root][INFO] - ===> Epoch[3286](16428/5): Loss -0.7556, Sem 0.0219, dir -0.9796, norm 0.2021, swav 0.0000 LR: 7.498e-02 Score 99.267 Data time: 0.0813, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2138 [2020-10-19 02:34:34,973][root][INFO] - ===> Epoch[3286](16429/5): Loss -0.7615, Sem 0.0272, dir -0.9794, norm 0.1907, swav 0.0000 LR: 7.498e-02 Score 99.128 Data time: 0.0956, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0054 [2020-10-19 02:34:37,172][root][INFO] - ===> Epoch[3286](16430/5): Loss -0.7574, Sem 0.0226, dir -0.9796, norm 0.1997, swav 0.0000 LR: 7.498e-02 Score 99.249 Data time: 0.0855, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0876 [2020-10-19 02:34:39,532][root][INFO] - ===> Epoch[3287](16431/5): Loss -0.7806, Sem 0.0267, dir -0.9812, norm 0.1739, swav 0.0000 LR: 7.498e-02 Score 99.118 Data time: 0.0555, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2459 [2020-10-19 02:34:41,491][root][INFO] - ===> Epoch[3287](16432/5): Loss -0.7686, Sem 0.0227, dir -0.9792, norm 0.1880, swav 0.0000 LR: 7.498e-02 Score 99.229 Data time: 0.0763, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8919 [2020-10-19 02:34:43,395][root][INFO] - ===> Epoch[3287](16433/5): Loss -0.7918, Sem 0.0246, dir -0.9822, norm 0.1658, swav 0.0000 LR: 7.497e-02 Score 99.151 Data time: 0.0747, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8108 [2020-10-19 02:34:45,632][root][INFO] - ===> Epoch[3287](16434/5): Loss -0.7536, Sem 0.0234, dir -0.9764, norm 0.1994, swav 0.0000 LR: 7.497e-02 Score 99.207 Data time: 0.1358, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1375 [2020-10-19 02:34:48,364][root][INFO] - ===> Epoch[3287](16435/5): Loss -0.7764, Sem 0.0243, dir -0.9812, norm 0.1805, swav 0.0000 LR: 7.497e-02 Score 99.187 Data time: 0.0925, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.6515 [2020-10-19 02:34:50,491][root][INFO] - ===> Epoch[3288](16436/5): Loss -0.7239, Sem 0.0231, dir -0.9738, norm 0.2268, swav 0.0000 LR: 7.497e-02 Score 99.236 Data time: 0.0987, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0030 [2020-10-19 02:34:52,667][root][INFO] - ===> Epoch[3288](16437/5): Loss -0.7477, Sem 0.0214, dir -0.9789, norm 0.2098, swav 0.0000 LR: 7.497e-02 Score 99.288 Data time: 0.0859, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0787 [2020-10-19 02:34:55,098][root][INFO] - ===> Epoch[3288](16438/5): Loss -0.7548, Sem 0.0234, dir -0.9775, norm 0.1992, swav 0.0000 LR: 7.497e-02 Score 99.222 Data time: 0.1018, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3267 [2020-10-19 02:34:57,016][root][INFO] - ===> Epoch[3288](16439/5): Loss -0.7449, Sem 0.0224, dir -0.9766, norm 0.2093, swav 0.0000 LR: 7.496e-02 Score 99.250 Data time: 0.0860, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8083 [2020-10-19 02:34:59,389][root][INFO] - ===> Epoch[3288](16440/5): Loss -0.7673, Sem 0.0279, dir -0.9791, norm 0.1839, swav 0.0000 LR: 7.496e-02 Score 99.133 Data time: 0.1266, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2864 [2020-10-19 02:35:01,665][root][INFO] - ===> Epoch[3289](16441/5): Loss -0.7696, Sem 0.0211, dir -0.9805, norm 0.1898, swav 0.0000 LR: 7.496e-02 Score 99.284 Data time: 0.0768, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1622 [2020-10-19 02:35:03,795][root][INFO] - ===> Epoch[3289](16442/5): Loss -0.7632, Sem 0.0254, dir -0.9790, norm 0.1903, swav 0.0000 LR: 7.496e-02 Score 99.167 Data time: 0.0930, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0401 [2020-10-19 02:35:06,008][root][INFO] - ===> Epoch[3289](16443/5): Loss -0.7844, Sem 0.0217, dir -0.9837, norm 0.1775, swav 0.0000 LR: 7.496e-02 Score 99.269 Data time: 0.1245, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0896 [2020-10-19 02:35:08,152][root][INFO] - ===> Epoch[3289](16444/5): Loss -0.7650, Sem 0.0249, dir -0.9794, norm 0.1895, swav 0.0000 LR: 7.496e-02 Score 99.164 Data time: 0.0912, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0465 [2020-10-19 02:35:10,344][root][INFO] - ===> Epoch[3289](16445/5): Loss -0.7547, Sem 0.0299, dir -0.9786, norm 0.1940, swav 0.0000 LR: 7.495e-02 Score 99.077 Data time: 0.0666, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0608 [2020-10-19 02:35:12,854][root][INFO] - ===> Epoch[3290](16446/5): Loss -0.7692, Sem 0.0227, dir -0.9795, norm 0.1877, swav 0.0000 LR: 7.495e-02 Score 99.233 Data time: 0.0645, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4405 [2020-10-19 02:35:15,470][root][INFO] - ===> Epoch[3290](16447/5): Loss -0.7722, Sem 0.0256, dir -0.9814, norm 0.1837, swav 0.0000 LR: 7.495e-02 Score 99.129 Data time: 0.0522, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.5060 [2020-10-19 02:35:17,722][root][INFO] - ===> Epoch[3290](16448/5): Loss -0.7539, Sem 0.0227, dir -0.9796, norm 0.2031, swav 0.0000 LR: 7.495e-02 Score 99.228 Data time: 0.0706, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1873 [2020-10-19 02:35:19,811][root][INFO] - ===> Epoch[3290](16449/5): Loss -0.7809, Sem 0.0253, dir -0.9804, norm 0.1742, swav 0.0000 LR: 7.495e-02 Score 99.170 Data time: 0.0881, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9858 [2020-10-19 02:35:21,883][root][INFO] - ===> Epoch[3290](16450/5): Loss -0.7559, Sem 0.0229, dir -0.9792, norm 0.2004, swav 0.0000 LR: 7.495e-02 Score 99.204 Data time: 0.1055, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9522 [2020-10-19 02:35:24,239][root][INFO] - ===> Epoch[3291](16451/5): Loss -0.7465, Sem 0.0363, dir -0.9799, norm 0.1971, swav 0.0000 LR: 7.495e-02 Score 99.018 Data time: 0.0998, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2680 [2020-10-19 02:35:26,474][root][INFO] - ===> Epoch[3291](16452/5): Loss -0.7547, Sem 0.0241, dir -0.9778, norm 0.1989, swav 0.0000 LR: 7.494e-02 Score 99.199 Data time: 0.0657, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1324 [2020-10-19 02:35:28,866][root][INFO] - ===> Epoch[3291](16453/5): Loss -0.7416, Sem 0.0225, dir -0.9761, norm 0.2120, swav 0.0000 LR: 7.494e-02 Score 99.258 Data time: 0.0821, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3139 [2020-10-19 02:35:31,025][root][INFO] - ===> Epoch[3291](16454/5): Loss -0.7686, Sem 0.0237, dir -0.9777, norm 0.1854, swav 0.0000 LR: 7.494e-02 Score 99.200 Data time: 0.0784, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0509 [2020-10-19 02:35:34,331][root][INFO] - ===> Epoch[3291](16455/5): Loss -0.7609, Sem 0.0249, dir -0.9785, norm 0.1927, swav 0.0000 LR: 7.494e-02 Score 99.182 Data time: 0.1023, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 3.1853 [2020-10-19 02:35:36,294][root][INFO] - ===> Epoch[3292](16456/5): Loss -0.7673, Sem 0.0231, dir -0.9788, norm 0.1884, swav 0.0000 LR: 7.494e-02 Score 99.220 Data time: 0.0838, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8711 [2020-10-19 02:35:38,244][root][INFO] - ===> Epoch[3292](16457/5): Loss -0.7554, Sem 0.0249, dir -0.9795, norm 0.1992, swav 0.0000 LR: 7.494e-02 Score 99.178 Data time: 0.0749, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8581 [2020-10-19 02:35:40,107][root][INFO] - ===> Epoch[3292](16458/5): Loss -0.7713, Sem 0.0206, dir -0.9806, norm 0.1887, swav 0.0000 LR: 7.493e-02 Score 99.292 Data time: 0.1087, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7507 [2020-10-19 02:35:42,415][root][INFO] - ===> Epoch[3292](16459/5): Loss -0.7660, Sem 0.0220, dir -0.9818, norm 0.1938, swav 0.0000 LR: 7.493e-02 Score 99.282 Data time: 0.0967, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2134 [2020-10-19 02:35:44,389][root][INFO] - ===> Epoch[3292](16460/5): Loss -0.7622, Sem 0.0249, dir -0.9778, norm 0.1906, swav 0.0000 LR: 7.493e-02 Score 99.160 Data time: 0.0306, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8595 [2020-10-19 02:35:46,560][root][INFO] - ===> Epoch[3293](16461/5): Loss -0.7613, Sem 0.0247, dir -0.9781, norm 0.1921, swav 0.0000 LR: 7.493e-02 Score 99.165 Data time: 0.0516, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0951 [2020-10-19 02:35:49,366][root][INFO] - ===> Epoch[3293](16462/5): Loss -0.7368, Sem 0.0233, dir -0.9774, norm 0.2173, swav 0.0000 LR: 7.493e-02 Score 99.232 Data time: 0.0538, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.7382 [2020-10-19 02:35:51,679][root][INFO] - ===> Epoch[3293](16463/5): Loss -0.7704, Sem 0.0238, dir -0.9807, norm 0.1865, swav 0.0000 LR: 7.493e-02 Score 99.192 Data time: 0.1281, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1917 [2020-10-19 02:35:54,035][root][INFO] - ===> Epoch[3293](16464/5): Loss -0.7274, Sem 0.0231, dir -0.9766, norm 0.2261, swav 0.0000 LR: 7.493e-02 Score 99.237 Data time: 0.0853, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2350 [2020-10-19 02:35:56,293][root][INFO] - ===> Epoch[3293](16465/5): Loss -0.7596, Sem 0.0232, dir -0.9782, norm 0.1953, swav 0.0000 LR: 7.492e-02 Score 99.205 Data time: 0.0857, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1500 [2020-10-19 02:35:58,463][root][INFO] - ===> Epoch[3294](16466/5): Loss -0.7303, Sem 0.0241, dir -0.9776, norm 0.2232, swav 0.0000 LR: 7.492e-02 Score 99.230 Data time: 0.0860, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0617 [2020-10-19 02:36:00,813][root][INFO] - ===> Epoch[3294](16467/5): Loss -0.7576, Sem 0.0243, dir -0.9765, norm 0.1947, swav 0.0000 LR: 7.492e-02 Score 99.171 Data time: 0.0661, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2324 [2020-10-19 02:36:02,718][root][INFO] - ===> Epoch[3294](16468/5): Loss -0.7719, Sem 0.0229, dir -0.9799, norm 0.1851, swav 0.0000 LR: 7.492e-02 Score 99.247 Data time: 0.0771, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8335 [2020-10-19 02:36:04,994][root][INFO] - ===> Epoch[3294](16469/5): Loss -0.7349, Sem 0.0228, dir -0.9787, norm 0.2211, swav 0.0000 LR: 7.492e-02 Score 99.261 Data time: 0.0957, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1703 [2020-10-19 02:36:07,038][root][INFO] - ===> Epoch[3294](16470/5): Loss -0.7532, Sem 0.0236, dir -0.9788, norm 0.2020, swav 0.0000 LR: 7.492e-02 Score 99.209 Data time: 0.0682, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9760 [2020-10-19 02:36:09,215][root][INFO] - ===> Epoch[3295](16471/5): Loss -0.7734, Sem 0.0259, dir -0.9810, norm 0.1817, swav 0.0000 LR: 7.491e-02 Score 99.140 Data time: 0.1419, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0682 [2020-10-19 02:36:11,256][root][INFO] - ===> Epoch[3295](16472/5): Loss -0.7427, Sem 0.0239, dir -0.9779, norm 0.2113, swav 0.0000 LR: 7.491e-02 Score 99.219 Data time: 0.0834, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9748 [2020-10-19 02:36:13,301][root][INFO] - ===> Epoch[3295](16473/5): Loss -0.7680, Sem 0.0261, dir -0.9799, norm 0.1857, swav 0.0000 LR: 7.491e-02 Score 99.130 Data time: 0.0636, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9479 [2020-10-19 02:36:15,356][root][INFO] - ===> Epoch[3295](16474/5): Loss -0.7576, Sem 0.0244, dir -0.9785, norm 0.1965, swav 0.0000 LR: 7.491e-02 Score 99.176 Data time: 0.0656, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9947 [2020-10-19 02:36:17,565][root][INFO] - ===> Epoch[3295](16475/5): Loss -0.7580, Sem 0.0241, dir -0.9799, norm 0.1978, swav 0.0000 LR: 7.491e-02 Score 99.212 Data time: 0.0702, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0958 [2020-10-19 02:36:20,476][root][INFO] - ===> Epoch[3296](16476/5): Loss -0.7371, Sem 0.0255, dir -0.9771, norm 0.2144, swav 0.0000 LR: 7.491e-02 Score 99.135 Data time: 0.0686, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.8152 [2020-10-19 02:36:22,622][root][INFO] - ===> Epoch[3296](16477/5): Loss -0.7727, Sem 0.0216, dir -0.9817, norm 0.1874, swav 0.0000 LR: 7.491e-02 Score 99.274 Data time: 0.0535, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0344 [2020-10-19 02:36:25,059][root][INFO] - ===> Epoch[3296](16478/5): Loss -0.6957, Sem 0.0259, dir -0.9751, norm 0.2535, swav 0.0000 LR: 7.490e-02 Score 99.140 Data time: 0.0746, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.3770 [2020-10-19 02:36:27,362][root][INFO] - ===> Epoch[3296](16479/5): Loss -0.7667, Sem 0.0213, dir -0.9782, norm 0.1901, swav 0.0000 LR: 7.490e-02 Score 99.284 Data time: 0.0801, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1820 [2020-10-19 02:36:29,352][root][INFO] - ===> Epoch[3296](16480/5): Loss -0.7445, Sem 0.0245, dir -0.9788, norm 0.2098, swav 0.0000 LR: 7.490e-02 Score 99.182 Data time: 0.0725, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9018 [2020-10-19 02:36:31,883][root][INFO] - ===> Epoch[3297](16481/5): Loss -0.7571, Sem 0.0211, dir -0.9797, norm 0.2014, swav 0.0000 LR: 7.490e-02 Score 99.304 Data time: 0.0887, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.4284 [2020-10-19 02:36:33,951][root][INFO] - ===> Epoch[3297](16482/5): Loss -0.7546, Sem 0.0233, dir -0.9813, norm 0.2034, swav 0.0000 LR: 7.490e-02 Score 99.209 Data time: 0.0675, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9402 [2020-10-19 02:36:36,476][root][INFO] - ===> Epoch[3297](16483/5): Loss -0.7711, Sem 0.0252, dir -0.9796, norm 0.1833, swav 0.0000 LR: 7.490e-02 Score 99.182 Data time: 0.0739, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.4104 [2020-10-19 02:36:38,494][root][INFO] - ===> Epoch[3297](16484/5): Loss -0.7597, Sem 0.0234, dir -0.9792, norm 0.1961, swav 0.0000 LR: 7.489e-02 Score 99.220 Data time: 0.0536, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9170 [2020-10-19 02:36:40,981][root][INFO] - ===> Epoch[3297](16485/5): Loss -0.7750, Sem 0.0219, dir -0.9813, norm 0.1844, swav 0.0000 LR: 7.489e-02 Score 99.264 Data time: 0.1028, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2590 [2020-10-19 02:36:42,843][root][INFO] - ===> Epoch[3298](16486/5): Loss -0.7641, Sem 0.0215, dir -0.9788, norm 0.1932, swav 0.0000 LR: 7.489e-02 Score 99.270 Data time: 0.0758, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.7469 [2020-10-19 02:36:45,089][root][INFO] - ===> Epoch[3298](16487/5): Loss -0.7653, Sem 0.0266, dir -0.9793, norm 0.1873, swav 0.0000 LR: 7.489e-02 Score 99.102 Data time: 0.0623, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1466 [2020-10-19 02:36:47,374][root][INFO] - ===> Epoch[3298](16488/5): Loss -0.7263, Sem 0.0234, dir -0.9737, norm 0.2240, swav 0.0000 LR: 7.489e-02 Score 99.235 Data time: 0.0667, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1813 [2020-10-19 02:36:49,455][root][INFO] - ===> Epoch[3298](16489/5): Loss -0.7554, Sem 0.0234, dir -0.9786, norm 0.1999, swav 0.0000 LR: 7.489e-02 Score 99.231 Data time: 0.0815, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9776 [2020-10-19 02:36:51,640][root][INFO] - ===> Epoch[3298](16490/5): Loss -0.7430, Sem 0.0229, dir -0.9771, norm 0.2113, swav 0.0000 LR: 7.489e-02 Score 99.250 Data time: 0.0908, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0501 [2020-10-19 02:36:53,398][root][INFO] - ===> Epoch[3299](16491/5): Loss -0.7424, Sem 0.0253, dir -0.9770, norm 0.2093, swav 0.0000 LR: 7.488e-02 Score 99.166 Data time: 0.0490, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.6406 [2020-10-19 02:36:55,813][root][INFO] - ===> Epoch[3299](16492/5): Loss -0.7519, Sem 0.0229, dir -0.9798, norm 0.2050, swav 0.0000 LR: 7.488e-02 Score 99.246 Data time: 0.0513, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.3306 [2020-10-19 02:36:57,855][root][INFO] - ===> Epoch[3299](16493/5): Loss -0.7476, Sem 0.0224, dir -0.9816, norm 0.2116, swav 0.0000 LR: 7.488e-02 Score 99.243 Data time: 0.0872, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9489 [2020-10-19 02:36:59,976][root][INFO] - ===> Epoch[3299](16494/5): Loss -0.7567, Sem 0.0233, dir -0.9785, norm 0.1985, swav 0.0000 LR: 7.488e-02 Score 99.210 Data time: 0.0845, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9978 [2020-10-19 02:37:02,442][root][INFO] - ===> Epoch[3299](16495/5): Loss -0.7392, Sem 0.0218, dir -0.9797, norm 0.2187, swav 0.0000 LR: 7.488e-02 Score 99.285 Data time: 0.0581, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.3390 [2020-10-19 02:37:04,452][root][INFO] - ===> Epoch[3300](16496/5): Loss -0.7579, Sem 0.0253, dir -0.9765, norm 0.1933, swav 0.0000 LR: 7.488e-02 Score 99.166 Data time: 0.0769, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9081 [2020-10-19 02:37:07,213][root][INFO] - ===> Epoch[3300](16497/5): Loss -0.7567, Sem 0.0224, dir -0.9812, norm 0.2022, swav 0.0000 LR: 7.487e-02 Score 99.246 Data time: 0.0678, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.6621 [2020-10-19 02:37:09,445][root][INFO] - ===> Epoch[3300](16498/5): Loss -0.7692, Sem 0.0196, dir -0.9787, norm 0.1899, swav 0.0000 LR: 7.487e-02 Score 99.332 Data time: 0.1208, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1444 [2020-10-19 02:37:11,471][root][INFO] - ===> Epoch[3300](16499/5): Loss -0.7412, Sem 0.0229, dir -0.9809, norm 0.2168, swav 0.0000 LR: 7.487e-02 Score 99.235 Data time: 0.0695, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9294 [2020-10-19 02:37:13,357][root][INFO] - ===> Epoch[3300](16500/5): Loss -0.7490, Sem 0.0233, dir -0.9792, norm 0.2068, swav 0.0000 LR: 7.487e-02 Score 99.214 Data time: 0.0710, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8086 [2020-10-19 02:37:14,272][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 02:37:16,443][root][INFO] - ===> Epoch[3301](16501/5): Loss -0.7483, Sem 0.0267, dir -0.9785, norm 0.2035, swav 0.0000 LR: 7.487e-02 Score 99.099 Data time: 0.0869, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9844 [2020-10-19 02:37:18,325][root][INFO] - ===> Epoch[3301](16502/5): Loss -0.7556, Sem 0.0235, dir -0.9794, norm 0.2003, swav 0.0000 LR: 7.487e-02 Score 99.191 Data time: 0.0685, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7762 [2020-10-19 02:37:20,404][root][INFO] - ===> Epoch[3301](16503/5): Loss -0.7396, Sem 0.0241, dir -0.9811, norm 0.2174, swav 0.0000 LR: 7.487e-02 Score 99.187 Data time: 0.0914, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0047 [2020-10-19 02:37:22,569][root][INFO] - ===> Epoch[3301](16504/5): Loss -0.7399, Sem 0.0226, dir -0.9761, norm 0.2135, swav 0.0000 LR: 7.486e-02 Score 99.238 Data time: 0.1039, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0667 [2020-10-19 02:37:24,635][root][INFO] - ===> Epoch[3301](16505/5): Loss -0.7702, Sem 0.0217, dir -0.9805, norm 0.1885, swav 0.0000 LR: 7.486e-02 Score 99.270 Data time: 0.1124, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9896 [2020-10-19 02:37:26,872][root][INFO] - ===> Epoch[3302](16506/5): Loss -0.7537, Sem 0.0217, dir -0.9793, norm 0.2039, swav 0.0000 LR: 7.486e-02 Score 99.264 Data time: 0.0947, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1469 [2020-10-19 02:37:29,193][root][INFO] - ===> Epoch[3302](16507/5): Loss -0.7589, Sem 0.0236, dir -0.9797, norm 0.1971, swav 0.0000 LR: 7.486e-02 Score 99.210 Data time: 0.0772, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2142 [2020-10-19 02:37:31,314][root][INFO] - ===> Epoch[3302](16508/5): Loss -0.7493, Sem 0.0225, dir -0.9775, norm 0.2058, swav 0.0000 LR: 7.486e-02 Score 99.242 Data time: 0.0668, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0537 [2020-10-19 02:37:34,073][root][INFO] - ===> Epoch[3302](16509/5): Loss -0.7543, Sem 0.0208, dir -0.9805, norm 0.2054, swav 0.0000 LR: 7.486e-02 Score 99.325 Data time: 0.1004, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.6934 [2020-10-19 02:37:36,474][root][INFO] - ===> Epoch[3302](16510/5): Loss -0.7757, Sem 0.0249, dir -0.9799, norm 0.1793, swav 0.0000 LR: 7.485e-02 Score 99.153 Data time: 0.0750, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2979 [2020-10-19 02:37:39,191][root][INFO] - ===> Epoch[3303](16511/5): Loss -0.7615, Sem 0.0215, dir -0.9796, norm 0.1966, swav 0.0000 LR: 7.485e-02 Score 99.260 Data time: 0.0672, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.6299 [2020-10-19 02:37:41,416][root][INFO] - ===> Epoch[3303](16512/5): Loss -0.7498, Sem 0.0231, dir -0.9806, norm 0.2077, swav 0.0000 LR: 7.485e-02 Score 99.231 Data time: 0.0718, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1392 [2020-10-19 02:37:43,683][root][INFO] - ===> Epoch[3303](16513/5): Loss -0.7498, Sem 0.0236, dir -0.9818, norm 0.2083, swav 0.0000 LR: 7.485e-02 Score 99.229 Data time: 0.0692, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1711 [2020-10-19 02:37:45,636][root][INFO] - ===> Epoch[3303](16514/5): Loss -0.7755, Sem 0.0233, dir -0.9812, norm 0.1824, swav 0.0000 LR: 7.485e-02 Score 99.227 Data time: 0.0652, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8444 [2020-10-19 02:37:47,590][root][INFO] - ===> Epoch[3303](16515/5): Loss -0.7612, Sem 0.0244, dir -0.9815, norm 0.1959, swav 0.0000 LR: 7.485e-02 Score 99.181 Data time: 0.1034, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8706 [2020-10-19 02:37:49,999][root][INFO] - ===> Epoch[3304](16516/5): Loss -0.7538, Sem 0.0228, dir -0.9800, norm 0.2035, swav 0.0000 LR: 7.485e-02 Score 99.241 Data time: 0.1361, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.3042 [2020-10-19 02:37:52,277][root][INFO] - ===> Epoch[3304](16517/5): Loss -0.7582, Sem 0.0237, dir -0.9826, norm 0.2007, swav 0.0000 LR: 7.484e-02 Score 99.207 Data time: 0.0914, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1658 [2020-10-19 02:37:54,150][root][INFO] - ===> Epoch[3304](16518/5): Loss -0.7608, Sem 0.0239, dir -0.9812, norm 0.1964, swav 0.0000 LR: 7.484e-02 Score 99.204 Data time: 0.0723, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7942 [2020-10-19 02:37:56,328][root][INFO] - ===> Epoch[3304](16519/5): Loss -0.7560, Sem 0.0208, dir -0.9810, norm 0.2042, swav 0.0000 LR: 7.484e-02 Score 99.309 Data time: 0.0854, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0957 [2020-10-19 02:37:58,739][root][INFO] - ===> Epoch[3304](16520/5): Loss -0.7238, Sem 0.0232, dir -0.9786, norm 0.2317, swav 0.0000 LR: 7.484e-02 Score 99.236 Data time: 0.0814, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2961 [2020-10-19 02:38:01,181][root][INFO] - ===> Epoch[3305](16521/5): Loss -0.7542, Sem 0.0251, dir -0.9824, norm 0.2032, swav 0.0000 LR: 7.484e-02 Score 99.169 Data time: 0.0824, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3450 [2020-10-19 02:38:03,358][root][INFO] - ===> Epoch[3305](16522/5): Loss -0.7109, Sem 0.0210, dir -0.9775, norm 0.2455, swav 0.0000 LR: 7.484e-02 Score 99.301 Data time: 0.0782, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0743 [2020-10-19 02:38:05,316][root][INFO] - ===> Epoch[3305](16523/5): Loss -0.7604, Sem 0.0259, dir -0.9802, norm 0.1938, swav 0.0000 LR: 7.483e-02 Score 99.117 Data time: 0.0611, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8611 [2020-10-19 02:38:07,178][root][INFO] - ===> Epoch[3305](16524/5): Loss -0.6954, Sem 0.0242, dir -0.9779, norm 0.2583, swav 0.0000 LR: 7.483e-02 Score 99.191 Data time: 0.0455, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7564 [2020-10-19 02:38:09,303][root][INFO] - ===> Epoch[3305](16525/5): Loss -0.7510, Sem 0.0249, dir -0.9813, norm 0.2053, swav 0.0000 LR: 7.483e-02 Score 99.175 Data time: 0.0856, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0306 [2020-10-19 02:38:11,738][root][INFO] - ===> Epoch[3306](16526/5): Loss -0.7018, Sem 0.0239, dir -0.9758, norm 0.2500, swav 0.0000 LR: 7.483e-02 Score 99.189 Data time: 0.0662, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3234 [2020-10-19 02:38:14,208][root][INFO] - ===> Epoch[3306](16527/5): Loss -0.7371, Sem 0.0249, dir -0.9786, norm 0.2166, swav 0.0000 LR: 7.483e-02 Score 99.223 Data time: 0.0799, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.3665 [2020-10-19 02:38:16,103][root][INFO] - ===> Epoch[3306](16528/5): Loss -0.7336, Sem 0.0212, dir -0.9763, norm 0.2215, swav 0.0000 LR: 7.483e-02 Score 99.285 Data time: 0.0795, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7914 [2020-10-19 02:38:18,344][root][INFO] - ===> Epoch[3306](16529/5): Loss -0.7007, Sem 0.0262, dir -0.9760, norm 0.2491, swav 0.0000 LR: 7.482e-02 Score 99.135 Data time: 0.0942, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1313 [2020-10-19 02:38:20,312][root][INFO] - ===> Epoch[3306](16530/5): Loss -0.7407, Sem 0.0258, dir -0.9782, norm 0.2117, swav 0.0000 LR: 7.482e-02 Score 99.159 Data time: 0.0761, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8481 [2020-10-19 02:38:22,891][root][INFO] - ===> Epoch[3307](16531/5): Loss -0.7300, Sem 0.0243, dir -0.9761, norm 0.2218, swav 0.0000 LR: 7.482e-02 Score 99.190 Data time: 0.1027, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4798 [2020-10-19 02:38:25,430][root][INFO] - ===> Epoch[3307](16532/5): Loss -0.7360, Sem 0.0253, dir -0.9799, norm 0.2186, swav 0.0000 LR: 7.482e-02 Score 99.157 Data time: 0.0616, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.4405 [2020-10-19 02:38:27,595][root][INFO] - ===> Epoch[3307](16533/5): Loss -0.7395, Sem 0.0240, dir -0.9788, norm 0.2153, swav 0.0000 LR: 7.482e-02 Score 99.199 Data time: 0.0567, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0657 [2020-10-19 02:38:29,662][root][INFO] - ===> Epoch[3307](16534/5): Loss -0.7786, Sem 0.0226, dir -0.9817, norm 0.1805, swav 0.0000 LR: 7.482e-02 Score 99.225 Data time: 0.0839, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9939 [2020-10-19 02:38:31,687][root][INFO] - ===> Epoch[3307](16535/5): Loss -0.7581, Sem 0.0245, dir -0.9807, norm 0.1980, swav 0.0000 LR: 7.482e-02 Score 99.164 Data time: 0.2877, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9132 [2020-10-19 02:38:33,968][root][INFO] - ===> Epoch[3308](16536/5): Loss -0.7624, Sem 0.0242, dir -0.9796, norm 0.1930, swav 0.0000 LR: 7.481e-02 Score 99.193 Data time: 0.1163, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1662 [2020-10-19 02:38:36,159][root][INFO] - ===> Epoch[3308](16537/5): Loss -0.7639, Sem 0.0251, dir -0.9819, norm 0.1929, swav 0.0000 LR: 7.481e-02 Score 99.166 Data time: 0.0697, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0575 [2020-10-19 02:38:38,362][root][INFO] - ===> Epoch[3308](16538/5): Loss -0.7704, Sem 0.0253, dir -0.9788, norm 0.1831, swav 0.0000 LR: 7.481e-02 Score 99.151 Data time: 0.0533, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1211 [2020-10-19 02:38:40,445][root][INFO] - ===> Epoch[3308](16539/5): Loss -0.7826, Sem 0.0220, dir -0.9816, norm 0.1770, swav 0.0000 LR: 7.481e-02 Score 99.268 Data time: 0.0753, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0094 [2020-10-19 02:38:42,687][root][INFO] - ===> Epoch[3308](16540/5): Loss -0.7490, Sem 0.0234, dir -0.9786, norm 0.2061, swav 0.0000 LR: 7.481e-02 Score 99.244 Data time: 0.0809, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1402 [2020-10-19 02:38:44,687][root][INFO] - ===> Epoch[3309](16541/5): Loss -0.7800, Sem 0.0243, dir -0.9811, norm 0.1769, swav 0.0000 LR: 7.481e-02 Score 99.178 Data time: 0.0661, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9060 [2020-10-19 02:38:46,818][root][INFO] - ===> Epoch[3309](16542/5): Loss -0.7480, Sem 0.0236, dir -0.9771, norm 0.2056, swav 0.0000 LR: 7.480e-02 Score 99.206 Data time: 0.0669, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0491 [2020-10-19 02:38:49,646][root][INFO] - ===> Epoch[3309](16543/5): Loss -0.7731, Sem 0.0210, dir -0.9815, norm 0.1874, swav 0.0000 LR: 7.480e-02 Score 99.305 Data time: 0.0669, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.7185 [2020-10-19 02:38:51,592][root][INFO] - ===> Epoch[3309](16544/5): Loss -0.7389, Sem 0.0231, dir -0.9755, norm 0.2136, swav 0.0000 LR: 7.480e-02 Score 99.212 Data time: 0.0516, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8311 [2020-10-19 02:38:53,673][root][INFO] - ===> Epoch[3309](16545/5): Loss -0.7502, Sem 0.0236, dir -0.9805, norm 0.2067, swav 0.0000 LR: 7.480e-02 Score 99.205 Data time: 0.0747, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0085 [2020-10-19 02:38:55,583][root][INFO] - ===> Epoch[3310](16546/5): Loss -0.7488, Sem 0.0269, dir -0.9763, norm 0.2007, swav 0.0000 LR: 7.480e-02 Score 99.090 Data time: 0.0696, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8056 [2020-10-19 02:38:57,771][root][INFO] - ===> Epoch[3310](16547/5): Loss -0.7250, Sem 0.0228, dir -0.9786, norm 0.2309, swav 0.0000 LR: 7.480e-02 Score 99.258 Data time: 0.0672, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0825 [2020-10-19 02:38:59,793][root][INFO] - ===> Epoch[3310](16548/5): Loss -0.7695, Sem 0.0226, dir -0.9790, norm 0.1869, swav 0.0000 LR: 7.480e-02 Score 99.219 Data time: 0.0737, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9340 [2020-10-19 02:39:02,358][root][INFO] - ===> Epoch[3310](16549/5): Loss -0.7570, Sem 0.0221, dir -0.9793, norm 0.2002, swav 0.0000 LR: 7.479e-02 Score 99.258 Data time: 0.2202, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4635 [2020-10-19 02:39:04,804][root][INFO] - ===> Epoch[3310](16550/5): Loss -0.7851, Sem 0.0214, dir -0.9826, norm 0.1760, swav 0.0000 LR: 7.479e-02 Score 99.254 Data time: 0.0972, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3250 [2020-10-19 02:39:07,215][root][INFO] - ===> Epoch[3311](16551/5): Loss -0.7713, Sem 0.0222, dir -0.9806, norm 0.1870, swav 0.0000 LR: 7.479e-02 Score 99.272 Data time: 0.1495, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3132 [2020-10-19 02:39:09,665][root][INFO] - ===> Epoch[3311](16552/5): Loss -0.7693, Sem 0.0235, dir -0.9798, norm 0.1870, swav 0.0000 LR: 7.479e-02 Score 99.204 Data time: 0.3573, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3743 [2020-10-19 02:39:11,909][root][INFO] - ===> Epoch[3311](16553/5): Loss -0.7816, Sem 0.0229, dir -0.9821, norm 0.1777, swav 0.0000 LR: 7.479e-02 Score 99.243 Data time: 0.0841, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1844 [2020-10-19 02:39:13,815][root][INFO] - ===> Epoch[3311](16554/5): Loss -0.7618, Sem 0.0247, dir -0.9784, norm 0.1919, swav 0.0000 LR: 7.479e-02 Score 99.160 Data time: 0.0568, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8148 [2020-10-19 02:39:16,118][root][INFO] - ===> Epoch[3311](16555/5): Loss -0.7866, Sem 0.0229, dir -0.9813, norm 0.1719, swav 0.0000 LR: 7.478e-02 Score 99.254 Data time: 0.0650, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2303 [2020-10-19 02:39:19,206][root][INFO] - ===> Epoch[3312](16556/5): Loss -0.7621, Sem 0.0234, dir -0.9783, norm 0.1927, swav 0.0000 LR: 7.478e-02 Score 99.205 Data time: 0.0607, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 3.0191 [2020-10-19 02:39:21,528][root][INFO] - ===> Epoch[3312](16557/5): Loss -0.7880, Sem 0.0233, dir -0.9829, norm 0.1716, swav 0.0000 LR: 7.478e-02 Score 99.219 Data time: 0.0661, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2208 [2020-10-19 02:39:24,300][root][INFO] - ===> Epoch[3312](16558/5): Loss -0.7630, Sem 0.0219, dir -0.9798, norm 0.1950, swav 0.0000 LR: 7.478e-02 Score 99.268 Data time: 0.0893, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.6732 [2020-10-19 02:39:26,414][root][INFO] - ===> Epoch[3312](16559/5): Loss -0.7655, Sem 0.0248, dir -0.9812, norm 0.1909, swav 0.0000 LR: 7.478e-02 Score 99.161 Data time: 0.0829, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9880 [2020-10-19 02:39:28,682][root][INFO] - ===> Epoch[3312](16560/5): Loss -0.7648, Sem 0.0183, dir -0.9803, norm 0.1973, swav 0.0000 LR: 7.478e-02 Score 99.389 Data time: 0.0518, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1600 [2020-10-19 02:39:30,994][root][INFO] - ===> Epoch[3313](16561/5): Loss -0.7780, Sem 0.0221, dir -0.9812, norm 0.1811, swav 0.0000 LR: 7.478e-02 Score 99.256 Data time: 0.0816, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2410 [2020-10-19 02:39:33,243][root][INFO] - ===> Epoch[3313](16562/5): Loss -0.7535, Sem 0.0217, dir -0.9766, norm 0.2013, swav 0.0000 LR: 7.477e-02 Score 99.265 Data time: 0.0563, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1132 [2020-10-19 02:39:35,333][root][INFO] - ===> Epoch[3313](16563/5): Loss -0.7605, Sem 0.0237, dir -0.9787, norm 0.1945, swav 0.0000 LR: 7.477e-02 Score 99.200 Data time: 0.0760, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0171 [2020-10-19 02:39:37,935][root][INFO] - ===> Epoch[3313](16564/5): Loss -0.7635, Sem 0.0228, dir -0.9793, norm 0.1931, swav 0.0000 LR: 7.477e-02 Score 99.229 Data time: 0.0505, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.5002 [2020-10-19 02:39:40,184][root][INFO] - ===> Epoch[3313](16565/5): Loss -0.7697, Sem 0.0202, dir -0.9795, norm 0.1896, swav 0.0000 LR: 7.477e-02 Score 99.339 Data time: 0.0726, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1796 [2020-10-19 02:39:42,346][root][INFO] - ===> Epoch[3314](16566/5): Loss -0.7707, Sem 0.0258, dir -0.9799, norm 0.1834, swav 0.0000 LR: 7.477e-02 Score 99.127 Data time: 0.0887, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0509 [2020-10-19 02:39:44,258][root][INFO] - ===> Epoch[3314](16567/5): Loss -0.7595, Sem 0.0266, dir -0.9783, norm 0.1922, swav 0.0000 LR: 7.477e-02 Score 99.127 Data time: 0.0866, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.7959 [2020-10-19 02:39:46,657][root][INFO] - ===> Epoch[3314](16568/5): Loss -0.7514, Sem 0.0226, dir -0.9794, norm 0.2054, swav 0.0000 LR: 7.476e-02 Score 99.251 Data time: 0.0762, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.3022 [2020-10-19 02:39:48,578][root][INFO] - ===> Epoch[3314](16569/5): Loss -0.7725, Sem 0.0216, dir -0.9822, norm 0.1880, swav 0.0000 LR: 7.476e-02 Score 99.265 Data time: 0.0548, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8198 [2020-10-19 02:39:50,852][root][INFO] - ===> Epoch[3314](16570/5): Loss -0.7694, Sem 0.0225, dir -0.9801, norm 0.1882, swav 0.0000 LR: 7.476e-02 Score 99.241 Data time: 0.0659, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1806 [2020-10-19 02:39:52,893][root][INFO] - ===> Epoch[3315](16571/5): Loss -0.7952, Sem 0.0218, dir -0.9818, norm 0.1648, swav 0.0000 LR: 7.476e-02 Score 99.267 Data time: 0.0602, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9454 [2020-10-19 02:39:55,544][root][INFO] - ===> Epoch[3315](16572/5): Loss -0.7690, Sem 0.0231, dir -0.9802, norm 0.1881, swav 0.0000 LR: 7.476e-02 Score 99.217 Data time: 0.0559, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.5600 [2020-10-19 02:39:57,637][root][INFO] - ===> Epoch[3315](16573/5): Loss -0.7692, Sem 0.0243, dir -0.9806, norm 0.1871, swav 0.0000 LR: 7.476e-02 Score 99.169 Data time: 0.0628, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9988 [2020-10-19 02:40:00,159][root][INFO] - ===> Epoch[3315](16574/5): Loss -0.7364, Sem 0.0260, dir -0.9760, norm 0.2137, swav 0.0000 LR: 7.476e-02 Score 99.159 Data time: 0.1242, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.4346 [2020-10-19 02:40:02,505][root][INFO] - ===> Epoch[3315](16575/5): Loss -0.7799, Sem 0.0210, dir -0.9827, norm 0.1818, swav 0.0000 LR: 7.475e-02 Score 99.303 Data time: 0.0948, Forward time: 0.7734, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.2361 [2020-10-19 02:40:04,433][root][INFO] - ===> Epoch[3316](16576/5): Loss -0.7535, Sem 0.0244, dir -0.9790, norm 0.2010, swav 0.0000 LR: 7.475e-02 Score 99.184 Data time: 0.0475, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.8248 [2020-10-19 02:40:06,728][root][INFO] - ===> Epoch[3316](16577/5): Loss -0.7540, Sem 0.0264, dir -0.9777, norm 0.1973, swav 0.0000 LR: 7.475e-02 Score 99.135 Data time: 0.1359, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1937 [2020-10-19 02:40:09,111][root][INFO] - ===> Epoch[3316](16578/5): Loss -0.7725, Sem 0.0239, dir -0.9801, norm 0.1837, swav 0.0000 LR: 7.475e-02 Score 99.198 Data time: 0.0828, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2991 [2020-10-19 02:40:11,356][root][INFO] - ===> Epoch[3316](16579/5): Loss -0.7637, Sem 0.0220, dir -0.9798, norm 0.1941, swav 0.0000 LR: 7.475e-02 Score 99.244 Data time: 0.0758, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1462 [2020-10-19 02:40:13,434][root][INFO] - ===> Epoch[3316](16580/5): Loss -0.7642, Sem 0.0212, dir -0.9804, norm 0.1950, swav 0.0000 LR: 7.475e-02 Score 99.290 Data time: 0.0663, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9902 [2020-10-19 02:40:15,668][root][INFO] - ===> Epoch[3317](16581/5): Loss -0.7868, Sem 0.0214, dir -0.9827, norm 0.1746, swav 0.0000 LR: 7.474e-02 Score 99.281 Data time: 0.0730, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1392 [2020-10-19 02:40:17,849][root][INFO] - ===> Epoch[3317](16582/5): Loss -0.7480, Sem 0.0235, dir -0.9782, norm 0.2068, swav 0.0000 LR: 7.474e-02 Score 99.216 Data time: 0.0641, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0572 [2020-10-19 02:40:20,242][root][INFO] - ===> Epoch[3317](16583/5): Loss -0.7744, Sem 0.0244, dir -0.9818, norm 0.1829, swav 0.0000 LR: 7.474e-02 Score 99.183 Data time: 0.1100, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2737 [2020-10-19 02:40:22,507][root][INFO] - ===> Epoch[3317](16584/5): Loss -0.7629, Sem 0.0246, dir -0.9777, norm 0.1902, swav 0.0000 LR: 7.474e-02 Score 99.154 Data time: 0.0639, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1479 [2020-10-19 02:40:24,894][root][INFO] - ===> Epoch[3317](16585/5): Loss -0.7825, Sem 0.0228, dir -0.9830, norm 0.1777, swav 0.0000 LR: 7.474e-02 Score 99.237 Data time: 0.1057, Forward time: 0.7734, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.3056 [2020-10-19 02:40:26,930][root][INFO] - ===> Epoch[3318](16586/5): Loss -0.7403, Sem 0.0223, dir -0.9778, norm 0.2152, swav 0.0000 LR: 7.474e-02 Score 99.261 Data time: 0.0714, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9378 [2020-10-19 02:40:29,383][root][INFO] - ===> Epoch[3318](16587/5): Loss -0.7627, Sem 0.0231, dir -0.9802, norm 0.1944, swav 0.0000 LR: 7.474e-02 Score 99.220 Data time: 0.0644, Forward time: 0.7734, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.3691 [2020-10-19 02:40:32,190][root][INFO] - ===> Epoch[3318](16588/5): Loss -0.7376, Sem 0.0216, dir -0.9788, norm 0.2196, swav 0.0000 LR: 7.473e-02 Score 99.309 Data time: 0.0777, Forward time: 0.7734, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.7376 [2020-10-19 02:40:34,291][root][INFO] - ===> Epoch[3318](16589/5): Loss -0.7507, Sem 0.0214, dir -0.9806, norm 0.2085, swav 0.0000 LR: 7.473e-02 Score 99.267 Data time: 0.0875, Forward time: 0.7734, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9808 [2020-10-19 02:40:36,356][root][INFO] - ===> Epoch[3318](16590/5): Loss -0.7673, Sem 0.0224, dir -0.9800, norm 0.1903, swav 0.0000 LR: 7.473e-02 Score 99.237 Data time: 0.1019, Forward time: 0.7734, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9609 [2020-10-19 02:40:38,695][root][INFO] - ===> Epoch[3319](16591/5): Loss -0.7552, Sem 0.0245, dir -0.9787, norm 0.1990, swav 0.0000 LR: 7.473e-02 Score 99.188 Data time: 0.0590, Forward time: 0.7734, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.2415 [2020-10-19 02:40:40,858][root][INFO] - ===> Epoch[3319](16592/5): Loss -0.7539, Sem 0.0221, dir -0.9776, norm 0.2016, swav 0.0000 LR: 7.473e-02 Score 99.252 Data time: 0.0524, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.0685 [2020-10-19 02:40:42,715][root][INFO] - ===> Epoch[3319](16593/5): Loss -0.7835, Sem 0.0231, dir -0.9811, norm 0.1744, swav 0.0000 LR: 7.473e-02 Score 99.215 Data time: 0.0571, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.7838 [2020-10-19 02:40:44,997][root][INFO] - ===> Epoch[3319](16594/5): Loss -0.7523, Sem 0.0209, dir -0.9770, norm 0.2037, swav 0.0000 LR: 7.472e-02 Score 99.318 Data time: 0.0795, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.2059 [2020-10-19 02:40:47,189][root][INFO] - ===> Epoch[3319](16595/5): Loss -0.7835, Sem 0.0232, dir -0.9816, norm 0.1750, swav 0.0000 LR: 7.472e-02 Score 99.205 Data time: 0.0642, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.0912 [2020-10-19 02:40:49,734][root][INFO] - ===> Epoch[3320](16596/5): Loss -0.7397, Sem 0.0231, dir -0.9781, norm 0.2153, swav 0.0000 LR: 7.472e-02 Score 99.227 Data time: 0.0624, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.4586 [2020-10-19 02:40:51,945][root][INFO] - ===> Epoch[3320](16597/5): Loss -0.7612, Sem 0.0254, dir -0.9805, norm 0.1939, swav 0.0000 LR: 7.472e-02 Score 99.192 Data time: 0.0962, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.1158 [2020-10-19 02:40:54,023][root][INFO] - ===> Epoch[3320](16598/5): Loss -0.7520, Sem 0.0206, dir -0.9811, norm 0.2084, swav 0.0000 LR: 7.472e-02 Score 99.305 Data time: 0.1048, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9879 [2020-10-19 02:40:56,236][root][INFO] - ===> Epoch[3320](16599/5): Loss -0.7589, Sem 0.0201, dir -0.9800, norm 0.2009, swav 0.0000 LR: 7.472e-02 Score 99.321 Data time: 0.0891, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.0843 [2020-10-19 02:40:58,189][root][INFO] - ===> Epoch[3320](16600/5): Loss -0.7666, Sem 0.0244, dir -0.9787, norm 0.1877, swav 0.0000 LR: 7.471e-02 Score 99.168 Data time: 0.0730, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.8333 [2020-10-19 02:40:59,125][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 02:40:59,290][root][INFO] - ===> Start testing [2020-10-19 02:41:37,833][root][INFO] - 68/68: Data time: 0.0022, Iter time: 0.1274 Loss 0.524 (AVG: 0.565) Score 92.009 (AVG: 89.891) mIOU 69.974 mAP 85.188 mAcc 76.750 IOU: 61.970 0.279 83.037 73.979 92.146 93.374 32.910 76.756 97.470 75.232 81.568 85.696 55.243 mAP: 81.618 26.455 93.433 86.699 98.738 98.648 57.862 95.917 99.734 89.122 94.521 95.077 89.616 mAcc: 78.428 5.925 84.845 82.855 94.057 97.438 37.314 93.066 98.461 79.923 91.475 95.555 58.408 [2020-10-19 02:41:37,836][root][INFO] - Finished test. Elapsed time: 38.5430 [2020-10-19 02:41:40,700][root][INFO] - [2020-10-19 02:41:40,700][root][INFO] - ################################################################ [2020-10-19 02:41:40,700][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 02:41:40,700][root][INFO] - ################################################################ [2020-10-19 02:41:40,700][root][INFO] - clutter : nan nan nan [2020-10-19 02:41:40,700][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 02:41:40,700][root][INFO] - board : 0.739 0.767 0.856 [2020-10-19 02:41:40,700][root][INFO] - bookcase : 0.229 0.350 0.514 [2020-10-19 02:41:40,700][root][INFO] - ceiling : 0.457 0.519 0.536 [2020-10-19 02:41:40,700][root][INFO] - chair : 0.820 0.900 0.922 [2020-10-19 02:41:40,700][root][INFO] - column : 0.213 0.284 0.369 [2020-10-19 02:41:40,701][root][INFO] - door : 0.734 0.884 0.936 [2020-10-19 02:41:40,701][root][INFO] - floor : 0.709 0.745 0.760 [2020-10-19 02:41:40,701][root][INFO] - sofa : 0.475 0.786 0.786 [2020-10-19 02:41:40,701][root][INFO] - table : 0.154 0.363 0.615 [2020-10-19 02:41:40,701][root][INFO] - wall : 0.485 0.686 0.779 [2020-10-19 02:41:40,701][root][INFO] - window : 0.470 0.685 0.744 [2020-10-19 02:41:40,701][root][INFO] - ---------------------------------------------------------------- [2020-10-19 02:41:40,701][root][INFO] - average : 0.457 0.581 0.651 [2020-10-19 02:41:40,701][root][INFO] - [2020-10-19 02:41:40,852][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 02:41:40,853][root][INFO] - Current best mIoU: 70.422 at iter 16200 [2020-10-19 02:41:42,712][root][INFO] - ===> Epoch[3321](16601/5): Loss -0.7749, Sem 0.0243, dir -0.9806, norm 0.1814, swav 0.0000 LR: 7.471e-02 Score 99.184 Data time: 0.0840, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.8537 [2020-10-19 02:41:45,101][root][INFO] - ===> Epoch[3321](16602/5): Loss -0.7512, Sem 0.0248, dir -0.9791, norm 0.2031, swav 0.0000 LR: 7.471e-02 Score 99.179 Data time: 0.0672, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.2826 [2020-10-19 02:41:47,225][root][INFO] - ===> Epoch[3321](16603/5): Loss -0.7642, Sem 0.0264, dir -0.9798, norm 0.1892, swav 0.0000 LR: 7.471e-02 Score 99.113 Data time: 0.0669, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.0284 [2020-10-19 02:41:49,348][root][INFO] - ===> Epoch[3321](16604/5): Loss -0.7681, Sem 0.0251, dir -0.9797, norm 0.1865, swav 0.0000 LR: 7.471e-02 Score 99.176 Data time: 0.0811, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.0386 [2020-10-19 02:41:51,709][root][INFO] - ===> Epoch[3321](16605/5): Loss -0.7594, Sem 0.0228, dir -0.9824, norm 0.2003, swav 0.0000 LR: 7.471e-02 Score 99.255 Data time: 0.0666, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.2610 [2020-10-19 02:41:54,017][root][INFO] - ===> Epoch[3322](16606/5): Loss -0.7578, Sem 0.0244, dir -0.9792, norm 0.1970, swav 0.0000 LR: 7.471e-02 Score 99.178 Data time: 0.0797, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.2163 [2020-10-19 02:41:56,030][root][INFO] - ===> Epoch[3322](16607/5): Loss -0.7413, Sem 0.0275, dir -0.9804, norm 0.2116, swav 0.0000 LR: 7.470e-02 Score 99.114 Data time: 0.0505, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.8873 [2020-10-19 02:41:58,044][root][INFO] - ===> Epoch[3322](16608/5): Loss -0.7476, Sem 0.0213, dir -0.9769, norm 0.2081, swav 0.0000 LR: 7.470e-02 Score 99.280 Data time: 0.0720, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9296 [2020-10-19 02:42:00,221][root][INFO] - ===> Epoch[3322](16609/5): Loss -0.7544, Sem 0.0226, dir -0.9810, norm 0.2040, swav 0.0000 LR: 7.470e-02 Score 99.241 Data time: 0.0915, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.0783 [2020-10-19 02:42:02,748][root][INFO] - ===> Epoch[3322](16610/5): Loss -0.7263, Sem 0.0217, dir -0.9777, norm 0.2296, swav 0.0000 LR: 7.470e-02 Score 99.285 Data time: 0.0626, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.4425 [2020-10-19 02:42:05,050][root][INFO] - ===> Epoch[3323](16611/5): Loss -0.7756, Sem 0.0229, dir -0.9807, norm 0.1821, swav 0.0000 LR: 7.470e-02 Score 99.230 Data time: 0.1041, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.1929 [2020-10-19 02:42:07,158][root][INFO] - ===> Epoch[3323](16612/5): Loss -0.7119, Sem 0.0254, dir -0.9771, norm 0.2398, swav 0.0000 LR: 7.470e-02 Score 99.184 Data time: 0.0748, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.0103 [2020-10-19 02:42:09,621][root][INFO] - ===> Epoch[3323](16613/5): Loss -0.7481, Sem 0.0248, dir -0.9780, norm 0.2051, swav 0.0000 LR: 7.469e-02 Score 99.177 Data time: 0.0756, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.3686 [2020-10-19 02:42:11,506][root][INFO] - ===> Epoch[3323](16614/5): Loss -0.7488, Sem 0.0219, dir -0.9802, norm 0.2096, swav 0.0000 LR: 7.469e-02 Score 99.269 Data time: 0.0609, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.7929 [2020-10-19 02:42:13,455][root][INFO] - ===> Epoch[3323](16615/5): Loss -0.7634, Sem 0.0232, dir -0.9803, norm 0.1937, swav 0.0000 LR: 7.469e-02 Score 99.219 Data time: 0.0856, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.8713 [2020-10-19 02:42:15,656][root][INFO] - ===> Epoch[3324](16616/5): Loss -0.7294, Sem 0.0237, dir -0.9776, norm 0.2245, swav 0.0000 LR: 7.469e-02 Score 99.198 Data time: 0.0671, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.1022 [2020-10-19 02:42:18,101][root][INFO] - ===> Epoch[3324](16617/5): Loss -0.7752, Sem 0.0234, dir -0.9818, norm 0.1832, swav 0.0000 LR: 7.469e-02 Score 99.227 Data time: 0.0730, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.3840 [2020-10-19 02:42:20,200][root][INFO] - ===> Epoch[3324](16618/5): Loss -0.7381, Sem 0.0215, dir -0.9770, norm 0.2175, swav 0.0000 LR: 7.469e-02 Score 99.287 Data time: 0.0723, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9896 [2020-10-19 02:42:22,102][root][INFO] - ===> Epoch[3324](16619/5): Loss -0.7692, Sem 0.0255, dir -0.9801, norm 0.1854, swav 0.0000 LR: 7.469e-02 Score 99.203 Data time: 0.0663, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.8032 [2020-10-19 02:42:24,317][root][INFO] - ===> Epoch[3324](16620/5): Loss -0.7278, Sem 0.0229, dir -0.9806, norm 0.2298, swav 0.0000 LR: 7.468e-02 Score 99.252 Data time: 0.1429, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.1206 [2020-10-19 02:42:26,290][root][INFO] - ===> Epoch[3325](16621/5): Loss -0.7529, Sem 0.0220, dir -0.9809, norm 0.2059, swav 0.0000 LR: 7.468e-02 Score 99.283 Data time: 0.0846, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.8656 [2020-10-19 02:42:28,385][root][INFO] - ===> Epoch[3325](16622/5): Loss -0.7451, Sem 0.0222, dir -0.9781, norm 0.2108, swav 0.0000 LR: 7.468e-02 Score 99.255 Data time: 0.1839, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9827 [2020-10-19 02:42:30,662][root][INFO] - ===> Epoch[3325](16623/5): Loss -0.7619, Sem 0.0237, dir -0.9784, norm 0.1929, swav 0.0000 LR: 7.468e-02 Score 99.193 Data time: 0.0890, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.1867 [2020-10-19 02:42:32,907][root][INFO] - ===> Epoch[3325](16624/5): Loss -0.7616, Sem 0.0227, dir -0.9775, norm 0.1932, swav 0.0000 LR: 7.468e-02 Score 99.239 Data time: 0.0567, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.1284 [2020-10-19 02:42:34,936][root][INFO] - ===> Epoch[3325](16625/5): Loss -0.7682, Sem 0.0209, dir -0.9808, norm 0.1917, swav 0.0000 LR: 7.468e-02 Score 99.329 Data time: 0.0865, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9376 [2020-10-19 02:42:37,676][root][INFO] - ===> Epoch[3326](16626/5): Loss -0.7565, Sem 0.0213, dir -0.9796, norm 0.2019, swav 0.0000 LR: 7.467e-02 Score 99.291 Data time: 0.0800, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.6406 [2020-10-19 02:42:39,425][root][INFO] - ===> Epoch[3326](16627/5): Loss -0.7666, Sem 0.0243, dir -0.9817, norm 0.1908, swav 0.0000 LR: 7.467e-02 Score 99.167 Data time: 0.0799, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.6166 [2020-10-19 02:42:41,621][root][INFO] - ===> Epoch[3326](16628/5): Loss -0.7405, Sem 0.0243, dir -0.9790, norm 0.2142, swav 0.0000 LR: 7.467e-02 Score 99.223 Data time: 0.0786, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0963 [2020-10-19 02:42:44,137][root][INFO] - ===> Epoch[3326](16629/5): Loss -0.7683, Sem 0.0228, dir -0.9799, norm 0.1887, swav 0.0000 LR: 7.467e-02 Score 99.213 Data time: 0.0926, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.4026 [2020-10-19 02:42:46,266][root][INFO] - ===> Epoch[3326](16630/5): Loss -0.7436, Sem 0.0242, dir -0.9794, norm 0.2117, swav 0.0000 LR: 7.467e-02 Score 99.188 Data time: 0.0786, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0249 [2020-10-19 02:42:48,348][root][INFO] - ===> Epoch[3327](16631/5): Loss -0.7474, Sem 0.0231, dir -0.9804, norm 0.2099, swav 0.0000 LR: 7.467e-02 Score 99.249 Data time: 0.0581, Forward time: 0.7733, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9736 [2020-10-19 02:42:51,041][root][INFO] - ===> Epoch[3327](16632/5): Loss -0.7422, Sem 0.0241, dir -0.9790, norm 0.2126, swav 0.0000 LR: 7.467e-02 Score 99.197 Data time: 0.0961, Forward time: 0.7734, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.5920 [2020-10-19 02:42:53,403][root][INFO] - ===> Epoch[3327](16633/5): Loss -0.7590, Sem 0.0216, dir -0.9817, norm 0.2011, swav 0.0000 LR: 7.466e-02 Score 99.285 Data time: 0.0833, Forward time: 0.7734, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.2443 [2020-10-19 02:42:55,501][root][INFO] - ===> Epoch[3327](16634/5): Loss -0.7392, Sem 0.0236, dir -0.9761, norm 0.2133, swav 0.0000 LR: 7.466e-02 Score 99.216 Data time: 0.1079, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9765 [2020-10-19 02:42:57,726][root][INFO] - ===> Epoch[3327](16635/5): Loss -0.7712, Sem 0.0219, dir -0.9807, norm 0.1876, swav 0.0000 LR: 7.466e-02 Score 99.252 Data time: 0.0560, Forward time: 0.7734, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.1280 [2020-10-19 02:43:00,156][root][INFO] - ===> Epoch[3328](16636/5): Loss -0.7333, Sem 0.0259, dir -0.9759, norm 0.2167, swav 0.0000 LR: 7.466e-02 Score 99.135 Data time: 0.0873, Forward time: 0.7734, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.3592 [2020-10-19 02:43:02,466][root][INFO] - ===> Epoch[3328](16637/5): Loss -0.7634, Sem 0.0230, dir -0.9813, norm 0.1949, swav 0.0000 LR: 7.466e-02 Score 99.230 Data time: 0.0867, Forward time: 0.7734, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.2127 [2020-10-19 02:43:04,920][root][INFO] - ===> Epoch[3328](16638/5): Loss -0.7366, Sem 0.0230, dir -0.9759, norm 0.2163, swav 0.0000 LR: 7.466e-02 Score 99.231 Data time: 0.0879, Forward time: 0.7734, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.3454 [2020-10-19 02:43:06,855][root][INFO] - ===> Epoch[3328](16639/5): Loss -0.7462, Sem 0.0236, dir -0.9802, norm 0.2103, swav 0.0000 LR: 7.465e-02 Score 99.221 Data time: 0.0761, Forward time: 0.7734, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.8134 [2020-10-19 02:43:09,055][root][INFO] - ===> Epoch[3328](16640/5): Loss -0.7417, Sem 0.0242, dir -0.9791, norm 0.2132, swav 0.0000 LR: 7.465e-02 Score 99.210 Data time: 0.0974, Forward time: 0.7734, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.0988 [2020-10-19 02:43:11,435][root][INFO] - ===> Epoch[3329](16641/5): Loss -0.7479, Sem 0.0245, dir -0.9773, norm 0.2049, swav 0.0000 LR: 7.465e-02 Score 99.156 Data time: 0.0727, Forward time: 0.7734, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.2799 [2020-10-19 02:43:13,718][root][INFO] - ===> Epoch[3329](16642/5): Loss -0.7422, Sem 0.0240, dir -0.9793, norm 0.2132, swav 0.0000 LR: 7.465e-02 Score 99.206 Data time: 0.0523, Forward time: 0.7734, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.1969 [2020-10-19 02:43:16,188][root][INFO] - ===> Epoch[3329](16643/5): Loss -0.7583, Sem 0.0229, dir -0.9809, norm 0.1996, swav 0.0000 LR: 7.465e-02 Score 99.238 Data time: 0.0533, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.3961 [2020-10-19 02:43:18,292][root][INFO] - ===> Epoch[3329](16644/5): Loss -0.7467, Sem 0.0230, dir -0.9783, norm 0.2085, swav 0.0000 LR: 7.465e-02 Score 99.233 Data time: 0.0834, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.0363 [2020-10-19 02:43:20,316][root][INFO] - ===> Epoch[3329](16645/5): Loss -0.7601, Sem 0.0241, dir -0.9799, norm 0.1957, swav 0.0000 LR: 7.465e-02 Score 99.202 Data time: 0.0749, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9173 [2020-10-19 02:43:22,784][root][INFO] - ===> Epoch[3330](16646/5): Loss -0.7289, Sem 0.0235, dir -0.9776, norm 0.2252, swav 0.0000 LR: 7.464e-02 Score 99.225 Data time: 0.0857, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.3634 [2020-10-19 02:43:24,567][root][INFO] - ===> Epoch[3330](16647/5): Loss -0.7839, Sem 0.0233, dir -0.9815, norm 0.1743, swav 0.0000 LR: 7.464e-02 Score 99.210 Data time: 0.0705, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.6330 [2020-10-19 02:43:26,759][root][INFO] - ===> Epoch[3330](16648/5): Loss -0.7435, Sem 0.0226, dir -0.9776, norm 0.2115, swav 0.0000 LR: 7.464e-02 Score 99.236 Data time: 0.0693, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.0914 [2020-10-19 02:43:29,752][root][INFO] - ===> Epoch[3330](16649/5): Loss -0.7700, Sem 0.0191, dir -0.9819, norm 0.1928, swav 0.0000 LR: 7.464e-02 Score 99.368 Data time: 0.0530, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.8849 [2020-10-19 02:43:31,878][root][INFO] - ===> Epoch[3330](16650/5): Loss -0.7557, Sem 0.0242, dir -0.9781, norm 0.1982, swav 0.0000 LR: 7.464e-02 Score 99.179 Data time: 0.0936, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.0223 [2020-10-19 02:43:33,716][root][INFO] - ===> Epoch[3331](16651/5): Loss -0.7671, Sem 0.0200, dir -0.9806, norm 0.1935, swav 0.0000 LR: 7.464e-02 Score 99.323 Data time: 0.0841, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.7292 [2020-10-19 02:43:35,576][root][INFO] - ===> Epoch[3331](16652/5): Loss -0.7443, Sem 0.0256, dir -0.9765, norm 0.2065, swav 0.0000 LR: 7.463e-02 Score 99.142 Data time: 0.0548, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.7648 [2020-10-19 02:43:37,778][root][INFO] - ===> Epoch[3331](16653/5): Loss -0.7504, Sem 0.0220, dir -0.9779, norm 0.2055, swav 0.0000 LR: 7.463e-02 Score 99.260 Data time: 0.0752, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.1245 [2020-10-19 02:43:40,288][root][INFO] - ===> Epoch[3331](16654/5): Loss -0.7520, Sem 0.0235, dir -0.9798, norm 0.2043, swav 0.0000 LR: 7.463e-02 Score 99.220 Data time: 0.0656, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.3929 [2020-10-19 02:43:42,276][root][INFO] - ===> Epoch[3331](16655/5): Loss -0.7786, Sem 0.0212, dir -0.9805, norm 0.1807, swav 0.0000 LR: 7.463e-02 Score 99.298 Data time: 0.0616, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9020 [2020-10-19 02:43:44,591][root][INFO] - ===> Epoch[3332](16656/5): Loss -0.7527, Sem 0.0232, dir -0.9789, norm 0.2030, swav 0.0000 LR: 7.463e-02 Score 99.233 Data time: 0.0956, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.2208 [2020-10-19 02:43:46,680][root][INFO] - ===> Epoch[3332](16657/5): Loss -0.7673, Sem 0.0254, dir -0.9794, norm 0.1866, swav 0.0000 LR: 7.463e-02 Score 99.130 Data time: 0.0878, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9671 [2020-10-19 02:43:48,688][root][INFO] - ===> Epoch[3332](16658/5): Loss -0.7696, Sem 0.0202, dir -0.9789, norm 0.1891, swav 0.0000 LR: 7.463e-02 Score 99.317 Data time: 0.0855, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.8757 [2020-10-19 02:43:50,709][root][INFO] - ===> Epoch[3332](16659/5): Loss -0.7659, Sem 0.0222, dir -0.9797, norm 0.1916, swav 0.0000 LR: 7.462e-02 Score 99.238 Data time: 0.0719, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9036 [2020-10-19 02:43:52,686][root][INFO] - ===> Epoch[3332](16660/5): Loss -0.7447, Sem 0.0213, dir -0.9786, norm 0.2126, swav 0.0000 LR: 7.462e-02 Score 99.283 Data time: 0.0858, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.8678 [2020-10-19 02:43:55,199][root][INFO] - ===> Epoch[3333](16661/5): Loss -0.7608, Sem 0.0230, dir -0.9800, norm 0.1962, swav 0.0000 LR: 7.462e-02 Score 99.236 Data time: 0.0740, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.3811 [2020-10-19 02:43:57,169][root][INFO] - ===> Epoch[3333](16662/5): Loss -0.7620, Sem 0.0224, dir -0.9804, norm 0.1961, swav 0.0000 LR: 7.462e-02 Score 99.252 Data time: 0.0777, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.8714 [2020-10-19 02:43:59,914][root][INFO] - ===> Epoch[3333](16663/5): Loss -0.7582, Sem 0.0214, dir -0.9822, norm 0.2027, swav 0.0000 LR: 7.462e-02 Score 99.288 Data time: 0.0951, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.6561 [2020-10-19 02:44:01,972][root][INFO] - ===> Epoch[3333](16664/5): Loss -0.7486, Sem 0.0237, dir -0.9784, norm 0.2060, swav 0.0000 LR: 7.462e-02 Score 99.198 Data time: 0.0866, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.9375 [2020-10-19 02:44:04,416][root][INFO] - ===> Epoch[3333](16665/5): Loss -0.7786, Sem 0.0204, dir -0.9803, norm 0.1813, swav 0.0000 LR: 7.461e-02 Score 99.304 Data time: 0.0739, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.3287 [2020-10-19 02:44:06,556][root][INFO] - ===> Epoch[3334](16666/5): Loss -0.7399, Sem 0.0227, dir -0.9784, norm 0.2158, swav 0.0000 LR: 7.461e-02 Score 99.225 Data time: 0.0875, Forward time: 0.7733, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.0267 [2020-10-19 02:44:08,905][root][INFO] - ===> Epoch[3334](16667/5): Loss -0.7755, Sem 0.0205, dir -0.9797, norm 0.1838, swav 0.0000 LR: 7.461e-02 Score 99.298 Data time: 0.0994, Forward time: 0.7734, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.2355 [2020-10-19 02:44:10,887][root][INFO] - ===> Epoch[3334](16668/5): Loss -0.7558, Sem 0.0246, dir -0.9781, norm 0.1977, swav 0.0000 LR: 7.461e-02 Score 99.180 Data time: 0.0707, Forward time: 0.7734, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 1.8875 [2020-10-19 02:44:12,911][root][INFO] - ===> Epoch[3334](16669/5): Loss -0.7671, Sem 0.0234, dir -0.9800, norm 0.1895, swav 0.0000 LR: 7.461e-02 Score 99.232 Data time: 0.0803, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9613 [2020-10-19 02:44:15,004][root][INFO] - ===> Epoch[3334](16670/5): Loss -0.7495, Sem 0.0220, dir -0.9782, norm 0.2066, swav 0.0000 LR: 7.461e-02 Score 99.265 Data time: 0.0593, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9859 [2020-10-19 02:44:17,226][root][INFO] - ===> Epoch[3335](16671/5): Loss -0.7698, Sem 0.0196, dir -0.9829, norm 0.1934, swav 0.0000 LR: 7.460e-02 Score 99.352 Data time: 0.0734, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1528 [2020-10-19 02:44:19,235][root][INFO] - ===> Epoch[3335](16672/5): Loss -0.7448, Sem 0.0217, dir -0.9785, norm 0.2121, swav 0.0000 LR: 7.460e-02 Score 99.279 Data time: 0.0849, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9087 [2020-10-19 02:44:21,335][root][INFO] - ===> Epoch[3335](16673/5): Loss -0.7755, Sem 0.0217, dir -0.9809, norm 0.1838, swav 0.0000 LR: 7.460e-02 Score 99.281 Data time: 0.0547, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9833 [2020-10-19 02:44:23,967][root][INFO] - ===> Epoch[3335](16674/5): Loss -0.7547, Sem 0.0219, dir -0.9793, norm 0.2027, swav 0.0000 LR: 7.460e-02 Score 99.273 Data time: 0.1277, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.5584 [2020-10-19 02:44:26,017][root][INFO] - ===> Epoch[3335](16675/5): Loss -0.7630, Sem 0.0308, dir -0.9804, norm 0.1866, swav 0.0000 LR: 7.460e-02 Score 99.107 Data time: 0.0801, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9267 [2020-10-19 02:44:29,097][root][INFO] - ===> Epoch[3336](16676/5): Loss -0.7503, Sem 0.0249, dir -0.9793, norm 0.2042, swav 0.0000 LR: 7.460e-02 Score 99.236 Data time: 0.1290, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.9884 [2020-10-19 02:44:31,502][root][INFO] - ===> Epoch[3336](16677/5): Loss -0.7619, Sem 0.0253, dir -0.9807, norm 0.1936, swav 0.0000 LR: 7.460e-02 Score 99.175 Data time: 0.0654, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2610 [2020-10-19 02:44:33,503][root][INFO] - ===> Epoch[3336](16678/5): Loss -0.7408, Sem 0.0268, dir -0.9789, norm 0.2114, swav 0.0000 LR: 7.459e-02 Score 99.147 Data time: 0.0831, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8807 [2020-10-19 02:44:35,475][root][INFO] - ===> Epoch[3336](16679/5): Loss -0.7673, Sem 0.0229, dir -0.9820, norm 0.1917, swav 0.0000 LR: 7.459e-02 Score 99.222 Data time: 0.0674, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8704 [2020-10-19 02:44:37,922][root][INFO] - ===> Epoch[3336](16680/5): Loss -0.7504, Sem 0.0236, dir -0.9793, norm 0.2053, swav 0.0000 LR: 7.459e-02 Score 99.216 Data time: 0.1376, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.3560 [2020-10-19 02:44:40,575][root][INFO] - ===> Epoch[3337](16681/5): Loss -0.7481, Sem 0.0254, dir -0.9780, norm 0.2045, swav 0.0000 LR: 7.459e-02 Score 99.164 Data time: 0.1029, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.5466 [2020-10-19 02:44:42,653][root][INFO] - ===> Epoch[3337](16682/5): Loss -0.7712, Sem 0.0236, dir -0.9792, norm 0.1844, swav 0.0000 LR: 7.459e-02 Score 99.195 Data time: 0.0700, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9747 [2020-10-19 02:44:45,041][root][INFO] - ===> Epoch[3337](16683/5): Loss -0.7540, Sem 0.0228, dir -0.9811, norm 0.2043, swav 0.0000 LR: 7.459e-02 Score 99.237 Data time: 0.0793, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.3175 [2020-10-19 02:44:47,271][root][INFO] - ===> Epoch[3337](16684/5): Loss -0.7648, Sem 0.0230, dir -0.9796, norm 0.1918, swav 0.0000 LR: 7.458e-02 Score 99.233 Data time: 0.1222, Forward time: 0.7735, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1347 [2020-10-19 02:44:49,728][root][INFO] - ===> Epoch[3337](16685/5): Loss -0.7512, Sem 0.0215, dir -0.9802, norm 0.2075, swav 0.0000 LR: 7.458e-02 Score 99.281 Data time: 0.1027, Forward time: 0.7735, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.3335 [2020-10-19 02:44:51,862][root][INFO] - ===> Epoch[3338](16686/5): Loss -0.7711, Sem 0.0213, dir -0.9806, norm 0.1882, swav 0.0000 LR: 7.458e-02 Score 99.277 Data time: 0.0791, Forward time: 0.7735, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0192 [2020-10-19 02:44:54,384][root][INFO] - ===> Epoch[3338](16687/5): Loss -0.7626, Sem 0.0248, dir -0.9802, norm 0.1928, swav 0.0000 LR: 7.458e-02 Score 99.167 Data time: 0.0782, Forward time: 0.7735, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.4502 [2020-10-19 02:44:56,510][root][INFO] - ===> Epoch[3338](16688/5): Loss -0.7552, Sem 0.0227, dir -0.9803, norm 0.2024, swav 0.0000 LR: 7.458e-02 Score 99.234 Data time: 0.0924, Forward time: 0.7735, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0243 [2020-10-19 02:44:58,667][root][INFO] - ===> Epoch[3338](16689/5): Loss -0.7584, Sem 0.0236, dir -0.9806, norm 0.1986, swav 0.0000 LR: 7.458e-02 Score 99.234 Data time: 0.0710, Forward time: 0.7735, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0506 [2020-10-19 02:45:00,788][root][INFO] - ===> Epoch[3338](16690/5): Loss -0.7506, Sem 0.0225, dir -0.9795, norm 0.2064, swav 0.0000 LR: 7.458e-02 Score 99.257 Data time: 0.0655, Forward time: 0.7735, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0255 [2020-10-19 02:45:02,785][root][INFO] - ===> Epoch[3339](16691/5): Loss -0.7831, Sem 0.0216, dir -0.9815, norm 0.1768, swav 0.0000 LR: 7.457e-02 Score 99.265 Data time: 0.0790, Forward time: 0.7735, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9217 [2020-10-19 02:45:05,106][root][INFO] - ===> Epoch[3339](16692/5): Loss -0.7377, Sem 0.0219, dir -0.9767, norm 0.2171, swav 0.0000 LR: 7.457e-02 Score 99.275 Data time: 0.0670, Forward time: 0.7735, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2209 [2020-10-19 02:45:07,026][root][INFO] - ===> Epoch[3339](16693/5): Loss -0.7815, Sem 0.0223, dir -0.9826, norm 0.1788, swav 0.0000 LR: 7.457e-02 Score 99.251 Data time: 0.0722, Forward time: 0.7735, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8250 [2020-10-19 02:45:09,620][root][INFO] - ===> Epoch[3339](16694/5): Loss -0.7374, Sem 0.0226, dir -0.9752, norm 0.2152, swav 0.0000 LR: 7.457e-02 Score 99.253 Data time: 0.0612, Forward time: 0.7735, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.4942 [2020-10-19 02:45:11,592][root][INFO] - ===> Epoch[3339](16695/5): Loss -0.7575, Sem 0.0221, dir -0.9798, norm 0.2001, swav 0.0000 LR: 7.457e-02 Score 99.242 Data time: 0.0877, Forward time: 0.7735, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8534 [2020-10-19 02:45:13,699][root][INFO] - ===> Epoch[3340](16696/5): Loss -0.7339, Sem 0.0243, dir -0.9769, norm 0.2186, swav 0.0000 LR: 7.457e-02 Score 99.190 Data time: 0.0795, Forward time: 0.7735, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9981 [2020-10-19 02:45:16,393][root][INFO] - ===> Epoch[3340](16697/5): Loss -0.7454, Sem 0.0245, dir -0.9785, norm 0.2085, swav 0.0000 LR: 7.456e-02 Score 99.186 Data time: 0.0574, Forward time: 0.7735, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.5979 [2020-10-19 02:45:18,600][root][INFO] - ===> Epoch[3340](16698/5): Loss -0.7544, Sem 0.0220, dir -0.9800, norm 0.2035, swav 0.0000 LR: 7.456e-02 Score 99.265 Data time: 0.0617, Forward time: 0.7734, Backward time: 1.1779, DDP time: 0.0030, Total iter time: 2.1472 [2020-10-19 02:45:20,452][root][INFO] - ===> Epoch[3340](16699/5): Loss -0.7446, Sem 0.0233, dir -0.9799, norm 0.2120, swav 0.0000 LR: 7.456e-02 Score 99.225 Data time: 0.1025, Forward time: 0.7735, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.7415 [2020-10-19 02:45:22,378][root][INFO] - ===> Epoch[3340](16700/5): Loss -0.7612, Sem 0.0236, dir -0.9792, norm 0.1945, swav 0.0000 LR: 7.456e-02 Score 99.205 Data time: 0.0751, Forward time: 0.7735, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8282 [2020-10-19 02:45:23,320][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 02:45:25,191][root][INFO] - ===> Epoch[3341](16701/5): Loss -0.7808, Sem 0.0201, dir -0.9828, norm 0.1819, swav 0.0000 LR: 7.456e-02 Score 99.320 Data time: 0.0825, Forward time: 0.7735, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.6951 [2020-10-19 02:45:27,318][root][INFO] - ===> Epoch[3341](16702/5): Loss -0.7729, Sem 0.0225, dir -0.9794, norm 0.1840, swav 0.0000 LR: 7.456e-02 Score 99.257 Data time: 0.0553, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0242 [2020-10-19 02:45:29,225][root][INFO] - ===> Epoch[3341](16703/5): Loss -0.7656, Sem 0.0254, dir -0.9801, norm 0.1890, swav 0.0000 LR: 7.456e-02 Score 99.146 Data time: 0.0636, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8392 [2020-10-19 02:45:31,346][root][INFO] - ===> Epoch[3341](16704/5): Loss -0.7574, Sem 0.0230, dir -0.9803, norm 0.1999, swav 0.0000 LR: 7.455e-02 Score 99.233 Data time: 0.0775, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0261 [2020-10-19 02:45:33,690][root][INFO] - ===> Epoch[3341](16705/5): Loss -0.7722, Sem 0.0185, dir -0.9828, norm 0.1921, swav 0.0000 LR: 7.455e-02 Score 99.387 Data time: 0.1008, Forward time: 0.7735, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2227 [2020-10-19 02:45:35,916][root][INFO] - ===> Epoch[3342](16706/5): Loss -0.7531, Sem 0.0243, dir -0.9800, norm 0.2027, swav 0.0000 LR: 7.455e-02 Score 99.197 Data time: 0.0788, Forward time: 0.7735, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1079 [2020-10-19 02:45:37,615][root][INFO] - ===> Epoch[3342](16707/5): Loss -0.7891, Sem 0.0229, dir -0.9835, norm 0.1715, swav 0.0000 LR: 7.455e-02 Score 99.221 Data time: 0.0671, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.5858 [2020-10-19 02:45:40,102][root][INFO] - ===> Epoch[3342](16708/5): Loss -0.7697, Sem 0.0194, dir -0.9797, norm 0.1906, swav 0.0000 LR: 7.455e-02 Score 99.346 Data time: 0.0845, Forward time: 0.7734, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.3950 [2020-10-19 02:45:42,367][root][INFO] - ===> Epoch[3342](16709/5): Loss -0.7874, Sem 0.0230, dir -0.9845, norm 0.1741, swav 0.0000 LR: 7.455e-02 Score 99.228 Data time: 0.0761, Forward time: 0.7735, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1649 [2020-10-19 02:45:44,317][root][INFO] - ===> Epoch[3342](16710/5): Loss -0.7630, Sem 0.0215, dir -0.9793, norm 0.1947, swav 0.0000 LR: 7.454e-02 Score 99.264 Data time: 0.0737, Forward time: 0.7735, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8351 [2020-10-19 02:45:46,367][root][INFO] - ===> Epoch[3343](16711/5): Loss -0.7716, Sem 0.0246, dir -0.9808, norm 0.1846, swav 0.0000 LR: 7.454e-02 Score 99.167 Data time: 0.0920, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9512 [2020-10-19 02:45:48,942][root][INFO] - ===> Epoch[3343](16712/5): Loss -0.7514, Sem 0.0235, dir -0.9803, norm 0.2054, swav 0.0000 LR: 7.454e-02 Score 99.229 Data time: 0.0893, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4658 [2020-10-19 02:45:50,693][root][INFO] - ===> Epoch[3343](16713/5): Loss -0.7810, Sem 0.0217, dir -0.9838, norm 0.1811, swav 0.0000 LR: 7.454e-02 Score 99.273 Data time: 0.0858, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.6380 [2020-10-19 02:45:53,270][root][INFO] - ===> Epoch[3343](16714/5): Loss -0.7497, Sem 0.0219, dir -0.9787, norm 0.2071, swav 0.0000 LR: 7.454e-02 Score 99.296 Data time: 0.1501, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4721 [2020-10-19 02:45:55,885][root][INFO] - ===> Epoch[3343](16715/5): Loss -0.7685, Sem 0.0215, dir -0.9826, norm 0.1927, swav 0.0000 LR: 7.454e-02 Score 99.292 Data time: 0.1303, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.5011 [2020-10-19 02:45:58,281][root][INFO] - ===> Epoch[3344](16716/5): Loss -0.7300, Sem 0.0223, dir -0.9773, norm 0.2249, swav 0.0000 LR: 7.454e-02 Score 99.276 Data time: 0.0785, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2248 [2020-10-19 02:46:00,223][root][INFO] - ===> Epoch[3344](16717/5): Loss -0.7787, Sem 0.0238, dir -0.9799, norm 0.1773, swav 0.0000 LR: 7.453e-02 Score 99.187 Data time: 0.0712, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8157 [2020-10-19 02:46:02,091][root][INFO] - ===> Epoch[3344](16718/5): Loss -0.7325, Sem 0.0243, dir -0.9769, norm 0.2201, swav 0.0000 LR: 7.453e-02 Score 99.182 Data time: 0.0701, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7784 [2020-10-19 02:46:04,184][root][INFO] - ===> Epoch[3344](16719/5): Loss -0.7353, Sem 0.0240, dir -0.9766, norm 0.2173, swav 0.0000 LR: 7.453e-02 Score 99.218 Data time: 0.0789, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9830 [2020-10-19 02:46:06,115][root][INFO] - ===> Epoch[3344](16720/5): Loss -0.7434, Sem 0.0224, dir -0.9800, norm 0.2141, swav 0.0000 LR: 7.453e-02 Score 99.242 Data time: 0.0856, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8119 [2020-10-19 02:46:07,966][root][INFO] - ===> Epoch[3345](16721/5): Loss -0.7677, Sem 0.0228, dir -0.9791, norm 0.1886, swav 0.0000 LR: 7.453e-02 Score 99.231 Data time: 0.0792, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7366 [2020-10-19 02:46:10,100][root][INFO] - ===> Epoch[3345](16722/5): Loss -0.7409, Sem 0.0247, dir -0.9799, norm 0.2143, swav 0.0000 LR: 7.453e-02 Score 99.162 Data time: 0.0779, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0134 [2020-10-19 02:46:12,269][root][INFO] - ===> Epoch[3345](16723/5): Loss -0.7817, Sem 0.0179, dir -0.9826, norm 0.1830, swav 0.0000 LR: 7.452e-02 Score 99.405 Data time: 0.0755, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0553 [2020-10-19 02:46:14,205][root][INFO] - ===> Epoch[3345](16724/5): Loss -0.7423, Sem 0.0236, dir -0.9805, norm 0.2145, swav 0.0000 LR: 7.452e-02 Score 99.205 Data time: 0.0678, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8433 [2020-10-19 02:46:16,178][root][INFO] - ===> Epoch[3345](16725/5): Loss -0.7581, Sem 0.0243, dir -0.9794, norm 0.1971, swav 0.0000 LR: 7.452e-02 Score 99.193 Data time: 0.0832, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8766 [2020-10-19 02:46:18,530][root][INFO] - ===> Epoch[3346](16726/5): Loss -0.7627, Sem 0.0212, dir -0.9802, norm 0.1964, swav 0.0000 LR: 7.452e-02 Score 99.304 Data time: 0.0650, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2166 [2020-10-19 02:46:20,828][root][INFO] - ===> Epoch[3346](16727/5): Loss -0.7550, Sem 0.0236, dir -0.9805, norm 0.2019, swav 0.0000 LR: 7.452e-02 Score 99.222 Data time: 0.0705, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1956 [2020-10-19 02:46:23,088][root][INFO] - ===> Epoch[3346](16728/5): Loss -0.7756, Sem 0.0202, dir -0.9817, norm 0.1859, swav 0.0000 LR: 7.452e-02 Score 99.308 Data time: 0.0968, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1528 [2020-10-19 02:46:24,978][root][INFO] - ===> Epoch[3346](16729/5): Loss -0.7787, Sem 0.0226, dir -0.9817, norm 0.1804, swav 0.0000 LR: 7.451e-02 Score 99.231 Data time: 0.0619, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.7743 [2020-10-19 02:46:27,383][root][INFO] - ===> Epoch[3346](16730/5): Loss -0.7398, Sem 0.0209, dir -0.9797, norm 0.2190, swav 0.0000 LR: 7.451e-02 Score 99.303 Data time: 0.0661, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3234 [2020-10-19 02:46:29,650][root][INFO] - ===> Epoch[3347](16731/5): Loss -0.7463, Sem 0.0251, dir -0.9788, norm 0.2074, swav 0.0000 LR: 7.451e-02 Score 99.140 Data time: 0.0886, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1443 [2020-10-19 02:46:31,723][root][INFO] - ===> Epoch[3347](16732/5): Loss -0.7481, Sem 0.0232, dir -0.9799, norm 0.2086, swav 0.0000 LR: 7.451e-02 Score 99.269 Data time: 0.0704, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9550 [2020-10-19 02:46:34,144][root][INFO] - ===> Epoch[3347](16733/5): Loss -0.7722, Sem 0.0216, dir -0.9789, norm 0.1851, swav 0.0000 LR: 7.451e-02 Score 99.279 Data time: 0.0758, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3104 [2020-10-19 02:46:36,524][root][INFO] - ===> Epoch[3347](16734/5): Loss -0.7202, Sem 0.0263, dir -0.9763, norm 0.2299, swav 0.0000 LR: 7.451e-02 Score 99.133 Data time: 0.0850, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2824 [2020-10-19 02:46:38,628][root][INFO] - ===> Epoch[3347](16735/5): Loss -0.7764, Sem 0.0202, dir -0.9826, norm 0.1860, swav 0.0000 LR: 7.451e-02 Score 99.311 Data time: 0.0802, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9914 [2020-10-19 02:46:41,091][root][INFO] - ===> Epoch[3348](16736/5): Loss -0.7696, Sem 0.0210, dir -0.9809, norm 0.1903, swav 0.0000 LR: 7.450e-02 Score 99.307 Data time: 0.0676, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3635 [2020-10-19 02:46:43,422][root][INFO] - ===> Epoch[3348](16737/5): Loss -0.7606, Sem 0.0213, dir -0.9822, norm 0.2004, swav 0.0000 LR: 7.450e-02 Score 99.292 Data time: 0.0813, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2310 [2020-10-19 02:46:45,544][root][INFO] - ===> Epoch[3348](16738/5): Loss -0.7671, Sem 0.0238, dir -0.9785, norm 0.1875, swav 0.0000 LR: 7.450e-02 Score 99.195 Data time: 0.0536, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0167 [2020-10-19 02:46:47,795][root][INFO] - ===> Epoch[3348](16739/5): Loss -0.7782, Sem 0.0196, dir -0.9836, norm 0.1858, swav 0.0000 LR: 7.450e-02 Score 99.346 Data time: 0.1010, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1517 [2020-10-19 02:46:49,826][root][INFO] - ===> Epoch[3348](16740/5): Loss -0.7438, Sem 0.0280, dir -0.9772, norm 0.2054, swav 0.0000 LR: 7.450e-02 Score 99.064 Data time: 0.0811, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9004 [2020-10-19 02:46:51,838][root][INFO] - ===> Epoch[3349](16741/5): Loss -0.7716, Sem 0.0226, dir -0.9818, norm 0.1875, swav 0.0000 LR: 7.450e-02 Score 99.229 Data time: 0.0669, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9074 [2020-10-19 02:46:53,863][root][INFO] - ===> Epoch[3349](16742/5): Loss -0.7695, Sem 0.0222, dir -0.9803, norm 0.1886, swav 0.0000 LR: 7.449e-02 Score 99.248 Data time: 0.0666, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9278 [2020-10-19 02:46:56,367][root][INFO] - ===> Epoch[3349](16743/5): Loss -0.7845, Sem 0.0212, dir -0.9823, norm 0.1766, swav 0.0000 LR: 7.449e-02 Score 99.308 Data time: 0.0818, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3969 [2020-10-19 02:46:58,721][root][INFO] - ===> Epoch[3349](16744/5): Loss -0.7529, Sem 0.0200, dir -0.9790, norm 0.2060, swav 0.0000 LR: 7.449e-02 Score 99.332 Data time: 0.0590, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2492 [2020-10-19 02:47:01,162][root][INFO] - ===> Epoch[3349](16745/5): Loss -0.7612, Sem 0.0238, dir -0.9806, norm 0.1956, swav 0.0000 LR: 7.449e-02 Score 99.217 Data time: 0.0799, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3298 [2020-10-19 02:47:03,384][root][INFO] - ===> Epoch[3350](16746/5): Loss -0.7454, Sem 0.0215, dir -0.9770, norm 0.2100, swav 0.0000 LR: 7.449e-02 Score 99.274 Data time: 0.1043, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0885 [2020-10-19 02:47:05,893][root][INFO] - ===> Epoch[3350](16747/5): Loss -0.7778, Sem 0.0218, dir -0.9815, norm 0.1818, swav 0.0000 LR: 7.449e-02 Score 99.254 Data time: 0.0728, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3918 [2020-10-19 02:47:08,138][root][INFO] - ===> Epoch[3350](16748/5): Loss -0.7460, Sem 0.0246, dir -0.9786, norm 0.2080, swav 0.0000 LR: 7.449e-02 Score 99.180 Data time: 0.0689, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1151 [2020-10-19 02:47:10,073][root][INFO] - ===> Epoch[3350](16749/5): Loss -0.7686, Sem 0.0247, dir -0.9805, norm 0.1872, swav 0.0000 LR: 7.448e-02 Score 99.209 Data time: 0.0661, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8490 [2020-10-19 02:47:12,446][root][INFO] - ===> Epoch[3350](16750/5): Loss -0.7571, Sem 0.0210, dir -0.9803, norm 0.2022, swav 0.0000 LR: 7.448e-02 Score 99.312 Data time: 0.0840, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2766 [2020-10-19 02:47:14,680][root][INFO] - ===> Epoch[3351](16751/5): Loss -0.7551, Sem 0.0248, dir -0.9778, norm 0.1979, swav 0.0000 LR: 7.448e-02 Score 99.168 Data time: 0.0570, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1170 [2020-10-19 02:47:17,138][root][INFO] - ===> Epoch[3351](16752/5): Loss -0.7793, Sem 0.0221, dir -0.9816, norm 0.1802, swav 0.0000 LR: 7.448e-02 Score 99.245 Data time: 0.0542, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3770 [2020-10-19 02:47:18,937][root][INFO] - ===> Epoch[3351](16753/5): Loss -0.7805, Sem 0.0209, dir -0.9814, norm 0.1800, swav 0.0000 LR: 7.448e-02 Score 99.301 Data time: 0.0361, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7111 [2020-10-19 02:47:22,032][root][INFO] - ===> Epoch[3351](16754/5): Loss -0.7601, Sem 0.0229, dir -0.9801, norm 0.1971, swav 0.0000 LR: 7.448e-02 Score 99.211 Data time: 0.0570, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.9905 [2020-10-19 02:47:23,980][root][INFO] - ===> Epoch[3351](16755/5): Loss -0.7881, Sem 0.0203, dir -0.9832, norm 0.1748, swav 0.0000 LR: 7.447e-02 Score 99.315 Data time: 0.0708, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8570 [2020-10-19 02:47:26,135][root][INFO] - ===> Epoch[3352](16756/5): Loss -0.7601, Sem 0.0231, dir -0.9778, norm 0.1946, swav 0.0000 LR: 7.447e-02 Score 99.242 Data time: 0.0750, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0371 [2020-10-19 02:47:28,163][root][INFO] - ===> Epoch[3352](16757/5): Loss -0.8016, Sem 0.0221, dir -0.9824, norm 0.1587, swav 0.0000 LR: 7.447e-02 Score 99.240 Data time: 0.0527, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8957 [2020-10-19 02:47:30,180][root][INFO] - ===> Epoch[3352](16758/5): Loss -0.7523, Sem 0.0236, dir -0.9764, norm 0.2005, swav 0.0000 LR: 7.447e-02 Score 99.214 Data time: 0.0837, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9444 [2020-10-19 02:47:32,229][root][INFO] - ===> Epoch[3352](16759/5): Loss -0.7811, Sem 0.0235, dir -0.9819, norm 0.1772, swav 0.0000 LR: 7.447e-02 Score 99.253 Data time: 0.0958, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9418 [2020-10-19 02:47:34,389][root][INFO] - ===> Epoch[3352](16760/5): Loss -0.7492, Sem 0.0229, dir -0.9772, norm 0.2051, swav 0.0000 LR: 7.447e-02 Score 99.239 Data time: 0.0931, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0472 [2020-10-19 02:47:36,374][root][INFO] - ===> Epoch[3353](16761/5): Loss -0.7802, Sem 0.0247, dir -0.9816, norm 0.1767, swav 0.0000 LR: 7.447e-02 Score 99.198 Data time: 0.0762, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8700 [2020-10-19 02:47:38,457][root][INFO] - ===> Epoch[3353](16762/5): Loss -0.7598, Sem 0.0221, dir -0.9788, norm 0.1968, swav 0.0000 LR: 7.446e-02 Score 99.251 Data time: 0.0624, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9724 [2020-10-19 02:47:40,991][root][INFO] - ===> Epoch[3353](16763/5): Loss -0.7581, Sem 0.0253, dir -0.9792, norm 0.1959, swav 0.0000 LR: 7.446e-02 Score 99.164 Data time: 0.1136, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4393 [2020-10-19 02:47:43,157][root][INFO] - ===> Epoch[3353](16764/5): Loss -0.7609, Sem 0.0209, dir -0.9809, norm 0.1992, swav 0.0000 LR: 7.446e-02 Score 99.293 Data time: 0.0756, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0659 [2020-10-19 02:47:44,947][root][INFO] - ===> Epoch[3353](16765/5): Loss -0.7632, Sem 0.0257, dir -0.9779, norm 0.1889, swav 0.0000 LR: 7.446e-02 Score 99.171 Data time: 0.0773, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.6845 [2020-10-19 02:47:47,486][root][INFO] - ===> Epoch[3354](16766/5): Loss -0.7597, Sem 0.0226, dir -0.9792, norm 0.1969, swav 0.0000 LR: 7.446e-02 Score 99.232 Data time: 0.0660, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4356 [2020-10-19 02:47:49,660][root][INFO] - ===> Epoch[3354](16767/5): Loss -0.7809, Sem 0.0223, dir -0.9822, norm 0.1790, swav 0.0000 LR: 7.446e-02 Score 99.267 Data time: 0.0770, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0732 [2020-10-19 02:47:51,616][root][INFO] - ===> Epoch[3354](16768/5): Loss -0.7722, Sem 0.0217, dir -0.9813, norm 0.1873, swav 0.0000 LR: 7.445e-02 Score 99.283 Data time: 0.0761, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8613 [2020-10-19 02:47:53,786][root][INFO] - ===> Epoch[3354](16769/5): Loss -0.7653, Sem 0.0240, dir -0.9790, norm 0.1897, swav 0.0000 LR: 7.445e-02 Score 99.189 Data time: 0.0527, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0411 [2020-10-19 02:47:56,176][root][INFO] - ===> Epoch[3354](16770/5): Loss -0.7704, Sem 0.0221, dir -0.9793, norm 0.1868, swav 0.0000 LR: 7.445e-02 Score 99.268 Data time: 0.0430, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3314 [2020-10-19 02:47:58,017][root][INFO] - ===> Epoch[3355](16771/5): Loss -0.7849, Sem 0.0230, dir -0.9790, norm 0.1712, swav 0.0000 LR: 7.445e-02 Score 99.245 Data time: 0.0587, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7636 [2020-10-19 02:48:00,503][root][INFO] - ===> Epoch[3355](16772/5): Loss -0.7472, Sem 0.0226, dir -0.9791, norm 0.2094, swav 0.0000 LR: 7.445e-02 Score 99.269 Data time: 0.0861, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4021 [2020-10-19 02:48:02,991][root][INFO] - ===> Epoch[3355](16773/5): Loss -0.7762, Sem 0.0287, dir -0.9809, norm 0.1760, swav 0.0000 LR: 7.445e-02 Score 99.093 Data time: 0.0836, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3738 [2020-10-19 02:48:04,950][root][INFO] - ===> Epoch[3355](16774/5): Loss -0.7680, Sem 0.0247, dir -0.9807, norm 0.1880, swav 0.0000 LR: 7.445e-02 Score 99.170 Data time: 0.0606, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8927 [2020-10-19 02:48:07,111][root][INFO] - ===> Epoch[3355](16775/5): Loss -0.7747, Sem 0.0241, dir -0.9802, norm 0.1815, swav 0.0000 LR: 7.444e-02 Score 99.195 Data time: 0.0642, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0576 [2020-10-19 02:48:09,388][root][INFO] - ===> Epoch[3356](16776/5): Loss -0.7713, Sem 0.0247, dir -0.9799, norm 0.1838, swav 0.0000 LR: 7.444e-02 Score 99.196 Data time: 0.0906, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1793 [2020-10-19 02:48:11,679][root][INFO] - ===> Epoch[3356](16777/5): Loss -0.7654, Sem 0.0264, dir -0.9809, norm 0.1891, swav 0.0000 LR: 7.444e-02 Score 99.127 Data time: 0.2253, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1836 [2020-10-19 02:48:13,971][root][INFO] - ===> Epoch[3356](16778/5): Loss -0.7561, Sem 0.0246, dir -0.9785, norm 0.1978, swav 0.0000 LR: 7.444e-02 Score 99.170 Data time: 0.1009, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1917 [2020-10-19 02:48:15,871][root][INFO] - ===> Epoch[3356](16779/5): Loss -0.7777, Sem 0.0232, dir -0.9815, norm 0.1806, swav 0.0000 LR: 7.444e-02 Score 99.215 Data time: 0.0823, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7942 [2020-10-19 02:48:18,286][root][INFO] - ===> Epoch[3356](16780/5): Loss -0.7584, Sem 0.0211, dir -0.9777, norm 0.1981, swav 0.0000 LR: 7.444e-02 Score 99.307 Data time: 0.0722, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3216 [2020-10-19 02:48:20,380][root][INFO] - ===> Epoch[3357](16781/5): Loss -0.7782, Sem 0.0260, dir -0.9814, norm 0.1772, swav 0.0000 LR: 7.443e-02 Score 99.116 Data time: 0.0597, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9845 [2020-10-19 02:48:22,786][root][INFO] - ===> Epoch[3357](16782/5): Loss -0.7599, Sem 0.0235, dir -0.9777, norm 0.1944, swav 0.0000 LR: 7.443e-02 Score 99.209 Data time: 0.0680, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3098 [2020-10-19 02:48:24,698][root][INFO] - ===> Epoch[3357](16783/5): Loss -0.7674, Sem 0.0262, dir -0.9818, norm 0.1882, swav 0.0000 LR: 7.443e-02 Score 99.170 Data time: 0.0810, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8030 [2020-10-19 02:48:27,257][root][INFO] - ===> Epoch[3357](16784/5): Loss -0.7536, Sem 0.0233, dir -0.9784, norm 0.2016, swav 0.0000 LR: 7.443e-02 Score 99.213 Data time: 0.0918, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4371 [2020-10-19 02:48:29,439][root][INFO] - ===> Epoch[3357](16785/5): Loss -0.7494, Sem 0.0279, dir -0.9786, norm 0.2013, swav 0.0000 LR: 7.443e-02 Score 99.083 Data time: 0.0731, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0489 [2020-10-19 02:48:31,313][root][INFO] - ===> Epoch[3358](16786/5): Loss -0.7551, Sem 0.0404, dir -0.9803, norm 0.1848, swav 0.0000 LR: 7.443e-02 Score 98.952 Data time: 0.1786, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7622 [2020-10-19 02:48:33,725][root][INFO] - ===> Epoch[3358](16787/5): Loss -0.7678, Sem 0.0210, dir -0.9811, norm 0.1924, swav 0.0000 LR: 7.443e-02 Score 99.305 Data time: 0.1092, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2948 [2020-10-19 02:48:36,039][root][INFO] - ===> Epoch[3358](16788/5): Loss -0.7755, Sem 0.0240, dir -0.9806, norm 0.1811, swav 0.0000 LR: 7.442e-02 Score 99.203 Data time: 0.0906, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1938 [2020-10-19 02:48:38,052][root][INFO] - ===> Epoch[3358](16789/5): Loss -0.7671, Sem 0.0268, dir -0.9810, norm 0.1870, swav 0.0000 LR: 7.442e-02 Score 99.099 Data time: 0.0765, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8852 [2020-10-19 02:48:40,328][root][INFO] - ===> Epoch[3358](16790/5): Loss -0.7734, Sem 0.0260, dir -0.9799, norm 0.1805, swav 0.0000 LR: 7.442e-02 Score 99.123 Data time: 0.0621, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1804 [2020-10-19 02:48:42,837][root][INFO] - ===> Epoch[3359](16791/5): Loss -0.7648, Sem 0.0239, dir -0.9820, norm 0.1934, swav 0.0000 LR: 7.442e-02 Score 99.218 Data time: 0.0655, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4222 [2020-10-19 02:48:45,315][root][INFO] - ===> Epoch[3359](16792/5): Loss -0.7779, Sem 0.0207, dir -0.9817, norm 0.1832, swav 0.0000 LR: 7.442e-02 Score 99.313 Data time: 0.0627, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3744 [2020-10-19 02:48:47,362][root][INFO] - ===> Epoch[3359](16793/5): Loss -0.7686, Sem 0.0261, dir -0.9794, norm 0.1847, swav 0.0000 LR: 7.442e-02 Score 99.142 Data time: 0.0864, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9848 [2020-10-19 02:48:49,835][root][INFO] - ===> Epoch[3359](16794/5): Loss -0.7645, Sem 0.0228, dir -0.9799, norm 0.1926, swav 0.0000 LR: 7.441e-02 Score 99.255 Data time: 0.0713, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3682 [2020-10-19 02:48:51,979][root][INFO] - ===> Epoch[3359](16795/5): Loss -0.7851, Sem 0.0224, dir -0.9828, norm 0.1752, swav 0.0000 LR: 7.441e-02 Score 99.265 Data time: 0.0800, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0659 [2020-10-19 02:48:53,973][root][INFO] - ===> Epoch[3360](16796/5): Loss -0.7634, Sem 0.0241, dir -0.9773, norm 0.1898, swav 0.0000 LR: 7.441e-02 Score 99.171 Data time: 0.0645, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8971 [2020-10-19 02:48:56,109][root][INFO] - ===> Epoch[3360](16797/5): Loss -0.7679, Sem 0.0270, dir -0.9797, norm 0.1848, swav 0.0000 LR: 7.441e-02 Score 99.103 Data time: 0.0447, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0213 [2020-10-19 02:48:58,414][root][INFO] - ===> Epoch[3360](16798/5): Loss -0.7499, Sem 0.0249, dir -0.9779, norm 0.2031, swav 0.0000 LR: 7.441e-02 Score 99.187 Data time: 0.0679, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2562 [2020-10-19 02:49:00,384][root][INFO] - ===> Epoch[3360](16799/5): Loss -0.7947, Sem 0.0227, dir -0.9817, norm 0.1643, swav 0.0000 LR: 7.441e-02 Score 99.227 Data time: 0.1003, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8654 [2020-10-19 02:49:02,507][root][INFO] - ===> Epoch[3360](16800/5): Loss -0.7434, Sem 0.0257, dir -0.9755, norm 0.2065, swav 0.0000 LR: 7.440e-02 Score 99.121 Data time: 0.0923, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0236 [2020-10-19 02:49:03,542][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 02:49:03,717][root][INFO] - ===> Start testing [2020-10-19 02:49:42,055][root][INFO] - 68/68: Data time: 0.0027, Iter time: 0.1659 Loss 0.435 (AVG: 0.571) Score 90.552 (AVG: 90.147) mIOU 69.269 mAP 83.468 mAcc 75.570 IOU: 61.733 0.345 81.421 73.681 93.746 92.004 30.022 78.389 96.686 68.419 80.688 85.638 57.725 mAP: 80.780 11.969 93.632 87.252 98.912 98.434 54.139 95.252 99.663 87.188 92.828 94.609 90.430 mAcc: 79.160 3.099 86.870 82.288 95.966 96.381 32.330 90.557 97.813 71.902 88.677 96.251 61.112 [2020-10-19 02:49:42,056][root][INFO] - Finished test. Elapsed time: 38.3380 [2020-10-19 02:49:45,187][root][INFO] - [2020-10-19 02:49:45,187][root][INFO] - ################################################################ [2020-10-19 02:49:45,187][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 02:49:45,187][root][INFO] - ################################################################ [2020-10-19 02:49:45,187][root][INFO] - clutter : nan nan nan [2020-10-19 02:49:45,187][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 02:49:45,187][root][INFO] - board : 0.819 0.855 0.880 [2020-10-19 02:49:45,187][root][INFO] - bookcase : 0.197 0.296 0.490 [2020-10-19 02:49:45,188][root][INFO] - ceiling : 0.424 0.490 0.583 [2020-10-19 02:49:45,188][root][INFO] - chair : 0.815 0.899 0.918 [2020-10-19 02:49:45,188][root][INFO] - column : 0.178 0.253 0.360 [2020-10-19 02:49:45,188][root][INFO] - door : 0.731 0.862 0.925 [2020-10-19 02:49:45,188][root][INFO] - floor : 0.645 0.676 0.730 [2020-10-19 02:49:45,188][root][INFO] - sofa : 0.441 0.636 0.818 [2020-10-19 02:49:45,188][root][INFO] - table : 0.148 0.365 0.653 [2020-10-19 02:49:45,188][root][INFO] - wall : 0.525 0.733 0.817 [2020-10-19 02:49:45,188][root][INFO] - window : 0.498 0.697 0.774 [2020-10-19 02:49:45,188][root][INFO] - ---------------------------------------------------------------- [2020-10-19 02:49:45,188][root][INFO] - average : 0.452 0.563 0.662 [2020-10-19 02:49:45,188][root][INFO] - [2020-10-19 02:49:45,331][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 02:49:45,332][root][INFO] - Current best mIoU: 70.422 at iter 16200 [2020-10-19 02:49:46,927][root][INFO] - ===> Epoch[3361](16801/5): Loss -0.7806, Sem 0.0231, dir -0.9814, norm 0.1776, swav 0.0000 LR: 7.440e-02 Score 99.230 Data time: 0.0572, Forward time: 0.7735, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.5897 [2020-10-19 02:49:48,950][root][INFO] - ===> Epoch[3361](16802/5): Loss -0.7513, Sem 0.0254, dir -0.9791, norm 0.2024, swav 0.0000 LR: 7.440e-02 Score 99.177 Data time: 0.0682, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9224 [2020-10-19 02:49:51,021][root][INFO] - ===> Epoch[3361](16803/5): Loss -0.7581, Sem 0.0238, dir -0.9790, norm 0.1971, swav 0.0000 LR: 7.440e-02 Score 99.195 Data time: 0.0607, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9719 [2020-10-19 02:49:53,230][root][INFO] - ===> Epoch[3361](16804/5): Loss -0.7620, Sem 0.0244, dir -0.9805, norm 0.1942, swav 0.0000 LR: 7.440e-02 Score 99.178 Data time: 0.0885, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1109 [2020-10-19 02:49:55,568][root][INFO] - ===> Epoch[3361](16805/5): Loss -0.7598, Sem 0.0250, dir -0.9793, norm 0.1945, swav 0.0000 LR: 7.440e-02 Score 99.172 Data time: 0.0851, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2319 [2020-10-19 02:49:57,565][root][INFO] - ===> Epoch[3362](16806/5): Loss -0.7655, Sem 0.0226, dir -0.9800, norm 0.1919, swav 0.0000 LR: 7.440e-02 Score 99.245 Data time: 0.0910, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8831 [2020-10-19 02:50:00,002][root][INFO] - ===> Epoch[3362](16807/5): Loss -0.7617, Sem 0.0267, dir -0.9807, norm 0.1924, swav 0.0000 LR: 7.439e-02 Score 99.128 Data time: 0.0830, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3306 [2020-10-19 02:50:02,265][root][INFO] - ===> Epoch[3362](16808/5): Loss -0.7721, Sem 0.0234, dir -0.9798, norm 0.1843, swav 0.0000 LR: 7.439e-02 Score 99.204 Data time: 0.0805, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1418 [2020-10-19 02:50:04,233][root][INFO] - ===> Epoch[3362](16809/5): Loss -0.7860, Sem 0.0226, dir -0.9820, norm 0.1733, swav 0.0000 LR: 7.439e-02 Score 99.247 Data time: 0.0842, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8755 [2020-10-19 02:50:06,248][root][INFO] - ===> Epoch[3362](16810/5): Loss -0.7520, Sem 0.0242, dir -0.9773, norm 0.2011, swav 0.0000 LR: 7.439e-02 Score 99.198 Data time: 0.0650, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9117 [2020-10-19 02:50:08,671][root][INFO] - ===> Epoch[3363](16811/5): Loss -0.7791, Sem 0.0218, dir -0.9822, norm 0.1812, swav 0.0000 LR: 7.439e-02 Score 99.271 Data time: 0.1090, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3300 [2020-10-19 02:50:10,576][root][INFO] - ===> Epoch[3363](16812/5): Loss -0.7592, Sem 0.0256, dir -0.9786, norm 0.1937, swav 0.0000 LR: 7.439e-02 Score 99.133 Data time: 0.0909, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.7736 [2020-10-19 02:50:12,731][root][INFO] - ===> Epoch[3363](16813/5): Loss -0.7690, Sem 0.0263, dir -0.9795, norm 0.1842, swav 0.0000 LR: 7.438e-02 Score 99.139 Data time: 0.0952, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0352 [2020-10-19 02:50:14,920][root][INFO] - ===> Epoch[3363](16814/5): Loss -0.7588, Sem 0.0257, dir -0.9773, norm 0.1927, swav 0.0000 LR: 7.438e-02 Score 99.143 Data time: 0.0712, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0787 [2020-10-19 02:50:17,056][root][INFO] - ===> Epoch[3363](16815/5): Loss -0.7822, Sem 0.0215, dir -0.9826, norm 0.1789, swav 0.0000 LR: 7.438e-02 Score 99.275 Data time: 0.0528, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0418 [2020-10-19 02:50:19,099][root][INFO] - ===> Epoch[3364](16816/5): Loss -0.7716, Sem 0.0207, dir -0.9789, norm 0.1866, swav 0.0000 LR: 7.438e-02 Score 99.300 Data time: 0.0852, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9560 [2020-10-19 02:50:21,068][root][INFO] - ===> Epoch[3364](16817/5): Loss -0.7921, Sem 0.0222, dir -0.9826, norm 0.1684, swav 0.0000 LR: 7.438e-02 Score 99.247 Data time: 0.0631, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8736 [2020-10-19 02:50:23,282][root][INFO] - ===> Epoch[3364](16818/5): Loss -0.7545, Sem 0.0266, dir -0.9789, norm 0.1978, swav 0.0000 LR: 7.438e-02 Score 99.147 Data time: 0.0676, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1323 [2020-10-19 02:50:25,206][root][INFO] - ===> Epoch[3364](16819/5): Loss -0.7754, Sem 0.0233, dir -0.9806, norm 0.1818, swav 0.0000 LR: 7.438e-02 Score 99.226 Data time: 0.0691, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8394 [2020-10-19 02:50:27,659][root][INFO] - ===> Epoch[3364](16820/5): Loss -0.7649, Sem 0.0237, dir -0.9806, norm 0.1920, swav 0.0000 LR: 7.437e-02 Score 99.214 Data time: 0.0672, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3401 [2020-10-19 02:50:29,458][root][INFO] - ===> Epoch[3365](16821/5): Loss -0.7897, Sem 0.0208, dir -0.9824, norm 0.1719, swav 0.0000 LR: 7.437e-02 Score 99.294 Data time: 0.0786, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.6952 [2020-10-19 02:50:31,566][root][INFO] - ===> Epoch[3365](16822/5): Loss -0.7598, Sem 0.0258, dir -0.9793, norm 0.1937, swav 0.0000 LR: 7.437e-02 Score 99.170 Data time: 0.0630, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9885 [2020-10-19 02:50:33,677][root][INFO] - ===> Epoch[3365](16823/5): Loss -0.7836, Sem 0.0244, dir -0.9825, norm 0.1744, swav 0.0000 LR: 7.437e-02 Score 99.177 Data time: 0.0826, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0123 [2020-10-19 02:50:35,631][root][INFO] - ===> Epoch[3365](16824/5): Loss -0.7616, Sem 0.0240, dir -0.9778, norm 0.1923, swav 0.0000 LR: 7.437e-02 Score 99.187 Data time: 0.0972, Forward time: 0.7735, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.8436 [2020-10-19 02:50:38,076][root][INFO] - ===> Epoch[3365](16825/5): Loss -0.7666, Sem 0.0260, dir -0.9802, norm 0.1876, swav 0.0000 LR: 7.437e-02 Score 99.173 Data time: 0.0976, Forward time: 0.7735, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.3492 [2020-10-19 02:50:40,229][root][INFO] - ===> Epoch[3366](16826/5): Loss -0.7646, Sem 0.0231, dir -0.9783, norm 0.1906, swav 0.0000 LR: 7.436e-02 Score 99.233 Data time: 0.0553, Forward time: 0.7735, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.0319 [2020-10-19 02:50:42,372][root][INFO] - ===> Epoch[3366](16827/5): Loss -0.7653, Sem 0.0248, dir -0.9808, norm 0.1907, swav 0.0000 LR: 7.436e-02 Score 99.171 Data time: 0.0820, Forward time: 0.7735, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.0478 [2020-10-19 02:50:44,419][root][INFO] - ===> Epoch[3366](16828/5): Loss -0.7723, Sem 0.0240, dir -0.9797, norm 0.1833, swav 0.0000 LR: 7.436e-02 Score 99.185 Data time: 0.0847, Forward time: 0.7735, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9483 [2020-10-19 02:50:46,582][root][INFO] - ===> Epoch[3366](16829/5): Loss -0.7808, Sem 0.0207, dir -0.9839, norm 0.1823, swav 0.0000 LR: 7.436e-02 Score 99.308 Data time: 0.0733, Forward time: 0.7735, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.0474 [2020-10-19 02:50:48,488][root][INFO] - ===> Epoch[3366](16830/5): Loss -0.7686, Sem 0.0221, dir -0.9793, norm 0.1886, swav 0.0000 LR: 7.436e-02 Score 99.256 Data time: 0.0747, Forward time: 0.7735, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.8073 [2020-10-19 02:50:51,120][root][INFO] - ===> Epoch[3367](16831/5): Loss -0.7554, Sem 0.0258, dir -0.9788, norm 0.1976, swav 0.0000 LR: 7.436e-02 Score 99.145 Data time: 0.0609, Forward time: 0.7735, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.5268 [2020-10-19 02:50:53,074][root][INFO] - ===> Epoch[3367](16832/5): Loss -0.7886, Sem 0.0214, dir -0.9808, norm 0.1707, swav 0.0000 LR: 7.436e-02 Score 99.281 Data time: 0.0610, Forward time: 0.7735, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.8694 [2020-10-19 02:50:55,637][root][INFO] - ===> Epoch[3367](16833/5): Loss -0.7685, Sem 0.0237, dir -0.9797, norm 0.1875, swav 0.0000 LR: 7.435e-02 Score 99.207 Data time: 0.0949, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.4983 [2020-10-19 02:50:57,893][root][INFO] - ===> Epoch[3367](16834/5): Loss -0.7861, Sem 0.0200, dir -0.9815, norm 0.1754, swav 0.0000 LR: 7.435e-02 Score 99.335 Data time: 0.0614, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1452 [2020-10-19 02:51:00,061][root][INFO] - ===> Epoch[3367](16835/5): Loss -0.7804, Sem 0.0231, dir -0.9823, norm 0.1788, swav 0.0000 LR: 7.435e-02 Score 99.216 Data time: 0.0906, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0649 [2020-10-19 02:51:02,029][root][INFO] - ===> Epoch[3368](16836/5): Loss -0.7572, Sem 0.0238, dir -0.9797, norm 0.1986, swav 0.0000 LR: 7.435e-02 Score 99.194 Data time: 0.0543, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8690 [2020-10-19 02:51:04,325][root][INFO] - ===> Epoch[3368](16837/5): Loss -0.7910, Sem 0.0220, dir -0.9829, norm 0.1700, swav 0.0000 LR: 7.435e-02 Score 99.264 Data time: 0.0725, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2039 [2020-10-19 02:51:06,309][root][INFO] - ===> Epoch[3368](16838/5): Loss -0.7662, Sem 0.0230, dir -0.9796, norm 0.1904, swav 0.0000 LR: 7.435e-02 Score 99.248 Data time: 0.0882, Forward time: 0.7734, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.8732 [2020-10-19 02:51:09,217][root][INFO] - ===> Epoch[3368](16839/5): Loss -0.7789, Sem 0.0237, dir -0.9813, norm 0.1786, swav 0.0000 LR: 7.434e-02 Score 99.204 Data time: 0.1032, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.7963 [2020-10-19 02:51:11,497][root][INFO] - ===> Epoch[3368](16840/5): Loss -0.7533, Sem 0.0248, dir -0.9794, norm 0.2012, swav 0.0000 LR: 7.434e-02 Score 99.191 Data time: 0.0858, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1221 [2020-10-19 02:51:13,832][root][INFO] - ===> Epoch[3369](16841/5): Loss -0.7507, Sem 0.0260, dir -0.9801, norm 0.2033, swav 0.0000 LR: 7.434e-02 Score 99.156 Data time: 0.0794, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2190 [2020-10-19 02:51:15,838][root][INFO] - ===> Epoch[3369](16842/5): Loss -0.7617, Sem 0.0252, dir -0.9792, norm 0.1923, swav 0.0000 LR: 7.434e-02 Score 99.192 Data time: 0.0701, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9126 [2020-10-19 02:51:18,458][root][INFO] - ===> Epoch[3369](16843/5): Loss -0.7860, Sem 0.0245, dir -0.9794, norm 0.1689, swav 0.0000 LR: 7.434e-02 Score 99.174 Data time: 0.0546, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.5158 [2020-10-19 02:51:20,627][root][INFO] - ===> Epoch[3369](16844/5): Loss -0.7480, Sem 0.0195, dir -0.9774, norm 0.2098, swav 0.0000 LR: 7.434e-02 Score 99.353 Data time: 0.0986, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0695 [2020-10-19 02:51:22,872][root][INFO] - ===> Epoch[3369](16845/5): Loss -0.7648, Sem 0.0236, dir -0.9800, norm 0.1916, swav 0.0000 LR: 7.434e-02 Score 99.191 Data time: 0.0730, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1258 [2020-10-19 02:51:24,940][root][INFO] - ===> Epoch[3370](16846/5): Loss -0.7570, Sem 0.0239, dir -0.9794, norm 0.1986, swav 0.0000 LR: 7.433e-02 Score 99.206 Data time: 0.0753, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9764 [2020-10-19 02:51:27,345][root][INFO] - ===> Epoch[3370](16847/5): Loss -0.7667, Sem 0.0264, dir -0.9797, norm 0.1865, swav 0.0000 LR: 7.433e-02 Score 99.133 Data time: 0.1036, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2984 [2020-10-19 02:51:30,101][root][INFO] - ===> Epoch[3370](16848/5): Loss -0.7666, Sem 0.0244, dir -0.9797, norm 0.1887, swav 0.0000 LR: 7.433e-02 Score 99.172 Data time: 0.0578, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.6523 [2020-10-19 02:51:32,175][root][INFO] - ===> Epoch[3370](16849/5): Loss -0.7601, Sem 0.0251, dir -0.9792, norm 0.1939, swav 0.0000 LR: 7.433e-02 Score 99.184 Data time: 0.0655, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9870 [2020-10-19 02:51:34,278][root][INFO] - ===> Epoch[3370](16850/5): Loss -0.7603, Sem 0.0215, dir -0.9812, norm 0.1993, swav 0.0000 LR: 7.433e-02 Score 99.286 Data time: 0.0490, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0188 [2020-10-19 02:51:36,972][root][INFO] - ===> Epoch[3371](16851/5): Loss -0.7806, Sem 0.0249, dir -0.9811, norm 0.1756, swav 0.0000 LR: 7.433e-02 Score 99.167 Data time: 0.0535, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.5987 [2020-10-19 02:51:38,986][root][INFO] - ===> Epoch[3371](16852/5): Loss -0.7624, Sem 0.0236, dir -0.9785, norm 0.1925, swav 0.0000 LR: 7.432e-02 Score 99.208 Data time: 0.0803, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9387 [2020-10-19 02:51:41,159][root][INFO] - ===> Epoch[3371](16853/5): Loss -0.7606, Sem 0.0311, dir -0.9799, norm 0.1882, swav 0.0000 LR: 7.432e-02 Score 99.065 Data time: 0.0823, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0614 [2020-10-19 02:51:43,210][root][INFO] - ===> Epoch[3371](16854/5): Loss -0.7506, Sem 0.0253, dir -0.9773, norm 0.2014, swav 0.0000 LR: 7.432e-02 Score 99.156 Data time: 0.0759, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9295 [2020-10-19 02:51:45,490][root][INFO] - ===> Epoch[3371](16855/5): Loss -0.7732, Sem 0.0251, dir -0.9807, norm 0.1824, swav 0.0000 LR: 7.432e-02 Score 99.177 Data time: 0.0757, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1592 [2020-10-19 02:51:47,557][root][INFO] - ===> Epoch[3372](16856/5): Loss -0.7567, Sem 0.0280, dir -0.9791, norm 0.1945, swav 0.0000 LR: 7.432e-02 Score 99.087 Data time: 0.0925, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9755 [2020-10-19 02:51:49,711][root][INFO] - ===> Epoch[3372](16857/5): Loss -0.7717, Sem 0.0229, dir -0.9816, norm 0.1870, swav 0.0000 LR: 7.432e-02 Score 99.231 Data time: 0.0624, Forward time: 0.7735, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0443 [2020-10-19 02:51:51,522][root][INFO] - ===> Epoch[3372](16858/5): Loss -0.7518, Sem 0.0252, dir -0.9771, norm 0.2000, swav 0.0000 LR: 7.432e-02 Score 99.157 Data time: 0.0583, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.7199 [2020-10-19 02:51:54,016][root][INFO] - ===> Epoch[3372](16859/5): Loss -0.7591, Sem 0.0232, dir -0.9812, norm 0.1989, swav 0.0000 LR: 7.431e-02 Score 99.221 Data time: 0.0775, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3914 [2020-10-19 02:51:57,097][root][INFO] - ===> Epoch[3372](16860/5): Loss -0.7442, Sem 0.0256, dir -0.9777, norm 0.2078, swav 0.0000 LR: 7.431e-02 Score 99.152 Data time: 0.0630, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.9543 [2020-10-19 02:51:59,279][root][INFO] - ===> Epoch[3373](16861/5): Loss -0.7584, Sem 0.0228, dir -0.9809, norm 0.1998, swav 0.0000 LR: 7.431e-02 Score 99.247 Data time: 0.0780, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0708 [2020-10-19 02:52:01,358][root][INFO] - ===> Epoch[3373](16862/5): Loss -0.7547, Sem 0.0226, dir -0.9794, norm 0.2021, swav 0.0000 LR: 7.431e-02 Score 99.240 Data time: 0.0817, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9733 [2020-10-19 02:52:03,146][root][INFO] - ===> Epoch[3373](16863/5): Loss -0.7521, Sem 0.0283, dir -0.9787, norm 0.1983, swav 0.0000 LR: 7.431e-02 Score 99.095 Data time: 0.1930, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.6744 [2020-10-19 02:52:05,093][root][INFO] - ===> Epoch[3373](16864/5): Loss -0.7546, Sem 0.0252, dir -0.9802, norm 0.2004, swav 0.0000 LR: 7.431e-02 Score 99.155 Data time: 0.0830, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8477 [2020-10-19 02:52:07,607][root][INFO] - ===> Epoch[3373](16865/5): Loss -0.7593, Sem 0.0246, dir -0.9814, norm 0.1975, swav 0.0000 LR: 7.430e-02 Score 99.206 Data time: 0.0510, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.4040 [2020-10-19 02:52:09,708][root][INFO] - ===> Epoch[3374](16866/5): Loss -0.7580, Sem 0.0250, dir -0.9806, norm 0.1976, swav 0.0000 LR: 7.430e-02 Score 99.159 Data time: 0.0705, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0228 [2020-10-19 02:52:12,258][root][INFO] - ===> Epoch[3374](16867/5): Loss -0.7530, Sem 0.0264, dir -0.9792, norm 0.1997, swav 0.0000 LR: 7.430e-02 Score 99.128 Data time: 0.1173, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.4466 [2020-10-19 02:52:14,303][root][INFO] - ===> Epoch[3374](16868/5): Loss -0.7396, Sem 0.0259, dir -0.9770, norm 0.2115, swav 0.0000 LR: 7.430e-02 Score 99.144 Data time: 0.0890, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9551 [2020-10-19 02:52:16,479][root][INFO] - ===> Epoch[3374](16869/5): Loss -0.7842, Sem 0.0241, dir -0.9817, norm 0.1733, swav 0.0000 LR: 7.430e-02 Score 99.181 Data time: 0.0690, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0675 [2020-10-19 02:52:18,505][root][INFO] - ===> Epoch[3374](16870/5): Loss -0.7688, Sem 0.0276, dir -0.9798, norm 0.1834, swav 0.0000 LR: 7.430e-02 Score 99.065 Data time: 0.0578, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9526 [2020-10-19 02:52:21,188][root][INFO] - ===> Epoch[3375](16871/5): Loss -0.7661, Sem 0.0245, dir -0.9813, norm 0.1908, swav 0.0000 LR: 7.429e-02 Score 99.189 Data time: 0.0749, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.6178 [2020-10-19 02:52:23,555][root][INFO] - ===> Epoch[3375](16872/5): Loss -0.7464, Sem 0.0271, dir -0.9787, norm 0.2052, swav 0.0000 LR: 7.429e-02 Score 99.207 Data time: 0.0788, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2685 [2020-10-19 02:52:25,453][root][INFO] - ===> Epoch[3375](16873/5): Loss -0.7666, Sem 0.0236, dir -0.9814, norm 0.1911, swav 0.0000 LR: 7.429e-02 Score 99.221 Data time: 0.0715, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7866 [2020-10-19 02:52:27,804][root][INFO] - ===> Epoch[3375](16874/5): Loss -0.7617, Sem 0.0270, dir -0.9779, norm 0.1892, swav 0.0000 LR: 7.429e-02 Score 99.064 Data time: 0.0613, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2626 [2020-10-19 02:52:30,027][root][INFO] - ===> Epoch[3375](16875/5): Loss -0.7736, Sem 0.0205, dir -0.9810, norm 0.1869, swav 0.0000 LR: 7.429e-02 Score 99.310 Data time: 0.1276, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1319 [2020-10-19 02:52:32,456][root][INFO] - ===> Epoch[3376](16876/5): Loss -0.7606, Sem 0.0253, dir -0.9778, norm 0.1919, swav 0.0000 LR: 7.429e-02 Score 99.167 Data time: 0.0585, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3210 [2020-10-19 02:52:34,430][root][INFO] - ===> Epoch[3376](16877/5): Loss -0.7612, Sem 0.0254, dir -0.9805, norm 0.1939, swav 0.0000 LR: 7.429e-02 Score 99.133 Data time: 0.0706, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9053 [2020-10-19 02:52:36,544][root][INFO] - ===> Epoch[3376](16878/5): Loss -0.7549, Sem 0.0261, dir -0.9778, norm 0.1968, swav 0.0000 LR: 7.428e-02 Score 99.147 Data time: 0.1467, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9965 [2020-10-19 02:52:38,376][root][INFO] - ===> Epoch[3376](16879/5): Loss -0.7725, Sem 0.0258, dir -0.9799, norm 0.1817, swav 0.0000 LR: 7.428e-02 Score 99.140 Data time: 0.0722, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.7157 [2020-10-19 02:52:40,433][root][INFO] - ===> Epoch[3376](16880/5): Loss -0.7572, Sem 0.0273, dir -0.9806, norm 0.1961, swav 0.0000 LR: 7.428e-02 Score 99.080 Data time: 0.2135, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9657 [2020-10-19 02:52:42,568][root][INFO] - ===> Epoch[3377](16881/5): Loss -0.7647, Sem 0.0246, dir -0.9825, norm 0.1933, swav 0.0000 LR: 7.428e-02 Score 99.191 Data time: 0.0821, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9982 [2020-10-19 02:52:44,742][root][INFO] - ===> Epoch[3377](16882/5): Loss -0.7541, Sem 0.0242, dir -0.9781, norm 0.1998, swav 0.0000 LR: 7.428e-02 Score 99.188 Data time: 0.0526, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0857 [2020-10-19 02:52:47,334][root][INFO] - ===> Epoch[3377](16883/5): Loss -0.7832, Sem 0.0243, dir -0.9819, norm 0.1745, swav 0.0000 LR: 7.428e-02 Score 99.185 Data time: 0.0769, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.5152 [2020-10-19 02:52:49,326][root][INFO] - ===> Epoch[3377](16884/5): Loss -0.7560, Sem 0.0248, dir -0.9804, norm 0.1997, swav 0.0000 LR: 7.427e-02 Score 99.166 Data time: 0.0624, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8819 [2020-10-19 02:52:51,266][root][INFO] - ===> Epoch[3377](16885/5): Loss -0.7782, Sem 0.0218, dir -0.9828, norm 0.1829, swav 0.0000 LR: 7.427e-02 Score 99.262 Data time: 0.0820, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8500 [2020-10-19 02:52:53,504][root][INFO] - ===> Epoch[3378](16886/5): Loss -0.7477, Sem 0.0260, dir -0.9780, norm 0.2043, swav 0.0000 LR: 7.427e-02 Score 99.131 Data time: 0.0755, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1294 [2020-10-19 02:52:55,494][root][INFO] - ===> Epoch[3378](16887/5): Loss -0.7624, Sem 0.0287, dir -0.9793, norm 0.1882, swav 0.0000 LR: 7.427e-02 Score 99.070 Data time: 0.0750, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8901 [2020-10-19 02:52:57,406][root][INFO] - ===> Epoch[3378](16888/5): Loss -0.7337, Sem 0.0250, dir -0.9790, norm 0.2203, swav 0.0000 LR: 7.427e-02 Score 99.181 Data time: 0.0661, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8131 [2020-10-19 02:52:59,421][root][INFO] - ===> Epoch[3378](16889/5): Loss -0.7924, Sem 0.0225, dir -0.9836, norm 0.1687, swav 0.0000 LR: 7.427e-02 Score 99.244 Data time: 0.0836, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9246 [2020-10-19 02:53:01,915][root][INFO] - ===> Epoch[3378](16890/5): Loss -0.7226, Sem 0.0260, dir -0.9766, norm 0.2281, swav 0.0000 LR: 7.427e-02 Score 99.139 Data time: 0.0954, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3813 [2020-10-19 02:53:04,629][root][INFO] - ===> Epoch[3379](16891/5): Loss -0.7560, Sem 0.0240, dir -0.9792, norm 0.1993, swav 0.0000 LR: 7.426e-02 Score 99.184 Data time: 0.0862, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.6109 [2020-10-19 02:53:06,970][root][INFO] - ===> Epoch[3379](16892/5): Loss -0.7325, Sem 0.0242, dir -0.9786, norm 0.2219, swav 0.0000 LR: 7.426e-02 Score 99.177 Data time: 0.0928, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2675 [2020-10-19 02:53:09,368][root][INFO] - ===> Epoch[3379](16893/5): Loss -0.7377, Sem 0.0239, dir -0.9780, norm 0.2164, swav 0.0000 LR: 7.426e-02 Score 99.185 Data time: 0.0611, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2926 [2020-10-19 02:53:11,337][root][INFO] - ===> Epoch[3379](16894/5): Loss -0.7669, Sem 0.0221, dir -0.9809, norm 0.1919, swav 0.0000 LR: 7.426e-02 Score 99.260 Data time: 0.0731, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9049 [2020-10-19 02:53:13,690][root][INFO] - ===> Epoch[3379](16895/5): Loss -0.7530, Sem 0.0254, dir -0.9790, norm 0.2007, swav 0.0000 LR: 7.426e-02 Score 99.156 Data time: 0.0685, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2660 [2020-10-19 02:53:15,471][root][INFO] - ===> Epoch[3380](16896/5): Loss -0.7654, Sem 0.0266, dir -0.9792, norm 0.1872, swav 0.0000 LR: 7.426e-02 Score 99.101 Data time: 0.0545, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.6846 [2020-10-19 02:53:17,829][root][INFO] - ===> Epoch[3380](16897/5): Loss -0.7661, Sem 0.0244, dir -0.9809, norm 0.1905, swav 0.0000 LR: 7.425e-02 Score 99.169 Data time: 0.0635, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3034 [2020-10-19 02:53:19,865][root][INFO] - ===> Epoch[3380](16898/5): Loss -0.7618, Sem 0.0232, dir -0.9801, norm 0.1951, swav 0.0000 LR: 7.425e-02 Score 99.242 Data time: 0.0429, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9365 [2020-10-19 02:53:22,180][root][INFO] - ===> Epoch[3380](16899/5): Loss -0.7767, Sem 0.0243, dir -0.9809, norm 0.1799, swav 0.0000 LR: 7.425e-02 Score 99.172 Data time: 0.0484, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2604 [2020-10-19 02:53:24,623][root][INFO] - ===> Epoch[3380](16900/5): Loss -0.7566, Sem 0.0233, dir -0.9789, norm 0.1990, swav 0.0000 LR: 7.425e-02 Score 99.203 Data time: 0.0981, Forward time: 0.7734, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3637 [2020-10-19 02:53:25,762][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 02:53:27,432][root][INFO] - ===> Epoch[3381](16901/5): Loss -0.7718, Sem 0.0235, dir -0.9805, norm 0.1853, swav 0.0000 LR: 7.425e-02 Score 99.200 Data time: 0.0879, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.4939 [2020-10-19 02:53:29,608][root][INFO] - ===> Epoch[3381](16902/5): Loss -0.7545, Sem 0.0231, dir -0.9792, norm 0.2016, swav 0.0000 LR: 7.425e-02 Score 99.241 Data time: 0.0678, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0682 [2020-10-19 02:53:31,567][root][INFO] - ===> Epoch[3381](16903/5): Loss -0.7742, Sem 0.0249, dir -0.9826, norm 0.1834, swav 0.0000 LR: 7.425e-02 Score 99.181 Data time: 0.0855, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8481 [2020-10-19 02:53:33,715][root][INFO] - ===> Epoch[3381](16904/5): Loss -0.7437, Sem 0.0232, dir -0.9761, norm 0.2091, swav 0.0000 LR: 7.424e-02 Score 99.211 Data time: 0.0743, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0705 [2020-10-19 02:53:35,531][root][INFO] - ===> Epoch[3381](16905/5): Loss -0.7806, Sem 0.0253, dir -0.9827, norm 0.1768, swav 0.0000 LR: 7.424e-02 Score 99.189 Data time: 0.0742, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.6994 [2020-10-19 02:53:37,737][root][INFO] - ===> Epoch[3382](16906/5): Loss -0.7433, Sem 0.0245, dir -0.9764, norm 0.2085, swav 0.0000 LR: 7.424e-02 Score 99.193 Data time: 0.0512, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0958 [2020-10-19 02:53:39,915][root][INFO] - ===> Epoch[3382](16907/5): Loss -0.7655, Sem 0.0236, dir -0.9797, norm 0.1906, swav 0.0000 LR: 7.424e-02 Score 99.218 Data time: 0.0846, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0897 [2020-10-19 02:53:42,249][root][INFO] - ===> Epoch[3382](16908/5): Loss -0.7472, Sem 0.0233, dir -0.9774, norm 0.2070, swav 0.0000 LR: 7.424e-02 Score 99.222 Data time: 0.1494, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2257 [2020-10-19 02:53:44,498][root][INFO] - ===> Epoch[3382](16909/5): Loss -0.7721, Sem 0.0239, dir -0.9798, norm 0.1838, swav 0.0000 LR: 7.424e-02 Score 99.213 Data time: 0.0571, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1162 [2020-10-19 02:53:46,805][root][INFO] - ===> Epoch[3382](16910/5): Loss -0.7548, Sem 0.0251, dir -0.9781, norm 0.1982, swav 0.0000 LR: 7.423e-02 Score 99.163 Data time: 0.0765, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2101 [2020-10-19 02:53:48,887][root][INFO] - ===> Epoch[3383](16911/5): Loss -0.7602, Sem 0.0257, dir -0.9802, norm 0.1944, swav 0.0000 LR: 7.423e-02 Score 99.135 Data time: 0.0802, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9661 [2020-10-19 02:53:50,859][root][INFO] - ===> Epoch[3383](16912/5): Loss -0.7638, Sem 0.0244, dir -0.9802, norm 0.1919, swav 0.0000 LR: 7.423e-02 Score 99.197 Data time: 0.0761, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8726 [2020-10-19 02:53:52,929][root][INFO] - ===> Epoch[3383](16913/5): Loss -0.7864, Sem 0.0229, dir -0.9827, norm 0.1734, swav 0.0000 LR: 7.423e-02 Score 99.251 Data time: 0.0815, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9776 [2020-10-19 02:53:55,314][root][INFO] - ===> Epoch[3383](16914/5): Loss -0.7776, Sem 0.0227, dir -0.9801, norm 0.1798, swav 0.0000 LR: 7.423e-02 Score 99.260 Data time: 0.0586, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2737 [2020-10-19 02:53:57,462][root][INFO] - ===> Epoch[3383](16915/5): Loss -0.7765, Sem 0.0229, dir -0.9805, norm 0.1810, swav 0.0000 LR: 7.423e-02 Score 99.223 Data time: 0.0530, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0575 [2020-10-19 02:53:59,510][root][INFO] - ===> Epoch[3384](16916/5): Loss -0.7718, Sem 0.0224, dir -0.9804, norm 0.1863, swav 0.0000 LR: 7.423e-02 Score 99.253 Data time: 0.1049, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9851 [2020-10-19 02:54:01,598][root][INFO] - ===> Epoch[3384](16917/5): Loss -0.7681, Sem 0.0264, dir -0.9804, norm 0.1859, swav 0.0000 LR: 7.422e-02 Score 99.115 Data time: 0.0753, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9815 [2020-10-19 02:54:03,502][root][INFO] - ===> Epoch[3384](16918/5): Loss -0.7800, Sem 0.0206, dir -0.9815, norm 0.1808, swav 0.0000 LR: 7.422e-02 Score 99.298 Data time: 0.0676, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.7960 [2020-10-19 02:54:05,558][root][INFO] - ===> Epoch[3384](16919/5): Loss -0.7628, Sem 0.0247, dir -0.9806, norm 0.1931, swav 0.0000 LR: 7.422e-02 Score 99.177 Data time: 0.0669, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9816 [2020-10-19 02:54:08,271][root][INFO] - ===> Epoch[3384](16920/5): Loss -0.7561, Sem 0.0252, dir -0.9790, norm 0.1977, swav 0.0000 LR: 7.422e-02 Score 99.154 Data time: 0.0697, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.6060 [2020-10-19 02:54:10,076][root][INFO] - ===> Epoch[3385](16921/5): Loss -0.7924, Sem 0.0243, dir -0.9822, norm 0.1655, swav 0.0000 LR: 7.422e-02 Score 99.198 Data time: 0.0794, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.6873 [2020-10-19 02:54:12,109][root][INFO] - ===> Epoch[3385](16922/5): Loss -0.7409, Sem 0.0218, dir -0.9770, norm 0.2143, swav 0.0000 LR: 7.422e-02 Score 99.296 Data time: 0.0523, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9293 [2020-10-19 02:54:14,304][root][INFO] - ===> Epoch[3385](16923/5): Loss -0.7715, Sem 0.0210, dir -0.9811, norm 0.1886, swav 0.0000 LR: 7.421e-02 Score 99.295 Data time: 0.0847, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1177 [2020-10-19 02:54:17,157][root][INFO] - ===> Epoch[3385](16924/5): Loss -0.7597, Sem 0.0207, dir -0.9785, norm 0.1981, swav 0.0000 LR: 7.421e-02 Score 99.303 Data time: 0.0646, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.7436 [2020-10-19 02:54:19,114][root][INFO] - ===> Epoch[3385](16925/5): Loss -0.7556, Sem 0.0256, dir -0.9759, norm 0.1947, swav 0.0000 LR: 7.421e-02 Score 99.124 Data time: 0.0832, Forward time: 0.7734, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8525 [2020-10-19 02:54:21,330][root][INFO] - ===> Epoch[3386](16926/5): Loss -0.7746, Sem 0.0233, dir -0.9807, norm 0.1827, swav 0.0000 LR: 7.421e-02 Score 99.207 Data time: 0.0508, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1072 [2020-10-19 02:54:23,666][root][INFO] - ===> Epoch[3386](16927/5): Loss -0.7652, Sem 0.0245, dir -0.9789, norm 0.1892, swav 0.0000 LR: 7.421e-02 Score 99.179 Data time: 0.0483, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2854 [2020-10-19 02:54:25,923][root][INFO] - ===> Epoch[3386](16928/5): Loss -0.7790, Sem 0.0217, dir -0.9814, norm 0.1807, swav 0.0000 LR: 7.421e-02 Score 99.275 Data time: 0.0683, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2005 [2020-10-19 02:54:27,999][root][INFO] - ===> Epoch[3386](16929/5): Loss -0.7662, Sem 0.0259, dir -0.9809, norm 0.1888, swav 0.0000 LR: 7.420e-02 Score 99.146 Data time: 0.0775, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9728 [2020-10-19 02:54:30,018][root][INFO] - ===> Epoch[3386](16930/5): Loss -0.7757, Sem 0.0216, dir -0.9807, norm 0.1834, swav 0.0000 LR: 7.420e-02 Score 99.281 Data time: 0.0698, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9101 [2020-10-19 02:54:32,273][root][INFO] - ===> Epoch[3387](16931/5): Loss -0.7728, Sem 0.0230, dir -0.9820, norm 0.1862, swav 0.0000 LR: 7.420e-02 Score 99.251 Data time: 0.0905, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1410 [2020-10-19 02:54:34,882][root][INFO] - ===> Epoch[3387](16932/5): Loss -0.7747, Sem 0.0220, dir -0.9799, norm 0.1831, swav 0.0000 LR: 7.420e-02 Score 99.244 Data time: 0.0692, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.4949 [2020-10-19 02:54:36,750][root][INFO] - ===> Epoch[3387](16933/5): Loss -0.8010, Sem 0.0225, dir -0.9834, norm 0.1600, swav 0.0000 LR: 7.420e-02 Score 99.241 Data time: 0.0786, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.7799 [2020-10-19 02:54:38,710][root][INFO] - ===> Epoch[3387](16934/5): Loss -0.7561, Sem 0.0214, dir -0.9806, norm 0.2030, swav 0.0000 LR: 7.420e-02 Score 99.272 Data time: 0.1280, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8230 [2020-10-19 02:54:40,998][root][INFO] - ===> Epoch[3387](16935/5): Loss -0.7732, Sem 0.0230, dir -0.9828, norm 0.1865, swav 0.0000 LR: 7.420e-02 Score 99.216 Data time: 0.0836, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1957 [2020-10-19 02:54:43,496][root][INFO] - ===> Epoch[3388](16936/5): Loss -0.7438, Sem 0.0240, dir -0.9780, norm 0.2102, swav 0.0000 LR: 7.419e-02 Score 99.204 Data time: 0.0635, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3670 [2020-10-19 02:54:45,514][root][INFO] - ===> Epoch[3388](16937/5): Loss -0.7793, Sem 0.0241, dir -0.9794, norm 0.1761, swav 0.0000 LR: 7.419e-02 Score 99.194 Data time: 0.0843, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9490 [2020-10-19 02:54:47,428][root][INFO] - ===> Epoch[3388](16938/5): Loss -0.7613, Sem 0.0218, dir -0.9781, norm 0.1950, swav 0.0000 LR: 7.419e-02 Score 99.281 Data time: 0.0818, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8151 [2020-10-19 02:54:49,916][root][INFO] - ===> Epoch[3388](16939/5): Loss -0.7870, Sem 0.0203, dir -0.9809, norm 0.1736, swav 0.0000 LR: 7.419e-02 Score 99.320 Data time: 0.0624, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3860 [2020-10-19 02:54:51,756][root][INFO] - ===> Epoch[3388](16940/5): Loss -0.7634, Sem 0.0221, dir -0.9779, norm 0.1923, swav 0.0000 LR: 7.419e-02 Score 99.255 Data time: 0.0709, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.7400 [2020-10-19 02:54:54,019][root][INFO] - ===> Epoch[3389](16941/5): Loss -0.7674, Sem 0.0228, dir -0.9788, norm 0.1886, swav 0.0000 LR: 7.419e-02 Score 99.243 Data time: 0.0795, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1691 [2020-10-19 02:54:56,052][root][INFO] - ===> Epoch[3389](16942/5): Loss -0.7539, Sem 0.0216, dir -0.9790, norm 0.2035, swav 0.0000 LR: 7.418e-02 Score 99.282 Data time: 0.0922, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8961 [2020-10-19 02:54:58,024][root][INFO] - ===> Epoch[3389](16943/5): Loss -0.7731, Sem 0.0203, dir -0.9824, norm 0.1890, swav 0.0000 LR: 7.418e-02 Score 99.332 Data time: 0.0583, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8743 [2020-10-19 02:55:00,214][root][INFO] - ===> Epoch[3389](16944/5): Loss -0.7621, Sem 0.0241, dir -0.9778, norm 0.1915, swav 0.0000 LR: 7.418e-02 Score 99.197 Data time: 0.0620, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1254 [2020-10-19 02:55:02,200][root][INFO] - ===> Epoch[3389](16945/5): Loss -0.7786, Sem 0.0242, dir -0.9803, norm 0.1775, swav 0.0000 LR: 7.418e-02 Score 99.187 Data time: 0.0609, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9318 [2020-10-19 02:55:04,257][root][INFO] - ===> Epoch[3390](16946/5): Loss -0.7752, Sem 0.0231, dir -0.9817, norm 0.1833, swav 0.0000 LR: 7.418e-02 Score 99.232 Data time: 0.3612, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9676 [2020-10-19 02:55:06,524][root][INFO] - ===> Epoch[3390](16947/5): Loss -0.7652, Sem 0.0207, dir -0.9796, norm 0.1937, swav 0.0000 LR: 7.418e-02 Score 99.300 Data time: 0.2160, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1944 [2020-10-19 02:55:08,764][root][INFO] - ===> Epoch[3390](16948/5): Loss -0.7720, Sem 0.0210, dir -0.9818, norm 0.1888, swav 0.0000 LR: 7.418e-02 Score 99.302 Data time: 0.0707, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1239 [2020-10-19 02:55:10,716][root][INFO] - ===> Epoch[3390](16949/5): Loss -0.7685, Sem 0.0269, dir -0.9804, norm 0.1850, swav 0.0000 LR: 7.417e-02 Score 99.141 Data time: 0.0838, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8622 [2020-10-19 02:55:12,731][root][INFO] - ===> Epoch[3390](16950/5): Loss -0.7663, Sem 0.0214, dir -0.9795, norm 0.1918, swav 0.0000 LR: 7.417e-02 Score 99.285 Data time: 0.0720, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.8941 [2020-10-19 02:55:15,237][root][INFO] - ===> Epoch[3391](16951/5): Loss -0.7844, Sem 0.0217, dir -0.9830, norm 0.1769, swav 0.0000 LR: 7.417e-02 Score 99.280 Data time: 0.0535, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.4024 [2020-10-19 02:55:17,478][root][INFO] - ===> Epoch[3391](16952/5): Loss -0.7646, Sem 0.0202, dir -0.9783, norm 0.1934, swav 0.0000 LR: 7.417e-02 Score 99.327 Data time: 0.0674, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1698 [2020-10-19 02:55:19,717][root][INFO] - ===> Epoch[3391](16953/5): Loss -0.7717, Sem 0.0238, dir -0.9804, norm 0.1849, swav 0.0000 LR: 7.417e-02 Score 99.201 Data time: 0.0814, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1357 [2020-10-19 02:55:21,822][root][INFO] - ===> Epoch[3391](16954/5): Loss -0.7780, Sem 0.0214, dir -0.9794, norm 0.1800, swav 0.0000 LR: 7.417e-02 Score 99.260 Data time: 0.1226, Forward time: 0.7733, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9869 [2020-10-19 02:55:24,649][root][INFO] - ===> Epoch[3391](16955/5): Loss -0.7663, Sem 0.0197, dir -0.9807, norm 0.1947, swav 0.0000 LR: 7.416e-02 Score 99.349 Data time: 0.0580, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.7310 [2020-10-19 02:55:26,550][root][INFO] - ===> Epoch[3392](16956/5): Loss -0.7414, Sem 0.0325, dir -0.9791, norm 0.2051, swav 0.0000 LR: 7.416e-02 Score 99.057 Data time: 0.0827, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8158 [2020-10-19 02:55:29,502][root][INFO] - ===> Epoch[3392](16957/5): Loss -0.7780, Sem 0.0215, dir -0.9808, norm 0.1813, swav 0.0000 LR: 7.416e-02 Score 99.280 Data time: 0.0807, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.8519 [2020-10-19 02:55:31,963][root][INFO] - ===> Epoch[3392](16958/5): Loss -0.7476, Sem 0.0223, dir -0.9790, norm 0.2092, swav 0.0000 LR: 7.416e-02 Score 99.262 Data time: 0.0776, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3570 [2020-10-19 02:55:33,834][root][INFO] - ===> Epoch[3392](16959/5): Loss -0.7716, Sem 0.0284, dir -0.9816, norm 0.1816, swav 0.0000 LR: 7.416e-02 Score 99.166 Data time: 0.0637, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.7483 [2020-10-19 02:55:36,001][root][INFO] - ===> Epoch[3392](16960/5): Loss -0.7588, Sem 0.0229, dir -0.9793, norm 0.1975, swav 0.0000 LR: 7.416e-02 Score 99.268 Data time: 0.0602, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0567 [2020-10-19 02:55:38,037][root][INFO] - ===> Epoch[3393](16961/5): Loss -0.7847, Sem 0.0226, dir -0.9801, norm 0.1728, swav 0.0000 LR: 7.416e-02 Score 99.242 Data time: 0.0636, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9348 [2020-10-19 02:55:40,197][root][INFO] - ===> Epoch[3393](16962/5): Loss -0.7527, Sem 0.0193, dir -0.9806, norm 0.2086, swav 0.0000 LR: 7.415e-02 Score 99.349 Data time: 0.0716, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0684 [2020-10-19 02:55:42,406][root][INFO] - ===> Epoch[3393](16963/5): Loss -0.7676, Sem 0.0213, dir -0.9815, norm 0.1926, swav 0.0000 LR: 7.415e-02 Score 99.298 Data time: 0.0508, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1002 [2020-10-19 02:55:44,665][root][INFO] - ===> Epoch[3393](16964/5): Loss -0.7659, Sem 0.0237, dir -0.9816, norm 0.1920, swav 0.0000 LR: 7.415e-02 Score 99.206 Data time: 0.0831, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1718 [2020-10-19 02:55:47,110][root][INFO] - ===> Epoch[3393](16965/5): Loss -0.7639, Sem 0.0245, dir -0.9822, norm 0.1938, swav 0.0000 LR: 7.415e-02 Score 99.187 Data time: 0.0664, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3568 [2020-10-19 02:55:49,205][root][INFO] - ===> Epoch[3394](16966/5): Loss -0.7570, Sem 0.0211, dir -0.9789, norm 0.2007, swav 0.0000 LR: 7.415e-02 Score 99.319 Data time: 0.0755, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0231 [2020-10-19 02:55:51,935][root][INFO] - ===> Epoch[3394](16967/5): Loss -0.7621, Sem 0.0251, dir -0.9793, norm 0.1921, swav 0.0000 LR: 7.415e-02 Score 99.164 Data time: 0.0895, Forward time: 0.7733, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.6338 [2020-10-19 02:55:54,023][root][INFO] - ===> Epoch[3394](16968/5): Loss -0.7525, Sem 0.0252, dir -0.9783, norm 0.2005, swav 0.0000 LR: 7.414e-02 Score 99.162 Data time: 0.0761, Forward time: 0.7733, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9647 [2020-10-19 02:55:56,227][root][INFO] - ===> Epoch[3394](16969/5): Loss -0.7637, Sem 0.0214, dir -0.9801, norm 0.1950, swav 0.0000 LR: 7.414e-02 Score 99.283 Data time: 0.0656, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0973 [2020-10-19 02:55:58,358][root][INFO] - ===> Epoch[3394](16970/5): Loss -0.7593, Sem 0.0196, dir -0.9814, norm 0.2025, swav 0.0000 LR: 7.414e-02 Score 99.344 Data time: 0.0811, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0556 [2020-10-19 02:56:00,625][root][INFO] - ===> Epoch[3395](16971/5): Loss -0.7640, Sem 0.0226, dir -0.9804, norm 0.1938, swav 0.0000 LR: 7.414e-02 Score 99.257 Data time: 0.0552, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1296 [2020-10-19 02:56:02,894][root][INFO] - ===> Epoch[3395](16972/5): Loss -0.7623, Sem 0.0237, dir -0.9787, norm 0.1927, swav 0.0000 LR: 7.414e-02 Score 99.214 Data time: 0.0467, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1793 [2020-10-19 02:56:04,814][root][INFO] - ===> Epoch[3395](16973/5): Loss -0.7601, Sem 0.0242, dir -0.9802, norm 0.1960, swav 0.0000 LR: 7.414e-02 Score 99.201 Data time: 0.0456, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8836 [2020-10-19 02:56:07,061][root][INFO] - ===> Epoch[3395](16974/5): Loss -0.7553, Sem 0.0232, dir -0.9786, norm 0.2002, swav 0.0000 LR: 7.414e-02 Score 99.215 Data time: 0.0674, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1718 [2020-10-19 02:56:09,422][root][INFO] - ===> Epoch[3395](16975/5): Loss -0.7629, Sem 0.0231, dir -0.9805, norm 0.1945, swav 0.0000 LR: 7.413e-02 Score 99.231 Data time: 0.0694, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2638 [2020-10-19 02:56:11,427][root][INFO] - ===> Epoch[3396](16976/5): Loss -0.7496, Sem 0.0252, dir -0.9783, norm 0.2035, swav 0.0000 LR: 7.413e-02 Score 99.144 Data time: 0.0769, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9049 [2020-10-19 02:56:13,936][root][INFO] - ===> Epoch[3396](16977/5): Loss -0.7376, Sem 0.0227, dir -0.9795, norm 0.2193, swav 0.0000 LR: 7.413e-02 Score 99.247 Data time: 0.0483, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3951 [2020-10-19 02:56:16,352][root][INFO] - ===> Epoch[3396](16978/5): Loss -0.7668, Sem 0.0217, dir -0.9803, norm 0.1918, swav 0.0000 LR: 7.413e-02 Score 99.271 Data time: 0.0810, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3288 [2020-10-19 02:56:18,478][root][INFO] - ===> Epoch[3396](16979/5): Loss -0.7794, Sem 0.0212, dir -0.9812, norm 0.1806, swav 0.0000 LR: 7.413e-02 Score 99.297 Data time: 0.0662, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0182 [2020-10-19 02:56:20,538][root][INFO] - ===> Epoch[3396](16980/5): Loss -0.7650, Sem 0.0246, dir -0.9795, norm 0.1900, swav 0.0000 LR: 7.413e-02 Score 99.187 Data time: 0.0509, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9738 [2020-10-19 02:56:22,618][root][INFO] - ===> Epoch[3397](16981/5): Loss -0.7732, Sem 0.0247, dir -0.9806, norm 0.1827, swav 0.0000 LR: 7.412e-02 Score 99.155 Data time: 0.0909, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0071 [2020-10-19 02:56:24,736][root][INFO] - ===> Epoch[3397](16982/5): Loss -0.7534, Sem 0.0232, dir -0.9792, norm 0.2026, swav 0.0000 LR: 7.412e-02 Score 99.244 Data time: 0.0686, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0039 [2020-10-19 02:56:26,910][root][INFO] - ===> Epoch[3397](16983/5): Loss -0.7831, Sem 0.0187, dir -0.9821, norm 0.1803, swav 0.0000 LR: 7.412e-02 Score 99.400 Data time: 0.0862, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0958 [2020-10-19 02:56:28,905][root][INFO] - ===> Epoch[3397](16984/5): Loss -0.7786, Sem 0.0227, dir -0.9792, norm 0.1778, swav 0.0000 LR: 7.412e-02 Score 99.233 Data time: 0.0632, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8801 [2020-10-19 02:56:31,576][root][INFO] - ===> Epoch[3397](16985/5): Loss -0.7745, Sem 0.0215, dir -0.9812, norm 0.1852, swav 0.0000 LR: 7.412e-02 Score 99.295 Data time: 0.1168, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.5675 [2020-10-19 02:56:33,529][root][INFO] - ===> Epoch[3398](16986/5): Loss -0.7674, Sem 0.0216, dir -0.9807, norm 0.1917, swav 0.0000 LR: 7.412e-02 Score 99.273 Data time: 0.0676, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8301 [2020-10-19 02:56:36,127][root][INFO] - ===> Epoch[3398](16987/5): Loss -0.7544, Sem 0.0278, dir -0.9809, norm 0.1988, swav 0.0000 LR: 7.412e-02 Score 99.094 Data time: 0.0793, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.5101 [2020-10-19 02:56:38,120][root][INFO] - ===> Epoch[3398](16988/5): Loss -0.7662, Sem 0.0202, dir -0.9810, norm 0.1946, swav 0.0000 LR: 7.411e-02 Score 99.316 Data time: 0.0576, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8845 [2020-10-19 02:56:40,389][root][INFO] - ===> Epoch[3398](16989/5): Loss -0.7874, Sem 0.0213, dir -0.9834, norm 0.1746, swav 0.0000 LR: 7.411e-02 Score 99.277 Data time: 0.0611, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2103 [2020-10-19 02:56:42,587][root][INFO] - ===> Epoch[3398](16990/5): Loss -0.7591, Sem 0.0224, dir -0.9778, norm 0.1962, swav 0.0000 LR: 7.411e-02 Score 99.266 Data time: 0.0724, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1010 [2020-10-19 02:56:44,469][root][INFO] - ===> Epoch[3399](16991/5): Loss -0.7851, Sem 0.0233, dir -0.9823, norm 0.1740, swav 0.0000 LR: 7.411e-02 Score 99.223 Data time: 0.0806, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7647 [2020-10-19 02:56:46,644][root][INFO] - ===> Epoch[3399](16992/5): Loss -0.7597, Sem 0.0225, dir -0.9802, norm 0.1980, swav 0.0000 LR: 7.411e-02 Score 99.237 Data time: 0.0905, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0749 [2020-10-19 02:56:49,012][root][INFO] - ===> Epoch[3399](16993/5): Loss -0.7803, Sem 0.0209, dir -0.9821, norm 0.1809, swav 0.0000 LR: 7.411e-02 Score 99.304 Data time: 0.0702, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2386 [2020-10-19 02:56:51,034][root][INFO] - ===> Epoch[3399](16994/5): Loss -0.7311, Sem 0.0243, dir -0.9770, norm 0.2216, swav 0.0000 LR: 7.410e-02 Score 99.170 Data time: 0.0664, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9235 [2020-10-19 02:56:53,146][root][INFO] - ===> Epoch[3399](16995/5): Loss -0.7825, Sem 0.0206, dir -0.9815, norm 0.1784, swav 0.0000 LR: 7.410e-02 Score 99.305 Data time: 0.0967, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0306 [2020-10-19 02:56:55,754][root][INFO] - ===> Epoch[3400](16996/5): Loss -0.7347, Sem 0.0227, dir -0.9757, norm 0.2183, swav 0.0000 LR: 7.410e-02 Score 99.238 Data time: 0.0829, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4945 [2020-10-19 02:56:57,751][root][INFO] - ===> Epoch[3400](16997/5): Loss -0.7459, Sem 0.0263, dir -0.9788, norm 0.2066, swav 0.0000 LR: 7.410e-02 Score 99.136 Data time: 0.0593, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8912 [2020-10-19 02:56:59,851][root][INFO] - ===> Epoch[3400](16998/5): Loss -0.7661, Sem 0.0218, dir -0.9794, norm 0.1915, swav 0.0000 LR: 7.410e-02 Score 99.264 Data time: 0.0617, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0103 [2020-10-19 02:57:02,182][root][INFO] - ===> Epoch[3400](16999/5): Loss -0.7648, Sem 0.0229, dir -0.9791, norm 0.1913, swav 0.0000 LR: 7.410e-02 Score 99.239 Data time: 0.0775, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2474 [2020-10-19 02:57:04,483][root][INFO] - ===> Epoch[3400](17000/5): Loss -0.7608, Sem 0.0197, dir -0.9789, norm 0.1984, swav 0.0000 LR: 7.409e-02 Score 99.356 Data time: 0.0665, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1947 [2020-10-19 02:57:05,434][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 02:57:05,596][root][INFO] - ===> Start testing [2020-10-19 02:57:43,589][root][INFO] - 68/68: Data time: 0.0022, Iter time: 0.1155 Loss 0.809 (AVG: 0.544) Score 86.729 (AVG: 90.163) mIOU 70.645 mAP 84.494 mAcc 76.874 IOU: 61.130 0.000 85.087 72.769 93.041 91.346 37.670 79.231 96.473 75.214 81.649 86.086 58.693 mAP: 82.087 11.175 96.078 86.893 98.747 98.046 60.060 95.962 99.733 89.743 94.041 95.288 90.568 mAcc: 79.896 0.000 87.620 81.243 95.626 96.050 41.661 91.826 97.112 77.901 91.142 95.654 63.628 [2020-10-19 02:57:43,590][root][INFO] - Finished test. Elapsed time: 37.9921 [2020-10-19 02:57:46,596][root][INFO] - [2020-10-19 02:57:46,596][root][INFO] - ################################################################ [2020-10-19 02:57:46,597][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 02:57:46,597][root][INFO] - ################################################################ [2020-10-19 02:57:46,597][root][INFO] - clutter : nan nan nan [2020-10-19 02:57:46,597][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 02:57:46,597][root][INFO] - board : 0.726 0.751 0.881 [2020-10-19 02:57:46,597][root][INFO] - bookcase : 0.215 0.329 0.514 [2020-10-19 02:57:46,597][root][INFO] - ceiling : 0.445 0.481 0.622 [2020-10-19 02:57:46,597][root][INFO] - chair : 0.796 0.893 0.905 [2020-10-19 02:57:46,597][root][INFO] - column : 0.189 0.278 0.432 [2020-10-19 02:57:46,597][root][INFO] - door : 0.689 0.837 0.900 [2020-10-19 02:57:46,597][root][INFO] - floor : 0.832 0.836 0.849 [2020-10-19 02:57:46,597][root][INFO] - sofa : 0.423 0.717 0.818 [2020-10-19 02:57:46,597][root][INFO] - table : 0.138 0.312 0.664 [2020-10-19 02:57:46,597][root][INFO] - wall : 0.541 0.744 0.827 [2020-10-19 02:57:46,597][root][INFO] - window : 0.542 0.744 0.776 [2020-10-19 02:57:46,597][root][INFO] - ---------------------------------------------------------------- [2020-10-19 02:57:46,597][root][INFO] - average : 0.461 0.577 0.682 [2020-10-19 02:57:46,597][root][INFO] - [2020-10-19 02:57:46,741][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 02:57:47,562][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-10-19 02:57:47,702][root][INFO] - Current best mIoU: 70.645 at iter 17000 [2020-10-19 02:57:49,197][root][INFO] - ===> Epoch[3401](17001/5): Loss -0.7720, Sem 0.0221, dir -0.9800, norm 0.1859, swav 0.0000 LR: 7.409e-02 Score 99.234 Data time: 0.0742, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.4899 [2020-10-19 02:57:51,433][root][INFO] - ===> Epoch[3401](17002/5): Loss -0.7776, Sem 0.0214, dir -0.9813, norm 0.1823, swav 0.0000 LR: 7.409e-02 Score 99.307 Data time: 0.0849, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1574 [2020-10-19 02:57:53,702][root][INFO] - ===> Epoch[3401](17003/5): Loss -0.7730, Sem 0.0232, dir -0.9802, norm 0.1840, swav 0.0000 LR: 7.409e-02 Score 99.224 Data time: 0.0839, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2009 [2020-10-19 02:57:55,779][root][INFO] - ===> Epoch[3401](17004/5): Loss -0.7684, Sem 0.0227, dir -0.9802, norm 0.1891, swav 0.0000 LR: 7.409e-02 Score 99.247 Data time: 0.1472, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9561 [2020-10-19 02:57:58,189][root][INFO] - ===> Epoch[3401](17005/5): Loss -0.7693, Sem 0.0230, dir -0.9817, norm 0.1893, swav 0.0000 LR: 7.409e-02 Score 99.219 Data time: 0.1013, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3161 [2020-10-19 02:58:00,217][root][INFO] - ===> Epoch[3402](17006/5): Loss -0.7691, Sem 0.0225, dir -0.9797, norm 0.1882, swav 0.0000 LR: 7.409e-02 Score 99.237 Data time: 0.0648, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9001 [2020-10-19 02:58:02,639][root][INFO] - ===> Epoch[3402](17007/5): Loss -0.7600, Sem 0.0198, dir -0.9797, norm 0.1999, swav 0.0000 LR: 7.408e-02 Score 99.345 Data time: 0.0726, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3361 [2020-10-19 02:58:04,559][root][INFO] - ===> Epoch[3402](17008/5): Loss -0.7741, Sem 0.0213, dir -0.9812, norm 0.1858, swav 0.0000 LR: 7.408e-02 Score 99.289 Data time: 0.0778, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8098 [2020-10-19 02:58:06,788][root][INFO] - ===> Epoch[3402](17009/5): Loss -0.7850, Sem 0.0226, dir -0.9817, norm 0.1740, swav 0.0000 LR: 7.408e-02 Score 99.254 Data time: 0.0720, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1216 [2020-10-19 02:58:08,958][root][INFO] - ===> Epoch[3402](17010/5): Loss -0.7633, Sem 0.0197, dir -0.9799, norm 0.1968, swav 0.0000 LR: 7.408e-02 Score 99.319 Data time: 0.0690, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0904 [2020-10-19 02:58:11,434][root][INFO] - ===> Epoch[3403](17011/5): Loss -0.7771, Sem 0.0231, dir -0.9807, norm 0.1804, swav 0.0000 LR: 7.408e-02 Score 99.257 Data time: 0.1358, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3754 [2020-10-19 02:58:13,578][root][INFO] - ===> Epoch[3403](17012/5): Loss -0.7379, Sem 0.0296, dir -0.9770, norm 0.2094, swav 0.0000 LR: 7.408e-02 Score 99.031 Data time: 0.0806, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0301 [2020-10-19 02:58:16,143][root][INFO] - ===> Epoch[3403](17013/5): Loss -0.7641, Sem 0.0236, dir -0.9797, norm 0.1920, swav 0.0000 LR: 7.407e-02 Score 99.214 Data time: 0.0808, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4680 [2020-10-19 02:58:18,030][root][INFO] - ===> Epoch[3403](17014/5): Loss -0.7530, Sem 0.0228, dir -0.9764, norm 0.2007, swav 0.0000 LR: 7.407e-02 Score 99.238 Data time: 0.0830, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7851 [2020-10-19 02:58:19,822][root][INFO] - ===> Epoch[3403](17015/5): Loss -0.7681, Sem 0.0220, dir -0.9818, norm 0.1916, swav 0.0000 LR: 7.407e-02 Score 99.266 Data time: 0.0716, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.7060 [2020-10-19 02:58:21,887][root][INFO] - ===> Epoch[3404](17016/5): Loss -0.7687, Sem 0.0205, dir -0.9798, norm 0.1906, swav 0.0000 LR: 7.407e-02 Score 99.305 Data time: 0.0719, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9618 [2020-10-19 02:58:24,157][root][INFO] - ===> Epoch[3404](17017/5): Loss -0.7655, Sem 0.0243, dir -0.9809, norm 0.1910, swav 0.0000 LR: 7.407e-02 Score 99.175 Data time: 0.0634, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1791 [2020-10-19 02:58:26,771][root][INFO] - ===> Epoch[3404](17018/5): Loss -0.7644, Sem 0.0228, dir -0.9801, norm 0.1930, swav 0.0000 LR: 7.407e-02 Score 99.230 Data time: 0.0641, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.5280 [2020-10-19 02:58:28,836][root][INFO] - ===> Epoch[3404](17019/5): Loss -0.7799, Sem 0.0227, dir -0.9815, norm 0.1789, swav 0.0000 LR: 7.407e-02 Score 99.250 Data time: 0.0755, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9843 [2020-10-19 02:58:31,091][root][INFO] - ===> Epoch[3404](17020/5): Loss -0.7619, Sem 0.0219, dir -0.9797, norm 0.1959, swav 0.0000 LR: 7.406e-02 Score 99.268 Data time: 0.0684, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1567 [2020-10-19 02:58:33,537][root][INFO] - ===> Epoch[3405](17021/5): Loss -0.7486, Sem 0.0238, dir -0.9792, norm 0.2068, swav 0.0000 LR: 7.406e-02 Score 99.194 Data time: 0.0524, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3501 [2020-10-19 02:58:35,443][root][INFO] - ===> Epoch[3405](17022/5): Loss -0.7543, Sem 0.0212, dir -0.9784, norm 0.2029, swav 0.0000 LR: 7.406e-02 Score 99.294 Data time: 0.0499, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8384 [2020-10-19 02:58:37,449][root][INFO] - ===> Epoch[3405](17023/5): Loss -0.7714, Sem 0.0248, dir -0.9799, norm 0.1836, swav 0.0000 LR: 7.406e-02 Score 99.162 Data time: 0.0835, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9459 [2020-10-19 02:58:39,508][root][INFO] - ===> Epoch[3405](17024/5): Loss -0.7452, Sem 0.0233, dir -0.9783, norm 0.2097, swav 0.0000 LR: 7.406e-02 Score 99.215 Data time: 0.0845, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9457 [2020-10-19 02:58:42,504][root][INFO] - ===> Epoch[3405](17025/5): Loss -0.7724, Sem 0.0212, dir -0.9809, norm 0.1873, swav 0.0000 LR: 7.406e-02 Score 99.290 Data time: 0.0838, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.9062 [2020-10-19 02:58:44,691][root][INFO] - ===> Epoch[3406](17026/5): Loss -0.7711, Sem 0.0214, dir -0.9808, norm 0.1882, swav 0.0000 LR: 7.405e-02 Score 99.298 Data time: 0.0742, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0506 [2020-10-19 02:58:47,031][root][INFO] - ===> Epoch[3406](17027/5): Loss -0.7885, Sem 0.0221, dir -0.9816, norm 0.1711, swav 0.0000 LR: 7.405e-02 Score 99.249 Data time: 0.0639, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2286 [2020-10-19 02:58:49,473][root][INFO] - ===> Epoch[3406](17028/5): Loss -0.7630, Sem 0.0216, dir -0.9803, norm 0.1956, swav 0.0000 LR: 7.405e-02 Score 99.273 Data time: 0.0769, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3357 [2020-10-19 02:58:51,611][root][INFO] - ===> Epoch[3406](17029/5): Loss -0.7829, Sem 0.0235, dir -0.9826, norm 0.1762, swav 0.0000 LR: 7.405e-02 Score 99.229 Data time: 0.0827, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0390 [2020-10-19 02:58:53,879][root][INFO] - ===> Epoch[3406](17030/5): Loss -0.7372, Sem 0.0237, dir -0.9771, norm 0.2163, swav 0.0000 LR: 7.405e-02 Score 99.201 Data time: 0.0834, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1533 [2020-10-19 02:58:56,090][root][INFO] - ===> Epoch[3407](17031/5): Loss -0.7842, Sem 0.0209, dir -0.9822, norm 0.1771, swav 0.0000 LR: 7.405e-02 Score 99.300 Data time: 0.0906, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0854 [2020-10-19 02:58:57,986][root][INFO] - ===> Epoch[3407](17032/5): Loss -0.7625, Sem 0.0255, dir -0.9787, norm 0.1907, swav 0.0000 LR: 7.405e-02 Score 99.139 Data time: 0.0551, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7892 [2020-10-19 02:59:00,486][root][INFO] - ===> Epoch[3407](17033/5): Loss -0.7722, Sem 0.0270, dir -0.9809, norm 0.1818, swav 0.0000 LR: 7.404e-02 Score 99.114 Data time: 0.0801, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4135 [2020-10-19 02:59:02,653][root][INFO] - ===> Epoch[3407](17034/5): Loss -0.7535, Sem 0.0263, dir -0.9760, norm 0.1963, swav 0.0000 LR: 7.404e-02 Score 99.138 Data time: 0.0718, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0655 [2020-10-19 02:59:04,926][root][INFO] - ===> Epoch[3407](17035/5): Loss -0.7864, Sem 0.0225, dir -0.9821, norm 0.1733, swav 0.0000 LR: 7.404e-02 Score 99.269 Data time: 0.1073, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1767 [2020-10-19 02:59:06,986][root][INFO] - ===> Epoch[3408](17036/5): Loss -0.7696, Sem 0.0214, dir -0.9797, norm 0.1888, swav 0.0000 LR: 7.404e-02 Score 99.265 Data time: 0.0772, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9489 [2020-10-19 02:59:09,281][root][INFO] - ===> Epoch[3408](17037/5): Loss -0.7906, Sem 0.0223, dir -0.9813, norm 0.1683, swav 0.0000 LR: 7.404e-02 Score 99.252 Data time: 0.1001, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1734 [2020-10-19 02:59:11,167][root][INFO] - ===> Epoch[3408](17038/5): Loss -0.7589, Sem 0.0252, dir -0.9796, norm 0.1955, swav 0.0000 LR: 7.404e-02 Score 99.163 Data time: 0.1431, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7696 [2020-10-19 02:59:13,382][root][INFO] - ===> Epoch[3408](17039/5): Loss -0.7486, Sem 0.0240, dir -0.9806, norm 0.2081, swav 0.0000 LR: 7.403e-02 Score 99.207 Data time: 0.0850, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1207 [2020-10-19 02:59:15,462][root][INFO] - ===> Epoch[3408](17040/5): Loss -0.7642, Sem 0.0231, dir -0.9794, norm 0.1920, swav 0.0000 LR: 7.403e-02 Score 99.231 Data time: 0.0713, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9551 [2020-10-19 02:59:17,597][root][INFO] - ===> Epoch[3409](17041/5): Loss -0.7622, Sem 0.0219, dir -0.9820, norm 0.1979, swav 0.0000 LR: 7.403e-02 Score 99.287 Data time: 0.0841, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0293 [2020-10-19 02:59:19,561][root][INFO] - ===> Epoch[3409](17042/5): Loss -0.7514, Sem 0.0245, dir -0.9768, norm 0.2009, swav 0.0000 LR: 7.403e-02 Score 99.167 Data time: 0.0784, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8187 [2020-10-19 02:59:21,357][root][INFO] - ===> Epoch[3409](17043/5): Loss -0.7699, Sem 0.0248, dir -0.9806, norm 0.1860, swav 0.0000 LR: 7.403e-02 Score 99.187 Data time: 0.0543, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.6877 [2020-10-19 02:59:23,730][root][INFO] - ===> Epoch[3409](17044/5): Loss -0.7314, Sem 0.0230, dir -0.9775, norm 0.2231, swav 0.0000 LR: 7.403e-02 Score 99.233 Data time: 0.0706, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2838 [2020-10-19 02:59:26,222][root][INFO] - ===> Epoch[3409](17045/5): Loss -0.7770, Sem 0.0209, dir -0.9812, norm 0.1833, swav 0.0000 LR: 7.403e-02 Score 99.274 Data time: 0.1284, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3698 [2020-10-19 02:59:28,180][root][INFO] - ===> Epoch[3410](17046/5): Loss -0.7511, Sem 0.0214, dir -0.9784, norm 0.2059, swav 0.0000 LR: 7.402e-02 Score 99.279 Data time: 0.0791, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8392 [2020-10-19 02:59:30,140][root][INFO] - ===> Epoch[3410](17047/5): Loss -0.7660, Sem 0.0237, dir -0.9820, norm 0.1924, swav 0.0000 LR: 7.402e-02 Score 99.203 Data time: 0.0602, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8297 [2020-10-19 02:59:32,019][root][INFO] - ===> Epoch[3410](17048/5): Loss -0.7580, Sem 0.0221, dir -0.9792, norm 0.1992, swav 0.0000 LR: 7.402e-02 Score 99.255 Data time: 0.0653, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8130 [2020-10-19 02:59:34,502][root][INFO] - ===> Epoch[3410](17049/5): Loss -0.7550, Sem 0.0209, dir -0.9798, norm 0.2038, swav 0.0000 LR: 7.402e-02 Score 99.320 Data time: 0.0935, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3926 [2020-10-19 02:59:36,628][root][INFO] - ===> Epoch[3410](17050/5): Loss -0.7440, Sem 0.0228, dir -0.9788, norm 0.2119, swav 0.0000 LR: 7.402e-02 Score 99.243 Data time: 0.0677, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0141 [2020-10-19 02:59:39,102][root][INFO] - ===> Epoch[3411](17051/5): Loss -0.7637, Sem 0.0217, dir -0.9806, norm 0.1953, swav 0.0000 LR: 7.402e-02 Score 99.261 Data time: 0.0766, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3876 [2020-10-19 02:59:41,187][root][INFO] - ===> Epoch[3411](17052/5): Loss -0.7584, Sem 0.0220, dir -0.9800, norm 0.1996, swav 0.0000 LR: 7.401e-02 Score 99.257 Data time: 0.0894, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9921 [2020-10-19 02:59:43,380][root][INFO] - ===> Epoch[3411](17053/5): Loss -0.7671, Sem 0.0223, dir -0.9799, norm 0.1905, swav 0.0000 LR: 7.401e-02 Score 99.263 Data time: 0.0988, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0746 [2020-10-19 02:59:46,035][root][INFO] - ===> Epoch[3411](17054/5): Loss -0.7680, Sem 0.0218, dir -0.9799, norm 0.1901, swav 0.0000 LR: 7.401e-02 Score 99.264 Data time: 0.0927, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.5494 [2020-10-19 02:59:48,183][root][INFO] - ===> Epoch[3411](17055/5): Loss -0.7761, Sem 0.0237, dir -0.9817, norm 0.1819, swav 0.0000 LR: 7.401e-02 Score 99.222 Data time: 0.0536, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0729 [2020-10-19 02:59:50,149][root][INFO] - ===> Epoch[3412](17056/5): Loss -0.7599, Sem 0.0229, dir -0.9807, norm 0.1978, swav 0.0000 LR: 7.401e-02 Score 99.213 Data time: 0.0907, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8988 [2020-10-19 02:59:52,368][root][INFO] - ===> Epoch[3412](17057/5): Loss -0.7691, Sem 0.0215, dir -0.9812, norm 0.1906, swav 0.0000 LR: 7.401e-02 Score 99.280 Data time: 0.0952, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1206 [2020-10-19 02:59:54,679][root][INFO] - ===> Epoch[3412](17058/5): Loss -0.7723, Sem 0.0203, dir -0.9806, norm 0.1880, swav 0.0000 LR: 7.400e-02 Score 99.324 Data time: 0.0682, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2006 [2020-10-19 02:59:56,928][root][INFO] - ===> Epoch[3412](17059/5): Loss -0.7621, Sem 0.0236, dir -0.9801, norm 0.1944, swav 0.0000 LR: 7.400e-02 Score 99.214 Data time: 0.0649, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1671 [2020-10-19 02:59:59,094][root][INFO] - ===> Epoch[3412](17060/5): Loss -0.7439, Sem 0.0230, dir -0.9785, norm 0.2115, swav 0.0000 LR: 7.400e-02 Score 99.221 Data time: 0.0641, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0850 [2020-10-19 03:00:01,310][root][INFO] - ===> Epoch[3413](17061/5): Loss -0.7621, Sem 0.0215, dir -0.9805, norm 0.1969, swav 0.0000 LR: 7.400e-02 Score 99.303 Data time: 0.0734, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1156 [2020-10-19 03:00:03,899][root][INFO] - ===> Epoch[3413](17062/5): Loss -0.7381, Sem 0.0225, dir -0.9790, norm 0.2184, swav 0.0000 LR: 7.400e-02 Score 99.245 Data time: 0.0749, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4965 [2020-10-19 03:00:05,994][root][INFO] - ===> Epoch[3413](17063/5): Loss -0.7878, Sem 0.0226, dir -0.9812, norm 0.1708, swav 0.0000 LR: 7.400e-02 Score 99.229 Data time: 0.0813, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9786 [2020-10-19 03:00:08,060][root][INFO] - ===> Epoch[3413](17064/5): Loss -0.7619, Sem 0.0210, dir -0.9805, norm 0.1976, swav 0.0000 LR: 7.400e-02 Score 99.297 Data time: 0.0749, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9607 [2020-10-19 03:00:10,088][root][INFO] - ===> Epoch[3413](17065/5): Loss -0.7818, Sem 0.0211, dir -0.9831, norm 0.1802, swav 0.0000 LR: 7.399e-02 Score 99.296 Data time: 0.0525, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8946 [2020-10-19 03:00:11,942][root][INFO] - ===> Epoch[3414](17066/5): Loss -0.7595, Sem 0.0246, dir -0.9771, norm 0.1930, swav 0.0000 LR: 7.399e-02 Score 99.169 Data time: 0.0711, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.7765 [2020-10-19 03:00:13,966][root][INFO] - ===> Epoch[3414](17067/5): Loss -0.7838, Sem 0.0206, dir -0.9825, norm 0.1780, swav 0.0000 LR: 7.399e-02 Score 99.294 Data time: 0.1976, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9130 [2020-10-19 03:00:16,046][root][INFO] - ===> Epoch[3414](17068/5): Loss -0.7581, Sem 0.0231, dir -0.9787, norm 0.1975, swav 0.0000 LR: 7.399e-02 Score 99.228 Data time: 0.0919, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9799 [2020-10-19 03:00:18,025][root][INFO] - ===> Epoch[3414](17069/5): Loss -0.7699, Sem 0.0211, dir -0.9810, norm 0.1900, swav 0.0000 LR: 7.399e-02 Score 99.294 Data time: 0.0879, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8768 [2020-10-19 03:00:20,287][root][INFO] - ===> Epoch[3414](17070/5): Loss -0.7552, Sem 0.0230, dir -0.9788, norm 0.2006, swav 0.0000 LR: 7.399e-02 Score 99.223 Data time: 0.0873, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1557 [2020-10-19 03:00:22,641][root][INFO] - ===> Epoch[3415](17071/5): Loss -0.7824, Sem 0.0202, dir -0.9827, norm 0.1801, swav 0.0000 LR: 7.398e-02 Score 99.320 Data time: 0.0697, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2400 [2020-10-19 03:00:24,398][root][INFO] - ===> Epoch[3415](17072/5): Loss -0.7806, Sem 0.0197, dir -0.9810, norm 0.1807, swav 0.0000 LR: 7.398e-02 Score 99.336 Data time: 0.0704, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.6735 [2020-10-19 03:00:26,672][root][INFO] - ===> Epoch[3415](17073/5): Loss -0.7756, Sem 0.0229, dir -0.9825, norm 0.1840, swav 0.0000 LR: 7.398e-02 Score 99.245 Data time: 0.1812, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1860 [2020-10-19 03:00:28,702][root][INFO] - ===> Epoch[3415](17074/5): Loss -0.7506, Sem 0.0238, dir -0.9776, norm 0.2032, swav 0.0000 LR: 7.398e-02 Score 99.213 Data time: 0.0902, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9221 [2020-10-19 03:00:30,660][root][INFO] - ===> Epoch[3415](17075/5): Loss -0.7868, Sem 0.0235, dir -0.9819, norm 0.1715, swav 0.0000 LR: 7.398e-02 Score 99.227 Data time: 0.0736, Forward time: 0.7732, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.8559 [2020-10-19 03:00:33,480][root][INFO] - ===> Epoch[3416](17076/5): Loss -0.7664, Sem 0.0216, dir -0.9806, norm 0.1926, swav 0.0000 LR: 7.398e-02 Score 99.295 Data time: 0.1005, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.7287 [2020-10-19 03:00:35,641][root][INFO] - ===> Epoch[3416](17077/5): Loss -0.7559, Sem 0.0315, dir -0.9819, norm 0.1944, swav 0.0000 LR: 7.398e-02 Score 99.140 Data time: 0.0942, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0393 [2020-10-19 03:00:38,076][root][INFO] - ===> Epoch[3416](17078/5): Loss -0.7568, Sem 0.0337, dir -0.9787, norm 0.1882, swav 0.0000 LR: 7.397e-02 Score 99.056 Data time: 0.0628, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3147 [2020-10-19 03:00:40,060][root][INFO] - ===> Epoch[3416](17079/5): Loss -0.7872, Sem 0.0213, dir -0.9820, norm 0.1735, swav 0.0000 LR: 7.397e-02 Score 99.269 Data time: 0.0797, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9097 [2020-10-19 03:00:42,579][root][INFO] - ===> Epoch[3416](17080/5): Loss -0.7562, Sem 0.0197, dir -0.9809, norm 0.2051, swav 0.0000 LR: 7.397e-02 Score 99.363 Data time: 0.0772, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.4226 [2020-10-19 03:00:44,559][root][INFO] - ===> Epoch[3417](17081/5): Loss -0.7605, Sem 0.0268, dir -0.9803, norm 0.1930, swav 0.0000 LR: 7.397e-02 Score 99.106 Data time: 0.0568, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8706 [2020-10-19 03:00:46,866][root][INFO] - ===> Epoch[3417](17082/5): Loss -0.7629, Sem 0.0253, dir -0.9814, norm 0.1933, swav 0.0000 LR: 7.397e-02 Score 99.156 Data time: 0.0814, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2355 [2020-10-19 03:00:49,284][root][INFO] - ===> Epoch[3417](17083/5): Loss -0.7609, Sem 0.0241, dir -0.9801, norm 0.1952, swav 0.0000 LR: 7.397e-02 Score 99.214 Data time: 0.0930, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3094 [2020-10-19 03:00:52,202][root][INFO] - ===> Epoch[3417](17084/5): Loss -0.7583, Sem 0.0208, dir -0.9805, norm 0.2014, swav 0.0000 LR: 7.396e-02 Score 99.300 Data time: 0.0682, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.7993 [2020-10-19 03:00:54,189][root][INFO] - ===> Epoch[3417](17085/5): Loss -0.7792, Sem 0.0225, dir -0.9831, norm 0.1814, swav 0.0000 LR: 7.396e-02 Score 99.233 Data time: 0.0727, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8990 [2020-10-19 03:00:56,474][root][INFO] - ===> Epoch[3418](17086/5): Loss -0.7581, Sem 0.0254, dir -0.9781, norm 0.1946, swav 0.0000 LR: 7.396e-02 Score 99.178 Data time: 0.0636, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1706 [2020-10-19 03:00:59,080][root][INFO] - ===> Epoch[3418](17087/5): Loss -0.7629, Sem 0.0232, dir -0.9816, norm 0.1955, swav 0.0000 LR: 7.396e-02 Score 99.237 Data time: 0.0767, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.5044 [2020-10-19 03:01:01,543][root][INFO] - ===> Epoch[3418](17088/5): Loss -0.7590, Sem 0.0264, dir -0.9799, norm 0.1945, swav 0.0000 LR: 7.396e-02 Score 99.144 Data time: 0.0725, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3539 [2020-10-19 03:01:03,733][root][INFO] - ===> Epoch[3418](17089/5): Loss -0.7529, Sem 0.0216, dir -0.9811, norm 0.2066, swav 0.0000 LR: 7.396e-02 Score 99.301 Data time: 0.1027, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0875 [2020-10-19 03:01:06,132][root][INFO] - ===> Epoch[3418](17090/5): Loss -0.7495, Sem 0.0268, dir -0.9779, norm 0.2015, swav 0.0000 LR: 7.396e-02 Score 99.120 Data time: 0.1065, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2719 [2020-10-19 03:01:08,370][root][INFO] - ===> Epoch[3419](17091/5): Loss -0.7614, Sem 0.0222, dir -0.9816, norm 0.1979, swav 0.0000 LR: 7.395e-02 Score 99.271 Data time: 0.0956, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1468 [2020-10-19 03:01:10,625][root][INFO] - ===> Epoch[3419](17092/5): Loss -0.7679, Sem 0.0210, dir -0.9805, norm 0.1916, swav 0.0000 LR: 7.395e-02 Score 99.300 Data time: 0.0842, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1345 [2020-10-19 03:01:13,149][root][INFO] - ===> Epoch[3419](17093/5): Loss -0.7628, Sem 0.0226, dir -0.9810, norm 0.1956, swav 0.0000 LR: 7.395e-02 Score 99.237 Data time: 0.0811, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4407 [2020-10-19 03:01:15,115][root][INFO] - ===> Epoch[3419](17094/5): Loss -0.7605, Sem 0.0225, dir -0.9803, norm 0.1972, swav 0.0000 LR: 7.395e-02 Score 99.253 Data time: 0.0714, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8549 [2020-10-19 03:01:17,122][root][INFO] - ===> Epoch[3419](17095/5): Loss -0.7866, Sem 0.0232, dir -0.9827, norm 0.1729, swav 0.0000 LR: 7.395e-02 Score 99.225 Data time: 0.0622, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8960 [2020-10-19 03:01:19,195][root][INFO] - ===> Epoch[3420](17096/5): Loss -0.7645, Sem 0.0226, dir -0.9800, norm 0.1930, swav 0.0000 LR: 7.395e-02 Score 99.249 Data time: 0.1288, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9913 [2020-10-19 03:01:21,828][root][INFO] - ===> Epoch[3420](17097/5): Loss -0.7832, Sem 0.0217, dir -0.9817, norm 0.1768, swav 0.0000 LR: 7.394e-02 Score 99.275 Data time: 0.1116, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.5579 [2020-10-19 03:01:24,095][root][INFO] - ===> Epoch[3420](17098/5): Loss -0.7679, Sem 0.0225, dir -0.9801, norm 0.1897, swav 0.0000 LR: 7.394e-02 Score 99.227 Data time: 0.0696, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1613 [2020-10-19 03:01:26,396][root][INFO] - ===> Epoch[3420](17099/5): Loss -0.7506, Sem 0.0299, dir -0.9829, norm 0.2024, swav 0.0000 LR: 7.394e-02 Score 99.061 Data time: 0.0636, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1996 [2020-10-19 03:01:28,653][root][INFO] - ===> Epoch[3420](17100/5): Loss -0.7538, Sem 0.0261, dir -0.9766, norm 0.1967, swav 0.0000 LR: 7.394e-02 Score 99.135 Data time: 0.0587, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1866 [2020-10-19 03:01:29,653][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 03:01:31,602][root][INFO] - ===> Epoch[3421](17101/5): Loss -0.7804, Sem 0.0216, dir -0.9826, norm 0.1806, swav 0.0000 LR: 7.394e-02 Score 99.286 Data time: 0.0859, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7799 [2020-10-19 03:01:33,900][root][INFO] - ===> Epoch[3421](17102/5): Loss -0.7632, Sem 0.0244, dir -0.9780, norm 0.1903, swav 0.0000 LR: 7.394e-02 Score 99.189 Data time: 0.0800, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1895 [2020-10-19 03:01:36,111][root][INFO] - ===> Epoch[3421](17103/5): Loss -0.7727, Sem 0.0231, dir -0.9809, norm 0.1850, swav 0.0000 LR: 7.394e-02 Score 99.229 Data time: 0.0831, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1066 [2020-10-19 03:01:38,201][root][INFO] - ===> Epoch[3421](17104/5): Loss -0.7644, Sem 0.0213, dir -0.9808, norm 0.1951, swav 0.0000 LR: 7.393e-02 Score 99.299 Data time: 0.1034, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9642 [2020-10-19 03:01:40,924][root][INFO] - ===> Epoch[3421](17105/5): Loss -0.7493, Sem 0.0241, dir -0.9804, norm 0.2070, swav 0.0000 LR: 7.393e-02 Score 99.203 Data time: 0.0564, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.6123 [2020-10-19 03:01:43,181][root][INFO] - ===> Epoch[3422](17106/5): Loss -0.7873, Sem 0.0206, dir -0.9821, norm 0.1743, swav 0.0000 LR: 7.393e-02 Score 99.314 Data time: 0.0729, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1752 [2020-10-19 03:01:45,474][root][INFO] - ===> Epoch[3422](17107/5): Loss -0.7645, Sem 0.0214, dir -0.9810, norm 0.1951, swav 0.0000 LR: 7.393e-02 Score 99.286 Data time: 0.1024, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1769 [2020-10-19 03:01:47,728][root][INFO] - ===> Epoch[3422](17108/5): Loss -0.7593, Sem 0.0275, dir -0.9792, norm 0.1924, swav 0.0000 LR: 7.393e-02 Score 99.102 Data time: 0.0763, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1383 [2020-10-19 03:01:50,478][root][INFO] - ===> Epoch[3422](17109/5): Loss -0.7577, Sem 0.0246, dir -0.9802, norm 0.1979, swav 0.0000 LR: 7.393e-02 Score 99.181 Data time: 0.0755, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.6508 [2020-10-19 03:01:53,044][root][INFO] - ===> Epoch[3422](17110/5): Loss -0.7546, Sem 0.0219, dir -0.9802, norm 0.2036, swav 0.0000 LR: 7.392e-02 Score 99.259 Data time: 0.0645, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4586 [2020-10-19 03:01:55,215][root][INFO] - ===> Epoch[3423](17111/5): Loss -0.7854, Sem 0.0228, dir -0.9810, norm 0.1728, swav 0.0000 LR: 7.392e-02 Score 99.230 Data time: 0.0777, Forward time: 0.7732, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0795 [2020-10-19 03:01:57,004][root][INFO] - ===> Epoch[3423](17112/5): Loss -0.7524, Sem 0.0261, dir -0.9792, norm 0.2006, swav 0.0000 LR: 7.392e-02 Score 99.125 Data time: 0.0448, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7111 [2020-10-19 03:01:59,478][root][INFO] - ===> Epoch[3423](17113/5): Loss -0.7764, Sem 0.0205, dir -0.9847, norm 0.1878, swav 0.0000 LR: 7.392e-02 Score 99.297 Data time: 0.0545, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.4305 [2020-10-19 03:02:01,716][root][INFO] - ===> Epoch[3423](17114/5): Loss -0.7652, Sem 0.0222, dir -0.9807, norm 0.1932, swav 0.0000 LR: 7.392e-02 Score 99.241 Data time: 0.0697, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1553 [2020-10-19 03:02:04,100][root][INFO] - ===> Epoch[3423](17115/5): Loss -0.7672, Sem 0.0220, dir -0.9831, norm 0.1939, swav 0.0000 LR: 7.392e-02 Score 99.279 Data time: 0.0668, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.3211 [2020-10-19 03:02:06,153][root][INFO] - ===> Epoch[3424](17116/5): Loss -0.7680, Sem 0.0236, dir -0.9813, norm 0.1896, swav 0.0000 LR: 7.391e-02 Score 99.204 Data time: 0.0743, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9496 [2020-10-19 03:02:08,151][root][INFO] - ===> Epoch[3424](17117/5): Loss -0.7891, Sem 0.0205, dir -0.9854, norm 0.1758, swav 0.0000 LR: 7.391e-02 Score 99.314 Data time: 0.0584, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8948 [2020-10-19 03:02:10,103][root][INFO] - ===> Epoch[3424](17118/5): Loss -0.7862, Sem 0.0206, dir -0.9838, norm 0.1770, swav 0.0000 LR: 7.391e-02 Score 99.306 Data time: 0.0785, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8570 [2020-10-19 03:02:12,187][root][INFO] - ===> Epoch[3424](17119/5): Loss -0.7619, Sem 0.0234, dir -0.9812, norm 0.1960, swav 0.0000 LR: 7.391e-02 Score 99.232 Data time: 0.0629, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9857 [2020-10-19 03:02:14,367][root][INFO] - ===> Epoch[3424](17120/5): Loss -0.7802, Sem 0.0231, dir -0.9821, norm 0.1789, swav 0.0000 LR: 7.391e-02 Score 99.222 Data time: 0.0701, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0957 [2020-10-19 03:02:16,713][root][INFO] - ===> Epoch[3425](17121/5): Loss -0.7687, Sem 0.0246, dir -0.9818, norm 0.1884, swav 0.0000 LR: 7.391e-02 Score 99.177 Data time: 0.0807, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2501 [2020-10-19 03:02:19,103][root][INFO] - ===> Epoch[3425](17122/5): Loss -0.7928, Sem 0.0245, dir -0.9831, norm 0.1658, swav 0.0000 LR: 7.391e-02 Score 99.167 Data time: 0.0759, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2845 [2020-10-19 03:02:21,830][root][INFO] - ===> Epoch[3425](17123/5): Loss -0.7581, Sem 0.0204, dir -0.9808, norm 0.2023, swav 0.0000 LR: 7.390e-02 Score 99.339 Data time: 0.0741, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.6234 [2020-10-19 03:02:23,823][root][INFO] - ===> Epoch[3425](17124/5): Loss -0.8054, Sem 0.0199, dir -0.9849, norm 0.1595, swav 0.0000 LR: 7.390e-02 Score 99.327 Data time: 0.0924, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8871 [2020-10-19 03:02:25,768][root][INFO] - ===> Epoch[3425](17125/5): Loss -0.7766, Sem 0.0232, dir -0.9823, norm 0.1825, swav 0.0000 LR: 7.390e-02 Score 99.207 Data time: 0.0910, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8403 [2020-10-19 03:02:27,917][root][INFO] - ===> Epoch[3426](17126/5): Loss -0.7930, Sem 0.0232, dir -0.9813, norm 0.1652, swav 0.0000 LR: 7.390e-02 Score 99.217 Data time: 0.0641, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0468 [2020-10-19 03:02:29,977][root][INFO] - ===> Epoch[3426](17127/5): Loss -0.7868, Sem 0.0252, dir -0.9825, norm 0.1705, swav 0.0000 LR: 7.390e-02 Score 99.155 Data time: 0.0884, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9420 [2020-10-19 03:02:32,633][root][INFO] - ===> Epoch[3426](17128/5): Loss -0.7907, Sem 0.0215, dir -0.9826, norm 0.1705, swav 0.0000 LR: 7.390e-02 Score 99.274 Data time: 0.0529, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.5441 [2020-10-19 03:02:34,462][root][INFO] - ===> Epoch[3426](17129/5): Loss -0.8045, Sem 0.0232, dir -0.9836, norm 0.1560, swav 0.0000 LR: 7.389e-02 Score 99.221 Data time: 0.0692, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.7572 [2020-10-19 03:02:36,322][root][INFO] - ===> Epoch[3426](17130/5): Loss -0.7830, Sem 0.0212, dir -0.9825, norm 0.1784, swav 0.0000 LR: 7.389e-02 Score 99.316 Data time: 0.1016, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.7565 [2020-10-19 03:02:38,309][root][INFO] - ===> Epoch[3427](17131/5): Loss -0.8012, Sem 0.0223, dir -0.9837, norm 0.1602, swav 0.0000 LR: 7.389e-02 Score 99.240 Data time: 0.0826, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8779 [2020-10-19 03:02:40,439][root][INFO] - ===> Epoch[3427](17132/5): Loss -0.8081, Sem 0.0212, dir -0.9850, norm 0.1557, swav 0.0000 LR: 7.389e-02 Score 99.260 Data time: 0.1179, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0207 [2020-10-19 03:02:43,030][root][INFO] - ===> Epoch[3427](17133/5): Loss -0.7840, Sem 0.0220, dir -0.9817, norm 0.1758, swav 0.0000 LR: 7.389e-02 Score 99.262 Data time: 0.1926, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4811 [2020-10-19 03:02:45,268][root][INFO] - ===> Epoch[3427](17134/5): Loss -0.7950, Sem 0.0207, dir -0.9853, norm 0.1696, swav 0.0000 LR: 7.389e-02 Score 99.322 Data time: 0.1274, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1210 [2020-10-19 03:02:47,631][root][INFO] - ===> Epoch[3427](17135/5): Loss -0.8048, Sem 0.0198, dir -0.9837, norm 0.1591, swav 0.0000 LR: 7.389e-02 Score 99.317 Data time: 0.0701, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2432 [2020-10-19 03:02:49,689][root][INFO] - ===> Epoch[3428](17136/5): Loss -0.8025, Sem 0.0220, dir -0.9833, norm 0.1588, swav 0.0000 LR: 7.388e-02 Score 99.271 Data time: 0.1200, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9586 [2020-10-19 03:02:51,887][root][INFO] - ===> Epoch[3428](17137/5): Loss -0.8105, Sem 0.0226, dir -0.9839, norm 0.1508, swav 0.0000 LR: 7.388e-02 Score 99.224 Data time: 0.0767, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0958 [2020-10-19 03:02:54,187][root][INFO] - ===> Epoch[3428](17138/5): Loss -0.7905, Sem 0.0218, dir -0.9819, norm 0.1696, swav 0.0000 LR: 7.388e-02 Score 99.295 Data time: 0.0804, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1726 [2020-10-19 03:02:56,909][root][INFO] - ===> Epoch[3428](17139/5): Loss -0.8056, Sem 0.0185, dir -0.9857, norm 0.1615, swav 0.0000 LR: 7.388e-02 Score 99.395 Data time: 0.0687, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.5833 [2020-10-19 03:02:59,615][root][INFO] - ===> Epoch[3428](17140/5): Loss -0.7976, Sem 0.0192, dir -0.9840, norm 0.1672, swav 0.0000 LR: 7.388e-02 Score 99.374 Data time: 0.0551, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.6041 [2020-10-19 03:03:01,725][root][INFO] - ===> Epoch[3429](17141/5): Loss -0.7946, Sem 0.0227, dir -0.9830, norm 0.1657, swav 0.0000 LR: 7.388e-02 Score 99.233 Data time: 0.0702, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0398 [2020-10-19 03:03:03,769][root][INFO] - ===> Epoch[3429](17142/5): Loss -0.7932, Sem 0.0260, dir -0.9826, norm 0.1635, swav 0.0000 LR: 7.387e-02 Score 99.195 Data time: 0.0897, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9524 [2020-10-19 03:03:06,441][root][INFO] - ===> Epoch[3429](17143/5): Loss -0.7960, Sem 0.0286, dir -0.9817, norm 0.1571, swav 0.0000 LR: 7.387e-02 Score 99.109 Data time: 0.0755, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.5511 [2020-10-19 03:03:08,688][root][INFO] - ===> Epoch[3429](17144/5): Loss -0.8006, Sem 0.0209, dir -0.9848, norm 0.1634, swav 0.0000 LR: 7.387e-02 Score 99.286 Data time: 0.0938, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.1356 [2020-10-19 03:03:10,783][root][INFO] - ===> Epoch[3429](17145/5): Loss -0.8074, Sem 0.0249, dir -0.9840, norm 0.1518, swav 0.0000 LR: 7.387e-02 Score 99.169 Data time: 0.1290, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9668 [2020-10-19 03:03:13,130][root][INFO] - ===> Epoch[3430](17146/5): Loss -0.7948, Sem 0.0220, dir -0.9832, norm 0.1664, swav 0.0000 LR: 7.387e-02 Score 99.265 Data time: 0.0856, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2709 [2020-10-19 03:03:15,257][root][INFO] - ===> Epoch[3430](17147/5): Loss -0.7964, Sem 0.0233, dir -0.9830, norm 0.1632, swav 0.0000 LR: 7.387e-02 Score 99.239 Data time: 0.0807, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0003 [2020-10-19 03:03:17,244][root][INFO] - ===> Epoch[3430](17148/5): Loss -0.7933, Sem 0.0217, dir -0.9832, norm 0.1683, swav 0.0000 LR: 7.387e-02 Score 99.279 Data time: 0.0848, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.8877 [2020-10-19 03:03:19,628][root][INFO] - ===> Epoch[3430](17149/5): Loss -0.7676, Sem 0.0264, dir -0.9817, norm 0.1877, swav 0.0000 LR: 7.386e-02 Score 99.103 Data time: 0.2103, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2683 [2020-10-19 03:03:21,628][root][INFO] - ===> Epoch[3430](17150/5): Loss -0.8034, Sem 0.0230, dir -0.9831, norm 0.1566, swav 0.0000 LR: 7.386e-02 Score 99.226 Data time: 0.0894, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8820 [2020-10-19 03:03:23,494][root][INFO] - ===> Epoch[3431](17151/5): Loss -0.7961, Sem 0.0212, dir -0.9840, norm 0.1666, swav 0.0000 LR: 7.386e-02 Score 99.302 Data time: 0.0745, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7769 [2020-10-19 03:03:25,565][root][INFO] - ===> Epoch[3431](17152/5): Loss -0.8091, Sem 0.0240, dir -0.9842, norm 0.1511, swav 0.0000 LR: 7.386e-02 Score 99.194 Data time: 0.0619, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9707 [2020-10-19 03:03:27,381][root][INFO] - ===> Epoch[3431](17153/5): Loss -0.8090, Sem 0.0210, dir -0.9854, norm 0.1554, swav 0.0000 LR: 7.386e-02 Score 99.312 Data time: 0.0515, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.7451 [2020-10-19 03:03:29,795][root][INFO] - ===> Epoch[3431](17154/5): Loss -0.7944, Sem 0.0217, dir -0.9828, norm 0.1667, swav 0.0000 LR: 7.386e-02 Score 99.272 Data time: 0.0703, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3663 [2020-10-19 03:03:31,901][root][INFO] - ===> Epoch[3431](17155/5): Loss -0.7925, Sem 0.0233, dir -0.9822, norm 0.1664, swav 0.0000 LR: 7.385e-02 Score 99.235 Data time: 0.0925, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0063 [2020-10-19 03:03:34,185][root][INFO] - ===> Epoch[3432](17156/5): Loss -0.7932, Sem 0.0256, dir -0.9833, norm 0.1645, swav 0.0000 LR: 7.385e-02 Score 99.147 Data time: 0.0605, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2005 [2020-10-19 03:03:36,552][root][INFO] - ===> Epoch[3432](17157/5): Loss -0.7906, Sem 0.0236, dir -0.9832, norm 0.1690, swav 0.0000 LR: 7.385e-02 Score 99.210 Data time: 0.0656, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2853 [2020-10-19 03:03:38,837][root][INFO] - ===> Epoch[3432](17158/5): Loss -0.7941, Sem 0.0238, dir -0.9824, norm 0.1645, swav 0.0000 LR: 7.385e-02 Score 99.197 Data time: 0.0675, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2067 [2020-10-19 03:03:40,914][root][INFO] - ===> Epoch[3432](17159/5): Loss -0.8039, Sem 0.0219, dir -0.9836, norm 0.1578, swav 0.0000 LR: 7.385e-02 Score 99.278 Data time: 0.0723, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9756 [2020-10-19 03:03:42,926][root][INFO] - ===> Epoch[3432](17160/5): Loss -0.8004, Sem 0.0218, dir -0.9833, norm 0.1611, swav 0.0000 LR: 7.385e-02 Score 99.276 Data time: 0.1332, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8829 [2020-10-19 03:03:45,077][root][INFO] - ===> Epoch[3433](17161/5): Loss -0.8037, Sem 0.0212, dir -0.9850, norm 0.1601, swav 0.0000 LR: 7.385e-02 Score 99.292 Data time: 0.0938, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0689 [2020-10-19 03:03:47,384][root][INFO] - ===> Epoch[3433](17162/5): Loss -0.8127, Sem 0.0224, dir -0.9853, norm 0.1503, swav 0.0000 LR: 7.384e-02 Score 99.252 Data time: 0.0619, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1939 [2020-10-19 03:03:49,617][root][INFO] - ===> Epoch[3433](17163/5): Loss -0.7892, Sem 0.0225, dir -0.9823, norm 0.1706, swav 0.0000 LR: 7.384e-02 Score 99.235 Data time: 0.0590, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1763 [2020-10-19 03:03:51,719][root][INFO] - ===> Epoch[3433](17164/5): Loss -0.7955, Sem 0.0231, dir -0.9827, norm 0.1641, swav 0.0000 LR: 7.384e-02 Score 99.220 Data time: 0.0585, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0396 [2020-10-19 03:03:53,767][root][INFO] - ===> Epoch[3433](17165/5): Loss -0.7901, Sem 0.0207, dir -0.9825, norm 0.1717, swav 0.0000 LR: 7.384e-02 Score 99.303 Data time: 0.0745, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9522 [2020-10-19 03:03:56,095][root][INFO] - ===> Epoch[3434](17166/5): Loss -0.7956, Sem 0.0190, dir -0.9853, norm 0.1707, swav 0.0000 LR: 7.384e-02 Score 99.354 Data time: 0.0648, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.2301 [2020-10-19 03:03:58,236][root][INFO] - ===> Epoch[3434](17167/5): Loss -0.8087, Sem 0.0198, dir -0.9850, norm 0.1565, swav 0.0000 LR: 7.384e-02 Score 99.336 Data time: 0.0641, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0435 [2020-10-19 03:04:00,333][root][INFO] - ===> Epoch[3434](17168/5): Loss -0.7902, Sem 0.0226, dir -0.9842, norm 0.1714, swav 0.0000 LR: 7.383e-02 Score 99.243 Data time: 0.0980, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0142 [2020-10-19 03:04:02,470][root][INFO] - ===> Epoch[3434](17169/5): Loss -0.7966, Sem 0.0219, dir -0.9833, norm 0.1648, swav 0.0000 LR: 7.383e-02 Score 99.280 Data time: 0.0608, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 2.0333 [2020-10-19 03:04:04,541][root][INFO] - ===> Epoch[3434](17170/5): Loss -0.7887, Sem 0.0223, dir -0.9832, norm 0.1722, swav 0.0000 LR: 7.383e-02 Score 99.266 Data time: 0.0647, Forward time: 0.7731, Backward time: 1.1778, DDP time: 0.0030, Total iter time: 1.9981 [2020-10-19 03:04:06,667][root][INFO] - ===> Epoch[3435](17171/5): Loss -0.7801, Sem 0.0223, dir -0.9827, norm 0.1804, swav 0.0000 LR: 7.383e-02 Score 99.244 Data time: 0.2178, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0343 [2020-10-19 03:04:09,175][root][INFO] - ===> Epoch[3435](17172/5): Loss -0.8059, Sem 0.0210, dir -0.9850, norm 0.1580, swav 0.0000 LR: 7.383e-02 Score 99.289 Data time: 0.1016, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.4032 [2020-10-19 03:04:11,185][root][INFO] - ===> Epoch[3435](17173/5): Loss -0.8011, Sem 0.0210, dir -0.9829, norm 0.1608, swav 0.0000 LR: 7.383e-02 Score 99.285 Data time: 0.0806, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9019 [2020-10-19 03:04:13,496][root][INFO] - ===> Epoch[3435](17174/5): Loss -0.7996, Sem 0.0218, dir -0.9840, norm 0.1626, swav 0.0000 LR: 7.382e-02 Score 99.259 Data time: 0.1342, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2240 [2020-10-19 03:04:15,776][root][INFO] - ===> Epoch[3435](17175/5): Loss -0.7841, Sem 0.0220, dir -0.9817, norm 0.1756, swav 0.0000 LR: 7.382e-02 Score 99.242 Data time: 0.0860, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1698 [2020-10-19 03:04:17,823][root][INFO] - ===> Epoch[3436](17176/5): Loss -0.8141, Sem 0.0183, dir -0.9850, norm 0.1526, swav 0.0000 LR: 7.382e-02 Score 99.380 Data time: 0.1412, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9676 [2020-10-19 03:04:20,280][root][INFO] - ===> Epoch[3436](17177/5): Loss -0.7936, Sem 0.0224, dir -0.9839, norm 0.1679, swav 0.0000 LR: 7.382e-02 Score 99.234 Data time: 0.0910, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3820 [2020-10-19 03:04:22,589][root][INFO] - ===> Epoch[3436](17178/5): Loss -0.7942, Sem 0.0206, dir -0.9823, norm 0.1675, swav 0.0000 LR: 7.382e-02 Score 99.321 Data time: 0.0651, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2018 [2020-10-19 03:04:24,924][root][INFO] - ===> Epoch[3436](17179/5): Loss -0.7946, Sem 0.0217, dir -0.9835, norm 0.1672, swav 0.0000 LR: 7.382e-02 Score 99.275 Data time: 0.0877, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2670 [2020-10-19 03:04:26,856][root][INFO] - ===> Epoch[3436](17180/5): Loss -0.8106, Sem 0.0201, dir -0.9851, norm 0.1544, swav 0.0000 LR: 7.382e-02 Score 99.328 Data time: 0.0909, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8434 [2020-10-19 03:04:28,867][root][INFO] - ===> Epoch[3437](17181/5): Loss -0.7952, Sem 0.0226, dir -0.9829, norm 0.1651, swav 0.0000 LR: 7.381e-02 Score 99.239 Data time: 0.0901, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9157 [2020-10-19 03:04:31,004][root][INFO] - ===> Epoch[3437](17182/5): Loss -0.8031, Sem 0.0216, dir -0.9845, norm 0.1598, swav 0.0000 LR: 7.381e-02 Score 99.274 Data time: 0.0870, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0268 [2020-10-19 03:04:33,115][root][INFO] - ===> Epoch[3437](17183/5): Loss -0.8019, Sem 0.0221, dir -0.9832, norm 0.1592, swav 0.0000 LR: 7.381e-02 Score 99.258 Data time: 0.0789, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9974 [2020-10-19 03:04:35,425][root][INFO] - ===> Epoch[3437](17184/5): Loss -0.7916, Sem 0.0217, dir -0.9844, norm 0.1711, swav 0.0000 LR: 7.381e-02 Score 99.305 Data time: 0.0388, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.2016 [2020-10-19 03:04:37,531][root][INFO] - ===> Epoch[3437](17185/5): Loss -0.7991, Sem 0.0206, dir -0.9843, norm 0.1646, swav 0.0000 LR: 7.381e-02 Score 99.319 Data time: 0.0621, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0298 [2020-10-19 03:04:39,945][root][INFO] - ===> Epoch[3438](17186/5): Loss -0.7942, Sem 0.0244, dir -0.9832, norm 0.1646, swav 0.0000 LR: 7.381e-02 Score 99.214 Data time: 0.0897, Forward time: 0.7732, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3128 [2020-10-19 03:04:41,879][root][INFO] - ===> Epoch[3438](17187/5): Loss -0.7939, Sem 0.0245, dir -0.9834, norm 0.1651, swav 0.0000 LR: 7.380e-02 Score 99.214 Data time: 0.0564, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8228 [2020-10-19 03:04:43,861][root][INFO] - ===> Epoch[3438](17188/5): Loss -0.7803, Sem 0.0237, dir -0.9819, norm 0.1779, swav 0.0000 LR: 7.380e-02 Score 99.211 Data time: 0.0581, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8798 [2020-10-19 03:04:45,832][root][INFO] - ===> Epoch[3438](17189/5): Loss -0.8110, Sem 0.0182, dir -0.9871, norm 0.1579, swav 0.0000 LR: 7.380e-02 Score 99.393 Data time: 0.0666, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8907 [2020-10-19 03:04:47,893][root][INFO] - ===> Epoch[3438](17190/5): Loss -0.8044, Sem 0.0248, dir -0.9848, norm 0.1556, swav 0.0000 LR: 7.380e-02 Score 99.219 Data time: 0.0585, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9500 [2020-10-19 03:04:50,357][root][INFO] - ===> Epoch[3439](17191/5): Loss -0.7786, Sem 0.0212, dir -0.9814, norm 0.1817, swav 0.0000 LR: 7.380e-02 Score 99.284 Data time: 0.0597, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.3968 [2020-10-19 03:04:52,435][root][INFO] - ===> Epoch[3439](17192/5): Loss -0.8047, Sem 0.0224, dir -0.9835, norm 0.1564, swav 0.0000 LR: 7.380e-02 Score 99.264 Data time: 0.0696, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9749 [2020-10-19 03:04:54,523][root][INFO] - ===> Epoch[3439](17193/5): Loss -0.7782, Sem 0.0215, dir -0.9845, norm 0.1848, swav 0.0000 LR: 7.380e-02 Score 99.291 Data time: 0.0822, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0008 [2020-10-19 03:04:56,549][root][INFO] - ===> Epoch[3439](17194/5): Loss -0.7997, Sem 0.0227, dir -0.9827, norm 0.1603, swav 0.0000 LR: 7.379e-02 Score 99.216 Data time: 0.0767, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9220 [2020-10-19 03:04:58,723][root][INFO] - ===> Epoch[3439](17195/5): Loss -0.8037, Sem 0.0233, dir -0.9845, norm 0.1575, swav 0.0000 LR: 7.379e-02 Score 99.271 Data time: 0.0677, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0680 [2020-10-19 03:05:00,938][root][INFO] - ===> Epoch[3440](17196/5): Loss -0.7952, Sem 0.0231, dir -0.9840, norm 0.1656, swav 0.0000 LR: 7.379e-02 Score 99.230 Data time: 0.0692, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1109 [2020-10-19 03:05:02,862][root][INFO] - ===> Epoch[3440](17197/5): Loss -0.8022, Sem 0.0224, dir -0.9830, norm 0.1583, swav 0.0000 LR: 7.379e-02 Score 99.260 Data time: 0.0891, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.8126 [2020-10-19 03:05:04,906][root][INFO] - ===> Epoch[3440](17198/5): Loss -0.8153, Sem 0.0185, dir -0.9868, norm 0.1530, swav 0.0000 LR: 7.379e-02 Score 99.377 Data time: 0.0602, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 1.9474 [2020-10-19 03:05:07,074][root][INFO] - ===> Epoch[3440](17199/5): Loss -0.7832, Sem 0.0254, dir -0.9823, norm 0.1737, swav 0.0000 LR: 7.379e-02 Score 99.151 Data time: 0.1223, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0753 [2020-10-19 03:05:09,347][root][INFO] - ===> Epoch[3440](17200/5): Loss -0.7972, Sem 0.0208, dir -0.9824, norm 0.1644, swav 0.0000 LR: 7.378e-02 Score 99.317 Data time: 0.1472, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.1567 [2020-10-19 03:05:10,577][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 03:05:10,758][root][INFO] - ===> Start testing [2020-10-19 03:05:48,973][root][INFO] - 68/68: Data time: 0.0027, Iter time: 0.1758 Loss 1.100 (AVG: 0.551) Score 84.165 (AVG: 90.120) mIOU 69.411 mAP 84.459 mAcc 76.496 IOU: 60.094 0.171 77.986 72.986 93.088 90.843 38.790 78.704 96.537 66.379 81.171 86.501 59.093 mAP: 80.768 12.078 96.253 87.353 98.771 97.258 64.348 96.128 99.676 85.629 93.735 95.352 90.623 mAcc: 78.444 1.185 88.868 80.291 96.151 93.884 43.974 92.744 97.522 72.129 90.400 95.964 62.888 [2020-10-19 03:05:48,978][root][INFO] - Finished test. Elapsed time: 38.2136 [2020-10-19 03:05:52,559][root][INFO] - [2020-10-19 03:05:52,559][root][INFO] - ################################################################ [2020-10-19 03:05:52,559][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 03:05:52,559][root][INFO] - ################################################################ [2020-10-19 03:05:52,559][root][INFO] - clutter : nan nan nan [2020-10-19 03:05:52,560][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 03:05:52,560][root][INFO] - board : 0.797 0.921 0.946 [2020-10-19 03:05:52,560][root][INFO] - bookcase : 0.235 0.375 0.513 [2020-10-19 03:05:52,560][root][INFO] - ceiling : 0.489 0.524 0.582 [2020-10-19 03:05:52,560][root][INFO] - chair : 0.796 0.869 0.892 [2020-10-19 03:05:52,560][root][INFO] - column : 0.230 0.351 0.500 [2020-10-19 03:05:52,560][root][INFO] - door : 0.708 0.850 0.913 [2020-10-19 03:05:52,560][root][INFO] - floor : 0.890 0.950 0.964 [2020-10-19 03:05:52,560][root][INFO] - sofa : 0.351 0.513 0.772 [2020-10-19 03:05:52,560][root][INFO] - table : 0.151 0.353 0.629 [2020-10-19 03:05:52,560][root][INFO] - wall : 0.511 0.707 0.788 [2020-10-19 03:05:52,560][root][INFO] - window : 0.549 0.767 0.767 [2020-10-19 03:05:52,560][root][INFO] - ---------------------------------------------------------------- [2020-10-19 03:05:52,560][root][INFO] - average : 0.476 0.598 0.689 [2020-10-19 03:05:52,560][root][INFO] - [2020-10-19 03:05:52,712][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 03:05:52,713][root][INFO] - Current best mIoU: 70.645 at iter 17000 [2020-10-19 03:05:54,424][root][INFO] - ===> Epoch[3441](17201/5): Loss -0.8077, Sem 0.0209, dir -0.9835, norm 0.1549, swav 0.0000 LR: 7.378e-02 Score 99.288 Data time: 0.0798, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.7050 [2020-10-19 03:05:56,357][root][INFO] - ===> Epoch[3441](17202/5): Loss -0.8117, Sem 0.0233, dir -0.9841, norm 0.1491, swav 0.0000 LR: 7.378e-02 Score 99.200 Data time: 0.0761, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8213 [2020-10-19 03:05:58,133][root][INFO] - ===> Epoch[3441](17203/5): Loss -0.8043, Sem 0.0227, dir -0.9847, norm 0.1577, swav 0.0000 LR: 7.378e-02 Score 99.232 Data time: 0.0513, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.6792 [2020-10-19 03:06:00,958][root][INFO] - ===> Epoch[3441](17204/5): Loss -0.7994, Sem 0.0242, dir -0.9835, norm 0.1599, swav 0.0000 LR: 7.378e-02 Score 99.217 Data time: 0.1523, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.7446 [2020-10-19 03:06:03,191][root][INFO] - ===> Epoch[3441](17205/5): Loss -0.8140, Sem 0.0186, dir -0.9857, norm 0.1531, swav 0.0000 LR: 7.378e-02 Score 99.377 Data time: 0.0807, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0997 [2020-10-19 03:06:06,037][root][INFO] - ===> Epoch[3442](17206/5): Loss -0.8039, Sem 0.0218, dir -0.9839, norm 0.1582, swav 0.0000 LR: 7.378e-02 Score 99.264 Data time: 0.0780, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.7123 [2020-10-19 03:06:08,133][root][INFO] - ===> Epoch[3442](17207/5): Loss -0.8048, Sem 0.0232, dir -0.9835, norm 0.1555, swav 0.0000 LR: 7.377e-02 Score 99.217 Data time: 0.0935, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0038 [2020-10-19 03:06:10,140][root][INFO] - ===> Epoch[3442](17208/5): Loss -0.8102, Sem 0.0214, dir -0.9844, norm 0.1529, swav 0.0000 LR: 7.377e-02 Score 99.274 Data time: 0.0790, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8981 [2020-10-19 03:06:12,259][root][INFO] - ===> Epoch[3442](17209/5): Loss -0.8034, Sem 0.0245, dir -0.9847, norm 0.1568, swav 0.0000 LR: 7.377e-02 Score 99.176 Data time: 0.0690, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0155 [2020-10-19 03:06:14,218][root][INFO] - ===> Epoch[3442](17210/5): Loss -0.8141, Sem 0.0222, dir -0.9843, norm 0.1480, swav 0.0000 LR: 7.377e-02 Score 99.253 Data time: 0.0690, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8855 [2020-10-19 03:06:16,493][root][INFO] - ===> Epoch[3443](17211/5): Loss -0.8031, Sem 0.0189, dir -0.9853, norm 0.1633, swav 0.0000 LR: 7.377e-02 Score 99.367 Data time: 0.0740, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1888 [2020-10-19 03:06:18,839][root][INFO] - ===> Epoch[3443](17212/5): Loss -0.7916, Sem 0.0217, dir -0.9840, norm 0.1707, swav 0.0000 LR: 7.377e-02 Score 99.296 Data time: 0.0865, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2346 [2020-10-19 03:06:21,162][root][INFO] - ===> Epoch[3443](17213/5): Loss -0.7981, Sem 0.0225, dir -0.9831, norm 0.1625, swav 0.0000 LR: 7.376e-02 Score 99.232 Data time: 0.1073, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2255 [2020-10-19 03:06:23,365][root][INFO] - ===> Epoch[3443](17214/5): Loss -0.8048, Sem 0.0220, dir -0.9842, norm 0.1573, swav 0.0000 LR: 7.376e-02 Score 99.242 Data time: 0.0730, Forward time: 0.7732, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0961 [2020-10-19 03:06:25,784][root][INFO] - ===> Epoch[3443](17215/5): Loss -0.7868, Sem 0.0222, dir -0.9823, norm 0.1732, swav 0.0000 LR: 7.376e-02 Score 99.263 Data time: 0.0669, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3274 [2020-10-19 03:06:27,975][root][INFO] - ===> Epoch[3444](17216/5): Loss -0.8042, Sem 0.0215, dir -0.9844, norm 0.1587, swav 0.0000 LR: 7.376e-02 Score 99.279 Data time: 0.0595, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1097 [2020-10-19 03:06:29,967][root][INFO] - ===> Epoch[3444](17217/5): Loss -0.7947, Sem 0.0217, dir -0.9843, norm 0.1679, swav 0.0000 LR: 7.376e-02 Score 99.270 Data time: 0.0763, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9214 [2020-10-19 03:06:32,384][root][INFO] - ===> Epoch[3444](17218/5): Loss -0.7938, Sem 0.0205, dir -0.9827, norm 0.1683, swav 0.0000 LR: 7.376e-02 Score 99.302 Data time: 0.0804, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2993 [2020-10-19 03:06:34,334][root][INFO] - ===> Epoch[3444](17219/5): Loss -0.8010, Sem 0.0208, dir -0.9839, norm 0.1621, swav 0.0000 LR: 7.376e-02 Score 99.302 Data time: 0.0709, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8511 [2020-10-19 03:06:36,844][root][INFO] - ===> Epoch[3444](17220/5): Loss -0.8020, Sem 0.0237, dir -0.9844, norm 0.1587, swav 0.0000 LR: 7.375e-02 Score 99.188 Data time: 0.0862, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.4054 [2020-10-19 03:06:38,722][root][INFO] - ===> Epoch[3445](17221/5): Loss -0.8164, Sem 0.0217, dir -0.9843, norm 0.1462, swav 0.0000 LR: 7.375e-02 Score 99.259 Data time: 0.0666, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.7703 [2020-10-19 03:06:40,842][root][INFO] - ===> Epoch[3445](17222/5): Loss -0.8026, Sem 0.0205, dir -0.9854, norm 0.1622, swav 0.0000 LR: 7.375e-02 Score 99.319 Data time: 0.0449, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0251 [2020-10-19 03:06:43,046][root][INFO] - ===> Epoch[3445](17223/5): Loss -0.8224, Sem 0.0204, dir -0.9852, norm 0.1424, swav 0.0000 LR: 7.375e-02 Score 99.301 Data time: 0.0681, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1421 [2020-10-19 03:06:45,361][root][INFO] - ===> Epoch[3445](17224/5): Loss -0.8030, Sem 0.0215, dir -0.9841, norm 0.1595, swav 0.0000 LR: 7.375e-02 Score 99.269 Data time: 0.1148, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2168 [2020-10-19 03:06:47,687][root][INFO] - ===> Epoch[3445](17225/5): Loss -0.7975, Sem 0.0207, dir -0.9830, norm 0.1647, swav 0.0000 LR: 7.375e-02 Score 99.320 Data time: 0.0870, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2212 [2020-10-19 03:06:49,816][root][INFO] - ===> Epoch[3446](17226/5): Loss -0.8054, Sem 0.0211, dir -0.9845, norm 0.1580, swav 0.0000 LR: 7.374e-02 Score 99.300 Data time: 0.0617, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0114 [2020-10-19 03:06:51,953][root][INFO] - ===> Epoch[3446](17227/5): Loss -0.8175, Sem 0.0201, dir -0.9854, norm 0.1477, swav 0.0000 LR: 7.374e-02 Score 99.329 Data time: 0.0694, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.0860 [2020-10-19 03:06:53,766][root][INFO] - ===> Epoch[3446](17228/5): Loss -0.8069, Sem 0.0219, dir -0.9852, norm 0.1564, swav 0.0000 LR: 7.374e-02 Score 99.273 Data time: 0.0488, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.7237 [2020-10-19 03:06:56,362][root][INFO] - ===> Epoch[3446](17229/5): Loss -0.8028, Sem 0.0217, dir -0.9838, norm 0.1593, swav 0.0000 LR: 7.374e-02 Score 99.267 Data time: 0.0970, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.5198 [2020-10-19 03:06:58,340][root][INFO] - ===> Epoch[3446](17230/5): Loss -0.7919, Sem 0.0246, dir -0.9820, norm 0.1656, swav 0.0000 LR: 7.374e-02 Score 99.176 Data time: 0.0833, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8611 [2020-10-19 03:07:00,388][root][INFO] - ===> Epoch[3447](17231/5): Loss -0.7891, Sem 0.0248, dir -0.9822, norm 0.1683, swav 0.0000 LR: 7.374e-02 Score 99.187 Data time: 0.0871, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9666 [2020-10-19 03:07:03,030][root][INFO] - ===> Epoch[3447](17232/5): Loss -0.7876, Sem 0.0237, dir -0.9827, norm 0.1714, swav 0.0000 LR: 7.373e-02 Score 99.202 Data time: 0.0615, Forward time: 0.7731, Backward time: 1.1777, DDP time: 0.0030, Total iter time: 2.5510 [2020-10-19 03:07:04,941][root][INFO] - ===> Epoch[3447](17233/5): Loss -0.8081, Sem 0.0201, dir -0.9847, norm 0.1565, swav 0.0000 LR: 7.373e-02 Score 99.327 Data time: 0.0798, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8450 [2020-10-19 03:07:07,040][root][INFO] - ===> Epoch[3447](17234/5): Loss -0.8073, Sem 0.0221, dir -0.9827, norm 0.1532, swav 0.0000 LR: 7.373e-02 Score 99.249 Data time: 0.0721, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9983 [2020-10-19 03:07:09,174][root][INFO] - ===> Epoch[3447](17235/5): Loss -0.8169, Sem 0.0181, dir -0.9856, norm 0.1506, swav 0.0000 LR: 7.373e-02 Score 99.394 Data time: 0.1329, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0487 [2020-10-19 03:07:11,265][root][INFO] - ===> Epoch[3448](17236/5): Loss -0.7957, Sem 0.0213, dir -0.9846, norm 0.1676, swav 0.0000 LR: 7.373e-02 Score 99.278 Data time: 0.0863, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9786 [2020-10-19 03:07:13,271][root][INFO] - ===> Epoch[3448](17237/5): Loss -0.8030, Sem 0.0222, dir -0.9842, norm 0.1590, swav 0.0000 LR: 7.373e-02 Score 99.256 Data time: 0.2799, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9162 [2020-10-19 03:07:15,526][root][INFO] - ===> Epoch[3448](17238/5): Loss -0.7922, Sem 0.0219, dir -0.9831, norm 0.1689, swav 0.0000 LR: 7.373e-02 Score 99.258 Data time: 0.0997, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1696 [2020-10-19 03:07:17,612][root][INFO] - ===> Epoch[3448](17239/5): Loss -0.8051, Sem 0.0222, dir -0.9853, norm 0.1580, swav 0.0000 LR: 7.372e-02 Score 99.266 Data time: 0.0565, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9683 [2020-10-19 03:07:20,040][root][INFO] - ===> Epoch[3448](17240/5): Loss -0.7808, Sem 0.0251, dir -0.9817, norm 0.1757, swav 0.0000 LR: 7.372e-02 Score 99.154 Data time: 0.1682, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3489 [2020-10-19 03:07:22,174][root][INFO] - ===> Epoch[3449](17241/5): Loss -0.8078, Sem 0.0188, dir -0.9847, norm 0.1581, swav 0.0000 LR: 7.372e-02 Score 99.364 Data time: 0.0674, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0778 [2020-10-19 03:07:24,234][root][INFO] - ===> Epoch[3449](17242/5): Loss -0.8025, Sem 0.0218, dir -0.9847, norm 0.1605, swav 0.0000 LR: 7.372e-02 Score 99.262 Data time: 0.0800, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9535 [2020-10-19 03:07:26,265][root][INFO] - ===> Epoch[3449](17243/5): Loss -0.7935, Sem 0.0202, dir -0.9829, norm 0.1692, swav 0.0000 LR: 7.372e-02 Score 99.314 Data time: 0.0661, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9480 [2020-10-19 03:07:28,012][root][INFO] - ===> Epoch[3449](17244/5): Loss -0.8077, Sem 0.0211, dir -0.9839, norm 0.1550, swav 0.0000 LR: 7.372e-02 Score 99.288 Data time: 0.0532, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.6838 [2020-10-19 03:07:30,345][root][INFO] - ===> Epoch[3449](17245/5): Loss -0.7856, Sem 0.0224, dir -0.9832, norm 0.1753, swav 0.0000 LR: 7.371e-02 Score 99.246 Data time: 0.0826, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2600 [2020-10-19 03:07:33,221][root][INFO] - ===> Epoch[3450](17246/5): Loss -0.8060, Sem 0.0218, dir -0.9835, norm 0.1556, swav 0.0000 LR: 7.371e-02 Score 99.257 Data time: 0.0661, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.7768 [2020-10-19 03:07:35,265][root][INFO] - ===> Epoch[3450](17247/5): Loss -0.8002, Sem 0.0197, dir -0.9843, norm 0.1644, swav 0.0000 LR: 7.371e-02 Score 99.340 Data time: 0.0653, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9591 [2020-10-19 03:07:37,552][root][INFO] - ===> Epoch[3450](17248/5): Loss -0.7994, Sem 0.0212, dir -0.9852, norm 0.1646, swav 0.0000 LR: 7.371e-02 Score 99.286 Data time: 0.1417, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2027 [2020-10-19 03:07:39,487][root][INFO] - ===> Epoch[3450](17249/5): Loss -0.8148, Sem 0.0223, dir -0.9847, norm 0.1476, swav 0.0000 LR: 7.371e-02 Score 99.243 Data time: 0.0791, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8139 [2020-10-19 03:07:41,365][root][INFO] - ===> Epoch[3450](17250/5): Loss -0.7937, Sem 0.0209, dir -0.9825, norm 0.1679, swav 0.0000 LR: 7.371e-02 Score 99.307 Data time: 0.0760, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.7778 [2020-10-19 03:07:43,706][root][INFO] - ===> Epoch[3451](17251/5): Loss -0.8006, Sem 0.0219, dir -0.9833, norm 0.1608, swav 0.0000 LR: 7.371e-02 Score 99.273 Data time: 0.0474, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2448 [2020-10-19 03:07:45,900][root][INFO] - ===> Epoch[3451](17252/5): Loss -0.8047, Sem 0.0203, dir -0.9843, norm 0.1593, swav 0.0000 LR: 7.370e-02 Score 99.299 Data time: 0.0818, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1111 [2020-10-19 03:07:48,389][root][INFO] - ===> Epoch[3451](17253/5): Loss -0.8097, Sem 0.0206, dir -0.9844, norm 0.1542, swav 0.0000 LR: 7.370e-02 Score 99.297 Data time: 0.0599, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.3873 [2020-10-19 03:07:50,517][root][INFO] - ===> Epoch[3451](17254/5): Loss -0.7960, Sem 0.0238, dir -0.9841, norm 0.1642, swav 0.0000 LR: 7.370e-02 Score 99.212 Data time: 0.1203, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0521 [2020-10-19 03:07:52,567][root][INFO] - ===> Epoch[3451](17255/5): Loss -0.8005, Sem 0.0226, dir -0.9826, norm 0.1595, swav 0.0000 LR: 7.370e-02 Score 99.276 Data time: 0.0887, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9450 [2020-10-19 03:07:55,190][root][INFO] - ===> Epoch[3452](17256/5): Loss -0.7937, Sem 0.0200, dir -0.9832, norm 0.1695, swav 0.0000 LR: 7.370e-02 Score 99.328 Data time: 0.0816, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.5238 [2020-10-19 03:07:57,315][root][INFO] - ===> Epoch[3452](17257/5): Loss -0.7961, Sem 0.0217, dir -0.9830, norm 0.1652, swav 0.0000 LR: 7.370e-02 Score 99.264 Data time: 0.0557, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0073 [2020-10-19 03:07:59,386][root][INFO] - ===> Epoch[3452](17258/5): Loss -0.8135, Sem 0.0200, dir -0.9863, norm 0.1528, swav 0.0000 LR: 7.369e-02 Score 99.326 Data time: 0.0651, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9839 [2020-10-19 03:08:01,552][root][INFO] - ===> Epoch[3452](17259/5): Loss -0.7893, Sem 0.0234, dir -0.9825, norm 0.1698, swav 0.0000 LR: 7.369e-02 Score 99.214 Data time: 0.0775, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0515 [2020-10-19 03:08:04,086][root][INFO] - ===> Epoch[3452](17260/5): Loss -0.8014, Sem 0.0199, dir -0.9838, norm 0.1625, swav 0.0000 LR: 7.369e-02 Score 99.339 Data time: 0.0709, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.4270 [2020-10-19 03:08:06,150][root][INFO] - ===> Epoch[3453](17261/5): Loss -0.8143, Sem 0.0218, dir -0.9853, norm 0.1492, swav 0.0000 LR: 7.369e-02 Score 99.264 Data time: 0.0799, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9654 [2020-10-19 03:08:08,427][root][INFO] - ===> Epoch[3453](17262/5): Loss -0.7927, Sem 0.0199, dir -0.9852, norm 0.1727, swav 0.0000 LR: 7.369e-02 Score 99.359 Data time: 0.0650, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1565 [2020-10-19 03:08:10,234][root][INFO] - ===> Epoch[3453](17263/5): Loss -0.8077, Sem 0.0198, dir -0.9838, norm 0.1564, swav 0.0000 LR: 7.369e-02 Score 99.350 Data time: 0.0627, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.7111 [2020-10-19 03:08:12,783][root][INFO] - ===> Epoch[3453](17264/5): Loss -0.8137, Sem 0.0231, dir -0.9838, norm 0.1470, swav 0.0000 LR: 7.369e-02 Score 99.238 Data time: 0.1122, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.4574 [2020-10-19 03:08:15,083][root][INFO] - ===> Epoch[3453](17265/5): Loss -0.8020, Sem 0.0215, dir -0.9841, norm 0.1606, swav 0.0000 LR: 7.368e-02 Score 99.286 Data time: 0.1673, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1923 [2020-10-19 03:08:17,381][root][INFO] - ===> Epoch[3454](17266/5): Loss -0.7930, Sem 0.0213, dir -0.9825, norm 0.1683, swav 0.0000 LR: 7.368e-02 Score 99.287 Data time: 0.1030, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.1587 [2020-10-19 03:08:19,530][root][INFO] - ===> Epoch[3454](17267/5): Loss -0.8199, Sem 0.0197, dir -0.9854, norm 0.1458, swav 0.0000 LR: 7.368e-02 Score 99.337 Data time: 0.0546, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0167 [2020-10-19 03:08:21,460][root][INFO] - ===> Epoch[3454](17268/5): Loss -0.8066, Sem 0.0236, dir -0.9852, norm 0.1551, swav 0.0000 LR: 7.368e-02 Score 99.222 Data time: 0.0750, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8224 [2020-10-19 03:08:23,443][root][INFO] - ===> Epoch[3454](17269/5): Loss -0.8117, Sem 0.0203, dir -0.9847, norm 0.1527, swav 0.0000 LR: 7.368e-02 Score 99.319 Data time: 0.0774, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8729 [2020-10-19 03:08:25,791][root][INFO] - ===> Epoch[3454](17270/5): Loss -0.8113, Sem 0.0198, dir -0.9861, norm 0.1549, swav 0.0000 LR: 7.368e-02 Score 99.330 Data time: 0.0817, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2470 [2020-10-19 03:08:27,961][root][INFO] - ===> Epoch[3455](17271/5): Loss -0.8105, Sem 0.0214, dir -0.9835, norm 0.1516, swav 0.0000 LR: 7.367e-02 Score 99.290 Data time: 0.0645, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.0510 [2020-10-19 03:08:30,032][root][INFO] - ===> Epoch[3455](17272/5): Loss -0.7969, Sem 0.0229, dir -0.9846, norm 0.1649, swav 0.0000 LR: 7.367e-02 Score 99.247 Data time: 0.1384, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.9762 [2020-10-19 03:08:32,371][root][INFO] - ===> Epoch[3455](17273/5): Loss -0.7934, Sem 0.0239, dir -0.9829, norm 0.1655, swav 0.0000 LR: 7.367e-02 Score 99.220 Data time: 0.1123, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.2245 [2020-10-19 03:08:34,992][root][INFO] - ===> Epoch[3455](17274/5): Loss -0.7998, Sem 0.0220, dir -0.9840, norm 0.1621, swav 0.0000 LR: 7.367e-02 Score 99.280 Data time: 0.0836, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 2.5086 [2020-10-19 03:08:36,918][root][INFO] - ===> Epoch[3455](17275/5): Loss -0.8014, Sem 0.0224, dir -0.9839, norm 0.1601, swav 0.0000 LR: 7.367e-02 Score 99.243 Data time: 0.0672, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8198 [2020-10-19 03:08:38,840][root][INFO] - ===> Epoch[3456](17276/5): Loss -0.7956, Sem 0.0225, dir -0.9848, norm 0.1666, swav 0.0000 LR: 7.367e-02 Score 99.248 Data time: 0.0694, Forward time: 0.7731, Backward time: 1.1776, DDP time: 0.0030, Total iter time: 1.8497 [2020-10-19 03:08:40,832][root][INFO] - ===> Epoch[3456](17277/5): Loss -0.8029, Sem 0.0196, dir -0.9848, norm 0.1623, swav 0.0000 LR: 7.367e-02 Score 99.339 Data time: 0.1242, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.8966 [2020-10-19 03:08:43,034][root][INFO] - ===> Epoch[3456](17278/5): Loss -0.7949, Sem 0.0238, dir -0.9827, norm 0.1639, swav 0.0000 LR: 7.366e-02 Score 99.214 Data time: 0.1238, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.0956 [2020-10-19 03:08:45,166][root][INFO] - ===> Epoch[3456](17279/5): Loss -0.7983, Sem 0.0223, dir -0.9838, norm 0.1632, swav 0.0000 LR: 7.366e-02 Score 99.241 Data time: 0.1318, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.0176 [2020-10-19 03:08:47,269][root][INFO] - ===> Epoch[3456](17280/5): Loss -0.8101, Sem 0.0206, dir -0.9848, norm 0.1541, swav 0.0000 LR: 7.366e-02 Score 99.307 Data time: 0.0904, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9907 [2020-10-19 03:08:48,957][root][INFO] - ===> Epoch[3457](17281/5): Loss -0.8021, Sem 0.0210, dir -0.9855, norm 0.1625, swav 0.0000 LR: 7.366e-02 Score 99.286 Data time: 0.0528, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.5705 [2020-10-19 03:08:51,307][root][INFO] - ===> Epoch[3457](17282/5): Loss -0.8050, Sem 0.0221, dir -0.9851, norm 0.1579, swav 0.0000 LR: 7.366e-02 Score 99.270 Data time: 0.0787, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.2701 [2020-10-19 03:08:53,388][root][INFO] - ===> Epoch[3457](17283/5): Loss -0.8244, Sem 0.0189, dir -0.9864, norm 0.1431, swav 0.0000 LR: 7.366e-02 Score 99.365 Data time: 0.1241, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9789 [2020-10-19 03:08:55,826][root][INFO] - ===> Epoch[3457](17284/5): Loss -0.7906, Sem 0.0247, dir -0.9852, norm 0.1699, swav 0.0000 LR: 7.365e-02 Score 99.235 Data time: 0.1072, Forward time: 0.7732, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.3411 [2020-10-19 03:08:57,818][root][INFO] - ===> Epoch[3457](17285/5): Loss -0.8164, Sem 0.0216, dir -0.9838, norm 0.1458, swav 0.0000 LR: 7.365e-02 Score 99.276 Data time: 0.0730, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.8794 [2020-10-19 03:09:00,413][root][INFO] - ===> Epoch[3458](17286/5): Loss -0.7866, Sem 0.0227, dir -0.9810, norm 0.1717, swav 0.0000 LR: 7.365e-02 Score 99.247 Data time: 0.0778, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.5121 [2020-10-19 03:09:02,391][root][INFO] - ===> Epoch[3458](17287/5): Loss -0.7984, Sem 0.0249, dir -0.9834, norm 0.1601, swav 0.0000 LR: 7.365e-02 Score 99.178 Data time: 0.0788, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.8677 [2020-10-19 03:09:04,310][root][INFO] - ===> Epoch[3458](17288/5): Loss -0.7891, Sem 0.0217, dir -0.9835, norm 0.1727, swav 0.0000 LR: 7.365e-02 Score 99.285 Data time: 0.0854, Forward time: 0.7732, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.7986 [2020-10-19 03:09:06,386][root][INFO] - ===> Epoch[3458](17289/5): Loss -0.7992, Sem 0.0227, dir -0.9834, norm 0.1614, swav 0.0000 LR: 7.365e-02 Score 99.239 Data time: 0.0682, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9566 [2020-10-19 03:09:08,525][root][INFO] - ===> Epoch[3458](17290/5): Loss -0.7846, Sem 0.0228, dir -0.9844, norm 0.1770, swav 0.0000 LR: 7.364e-02 Score 99.235 Data time: 0.0705, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.0384 [2020-10-19 03:09:10,661][root][INFO] - ===> Epoch[3459](17291/5): Loss -0.8005, Sem 0.0190, dir -0.9842, norm 0.1646, swav 0.0000 LR: 7.364e-02 Score 99.368 Data time: 0.0928, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0175 [2020-10-19 03:09:12,878][root][INFO] - ===> Epoch[3459](17292/5): Loss -0.7618, Sem 0.0229, dir -0.9838, norm 0.1991, swav 0.0000 LR: 7.364e-02 Score 99.235 Data time: 0.0961, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0890 [2020-10-19 03:09:14,677][root][INFO] - ===> Epoch[3459](17293/5): Loss -0.8138, Sem 0.0225, dir -0.9842, norm 0.1479, swav 0.0000 LR: 7.364e-02 Score 99.248 Data time: 0.0682, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.6932 [2020-10-19 03:09:16,493][root][INFO] - ===> Epoch[3459](17294/5): Loss -0.7863, Sem 0.0219, dir -0.9837, norm 0.1755, swav 0.0000 LR: 7.364e-02 Score 99.244 Data time: 0.0771, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.7365 [2020-10-19 03:09:18,596][root][INFO] - ===> Epoch[3459](17295/5): Loss -0.7936, Sem 0.0210, dir -0.9860, norm 0.1714, swav 0.0000 LR: 7.364e-02 Score 99.296 Data time: 0.0580, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9836 [2020-10-19 03:09:21,110][root][INFO] - ===> Epoch[3460](17296/5): Loss -0.7879, Sem 0.0214, dir -0.9835, norm 0.1742, swav 0.0000 LR: 7.364e-02 Score 99.285 Data time: 0.0700, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.4262 [2020-10-19 03:09:23,192][root][INFO] - ===> Epoch[3460](17297/5): Loss -0.7861, Sem 0.0237, dir -0.9832, norm 0.1734, swav 0.0000 LR: 7.363e-02 Score 99.211 Data time: 0.0903, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9736 [2020-10-19 03:09:26,072][root][INFO] - ===> Epoch[3460](17298/5): Loss -0.7855, Sem 0.0230, dir -0.9837, norm 0.1753, swav 0.0000 LR: 7.363e-02 Score 99.240 Data time: 0.1223, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.7567 [2020-10-19 03:09:28,352][root][INFO] - ===> Epoch[3460](17299/5): Loss -0.7862, Sem 0.0197, dir -0.9841, norm 0.1782, swav 0.0000 LR: 7.363e-02 Score 99.346 Data time: 0.1026, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.1467 [2020-10-19 03:09:30,182][root][INFO] - ===> Epoch[3460](17300/5): Loss -0.7913, Sem 0.0216, dir -0.9851, norm 0.1722, swav 0.0000 LR: 7.363e-02 Score 99.285 Data time: 0.0720, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.6766 [2020-10-19 03:09:31,141][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 03:09:33,162][root][INFO] - ===> Epoch[3461](17301/5): Loss -0.7982, Sem 0.0215, dir -0.9842, norm 0.1645, swav 0.0000 LR: 7.363e-02 Score 99.286 Data time: 0.0927, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.8470 [2020-10-19 03:09:35,674][root][INFO] - ===> Epoch[3461](17302/5): Loss -0.7873, Sem 0.0196, dir -0.9857, norm 0.1788, swav 0.0000 LR: 7.363e-02 Score 99.331 Data time: 0.1221, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.3958 [2020-10-19 03:09:37,837][root][INFO] - ===> Epoch[3461](17303/5): Loss -0.7988, Sem 0.0227, dir -0.9845, norm 0.1631, swav 0.0000 LR: 7.362e-02 Score 99.231 Data time: 0.0850, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0255 [2020-10-19 03:09:40,307][root][INFO] - ===> Epoch[3461](17304/5): Loss -0.7893, Sem 0.0215, dir -0.9834, norm 0.1726, swav 0.0000 LR: 7.362e-02 Score 99.281 Data time: 0.0836, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.3521 [2020-10-19 03:09:42,538][root][INFO] - ===> Epoch[3461](17305/5): Loss -0.8081, Sem 0.0191, dir -0.9849, norm 0.1578, swav 0.0000 LR: 7.362e-02 Score 99.361 Data time: 0.0792, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0928 [2020-10-19 03:09:44,475][root][INFO] - ===> Epoch[3462](17306/5): Loss -0.7911, Sem 0.0242, dir -0.9831, norm 0.1678, swav 0.0000 LR: 7.362e-02 Score 99.167 Data time: 0.0880, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.8305 [2020-10-19 03:09:46,354][root][INFO] - ===> Epoch[3462](17307/5): Loss -0.8099, Sem 0.0195, dir -0.9848, norm 0.1554, swav 0.0000 LR: 7.362e-02 Score 99.351 Data time: 0.0798, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.7862 [2020-10-19 03:09:48,565][root][INFO] - ===> Epoch[3462](17308/5): Loss -0.7942, Sem 0.0204, dir -0.9845, norm 0.1699, swav 0.0000 LR: 7.362e-02 Score 99.323 Data time: 0.0820, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1017 [2020-10-19 03:09:51,145][root][INFO] - ===> Epoch[3462](17309/5): Loss -0.7902, Sem 0.0212, dir -0.9838, norm 0.1724, swav 0.0000 LR: 7.362e-02 Score 99.286 Data time: 0.0833, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.4893 [2020-10-19 03:09:53,301][root][INFO] - ===> Epoch[3462](17310/5): Loss -0.8147, Sem 0.0206, dir -0.9856, norm 0.1502, swav 0.0000 LR: 7.361e-02 Score 99.308 Data time: 0.0755, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0306 [2020-10-19 03:09:55,230][root][INFO] - ===> Epoch[3463](17311/5): Loss -0.7821, Sem 0.0227, dir -0.9829, norm 0.1781, swav 0.0000 LR: 7.361e-02 Score 99.244 Data time: 0.0756, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.8415 [2020-10-19 03:09:57,247][root][INFO] - ===> Epoch[3463](17312/5): Loss -0.7980, Sem 0.0201, dir -0.9819, norm 0.1639, swav 0.0000 LR: 7.361e-02 Score 99.337 Data time: 0.0522, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9180 [2020-10-19 03:09:59,243][root][INFO] - ===> Epoch[3463](17313/5): Loss -0.8055, Sem 0.0206, dir -0.9847, norm 0.1586, swav 0.0000 LR: 7.361e-02 Score 99.310 Data time: 0.1658, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9064 [2020-10-19 03:10:01,371][root][INFO] - ===> Epoch[3463](17314/5): Loss -0.7964, Sem 0.0224, dir -0.9845, norm 0.1657, swav 0.0000 LR: 7.361e-02 Score 99.262 Data time: 0.0904, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0250 [2020-10-19 03:10:03,624][root][INFO] - ===> Epoch[3463](17315/5): Loss -0.7821, Sem 0.0217, dir -0.9819, norm 0.1781, swav 0.0000 LR: 7.361e-02 Score 99.267 Data time: 0.0580, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1711 [2020-10-19 03:10:05,886][root][INFO] - ===> Epoch[3464](17316/5): Loss -0.8111, Sem 0.0202, dir -0.9840, norm 0.1527, swav 0.0000 LR: 7.360e-02 Score 99.322 Data time: 0.0711, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1819 [2020-10-19 03:10:08,167][root][INFO] - ===> Epoch[3464](17317/5): Loss -0.7885, Sem 0.0222, dir -0.9821, norm 0.1714, swav 0.0000 LR: 7.360e-02 Score 99.264 Data time: 0.0904, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1924 [2020-10-19 03:10:10,677][root][INFO] - ===> Epoch[3464](17318/5): Loss -0.8020, Sem 0.0196, dir -0.9843, norm 0.1627, swav 0.0000 LR: 7.360e-02 Score 99.351 Data time: 0.0798, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.3822 [2020-10-19 03:10:12,724][root][INFO] - ===> Epoch[3464](17319/5): Loss -0.7990, Sem 0.0215, dir -0.9842, norm 0.1638, swav 0.0000 LR: 7.360e-02 Score 99.287 Data time: 0.0829, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9591 [2020-10-19 03:10:14,662][root][INFO] - ===> Epoch[3464](17320/5): Loss -0.7976, Sem 0.0218, dir -0.9841, norm 0.1647, swav 0.0000 LR: 7.360e-02 Score 99.274 Data time: 0.0712, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.8295 [2020-10-19 03:10:16,487][root][INFO] - ===> Epoch[3465](17321/5): Loss -0.7986, Sem 0.0204, dir -0.9854, norm 0.1664, swav 0.0000 LR: 7.360e-02 Score 99.318 Data time: 0.0466, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.7180 [2020-10-19 03:10:18,718][root][INFO] - ===> Epoch[3465](17322/5): Loss -0.8025, Sem 0.0235, dir -0.9843, norm 0.1582, swav 0.0000 LR: 7.360e-02 Score 99.250 Data time: 0.0633, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1593 [2020-10-19 03:10:20,870][root][INFO] - ===> Epoch[3465](17323/5): Loss -0.7970, Sem 0.0251, dir -0.9832, norm 0.1611, swav 0.0000 LR: 7.359e-02 Score 99.148 Data time: 0.0661, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0518 [2020-10-19 03:10:23,061][root][INFO] - ===> Epoch[3465](17324/5): Loss -0.7990, Sem 0.0218, dir -0.9839, norm 0.1631, swav 0.0000 LR: 7.359e-02 Score 99.262 Data time: 0.0631, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1110 [2020-10-19 03:10:25,200][root][INFO] - ===> Epoch[3465](17325/5): Loss -0.7888, Sem 0.0212, dir -0.9825, norm 0.1725, swav 0.0000 LR: 7.359e-02 Score 99.304 Data time: 0.0758, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0158 [2020-10-19 03:10:27,334][root][INFO] - ===> Epoch[3466](17326/5): Loss -0.8123, Sem 0.0202, dir -0.9846, norm 0.1521, swav 0.0000 LR: 7.359e-02 Score 99.341 Data time: 0.1067, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0229 [2020-10-19 03:10:29,822][root][INFO] - ===> Epoch[3466](17327/5): Loss -0.7934, Sem 0.0229, dir -0.9844, norm 0.1680, swav 0.0000 LR: 7.359e-02 Score 99.248 Data time: 0.1023, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.3775 [2020-10-19 03:10:31,774][root][INFO] - ===> Epoch[3466](17328/5): Loss -0.8100, Sem 0.0205, dir -0.9855, norm 0.1551, swav 0.0000 LR: 7.359e-02 Score 99.291 Data time: 0.0820, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.8108 [2020-10-19 03:10:33,681][root][INFO] - ===> Epoch[3466](17329/5): Loss -0.8006, Sem 0.0218, dir -0.9840, norm 0.1616, swav 0.0000 LR: 7.358e-02 Score 99.264 Data time: 0.0805, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.7943 [2020-10-19 03:10:35,810][root][INFO] - ===> Epoch[3466](17330/5): Loss -0.8168, Sem 0.0232, dir -0.9848, norm 0.1449, swav 0.0000 LR: 7.358e-02 Score 99.222 Data time: 0.1212, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0384 [2020-10-19 03:10:38,263][root][INFO] - ===> Epoch[3467](17331/5): Loss -0.7967, Sem 0.0224, dir -0.9836, norm 0.1645, swav 0.0000 LR: 7.358e-02 Score 99.255 Data time: 0.1340, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.3547 [2020-10-19 03:10:40,765][root][INFO] - ===> Epoch[3467](17332/5): Loss -0.7955, Sem 0.0202, dir -0.9840, norm 0.1683, swav 0.0000 LR: 7.358e-02 Score 99.334 Data time: 0.0797, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.3826 [2020-10-19 03:10:42,832][root][INFO] - ===> Epoch[3467](17333/5): Loss -0.8174, Sem 0.0210, dir -0.9853, norm 0.1469, swav 0.0000 LR: 7.358e-02 Score 99.298 Data time: 0.0667, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9574 [2020-10-19 03:10:45,136][root][INFO] - ===> Epoch[3467](17334/5): Loss -0.8000, Sem 0.0203, dir -0.9861, norm 0.1658, swav 0.0000 LR: 7.358e-02 Score 99.325 Data time: 0.0756, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.2173 [2020-10-19 03:10:47,115][root][INFO] - ===> Epoch[3467](17335/5): Loss -0.7963, Sem 0.0203, dir -0.9836, norm 0.1670, swav 0.0000 LR: 7.358e-02 Score 99.315 Data time: 0.1123, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.8793 [2020-10-19 03:10:49,674][root][INFO] - ===> Epoch[3468](17336/5): Loss -0.7923, Sem 0.0237, dir -0.9828, norm 0.1668, swav 0.0000 LR: 7.357e-02 Score 99.224 Data time: 0.0672, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.4572 [2020-10-19 03:10:51,530][root][INFO] - ===> Epoch[3468](17337/5): Loss -0.8007, Sem 0.0219, dir -0.9836, norm 0.1610, swav 0.0000 LR: 7.357e-02 Score 99.271 Data time: 0.0818, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.7591 [2020-10-19 03:10:53,561][root][INFO] - ===> Epoch[3468](17338/5): Loss -0.8159, Sem 0.0203, dir -0.9855, norm 0.1493, swav 0.0000 LR: 7.357e-02 Score 99.319 Data time: 0.3015, Forward time: 0.7732, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.9187 [2020-10-19 03:10:55,812][root][INFO] - ===> Epoch[3468](17339/5): Loss -0.7794, Sem 0.0246, dir -0.9819, norm 0.1779, swav 0.0000 LR: 7.357e-02 Score 99.194 Data time: 0.0853, Forward time: 0.7732, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.1489 [2020-10-19 03:10:58,464][root][INFO] - ===> Epoch[3468](17340/5): Loss -0.8088, Sem 0.0212, dir -0.9846, norm 0.1547, swav 0.0000 LR: 7.357e-02 Score 99.287 Data time: 0.0769, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.5375 [2020-10-19 03:11:00,538][root][INFO] - ===> Epoch[3469](17341/5): Loss -0.8303, Sem 0.0203, dir -0.9854, norm 0.1348, swav 0.0000 LR: 7.357e-02 Score 99.298 Data time: 0.0740, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9841 [2020-10-19 03:11:02,790][root][INFO] - ===> Epoch[3469](17342/5): Loss -0.8044, Sem 0.0203, dir -0.9842, norm 0.1595, swav 0.0000 LR: 7.356e-02 Score 99.329 Data time: 0.0570, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1692 [2020-10-19 03:11:04,731][root][INFO] - ===> Epoch[3469](17343/5): Loss -0.8180, Sem 0.0201, dir -0.9861, norm 0.1480, swav 0.0000 LR: 7.356e-02 Score 99.331 Data time: 0.0501, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.8610 [2020-10-19 03:11:06,915][root][INFO] - ===> Epoch[3469](17344/5): Loss -0.8036, Sem 0.0235, dir -0.9844, norm 0.1573, swav 0.0000 LR: 7.356e-02 Score 99.252 Data time: 0.0863, Forward time: 0.7732, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.0816 [2020-10-19 03:11:09,056][root][INFO] - ===> Epoch[3469](17345/5): Loss -0.8177, Sem 0.0226, dir -0.9839, norm 0.1437, swav 0.0000 LR: 7.356e-02 Score 99.222 Data time: 0.0892, Forward time: 0.7732, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.0113 [2020-10-19 03:11:11,174][root][INFO] - ===> Epoch[3470](17346/5): Loss -0.7993, Sem 0.0219, dir -0.9843, norm 0.1631, swav 0.0000 LR: 7.356e-02 Score 99.297 Data time: 0.0744, Forward time: 0.7732, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.0110 [2020-10-19 03:11:13,478][root][INFO] - ===> Epoch[3470](17347/5): Loss -0.8175, Sem 0.0208, dir -0.9860, norm 0.1478, swav 0.0000 LR: 7.356e-02 Score 99.310 Data time: 0.0518, Forward time: 0.7732, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.1907 [2020-10-19 03:11:16,042][root][INFO] - ===> Epoch[3470](17348/5): Loss -0.8026, Sem 0.0203, dir -0.9834, norm 0.1605, swav 0.0000 LR: 7.355e-02 Score 99.329 Data time: 0.0808, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.5091 [2020-10-19 03:11:18,254][root][INFO] - ===> Epoch[3470](17349/5): Loss -0.7925, Sem 0.0210, dir -0.9846, norm 0.1711, swav 0.0000 LR: 7.355e-02 Score 99.288 Data time: 0.0707, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1042 [2020-10-19 03:11:20,648][root][INFO] - ===> Epoch[3470](17350/5): Loss -0.8022, Sem 0.0223, dir -0.9849, norm 0.1603, swav 0.0000 LR: 7.355e-02 Score 99.282 Data time: 0.0947, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.2699 [2020-10-19 03:11:22,534][root][INFO] - ===> Epoch[3471](17351/5): Loss -0.8014, Sem 0.0227, dir -0.9827, norm 0.1587, swav 0.0000 LR: 7.355e-02 Score 99.210 Data time: 0.0654, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.7744 [2020-10-19 03:11:25,048][root][INFO] - ===> Epoch[3471](17352/5): Loss -0.8059, Sem 0.0198, dir -0.9840, norm 0.1582, swav 0.0000 LR: 7.355e-02 Score 99.357 Data time: 0.0677, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.4241 [2020-10-19 03:11:27,051][root][INFO] - ===> Epoch[3471](17353/5): Loss -0.8189, Sem 0.0210, dir -0.9861, norm 0.1462, swav 0.0000 LR: 7.355e-02 Score 99.285 Data time: 0.0841, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9014 [2020-10-19 03:11:29,293][root][INFO] - ===> Epoch[3471](17354/5): Loss -0.7950, Sem 0.0230, dir -0.9827, norm 0.1647, swav 0.0000 LR: 7.355e-02 Score 99.240 Data time: 0.0562, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1313 [2020-10-19 03:11:31,726][root][INFO] - ===> Epoch[3471](17355/5): Loss -0.7700, Sem 0.0243, dir -0.9810, norm 0.1867, swav 0.0000 LR: 7.354e-02 Score 99.208 Data time: 0.0833, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.3266 [2020-10-19 03:11:33,923][root][INFO] - ===> Epoch[3472](17356/5): Loss -0.8049, Sem 0.0203, dir -0.9848, norm 0.1595, swav 0.0000 LR: 7.354e-02 Score 99.324 Data time: 0.0993, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0675 [2020-10-19 03:11:36,150][root][INFO] - ===> Epoch[3472](17357/5): Loss -0.7998, Sem 0.0227, dir -0.9839, norm 0.1614, swav 0.0000 LR: 7.354e-02 Score 99.264 Data time: 0.1139, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1149 [2020-10-19 03:11:38,603][root][INFO] - ===> Epoch[3472](17358/5): Loss -0.8128, Sem 0.0210, dir -0.9853, norm 0.1515, swav 0.0000 LR: 7.354e-02 Score 99.303 Data time: 0.1092, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.3517 [2020-10-19 03:11:40,671][root][INFO] - ===> Epoch[3472](17359/5): Loss -0.8066, Sem 0.0226, dir -0.9834, norm 0.1542, swav 0.0000 LR: 7.354e-02 Score 99.229 Data time: 0.0658, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.9459 [2020-10-19 03:11:43,023][root][INFO] - ===> Epoch[3472](17360/5): Loss -0.7772, Sem 0.0208, dir -0.9818, norm 0.1838, swav 0.0000 LR: 7.354e-02 Score 99.296 Data time: 0.0858, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.2486 [2020-10-19 03:11:45,613][root][INFO] - ===> Epoch[3473](17361/5): Loss -0.8006, Sem 0.0224, dir -0.9834, norm 0.1604, swav 0.0000 LR: 7.353e-02 Score 99.239 Data time: 0.0770, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.4686 [2020-10-19 03:11:47,476][root][INFO] - ===> Epoch[3473](17362/5): Loss -0.7997, Sem 0.0236, dir -0.9850, norm 0.1618, swav 0.0000 LR: 7.353e-02 Score 99.208 Data time: 0.0877, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.7580 [2020-10-19 03:11:49,945][root][INFO] - ===> Epoch[3473](17363/5): Loss -0.7998, Sem 0.0196, dir -0.9843, norm 0.1649, swav 0.0000 LR: 7.353e-02 Score 99.357 Data time: 0.0997, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.3403 [2020-10-19 03:11:51,970][root][INFO] - ===> Epoch[3473](17364/5): Loss -0.8007, Sem 0.0216, dir -0.9836, norm 0.1613, swav 0.0000 LR: 7.353e-02 Score 99.265 Data time: 0.0801, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.8745 [2020-10-19 03:11:54,024][root][INFO] - ===> Epoch[3473](17365/5): Loss -0.8091, Sem 0.0192, dir -0.9846, norm 0.1563, swav 0.0000 LR: 7.353e-02 Score 99.358 Data time: 0.0850, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.9540 [2020-10-19 03:11:56,557][root][INFO] - ===> Epoch[3474](17366/5): Loss -0.8168, Sem 0.0224, dir -0.9844, norm 0.1453, swav 0.0000 LR: 7.353e-02 Score 99.241 Data time: 0.0662, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.4198 [2020-10-19 03:11:58,760][root][INFO] - ===> Epoch[3474](17367/5): Loss -0.8032, Sem 0.0211, dir -0.9840, norm 0.1597, swav 0.0000 LR: 7.353e-02 Score 99.298 Data time: 0.0778, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.0958 [2020-10-19 03:12:00,476][root][INFO] - ===> Epoch[3474](17368/5): Loss -0.8039, Sem 0.0239, dir -0.9838, norm 0.1560, swav 0.0000 LR: 7.352e-02 Score 99.199 Data time: 0.0649, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.6004 [2020-10-19 03:12:02,756][root][INFO] - ===> Epoch[3474](17369/5): Loss -0.8120, Sem 0.0210, dir -0.9849, norm 0.1519, swav 0.0000 LR: 7.352e-02 Score 99.277 Data time: 0.3027, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.1710 [2020-10-19 03:12:05,001][root][INFO] - ===> Epoch[3474](17370/5): Loss -0.8097, Sem 0.0208, dir -0.9840, norm 0.1534, swav 0.0000 LR: 7.352e-02 Score 99.307 Data time: 0.0874, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.1586 [2020-10-19 03:12:07,237][root][INFO] - ===> Epoch[3475](17371/5): Loss -0.7960, Sem 0.0260, dir -0.9830, norm 0.1609, swav 0.0000 LR: 7.352e-02 Score 99.165 Data time: 0.1077, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.1334 [2020-10-19 03:12:09,226][root][INFO] - ===> Epoch[3475](17372/5): Loss -0.8025, Sem 0.0234, dir -0.9831, norm 0.1572, swav 0.0000 LR: 7.352e-02 Score 99.219 Data time: 0.0970, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.8709 [2020-10-19 03:12:11,361][root][INFO] - ===> Epoch[3475](17373/5): Loss -0.8194, Sem 0.0203, dir -0.9861, norm 0.1464, swav 0.0000 LR: 7.352e-02 Score 99.304 Data time: 0.0895, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.0342 [2020-10-19 03:12:13,319][root][INFO] - ===> Epoch[3475](17374/5): Loss -0.8089, Sem 0.0222, dir -0.9843, norm 0.1532, swav 0.0000 LR: 7.351e-02 Score 99.243 Data time: 0.0596, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.8346 [2020-10-19 03:12:15,366][root][INFO] - ===> Epoch[3475](17375/5): Loss -0.8206, Sem 0.0190, dir -0.9844, norm 0.1448, swav 0.0000 LR: 7.351e-02 Score 99.363 Data time: 0.0525, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.9727 [2020-10-19 03:12:17,856][root][INFO] - ===> Epoch[3476](17376/5): Loss -0.7908, Sem 0.0224, dir -0.9833, norm 0.1701, swav 0.0000 LR: 7.351e-02 Score 99.255 Data time: 0.0792, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.4338 [2020-10-19 03:12:19,908][root][INFO] - ===> Epoch[3476](17377/5): Loss -0.8062, Sem 0.0211, dir -0.9854, norm 0.1581, swav 0.0000 LR: 7.351e-02 Score 99.276 Data time: 0.1145, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.9477 [2020-10-19 03:12:22,123][root][INFO] - ===> Epoch[3476](17378/5): Loss -0.8180, Sem 0.0205, dir -0.9844, norm 0.1459, swav 0.0000 LR: 7.351e-02 Score 99.314 Data time: 0.0741, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.1094 [2020-10-19 03:12:24,179][root][INFO] - ===> Epoch[3476](17379/5): Loss -0.8061, Sem 0.0220, dir -0.9843, norm 0.1562, swav 0.0000 LR: 7.351e-02 Score 99.263 Data time: 0.0660, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.9581 [2020-10-19 03:12:26,345][root][INFO] - ===> Epoch[3476](17380/5): Loss -0.8116, Sem 0.0227, dir -0.9835, norm 0.1492, swav 0.0000 LR: 7.351e-02 Score 99.241 Data time: 0.0831, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.0728 [2020-10-19 03:12:28,674][root][INFO] - ===> Epoch[3477](17381/5): Loss -0.8085, Sem 0.0205, dir -0.9848, norm 0.1558, swav 0.0000 LR: 7.350e-02 Score 99.305 Data time: 0.0702, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.1999 [2020-10-19 03:12:30,625][root][INFO] - ===> Epoch[3477](17382/5): Loss -0.8099, Sem 0.0228, dir -0.9845, norm 0.1517, swav 0.0000 LR: 7.350e-02 Score 99.230 Data time: 0.0795, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.8252 [2020-10-19 03:12:32,820][root][INFO] - ===> Epoch[3477](17383/5): Loss -0.8029, Sem 0.0202, dir -0.9846, norm 0.1615, swav 0.0000 LR: 7.350e-02 Score 99.314 Data time: 0.0676, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.0937 [2020-10-19 03:12:34,835][root][INFO] - ===> Epoch[3477](17384/5): Loss -0.8074, Sem 0.0228, dir -0.9835, norm 0.1533, swav 0.0000 LR: 7.350e-02 Score 99.224 Data time: 0.0761, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.9421 [2020-10-19 03:12:37,434][root][INFO] - ===> Epoch[3477](17385/5): Loss -0.8054, Sem 0.0222, dir -0.9841, norm 0.1565, swav 0.0000 LR: 7.350e-02 Score 99.262 Data time: 0.0814, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.5022 [2020-10-19 03:12:39,806][root][INFO] - ===> Epoch[3478](17386/5): Loss -0.8116, Sem 0.0207, dir -0.9842, norm 0.1519, swav 0.0000 LR: 7.350e-02 Score 99.313 Data time: 0.0625, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.2305 [2020-10-19 03:12:41,913][root][INFO] - ===> Epoch[3478](17387/5): Loss -0.8126, Sem 0.0225, dir -0.9841, norm 0.1491, swav 0.0000 LR: 7.349e-02 Score 99.245 Data time: 0.0794, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.0158 [2020-10-19 03:12:44,515][root][INFO] - ===> Epoch[3478](17388/5): Loss -0.8081, Sem 0.0218, dir -0.9846, norm 0.1547, swav 0.0000 LR: 7.349e-02 Score 99.264 Data time: 0.0730, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.4936 [2020-10-19 03:12:46,659][root][INFO] - ===> Epoch[3478](17389/5): Loss -0.8106, Sem 0.0198, dir -0.9861, norm 0.1557, swav 0.0000 LR: 7.349e-02 Score 99.341 Data time: 0.0839, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.0477 [2020-10-19 03:12:48,818][root][INFO] - ===> Epoch[3478](17390/5): Loss -0.8140, Sem 0.0192, dir -0.9856, norm 0.1524, swav 0.0000 LR: 7.349e-02 Score 99.350 Data time: 0.0880, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.0205 [2020-10-19 03:12:51,164][root][INFO] - ===> Epoch[3479](17391/5): Loss -0.8138, Sem 0.0230, dir -0.9844, norm 0.1477, swav 0.0000 LR: 7.349e-02 Score 99.220 Data time: 0.0845, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.2224 [2020-10-19 03:12:53,579][root][INFO] - ===> Epoch[3479](17392/5): Loss -0.8034, Sem 0.0203, dir -0.9833, norm 0.1595, swav 0.0000 LR: 7.349e-02 Score 99.325 Data time: 0.0825, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.2987 [2020-10-19 03:12:55,631][root][INFO] - ===> Epoch[3479](17393/5): Loss -0.8030, Sem 0.0206, dir -0.9850, norm 0.1613, swav 0.0000 LR: 7.349e-02 Score 99.315 Data time: 0.0754, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.9305 [2020-10-19 03:12:57,625][root][INFO] - ===> Epoch[3479](17394/5): Loss -0.8077, Sem 0.0213, dir -0.9844, norm 0.1554, swav 0.0000 LR: 7.348e-02 Score 99.283 Data time: 0.0741, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.8995 [2020-10-19 03:12:59,768][root][INFO] - ===> Epoch[3479](17395/5): Loss -0.8106, Sem 0.0236, dir -0.9835, norm 0.1493, swav 0.0000 LR: 7.348e-02 Score 99.202 Data time: 0.0678, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.0377 [2020-10-19 03:13:02,072][root][INFO] - ===> Epoch[3480](17396/5): Loss -0.8140, Sem 0.0209, dir -0.9844, norm 0.1495, swav 0.0000 LR: 7.348e-02 Score 99.288 Data time: 0.0554, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.2214 [2020-10-19 03:13:04,498][root][INFO] - ===> Epoch[3480](17397/5): Loss -0.8048, Sem 0.0208, dir -0.9838, norm 0.1582, swav 0.0000 LR: 7.348e-02 Score 99.298 Data time: 0.0681, Forward time: 0.7732, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.3257 [2020-10-19 03:13:07,067][root][INFO] - ===> Epoch[3480](17398/5): Loss -0.7956, Sem 0.0217, dir -0.9845, norm 0.1672, swav 0.0000 LR: 7.348e-02 Score 99.314 Data time: 0.0836, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.4889 [2020-10-19 03:13:09,265][root][INFO] - ===> Epoch[3480](17399/5): Loss -0.7977, Sem 0.0224, dir -0.9828, norm 0.1627, swav 0.0000 LR: 7.348e-02 Score 99.273 Data time: 0.1056, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.0844 [2020-10-19 03:13:11,277][root][INFO] - ===> Epoch[3480](17400/5): Loss -0.8123, Sem 0.0212, dir -0.9848, norm 0.1513, swav 0.0000 LR: 7.347e-02 Score 99.291 Data time: 0.0613, Forward time: 0.7732, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.9050 [2020-10-19 03:13:12,408][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 03:13:12,584][root][INFO] - ===> Start testing [2020-10-19 03:13:50,734][root][INFO] - 68/68: Data time: 0.0019, Iter time: 0.0941 Loss 0.449 (AVG: 0.538) Score 89.817 (AVG: 90.143) mIOU 70.112 mAP 84.960 mAcc 77.272 IOU: 62.122 0.415 80.381 73.211 93.049 91.051 33.894 79.135 96.261 76.198 81.011 85.694 59.037 mAP: 82.507 20.822 94.219 86.876 98.650 98.455 57.972 96.339 99.688 89.107 93.411 95.110 91.329 mAcc: 78.006 2.917 85.339 81.638 95.333 97.251 38.638 94.611 97.549 83.790 89.614 96.019 63.837 [2020-10-19 03:13:50,735][root][INFO] - Finished test. Elapsed time: 38.1488 [2020-10-19 03:13:53,628][root][INFO] - [2020-10-19 03:13:53,628][root][INFO] - ################################################################ [2020-10-19 03:13:53,628][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 03:13:53,628][root][INFO] - ################################################################ [2020-10-19 03:13:53,628][root][INFO] - clutter : nan nan nan [2020-10-19 03:13:53,628][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 03:13:53,628][root][INFO] - board : 0.757 0.881 0.901 [2020-10-19 03:13:53,628][root][INFO] - bookcase : 0.224 0.342 0.499 [2020-10-19 03:13:53,628][root][INFO] - ceiling : 0.540 0.585 0.666 [2020-10-19 03:13:53,628][root][INFO] - chair : 0.834 0.917 0.922 [2020-10-19 03:13:53,628][root][INFO] - column : 0.236 0.356 0.400 [2020-10-19 03:13:53,628][root][INFO] - door : 0.636 0.812 0.901 [2020-10-19 03:13:53,628][root][INFO] - floor : 0.765 0.814 0.844 [2020-10-19 03:13:53,628][root][INFO] - sofa : 0.465 0.818 0.818 [2020-10-19 03:13:53,628][root][INFO] - table : 0.152 0.350 0.629 [2020-10-19 03:13:53,628][root][INFO] - wall : 0.514 0.714 0.824 [2020-10-19 03:13:53,628][root][INFO] - window : 0.426 0.639 0.747 [2020-10-19 03:13:53,628][root][INFO] - ---------------------------------------------------------------- [2020-10-19 03:13:53,629][root][INFO] - average : 0.462 0.602 0.679 [2020-10-19 03:13:53,629][root][INFO] - [2020-10-19 03:13:53,768][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 03:13:53,769][root][INFO] - Current best mIoU: 70.645 at iter 17000 [2020-10-19 03:13:55,402][root][INFO] - ===> Epoch[3481](17401/5): Loss -0.8135, Sem 0.0204, dir -0.9843, norm 0.1503, swav 0.0000 LR: 7.347e-02 Score 99.305 Data time: 0.0571, Forward time: 0.7732, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.6284 [2020-10-19 03:13:57,520][root][INFO] - ===> Epoch[3481](17402/5): Loss -0.8012, Sem 0.0230, dir -0.9832, norm 0.1590, swav 0.0000 LR: 7.347e-02 Score 99.224 Data time: 0.0594, Forward time: 0.7732, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.0118 [2020-10-19 03:13:59,667][root][INFO] - ===> Epoch[3481](17403/5): Loss -0.8180, Sem 0.0200, dir -0.9849, norm 0.1469, swav 0.0000 LR: 7.347e-02 Score 99.325 Data time: 0.0661, Forward time: 0.7732, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.0646 [2020-10-19 03:14:01,796][root][INFO] - ===> Epoch[3481](17404/5): Loss -0.8107, Sem 0.0196, dir -0.9864, norm 0.1561, swav 0.0000 LR: 7.347e-02 Score 99.339 Data time: 0.0781, Forward time: 0.7732, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.0269 [2020-10-19 03:14:04,243][root][INFO] - ===> Epoch[3481](17405/5): Loss -0.8112, Sem 0.0212, dir -0.9835, norm 0.1512, swav 0.0000 LR: 7.347e-02 Score 99.284 Data time: 0.1018, Forward time: 0.7732, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.3235 [2020-10-19 03:14:06,253][root][INFO] - ===> Epoch[3482](17406/5): Loss -0.8128, Sem 0.0207, dir -0.9841, norm 0.1506, swav 0.0000 LR: 7.346e-02 Score 99.297 Data time: 0.2986, Forward time: 0.7732, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.8863 [2020-10-19 03:14:09,514][root][INFO] - ===> Epoch[3482](17407/5): Loss -0.8073, Sem 0.0205, dir -0.9859, norm 0.1581, swav 0.0000 LR: 7.346e-02 Score 99.311 Data time: 0.2381, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 3.1634 [2020-10-19 03:14:11,782][root][INFO] - ===> Epoch[3482](17408/5): Loss -0.7920, Sem 0.0216, dir -0.9849, norm 0.1713, swav 0.0000 LR: 7.346e-02 Score 99.284 Data time: 0.0747, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.1246 [2020-10-19 03:14:14,214][root][INFO] - ===> Epoch[3482](17409/5): Loss -0.8090, Sem 0.0201, dir -0.9848, norm 0.1556, swav 0.0000 LR: 7.346e-02 Score 99.312 Data time: 0.0632, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.3098 [2020-10-19 03:14:16,833][root][INFO] - ===> Epoch[3482](17410/5): Loss -0.8069, Sem 0.0217, dir -0.9839, norm 0.1553, swav 0.0000 LR: 7.346e-02 Score 99.283 Data time: 0.0639, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.5378 [2020-10-19 03:14:18,731][root][INFO] - ===> Epoch[3483](17411/5): Loss -0.8142, Sem 0.0226, dir -0.9843, norm 0.1474, swav 0.0000 LR: 7.346e-02 Score 99.252 Data time: 0.0646, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.7978 [2020-10-19 03:14:21,064][root][INFO] - ===> Epoch[3483](17412/5): Loss -0.8101, Sem 0.0205, dir -0.9842, norm 0.1536, swav 0.0000 LR: 7.346e-02 Score 99.306 Data time: 0.0442, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.2334 [2020-10-19 03:14:23,849][root][INFO] - ===> Epoch[3483](17413/5): Loss -0.8070, Sem 0.0217, dir -0.9847, norm 0.1559, swav 0.0000 LR: 7.345e-02 Score 99.276 Data time: 0.0690, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.6960 [2020-10-19 03:14:26,077][root][INFO] - ===> Epoch[3483](17414/5): Loss -0.8144, Sem 0.0200, dir -0.9846, norm 0.1503, swav 0.0000 LR: 7.345e-02 Score 99.323 Data time: 0.0739, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1339 [2020-10-19 03:14:28,111][root][INFO] - ===> Epoch[3483](17415/5): Loss -0.8057, Sem 0.0215, dir -0.9828, norm 0.1556, swav 0.0000 LR: 7.345e-02 Score 99.275 Data time: 0.0926, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9346 [2020-10-19 03:14:30,556][root][INFO] - ===> Epoch[3484](17416/5): Loss -0.7825, Sem 0.0200, dir -0.9832, norm 0.1806, swav 0.0000 LR: 7.345e-02 Score 99.335 Data time: 0.0765, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.3420 [2020-10-19 03:14:32,680][root][INFO] - ===> Epoch[3484](17417/5): Loss -0.7927, Sem 0.0201, dir -0.9847, norm 0.1719, swav 0.0000 LR: 7.345e-02 Score 99.336 Data time: 0.0599, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0142 [2020-10-19 03:14:34,992][root][INFO] - ===> Epoch[3484](17418/5): Loss -0.7981, Sem 0.0206, dir -0.9829, norm 0.1642, swav 0.0000 LR: 7.345e-02 Score 99.310 Data time: 0.0628, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.2210 [2020-10-19 03:14:36,825][root][INFO] - ===> Epoch[3484](17419/5): Loss -0.8077, Sem 0.0209, dir -0.9840, norm 0.1555, swav 0.0000 LR: 7.344e-02 Score 99.283 Data time: 0.0754, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.7254 [2020-10-19 03:14:38,710][root][INFO] - ===> Epoch[3484](17420/5): Loss -0.7877, Sem 0.0214, dir -0.9828, norm 0.1737, swav 0.0000 LR: 7.344e-02 Score 99.278 Data time: 0.0853, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.7759 [2020-10-19 03:14:41,198][root][INFO] - ===> Epoch[3485](17421/5): Loss -0.7895, Sem 0.0233, dir -0.9810, norm 0.1681, swav 0.0000 LR: 7.344e-02 Score 99.209 Data time: 0.0745, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.3812 [2020-10-19 03:14:43,228][root][INFO] - ===> Epoch[3485](17422/5): Loss -0.7761, Sem 0.0211, dir -0.9829, norm 0.1857, swav 0.0000 LR: 7.344e-02 Score 99.316 Data time: 0.0700, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9321 [2020-10-19 03:14:45,630][root][INFO] - ===> Epoch[3485](17423/5): Loss -0.8015, Sem 0.0205, dir -0.9845, norm 0.1625, swav 0.0000 LR: 7.344e-02 Score 99.326 Data time: 0.0673, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.3160 [2020-10-19 03:14:47,898][root][INFO] - ===> Epoch[3485](17424/5): Loss -0.7990, Sem 0.0199, dir -0.9840, norm 0.1651, swav 0.0000 LR: 7.344e-02 Score 99.328 Data time: 0.0808, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1500 [2020-10-19 03:14:50,001][root][INFO] - ===> Epoch[3485](17425/5): Loss -0.7854, Sem 0.0244, dir -0.9839, norm 0.1741, swav 0.0000 LR: 7.344e-02 Score 99.236 Data time: 0.0890, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0066 [2020-10-19 03:14:52,517][root][INFO] - ===> Epoch[3486](17426/5): Loss -0.7638, Sem 0.0216, dir -0.9816, norm 0.1962, swav 0.0000 LR: 7.343e-02 Score 99.291 Data time: 0.0624, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.3883 [2020-10-19 03:14:54,813][root][INFO] - ===> Epoch[3486](17427/5): Loss -0.7628, Sem 0.0231, dir -0.9826, norm 0.1966, swav 0.0000 LR: 7.343e-02 Score 99.225 Data time: 0.0736, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.2116 [2020-10-19 03:14:56,623][root][INFO] - ===> Epoch[3486](17428/5): Loss -0.8036, Sem 0.0227, dir -0.9836, norm 0.1573, swav 0.0000 LR: 7.343e-02 Score 99.228 Data time: 0.0742, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.6888 [2020-10-19 03:14:58,701][root][INFO] - ===> Epoch[3486](17429/5): Loss -0.7786, Sem 0.0237, dir -0.9817, norm 0.1794, swav 0.0000 LR: 7.343e-02 Score 99.202 Data time: 0.0691, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9913 [2020-10-19 03:15:00,624][root][INFO] - ===> Epoch[3486](17430/5): Loss -0.7955, Sem 0.0228, dir -0.9837, norm 0.1655, swav 0.0000 LR: 7.343e-02 Score 99.223 Data time: 0.0812, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.7964 [2020-10-19 03:15:03,649][root][INFO] - ===> Epoch[3487](17431/5): Loss -0.7928, Sem 0.0199, dir -0.9830, norm 0.1703, swav 0.0000 LR: 7.343e-02 Score 99.332 Data time: 0.0890, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.9147 [2020-10-19 03:15:06,048][root][INFO] - ===> Epoch[3487](17432/5): Loss -0.7897, Sem 0.0196, dir -0.9850, norm 0.1757, swav 0.0000 LR: 7.342e-02 Score 99.336 Data time: 0.0834, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.2766 [2020-10-19 03:15:08,152][root][INFO] - ===> Epoch[3487](17433/5): Loss -0.7928, Sem 0.0212, dir -0.9834, norm 0.1694, swav 0.0000 LR: 7.342e-02 Score 99.305 Data time: 0.1251, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9897 [2020-10-19 03:15:10,497][root][INFO] - ===> Epoch[3487](17434/5): Loss -0.7931, Sem 0.0196, dir -0.9822, norm 0.1694, swav 0.0000 LR: 7.342e-02 Score 99.325 Data time: 0.0967, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.2443 [2020-10-19 03:15:12,807][root][INFO] - ===> Epoch[3487](17435/5): Loss -0.8078, Sem 0.0206, dir -0.9844, norm 0.1560, swav 0.0000 LR: 7.342e-02 Score 99.300 Data time: 0.2578, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1978 [2020-10-19 03:15:15,607][root][INFO] - ===> Epoch[3488](17436/5): Loss -0.7898, Sem 0.0228, dir -0.9841, norm 0.1716, swav 0.0000 LR: 7.342e-02 Score 99.274 Data time: 0.4264, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.6981 [2020-10-19 03:15:17,977][root][INFO] - ===> Epoch[3488](17437/5): Loss -0.7866, Sem 0.0232, dir -0.9824, norm 0.1726, swav 0.0000 LR: 7.342e-02 Score 99.234 Data time: 0.0906, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.2697 [2020-10-19 03:15:19,952][root][INFO] - ===> Epoch[3488](17438/5): Loss -0.8140, Sem 0.0210, dir -0.9852, norm 0.1502, swav 0.0000 LR: 7.342e-02 Score 99.288 Data time: 0.0476, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9049 [2020-10-19 03:15:22,217][root][INFO] - ===> Epoch[3488](17439/5): Loss -0.7930, Sem 0.0212, dir -0.9846, norm 0.1704, swav 0.0000 LR: 7.341e-02 Score 99.307 Data time: 0.0857, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.2057 [2020-10-19 03:15:24,501][root][INFO] - ===> Epoch[3488](17440/5): Loss -0.7929, Sem 0.0225, dir -0.9831, norm 0.1677, swav 0.0000 LR: 7.341e-02 Score 99.239 Data time: 0.0816, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1940 [2020-10-19 03:15:26,883][root][INFO] - ===> Epoch[3489](17441/5): Loss -0.8088, Sem 0.0204, dir -0.9841, norm 0.1550, swav 0.0000 LR: 7.341e-02 Score 99.321 Data time: 0.1855, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.2884 [2020-10-19 03:15:29,145][root][INFO] - ===> Epoch[3489](17442/5): Loss -0.7659, Sem 0.0237, dir -0.9816, norm 0.1920, swav 0.0000 LR: 7.341e-02 Score 99.202 Data time: 0.0916, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1560 [2020-10-19 03:15:31,297][root][INFO] - ===> Epoch[3489](17443/5): Loss -0.8065, Sem 0.0204, dir -0.9836, norm 0.1566, swav 0.0000 LR: 7.341e-02 Score 99.325 Data time: 0.0742, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0557 [2020-10-19 03:15:33,196][root][INFO] - ===> Epoch[3489](17444/5): Loss -0.7984, Sem 0.0229, dir -0.9836, norm 0.1622, swav 0.0000 LR: 7.341e-02 Score 99.218 Data time: 0.0671, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.7950 [2020-10-19 03:15:35,338][root][INFO] - ===> Epoch[3489](17445/5): Loss -0.7986, Sem 0.0197, dir -0.9835, norm 0.1652, swav 0.0000 LR: 7.340e-02 Score 99.345 Data time: 0.0620, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0463 [2020-10-19 03:15:37,552][root][INFO] - ===> Epoch[3490](17446/5): Loss -0.7912, Sem 0.0210, dir -0.9841, norm 0.1719, swav 0.0000 LR: 7.340e-02 Score 99.294 Data time: 0.4343, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1298 [2020-10-19 03:15:40,005][root][INFO] - ===> Epoch[3490](17447/5): Loss -0.7762, Sem 0.0285, dir -0.9808, norm 0.1760, swav 0.0000 LR: 7.340e-02 Score 99.052 Data time: 0.1196, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.3486 [2020-10-19 03:15:42,090][root][INFO] - ===> Epoch[3490](17448/5): Loss -0.7918, Sem 0.0238, dir -0.9839, norm 0.1682, swav 0.0000 LR: 7.340e-02 Score 99.204 Data time: 0.0729, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9851 [2020-10-19 03:15:44,393][root][INFO] - ===> Epoch[3490](17449/5): Loss -0.7975, Sem 0.0199, dir -0.9841, norm 0.1667, swav 0.0000 LR: 7.340e-02 Score 99.320 Data time: 0.0641, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.2070 [2020-10-19 03:15:46,648][root][INFO] - ===> Epoch[3490](17450/5): Loss -0.7918, Sem 0.0238, dir -0.9836, norm 0.1680, swav 0.0000 LR: 7.340e-02 Score 99.211 Data time: 0.0638, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1557 [2020-10-19 03:15:48,958][root][INFO] - ===> Epoch[3491](17451/5): Loss -0.7970, Sem 0.0249, dir -0.9840, norm 0.1621, swav 0.0000 LR: 7.340e-02 Score 99.214 Data time: 0.0794, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.2070 [2020-10-19 03:15:51,077][root][INFO] - ===> Epoch[3491](17452/5): Loss -0.7878, Sem 0.0216, dir -0.9827, norm 0.1733, swav 0.0000 LR: 7.339e-02 Score 99.292 Data time: 0.0862, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9393 [2020-10-19 03:15:53,661][root][INFO] - ===> Epoch[3491](17453/5): Loss -0.7904, Sem 0.0218, dir -0.9846, norm 0.1725, swav 0.0000 LR: 7.339e-02 Score 99.284 Data time: 0.1404, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.4845 [2020-10-19 03:15:55,882][root][INFO] - ===> Epoch[3491](17454/5): Loss -0.7846, Sem 0.0275, dir -0.9850, norm 0.1729, swav 0.0000 LR: 7.339e-02 Score 99.181 Data time: 0.0928, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1196 [2020-10-19 03:15:57,818][root][INFO] - ===> Epoch[3491](17455/5): Loss -0.8043, Sem 0.0227, dir -0.9834, norm 0.1564, swav 0.0000 LR: 7.339e-02 Score 99.230 Data time: 0.0665, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.8230 [2020-10-19 03:16:00,416][root][INFO] - ===> Epoch[3492](17456/5): Loss -0.7953, Sem 0.0220, dir -0.9832, norm 0.1658, swav 0.0000 LR: 7.339e-02 Score 99.260 Data time: 0.0940, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.4982 [2020-10-19 03:16:02,652][root][INFO] - ===> Epoch[3492](17457/5): Loss -0.7837, Sem 0.0215, dir -0.9830, norm 0.1779, swav 0.0000 LR: 7.339e-02 Score 99.285 Data time: 0.1196, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1209 [2020-10-19 03:16:04,999][root][INFO] - ===> Epoch[3492](17458/5): Loss -0.7968, Sem 0.0216, dir -0.9825, norm 0.1640, swav 0.0000 LR: 7.338e-02 Score 99.278 Data time: 0.0817, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.2475 [2020-10-19 03:16:07,001][root][INFO] - ===> Epoch[3492](17459/5): Loss -0.8148, Sem 0.0213, dir -0.9859, norm 0.1499, swav 0.0000 LR: 7.338e-02 Score 99.288 Data time: 0.0779, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.8916 [2020-10-19 03:16:09,400][root][INFO] - ===> Epoch[3492](17460/5): Loss -0.7978, Sem 0.0210, dir -0.9841, norm 0.1653, swav 0.0000 LR: 7.338e-02 Score 99.296 Data time: 0.0672, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.3161 [2020-10-19 03:16:11,239][root][INFO] - ===> Epoch[3493](17461/5): Loss -0.8045, Sem 0.0197, dir -0.9847, norm 0.1604, swav 0.0000 LR: 7.338e-02 Score 99.338 Data time: 0.0666, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.7552 [2020-10-19 03:16:13,973][root][INFO] - ===> Epoch[3493](17462/5): Loss -0.8057, Sem 0.0205, dir -0.9848, norm 0.1586, swav 0.0000 LR: 7.338e-02 Score 99.320 Data time: 0.0606, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.6284 [2020-10-19 03:16:16,912][root][INFO] - ===> Epoch[3493](17463/5): Loss -0.8065, Sem 0.0232, dir -0.9833, norm 0.1537, swav 0.0000 LR: 7.338e-02 Score 99.218 Data time: 0.0710, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.8476 [2020-10-19 03:16:19,369][root][INFO] - ===> Epoch[3493](17464/5): Loss -0.7663, Sem 0.0247, dir -0.9809, norm 0.1899, swav 0.0000 LR: 7.337e-02 Score 99.174 Data time: 0.0755, Forward time: 0.7733, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.3540 [2020-10-19 03:16:21,726][root][INFO] - ===> Epoch[3493](17465/5): Loss -0.7991, Sem 0.0212, dir -0.9845, norm 0.1643, swav 0.0000 LR: 7.337e-02 Score 99.296 Data time: 0.0841, Forward time: 0.7733, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.2241 [2020-10-19 03:16:23,735][root][INFO] - ===> Epoch[3494](17466/5): Loss -0.7925, Sem 0.0225, dir -0.9842, norm 0.1692, swav 0.0000 LR: 7.337e-02 Score 99.235 Data time: 0.0603, Forward time: 0.7733, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.8741 [2020-10-19 03:16:25,691][root][INFO] - ===> Epoch[3494](17467/5): Loss -0.8064, Sem 0.0214, dir -0.9853, norm 0.1574, swav 0.0000 LR: 7.337e-02 Score 99.273 Data time: 0.0641, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.8606 [2020-10-19 03:16:27,583][root][INFO] - ===> Epoch[3494](17468/5): Loss -0.7990, Sem 0.0221, dir -0.9829, norm 0.1618, swav 0.0000 LR: 7.337e-02 Score 99.245 Data time: 0.0637, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.7844 [2020-10-19 03:16:30,055][root][INFO] - ===> Epoch[3494](17469/5): Loss -0.8049, Sem 0.0208, dir -0.9845, norm 0.1587, swav 0.0000 LR: 7.337e-02 Score 99.299 Data time: 0.0454, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.3686 [2020-10-19 03:16:32,054][root][INFO] - ===> Epoch[3494](17470/5): Loss -0.7912, Sem 0.0216, dir -0.9837, norm 0.1709, swav 0.0000 LR: 7.337e-02 Score 99.280 Data time: 0.0750, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9013 [2020-10-19 03:16:33,989][root][INFO] - ===> Epoch[3495](17471/5): Loss -0.7973, Sem 0.0231, dir -0.9850, norm 0.1645, swav 0.0000 LR: 7.336e-02 Score 99.253 Data time: 0.0745, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.8205 [2020-10-19 03:16:36,100][root][INFO] - ===> Epoch[3495](17472/5): Loss -0.7902, Sem 0.0211, dir -0.9828, norm 0.1716, swav 0.0000 LR: 7.336e-02 Score 99.282 Data time: 0.1960, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0079 [2020-10-19 03:16:38,437][root][INFO] - ===> Epoch[3495](17473/5): Loss -0.8070, Sem 0.0223, dir -0.9836, norm 0.1543, swav 0.0000 LR: 7.336e-02 Score 99.248 Data time: 0.0847, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.2046 [2020-10-19 03:16:40,623][root][INFO] - ===> Epoch[3495](17474/5): Loss -0.7857, Sem 0.0205, dir -0.9842, norm 0.1780, swav 0.0000 LR: 7.336e-02 Score 99.315 Data time: 0.0767, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0538 [2020-10-19 03:16:42,757][root][INFO] - ===> Epoch[3495](17475/5): Loss -0.7936, Sem 0.0218, dir -0.9839, norm 0.1685, swav 0.0000 LR: 7.336e-02 Score 99.274 Data time: 0.0591, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0104 [2020-10-19 03:16:44,842][root][INFO] - ===> Epoch[3496](17476/5): Loss -0.7861, Sem 0.0205, dir -0.9854, norm 0.1788, swav 0.0000 LR: 7.336e-02 Score 99.301 Data time: 0.0708, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9867 [2020-10-19 03:16:46,998][root][INFO] - ===> Epoch[3496](17477/5): Loss -0.7978, Sem 0.0237, dir -0.9828, norm 0.1613, swav 0.0000 LR: 7.335e-02 Score 99.231 Data time: 0.1504, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0555 [2020-10-19 03:16:49,135][root][INFO] - ===> Epoch[3496](17478/5): Loss -0.8091, Sem 0.0196, dir -0.9852, norm 0.1565, swav 0.0000 LR: 7.335e-02 Score 99.340 Data time: 0.0691, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0265 [2020-10-19 03:16:51,035][root][INFO] - ===> Epoch[3496](17479/5): Loss -0.8077, Sem 0.0213, dir -0.9843, norm 0.1552, swav 0.0000 LR: 7.335e-02 Score 99.284 Data time: 0.0677, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.7835 [2020-10-19 03:16:53,248][root][INFO] - ===> Epoch[3496](17480/5): Loss -0.7962, Sem 0.0223, dir -0.9844, norm 0.1660, swav 0.0000 LR: 7.335e-02 Score 99.242 Data time: 0.1001, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1190 [2020-10-19 03:16:55,756][root][INFO] - ===> Epoch[3497](17481/5): Loss -0.7952, Sem 0.0205, dir -0.9845, norm 0.1688, swav 0.0000 LR: 7.335e-02 Score 99.321 Data time: 0.0482, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.3819 [2020-10-19 03:16:57,945][root][INFO] - ===> Epoch[3497](17482/5): Loss -0.8012, Sem 0.0224, dir -0.9842, norm 0.1606, swav 0.0000 LR: 7.335e-02 Score 99.261 Data time: 0.0851, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1007 [2020-10-19 03:17:00,369][root][INFO] - ===> Epoch[3497](17483/5): Loss -0.8061, Sem 0.0227, dir -0.9828, norm 0.1541, swav 0.0000 LR: 7.335e-02 Score 99.230 Data time: 0.0933, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.3274 [2020-10-19 03:17:02,353][root][INFO] - ===> Epoch[3497](17484/5): Loss -0.7945, Sem 0.0228, dir -0.9846, norm 0.1673, swav 0.0000 LR: 7.334e-02 Score 99.223 Data time: 0.0811, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9196 [2020-10-19 03:17:04,490][root][INFO] - ===> Epoch[3497](17485/5): Loss -0.8159, Sem 0.0208, dir -0.9848, norm 0.1480, swav 0.0000 LR: 7.334e-02 Score 99.294 Data time: 0.0690, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0225 [2020-10-19 03:17:06,665][root][INFO] - ===> Epoch[3498](17486/5): Loss -0.8074, Sem 0.0214, dir -0.9853, norm 0.1565, swav 0.0000 LR: 7.334e-02 Score 99.282 Data time: 0.0641, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0979 [2020-10-19 03:17:08,875][root][INFO] - ===> Epoch[3498](17487/5): Loss -0.8116, Sem 0.0212, dir -0.9844, norm 0.1515, swav 0.0000 LR: 7.334e-02 Score 99.273 Data time: 0.0525, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1405 [2020-10-19 03:17:11,083][root][INFO] - ===> Epoch[3498](17488/5): Loss -0.8129, Sem 0.0201, dir -0.9839, norm 0.1509, swav 0.0000 LR: 7.334e-02 Score 99.328 Data time: 0.0771, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1315 [2020-10-19 03:17:13,244][root][INFO] - ===> Epoch[3498](17489/5): Loss -0.8095, Sem 0.0206, dir -0.9849, norm 0.1549, swav 0.0000 LR: 7.334e-02 Score 99.292 Data time: 0.0832, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0638 [2020-10-19 03:17:15,421][root][INFO] - ===> Epoch[3498](17490/5): Loss -0.8085, Sem 0.0214, dir -0.9858, norm 0.1558, swav 0.0000 LR: 7.333e-02 Score 99.283 Data time: 0.0754, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0645 [2020-10-19 03:17:17,265][root][INFO] - ===> Epoch[3499](17491/5): Loss -0.8298, Sem 0.0209, dir -0.9849, norm 0.1342, swav 0.0000 LR: 7.333e-02 Score 99.276 Data time: 0.0699, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.7404 [2020-10-19 03:17:19,185][root][INFO] - ===> Epoch[3499](17492/5): Loss -0.7960, Sem 0.0242, dir -0.9838, norm 0.1636, swav 0.0000 LR: 7.333e-02 Score 99.199 Data time: 0.0724, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.8433 [2020-10-19 03:17:21,660][root][INFO] - ===> Epoch[3499](17493/5): Loss -0.7957, Sem 0.0218, dir -0.9827, norm 0.1653, swav 0.0000 LR: 7.333e-02 Score 99.281 Data time: 0.2044, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.3862 [2020-10-19 03:17:23,720][root][INFO] - ===> Epoch[3499](17494/5): Loss -0.8229, Sem 0.0202, dir -0.9848, norm 0.1417, swav 0.0000 LR: 7.333e-02 Score 99.314 Data time: 0.0832, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9678 [2020-10-19 03:17:25,893][root][INFO] - ===> Epoch[3499](17495/5): Loss -0.8145, Sem 0.0183, dir -0.9851, norm 0.1523, swav 0.0000 LR: 7.333e-02 Score 99.397 Data time: 0.0877, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0837 [2020-10-19 03:17:28,639][root][INFO] - ===> Epoch[3500](17496/5): Loss -0.7746, Sem 0.0228, dir -0.9820, norm 0.1845, swav 0.0000 LR: 7.333e-02 Score 99.242 Data time: 0.1138, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.6627 [2020-10-19 03:17:30,680][root][INFO] - ===> Epoch[3500](17497/5): Loss -0.8017, Sem 0.0238, dir -0.9831, norm 0.1576, swav 0.0000 LR: 7.332e-02 Score 99.196 Data time: 0.0794, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9752 [2020-10-19 03:17:33,000][root][INFO] - ===> Epoch[3500](17498/5): Loss -0.8218, Sem 0.0204, dir -0.9859, norm 0.1437, swav 0.0000 LR: 7.332e-02 Score 99.296 Data time: 0.1156, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.2119 [2020-10-19 03:17:35,558][root][INFO] - ===> Epoch[3500](17499/5): Loss -0.7907, Sem 0.0218, dir -0.9830, norm 0.1705, swav 0.0000 LR: 7.332e-02 Score 99.302 Data time: 0.1030, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.4905 [2020-10-19 03:17:37,470][root][INFO] - ===> Epoch[3500](17500/5): Loss -0.8165, Sem 0.0218, dir -0.9848, norm 0.1464, swav 0.0000 LR: 7.332e-02 Score 99.259 Data time: 0.0633, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.7999 [2020-10-19 03:17:38,354][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 03:17:40,334][root][INFO] - ===> Epoch[3501](17501/5): Loss -0.8030, Sem 0.0200, dir -0.9839, norm 0.1609, swav 0.0000 LR: 7.332e-02 Score 99.320 Data time: 0.0972, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.8120 [2020-10-19 03:17:42,461][root][INFO] - ===> Epoch[3501](17502/5): Loss -0.8074, Sem 0.0197, dir -0.9849, norm 0.1577, swav 0.0000 LR: 7.332e-02 Score 99.339 Data time: 0.0635, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0138 [2020-10-19 03:17:44,805][root][INFO] - ===> Epoch[3501](17503/5): Loss -0.8171, Sem 0.0211, dir -0.9853, norm 0.1470, swav 0.0000 LR: 7.331e-02 Score 99.274 Data time: 0.0645, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.2487 [2020-10-19 03:17:47,299][root][INFO] - ===> Epoch[3501](17504/5): Loss -0.8138, Sem 0.0232, dir -0.9838, norm 0.1468, swav 0.0000 LR: 7.331e-02 Score 99.205 Data time: 0.0507, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.3888 [2020-10-19 03:17:49,383][root][INFO] - ===> Epoch[3501](17505/5): Loss -0.7914, Sem 0.0225, dir -0.9830, norm 0.1690, swav 0.0000 LR: 7.331e-02 Score 99.259 Data time: 0.0695, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0348 [2020-10-19 03:17:51,951][root][INFO] - ===> Epoch[3502](17506/5): Loss -0.8116, Sem 0.0195, dir -0.9845, norm 0.1535, swav 0.0000 LR: 7.331e-02 Score 99.339 Data time: 0.0846, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.4785 [2020-10-19 03:17:54,052][root][INFO] - ===> Epoch[3502](17507/5): Loss -0.8199, Sem 0.0194, dir -0.9853, norm 0.1461, swav 0.0000 LR: 7.331e-02 Score 99.347 Data time: 0.0682, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0023 [2020-10-19 03:17:56,608][root][INFO] - ===> Epoch[3502](17508/5): Loss -0.8055, Sem 0.0211, dir -0.9838, norm 0.1573, swav 0.0000 LR: 7.331e-02 Score 99.290 Data time: 0.0682, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.4552 [2020-10-19 03:17:58,517][root][INFO] - ===> Epoch[3502](17509/5): Loss -0.8141, Sem 0.0208, dir -0.9845, norm 0.1496, swav 0.0000 LR: 7.331e-02 Score 99.297 Data time: 0.0770, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.8142 [2020-10-19 03:18:00,421][root][INFO] - ===> Epoch[3502](17510/5): Loss -0.8201, Sem 0.0194, dir -0.9852, norm 0.1457, swav 0.0000 LR: 7.330e-02 Score 99.329 Data time: 0.0854, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.7795 [2020-10-19 03:18:03,047][root][INFO] - ===> Epoch[3503](17511/5): Loss -0.7948, Sem 0.0204, dir -0.9850, norm 0.1697, swav 0.0000 LR: 7.330e-02 Score 99.316 Data time: 0.0588, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.5197 [2020-10-19 03:18:05,164][root][INFO] - ===> Epoch[3503](17512/5): Loss -0.8170, Sem 0.0210, dir -0.9842, norm 0.1462, swav 0.0000 LR: 7.330e-02 Score 99.286 Data time: 0.0550, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9944 [2020-10-19 03:18:07,057][root][INFO] - ===> Epoch[3503](17513/5): Loss -0.8132, Sem 0.0223, dir -0.9849, norm 0.1494, swav 0.0000 LR: 7.330e-02 Score 99.236 Data time: 0.0790, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.8480 [2020-10-19 03:18:09,354][root][INFO] - ===> Epoch[3503](17514/5): Loss -0.8155, Sem 0.0182, dir -0.9842, norm 0.1506, swav 0.0000 LR: 7.330e-02 Score 99.380 Data time: 0.0660, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.2063 [2020-10-19 03:18:12,211][root][INFO] - ===> Epoch[3503](17515/5): Loss -0.7987, Sem 0.0202, dir -0.9851, norm 0.1661, swav 0.0000 LR: 7.330e-02 Score 99.321 Data time: 0.0765, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.7675 [2020-10-19 03:18:14,056][root][INFO] - ===> Epoch[3504](17516/5): Loss -0.8166, Sem 0.0209, dir -0.9846, norm 0.1470, swav 0.0000 LR: 7.329e-02 Score 99.288 Data time: 0.0788, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.7371 [2020-10-19 03:18:16,403][root][INFO] - ===> Epoch[3504](17517/5): Loss -0.7923, Sem 0.0182, dir -0.9846, norm 0.1741, swav 0.0000 LR: 7.329e-02 Score 99.410 Data time: 0.0899, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.2531 [2020-10-19 03:18:18,295][root][INFO] - ===> Epoch[3504](17518/5): Loss -0.8163, Sem 0.0205, dir -0.9840, norm 0.1472, swav 0.0000 LR: 7.329e-02 Score 99.294 Data time: 0.0812, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.7802 [2020-10-19 03:18:20,182][root][INFO] - ===> Epoch[3504](17519/5): Loss -0.8000, Sem 0.0206, dir -0.9836, norm 0.1629, swav 0.0000 LR: 7.329e-02 Score 99.321 Data time: 0.0701, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.7863 [2020-10-19 03:18:22,558][root][INFO] - ===> Epoch[3504](17520/5): Loss -0.8100, Sem 0.0207, dir -0.9851, norm 0.1545, swav 0.0000 LR: 7.329e-02 Score 99.304 Data time: 0.1172, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.2761 [2020-10-19 03:18:24,821][root][INFO] - ===> Epoch[3505](17521/5): Loss -0.8089, Sem 0.0202, dir -0.9851, norm 0.1561, swav 0.0000 LR: 7.329e-02 Score 99.322 Data time: 0.1219, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.1398 [2020-10-19 03:18:26,897][root][INFO] - ===> Epoch[3505](17522/5): Loss -0.8127, Sem 0.0220, dir -0.9840, norm 0.1493, swav 0.0000 LR: 7.328e-02 Score 99.243 Data time: 0.0950, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9878 [2020-10-19 03:18:29,177][root][INFO] - ===> Epoch[3505](17523/5): Loss -0.8019, Sem 0.0226, dir -0.9836, norm 0.1591, swav 0.0000 LR: 7.328e-02 Score 99.249 Data time: 0.0822, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1955 [2020-10-19 03:18:31,346][root][INFO] - ===> Epoch[3505](17524/5): Loss -0.7990, Sem 0.0199, dir -0.9835, norm 0.1647, swav 0.0000 LR: 7.328e-02 Score 99.311 Data time: 0.0979, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0758 [2020-10-19 03:18:33,438][root][INFO] - ===> Epoch[3505](17525/5): Loss -0.8084, Sem 0.0202, dir -0.9847, norm 0.1561, swav 0.0000 LR: 7.328e-02 Score 99.314 Data time: 0.0763, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9663 [2020-10-19 03:18:36,102][root][INFO] - ===> Epoch[3506](17526/5): Loss -0.7972, Sem 0.0227, dir -0.9839, norm 0.1639, swav 0.0000 LR: 7.328e-02 Score 99.237 Data time: 0.0604, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.5874 [2020-10-19 03:18:38,651][root][INFO] - ===> Epoch[3506](17527/5): Loss -0.8051, Sem 0.0199, dir -0.9844, norm 0.1594, swav 0.0000 LR: 7.328e-02 Score 99.343 Data time: 0.0982, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.4593 [2020-10-19 03:18:40,562][root][INFO] - ===> Epoch[3506](17528/5): Loss -0.8093, Sem 0.0215, dir -0.9848, norm 0.1539, swav 0.0000 LR: 7.328e-02 Score 99.266 Data time: 0.0792, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.7830 [2020-10-19 03:18:42,754][root][INFO] - ===> Epoch[3506](17529/5): Loss -0.8063, Sem 0.0218, dir -0.9848, norm 0.1567, swav 0.0000 LR: 7.327e-02 Score 99.253 Data time: 0.0581, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0838 [2020-10-19 03:18:44,973][root][INFO] - ===> Epoch[3506](17530/5): Loss -0.8090, Sem 0.0221, dir -0.9843, norm 0.1532, swav 0.0000 LR: 7.327e-02 Score 99.243 Data time: 0.0649, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.1285 [2020-10-19 03:18:47,342][root][INFO] - ===> Epoch[3507](17531/5): Loss -0.7914, Sem 0.0228, dir -0.9841, norm 0.1699, swav 0.0000 LR: 7.327e-02 Score 99.267 Data time: 0.0831, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.2992 [2020-10-19 03:18:49,548][root][INFO] - ===> Epoch[3507](17532/5): Loss -0.8215, Sem 0.0210, dir -0.9850, norm 0.1425, swav 0.0000 LR: 7.327e-02 Score 99.302 Data time: 0.0788, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0902 [2020-10-19 03:18:51,649][root][INFO] - ===> Epoch[3507](17533/5): Loss -0.8041, Sem 0.0212, dir -0.9842, norm 0.1589, swav 0.0000 LR: 7.327e-02 Score 99.314 Data time: 0.0649, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0162 [2020-10-19 03:18:54,285][root][INFO] - ===> Epoch[3507](17534/5): Loss -0.8104, Sem 0.0195, dir -0.9851, norm 0.1552, swav 0.0000 LR: 7.327e-02 Score 99.370 Data time: 0.0657, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.5528 [2020-10-19 03:18:56,170][root][INFO] - ===> Epoch[3507](17535/5): Loss -0.8049, Sem 0.0255, dir -0.9836, norm 0.1532, swav 0.0000 LR: 7.326e-02 Score 99.159 Data time: 0.0572, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.7754 [2020-10-19 03:18:58,246][root][INFO] - ===> Epoch[3508](17536/5): Loss -0.8041, Sem 0.0201, dir -0.9846, norm 0.1603, swav 0.0000 LR: 7.326e-02 Score 99.331 Data time: 0.0617, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0016 [2020-10-19 03:19:00,564][root][INFO] - ===> Epoch[3508](17537/5): Loss -0.8094, Sem 0.0205, dir -0.9845, norm 0.1546, swav 0.0000 LR: 7.326e-02 Score 99.315 Data time: 0.0711, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.2239 [2020-10-19 03:19:02,439][root][INFO] - ===> Epoch[3508](17538/5): Loss -0.8131, Sem 0.0225, dir -0.9850, norm 0.1495, swav 0.0000 LR: 7.326e-02 Score 99.272 Data time: 0.0661, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.7712 [2020-10-19 03:19:04,665][root][INFO] - ===> Epoch[3508](17539/5): Loss -0.8123, Sem 0.0221, dir -0.9839, norm 0.1495, swav 0.0000 LR: 7.326e-02 Score 99.241 Data time: 0.0502, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.1309 [2020-10-19 03:19:07,114][root][INFO] - ===> Epoch[3508](17540/5): Loss -0.8075, Sem 0.0192, dir -0.9839, norm 0.1572, swav 0.0000 LR: 7.326e-02 Score 99.345 Data time: 0.0698, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.4045 [2020-10-19 03:19:09,453][root][INFO] - ===> Epoch[3509](17541/5): Loss -0.8137, Sem 0.0204, dir -0.9852, norm 0.1511, swav 0.0000 LR: 7.326e-02 Score 99.296 Data time: 0.0948, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.2526 [2020-10-19 03:19:11,677][root][INFO] - ===> Epoch[3509](17542/5): Loss -0.8192, Sem 0.0200, dir -0.9862, norm 0.1470, swav 0.0000 LR: 7.325e-02 Score 99.338 Data time: 0.0858, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.1166 [2020-10-19 03:19:13,968][root][INFO] - ===> Epoch[3509](17543/5): Loss -0.8103, Sem 0.0195, dir -0.9833, norm 0.1535, swav 0.0000 LR: 7.325e-02 Score 99.353 Data time: 0.0909, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.2144 [2020-10-19 03:19:16,622][root][INFO] - ===> Epoch[3509](17544/5): Loss -0.8039, Sem 0.0222, dir -0.9843, norm 0.1582, swav 0.0000 LR: 7.325e-02 Score 99.256 Data time: 0.0742, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.5584 [2020-10-19 03:19:18,870][root][INFO] - ===> Epoch[3509](17545/5): Loss -0.8045, Sem 0.0221, dir -0.9852, norm 0.1586, swav 0.0000 LR: 7.325e-02 Score 99.264 Data time: 0.0746, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.1756 [2020-10-19 03:19:20,563][root][INFO] - ===> Epoch[3510](17546/5): Loss -0.8281, Sem 0.0209, dir -0.9847, norm 0.1358, swav 0.0000 LR: 7.325e-02 Score 99.285 Data time: 0.0597, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.5874 [2020-10-19 03:19:23,521][root][INFO] - ===> Epoch[3510](17547/5): Loss -0.7965, Sem 0.0228, dir -0.9840, norm 0.1647, swav 0.0000 LR: 7.325e-02 Score 99.268 Data time: 0.0709, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.8567 [2020-10-19 03:19:25,668][root][INFO] - ===> Epoch[3510](17548/5): Loss -0.8084, Sem 0.0220, dir -0.9834, norm 0.1529, swav 0.0000 LR: 7.324e-02 Score 99.246 Data time: 0.0726, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.0536 [2020-10-19 03:19:27,681][root][INFO] - ===> Epoch[3510](17549/5): Loss -0.8135, Sem 0.0200, dir -0.9848, norm 0.1513, swav 0.0000 LR: 7.324e-02 Score 99.330 Data time: 0.0633, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9112 [2020-10-19 03:19:29,939][root][INFO] - ===> Epoch[3510](17550/5): Loss -0.7961, Sem 0.0235, dir -0.9836, norm 0.1640, swav 0.0000 LR: 7.324e-02 Score 99.200 Data time: 0.0678, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.1583 [2020-10-19 03:19:32,023][root][INFO] - ===> Epoch[3511](17551/5): Loss -0.8023, Sem 0.0240, dir -0.9841, norm 0.1577, swav 0.0000 LR: 7.324e-02 Score 99.180 Data time: 0.0658, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9849 [2020-10-19 03:19:34,745][root][INFO] - ===> Epoch[3511](17552/5): Loss -0.8022, Sem 0.0198, dir -0.9847, norm 0.1627, swav 0.0000 LR: 7.324e-02 Score 99.326 Data time: 0.0657, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.6342 [2020-10-19 03:19:36,829][root][INFO] - ===> Epoch[3511](17553/5): Loss -0.8089, Sem 0.0215, dir -0.9831, norm 0.1527, swav 0.0000 LR: 7.324e-02 Score 99.277 Data time: 0.0570, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9710 [2020-10-19 03:19:38,766][root][INFO] - ===> Epoch[3511](17554/5): Loss -0.8050, Sem 0.0229, dir -0.9833, norm 0.1553, swav 0.0000 LR: 7.324e-02 Score 99.233 Data time: 0.0725, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.8783 [2020-10-19 03:19:40,848][root][INFO] - ===> Epoch[3511](17555/5): Loss -0.8065, Sem 0.0208, dir -0.9845, norm 0.1572, swav 0.0000 LR: 7.323e-02 Score 99.281 Data time: 0.0867, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9808 [2020-10-19 03:19:43,068][root][INFO] - ===> Epoch[3512](17556/5): Loss -0.8045, Sem 0.0240, dir -0.9822, norm 0.1536, swav 0.0000 LR: 7.323e-02 Score 99.191 Data time: 0.0755, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.1102 [2020-10-19 03:19:45,376][root][INFO] - ===> Epoch[3512](17557/5): Loss -0.7881, Sem 0.0190, dir -0.9839, norm 0.1769, swav 0.0000 LR: 7.323e-02 Score 99.382 Data time: 0.0731, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.2249 [2020-10-19 03:19:47,593][root][INFO] - ===> Epoch[3512](17558/5): Loss -0.8194, Sem 0.0206, dir -0.9863, norm 0.1463, swav 0.0000 LR: 7.323e-02 Score 99.318 Data time: 0.0826, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.1155 [2020-10-19 03:19:50,252][root][INFO] - ===> Epoch[3512](17559/5): Loss -0.7954, Sem 0.0225, dir -0.9848, norm 0.1669, swav 0.0000 LR: 7.323e-02 Score 99.272 Data time: 0.0907, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.5424 [2020-10-19 03:19:52,154][root][INFO] - ===> Epoch[3512](17560/5): Loss -0.8134, Sem 0.0190, dir -0.9851, norm 0.1526, swav 0.0000 LR: 7.323e-02 Score 99.358 Data time: 0.0788, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.7844 [2020-10-19 03:19:54,273][root][INFO] - ===> Epoch[3513](17561/5): Loss -0.7888, Sem 0.0233, dir -0.9832, norm 0.1710, swav 0.0000 LR: 7.322e-02 Score 99.205 Data time: 0.0806, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.0282 [2020-10-19 03:19:56,547][root][INFO] - ===> Epoch[3513](17562/5): Loss -0.8070, Sem 0.0204, dir -0.9840, norm 0.1565, swav 0.0000 LR: 7.322e-02 Score 99.314 Data time: 0.0597, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.1737 [2020-10-19 03:19:58,706][root][INFO] - ===> Epoch[3513](17563/5): Loss -0.7834, Sem 0.0197, dir -0.9825, norm 0.1794, swav 0.0000 LR: 7.322e-02 Score 99.352 Data time: 0.0873, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.0564 [2020-10-19 03:20:00,789][root][INFO] - ===> Epoch[3513](17564/5): Loss -0.7900, Sem 0.0223, dir -0.9832, norm 0.1709, swav 0.0000 LR: 7.322e-02 Score 99.254 Data time: 0.0649, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9836 [2020-10-19 03:20:03,173][root][INFO] - ===> Epoch[3513](17565/5): Loss -0.7950, Sem 0.0212, dir -0.9817, norm 0.1654, swav 0.0000 LR: 7.322e-02 Score 99.291 Data time: 0.0551, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.2961 [2020-10-19 03:20:05,232][root][INFO] - ===> Epoch[3514](17566/5): Loss -0.8001, Sem 0.0215, dir -0.9842, norm 0.1626, swav 0.0000 LR: 7.322e-02 Score 99.271 Data time: 0.0858, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.0077 [2020-10-19 03:20:07,333][root][INFO] - ===> Epoch[3514](17567/5): Loss -0.8189, Sem 0.0199, dir -0.9867, norm 0.1479, swav 0.0000 LR: 7.321e-02 Score 99.335 Data time: 0.0769, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9800 [2020-10-19 03:20:09,377][root][INFO] - ===> Epoch[3514](17568/5): Loss -0.7878, Sem 0.0214, dir -0.9846, norm 0.1754, swav 0.0000 LR: 7.321e-02 Score 99.273 Data time: 0.0893, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9476 [2020-10-19 03:20:11,817][root][INFO] - ===> Epoch[3514](17569/5): Loss -0.8119, Sem 0.0203, dir -0.9857, norm 0.1535, swav 0.0000 LR: 7.321e-02 Score 99.311 Data time: 0.0740, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.3378 [2020-10-19 03:20:14,073][root][INFO] - ===> Epoch[3514](17570/5): Loss -0.7909, Sem 0.0203, dir -0.9847, norm 0.1735, swav 0.0000 LR: 7.321e-02 Score 99.314 Data time: 0.0787, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.1410 [2020-10-19 03:20:16,061][root][INFO] - ===> Epoch[3515](17571/5): Loss -0.8048, Sem 0.0190, dir -0.9826, norm 0.1588, swav 0.0000 LR: 7.321e-02 Score 99.369 Data time: 0.1802, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.8694 [2020-10-19 03:20:18,275][root][INFO] - ===> Epoch[3515](17572/5): Loss -0.7876, Sem 0.0236, dir -0.9819, norm 0.1707, swav 0.0000 LR: 7.321e-02 Score 99.213 Data time: 0.0959, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.0939 [2020-10-19 03:20:20,456][root][INFO] - ===> Epoch[3515](17573/5): Loss -0.8126, Sem 0.0210, dir -0.9844, norm 0.1507, swav 0.0000 LR: 7.321e-02 Score 99.297 Data time: 0.0738, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.0753 [2020-10-19 03:20:22,466][root][INFO] - ===> Epoch[3515](17574/5): Loss -0.7898, Sem 0.0218, dir -0.9843, norm 0.1726, swav 0.0000 LR: 7.320e-02 Score 99.271 Data time: 0.0919, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9252 [2020-10-19 03:20:24,612][root][INFO] - ===> Epoch[3515](17575/5): Loss -0.7917, Sem 0.0207, dir -0.9845, norm 0.1721, swav 0.0000 LR: 7.320e-02 Score 99.309 Data time: 0.0899, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0388 [2020-10-19 03:20:26,889][root][INFO] - ===> Epoch[3516](17576/5): Loss -0.7849, Sem 0.0207, dir -0.9838, norm 0.1782, swav 0.0000 LR: 7.320e-02 Score 99.311 Data time: 0.0777, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.1852 [2020-10-19 03:20:29,008][root][INFO] - ===> Epoch[3516](17577/5): Loss -0.7569, Sem 0.0248, dir -0.9818, norm 0.2001, swav 0.0000 LR: 7.320e-02 Score 99.171 Data time: 0.0924, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0084 [2020-10-19 03:20:30,880][root][INFO] - ===> Epoch[3516](17578/5): Loss -0.7840, Sem 0.0213, dir -0.9834, norm 0.1781, swav 0.0000 LR: 7.320e-02 Score 99.277 Data time: 0.0808, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.7348 [2020-10-19 03:20:32,870][root][INFO] - ===> Epoch[3516](17579/5): Loss -0.7930, Sem 0.0187, dir -0.9854, norm 0.1737, swav 0.0000 LR: 7.320e-02 Score 99.376 Data time: 0.0586, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.8917 [2020-10-19 03:20:35,333][root][INFO] - ===> Epoch[3516](17580/5): Loss -0.7881, Sem 0.0210, dir -0.9842, norm 0.1750, swav 0.0000 LR: 7.319e-02 Score 99.295 Data time: 0.0807, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.3528 [2020-10-19 03:20:37,933][root][INFO] - ===> Epoch[3517](17581/5): Loss -0.7573, Sem 0.0214, dir -0.9823, norm 0.2037, swav 0.0000 LR: 7.319e-02 Score 99.292 Data time: 0.0802, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.4874 [2020-10-19 03:20:39,931][root][INFO] - ===> Epoch[3517](17582/5): Loss -0.7981, Sem 0.0198, dir -0.9841, norm 0.1662, swav 0.0000 LR: 7.319e-02 Score 99.338 Data time: 0.0740, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9045 [2020-10-19 03:20:42,197][root][INFO] - ===> Epoch[3517](17583/5): Loss -0.7885, Sem 0.0203, dir -0.9847, norm 0.1759, swav 0.0000 LR: 7.319e-02 Score 99.322 Data time: 0.0692, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.2236 [2020-10-19 03:20:44,225][root][INFO] - ===> Epoch[3517](17584/5): Loss -0.7988, Sem 0.0210, dir -0.9836, norm 0.1637, swav 0.0000 LR: 7.319e-02 Score 99.281 Data time: 0.0717, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9306 [2020-10-19 03:20:46,464][root][INFO] - ===> Epoch[3517](17585/5): Loss -0.7809, Sem 0.0233, dir -0.9823, norm 0.1782, swav 0.0000 LR: 7.319e-02 Score 99.228 Data time: 0.0990, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.1223 [2020-10-19 03:20:48,596][root][INFO] - ===> Epoch[3518](17586/5): Loss -0.8080, Sem 0.0215, dir -0.9854, norm 0.1559, swav 0.0000 LR: 7.319e-02 Score 99.274 Data time: 0.0762, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0318 [2020-10-19 03:20:51,115][root][INFO] - ===> Epoch[3518](17587/5): Loss -0.7836, Sem 0.0212, dir -0.9825, norm 0.1776, swav 0.0000 LR: 7.318e-02 Score 99.287 Data time: 0.0824, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.4376 [2020-10-19 03:20:53,272][root][INFO] - ===> Epoch[3518](17588/5): Loss -0.7851, Sem 0.0226, dir -0.9836, norm 0.1758, swav 0.0000 LR: 7.318e-02 Score 99.247 Data time: 0.0642, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0376 [2020-10-19 03:20:55,564][root][INFO] - ===> Epoch[3518](17589/5): Loss -0.8035, Sem 0.0197, dir -0.9854, norm 0.1622, swav 0.0000 LR: 7.318e-02 Score 99.335 Data time: 0.0828, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.1855 [2020-10-19 03:20:57,727][root][INFO] - ===> Epoch[3518](17590/5): Loss -0.7979, Sem 0.0217, dir -0.9833, norm 0.1637, swav 0.0000 LR: 7.318e-02 Score 99.274 Data time: 0.0677, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0530 [2020-10-19 03:21:00,165][root][INFO] - ===> Epoch[3519](17591/5): Loss -0.8013, Sem 0.0200, dir -0.9854, norm 0.1641, swav 0.0000 LR: 7.318e-02 Score 99.337 Data time: 0.0615, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.3668 [2020-10-19 03:21:02,233][root][INFO] - ===> Epoch[3519](17592/5): Loss -0.7961, Sem 0.0211, dir -0.9835, norm 0.1663, swav 0.0000 LR: 7.318e-02 Score 99.288 Data time: 0.0892, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9610 [2020-10-19 03:21:04,192][root][INFO] - ===> Epoch[3519](17593/5): Loss -0.8099, Sem 0.0210, dir -0.9846, norm 0.1538, swav 0.0000 LR: 7.317e-02 Score 99.278 Data time: 0.0554, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.8540 [2020-10-19 03:21:06,785][root][INFO] - ===> Epoch[3519](17594/5): Loss -0.8099, Sem 0.0205, dir -0.9852, norm 0.1549, swav 0.0000 LR: 7.317e-02 Score 99.310 Data time: 0.0785, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.5308 [2020-10-19 03:21:09,087][root][INFO] - ===> Epoch[3519](17595/5): Loss -0.8044, Sem 0.0234, dir -0.9836, norm 0.1558, swav 0.0000 LR: 7.317e-02 Score 99.195 Data time: 0.0911, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.1933 [2020-10-19 03:21:11,162][root][INFO] - ===> Epoch[3520](17596/5): Loss -0.8039, Sem 0.0216, dir -0.9831, norm 0.1576, swav 0.0000 LR: 7.317e-02 Score 99.286 Data time: 0.0643, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9440 [2020-10-19 03:21:13,245][root][INFO] - ===> Epoch[3520](17597/5): Loss -0.8106, Sem 0.0199, dir -0.9854, norm 0.1548, swav 0.0000 LR: 7.317e-02 Score 99.332 Data time: 0.0806, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0107 [2020-10-19 03:21:15,484][root][INFO] - ===> Epoch[3520](17598/5): Loss -0.8072, Sem 0.0230, dir -0.9852, norm 0.1550, swav 0.0000 LR: 7.317e-02 Score 99.244 Data time: 0.0652, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.1364 [2020-10-19 03:21:17,490][root][INFO] - ===> Epoch[3520](17599/5): Loss -0.8217, Sem 0.0185, dir -0.9860, norm 0.1459, swav 0.0000 LR: 7.317e-02 Score 99.384 Data time: 0.0774, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9082 [2020-10-19 03:21:19,534][root][INFO] - ===> Epoch[3520](17600/5): Loss -0.8082, Sem 0.0215, dir -0.9846, norm 0.1549, swav 0.0000 LR: 7.316e-02 Score 99.282 Data time: 0.0895, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9264 [2020-10-19 03:21:20,522][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 03:21:20,677][root][INFO] - ===> Start testing [2020-10-19 03:21:59,120][root][INFO] - 68/68: Data time: 0.0025, Iter time: 0.1558 Loss 0.526 (AVG: 0.546) Score 89.621 (AVG: 90.225) mIOU 70.649 mAP 84.798 mAcc 77.438 IOU: 62.673 0.261 83.012 72.677 93.054 91.935 37.770 79.883 95.543 74.324 81.116 86.401 59.793 mAP: 82.104 17.415 94.494 85.818 98.932 98.430 59.326 96.674 99.475 89.168 93.976 95.299 91.263 mAcc: 81.945 2.188 87.035 80.336 95.403 96.479 44.091 91.958 97.542 80.564 89.857 95.352 63.948 [2020-10-19 03:21:59,121][root][INFO] - Finished test. Elapsed time: 38.4426 [2020-10-19 03:22:02,001][root][INFO] - [2020-10-19 03:22:02,002][root][INFO] - ################################################################ [2020-10-19 03:22:02,002][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 03:22:02,002][root][INFO] - ################################################################ [2020-10-19 03:22:02,002][root][INFO] - clutter : nan nan nan [2020-10-19 03:22:02,002][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 03:22:02,002][root][INFO] - board : 0.803 0.857 0.904 [2020-10-19 03:22:02,002][root][INFO] - bookcase : 0.227 0.343 0.518 [2020-10-19 03:22:02,002][root][INFO] - ceiling : 0.498 0.566 0.588 [2020-10-19 03:22:02,002][root][INFO] - chair : 0.824 0.893 0.913 [2020-10-19 03:22:02,002][root][INFO] - column : 0.243 0.377 0.412 [2020-10-19 03:22:02,002][root][INFO] - door : 0.701 0.862 0.917 [2020-10-19 03:22:02,002][root][INFO] - floor : 0.774 0.774 0.830 [2020-10-19 03:22:02,002][root][INFO] - sofa : 0.399 0.636 0.727 [2020-10-19 03:22:02,002][root][INFO] - table : 0.140 0.331 0.620 [2020-10-19 03:22:02,002][root][INFO] - wall : 0.515 0.724 0.821 [2020-10-19 03:22:02,002][root][INFO] - window : 0.545 0.728 0.763 [2020-10-19 03:22:02,002][root][INFO] - ---------------------------------------------------------------- [2020-10-19 03:22:02,002][root][INFO] - average : 0.472 0.591 0.668 [2020-10-19 03:22:02,002][root][INFO] - [2020-10-19 03:22:02,156][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 03:22:03,039][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-10-19 03:22:03,177][root][INFO] - Current best mIoU: 70.649 at iter 17600 [2020-10-19 03:22:04,850][root][INFO] - ===> Epoch[3521](17601/5): Loss -0.8002, Sem 0.0248, dir -0.9826, norm 0.1577, swav 0.0000 LR: 7.316e-02 Score 99.172 Data time: 0.0636, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.6680 [2020-10-19 03:22:07,006][root][INFO] - ===> Epoch[3521](17602/5): Loss -0.8078, Sem 0.0214, dir -0.9846, norm 0.1555, swav 0.0000 LR: 7.316e-02 Score 99.303 Data time: 0.0892, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0765 [2020-10-19 03:22:09,100][root][INFO] - ===> Epoch[3521](17603/5): Loss -0.8105, Sem 0.0226, dir -0.9851, norm 0.1519, swav 0.0000 LR: 7.316e-02 Score 99.256 Data time: 0.0763, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0015 [2020-10-19 03:22:11,118][root][INFO] - ===> Epoch[3521](17604/5): Loss -0.8250, Sem 0.0189, dir -0.9865, norm 0.1426, swav 0.0000 LR: 7.316e-02 Score 99.358 Data time: 0.1027, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9009 [2020-10-19 03:22:13,455][root][INFO] - ===> Epoch[3521](17605/5): Loss -0.7997, Sem 0.0223, dir -0.9839, norm 0.1618, swav 0.0000 LR: 7.316e-02 Score 99.258 Data time: 0.1006, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.2453 [2020-10-19 03:22:15,520][root][INFO] - ===> Epoch[3522](17606/5): Loss -0.8128, Sem 0.0233, dir -0.9839, norm 0.1478, swav 0.0000 LR: 7.315e-02 Score 99.209 Data time: 0.0610, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9490 [2020-10-19 03:22:17,633][root][INFO] - ===> Epoch[3522](17607/5): Loss -0.8197, Sem 0.0212, dir -0.9845, norm 0.1436, swav 0.0000 LR: 7.315e-02 Score 99.284 Data time: 0.0710, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0388 [2020-10-19 03:22:19,953][root][INFO] - ===> Epoch[3522](17608/5): Loss -0.8060, Sem 0.0212, dir -0.9829, norm 0.1557, swav 0.0000 LR: 7.315e-02 Score 99.287 Data time: 0.0679, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.2218 [2020-10-19 03:22:21,882][root][INFO] - ===> Epoch[3522](17609/5): Loss -0.8108, Sem 0.0216, dir -0.9855, norm 0.1531, swav 0.0000 LR: 7.315e-02 Score 99.278 Data time: 0.0872, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.8142 [2020-10-19 03:22:24,302][root][INFO] - ===> Epoch[3522](17610/5): Loss -0.8187, Sem 0.0198, dir -0.9846, norm 0.1462, swav 0.0000 LR: 7.315e-02 Score 99.339 Data time: 0.0787, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.3027 [2020-10-19 03:22:26,541][root][INFO] - ===> Epoch[3523](17611/5): Loss -0.8055, Sem 0.0236, dir -0.9842, norm 0.1551, swav 0.0000 LR: 7.315e-02 Score 99.214 Data time: 0.0829, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.1066 [2020-10-19 03:22:28,353][root][INFO] - ===> Epoch[3523](17612/5): Loss -0.8105, Sem 0.0220, dir -0.9850, norm 0.1525, swav 0.0000 LR: 7.315e-02 Score 99.258 Data time: 0.0838, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.7111 [2020-10-19 03:22:30,579][root][INFO] - ===> Epoch[3523](17613/5): Loss -0.8130, Sem 0.0201, dir -0.9847, norm 0.1517, swav 0.0000 LR: 7.314e-02 Score 99.308 Data time: 0.0954, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.1146 [2020-10-19 03:22:32,958][root][INFO] - ===> Epoch[3523](17614/5): Loss -0.7976, Sem 0.0233, dir -0.9838, norm 0.1629, swav 0.0000 LR: 7.314e-02 Score 99.243 Data time: 0.0569, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.2806 [2020-10-19 03:22:35,220][root][INFO] - ===> Epoch[3523](17615/5): Loss -0.8012, Sem 0.0210, dir -0.9843, norm 0.1621, swav 0.0000 LR: 7.314e-02 Score 99.294 Data time: 0.0690, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.1885 [2020-10-19 03:22:37,447][root][INFO] - ===> Epoch[3524](17616/5): Loss -0.8099, Sem 0.0207, dir -0.9837, norm 0.1532, swav 0.0000 LR: 7.314e-02 Score 99.321 Data time: 0.0667, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.1235 [2020-10-19 03:22:39,962][root][INFO] - ===> Epoch[3524](17617/5): Loss -0.7888, Sem 0.0224, dir -0.9834, norm 0.1722, swav 0.0000 LR: 7.314e-02 Score 99.255 Data time: 0.0802, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.4251 [2020-10-19 03:22:42,014][root][INFO] - ===> Epoch[3524](17618/5): Loss -0.8120, Sem 0.0220, dir -0.9837, norm 0.1497, swav 0.0000 LR: 7.314e-02 Score 99.257 Data time: 0.0874, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9569 [2020-10-19 03:22:44,031][root][INFO] - ===> Epoch[3524](17619/5): Loss -0.8016, Sem 0.0232, dir -0.9849, norm 0.1601, swav 0.0000 LR: 7.313e-02 Score 99.219 Data time: 0.0564, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9161 [2020-10-19 03:22:46,752][root][INFO] - ===> Epoch[3524](17620/5): Loss -0.7948, Sem 0.0200, dir -0.9838, norm 0.1690, swav 0.0000 LR: 7.313e-02 Score 99.328 Data time: 0.1309, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.6232 [2020-10-19 03:22:48,740][root][INFO] - ===> Epoch[3525](17621/5): Loss -0.7930, Sem 0.0224, dir -0.9848, norm 0.1693, swav 0.0000 LR: 7.313e-02 Score 99.232 Data time: 0.0665, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.8645 [2020-10-19 03:22:50,868][root][INFO] - ===> Epoch[3525](17622/5): Loss -0.8036, Sem 0.0215, dir -0.9837, norm 0.1586, swav 0.0000 LR: 7.313e-02 Score 99.274 Data time: 0.1024, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0433 [2020-10-19 03:22:53,005][root][INFO] - ===> Epoch[3525](17623/5): Loss -0.7837, Sem 0.0242, dir -0.9832, norm 0.1753, swav 0.0000 LR: 7.313e-02 Score 99.223 Data time: 0.0950, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0348 [2020-10-19 03:22:55,016][root][INFO] - ===> Epoch[3525](17624/5): Loss -0.8189, Sem 0.0202, dir -0.9858, norm 0.1467, swav 0.0000 LR: 7.313e-02 Score 99.310 Data time: 0.0955, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9228 [2020-10-19 03:22:57,603][root][INFO] - ===> Epoch[3525](17625/5): Loss -0.7938, Sem 0.0205, dir -0.9842, norm 0.1699, swav 0.0000 LR: 7.312e-02 Score 99.300 Data time: 0.0481, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.4918 [2020-10-19 03:22:59,930][root][INFO] - ===> Epoch[3526](17626/5): Loss -0.8065, Sem 0.0222, dir -0.9835, norm 0.1547, swav 0.0000 LR: 7.312e-02 Score 99.236 Data time: 0.0747, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.2824 [2020-10-19 03:23:02,493][root][INFO] - ===> Epoch[3526](17627/5): Loss -0.8057, Sem 0.0224, dir -0.9847, norm 0.1567, swav 0.0000 LR: 7.312e-02 Score 99.239 Data time: 0.0851, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.4733 [2020-10-19 03:23:04,705][root][INFO] - ===> Epoch[3526](17628/5): Loss -0.7857, Sem 0.0215, dir -0.9835, norm 0.1763, swav 0.0000 LR: 7.312e-02 Score 99.304 Data time: 0.0749, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.1002 [2020-10-19 03:23:06,618][root][INFO] - ===> Epoch[3526](17629/5): Loss -0.7979, Sem 0.0254, dir -0.9848, norm 0.1614, swav 0.0000 LR: 7.312e-02 Score 99.193 Data time: 0.0579, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.8305 [2020-10-19 03:23:08,680][root][INFO] - ===> Epoch[3526](17630/5): Loss -0.7976, Sem 0.0248, dir -0.9829, norm 0.1606, swav 0.0000 LR: 7.312e-02 Score 99.177 Data time: 0.0775, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9740 [2020-10-19 03:23:10,952][root][INFO] - ===> Epoch[3527](17631/5): Loss -0.7831, Sem 0.0204, dir -0.9831, norm 0.1796, swav 0.0000 LR: 7.312e-02 Score 99.327 Data time: 0.0784, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.1608 [2020-10-19 03:23:13,938][root][INFO] - ===> Epoch[3527](17632/5): Loss -0.7960, Sem 0.0220, dir -0.9830, norm 0.1649, swav 0.0000 LR: 7.311e-02 Score 99.260 Data time: 0.0659, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.8744 [2020-10-19 03:23:16,160][root][INFO] - ===> Epoch[3527](17633/5): Loss -0.7898, Sem 0.0210, dir -0.9819, norm 0.1711, swav 0.0000 LR: 7.311e-02 Score 99.294 Data time: 0.0609, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0972 [2020-10-19 03:23:18,582][root][INFO] - ===> Epoch[3527](17634/5): Loss -0.7707, Sem 0.0273, dir -0.9827, norm 0.1847, swav 0.0000 LR: 7.311e-02 Score 99.110 Data time: 0.0965, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.3418 [2020-10-19 03:23:21,038][root][INFO] - ===> Epoch[3527](17635/5): Loss -0.7964, Sem 0.0211, dir -0.9837, norm 0.1663, swav 0.0000 LR: 7.311e-02 Score 99.288 Data time: 0.0776, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.3356 [2020-10-19 03:23:22,971][root][INFO] - ===> Epoch[3528](17636/5): Loss -0.8084, Sem 0.0199, dir -0.9848, norm 0.1565, swav 0.0000 LR: 7.311e-02 Score 99.324 Data time: 0.0886, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.8223 [2020-10-19 03:23:25,325][root][INFO] - ===> Epoch[3528](17637/5): Loss -0.7882, Sem 0.0230, dir -0.9841, norm 0.1728, swav 0.0000 LR: 7.311e-02 Score 99.262 Data time: 0.1127, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.2485 [2020-10-19 03:23:27,596][root][INFO] - ===> Epoch[3528](17638/5): Loss -0.7809, Sem 0.0245, dir -0.9824, norm 0.1771, swav 0.0000 LR: 7.310e-02 Score 99.166 Data time: 0.0731, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.1407 [2020-10-19 03:23:30,094][root][INFO] - ===> Epoch[3528](17639/5): Loss -0.8021, Sem 0.0202, dir -0.9839, norm 0.1616, swav 0.0000 LR: 7.310e-02 Score 99.323 Data time: 0.0933, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.4067 [2020-10-19 03:23:32,292][root][INFO] - ===> Epoch[3528](17640/5): Loss -0.7959, Sem 0.0222, dir -0.9844, norm 0.1663, swav 0.0000 LR: 7.310e-02 Score 99.248 Data time: 0.1002, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0792 [2020-10-19 03:23:34,359][root][INFO] - ===> Epoch[3529](17641/5): Loss -0.8021, Sem 0.0211, dir -0.9839, norm 0.1607, swav 0.0000 LR: 7.310e-02 Score 99.309 Data time: 0.0883, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9386 [2020-10-19 03:23:36,613][root][INFO] - ===> Epoch[3529](17642/5): Loss -0.8005, Sem 0.0217, dir -0.9839, norm 0.1616, swav 0.0000 LR: 7.310e-02 Score 99.259 Data time: 0.0703, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.1545 [2020-10-19 03:23:38,665][root][INFO] - ===> Epoch[3529](17643/5): Loss -0.8050, Sem 0.0214, dir -0.9849, norm 0.1584, swav 0.0000 LR: 7.310e-02 Score 99.271 Data time: 0.0758, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9444 [2020-10-19 03:23:41,222][root][INFO] - ===> Epoch[3529](17644/5): Loss -0.7827, Sem 0.0209, dir -0.9833, norm 0.1797, swav 0.0000 LR: 7.310e-02 Score 99.295 Data time: 0.0678, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.4682 [2020-10-19 03:23:43,838][root][INFO] - ===> Epoch[3529](17645/5): Loss -0.7939, Sem 0.0228, dir -0.9836, norm 0.1669, swav 0.0000 LR: 7.309e-02 Score 99.223 Data time: 0.0481, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.5078 [2020-10-19 03:23:46,293][root][INFO] - ===> Epoch[3530](17646/5): Loss -0.7800, Sem 0.0180, dir -0.9839, norm 0.1859, swav 0.0000 LR: 7.309e-02 Score 99.408 Data time: 0.0733, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.3656 [2020-10-19 03:23:48,351][root][INFO] - ===> Epoch[3530](17647/5): Loss -0.8120, Sem 0.0219, dir -0.9849, norm 0.1510, swav 0.0000 LR: 7.309e-02 Score 99.288 Data time: 0.0525, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9509 [2020-10-19 03:23:50,426][root][INFO] - ===> Epoch[3530](17648/5): Loss -0.8042, Sem 0.0227, dir -0.9838, norm 0.1570, swav 0.0000 LR: 7.309e-02 Score 99.242 Data time: 0.0630, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9987 [2020-10-19 03:23:52,992][root][INFO] - ===> Epoch[3530](17649/5): Loss -0.7817, Sem 0.0236, dir -0.9820, norm 0.1767, swav 0.0000 LR: 7.309e-02 Score 99.230 Data time: 0.1076, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.4655 [2020-10-19 03:23:55,203][root][INFO] - ===> Epoch[3530](17650/5): Loss -0.8074, Sem 0.0236, dir -0.9844, norm 0.1534, swav 0.0000 LR: 7.309e-02 Score 99.184 Data time: 0.0497, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.0835 [2020-10-19 03:23:56,991][root][INFO] - ===> Epoch[3531](17651/5): Loss -0.8090, Sem 0.0237, dir -0.9844, norm 0.1516, swav 0.0000 LR: 7.308e-02 Score 99.216 Data time: 0.0618, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.7020 [2020-10-19 03:23:58,896][root][INFO] - ===> Epoch[3531](17652/5): Loss -0.8098, Sem 0.0217, dir -0.9847, norm 0.1532, swav 0.0000 LR: 7.308e-02 Score 99.269 Data time: 0.0594, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.7750 [2020-10-19 03:24:01,231][root][INFO] - ===> Epoch[3531](17653/5): Loss -0.7824, Sem 0.0213, dir -0.9810, norm 0.1773, swav 0.0000 LR: 7.308e-02 Score 99.304 Data time: 0.0702, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.2334 [2020-10-19 03:24:03,462][root][INFO] - ===> Epoch[3531](17654/5): Loss -0.7980, Sem 0.0234, dir -0.9848, norm 0.1634, swav 0.0000 LR: 7.308e-02 Score 99.192 Data time: 0.0645, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.1384 [2020-10-19 03:24:05,978][root][INFO] - ===> Epoch[3531](17655/5): Loss -0.7898, Sem 0.0215, dir -0.9836, norm 0.1723, swav 0.0000 LR: 7.308e-02 Score 99.290 Data time: 0.0785, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.4268 [2020-10-19 03:24:08,103][root][INFO] - ===> Epoch[3532](17656/5): Loss -0.7964, Sem 0.0234, dir -0.9833, norm 0.1635, swav 0.0000 LR: 7.308e-02 Score 99.214 Data time: 0.0605, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.0115 [2020-10-19 03:24:10,157][root][INFO] - ===> Epoch[3532](17657/5): Loss -0.7978, Sem 0.0244, dir -0.9839, norm 0.1617, swav 0.0000 LR: 7.308e-02 Score 99.183 Data time: 0.0633, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9566 [2020-10-19 03:24:12,220][root][INFO] - ===> Epoch[3532](17658/5): Loss -0.7969, Sem 0.0196, dir -0.9842, norm 0.1677, swav 0.0000 LR: 7.307e-02 Score 99.338 Data time: 0.0819, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9615 [2020-10-19 03:24:14,686][root][INFO] - ===> Epoch[3532](17659/5): Loss -0.7890, Sem 0.0240, dir -0.9817, norm 0.1687, swav 0.0000 LR: 7.307e-02 Score 99.229 Data time: 0.2884, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.3477 [2020-10-19 03:24:17,142][root][INFO] - ===> Epoch[3532](17660/5): Loss -0.7998, Sem 0.0238, dir -0.9846, norm 0.1611, swav 0.0000 LR: 7.307e-02 Score 99.193 Data time: 0.0960, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.3611 [2020-10-19 03:24:19,115][root][INFO] - ===> Epoch[3533](17661/5): Loss -0.8123, Sem 0.0188, dir -0.9851, norm 0.1541, swav 0.0000 LR: 7.307e-02 Score 99.371 Data time: 0.1246, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.8518 [2020-10-19 03:24:21,556][root][INFO] - ===> Epoch[3533](17662/5): Loss -0.8034, Sem 0.0193, dir -0.9851, norm 0.1624, swav 0.0000 LR: 7.307e-02 Score 99.354 Data time: 0.1093, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.3010 [2020-10-19 03:24:23,440][root][INFO] - ===> Epoch[3533](17663/5): Loss -0.8057, Sem 0.0230, dir -0.9832, norm 0.1544, swav 0.0000 LR: 7.307e-02 Score 99.199 Data time: 0.0655, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.7564 [2020-10-19 03:24:25,798][root][INFO] - ===> Epoch[3533](17664/5): Loss -0.8158, Sem 0.0204, dir -0.9851, norm 0.1488, swav 0.0000 LR: 7.306e-02 Score 99.309 Data time: 0.0814, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.2771 [2020-10-19 03:24:28,046][root][INFO] - ===> Epoch[3533](17665/5): Loss -0.7965, Sem 0.0222, dir -0.9845, norm 0.1657, swav 0.0000 LR: 7.306e-02 Score 99.290 Data time: 0.0643, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.1455 [2020-10-19 03:24:29,984][root][INFO] - ===> Epoch[3534](17666/5): Loss -0.8008, Sem 0.0235, dir -0.9833, norm 0.1590, swav 0.0000 LR: 7.306e-02 Score 99.207 Data time: 0.1472, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.8331 [2020-10-19 03:24:32,498][root][INFO] - ===> Epoch[3534](17667/5): Loss -0.7835, Sem 0.0199, dir -0.9835, norm 0.1802, swav 0.0000 LR: 7.306e-02 Score 99.345 Data time: 0.0903, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.4126 [2020-10-19 03:24:34,427][root][INFO] - ===> Epoch[3534](17668/5): Loss -0.8145, Sem 0.0204, dir -0.9854, norm 0.1505, swav 0.0000 LR: 7.306e-02 Score 99.312 Data time: 0.0858, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.8024 [2020-10-19 03:24:36,525][root][INFO] - ===> Epoch[3534](17669/5): Loss -0.7938, Sem 0.0219, dir -0.9816, norm 0.1658, swav 0.0000 LR: 7.306e-02 Score 99.273 Data time: 0.1004, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.0034 [2020-10-19 03:24:38,691][root][INFO] - ===> Epoch[3534](17670/5): Loss -0.8020, Sem 0.0226, dir -0.9834, norm 0.1588, swav 0.0000 LR: 7.306e-02 Score 99.230 Data time: 0.0909, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0551 [2020-10-19 03:24:41,386][root][INFO] - ===> Epoch[3535](17671/5): Loss -0.8018, Sem 0.0224, dir -0.9840, norm 0.1599, swav 0.0000 LR: 7.305e-02 Score 99.250 Data time: 0.2826, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.6080 [2020-10-19 03:24:43,671][root][INFO] - ===> Epoch[3535](17672/5): Loss -0.7931, Sem 0.0219, dir -0.9849, norm 0.1700, swav 0.0000 LR: 7.305e-02 Score 99.272 Data time: 0.0963, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.1832 [2020-10-19 03:24:45,978][root][INFO] - ===> Epoch[3535](17673/5): Loss -0.8193, Sem 0.0214, dir -0.9857, norm 0.1450, swav 0.0000 LR: 7.305e-02 Score 99.278 Data time: 0.0574, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.2011 [2020-10-19 03:24:47,943][root][INFO] - ===> Epoch[3535](17674/5): Loss -0.8138, Sem 0.0216, dir -0.9851, norm 0.1497, swav 0.0000 LR: 7.305e-02 Score 99.261 Data time: 0.0664, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.8764 [2020-10-19 03:24:50,046][root][INFO] - ===> Epoch[3535](17675/5): Loss -0.8093, Sem 0.0215, dir -0.9835, norm 0.1528, swav 0.0000 LR: 7.305e-02 Score 99.278 Data time: 0.0865, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0240 [2020-10-19 03:24:52,208][root][INFO] - ===> Epoch[3536](17676/5): Loss -0.7910, Sem 0.0214, dir -0.9827, norm 0.1704, swav 0.0000 LR: 7.305e-02 Score 99.298 Data time: 0.1556, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0532 [2020-10-19 03:24:55,548][root][INFO] - ===> Epoch[3536](17677/5): Loss -0.8056, Sem 0.0205, dir -0.9838, norm 0.1578, swav 0.0000 LR: 7.304e-02 Score 99.321 Data time: 0.1828, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 3.2339 [2020-10-19 03:24:57,698][root][INFO] - ===> Epoch[3536](17678/5): Loss -0.7981, Sem 0.0210, dir -0.9837, norm 0.1646, swav 0.0000 LR: 7.304e-02 Score 99.305 Data time: 0.0866, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.0455 [2020-10-19 03:24:59,533][root][INFO] - ===> Epoch[3536](17679/5): Loss -0.8104, Sem 0.0225, dir -0.9850, norm 0.1522, swav 0.0000 LR: 7.304e-02 Score 99.249 Data time: 0.0808, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.7383 [2020-10-19 03:25:01,548][root][INFO] - ===> Epoch[3536](17680/5): Loss -0.8241, Sem 0.0192, dir -0.9863, norm 0.1429, swav 0.0000 LR: 7.304e-02 Score 99.354 Data time: 0.0987, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9100 [2020-10-19 03:25:04,068][root][INFO] - ===> Epoch[3537](17681/5): Loss -0.7965, Sem 0.0228, dir -0.9850, norm 0.1657, swav 0.0000 LR: 7.304e-02 Score 99.267 Data time: 0.0718, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.4222 [2020-10-19 03:25:05,982][root][INFO] - ===> Epoch[3537](17682/5): Loss -0.7947, Sem 0.0220, dir -0.9835, norm 0.1669, swav 0.0000 LR: 7.304e-02 Score 99.290 Data time: 0.0782, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.8238 [2020-10-19 03:25:08,097][root][INFO] - ===> Epoch[3537](17683/5): Loss -0.7806, Sem 0.0270, dir -0.9819, norm 0.1743, swav 0.0000 LR: 7.303e-02 Score 99.121 Data time: 0.0543, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0227 [2020-10-19 03:25:10,576][root][INFO] - ===> Epoch[3537](17684/5): Loss -0.8126, Sem 0.0224, dir -0.9849, norm 0.1499, swav 0.0000 LR: 7.303e-02 Score 99.313 Data time: 0.0740, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.4108 [2020-10-19 03:25:12,912][root][INFO] - ===> Epoch[3537](17685/5): Loss -0.8146, Sem 0.0189, dir -0.9872, norm 0.1537, swav 0.0000 LR: 7.303e-02 Score 99.374 Data time: 0.1012, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.2410 [2020-10-19 03:25:15,350][root][INFO] - ===> Epoch[3538](17686/5): Loss -0.8042, Sem 0.0225, dir -0.9848, norm 0.1581, swav 0.0000 LR: 7.303e-02 Score 99.247 Data time: 0.0618, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.3326 [2020-10-19 03:25:17,619][root][INFO] - ===> Epoch[3538](17687/5): Loss -0.8044, Sem 0.0219, dir -0.9838, norm 0.1575, swav 0.0000 LR: 7.303e-02 Score 99.251 Data time: 0.0539, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.2080 [2020-10-19 03:25:19,859][root][INFO] - ===> Epoch[3538](17688/5): Loss -0.8061, Sem 0.0216, dir -0.9836, norm 0.1559, swav 0.0000 LR: 7.303e-02 Score 99.277 Data time: 0.1009, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.1274 [2020-10-19 03:25:21,937][root][INFO] - ===> Epoch[3538](17689/5): Loss -0.8124, Sem 0.0227, dir -0.9846, norm 0.1495, swav 0.0000 LR: 7.303e-02 Score 99.230 Data time: 0.0752, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9727 [2020-10-19 03:25:24,111][root][INFO] - ===> Epoch[3538](17690/5): Loss -0.7772, Sem 0.0264, dir -0.9796, norm 0.1760, swav 0.0000 LR: 7.302e-02 Score 99.168 Data time: 0.0870, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.0903 [2020-10-19 03:25:26,092][root][INFO] - ===> Epoch[3539](17691/5): Loss -0.7858, Sem 0.0242, dir -0.9835, norm 0.1735, swav 0.0000 LR: 7.302e-02 Score 99.183 Data time: 0.0781, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.8916 [2020-10-19 03:25:28,152][root][INFO] - ===> Epoch[3539](17692/5): Loss -0.8200, Sem 0.0203, dir -0.9871, norm 0.1469, swav 0.0000 LR: 7.302e-02 Score 99.316 Data time: 0.0694, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 1.9782 [2020-10-19 03:25:30,052][root][INFO] - ===> Epoch[3539](17693/5): Loss -0.8019, Sem 0.0219, dir -0.9844, norm 0.1606, swav 0.0000 LR: 7.302e-02 Score 99.276 Data time: 0.0790, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.8059 [2020-10-19 03:25:32,201][root][INFO] - ===> Epoch[3539](17694/5): Loss -0.8027, Sem 0.0223, dir -0.9836, norm 0.1586, swav 0.0000 LR: 7.302e-02 Score 99.247 Data time: 0.1571, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0501 [2020-10-19 03:25:34,696][root][INFO] - ===> Epoch[3539](17695/5): Loss -0.8036, Sem 0.0224, dir -0.9848, norm 0.1588, swav 0.0000 LR: 7.302e-02 Score 99.270 Data time: 0.1319, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.3921 [2020-10-19 03:25:37,032][root][INFO] - ===> Epoch[3540](17696/5): Loss -0.8002, Sem 0.0210, dir -0.9840, norm 0.1628, swav 0.0000 LR: 7.301e-02 Score 99.315 Data time: 0.0557, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.2183 [2020-10-19 03:25:39,041][root][INFO] - ===> Epoch[3540](17697/5): Loss -0.8109, Sem 0.0213, dir -0.9847, norm 0.1524, swav 0.0000 LR: 7.301e-02 Score 99.266 Data time: 0.0680, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9004 [2020-10-19 03:25:41,038][root][INFO] - ===> Epoch[3540](17698/5): Loss -0.8224, Sem 0.0197, dir -0.9857, norm 0.1436, swav 0.0000 LR: 7.301e-02 Score 99.335 Data time: 0.0789, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.8873 [2020-10-19 03:25:43,743][root][INFO] - ===> Epoch[3540](17699/5): Loss -0.8131, Sem 0.0212, dir -0.9856, norm 0.1513, swav 0.0000 LR: 7.301e-02 Score 99.306 Data time: 0.0961, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.5881 [2020-10-19 03:25:46,046][root][INFO] - ===> Epoch[3540](17700/5): Loss -0.8065, Sem 0.0208, dir -0.9834, norm 0.1561, swav 0.0000 LR: 7.301e-02 Score 99.294 Data time: 0.0820, Forward time: 0.7731, Backward time: 1.1775, DDP time: 0.0030, Total iter time: 2.2086 [2020-10-19 03:25:47,071][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 03:25:48,711][root][INFO] - ===> Epoch[3541](17701/5): Loss -0.8085, Sem 0.0239, dir -0.9831, norm 0.1507, swav 0.0000 LR: 7.301e-02 Score 99.194 Data time: 0.0722, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.4660 [2020-10-19 03:25:51,197][root][INFO] - ===> Epoch[3541](17702/5): Loss -0.8068, Sem 0.0224, dir -0.9830, norm 0.1538, swav 0.0000 LR: 7.301e-02 Score 99.250 Data time: 0.1166, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.3884 [2020-10-19 03:25:53,271][root][INFO] - ===> Epoch[3541](17703/5): Loss -0.8195, Sem 0.0201, dir -0.9851, norm 0.1455, swav 0.0000 LR: 7.300e-02 Score 99.325 Data time: 0.0827, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9739 [2020-10-19 03:25:55,382][root][INFO] - ===> Epoch[3541](17704/5): Loss -0.8204, Sem 0.0204, dir -0.9851, norm 0.1443, swav 0.0000 LR: 7.300e-02 Score 99.300 Data time: 0.0600, Forward time: 0.7731, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9964 [2020-10-19 03:25:58,113][root][INFO] - ===> Epoch[3541](17705/5): Loss -0.7966, Sem 0.0242, dir -0.9830, norm 0.1622, swav 0.0000 LR: 7.300e-02 Score 99.212 Data time: 0.1287, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.6428 [2020-10-19 03:25:59,907][root][INFO] - ===> Epoch[3542](17706/5): Loss -0.8012, Sem 0.0242, dir -0.9834, norm 0.1580, swav 0.0000 LR: 7.300e-02 Score 99.196 Data time: 0.0745, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.5727 [2020-10-19 03:26:02,271][root][INFO] - ===> Epoch[3542](17707/5): Loss -0.8015, Sem 0.0238, dir -0.9843, norm 0.1590, swav 0.0000 LR: 7.300e-02 Score 99.204 Data time: 0.2231, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.2734 [2020-10-19 03:26:04,376][root][INFO] - ===> Epoch[3542](17708/5): Loss -0.7934, Sem 0.0219, dir -0.9822, norm 0.1670, swav 0.0000 LR: 7.300e-02 Score 99.268 Data time: 0.0838, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9987 [2020-10-19 03:26:07,518][root][INFO] - ===> Epoch[3542](17709/5): Loss -0.7385, Sem 0.0718, dir -0.9814, norm 0.1711, swav 0.0000 LR: 7.299e-02 Score 98.675 Data time: 0.2123, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 3.0021 [2020-10-19 03:26:09,530][root][INFO] - ===> Epoch[3542](17710/5): Loss -0.8088, Sem 0.0244, dir -0.9830, norm 0.1499, swav 0.0000 LR: 7.299e-02 Score 99.168 Data time: 0.1538, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.8999 [2020-10-19 03:26:11,517][root][INFO] - ===> Epoch[3543](17711/5): Loss -0.8000, Sem 0.0249, dir -0.9831, norm 0.1582, swav 0.0000 LR: 7.299e-02 Score 99.209 Data time: 0.0670, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.8902 [2020-10-19 03:26:13,343][root][INFO] - ===> Epoch[3543](17712/5): Loss -0.7970, Sem 0.0253, dir -0.9838, norm 0.1616, swav 0.0000 LR: 7.299e-02 Score 99.179 Data time: 0.0651, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.7237 [2020-10-19 03:26:16,034][root][INFO] - ===> Epoch[3543](17713/5): Loss -0.7913, Sem 0.0252, dir -0.9838, norm 0.1673, swav 0.0000 LR: 7.299e-02 Score 99.163 Data time: 0.1394, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.6311 [2020-10-19 03:26:18,454][root][INFO] - ===> Epoch[3543](17714/5): Loss -0.7683, Sem 0.0419, dir -0.9797, norm 0.1694, swav 0.0000 LR: 7.299e-02 Score 98.873 Data time: 0.0921, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.2882 [2020-10-19 03:26:20,805][root][INFO] - ===> Epoch[3543](17715/5): Loss -0.7867, Sem 0.0270, dir -0.9836, norm 0.1698, swav 0.0000 LR: 7.299e-02 Score 99.138 Data time: 0.0619, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.2294 [2020-10-19 03:26:22,966][root][INFO] - ===> Epoch[3544](17716/5): Loss -0.8086, Sem 0.0254, dir -0.9827, norm 0.1488, swav 0.0000 LR: 7.298e-02 Score 99.160 Data time: 0.0722, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0983 [2020-10-19 03:26:25,044][root][INFO] - ===> Epoch[3544](17717/5): Loss -0.7845, Sem 0.0243, dir -0.9831, norm 0.1743, swav 0.0000 LR: 7.298e-02 Score 99.204 Data time: 0.0940, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9864 [2020-10-19 03:26:27,499][root][INFO] - ===> Epoch[3544](17718/5): Loss -0.7962, Sem 0.0243, dir -0.9843, norm 0.1637, swav 0.0000 LR: 7.298e-02 Score 99.198 Data time: 0.0847, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.3385 [2020-10-19 03:26:29,702][root][INFO] - ===> Epoch[3544](17719/5): Loss -0.7984, Sem 0.0229, dir -0.9815, norm 0.1602, swav 0.0000 LR: 7.298e-02 Score 99.250 Data time: 0.0747, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.1000 [2020-10-19 03:26:31,907][root][INFO] - ===> Epoch[3544](17720/5): Loss -0.7999, Sem 0.0269, dir -0.9838, norm 0.1571, swav 0.0000 LR: 7.298e-02 Score 99.196 Data time: 0.0730, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0988 [2020-10-19 03:26:33,755][root][INFO] - ===> Epoch[3545](17721/5): Loss -0.7959, Sem 0.0237, dir -0.9849, norm 0.1653, swav 0.0000 LR: 7.298e-02 Score 99.201 Data time: 0.0751, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.7491 [2020-10-19 03:26:35,948][root][INFO] - ===> Epoch[3545](17722/5): Loss -0.7850, Sem 0.0304, dir -0.9808, norm 0.1655, swav 0.0000 LR: 7.297e-02 Score 99.083 Data time: 0.0736, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.1131 [2020-10-19 03:26:38,048][root][INFO] - ===> Epoch[3545](17723/5): Loss -0.7892, Sem 0.0258, dir -0.9830, norm 0.1679, swav 0.0000 LR: 7.297e-02 Score 99.142 Data time: 0.0806, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9992 [2020-10-19 03:26:40,640][root][INFO] - ===> Epoch[3545](17724/5): Loss -0.7941, Sem 0.0232, dir -0.9844, norm 0.1671, swav 0.0000 LR: 7.297e-02 Score 99.225 Data time: 0.0739, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.4739 [2020-10-19 03:26:42,802][root][INFO] - ===> Epoch[3545](17725/5): Loss -0.7888, Sem 0.0248, dir -0.9824, norm 0.1689, swav 0.0000 LR: 7.297e-02 Score 99.181 Data time: 0.0612, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0605 [2020-10-19 03:26:45,155][root][INFO] - ===> Epoch[3546](17726/5): Loss -0.8094, Sem 0.0239, dir -0.9833, norm 0.1500, swav 0.0000 LR: 7.297e-02 Score 99.190 Data time: 0.0686, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.2647 [2020-10-19 03:26:46,947][root][INFO] - ===> Epoch[3546](17727/5): Loss -0.7774, Sem 0.0319, dir -0.9814, norm 0.1721, swav 0.0000 LR: 7.297e-02 Score 99.139 Data time: 0.0715, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.6903 [2020-10-19 03:26:49,050][root][INFO] - ===> Epoch[3546](17728/5): Loss -0.8049, Sem 0.0255, dir -0.9840, norm 0.1536, swav 0.0000 LR: 7.296e-02 Score 99.182 Data time: 0.2095, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9928 [2020-10-19 03:26:52,169][root][INFO] - ===> Epoch[3546](17729/5): Loss -0.7915, Sem 0.0245, dir -0.9826, norm 0.1666, swav 0.0000 LR: 7.296e-02 Score 99.193 Data time: 0.1290, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 3.0170 [2020-10-19 03:26:54,401][root][INFO] - ===> Epoch[3546](17730/5): Loss -0.7901, Sem 0.0224, dir -0.9831, norm 0.1706, swav 0.0000 LR: 7.296e-02 Score 99.281 Data time: 0.0894, Forward time: 0.7732, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0999 [2020-10-19 03:26:56,484][root][INFO] - ===> Epoch[3547](17731/5): Loss -0.7993, Sem 0.0251, dir -0.9823, norm 0.1579, swav 0.0000 LR: 7.296e-02 Score 99.159 Data time: 0.2164, Forward time: 0.7733, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.9784 [2020-10-19 03:26:58,251][root][INFO] - ===> Epoch[3547](17732/5): Loss -0.8053, Sem 0.0271, dir -0.9828, norm 0.1504, swav 0.0000 LR: 7.296e-02 Score 99.126 Data time: 0.0763, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.6633 [2020-10-19 03:27:00,293][root][INFO] - ===> Epoch[3547](17733/5): Loss -0.7962, Sem 0.0227, dir -0.9824, norm 0.1634, swav 0.0000 LR: 7.296e-02 Score 99.224 Data time: 0.0796, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9454 [2020-10-19 03:27:02,578][root][INFO] - ===> Epoch[3547](17734/5): Loss -0.8135, Sem 0.0218, dir -0.9836, norm 0.1483, swav 0.0000 LR: 7.296e-02 Score 99.263 Data time: 0.0718, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1584 [2020-10-19 03:27:05,789][root][INFO] - ===> Epoch[3547](17735/5): Loss -0.7899, Sem 0.0242, dir -0.9842, norm 0.1701, swav 0.0000 LR: 7.295e-02 Score 99.196 Data time: 0.0878, Forward time: 0.7733, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 3.1174 [2020-10-19 03:27:08,003][root][INFO] - ===> Epoch[3548](17736/5): Loss -0.7993, Sem 0.0252, dir -0.9840, norm 0.1595, swav 0.0000 LR: 7.295e-02 Score 99.151 Data time: 0.0659, Forward time: 0.7733, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0896 [2020-10-19 03:27:10,130][root][INFO] - ===> Epoch[3548](17737/5): Loss -0.7884, Sem 0.0248, dir -0.9824, norm 0.1692, swav 0.0000 LR: 7.295e-02 Score 99.186 Data time: 0.0900, Forward time: 0.7733, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0121 [2020-10-19 03:27:12,298][root][INFO] - ===> Epoch[3548](17738/5): Loss -0.7881, Sem 0.0252, dir -0.9825, norm 0.1692, swav 0.0000 LR: 7.295e-02 Score 99.150 Data time: 0.0944, Forward time: 0.7733, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.0584 [2020-10-19 03:27:14,511][root][INFO] - ===> Epoch[3548](17739/5): Loss -0.8112, Sem 0.0203, dir -0.9841, norm 0.1526, swav 0.0000 LR: 7.295e-02 Score 99.326 Data time: 0.0695, Forward time: 0.7733, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 2.1076 [2020-10-19 03:27:16,463][root][INFO] - ===> Epoch[3548](17740/5): Loss -0.7931, Sem 0.0241, dir -0.9838, norm 0.1665, swav 0.0000 LR: 7.295e-02 Score 99.196 Data time: 0.0697, Forward time: 0.7733, Backward time: 1.1774, DDP time: 0.0030, Total iter time: 1.8662 [2020-10-19 03:27:18,486][root][INFO] - ===> Epoch[3549](17741/5): Loss -0.7930, Sem 0.0245, dir -0.9813, norm 0.1638, swav 0.0000 LR: 7.294e-02 Score 99.173 Data time: 0.0710, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9359 [2020-10-19 03:27:20,603][root][INFO] - ===> Epoch[3549](17742/5): Loss -0.8077, Sem 0.0236, dir -0.9840, norm 0.1526, swav 0.0000 LR: 7.294e-02 Score 99.205 Data time: 0.0821, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0006 [2020-10-19 03:27:22,573][root][INFO] - ===> Epoch[3549](17743/5): Loss -0.7957, Sem 0.0211, dir -0.9807, norm 0.1639, swav 0.0000 LR: 7.294e-02 Score 99.284 Data time: 0.1177, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.8675 [2020-10-19 03:27:24,601][root][INFO] - ===> Epoch[3549](17744/5): Loss -0.8088, Sem 0.0222, dir -0.9841, norm 0.1531, swav 0.0000 LR: 7.294e-02 Score 99.246 Data time: 0.0865, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9379 [2020-10-19 03:27:26,910][root][INFO] - ===> Epoch[3549](17745/5): Loss -0.8038, Sem 0.0278, dir -0.9839, norm 0.1523, swav 0.0000 LR: 7.294e-02 Score 99.154 Data time: 0.0789, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1931 [2020-10-19 03:27:29,366][root][INFO] - ===> Epoch[3550](17746/5): Loss -0.7929, Sem 0.0237, dir -0.9829, norm 0.1663, swav 0.0000 LR: 7.294e-02 Score 99.220 Data time: 0.0714, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.3452 [2020-10-19 03:27:31,461][root][INFO] - ===> Epoch[3550](17747/5): Loss -0.7864, Sem 0.0233, dir -0.9836, norm 0.1739, swav 0.0000 LR: 7.294e-02 Score 99.226 Data time: 0.0769, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9969 [2020-10-19 03:27:33,567][root][INFO] - ===> Epoch[3550](17748/5): Loss -0.8029, Sem 0.0266, dir -0.9833, norm 0.1538, swav 0.0000 LR: 7.293e-02 Score 99.124 Data time: 0.0705, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9950 [2020-10-19 03:27:35,620][root][INFO] - ===> Epoch[3550](17749/5): Loss -0.8229, Sem 0.0201, dir -0.9849, norm 0.1420, swav 0.0000 LR: 7.293e-02 Score 99.315 Data time: 0.0614, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9698 [2020-10-19 03:27:37,986][root][INFO] - ===> Epoch[3550](17750/5): Loss -0.8028, Sem 0.0264, dir -0.9828, norm 0.1536, swav 0.0000 LR: 7.293e-02 Score 99.139 Data time: 0.0603, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.2635 [2020-10-19 03:27:40,020][root][INFO] - ===> Epoch[3551](17751/5): Loss -0.7914, Sem 0.0236, dir -0.9827, norm 0.1676, swav 0.0000 LR: 7.293e-02 Score 99.205 Data time: 0.0792, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9320 [2020-10-19 03:27:41,974][root][INFO] - ===> Epoch[3551](17752/5): Loss -0.8200, Sem 0.0205, dir -0.9854, norm 0.1449, swav 0.0000 LR: 7.293e-02 Score 99.306 Data time: 0.0527, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.8522 [2020-10-19 03:27:44,063][root][INFO] - ===> Epoch[3551](17753/5): Loss -0.7861, Sem 0.0270, dir -0.9830, norm 0.1699, swav 0.0000 LR: 7.293e-02 Score 99.115 Data time: 0.0790, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0037 [2020-10-19 03:27:46,427][root][INFO] - ===> Epoch[3551](17754/5): Loss -0.7816, Sem 0.0328, dir -0.9799, norm 0.1655, swav 0.0000 LR: 7.292e-02 Score 98.973 Data time: 0.0734, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.2628 [2020-10-19 03:27:49,247][root][INFO] - ===> Epoch[3551](17755/5): Loss -0.7856, Sem 0.0240, dir -0.9822, norm 0.1726, swav 0.0000 LR: 7.292e-02 Score 99.207 Data time: 0.0996, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.7095 [2020-10-19 03:27:51,288][root][INFO] - ===> Epoch[3552](17756/5): Loss -0.8055, Sem 0.0230, dir -0.9838, norm 0.1552, swav 0.0000 LR: 7.292e-02 Score 99.221 Data time: 0.0711, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9038 [2020-10-19 03:27:53,285][root][INFO] - ===> Epoch[3552](17757/5): Loss -0.7974, Sem 0.0225, dir -0.9829, norm 0.1630, swav 0.0000 LR: 7.292e-02 Score 99.247 Data time: 0.0766, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9247 [2020-10-19 03:27:55,482][root][INFO] - ===> Epoch[3552](17758/5): Loss -0.7966, Sem 0.0227, dir -0.9847, norm 0.1653, swav 0.0000 LR: 7.292e-02 Score 99.237 Data time: 0.0697, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1027 [2020-10-19 03:27:57,755][root][INFO] - ===> Epoch[3552](17759/5): Loss -0.7894, Sem 0.0257, dir -0.9830, norm 0.1679, swav 0.0000 LR: 7.292e-02 Score 99.144 Data time: 0.1589, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1623 [2020-10-19 03:28:00,221][root][INFO] - ===> Epoch[3552](17760/5): Loss -0.7895, Sem 0.0235, dir -0.9828, norm 0.1698, swav 0.0000 LR: 7.292e-02 Score 99.224 Data time: 0.1115, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.3555 [2020-10-19 03:28:02,474][root][INFO] - ===> Epoch[3553](17761/5): Loss -0.7900, Sem 0.0214, dir -0.9840, norm 0.1726, swav 0.0000 LR: 7.291e-02 Score 99.308 Data time: 0.0695, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1173 [2020-10-19 03:28:05,099][root][INFO] - ===> Epoch[3553](17762/5): Loss -0.7957, Sem 0.0239, dir -0.9819, norm 0.1623, swav 0.0000 LR: 7.291e-02 Score 99.201 Data time: 0.0488, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.5283 [2020-10-19 03:28:07,033][root][INFO] - ===> Epoch[3553](17763/5): Loss -0.7875, Sem 0.0227, dir -0.9821, norm 0.1718, swav 0.0000 LR: 7.291e-02 Score 99.243 Data time: 0.0718, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.8582 [2020-10-19 03:28:08,992][root][INFO] - ===> Epoch[3553](17764/5): Loss -0.7800, Sem 0.0267, dir -0.9830, norm 0.1764, swav 0.0000 LR: 7.291e-02 Score 99.140 Data time: 0.0651, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.8556 [2020-10-19 03:28:11,096][root][INFO] - ===> Epoch[3553](17765/5): Loss -0.7850, Sem 0.0235, dir -0.9827, norm 0.1741, swav 0.0000 LR: 7.291e-02 Score 99.196 Data time: 0.0836, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9911 [2020-10-19 03:28:13,369][root][INFO] - ===> Epoch[3554](17766/5): Loss -0.7808, Sem 0.0244, dir -0.9819, norm 0.1766, swav 0.0000 LR: 7.291e-02 Score 99.194 Data time: 0.0724, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1802 [2020-10-19 03:28:15,347][root][INFO] - ===> Epoch[3554](17767/5): Loss -0.8055, Sem 0.0218, dir -0.9838, norm 0.1565, swav 0.0000 LR: 7.290e-02 Score 99.281 Data time: 0.0460, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.8627 [2020-10-19 03:28:17,051][root][INFO] - ===> Epoch[3554](17768/5): Loss -0.7893, Sem 0.0243, dir -0.9832, norm 0.1696, swav 0.0000 LR: 7.290e-02 Score 99.197 Data time: 0.2180, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.6465 [2020-10-19 03:28:19,528][root][INFO] - ===> Epoch[3554](17769/5): Loss -0.7879, Sem 0.0236, dir -0.9818, norm 0.1704, swav 0.0000 LR: 7.290e-02 Score 99.220 Data time: 0.1316, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.3576 [2020-10-19 03:28:21,909][root][INFO] - ===> Epoch[3554](17770/5): Loss -0.7960, Sem 0.0242, dir -0.9835, norm 0.1632, swav 0.0000 LR: 7.290e-02 Score 99.192 Data time: 0.0774, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.2271 [2020-10-19 03:28:24,308][root][INFO] - ===> Epoch[3555](17771/5): Loss -0.8070, Sem 0.0210, dir -0.9847, norm 0.1568, swav 0.0000 LR: 7.290e-02 Score 99.298 Data time: 0.0612, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.2587 [2020-10-19 03:28:26,323][root][INFO] - ===> Epoch[3555](17772/5): Loss -0.8027, Sem 0.0217, dir -0.9844, norm 0.1600, swav 0.0000 LR: 7.290e-02 Score 99.271 Data time: 0.1285, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9239 [2020-10-19 03:28:28,404][root][INFO] - ===> Epoch[3555](17773/5): Loss -0.7875, Sem 0.0223, dir -0.9832, norm 0.1735, swav 0.0000 LR: 7.290e-02 Score 99.247 Data time: 0.0836, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9763 [2020-10-19 03:28:30,574][root][INFO] - ===> Epoch[3555](17774/5): Loss -0.8001, Sem 0.0228, dir -0.9838, norm 0.1609, swav 0.0000 LR: 7.289e-02 Score 99.252 Data time: 0.0634, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.0538 [2020-10-19 03:28:32,483][root][INFO] - ===> Epoch[3555](17775/5): Loss -0.7632, Sem 0.0260, dir -0.9821, norm 0.1929, swav 0.0000 LR: 7.289e-02 Score 99.143 Data time: 0.0790, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.8203 [2020-10-19 03:28:35,084][root][INFO] - ===> Epoch[3556](17776/5): Loss -0.7734, Sem 0.0237, dir -0.9829, norm 0.1857, swav 0.0000 LR: 7.289e-02 Score 99.194 Data time: 0.0919, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.4849 [2020-10-19 03:28:37,068][root][INFO] - ===> Epoch[3556](17777/5): Loss -0.7829, Sem 0.0252, dir -0.9834, norm 0.1752, swav 0.0000 LR: 7.289e-02 Score 99.182 Data time: 0.0636, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.8279 [2020-10-19 03:28:39,346][root][INFO] - ===> Epoch[3556](17778/5): Loss -0.7987, Sem 0.0205, dir -0.9848, norm 0.1656, swav 0.0000 LR: 7.289e-02 Score 99.310 Data time: 0.0514, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1677 [2020-10-19 03:28:41,862][root][INFO] - ===> Epoch[3556](17779/5): Loss -0.7870, Sem 0.0237, dir -0.9828, norm 0.1721, swav 0.0000 LR: 7.289e-02 Score 99.196 Data time: 0.1353, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.4226 [2020-10-19 03:28:43,899][root][INFO] - ===> Epoch[3556](17780/5): Loss -0.7980, Sem 0.0224, dir -0.9849, norm 0.1645, swav 0.0000 LR: 7.288e-02 Score 99.283 Data time: 0.0979, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9180 [2020-10-19 03:28:46,279][root][INFO] - ===> Epoch[3557](17781/5): Loss -0.8109, Sem 0.0226, dir -0.9847, norm 0.1512, swav 0.0000 LR: 7.288e-02 Score 99.279 Data time: 0.0860, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.2869 [2020-10-19 03:28:48,869][root][INFO] - ===> Epoch[3557](17782/5): Loss -0.7988, Sem 0.0219, dir -0.9837, norm 0.1630, swav 0.0000 LR: 7.288e-02 Score 99.292 Data time: 0.0595, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.4937 [2020-10-19 03:28:51,112][root][INFO] - ===> Epoch[3557](17783/5): Loss -0.7910, Sem 0.0256, dir -0.9827, norm 0.1661, swav 0.0000 LR: 7.288e-02 Score 99.142 Data time: 0.0651, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1689 [2020-10-19 03:28:53,112][root][INFO] - ===> Epoch[3557](17784/5): Loss -0.8032, Sem 0.0223, dir -0.9847, norm 0.1592, swav 0.0000 LR: 7.288e-02 Score 99.251 Data time: 0.0743, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9011 [2020-10-19 03:28:55,033][root][INFO] - ===> Epoch[3557](17785/5): Loss -0.7827, Sem 0.0243, dir -0.9822, norm 0.1751, swav 0.0000 LR: 7.288e-02 Score 99.180 Data time: 0.1079, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.8499 [2020-10-19 03:28:57,731][root][INFO] - ===> Epoch[3558](17786/5): Loss -0.7991, Sem 0.0222, dir -0.9838, norm 0.1624, swav 0.0000 LR: 7.287e-02 Score 99.252 Data time: 0.0746, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.5763 [2020-10-19 03:28:59,974][root][INFO] - ===> Epoch[3558](17787/5): Loss -0.8046, Sem 0.0216, dir -0.9846, norm 0.1584, swav 0.0000 LR: 7.287e-02 Score 99.279 Data time: 0.0610, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1483 [2020-10-19 03:29:01,970][root][INFO] - ===> Epoch[3558](17788/5): Loss -0.8094, Sem 0.0245, dir -0.9840, norm 0.1502, swav 0.0000 LR: 7.287e-02 Score 99.183 Data time: 0.1200, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9012 [2020-10-19 03:29:04,442][root][INFO] - ===> Epoch[3558](17789/5): Loss -0.7927, Sem 0.0224, dir -0.9827, norm 0.1675, swav 0.0000 LR: 7.287e-02 Score 99.264 Data time: 0.1058, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.3934 [2020-10-19 03:29:06,483][root][INFO] - ===> Epoch[3558](17790/5): Loss -0.8100, Sem 0.0237, dir -0.9843, norm 0.1506, swav 0.0000 LR: 7.287e-02 Score 99.206 Data time: 0.0693, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9141 [2020-10-19 03:29:08,556][root][INFO] - ===> Epoch[3559](17791/5): Loss -0.8039, Sem 0.0227, dir -0.9835, norm 0.1569, swav 0.0000 LR: 7.287e-02 Score 99.240 Data time: 0.0855, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9948 [2020-10-19 03:29:10,767][root][INFO] - ===> Epoch[3559](17792/5): Loss -0.7859, Sem 0.0282, dir -0.9836, norm 0.1695, swav 0.0000 LR: 7.287e-02 Score 99.137 Data time: 0.0507, Forward time: 0.7733, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1054 [2020-10-19 03:29:13,103][root][INFO] - ===> Epoch[3559](17793/5): Loss -0.8019, Sem 0.0271, dir -0.9852, norm 0.1562, swav 0.0000 LR: 7.286e-02 Score 99.142 Data time: 0.0667, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.2534 [2020-10-19 03:29:15,352][root][INFO] - ===> Epoch[3559](17794/5): Loss -0.8022, Sem 0.0206, dir -0.9845, norm 0.1617, swav 0.0000 LR: 7.286e-02 Score 99.315 Data time: 0.0508, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1477 [2020-10-19 03:29:17,283][root][INFO] - ===> Epoch[3559](17795/5): Loss -0.7806, Sem 0.0243, dir -0.9830, norm 0.1781, swav 0.0000 LR: 7.286e-02 Score 99.191 Data time: 0.0859, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.8673 [2020-10-19 03:29:19,165][root][INFO] - ===> Epoch[3560](17796/5): Loss -0.7748, Sem 0.0296, dir -0.9816, norm 0.1772, swav 0.0000 LR: 7.286e-02 Score 99.022 Data time: 0.0809, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.7584 [2020-10-19 03:29:21,017][root][INFO] - ===> Epoch[3560](17797/5): Loss -0.8050, Sem 0.0222, dir -0.9842, norm 0.1570, swav 0.0000 LR: 7.286e-02 Score 99.256 Data time: 0.0594, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.7702 [2020-10-19 03:29:23,262][root][INFO] - ===> Epoch[3560](17798/5): Loss -0.7960, Sem 0.0259, dir -0.9822, norm 0.1603, swav 0.0000 LR: 7.286e-02 Score 99.144 Data time: 0.0639, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1573 [2020-10-19 03:29:25,308][root][INFO] - ===> Epoch[3560](17799/5): Loss -0.8034, Sem 0.0220, dir -0.9850, norm 0.1597, swav 0.0000 LR: 7.285e-02 Score 99.256 Data time: 0.1110, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9567 [2020-10-19 03:29:27,515][root][INFO] - ===> Epoch[3560](17800/5): Loss -0.7882, Sem 0.0258, dir -0.9813, norm 0.1673, swav 0.0000 LR: 7.285e-02 Score 99.182 Data time: 0.0959, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1303 [2020-10-19 03:29:28,446][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 03:29:28,610][root][INFO] - ===> Start testing [2020-10-19 03:30:06,712][root][INFO] - 68/68: Data time: 0.0017, Iter time: 0.0705 Loss 0.709 (AVG: 0.556) Score 83.105 (AVG: 89.938) mIOU 68.696 mAP 84.929 mAcc 75.893 IOU: 60.538 0.041 75.806 71.024 94.519 91.567 34.259 75.795 96.749 67.552 81.210 86.275 57.711 mAP: 82.186 21.878 96.097 85.353 99.040 98.639 61.476 96.013 99.622 84.458 93.119 94.874 91.323 mAcc: 80.967 0.365 90.663 78.611 95.682 97.560 37.067 92.934 97.982 70.472 87.017 95.870 61.423 [2020-10-19 03:30:06,713][root][INFO] - Finished test. Elapsed time: 38.1017 [2020-10-19 03:30:09,705][root][INFO] - [2020-10-19 03:30:09,705][root][INFO] - ################################################################ [2020-10-19 03:30:09,706][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 03:30:09,706][root][INFO] - ################################################################ [2020-10-19 03:30:09,706][root][INFO] - clutter : nan nan nan [2020-10-19 03:30:09,706][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 03:30:09,706][root][INFO] - board : 0.855 0.937 0.937 [2020-10-19 03:30:09,706][root][INFO] - bookcase : 0.205 0.317 0.479 [2020-10-19 03:30:09,706][root][INFO] - ceiling : 0.500 0.567 0.631 [2020-10-19 03:30:09,706][root][INFO] - chair : 0.819 0.917 0.926 [2020-10-19 03:30:09,706][root][INFO] - column : 0.231 0.318 0.422 [2020-10-19 03:30:09,706][root][INFO] - door : 0.717 0.847 0.941 [2020-10-19 03:30:09,706][root][INFO] - floor : 0.575 0.575 0.662 [2020-10-19 03:30:09,706][root][INFO] - sofa : 0.395 0.545 0.818 [2020-10-19 03:30:09,706][root][INFO] - table : 0.136 0.314 0.639 [2020-10-19 03:30:09,706][root][INFO] - wall : 0.539 0.749 0.838 [2020-10-19 03:30:09,706][root][INFO] - window : 0.488 0.735 0.758 [2020-10-19 03:30:09,706][root][INFO] - ---------------------------------------------------------------- [2020-10-19 03:30:09,706][root][INFO] - average : 0.455 0.569 0.671 [2020-10-19 03:30:09,706][root][INFO] - [2020-10-19 03:30:09,857][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 03:30:09,858][root][INFO] - Current best mIoU: 70.649 at iter 17600 [2020-10-19 03:30:11,622][root][INFO] - ===> Epoch[3561](17801/5): Loss -0.8048, Sem 0.0240, dir -0.9837, norm 0.1549, swav 0.0000 LR: 7.285e-02 Score 99.187 Data time: 0.0613, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.7585 [2020-10-19 03:30:13,556][root][INFO] - ===> Epoch[3561](17802/5): Loss -0.7973, Sem 0.0229, dir -0.9842, norm 0.1640, swav 0.0000 LR: 7.285e-02 Score 99.234 Data time: 0.0839, Forward time: 0.7732, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.8443 [2020-10-19 03:30:15,869][root][INFO] - ===> Epoch[3561](17803/5): Loss -0.8030, Sem 0.0236, dir -0.9842, norm 0.1576, swav 0.0000 LR: 7.285e-02 Score 99.240 Data time: 0.0717, Forward time: 0.7732, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.2025 [2020-10-19 03:30:17,892][root][INFO] - ===> Epoch[3561](17804/5): Loss -0.8049, Sem 0.0239, dir -0.9836, norm 0.1548, swav 0.0000 LR: 7.285e-02 Score 99.170 Data time: 0.0786, Forward time: 0.7732, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.9204 [2020-10-19 03:30:20,185][root][INFO] - ===> Epoch[3561](17805/5): Loss -0.7729, Sem 0.0264, dir -0.9827, norm 0.1834, swav 0.0000 LR: 7.285e-02 Score 99.119 Data time: 0.1100, Forward time: 0.7732, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.2070 [2020-10-19 03:30:22,510][root][INFO] - ===> Epoch[3562](17806/5): Loss -0.8008, Sem 0.0222, dir -0.9836, norm 0.1606, swav 0.0000 LR: 7.284e-02 Score 99.261 Data time: 0.0862, Forward time: 0.7732, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.2105 [2020-10-19 03:30:25,049][root][INFO] - ===> Epoch[3562](17807/5): Loss -0.7961, Sem 0.0239, dir -0.9843, norm 0.1643, swav 0.0000 LR: 7.284e-02 Score 99.221 Data time: 0.0790, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.4415 [2020-10-19 03:30:26,936][root][INFO] - ===> Epoch[3562](17808/5): Loss -0.7903, Sem 0.0291, dir -0.9828, norm 0.1634, swav 0.0000 LR: 7.284e-02 Score 99.037 Data time: 0.0763, Forward time: 0.7732, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.8108 [2020-10-19 03:30:29,509][root][INFO] - ===> Epoch[3562](17809/5): Loss -0.8026, Sem 0.0214, dir -0.9841, norm 0.1601, swav 0.0000 LR: 7.284e-02 Score 99.284 Data time: 0.0880, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.4311 [2020-10-19 03:30:31,615][root][INFO] - ===> Epoch[3562](17810/5): Loss -0.7834, Sem 0.0248, dir -0.9835, norm 0.1754, swav 0.0000 LR: 7.284e-02 Score 99.183 Data time: 0.0758, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 1.9943 [2020-10-19 03:30:33,890][root][INFO] - ===> Epoch[3563](17811/5): Loss -0.7830, Sem 0.0250, dir -0.9820, norm 0.1740, swav 0.0000 LR: 7.284e-02 Score 99.181 Data time: 0.1256, Forward time: 0.7732, Backward time: 1.1773, DDP time: 0.0030, Total iter time: 2.1624 [2020-10-19 03:30:36,004][root][INFO] - ===> Epoch[3563](17812/5): Loss -0.7929, Sem 0.0235, dir -0.9837, norm 0.1673, swav 0.0000 LR: 7.283e-02 Score 99.218 Data time: 0.0954, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.0037 [2020-10-19 03:30:37,958][root][INFO] - ===> Epoch[3563](17813/5): Loss -0.7996, Sem 0.0286, dir -0.9826, norm 0.1544, swav 0.0000 LR: 7.283e-02 Score 99.044 Data time: 0.0692, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.8517 [2020-10-19 03:30:40,155][root][INFO] - ===> Epoch[3563](17814/5): Loss -0.7872, Sem 0.0215, dir -0.9837, norm 0.1750, swav 0.0000 LR: 7.283e-02 Score 99.275 Data time: 0.1044, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.0929 [2020-10-19 03:30:41,992][root][INFO] - ===> Epoch[3563](17815/5): Loss -0.7847, Sem 0.0265, dir -0.9813, norm 0.1701, swav 0.0000 LR: 7.283e-02 Score 99.118 Data time: 0.1212, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.7181 [2020-10-19 03:30:44,216][root][INFO] - ===> Epoch[3564](17816/5): Loss -0.8008, Sem 0.0220, dir -0.9844, norm 0.1616, swav 0.0000 LR: 7.283e-02 Score 99.256 Data time: 0.0956, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.1378 [2020-10-19 03:30:46,727][root][INFO] - ===> Epoch[3564](17817/5): Loss -0.7739, Sem 0.0229, dir -0.9825, norm 0.1858, swav 0.0000 LR: 7.283e-02 Score 99.267 Data time: 0.0609, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.3866 [2020-10-19 03:30:48,635][root][INFO] - ===> Epoch[3564](17818/5): Loss -0.7952, Sem 0.0254, dir -0.9834, norm 0.1627, swav 0.0000 LR: 7.283e-02 Score 99.141 Data time: 0.0790, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.8336 [2020-10-19 03:30:50,732][root][INFO] - ===> Epoch[3564](17819/5): Loss -0.7946, Sem 0.0245, dir -0.9821, norm 0.1630, swav 0.0000 LR: 7.282e-02 Score 99.163 Data time: 0.0735, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.0032 [2020-10-19 03:30:52,679][root][INFO] - ===> Epoch[3564](17820/5): Loss -0.8051, Sem 0.0206, dir -0.9852, norm 0.1595, swav 0.0000 LR: 7.282e-02 Score 99.324 Data time: 0.0741, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.8273 [2020-10-19 03:30:55,242][root][INFO] - ===> Epoch[3565](17821/5): Loss -0.7990, Sem 0.0219, dir -0.9843, norm 0.1634, swav 0.0000 LR: 7.282e-02 Score 99.261 Data time: 0.0913, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.4842 [2020-10-19 03:30:57,074][root][INFO] - ===> Epoch[3565](17822/5): Loss -0.8093, Sem 0.0230, dir -0.9832, norm 0.1508, swav 0.0000 LR: 7.282e-02 Score 99.239 Data time: 0.0763, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.7168 [2020-10-19 03:30:59,258][root][INFO] - ===> Epoch[3565](17823/5): Loss -0.7947, Sem 0.0219, dir -0.9831, norm 0.1665, swav 0.0000 LR: 7.282e-02 Score 99.271 Data time: 0.0739, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.0963 [2020-10-19 03:31:01,301][root][INFO] - ===> Epoch[3565](17824/5): Loss -0.8041, Sem 0.0209, dir -0.9847, norm 0.1597, swav 0.0000 LR: 7.282e-02 Score 99.309 Data time: 0.0842, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 1.9686 [2020-10-19 03:31:03,474][root][INFO] - ===> Epoch[3565](17825/5): Loss -0.7787, Sem 0.0251, dir -0.9831, norm 0.1793, swav 0.0000 LR: 7.281e-02 Score 99.176 Data time: 0.0820, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.0777 [2020-10-19 03:31:05,292][root][INFO] - ===> Epoch[3566](17826/5): Loss -0.7968, Sem 0.0241, dir -0.9836, norm 0.1627, swav 0.0000 LR: 7.281e-02 Score 99.190 Data time: 0.0681, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.7168 [2020-10-19 03:31:07,752][root][INFO] - ===> Epoch[3566](17827/5): Loss -0.7868, Sem 0.0259, dir -0.9825, norm 0.1698, swav 0.0000 LR: 7.281e-02 Score 99.136 Data time: 0.0864, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 2.3706 [2020-10-19 03:31:09,858][root][INFO] - ===> Epoch[3566](17828/5): Loss -0.7962, Sem 0.0246, dir -0.9825, norm 0.1617, swav 0.0000 LR: 7.281e-02 Score 99.177 Data time: 0.1354, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.9972 [2020-10-19 03:31:12,954][root][INFO] - ===> Epoch[3566](17829/5): Loss -0.7833, Sem 0.0231, dir -0.9834, norm 0.1769, swav 0.0000 LR: 7.281e-02 Score 99.230 Data time: 0.3442, Forward time: 0.7733, Backward time: 1.1772, DDP time: 0.0030, Total iter time: 3.0079 [2020-10-19 03:31:14,829][root][INFO] - ===> Epoch[3566](17830/5): Loss -0.7631, Sem 0.0314, dir -0.9809, norm 0.1864, swav 0.0000 LR: 7.281e-02 Score 99.026 Data time: 0.0814, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.7410 [2020-10-19 03:31:17,025][root][INFO] - ===> Epoch[3567](17831/5): Loss -0.7780, Sem 0.0255, dir -0.9818, norm 0.1784, swav 0.0000 LR: 7.280e-02 Score 99.171 Data time: 0.0740, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.1003 [2020-10-19 03:31:19,259][root][INFO] - ===> Epoch[3567](17832/5): Loss -0.7645, Sem 0.0314, dir -0.9808, norm 0.1849, swav 0.0000 LR: 7.280e-02 Score 99.017 Data time: 0.0744, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.1445 [2020-10-19 03:31:21,105][root][INFO] - ===> Epoch[3567](17833/5): Loss -0.7813, Sem 0.0273, dir -0.9809, norm 0.1724, swav 0.0000 LR: 7.280e-02 Score 99.086 Data time: 0.0802, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.7394 [2020-10-19 03:31:23,159][root][INFO] - ===> Epoch[3567](17834/5): Loss -0.7618, Sem 0.0282, dir -0.9792, norm 0.1892, swav 0.0000 LR: 7.280e-02 Score 99.048 Data time: 0.0915, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.9658 [2020-10-19 03:31:25,679][root][INFO] - ===> Epoch[3567](17835/5): Loss -0.7849, Sem 0.0298, dir -0.9819, norm 0.1673, swav 0.0000 LR: 7.280e-02 Score 99.005 Data time: 0.0875, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.4208 [2020-10-19 03:31:27,993][root][INFO] - ===> Epoch[3568](17836/5): Loss -0.7797, Sem 0.0328, dir -0.9827, norm 0.1702, swav 0.0000 LR: 7.280e-02 Score 99.008 Data time: 0.0858, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.2403 [2020-10-19 03:31:29,947][root][INFO] - ===> Epoch[3568](17837/5): Loss -0.7707, Sem 0.0282, dir -0.9789, norm 0.1800, swav 0.0000 LR: 7.280e-02 Score 99.049 Data time: 0.0852, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.8562 [2020-10-19 03:31:32,000][root][INFO] - ===> Epoch[3568](17838/5): Loss -0.7655, Sem 0.0304, dir -0.9805, norm 0.1846, swav 0.0000 LR: 7.279e-02 Score 99.018 Data time: 0.0933, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.9494 [2020-10-19 03:31:34,342][root][INFO] - ===> Epoch[3568](17839/5): Loss -0.7719, Sem 0.0279, dir -0.9817, norm 0.1819, swav 0.0000 LR: 7.279e-02 Score 99.070 Data time: 0.1151, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.2306 [2020-10-19 03:31:36,414][root][INFO] - ===> Epoch[3568](17840/5): Loss -0.7888, Sem 0.0248, dir -0.9829, norm 0.1692, swav 0.0000 LR: 7.279e-02 Score 99.165 Data time: 0.0857, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.9955 [2020-10-19 03:31:38,198][root][INFO] - ===> Epoch[3569](17841/5): Loss -0.7772, Sem 0.0268, dir -0.9804, norm 0.1764, swav 0.0000 LR: 7.279e-02 Score 99.102 Data time: 0.0691, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.6732 [2020-10-19 03:31:40,642][root][INFO] - ===> Epoch[3569](17842/5): Loss -0.7735, Sem 0.0270, dir -0.9810, norm 0.1805, swav 0.0000 LR: 7.279e-02 Score 99.109 Data time: 0.0709, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.3580 [2020-10-19 03:31:42,978][root][INFO] - ===> Epoch[3569](17843/5): Loss -0.7855, Sem 0.0286, dir -0.9820, norm 0.1679, swav 0.0000 LR: 7.279e-02 Score 99.066 Data time: 0.0728, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.2491 [2020-10-19 03:31:44,989][root][INFO] - ===> Epoch[3569](17844/5): Loss -0.7661, Sem 0.0346, dir -0.9816, norm 0.1809, swav 0.0000 LR: 7.278e-02 Score 98.914 Data time: 0.0689, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.9078 [2020-10-19 03:31:47,003][root][INFO] - ===> Epoch[3569](17845/5): Loss -0.7604, Sem 0.0305, dir -0.9816, norm 0.1907, swav 0.0000 LR: 7.278e-02 Score 99.040 Data time: 0.0820, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.9254 [2020-10-19 03:31:49,031][root][INFO] - ===> Epoch[3570](17846/5): Loss -0.7374, Sem 0.0405, dir -0.9783, norm 0.2003, swav 0.0000 LR: 7.278e-02 Score 98.697 Data time: 0.0610, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.9306 [2020-10-19 03:31:50,922][root][INFO] - ===> Epoch[3570](17847/5): Loss -0.7720, Sem 0.0289, dir -0.9803, norm 0.1794, swav 0.0000 LR: 7.278e-02 Score 99.027 Data time: 0.0642, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.8231 [2020-10-19 03:31:53,913][root][INFO] - ===> Epoch[3570](17848/5): Loss -0.7595, Sem 0.0357, dir -0.9810, norm 0.1857, swav 0.0000 LR: 7.278e-02 Score 98.835 Data time: 0.0674, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.8752 [2020-10-19 03:31:56,305][root][INFO] - ===> Epoch[3570](17849/5): Loss -0.7383, Sem 0.0454, dir -0.9797, norm 0.1959, swav 0.0000 LR: 7.278e-02 Score 98.600 Data time: 0.0635, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.2767 [2020-10-19 03:31:58,668][root][INFO] - ===> Epoch[3570](17850/5): Loss -0.7442, Sem 0.0400, dir -0.9787, norm 0.1945, swav 0.0000 LR: 7.278e-02 Score 98.702 Data time: 0.0646, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.2677 [2020-10-19 03:32:01,013][root][INFO] - ===> Epoch[3571](17851/5): Loss -0.7325, Sem 0.0441, dir -0.9807, norm 0.2041, swav 0.0000 LR: 7.277e-02 Score 98.706 Data time: 0.0746, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.2411 [2020-10-19 03:32:02,862][root][INFO] - ===> Epoch[3571](17852/5): Loss -0.7411, Sem 0.0652, dir -0.9796, norm 0.1733, swav 0.0000 LR: 7.277e-02 Score 98.172 Data time: 0.0700, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.7478 [2020-10-19 03:32:05,003][root][INFO] - ===> Epoch[3571](17853/5): Loss -0.7705, Sem 0.0281, dir -0.9806, norm 0.1821, swav 0.0000 LR: 7.277e-02 Score 99.072 Data time: 0.1051, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.0337 [2020-10-19 03:32:07,562][root][INFO] - ===> Epoch[3571](17854/5): Loss -0.7567, Sem 0.0496, dir -0.9800, norm 0.1737, swav 0.0000 LR: 7.277e-02 Score 98.357 Data time: 0.0881, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.4221 [2020-10-19 03:32:09,638][root][INFO] - ===> Epoch[3571](17855/5): Loss -0.7498, Sem 0.0506, dir -0.9782, norm 0.1777, swav 0.0000 LR: 7.277e-02 Score 98.440 Data time: 0.0947, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.9565 [2020-10-19 03:32:11,568][root][INFO] - ===> Epoch[3572](17856/5): Loss -0.7592, Sem 0.0432, dir -0.9784, norm 0.1760, swav 0.0000 LR: 7.277e-02 Score 98.632 Data time: 0.0964, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.8045 [2020-10-19 03:32:14,261][root][INFO] - ===> Epoch[3572](17857/5): Loss -0.7510, Sem 0.0393, dir -0.9795, norm 0.1892, swav 0.0000 LR: 7.276e-02 Score 98.775 Data time: 0.0677, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.5900 [2020-10-19 03:32:16,348][root][INFO] - ===> Epoch[3572](17858/5): Loss -0.7564, Sem 0.0415, dir -0.9799, norm 0.1820, swav 0.0000 LR: 7.276e-02 Score 98.645 Data time: 0.0917, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.9723 [2020-10-19 03:32:18,509][root][INFO] - ===> Epoch[3572](17859/5): Loss -0.7644, Sem 0.0434, dir -0.9808, norm 0.1731, swav 0.0000 LR: 7.276e-02 Score 98.649 Data time: 0.0692, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.0585 [2020-10-19 03:32:20,658][root][INFO] - ===> Epoch[3572](17860/5): Loss -0.7348, Sem 0.0429, dir -0.9785, norm 0.2008, swav 0.0000 LR: 7.276e-02 Score 98.619 Data time: 0.0646, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.0657 [2020-10-19 03:32:22,621][root][INFO] - ===> Epoch[3573](17861/5): Loss -0.7509, Sem 0.0468, dir -0.9786, norm 0.1808, swav 0.0000 LR: 7.276e-02 Score 98.439 Data time: 0.0904, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.8806 [2020-10-19 03:32:25,035][root][INFO] - ===> Epoch[3573](17862/5): Loss -0.7695, Sem 0.0349, dir -0.9799, norm 0.1755, swav 0.0000 LR: 7.276e-02 Score 98.851 Data time: 0.0770, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.2712 [2020-10-19 03:32:27,741][root][INFO] - ===> Epoch[3573](17863/5): Loss -0.7595, Sem 0.0365, dir -0.9794, norm 0.1834, swav 0.0000 LR: 7.276e-02 Score 98.842 Data time: 0.0679, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.6019 [2020-10-19 03:32:29,735][root][INFO] - ===> Epoch[3573](17864/5): Loss -0.7468, Sem 0.0416, dir -0.9782, norm 0.1899, swav 0.0000 LR: 7.275e-02 Score 98.709 Data time: 0.0581, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.9018 [2020-10-19 03:32:31,796][root][INFO] - ===> Epoch[3573](17865/5): Loss -0.7770, Sem 0.0344, dir -0.9818, norm 0.1704, swav 0.0000 LR: 7.275e-02 Score 98.868 Data time: 0.0762, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.9619 [2020-10-19 03:32:34,183][root][INFO] - ===> Epoch[3574](17866/5): Loss -0.7629, Sem 0.0338, dir -0.9801, norm 0.1834, swav 0.0000 LR: 7.275e-02 Score 98.880 Data time: 0.1185, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.2735 [2020-10-19 03:32:36,884][root][INFO] - ===> Epoch[3574](17867/5): Loss -0.7437, Sem 0.0383, dir -0.9789, norm 0.1970, swav 0.0000 LR: 7.275e-02 Score 98.800 Data time: 0.1087, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.5857 [2020-10-19 03:32:38,886][root][INFO] - ===> Epoch[3574](17868/5): Loss -0.7500, Sem 0.0366, dir -0.9794, norm 0.1928, swav 0.0000 LR: 7.275e-02 Score 98.822 Data time: 0.1934, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.8463 [2020-10-19 03:32:41,392][root][INFO] - ===> Epoch[3574](17869/5): Loss -0.7663, Sem 0.0345, dir -0.9787, norm 0.1779, swav 0.0000 LR: 7.275e-02 Score 98.856 Data time: 0.1060, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.4015 [2020-10-19 03:32:43,794][root][INFO] - ===> Epoch[3574](17870/5): Loss -0.7635, Sem 0.0327, dir -0.9790, norm 0.1827, swav 0.0000 LR: 7.274e-02 Score 98.929 Data time: 0.0701, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.2785 [2020-10-19 03:32:46,181][root][INFO] - ===> Epoch[3575](17871/5): Loss -0.7398, Sem 0.0407, dir -0.9769, norm 0.1964, swav 0.0000 LR: 7.274e-02 Score 98.728 Data time: 0.0781, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.2906 [2020-10-19 03:32:48,328][root][INFO] - ===> Epoch[3575](17872/5): Loss -0.7676, Sem 0.0325, dir -0.9806, norm 0.1805, swav 0.0000 LR: 7.274e-02 Score 99.003 Data time: 0.0778, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.0547 [2020-10-19 03:32:50,632][root][INFO] - ===> Epoch[3575](17873/5): Loss -0.7600, Sem 0.0366, dir -0.9807, norm 0.1841, swav 0.0000 LR: 7.274e-02 Score 98.888 Data time: 0.1075, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.1983 [2020-10-19 03:32:53,172][root][INFO] - ===> Epoch[3575](17874/5): Loss -0.7473, Sem 0.0422, dir -0.9775, norm 0.1880, swav 0.0000 LR: 7.274e-02 Score 98.634 Data time: 0.0810, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.4048 [2020-10-19 03:32:54,997][root][INFO] - ===> Epoch[3575](17875/5): Loss -0.7719, Sem 0.0325, dir -0.9809, norm 0.1765, swav 0.0000 LR: 7.274e-02 Score 98.918 Data time: 0.0674, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.7297 [2020-10-19 03:32:57,048][root][INFO] - ===> Epoch[3576](17876/5): Loss -0.7643, Sem 0.0356, dir -0.9781, norm 0.1783, swav 0.0000 LR: 7.273e-02 Score 98.810 Data time: 0.0703, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.9569 [2020-10-19 03:32:58,888][root][INFO] - ===> Epoch[3576](17877/5): Loss -0.7777, Sem 0.0294, dir -0.9812, norm 0.1741, swav 0.0000 LR: 7.273e-02 Score 99.002 Data time: 0.0739, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.7340 [2020-10-19 03:33:01,623][root][INFO] - ===> Epoch[3576](17878/5): Loss -0.7707, Sem 0.0295, dir -0.9814, norm 0.1812, swav 0.0000 LR: 7.273e-02 Score 99.051 Data time: 0.0739, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.6334 [2020-10-19 03:33:04,308][root][INFO] - ===> Epoch[3576](17879/5): Loss -0.7643, Sem 0.0324, dir -0.9817, norm 0.1851, swav 0.0000 LR: 7.273e-02 Score 98.929 Data time: 0.0839, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.5514 [2020-10-19 03:33:06,502][root][INFO] - ===> Epoch[3576](17880/5): Loss -0.7779, Sem 0.0301, dir -0.9802, norm 0.1722, swav 0.0000 LR: 7.273e-02 Score 98.987 Data time: 0.0790, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.0762 [2020-10-19 03:33:08,409][root][INFO] - ===> Epoch[3577](17881/5): Loss -0.7868, Sem 0.0273, dir -0.9794, norm 0.1653, swav 0.0000 LR: 7.273e-02 Score 99.076 Data time: 0.0789, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.8124 [2020-10-19 03:33:10,654][root][INFO] - ===> Epoch[3577](17882/5): Loss -0.7659, Sem 0.0388, dir -0.9815, norm 0.1768, swav 0.0000 LR: 7.273e-02 Score 98.866 Data time: 0.0696, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.1391 [2020-10-19 03:33:12,769][root][INFO] - ===> Epoch[3577](17883/5): Loss -0.7796, Sem 0.0310, dir -0.9797, norm 0.1691, swav 0.0000 LR: 7.272e-02 Score 98.962 Data time: 0.1936, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.0205 [2020-10-19 03:33:15,051][root][INFO] - ===> Epoch[3577](17884/5): Loss -0.7591, Sem 0.0328, dir -0.9813, norm 0.1894, swav 0.0000 LR: 7.272e-02 Score 98.968 Data time: 0.0994, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.1776 [2020-10-19 03:33:17,091][root][INFO] - ===> Epoch[3577](17885/5): Loss -0.7778, Sem 0.0339, dir -0.9815, norm 0.1697, swav 0.0000 LR: 7.272e-02 Score 98.918 Data time: 0.0890, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.9292 [2020-10-19 03:33:18,998][root][INFO] - ===> Epoch[3578](17886/5): Loss -0.7608, Sem 0.0333, dir -0.9789, norm 0.1848, swav 0.0000 LR: 7.272e-02 Score 98.927 Data time: 0.1016, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.7997 [2020-10-19 03:33:21,105][root][INFO] - ===> Epoch[3578](17887/5): Loss -0.7848, Sem 0.0304, dir -0.9806, norm 0.1654, swav 0.0000 LR: 7.272e-02 Score 98.983 Data time: 0.0928, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.0065 [2020-10-19 03:33:23,110][root][INFO] - ===> Epoch[3578](17888/5): Loss -0.7669, Sem 0.0407, dir -0.9801, norm 0.1725, swav 0.0000 LR: 7.272e-02 Score 98.720 Data time: 0.0678, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.8972 [2020-10-19 03:33:25,355][root][INFO] - ===> Epoch[3578](17889/5): Loss -0.7592, Sem 0.0288, dir -0.9809, norm 0.1929, swav 0.0000 LR: 7.271e-02 Score 99.050 Data time: 0.0708, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.1650 [2020-10-19 03:33:27,674][root][INFO] - ===> Epoch[3578](17890/5): Loss -0.7695, Sem 0.0312, dir -0.9812, norm 0.1805, swav 0.0000 LR: 7.271e-02 Score 99.021 Data time: 0.1073, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 2.2143 [2020-10-19 03:33:29,603][root][INFO] - ===> Epoch[3579](17891/5): Loss -0.7802, Sem 0.0393, dir -0.9803, norm 0.1608, swav 0.0000 LR: 7.271e-02 Score 98.723 Data time: 0.1006, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 1.8100 [2020-10-19 03:33:31,870][root][INFO] - ===> Epoch[3579](17892/5): Loss -0.7750, Sem 0.0342, dir -0.9813, norm 0.1720, swav 0.0000 LR: 7.271e-02 Score 98.905 Data time: 0.0858, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 2.1830 [2020-10-19 03:33:34,084][root][INFO] - ===> Epoch[3579](17893/5): Loss -0.7714, Sem 0.0338, dir -0.9805, norm 0.1753, swav 0.0000 LR: 7.271e-02 Score 98.861 Data time: 0.0592, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 2.1207 [2020-10-19 03:33:36,502][root][INFO] - ===> Epoch[3579](17894/5): Loss -0.7604, Sem 0.0385, dir -0.9807, norm 0.1818, swav 0.0000 LR: 7.271e-02 Score 98.789 Data time: 0.0826, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 2.3265 [2020-10-19 03:33:38,787][root][INFO] - ===> Epoch[3579](17895/5): Loss -0.7645, Sem 0.0377, dir -0.9804, norm 0.1781, swav 0.0000 LR: 7.271e-02 Score 98.769 Data time: 0.0767, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 2.1871 [2020-10-19 03:33:40,513][root][INFO] - ===> Epoch[3580](17896/5): Loss -0.7791, Sem 0.0330, dir -0.9813, norm 0.1692, swav 0.0000 LR: 7.270e-02 Score 98.933 Data time: 0.0660, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 1.6276 [2020-10-19 03:33:42,581][root][INFO] - ===> Epoch[3580](17897/5): Loss -0.7587, Sem 0.0413, dir -0.9796, norm 0.1796, swav 0.0000 LR: 7.270e-02 Score 98.787 Data time: 0.0624, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 1.9730 [2020-10-19 03:33:44,623][root][INFO] - ===> Epoch[3580](17898/5): Loss -0.7794, Sem 0.0293, dir -0.9819, norm 0.1732, swav 0.0000 LR: 7.270e-02 Score 99.066 Data time: 0.0646, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 1.9591 [2020-10-19 03:33:46,693][root][INFO] - ===> Epoch[3580](17899/5): Loss -0.7822, Sem 0.0315, dir -0.9817, norm 0.1680, swav 0.0000 LR: 7.270e-02 Score 98.981 Data time: 0.0769, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 1.9820 [2020-10-19 03:33:48,956][root][INFO] - ===> Epoch[3580](17900/5): Loss -0.7546, Sem 0.0414, dir -0.9796, norm 0.1835, swav 0.0000 LR: 7.270e-02 Score 98.779 Data time: 0.0714, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 2.1553 [2020-10-19 03:33:50,084][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 03:33:52,228][root][INFO] - ===> Epoch[3581](17901/5): Loss -0.7815, Sem 0.0309, dir -0.9797, norm 0.1674, swav 0.0000 LR: 7.270e-02 Score 98.975 Data time: 0.0898, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 1.9739 [2020-10-19 03:33:54,680][root][INFO] - ===> Epoch[3581](17902/5): Loss -0.7656, Sem 0.0297, dir -0.9808, norm 0.1855, swav 0.0000 LR: 7.269e-02 Score 99.015 Data time: 0.0948, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 2.3249 [2020-10-19 03:33:56,986][root][INFO] - ===> Epoch[3581](17903/5): Loss -0.7711, Sem 0.0318, dir -0.9811, norm 0.1781, swav 0.0000 LR: 7.269e-02 Score 98.937 Data time: 0.1007, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 2.1630 [2020-10-19 03:33:59,059][root][INFO] - ===> Epoch[3581](17904/5): Loss -0.7891, Sem 0.0286, dir -0.9817, norm 0.1640, swav 0.0000 LR: 7.269e-02 Score 99.057 Data time: 0.0729, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 1.9366 [2020-10-19 03:34:01,191][root][INFO] - ===> Epoch[3581](17905/5): Loss -0.7871, Sem 0.0343, dir -0.9815, norm 0.1600, swav 0.0000 LR: 7.269e-02 Score 98.967 Data time: 0.0951, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 2.0381 [2020-10-19 03:34:03,335][root][INFO] - ===> Epoch[3582](17906/5): Loss -0.7903, Sem 0.0314, dir -0.9828, norm 0.1611, swav 0.0000 LR: 7.269e-02 Score 98.977 Data time: 0.0565, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 2.0481 [2020-10-19 03:34:05,778][root][INFO] - ===> Epoch[3582](17907/5): Loss -0.7791, Sem 0.0271, dir -0.9810, norm 0.1748, swav 0.0000 LR: 7.269e-02 Score 99.078 Data time: 0.0543, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 2.3704 [2020-10-19 03:34:08,265][root][INFO] - ===> Epoch[3582](17908/5): Loss -0.7657, Sem 0.0336, dir -0.9794, norm 0.1801, swav 0.0000 LR: 7.269e-02 Score 98.912 Data time: 0.0671, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 2.4159 [2020-10-19 03:34:10,154][root][INFO] - ===> Epoch[3582](17909/5): Loss -0.7876, Sem 0.0271, dir -0.9814, norm 0.1667, swav 0.0000 LR: 7.268e-02 Score 99.112 Data time: 0.0760, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 1.7917 [2020-10-19 03:34:12,756][root][INFO] - ===> Epoch[3582](17910/5): Loss -0.7762, Sem 0.0305, dir -0.9804, norm 0.1738, swav 0.0000 LR: 7.268e-02 Score 99.002 Data time: 0.0767, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 2.4904 [2020-10-19 03:34:14,796][root][INFO] - ===> Epoch[3583](17911/5): Loss -0.7803, Sem 0.0329, dir -0.9814, norm 0.1682, swav 0.0000 LR: 7.268e-02 Score 99.072 Data time: 0.0695, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 1.9401 [2020-10-19 03:34:17,097][root][INFO] - ===> Epoch[3583](17912/5): Loss -0.7713, Sem 0.0373, dir -0.9799, norm 0.1714, swav 0.0000 LR: 7.268e-02 Score 98.811 Data time: 0.0670, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.2105 [2020-10-19 03:34:19,549][root][INFO] - ===> Epoch[3583](17913/5): Loss -0.7749, Sem 0.0365, dir -0.9822, norm 0.1709, swav 0.0000 LR: 7.268e-02 Score 98.844 Data time: 0.0589, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.3661 [2020-10-19 03:34:21,920][root][INFO] - ===> Epoch[3583](17914/5): Loss -0.7747, Sem 0.0288, dir -0.9803, norm 0.1768, swav 0.0000 LR: 7.268e-02 Score 99.054 Data time: 0.0667, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.3184 [2020-10-19 03:34:24,090][root][INFO] - ===> Epoch[3583](17915/5): Loss -0.7659, Sem 0.0332, dir -0.9823, norm 0.1832, swav 0.0000 LR: 7.267e-02 Score 98.966 Data time: 0.0746, Forward time: 0.7733, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.0635 [2020-10-19 03:34:26,321][root][INFO] - ===> Epoch[3584](17916/5): Loss -0.7688, Sem 0.0351, dir -0.9794, norm 0.1755, swav 0.0000 LR: 7.267e-02 Score 98.868 Data time: 0.0785, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 2.1474 [2020-10-19 03:34:28,424][root][INFO] - ===> Epoch[3584](17917/5): Loss -0.7644, Sem 0.0393, dir -0.9796, norm 0.1759, swav 0.0000 LR: 7.267e-02 Score 98.821 Data time: 0.0848, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.9946 [2020-10-19 03:34:30,441][root][INFO] - ===> Epoch[3584](17918/5): Loss -0.7498, Sem 0.0421, dir -0.9806, norm 0.1887, swav 0.0000 LR: 7.267e-02 Score 98.710 Data time: 0.0845, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.8895 [2020-10-19 03:34:32,369][root][INFO] - ===> Epoch[3584](17919/5): Loss -0.7637, Sem 0.0434, dir -0.9799, norm 0.1727, swav 0.0000 LR: 7.267e-02 Score 98.730 Data time: 0.0862, Forward time: 0.7734, Backward time: 1.1771, DDP time: 0.0030, Total iter time: 1.8306 [2020-10-19 03:34:34,193][root][INFO] - ===> Epoch[3584](17920/5): Loss -0.7534, Sem 0.0477, dir -0.9807, norm 0.1796, swav 0.0000 LR: 7.267e-02 Score 98.570 Data time: 0.0733, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 1.7421 [2020-10-19 03:34:36,686][root][INFO] - ===> Epoch[3585](17921/5): Loss -0.7724, Sem 0.0307, dir -0.9813, norm 0.1783, swav 0.0000 LR: 7.267e-02 Score 99.003 Data time: 0.1089, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 2.3906 [2020-10-19 03:34:38,654][root][INFO] - ===> Epoch[3585](17922/5): Loss -0.7547, Sem 0.0387, dir -0.9774, norm 0.1840, swav 0.0000 LR: 7.266e-02 Score 98.783 Data time: 0.0775, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 1.8250 [2020-10-19 03:34:40,717][root][INFO] - ===> Epoch[3585](17923/5): Loss -0.7605, Sem 0.0350, dir -0.9792, norm 0.1837, swav 0.0000 LR: 7.266e-02 Score 98.879 Data time: 0.0810, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 1.9594 [2020-10-19 03:34:42,776][root][INFO] - ===> Epoch[3585](17924/5): Loss -0.7808, Sem 0.0334, dir -0.9819, norm 0.1677, swav 0.0000 LR: 7.266e-02 Score 98.919 Data time: 0.0611, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 1.9655 [2020-10-19 03:34:45,148][root][INFO] - ===> Epoch[3585](17925/5): Loss -0.7689, Sem 0.0350, dir -0.9810, norm 0.1771, swav 0.0000 LR: 7.266e-02 Score 98.868 Data time: 0.0775, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 2.2954 [2020-10-19 03:34:47,358][root][INFO] - ===> Epoch[3586](17926/5): Loss -0.7666, Sem 0.0455, dir -0.9804, norm 0.1682, swav 0.0000 LR: 7.266e-02 Score 98.585 Data time: 0.0782, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 2.1075 [2020-10-19 03:34:49,385][root][INFO] - ===> Epoch[3586](17927/5): Loss -0.7631, Sem 0.0376, dir -0.9790, norm 0.1784, swav 0.0000 LR: 7.266e-02 Score 98.766 Data time: 0.0724, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 1.9227 [2020-10-19 03:34:51,543][root][INFO] - ===> Epoch[3586](17928/5): Loss -0.7797, Sem 0.0309, dir -0.9800, norm 0.1694, swav 0.0000 LR: 7.265e-02 Score 98.970 Data time: 0.0614, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 2.0649 [2020-10-19 03:34:53,527][root][INFO] - ===> Epoch[3586](17929/5): Loss -0.7750, Sem 0.0288, dir -0.9823, norm 0.1784, swav 0.0000 LR: 7.265e-02 Score 99.061 Data time: 0.0692, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 1.9067 [2020-10-19 03:34:55,786][root][INFO] - ===> Epoch[3586](17930/5): Loss -0.7790, Sem 0.0316, dir -0.9808, norm 0.1702, swav 0.0000 LR: 7.265e-02 Score 98.946 Data time: 0.0767, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 2.1606 [2020-10-19 03:34:57,899][root][INFO] - ===> Epoch[3587](17931/5): Loss -0.7622, Sem 0.0356, dir -0.9789, norm 0.1812, swav 0.0000 LR: 7.265e-02 Score 98.850 Data time: 0.0737, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 2.0049 [2020-10-19 03:35:00,026][root][INFO] - ===> Epoch[3587](17932/5): Loss -0.7712, Sem 0.0274, dir -0.9819, norm 0.1833, swav 0.0000 LR: 7.265e-02 Score 99.116 Data time: 0.0950, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 2.0412 [2020-10-19 03:35:02,193][root][INFO] - ===> Epoch[3587](17933/5): Loss -0.7905, Sem 0.0300, dir -0.9824, norm 0.1619, swav 0.0000 LR: 7.265e-02 Score 99.001 Data time: 0.0795, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 2.0425 [2020-10-19 03:35:03,998][root][INFO] - ===> Epoch[3587](17934/5): Loss -0.7931, Sem 0.0314, dir -0.9819, norm 0.1573, swav 0.0000 LR: 7.264e-02 Score 98.974 Data time: 0.0781, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 1.7245 [2020-10-19 03:35:06,264][root][INFO] - ===> Epoch[3587](17935/5): Loss -0.7676, Sem 0.0320, dir -0.9778, norm 0.1782, swav 0.0000 LR: 7.264e-02 Score 98.957 Data time: 0.0681, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 2.1766 [2020-10-19 03:35:08,459][root][INFO] - ===> Epoch[3588](17936/5): Loss -0.7647, Sem 0.0364, dir -0.9794, norm 0.1784, swav 0.0000 LR: 7.264e-02 Score 98.829 Data time: 0.1426, Forward time: 0.7734, Backward time: 1.1770, DDP time: 0.0030, Total iter time: 2.0832 [2020-10-19 03:35:10,467][root][INFO] - ===> Epoch[3588](17937/5): Loss -0.7770, Sem 0.0332, dir -0.9805, norm 0.1703, swav 0.0000 LR: 7.264e-02 Score 98.956 Data time: 0.1053, Forward time: 0.7734, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 1.8811 [2020-10-19 03:35:13,067][root][INFO] - ===> Epoch[3588](17938/5): Loss -0.7873, Sem 0.0270, dir -0.9824, norm 0.1681, swav 0.0000 LR: 7.264e-02 Score 99.101 Data time: 0.1132, Forward time: 0.7734, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 2.4929 [2020-10-19 03:35:15,030][root][INFO] - ===> Epoch[3588](17939/5): Loss -0.7696, Sem 0.0331, dir -0.9805, norm 0.1779, swav 0.0000 LR: 7.264e-02 Score 98.923 Data time: 0.0645, Forward time: 0.7734, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 1.8372 [2020-10-19 03:35:17,200][root][INFO] - ===> Epoch[3588](17940/5): Loss -0.7953, Sem 0.0257, dir -0.9815, norm 0.1605, swav 0.0000 LR: 7.264e-02 Score 99.160 Data time: 0.0855, Forward time: 0.7734, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 2.0554 [2020-10-19 03:35:19,152][root][INFO] - ===> Epoch[3589](17941/5): Loss -0.7670, Sem 0.0375, dir -0.9792, norm 0.1747, swav 0.0000 LR: 7.263e-02 Score 98.858 Data time: 0.0934, Forward time: 0.7734, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 1.8270 [2020-10-19 03:35:21,548][root][INFO] - ===> Epoch[3589](17942/5): Loss -0.7750, Sem 0.0300, dir -0.9790, norm 0.1740, swav 0.0000 LR: 7.263e-02 Score 98.983 Data time: 0.0467, Forward time: 0.7734, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 2.2933 [2020-10-19 03:35:23,542][root][INFO] - ===> Epoch[3589](17943/5): Loss -0.7860, Sem 0.0290, dir -0.9804, norm 0.1654, swav 0.0000 LR: 7.263e-02 Score 99.058 Data time: 0.0535, Forward time: 0.7734, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 1.9267 [2020-10-19 03:35:25,537][root][INFO] - ===> Epoch[3589](17944/5): Loss -0.7726, Sem 0.0330, dir -0.9807, norm 0.1751, swav 0.0000 LR: 7.263e-02 Score 98.885 Data time: 0.0979, Forward time: 0.7734, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 1.9123 [2020-10-19 03:35:27,605][root][INFO] - ===> Epoch[3589](17945/5): Loss -0.7653, Sem 0.0333, dir -0.9794, norm 0.1808, swav 0.0000 LR: 7.263e-02 Score 98.918 Data time: 0.0632, Forward time: 0.7734, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 1.9582 [2020-10-19 03:35:29,543][root][INFO] - ===> Epoch[3590](17946/5): Loss -0.7837, Sem 0.0238, dir -0.9828, norm 0.1752, swav 0.0000 LR: 7.263e-02 Score 99.222 Data time: 0.0736, Forward time: 0.7734, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 1.8262 [2020-10-19 03:35:31,658][root][INFO] - ===> Epoch[3590](17947/5): Loss -0.7715, Sem 0.0299, dir -0.9815, norm 0.1802, swav 0.0000 LR: 7.262e-02 Score 99.044 Data time: 0.0763, Forward time: 0.7734, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 2.0115 [2020-10-19 03:35:33,961][root][INFO] - ===> Epoch[3590](17948/5): Loss -0.7909, Sem 0.0281, dir -0.9816, norm 0.1626, swav 0.0000 LR: 7.262e-02 Score 99.061 Data time: 0.0609, Forward time: 0.7734, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 2.2045 [2020-10-19 03:35:36,187][root][INFO] - ===> Epoch[3590](17949/5): Loss -0.7703, Sem 0.0271, dir -0.9800, norm 0.1826, swav 0.0000 LR: 7.262e-02 Score 99.094 Data time: 0.0843, Forward time: 0.7734, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 2.1330 [2020-10-19 03:35:38,456][root][INFO] - ===> Epoch[3590](17950/5): Loss -0.7699, Sem 0.0286, dir -0.9805, norm 0.1819, swav 0.0000 LR: 7.262e-02 Score 99.034 Data time: 0.0772, Forward time: 0.7734, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 2.1729 [2020-10-19 03:35:40,364][root][INFO] - ===> Epoch[3591](17951/5): Loss -0.7760, Sem 0.0299, dir -0.9786, norm 0.1727, swav 0.0000 LR: 7.262e-02 Score 99.033 Data time: 0.0757, Forward time: 0.7734, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 1.8149 [2020-10-19 03:35:42,436][root][INFO] - ===> Epoch[3591](17952/5): Loss -0.7814, Sem 0.0260, dir -0.9825, norm 0.1751, swav 0.0000 LR: 7.262e-02 Score 99.147 Data time: 0.0519, Forward time: 0.7734, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 1.9673 [2020-10-19 03:35:44,439][root][INFO] - ===> Epoch[3591](17953/5): Loss -0.8007, Sem 0.0248, dir -0.9824, norm 0.1569, swav 0.0000 LR: 7.262e-02 Score 99.167 Data time: 0.0612, Forward time: 0.7733, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 1.9183 [2020-10-19 03:35:46,344][root][INFO] - ===> Epoch[3591](17954/5): Loss -0.7779, Sem 0.0298, dir -0.9787, norm 0.1710, swav 0.0000 LR: 7.261e-02 Score 99.011 Data time: 0.0805, Forward time: 0.7733, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 1.8102 [2020-10-19 03:35:48,538][root][INFO] - ===> Epoch[3591](17955/5): Loss -0.7945, Sem 0.0263, dir -0.9809, norm 0.1601, swav 0.0000 LR: 7.261e-02 Score 99.133 Data time: 0.0789, Forward time: 0.7734, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 2.0732 [2020-10-19 03:35:50,682][root][INFO] - ===> Epoch[3592](17956/5): Loss -0.7999, Sem 0.0238, dir -0.9829, norm 0.1593, swav 0.0000 LR: 7.261e-02 Score 99.203 Data time: 0.0646, Forward time: 0.7733, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 2.0469 [2020-10-19 03:35:52,687][root][INFO] - ===> Epoch[3592](17957/5): Loss -0.7933, Sem 0.0259, dir -0.9824, norm 0.1632, swav 0.0000 LR: 7.261e-02 Score 99.113 Data time: 0.0591, Forward time: 0.7733, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 1.8967 [2020-10-19 03:35:54,572][root][INFO] - ===> Epoch[3592](17958/5): Loss -0.7890, Sem 0.0257, dir -0.9809, norm 0.1662, swav 0.0000 LR: 7.261e-02 Score 99.156 Data time: 0.0677, Forward time: 0.7733, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 1.8433 [2020-10-19 03:35:56,581][root][INFO] - ===> Epoch[3592](17959/5): Loss -0.7884, Sem 0.0270, dir -0.9810, norm 0.1657, swav 0.0000 LR: 7.261e-02 Score 99.106 Data time: 0.0456, Forward time: 0.7733, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 1.8851 [2020-10-19 03:35:58,397][root][INFO] - ===> Epoch[3592](17960/5): Loss -0.8008, Sem 0.0265, dir -0.9819, norm 0.1546, swav 0.0000 LR: 7.260e-02 Score 99.100 Data time: 0.0659, Forward time: 0.7733, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 1.7476 [2020-10-19 03:36:00,460][root][INFO] - ===> Epoch[3593](17961/5): Loss -0.8051, Sem 0.0247, dir -0.9834, norm 0.1537, swav 0.0000 LR: 7.260e-02 Score 99.170 Data time: 0.0992, Forward time: 0.7733, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 1.9602 [2020-10-19 03:36:02,785][root][INFO] - ===> Epoch[3593](17962/5): Loss -0.7890, Sem 0.0238, dir -0.9834, norm 0.1707, swav 0.0000 LR: 7.260e-02 Score 99.223 Data time: 0.0753, Forward time: 0.7733, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 2.2188 [2020-10-19 03:36:04,713][root][INFO] - ===> Epoch[3593](17963/5): Loss -0.8109, Sem 0.0244, dir -0.9839, norm 0.1486, swav 0.0000 LR: 7.260e-02 Score 99.161 Data time: 0.0687, Forward time: 0.7733, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 1.8129 [2020-10-19 03:36:06,903][root][INFO] - ===> Epoch[3593](17964/5): Loss -0.7873, Sem 0.0274, dir -0.9810, norm 0.1664, swav 0.0000 LR: 7.260e-02 Score 99.073 Data time: 0.0778, Forward time: 0.7733, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 2.0943 [2020-10-19 03:36:08,926][root][INFO] - ===> Epoch[3593](17965/5): Loss -0.8098, Sem 0.0233, dir -0.9839, norm 0.1508, swav 0.0000 LR: 7.260e-02 Score 99.243 Data time: 0.0867, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.9055 [2020-10-19 03:36:11,065][root][INFO] - ===> Epoch[3594](17966/5): Loss -0.7973, Sem 0.0232, dir -0.9820, norm 0.1614, swav 0.0000 LR: 7.260e-02 Score 99.224 Data time: 0.0856, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.0434 [2020-10-19 03:36:13,265][root][INFO] - ===> Epoch[3594](17967/5): Loss -0.8063, Sem 0.0247, dir -0.9839, norm 0.1529, swav 0.0000 LR: 7.259e-02 Score 99.209 Data time: 0.0731, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.0847 [2020-10-19 03:36:15,237][root][INFO] - ===> Epoch[3594](17968/5): Loss -0.8055, Sem 0.0225, dir -0.9826, norm 0.1547, swav 0.0000 LR: 7.259e-02 Score 99.244 Data time: 0.0732, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.9019 [2020-10-19 03:36:17,375][root][INFO] - ===> Epoch[3594](17969/5): Loss -0.8064, Sem 0.0201, dir -0.9845, norm 0.1581, swav 0.0000 LR: 7.259e-02 Score 99.339 Data time: 0.0516, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.0253 [2020-10-19 03:36:19,588][root][INFO] - ===> Epoch[3594](17970/5): Loss -0.7852, Sem 0.0261, dir -0.9814, norm 0.1701, swav 0.0000 LR: 7.259e-02 Score 99.152 Data time: 0.0829, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.1311 [2020-10-19 03:36:21,727][root][INFO] - ===> Epoch[3595](17971/5): Loss -0.7952, Sem 0.0238, dir -0.9823, norm 0.1632, swav 0.0000 LR: 7.259e-02 Score 99.191 Data time: 0.0899, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.0473 [2020-10-19 03:36:23,745][root][INFO] - ===> Epoch[3595](17972/5): Loss -0.8012, Sem 0.0269, dir -0.9829, norm 0.1548, swav 0.0000 LR: 7.259e-02 Score 99.086 Data time: 0.0707, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.9036 [2020-10-19 03:36:25,657][root][INFO] - ===> Epoch[3595](17973/5): Loss -0.8007, Sem 0.0221, dir -0.9841, norm 0.1613, swav 0.0000 LR: 7.258e-02 Score 99.259 Data time: 0.0722, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.8314 [2020-10-19 03:36:28,022][root][INFO] - ===> Epoch[3595](17974/5): Loss -0.8021, Sem 0.0216, dir -0.9826, norm 0.1589, swav 0.0000 LR: 7.258e-02 Score 99.266 Data time: 0.3156, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.2673 [2020-10-19 03:36:30,552][root][INFO] - ===> Epoch[3595](17975/5): Loss -0.7971, Sem 0.0237, dir -0.9825, norm 0.1617, swav 0.0000 LR: 7.258e-02 Score 99.247 Data time: 0.1023, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.4222 [2020-10-19 03:36:32,764][root][INFO] - ===> Epoch[3596](17976/5): Loss -0.8083, Sem 0.0239, dir -0.9831, norm 0.1509, swav 0.0000 LR: 7.258e-02 Score 99.191 Data time: 0.0683, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.0619 [2020-10-19 03:36:34,695][root][INFO] - ===> Epoch[3596](17977/5): Loss -0.7949, Sem 0.0244, dir -0.9823, norm 0.1630, swav 0.0000 LR: 7.258e-02 Score 99.195 Data time: 0.0852, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.8414 [2020-10-19 03:36:36,843][root][INFO] - ===> Epoch[3596](17978/5): Loss -0.7844, Sem 0.0331, dir -0.9827, norm 0.1652, swav 0.0000 LR: 7.258e-02 Score 99.030 Data time: 0.0685, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.0372 [2020-10-19 03:36:39,317][root][INFO] - ===> Epoch[3596](17979/5): Loss -0.8134, Sem 0.0213, dir -0.9854, norm 0.1507, swav 0.0000 LR: 7.257e-02 Score 99.279 Data time: 0.1044, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.4022 [2020-10-19 03:36:41,561][root][INFO] - ===> Epoch[3596](17980/5): Loss -0.7943, Sem 0.0238, dir -0.9827, norm 0.1646, swav 0.0000 LR: 7.257e-02 Score 99.185 Data time: 0.0586, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.1418 [2020-10-19 03:36:43,543][root][INFO] - ===> Epoch[3597](17981/5): Loss -0.7866, Sem 0.0264, dir -0.9825, norm 0.1695, swav 0.0000 LR: 7.257e-02 Score 99.119 Data time: 0.0514, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.9286 [2020-10-19 03:36:45,800][root][INFO] - ===> Epoch[3597](17982/5): Loss -0.8017, Sem 0.0246, dir -0.9827, norm 0.1564, swav 0.0000 LR: 7.257e-02 Score 99.185 Data time: 0.0747, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.2152 [2020-10-19 03:36:47,752][root][INFO] - ===> Epoch[3597](17983/5): Loss -0.8129, Sem 0.0248, dir -0.9838, norm 0.1461, swav 0.0000 LR: 7.257e-02 Score 99.166 Data time: 0.0778, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.8400 [2020-10-19 03:36:49,795][root][INFO] - ===> Epoch[3597](17984/5): Loss -0.7988, Sem 0.0243, dir -0.9819, norm 0.1588, swav 0.0000 LR: 7.257e-02 Score 99.208 Data time: 0.0882, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.9534 [2020-10-19 03:36:51,600][root][INFO] - ===> Epoch[3597](17985/5): Loss -0.8039, Sem 0.0248, dir -0.9824, norm 0.1537, swav 0.0000 LR: 7.257e-02 Score 99.174 Data time: 0.0494, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.7044 [2020-10-19 03:36:53,607][root][INFO] - ===> Epoch[3598](17986/5): Loss -0.8082, Sem 0.0245, dir -0.9836, norm 0.1509, swav 0.0000 LR: 7.256e-02 Score 99.165 Data time: 0.0650, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.9486 [2020-10-19 03:36:55,853][root][INFO] - ===> Epoch[3598](17987/5): Loss -0.7989, Sem 0.0249, dir -0.9848, norm 0.1609, swav 0.0000 LR: 7.256e-02 Score 99.171 Data time: 0.0534, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.1688 [2020-10-19 03:36:58,326][root][INFO] - ===> Epoch[3598](17988/5): Loss -0.8103, Sem 0.0233, dir -0.9840, norm 0.1505, swav 0.0000 LR: 7.256e-02 Score 99.235 Data time: 0.0859, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.3864 [2020-10-19 03:37:00,505][root][INFO] - ===> Epoch[3598](17989/5): Loss -0.7856, Sem 0.0271, dir -0.9813, norm 0.1685, swav 0.0000 LR: 7.256e-02 Score 99.093 Data time: 0.0798, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.0699 [2020-10-19 03:37:02,724][root][INFO] - ===> Epoch[3598](17990/5): Loss -0.7985, Sem 0.0240, dir -0.9830, norm 0.1605, swav 0.0000 LR: 7.256e-02 Score 99.203 Data time: 0.0755, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.1136 [2020-10-19 03:37:04,697][root][INFO] - ===> Epoch[3599](17991/5): Loss -0.8102, Sem 0.0207, dir -0.9837, norm 0.1528, swav 0.0000 LR: 7.256e-02 Score 99.310 Data time: 0.0710, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.8647 [2020-10-19 03:37:06,533][root][INFO] - ===> Epoch[3599](17992/5): Loss -0.7957, Sem 0.0256, dir -0.9820, norm 0.1607, swav 0.0000 LR: 7.255e-02 Score 99.151 Data time: 0.0566, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.7569 [2020-10-19 03:37:08,821][root][INFO] - ===> Epoch[3599](17993/5): Loss -0.7936, Sem 0.0228, dir -0.9834, norm 0.1670, swav 0.0000 LR: 7.255e-02 Score 99.251 Data time: 0.0721, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.2204 [2020-10-19 03:37:10,952][root][INFO] - ===> Epoch[3599](17994/5): Loss -0.7987, Sem 0.0229, dir -0.9829, norm 0.1613, swav 0.0000 LR: 7.255e-02 Score 99.235 Data time: 0.0752, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.0126 [2020-10-19 03:37:12,751][root][INFO] - ===> Epoch[3599](17995/5): Loss -0.7950, Sem 0.0265, dir -0.9800, norm 0.1586, swav 0.0000 LR: 7.255e-02 Score 99.126 Data time: 0.0819, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.6920 [2020-10-19 03:37:14,839][root][INFO] - ===> Epoch[3600](17996/5): Loss -0.8139, Sem 0.0213, dir -0.9858, norm 0.1506, swav 0.0000 LR: 7.255e-02 Score 99.298 Data time: 0.0762, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.9871 [2020-10-19 03:37:17,202][root][INFO] - ===> Epoch[3600](17997/5): Loss -0.8038, Sem 0.0255, dir -0.9838, norm 0.1545, swav 0.0000 LR: 7.255e-02 Score 99.142 Data time: 0.0794, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.2552 [2020-10-19 03:37:19,487][root][INFO] - ===> Epoch[3600](17998/5): Loss -0.7913, Sem 0.0253, dir -0.9823, norm 0.1658, swav 0.0000 LR: 7.255e-02 Score 99.161 Data time: 0.0813, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.1866 [2020-10-19 03:37:21,990][root][INFO] - ===> Epoch[3600](17999/5): Loss -0.7910, Sem 0.0239, dir -0.9827, norm 0.1678, swav 0.0000 LR: 7.254e-02 Score 99.225 Data time: 0.0837, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.3957 [2020-10-19 03:37:23,989][root][INFO] - ===> Epoch[3600](18000/5): Loss -0.8057, Sem 0.0245, dir -0.9836, norm 0.1534, swav 0.0000 LR: 7.254e-02 Score 99.192 Data time: 0.0718, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.8956 [2020-10-19 03:37:24,927][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 03:37:25,081][root][INFO] - ===> Start testing [2020-10-19 03:38:03,577][root][INFO] - 68/68: Data time: 0.0024, Iter time: 0.1164 Loss 0.544 (AVG: 0.530) Score 90.410 (AVG: 90.209) mIOU 69.125 mAP 83.772 mAcc 76.497 IOU: 63.018 0.000 80.112 73.509 94.134 92.159 28.855 75.863 98.216 71.742 78.697 85.437 56.886 mAP: 83.126 9.312 97.326 87.492 99.048 97.593 55.459 93.778 99.786 87.405 93.099 95.073 90.534 mAcc: 79.324 0.000 90.914 82.159 95.874 96.033 31.460 88.409 99.075 83.534 88.725 95.570 63.385 [2020-10-19 03:38:03,578][root][INFO] - Finished test. Elapsed time: 38.4953 [2020-10-19 03:38:07,170][root][INFO] - [2020-10-19 03:38:07,171][root][INFO] - ################################################################ [2020-10-19 03:38:07,171][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 03:38:07,171][root][INFO] - ################################################################ [2020-10-19 03:38:07,171][root][INFO] - clutter : nan nan nan [2020-10-19 03:38:07,171][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 03:38:07,171][root][INFO] - board : 0.805 0.894 0.947 [2020-10-19 03:38:07,171][root][INFO] - bookcase : 0.228 0.328 0.472 [2020-10-19 03:38:07,171][root][INFO] - ceiling : 0.636 0.670 0.714 [2020-10-19 03:38:07,171][root][INFO] - chair : 0.813 0.901 0.914 [2020-10-19 03:38:07,171][root][INFO] - column : 0.181 0.252 0.333 [2020-10-19 03:38:07,171][root][INFO] - door : 0.590 0.742 0.820 [2020-10-19 03:38:07,171][root][INFO] - floor : 0.768 0.768 0.829 [2020-10-19 03:38:07,171][root][INFO] - sofa : 0.485 0.727 0.727 [2020-10-19 03:38:07,171][root][INFO] - table : 0.133 0.308 0.641 [2020-10-19 03:38:07,171][root][INFO] - wall : 0.499 0.705 0.790 [2020-10-19 03:38:07,171][root][INFO] - window : 0.555 0.781 0.781 [2020-10-19 03:38:07,171][root][INFO] - ---------------------------------------------------------------- [2020-10-19 03:38:07,171][root][INFO] - average : 0.474 0.590 0.664 [2020-10-19 03:38:07,171][root][INFO] - [2020-10-19 03:38:07,328][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 03:38:07,329][root][INFO] - Current best mIoU: 70.649 at iter 17600 [2020-10-19 03:38:08,714][root][INFO] - ===> Epoch[3601](18001/5): Loss -0.7988, Sem 0.0206, dir -0.9845, norm 0.1651, swav 0.0000 LR: 7.254e-02 Score 99.295 Data time: 0.0573, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.3805 [2020-10-19 03:38:11,261][root][INFO] - ===> Epoch[3601](18002/5): Loss -0.7958, Sem 0.0228, dir -0.9827, norm 0.1642, swav 0.0000 LR: 7.254e-02 Score 99.257 Data time: 0.0788, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.4600 [2020-10-19 03:38:14,233][root][INFO] - ===> Epoch[3601](18003/5): Loss -0.7917, Sem 0.0246, dir -0.9828, norm 0.1664, swav 0.0000 LR: 7.254e-02 Score 99.192 Data time: 0.0650, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.8513 [2020-10-19 03:38:16,315][root][INFO] - ===> Epoch[3601](18004/5): Loss -0.8010, Sem 0.0233, dir -0.9831, norm 0.1589, swav 0.0000 LR: 7.254e-02 Score 99.212 Data time: 0.0729, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.9712 [2020-10-19 03:38:18,341][root][INFO] - ===> Epoch[3601](18005/5): Loss -0.7912, Sem 0.0255, dir -0.9824, norm 0.1658, swav 0.0000 LR: 7.253e-02 Score 99.123 Data time: 0.0604, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.9074 [2020-10-19 03:38:20,193][root][INFO] - ===> Epoch[3602](18006/5): Loss -0.8008, Sem 0.0227, dir -0.9845, norm 0.1610, swav 0.0000 LR: 7.253e-02 Score 99.233 Data time: 0.0703, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.7780 [2020-10-19 03:38:22,978][root][INFO] - ===> Epoch[3602](18007/5): Loss -0.8010, Sem 0.0227, dir -0.9831, norm 0.1594, swav 0.0000 LR: 7.253e-02 Score 99.239 Data time: 0.0774, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.6872 [2020-10-19 03:38:25,189][root][INFO] - ===> Epoch[3602](18008/5): Loss -0.7864, Sem 0.0244, dir -0.9819, norm 0.1711, swav 0.0000 LR: 7.253e-02 Score 99.213 Data time: 0.0794, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.1096 [2020-10-19 03:38:27,510][root][INFO] - ===> Epoch[3602](18009/5): Loss -0.8060, Sem 0.0215, dir -0.9847, norm 0.1572, swav 0.0000 LR: 7.253e-02 Score 99.295 Data time: 0.0629, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.2046 [2020-10-19 03:38:29,862][root][INFO] - ===> Epoch[3602](18010/5): Loss -0.7966, Sem 0.0231, dir -0.9844, norm 0.1647, swav 0.0000 LR: 7.253e-02 Score 99.236 Data time: 0.0751, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.2647 [2020-10-19 03:38:31,882][root][INFO] - ===> Epoch[3603](18011/5): Loss -0.7902, Sem 0.0229, dir -0.9811, norm 0.1681, swav 0.0000 LR: 7.253e-02 Score 99.222 Data time: 0.0837, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.9127 [2020-10-19 03:38:33,643][root][INFO] - ===> Epoch[3603](18012/5): Loss -0.8000, Sem 0.0230, dir -0.9839, norm 0.1610, swav 0.0000 LR: 7.252e-02 Score 99.243 Data time: 0.0577, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.6359 [2020-10-19 03:38:35,844][root][INFO] - ===> Epoch[3603](18013/5): Loss -0.7879, Sem 0.0248, dir -0.9827, norm 0.1700, swav 0.0000 LR: 7.252e-02 Score 99.183 Data time: 0.0695, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.1050 [2020-10-19 03:38:38,275][root][INFO] - ===> Epoch[3603](18014/5): Loss -0.7921, Sem 0.0237, dir -0.9819, norm 0.1661, swav 0.0000 LR: 7.252e-02 Score 99.224 Data time: 0.0774, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.3311 [2020-10-19 03:38:40,448][root][INFO] - ===> Epoch[3603](18015/5): Loss -0.8021, Sem 0.0222, dir -0.9838, norm 0.1596, swav 0.0000 LR: 7.252e-02 Score 99.277 Data time: 0.0723, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.0561 [2020-10-19 03:38:42,289][root][INFO] - ===> Epoch[3604](18016/5): Loss -0.8089, Sem 0.0226, dir -0.9839, norm 0.1523, swav 0.0000 LR: 7.252e-02 Score 99.233 Data time: 0.0638, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.7510 [2020-10-19 03:38:45,030][root][INFO] - ===> Epoch[3604](18017/5): Loss -0.7843, Sem 0.0232, dir -0.9805, norm 0.1730, swav 0.0000 LR: 7.252e-02 Score 99.207 Data time: 0.0781, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.6493 [2020-10-19 03:38:47,033][root][INFO] - ===> Epoch[3604](18018/5): Loss -0.8001, Sem 0.0236, dir -0.9841, norm 0.1604, swav 0.0000 LR: 7.251e-02 Score 99.212 Data time: 0.0801, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.8857 [2020-10-19 03:38:48,949][root][INFO] - ===> Epoch[3604](18019/5): Loss -0.8001, Sem 0.0223, dir -0.9838, norm 0.1614, swav 0.0000 LR: 7.251e-02 Score 99.260 Data time: 0.0774, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.8080 [2020-10-19 03:38:50,966][root][INFO] - ===> Epoch[3604](18020/5): Loss -0.7950, Sem 0.0230, dir -0.9821, norm 0.1641, swav 0.0000 LR: 7.251e-02 Score 99.243 Data time: 0.0602, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.9099 [2020-10-19 03:38:52,993][root][INFO] - ===> Epoch[3605](18021/5): Loss -0.7951, Sem 0.0230, dir -0.9831, norm 0.1651, swav 0.0000 LR: 7.251e-02 Score 99.242 Data time: 0.0863, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.9330 [2020-10-19 03:38:55,057][root][INFO] - ===> Epoch[3605](18022/5): Loss -0.7893, Sem 0.0248, dir -0.9813, norm 0.1672, swav 0.0000 LR: 7.251e-02 Score 99.160 Data time: 0.0820, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.9603 [2020-10-19 03:38:58,520][root][INFO] - ===> Epoch[3605](18023/5): Loss -0.7962, Sem 0.0224, dir -0.9835, norm 0.1649, swav 0.0000 LR: 7.251e-02 Score 99.233 Data time: 0.0708, Forward time: 0.7732, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 3.3312 [2020-10-19 03:39:00,748][root][INFO] - ===> Epoch[3605](18024/5): Loss -0.7953, Sem 0.0224, dir -0.9833, norm 0.1656, swav 0.0000 LR: 7.250e-02 Score 99.251 Data time: 0.0856, Forward time: 0.7732, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 2.0884 [2020-10-19 03:39:02,813][root][INFO] - ===> Epoch[3605](18025/5): Loss -0.7884, Sem 0.0252, dir -0.9823, norm 0.1687, swav 0.0000 LR: 7.250e-02 Score 99.154 Data time: 0.0874, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.9522 [2020-10-19 03:39:04,664][root][INFO] - ===> Epoch[3606](18026/5): Loss -0.8127, Sem 0.0209, dir -0.9847, norm 0.1511, swav 0.0000 LR: 7.250e-02 Score 99.289 Data time: 0.0836, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.7417 [2020-10-19 03:39:06,982][root][INFO] - ===> Epoch[3606](18027/5): Loss -0.7971, Sem 0.0216, dir -0.9843, norm 0.1656, swav 0.0000 LR: 7.250e-02 Score 99.272 Data time: 0.0876, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.2059 [2020-10-19 03:39:09,379][root][INFO] - ===> Epoch[3606](18028/5): Loss -0.7901, Sem 0.0248, dir -0.9840, norm 0.1692, swav 0.0000 LR: 7.250e-02 Score 99.216 Data time: 0.0665, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.2803 [2020-10-19 03:39:11,243][root][INFO] - ===> Epoch[3606](18029/5): Loss -0.8115, Sem 0.0206, dir -0.9852, norm 0.1531, swav 0.0000 LR: 7.250e-02 Score 99.298 Data time: 0.0741, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.7515 [2020-10-19 03:39:13,270][root][INFO] - ===> Epoch[3606](18030/5): Loss -0.7894, Sem 0.0221, dir -0.9826, norm 0.1710, swav 0.0000 LR: 7.250e-02 Score 99.261 Data time: 0.0610, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.9132 [2020-10-19 03:39:16,227][root][INFO] - ===> Epoch[3607](18031/5): Loss -0.7953, Sem 0.0237, dir -0.9828, norm 0.1638, swav 0.0000 LR: 7.249e-02 Score 99.207 Data time: 0.0991, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.8620 [2020-10-19 03:39:18,339][root][INFO] - ===> Epoch[3607](18032/5): Loss -0.7935, Sem 0.0213, dir -0.9836, norm 0.1688, swav 0.0000 LR: 7.249e-02 Score 99.291 Data time: 0.0617, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.9932 [2020-10-19 03:39:20,647][root][INFO] - ===> Epoch[3607](18033/5): Loss -0.8002, Sem 0.0210, dir -0.9834, norm 0.1623, swav 0.0000 LR: 7.249e-02 Score 99.301 Data time: 0.0992, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.2133 [2020-10-19 03:39:22,878][root][INFO] - ===> Epoch[3607](18034/5): Loss -0.8033, Sem 0.0222, dir -0.9831, norm 0.1577, swav 0.0000 LR: 7.249e-02 Score 99.268 Data time: 0.0916, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.1474 [2020-10-19 03:39:24,675][root][INFO] - ===> Epoch[3607](18035/5): Loss -0.7908, Sem 0.0248, dir -0.9844, norm 0.1689, swav 0.0000 LR: 7.249e-02 Score 99.208 Data time: 0.0819, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.7326 [2020-10-19 03:39:27,374][root][INFO] - ===> Epoch[3608](18036/5): Loss -0.7884, Sem 0.0231, dir -0.9824, norm 0.1709, swav 0.0000 LR: 7.249e-02 Score 99.217 Data time: 0.0829, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.6194 [2020-10-19 03:39:30,202][root][INFO] - ===> Epoch[3608](18037/5): Loss -0.7907, Sem 0.0209, dir -0.9842, norm 0.1725, swav 0.0000 LR: 7.248e-02 Score 99.281 Data time: 0.0756, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.7235 [2020-10-19 03:39:32,531][root][INFO] - ===> Epoch[3608](18038/5): Loss -0.8041, Sem 0.0225, dir -0.9832, norm 0.1566, swav 0.0000 LR: 7.248e-02 Score 99.238 Data time: 0.0553, Forward time: 0.7732, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 2.2522 [2020-10-19 03:39:34,663][root][INFO] - ===> Epoch[3608](18039/5): Loss -0.7972, Sem 0.0233, dir -0.9831, norm 0.1625, swav 0.0000 LR: 7.248e-02 Score 99.211 Data time: 0.0742, Forward time: 0.7732, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 2.0769 [2020-10-19 03:39:36,744][root][INFO] - ===> Epoch[3608](18040/5): Loss -0.7949, Sem 0.0206, dir -0.9827, norm 0.1671, swav 0.0000 LR: 7.248e-02 Score 99.317 Data time: 0.0628, Forward time: 0.7732, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 1.9803 [2020-10-19 03:39:39,127][root][INFO] - ===> Epoch[3609](18041/5): Loss -0.8054, Sem 0.0224, dir -0.9846, norm 0.1567, swav 0.0000 LR: 7.248e-02 Score 99.245 Data time: 0.0798, Forward time: 0.7732, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 2.2871 [2020-10-19 03:39:41,760][root][INFO] - ===> Epoch[3609](18042/5): Loss -0.7941, Sem 0.0214, dir -0.9844, norm 0.1689, swav 0.0000 LR: 7.248e-02 Score 99.286 Data time: 0.0927, Forward time: 0.7732, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 2.5208 [2020-10-19 03:39:43,775][root][INFO] - ===> Epoch[3609](18043/5): Loss -0.7956, Sem 0.0208, dir -0.9835, norm 0.1672, swav 0.0000 LR: 7.248e-02 Score 99.286 Data time: 0.0783, Forward time: 0.7732, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 1.8908 [2020-10-19 03:39:46,025][root][INFO] - ===> Epoch[3609](18044/5): Loss -0.7832, Sem 0.0262, dir -0.9812, norm 0.1718, swav 0.0000 LR: 7.247e-02 Score 99.123 Data time: 0.0616, Forward time: 0.7732, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 2.1442 [2020-10-19 03:39:48,448][root][INFO] - ===> Epoch[3609](18045/5): Loss -0.7903, Sem 0.0223, dir -0.9840, norm 0.1714, swav 0.0000 LR: 7.247e-02 Score 99.264 Data time: 0.0807, Forward time: 0.7732, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 2.3205 [2020-10-19 03:39:50,716][root][INFO] - ===> Epoch[3610](18046/5): Loss -0.7884, Sem 0.0242, dir -0.9819, norm 0.1693, swav 0.0000 LR: 7.247e-02 Score 99.197 Data time: 0.0901, Forward time: 0.7732, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 2.1850 [2020-10-19 03:39:52,806][root][INFO] - ===> Epoch[3610](18047/5): Loss -0.7998, Sem 0.0229, dir -0.9826, norm 0.1599, swav 0.0000 LR: 7.247e-02 Score 99.222 Data time: 0.0837, Forward time: 0.7732, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 1.9662 [2020-10-19 03:39:55,159][root][INFO] - ===> Epoch[3610](18048/5): Loss -0.8092, Sem 0.0190, dir -0.9853, norm 0.1570, swav 0.0000 LR: 7.247e-02 Score 99.356 Data time: 0.0871, Forward time: 0.7732, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 2.2455 [2020-10-19 03:39:57,125][root][INFO] - ===> Epoch[3610](18049/5): Loss -0.8011, Sem 0.0225, dir -0.9839, norm 0.1604, swav 0.0000 LR: 7.247e-02 Score 99.242 Data time: 0.1010, Forward time: 0.7732, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 1.8623 [2020-10-19 03:39:59,143][root][INFO] - ===> Epoch[3610](18050/5): Loss -0.7944, Sem 0.0243, dir -0.9823, norm 0.1636, swav 0.0000 LR: 7.246e-02 Score 99.180 Data time: 0.0909, Forward time: 0.7732, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 1.9098 [2020-10-19 03:40:01,345][root][INFO] - ===> Epoch[3611](18051/5): Loss -0.7765, Sem 0.0218, dir -0.9831, norm 0.1848, swav 0.0000 LR: 7.246e-02 Score 99.278 Data time: 0.0840, Forward time: 0.7732, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 2.0877 [2020-10-19 03:40:03,453][root][INFO] - ===> Epoch[3611](18052/5): Loss -0.8151, Sem 0.0219, dir -0.9851, norm 0.1481, swav 0.0000 LR: 7.246e-02 Score 99.289 Data time: 0.1210, Forward time: 0.7732, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 1.9809 [2020-10-19 03:40:05,442][root][INFO] - ===> Epoch[3611](18053/5): Loss -0.7905, Sem 0.0232, dir -0.9826, norm 0.1689, swav 0.0000 LR: 7.246e-02 Score 99.240 Data time: 0.0784, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.8772 [2020-10-19 03:40:07,421][root][INFO] - ===> Epoch[3611](18054/5): Loss -0.7909, Sem 0.0223, dir -0.9826, norm 0.1693, swav 0.0000 LR: 7.246e-02 Score 99.263 Data time: 0.0937, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.8753 [2020-10-19 03:40:09,367][root][INFO] - ===> Epoch[3611](18055/5): Loss -0.8133, Sem 0.0217, dir -0.9853, norm 0.1502, swav 0.0000 LR: 7.246e-02 Score 99.266 Data time: 0.0788, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.8353 [2020-10-19 03:40:11,916][root][INFO] - ===> Epoch[3612](18056/5): Loss -0.7961, Sem 0.0244, dir -0.9814, norm 0.1608, swav 0.0000 LR: 7.246e-02 Score 99.194 Data time: 0.0976, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.4656 [2020-10-19 03:40:15,021][root][INFO] - ===> Epoch[3612](18057/5): Loss -0.7963, Sem 0.0216, dir -0.9850, norm 0.1671, swav 0.0000 LR: 7.245e-02 Score 99.303 Data time: 0.0859, Forward time: 0.7733, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 3.0003 [2020-10-19 03:40:17,019][root][INFO] - ===> Epoch[3612](18058/5): Loss -0.7871, Sem 0.0258, dir -0.9802, norm 0.1673, swav 0.0000 LR: 7.245e-02 Score 99.133 Data time: 0.0744, Forward time: 0.7732, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 1.8810 [2020-10-19 03:40:19,206][root][INFO] - ===> Epoch[3612](18059/5): Loss -0.8091, Sem 0.0230, dir -0.9848, norm 0.1527, swav 0.0000 LR: 7.245e-02 Score 99.243 Data time: 0.0626, Forward time: 0.7732, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 2.1146 [2020-10-19 03:40:21,286][root][INFO] - ===> Epoch[3612](18060/5): Loss -0.8097, Sem 0.0202, dir -0.9848, norm 0.1548, swav 0.0000 LR: 7.245e-02 Score 99.343 Data time: 0.0626, Forward time: 0.7732, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 1.9886 [2020-10-19 03:40:23,426][root][INFO] - ===> Epoch[3613](18061/5): Loss -0.8092, Sem 0.0211, dir -0.9843, norm 0.1540, swav 0.0000 LR: 7.245e-02 Score 99.287 Data time: 0.0864, Forward time: 0.7732, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 2.0519 [2020-10-19 03:40:25,261][root][INFO] - ===> Epoch[3613](18062/5): Loss -0.8091, Sem 0.0200, dir -0.9849, norm 0.1558, swav 0.0000 LR: 7.245e-02 Score 99.324 Data time: 0.0688, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.7349 [2020-10-19 03:40:27,719][root][INFO] - ===> Epoch[3613](18063/5): Loss -0.7976, Sem 0.0221, dir -0.9842, norm 0.1645, swav 0.0000 LR: 7.244e-02 Score 99.275 Data time: 0.1386, Forward time: 0.7732, Backward time: 1.1769, DDP time: 0.0030, Total iter time: 2.3745 [2020-10-19 03:40:29,710][root][INFO] - ===> Epoch[3613](18064/5): Loss -0.7946, Sem 0.0227, dir -0.9846, norm 0.1673, swav 0.0000 LR: 7.244e-02 Score 99.231 Data time: 0.0914, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.8902 [2020-10-19 03:40:32,202][root][INFO] - ===> Epoch[3613](18065/5): Loss -0.7970, Sem 0.0215, dir -0.9836, norm 0.1651, swav 0.0000 LR: 7.244e-02 Score 99.279 Data time: 0.0849, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.3968 [2020-10-19 03:40:34,370][root][INFO] - ===> Epoch[3614](18066/5): Loss -0.8071, Sem 0.0222, dir -0.9832, norm 0.1538, swav 0.0000 LR: 7.244e-02 Score 99.265 Data time: 0.0803, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.0489 [2020-10-19 03:40:36,460][root][INFO] - ===> Epoch[3614](18067/5): Loss -0.8011, Sem 0.0229, dir -0.9837, norm 0.1598, swav 0.0000 LR: 7.244e-02 Score 99.222 Data time: 0.0925, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.9826 [2020-10-19 03:40:38,758][root][INFO] - ===> Epoch[3614](18068/5): Loss -0.7987, Sem 0.0232, dir -0.9840, norm 0.1621, swav 0.0000 LR: 7.244e-02 Score 99.232 Data time: 0.1955, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.2110 [2020-10-19 03:40:40,690][root][INFO] - ===> Epoch[3614](18069/5): Loss -0.8053, Sem 0.0209, dir -0.9846, norm 0.1583, swav 0.0000 LR: 7.243e-02 Score 99.294 Data time: 0.0864, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.8494 [2020-10-19 03:40:42,820][root][INFO] - ===> Epoch[3614](18070/5): Loss -0.8049, Sem 0.0198, dir -0.9847, norm 0.1600, swav 0.0000 LR: 7.243e-02 Score 99.333 Data time: 0.0820, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.0268 [2020-10-19 03:40:44,694][root][INFO] - ===> Epoch[3615](18071/5): Loss -0.8081, Sem 0.0235, dir -0.9826, norm 0.1511, swav 0.0000 LR: 7.243e-02 Score 99.200 Data time: 0.0650, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.8071 [2020-10-19 03:40:46,673][root][INFO] - ===> Epoch[3615](18072/5): Loss -0.8149, Sem 0.0221, dir -0.9842, norm 0.1472, swav 0.0000 LR: 7.243e-02 Score 99.261 Data time: 0.0559, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.8862 [2020-10-19 03:40:49,783][root][INFO] - ===> Epoch[3615](18073/5): Loss -0.7800, Sem 0.0217, dir -0.9823, norm 0.1806, swav 0.0000 LR: 7.243e-02 Score 99.285 Data time: 0.0739, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 3.0424 [2020-10-19 03:40:51,762][root][INFO] - ===> Epoch[3615](18074/5): Loss -0.8011, Sem 0.0206, dir -0.9848, norm 0.1630, swav 0.0000 LR: 7.243e-02 Score 99.322 Data time: 0.0707, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.8805 [2020-10-19 03:40:53,972][root][INFO] - ===> Epoch[3615](18075/5): Loss -0.8232, Sem 0.0207, dir -0.9852, norm 0.1414, swav 0.0000 LR: 7.243e-02 Score 99.299 Data time: 0.1289, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.1077 [2020-10-19 03:40:56,025][root][INFO] - ===> Epoch[3616](18076/5): Loss -0.7989, Sem 0.0236, dir -0.9831, norm 0.1606, swav 0.0000 LR: 7.242e-02 Score 99.238 Data time: 0.0683, Forward time: 0.7732, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.9489 [2020-10-19 03:40:58,499][root][INFO] - ===> Epoch[3616](18077/5): Loss -0.7966, Sem 0.0218, dir -0.9848, norm 0.1665, swav 0.0000 LR: 7.242e-02 Score 99.262 Data time: 0.1417, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.3726 [2020-10-19 03:41:00,700][root][INFO] - ===> Epoch[3616](18078/5): Loss -0.8006, Sem 0.0230, dir -0.9828, norm 0.1592, swav 0.0000 LR: 7.242e-02 Score 99.222 Data time: 0.0667, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.0880 [2020-10-19 03:41:02,773][root][INFO] - ===> Epoch[3616](18079/5): Loss -0.8066, Sem 0.0215, dir -0.9842, norm 0.1560, swav 0.0000 LR: 7.242e-02 Score 99.267 Data time: 0.0816, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.9732 [2020-10-19 03:41:04,834][root][INFO] - ===> Epoch[3616](18080/5): Loss -0.8041, Sem 0.0190, dir -0.9857, norm 0.1626, swav 0.0000 LR: 7.242e-02 Score 99.365 Data time: 0.0869, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.9578 [2020-10-19 03:41:07,043][root][INFO] - ===> Epoch[3617](18081/5): Loss -0.7968, Sem 0.0221, dir -0.9847, norm 0.1658, swav 0.0000 LR: 7.242e-02 Score 99.288 Data time: 0.0608, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.0947 [2020-10-19 03:41:09,375][root][INFO] - ===> Epoch[3617](18082/5): Loss -0.8018, Sem 0.0231, dir -0.9826, norm 0.1577, swav 0.0000 LR: 7.241e-02 Score 99.200 Data time: 0.0871, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.2651 [2020-10-19 03:41:11,800][root][INFO] - ===> Epoch[3617](18083/5): Loss -0.7903, Sem 0.0222, dir -0.9835, norm 0.1710, swav 0.0000 LR: 7.241e-02 Score 99.269 Data time: 0.1040, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.3137 [2020-10-19 03:41:13,746][root][INFO] - ===> Epoch[3617](18084/5): Loss -0.8100, Sem 0.0215, dir -0.9861, norm 0.1547, swav 0.0000 LR: 7.241e-02 Score 99.293 Data time: 0.0709, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.8394 [2020-10-19 03:41:15,982][root][INFO] - ===> Epoch[3617](18085/5): Loss -0.7869, Sem 0.0218, dir -0.9815, norm 0.1728, swav 0.0000 LR: 7.241e-02 Score 99.287 Data time: 0.1176, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.1356 [2020-10-19 03:41:18,242][root][INFO] - ===> Epoch[3618](18086/5): Loss -0.8082, Sem 0.0216, dir -0.9855, norm 0.1557, swav 0.0000 LR: 7.241e-02 Score 99.275 Data time: 0.0699, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.1409 [2020-10-19 03:41:20,388][root][INFO] - ===> Epoch[3618](18087/5): Loss -0.7784, Sem 0.0238, dir -0.9827, norm 0.1805, swav 0.0000 LR: 7.241e-02 Score 99.193 Data time: 0.0868, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.0575 [2020-10-19 03:41:22,535][root][INFO] - ===> Epoch[3618](18088/5): Loss -0.7956, Sem 0.0204, dir -0.9848, norm 0.1688, swav 0.0000 LR: 7.241e-02 Score 99.318 Data time: 0.0587, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.0311 [2020-10-19 03:41:24,455][root][INFO] - ===> Epoch[3618](18089/5): Loss -0.8020, Sem 0.0226, dir -0.9836, norm 0.1591, swav 0.0000 LR: 7.240e-02 Score 99.249 Data time: 0.0797, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.8387 [2020-10-19 03:41:26,812][root][INFO] - ===> Epoch[3618](18090/5): Loss -0.7974, Sem 0.0215, dir -0.9848, norm 0.1659, swav 0.0000 LR: 7.240e-02 Score 99.270 Data time: 0.0861, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.2631 [2020-10-19 03:41:28,998][root][INFO] - ===> Epoch[3619](18091/5): Loss -0.7855, Sem 0.0267, dir -0.9816, norm 0.1694, swav 0.0000 LR: 7.240e-02 Score 99.132 Data time: 0.0615, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.0720 [2020-10-19 03:41:31,084][root][INFO] - ===> Epoch[3619](18092/5): Loss -0.7988, Sem 0.0206, dir -0.9825, norm 0.1632, swav 0.0000 LR: 7.240e-02 Score 99.332 Data time: 0.0804, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.9972 [2020-10-19 03:41:33,161][root][INFO] - ===> Epoch[3619](18093/5): Loss -0.7884, Sem 0.0228, dir -0.9829, norm 0.1718, swav 0.0000 LR: 7.240e-02 Score 99.226 Data time: 0.1583, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.9658 [2020-10-19 03:41:35,622][root][INFO] - ===> Epoch[3619](18094/5): Loss -0.7882, Sem 0.0231, dir -0.9835, norm 0.1722, swav 0.0000 LR: 7.240e-02 Score 99.215 Data time: 0.1347, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 2.3749 [2020-10-19 03:41:37,722][root][INFO] - ===> Epoch[3619](18095/5): Loss -0.7936, Sem 0.0230, dir -0.9844, norm 0.1677, swav 0.0000 LR: 7.239e-02 Score 99.233 Data time: 0.0902, Forward time: 0.7733, Backward time: 1.1768, DDP time: 0.0030, Total iter time: 1.9889 [2020-10-19 03:41:39,638][root][INFO] - ===> Epoch[3620](18096/5): Loss -0.8033, Sem 0.0206, dir -0.9845, norm 0.1606, swav 0.0000 LR: 7.239e-02 Score 99.311 Data time: 0.0788, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.7980 [2020-10-19 03:41:42,023][root][INFO] - ===> Epoch[3620](18097/5): Loss -0.7804, Sem 0.0254, dir -0.9812, norm 0.1753, swav 0.0000 LR: 7.239e-02 Score 99.197 Data time: 0.1086, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.3100 [2020-10-19 03:41:44,136][root][INFO] - ===> Epoch[3620](18098/5): Loss -0.7937, Sem 0.0212, dir -0.9850, norm 0.1702, swav 0.0000 LR: 7.239e-02 Score 99.288 Data time: 0.0866, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.9930 [2020-10-19 03:41:45,766][root][INFO] - ===> Epoch[3620](18099/5): Loss -0.8026, Sem 0.0248, dir -0.9821, norm 0.1547, swav 0.0000 LR: 7.239e-02 Score 99.162 Data time: 0.0550, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.5267 [2020-10-19 03:41:47,755][root][INFO] - ===> Epoch[3620](18100/5): Loss -0.7828, Sem 0.0222, dir -0.9843, norm 0.1793, swav 0.0000 LR: 7.239e-02 Score 99.262 Data time: 0.0990, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.9372 [2020-10-19 03:41:48,720][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 03:41:50,810][root][INFO] - ===> Epoch[3621](18101/5): Loss -0.8020, Sem 0.0217, dir -0.9835, norm 0.1598, swav 0.0000 LR: 7.239e-02 Score 99.268 Data time: 0.0999, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.9161 [2020-10-19 03:41:53,346][root][INFO] - ===> Epoch[3621](18102/5): Loss -0.7831, Sem 0.0202, dir -0.9839, norm 0.1806, swav 0.0000 LR: 7.238e-02 Score 99.334 Data time: 0.0932, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.4242 [2020-10-19 03:41:55,664][root][INFO] - ===> Epoch[3621](18103/5): Loss -0.7677, Sem 0.0239, dir -0.9818, norm 0.1903, swav 0.0000 LR: 7.238e-02 Score 99.192 Data time: 0.0811, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.2061 [2020-10-19 03:41:57,630][root][INFO] - ===> Epoch[3621](18104/5): Loss -0.7845, Sem 0.0218, dir -0.9830, norm 0.1767, swav 0.0000 LR: 7.238e-02 Score 99.272 Data time: 0.0797, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.8599 [2020-10-19 03:41:59,617][root][INFO] - ===> Epoch[3621](18105/5): Loss -0.8082, Sem 0.0214, dir -0.9853, norm 0.1557, swav 0.0000 LR: 7.238e-02 Score 99.275 Data time: 0.0719, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.8666 [2020-10-19 03:42:01,720][root][INFO] - ===> Epoch[3622](18106/5): Loss -0.8003, Sem 0.0243, dir -0.9830, norm 0.1584, swav 0.0000 LR: 7.238e-02 Score 99.181 Data time: 0.0891, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.0171 [2020-10-19 03:42:03,670][root][INFO] - ===> Epoch[3622](18107/5): Loss -0.7812, Sem 0.0206, dir -0.9828, norm 0.1810, swav 0.0000 LR: 7.238e-02 Score 99.292 Data time: 0.1465, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.8380 [2020-10-19 03:42:06,253][root][INFO] - ===> Epoch[3622](18108/5): Loss -0.7787, Sem 0.0229, dir -0.9826, norm 0.1811, swav 0.0000 LR: 7.237e-02 Score 99.259 Data time: 0.0900, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.5043 [2020-10-19 03:42:08,252][root][INFO] - ===> Epoch[3622](18109/5): Loss -0.7930, Sem 0.0193, dir -0.9852, norm 0.1729, swav 0.0000 LR: 7.237e-02 Score 99.359 Data time: 0.0529, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.8752 [2020-10-19 03:42:10,366][root][INFO] - ===> Epoch[3622](18110/5): Loss -0.7880, Sem 0.0222, dir -0.9833, norm 0.1731, swav 0.0000 LR: 7.237e-02 Score 99.259 Data time: 0.0633, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.0230 [2020-10-19 03:42:12,475][root][INFO] - ===> Epoch[3623](18111/5): Loss -0.7914, Sem 0.0211, dir -0.9841, norm 0.1716, swav 0.0000 LR: 7.237e-02 Score 99.293 Data time: 0.0764, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.0188 [2020-10-19 03:42:14,865][root][INFO] - ===> Epoch[3623](18112/5): Loss -0.7997, Sem 0.0217, dir -0.9839, norm 0.1625, swav 0.0000 LR: 7.237e-02 Score 99.266 Data time: 0.0711, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.2790 [2020-10-19 03:42:16,810][root][INFO] - ===> Epoch[3623](18113/5): Loss -0.7904, Sem 0.0197, dir -0.9851, norm 0.1750, swav 0.0000 LR: 7.237e-02 Score 99.345 Data time: 0.0917, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.8379 [2020-10-19 03:42:19,222][root][INFO] - ===> Epoch[3623](18114/5): Loss -0.7773, Sem 0.0220, dir -0.9831, norm 0.1839, swav 0.0000 LR: 7.237e-02 Score 99.271 Data time: 0.2102, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.3031 [2020-10-19 03:42:21,820][root][INFO] - ===> Epoch[3623](18115/5): Loss -0.7690, Sem 0.0230, dir -0.9840, norm 0.1920, swav 0.0000 LR: 7.236e-02 Score 99.226 Data time: 0.0739, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.4787 [2020-10-19 03:42:24,165][root][INFO] - ===> Epoch[3624](18116/5): Loss -0.8002, Sem 0.0197, dir -0.9836, norm 0.1637, swav 0.0000 LR: 7.236e-02 Score 99.331 Data time: 0.0870, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.2275 [2020-10-19 03:42:26,179][root][INFO] - ===> Epoch[3624](18117/5): Loss -0.7994, Sem 0.0202, dir -0.9848, norm 0.1653, swav 0.0000 LR: 7.236e-02 Score 99.316 Data time: 0.0688, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.9121 [2020-10-19 03:42:28,292][root][INFO] - ===> Epoch[3624](18118/5): Loss -0.7857, Sem 0.0211, dir -0.9818, norm 0.1750, swav 0.0000 LR: 7.236e-02 Score 99.301 Data time: 0.0875, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.0173 [2020-10-19 03:42:30,711][root][INFO] - ===> Epoch[3624](18119/5): Loss -0.7810, Sem 0.0224, dir -0.9819, norm 0.1784, swav 0.0000 LR: 7.236e-02 Score 99.247 Data time: 0.0722, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.2856 [2020-10-19 03:42:33,952][root][INFO] - ===> Epoch[3624](18120/5): Loss -0.7983, Sem 0.0213, dir -0.9833, norm 0.1637, swav 0.0000 LR: 7.236e-02 Score 99.278 Data time: 0.0819, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 3.1164 [2020-10-19 03:42:36,138][root][INFO] - ===> Epoch[3625](18121/5): Loss -0.8056, Sem 0.0205, dir -0.9854, norm 0.1593, swav 0.0000 LR: 7.235e-02 Score 99.304 Data time: 0.0882, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.0893 [2020-10-19 03:42:38,329][root][INFO] - ===> Epoch[3625](18122/5): Loss -0.8160, Sem 0.0210, dir -0.9843, norm 0.1473, swav 0.0000 LR: 7.235e-02 Score 99.282 Data time: 0.0755, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.0831 [2020-10-19 03:42:40,627][root][INFO] - ===> Epoch[3625](18123/5): Loss -0.7743, Sem 0.0255, dir -0.9835, norm 0.1836, swav 0.0000 LR: 7.235e-02 Score 99.222 Data time: 0.0920, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.1884 [2020-10-19 03:42:42,823][root][INFO] - ===> Epoch[3625](18124/5): Loss -0.8015, Sem 0.0223, dir -0.9845, norm 0.1606, swav 0.0000 LR: 7.235e-02 Score 99.268 Data time: 0.0830, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.0767 [2020-10-19 03:42:44,925][root][INFO] - ===> Epoch[3625](18125/5): Loss -0.8081, Sem 0.0217, dir -0.9851, norm 0.1552, swav 0.0000 LR: 7.235e-02 Score 99.252 Data time: 0.0770, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.9895 [2020-10-19 03:42:47,227][root][INFO] - ===> Epoch[3626](18126/5): Loss -0.8123, Sem 0.0184, dir -0.9842, norm 0.1535, swav 0.0000 LR: 7.235e-02 Score 99.386 Data time: 0.0854, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.2085 [2020-10-19 03:42:49,583][root][INFO] - ===> Epoch[3626](18127/5): Loss -0.7875, Sem 0.0222, dir -0.9826, norm 0.1729, swav 0.0000 LR: 7.234e-02 Score 99.256 Data time: 0.0937, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.2391 [2020-10-19 03:42:51,479][root][INFO] - ===> Epoch[3626](18128/5): Loss -0.8163, Sem 0.0194, dir -0.9854, norm 0.1496, swav 0.0000 LR: 7.234e-02 Score 99.341 Data time: 0.0752, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.7754 [2020-10-19 03:42:53,920][root][INFO] - ===> Epoch[3626](18129/5): Loss -0.7816, Sem 0.0226, dir -0.9835, norm 0.1793, swav 0.0000 LR: 7.234e-02 Score 99.240 Data time: 0.0425, Forward time: 0.7733, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.3485 [2020-10-19 03:42:56,084][root][INFO] - ===> Epoch[3626](18130/5): Loss -0.8103, Sem 0.0196, dir -0.9845, norm 0.1547, swav 0.0000 LR: 7.234e-02 Score 99.334 Data time: 0.1155, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.1159 [2020-10-19 03:42:58,459][root][INFO] - ===> Epoch[3627](18131/5): Loss -0.7860, Sem 0.0232, dir -0.9825, norm 0.1733, swav 0.0000 LR: 7.234e-02 Score 99.213 Data time: 0.0862, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.2662 [2020-10-19 03:43:00,791][root][INFO] - ===> Epoch[3627](18132/5): Loss -0.7748, Sem 0.0227, dir -0.9830, norm 0.1856, swav 0.0000 LR: 7.234e-02 Score 99.261 Data time: 0.0714, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.2343 [2020-10-19 03:43:02,897][root][INFO] - ===> Epoch[3627](18133/5): Loss -0.7926, Sem 0.0217, dir -0.9834, norm 0.1691, swav 0.0000 LR: 7.234e-02 Score 99.269 Data time: 0.0888, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.0178 [2020-10-19 03:43:05,367][root][INFO] - ===> Epoch[3627](18134/5): Loss -0.7928, Sem 0.0236, dir -0.9835, norm 0.1670, swav 0.0000 LR: 7.233e-02 Score 99.223 Data time: 0.0868, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.3537 [2020-10-19 03:43:07,207][root][INFO] - ===> Epoch[3627](18135/5): Loss -0.8045, Sem 0.0212, dir -0.9845, norm 0.1588, swav 0.0000 LR: 7.233e-02 Score 99.281 Data time: 0.1250, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.7508 [2020-10-19 03:43:09,330][root][INFO] - ===> Epoch[3628](18136/5): Loss -0.7815, Sem 0.0246, dir -0.9824, norm 0.1763, swav 0.0000 LR: 7.233e-02 Score 99.188 Data time: 0.0916, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.0417 [2020-10-19 03:43:11,723][root][INFO] - ===> Epoch[3628](18137/5): Loss -0.7992, Sem 0.0208, dir -0.9837, norm 0.1638, swav 0.0000 LR: 7.233e-02 Score 99.307 Data time: 0.0778, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.2683 [2020-10-19 03:43:14,468][root][INFO] - ===> Epoch[3628](18138/5): Loss -0.7839, Sem 0.0215, dir -0.9845, norm 0.1792, swav 0.0000 LR: 7.233e-02 Score 99.274 Data time: 0.0706, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.6644 [2020-10-19 03:43:16,097][root][INFO] - ===> Epoch[3628](18139/5): Loss -0.8206, Sem 0.0193, dir -0.9849, norm 0.1450, swav 0.0000 LR: 7.233e-02 Score 99.347 Data time: 0.0713, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.5216 [2020-10-19 03:43:18,452][root][INFO] - ===> Epoch[3628](18140/5): Loss -0.7868, Sem 0.0232, dir -0.9820, norm 0.1720, swav 0.0000 LR: 7.232e-02 Score 99.226 Data time: 0.0585, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.2607 [2020-10-19 03:43:20,322][root][INFO] - ===> Epoch[3629](18141/5): Loss -0.8070, Sem 0.0224, dir -0.9844, norm 0.1550, swav 0.0000 LR: 7.232e-02 Score 99.237 Data time: 0.0823, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.7722 [2020-10-19 03:43:22,265][root][INFO] - ===> Epoch[3629](18142/5): Loss -0.7962, Sem 0.0233, dir -0.9846, norm 0.1651, swav 0.0000 LR: 7.232e-02 Score 99.202 Data time: 0.0510, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.8254 [2020-10-19 03:43:24,925][root][INFO] - ===> Epoch[3629](18143/5): Loss -0.7927, Sem 0.0237, dir -0.9827, norm 0.1663, swav 0.0000 LR: 7.232e-02 Score 99.224 Data time: 0.0816, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.5630 [2020-10-19 03:43:26,995][root][INFO] - ===> Epoch[3629](18144/5): Loss -0.7910, Sem 0.0198, dir -0.9834, norm 0.1726, swav 0.0000 LR: 7.232e-02 Score 99.345 Data time: 0.0632, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.9559 [2020-10-19 03:43:28,990][root][INFO] - ===> Epoch[3629](18145/5): Loss -0.8227, Sem 0.0216, dir -0.9853, norm 0.1409, swav 0.0000 LR: 7.232e-02 Score 99.262 Data time: 0.0986, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.8970 [2020-10-19 03:43:31,526][root][INFO] - ===> Epoch[3630](18146/5): Loss -0.7968, Sem 0.0207, dir -0.9841, norm 0.1666, swav 0.0000 LR: 7.232e-02 Score 99.322 Data time: 0.1892, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.4416 [2020-10-19 03:43:33,609][root][INFO] - ===> Epoch[3630](18147/5): Loss -0.8051, Sem 0.0229, dir -0.9841, norm 0.1561, swav 0.0000 LR: 7.231e-02 Score 99.235 Data time: 0.0800, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.9528 [2020-10-19 03:43:35,616][root][INFO] - ===> Epoch[3630](18148/5): Loss -0.7862, Sem 0.0231, dir -0.9836, norm 0.1743, swav 0.0000 LR: 7.231e-02 Score 99.237 Data time: 0.0856, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.8941 [2020-10-19 03:43:37,672][root][INFO] - ===> Epoch[3630](18149/5): Loss -0.7981, Sem 0.0189, dir -0.9856, norm 0.1685, swav 0.0000 LR: 7.231e-02 Score 99.370 Data time: 0.0585, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.9481 [2020-10-19 03:43:39,980][root][INFO] - ===> Epoch[3630](18150/5): Loss -0.7861, Sem 0.0240, dir -0.9828, norm 0.1727, swav 0.0000 LR: 7.231e-02 Score 99.192 Data time: 0.0599, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.2117 [2020-10-19 03:43:42,713][root][INFO] - ===> Epoch[3631](18151/5): Loss -0.7976, Sem 0.0220, dir -0.9838, norm 0.1641, swav 0.0000 LR: 7.231e-02 Score 99.266 Data time: 0.1700, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.6285 [2020-10-19 03:43:44,968][root][INFO] - ===> Epoch[3631](18152/5): Loss -0.8151, Sem 0.0223, dir -0.9848, norm 0.1474, swav 0.0000 LR: 7.231e-02 Score 99.225 Data time: 0.0634, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.1466 [2020-10-19 03:43:46,728][root][INFO] - ===> Epoch[3631](18153/5): Loss -0.8010, Sem 0.0223, dir -0.9848, norm 0.1615, swav 0.0000 LR: 7.230e-02 Score 99.238 Data time: 0.0697, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.6598 [2020-10-19 03:43:48,631][root][INFO] - ===> Epoch[3631](18154/5): Loss -0.7893, Sem 0.0234, dir -0.9828, norm 0.1701, swav 0.0000 LR: 7.230e-02 Score 99.232 Data time: 0.1290, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.8203 [2020-10-19 03:43:50,619][root][INFO] - ===> Epoch[3631](18155/5): Loss -0.8038, Sem 0.0203, dir -0.9862, norm 0.1621, swav 0.0000 LR: 7.230e-02 Score 99.297 Data time: 0.0732, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.8807 [2020-10-19 03:43:53,404][root][INFO] - ===> Epoch[3632](18156/5): Loss -0.7910, Sem 0.0243, dir -0.9833, norm 0.1680, swav 0.0000 LR: 7.230e-02 Score 99.200 Data time: 0.0731, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.6635 [2020-10-19 03:43:56,025][root][INFO] - ===> Epoch[3632](18157/5): Loss -0.7853, Sem 0.0196, dir -0.9844, norm 0.1795, swav 0.0000 LR: 7.230e-02 Score 99.333 Data time: 0.0865, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.5170 [2020-10-19 03:43:58,455][root][INFO] - ===> Epoch[3632](18158/5): Loss -0.7963, Sem 0.0220, dir -0.9835, norm 0.1652, swav 0.0000 LR: 7.230e-02 Score 99.277 Data time: 0.0677, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.3103 [2020-10-19 03:44:00,443][root][INFO] - ===> Epoch[3632](18159/5): Loss -0.7763, Sem 0.0218, dir -0.9857, norm 0.1876, swav 0.0000 LR: 7.230e-02 Score 99.273 Data time: 0.0913, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.9016 [2020-10-19 03:44:02,710][root][INFO] - ===> Epoch[3632](18160/5): Loss -0.8113, Sem 0.0203, dir -0.9842, norm 0.1526, swav 0.0000 LR: 7.229e-02 Score 99.325 Data time: 0.0763, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.1557 [2020-10-19 03:44:04,862][root][INFO] - ===> Epoch[3633](18161/5): Loss -0.7802, Sem 0.0204, dir -0.9849, norm 0.1844, swav 0.0000 LR: 7.229e-02 Score 99.309 Data time: 0.0720, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.0571 [2020-10-19 03:44:06,760][root][INFO] - ===> Epoch[3633](18162/5): Loss -0.8047, Sem 0.0202, dir -0.9868, norm 0.1619, swav 0.0000 LR: 7.229e-02 Score 99.326 Data time: 0.0712, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.8067 [2020-10-19 03:44:09,001][root][INFO] - ===> Epoch[3633](18163/5): Loss -0.7736, Sem 0.0250, dir -0.9819, norm 0.1833, swav 0.0000 LR: 7.229e-02 Score 99.160 Data time: 0.2513, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.1241 [2020-10-19 03:44:11,113][root][INFO] - ===> Epoch[3633](18164/5): Loss -0.7856, Sem 0.0217, dir -0.9840, norm 0.1767, swav 0.0000 LR: 7.229e-02 Score 99.265 Data time: 0.1765, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0061 [2020-10-19 03:44:13,946][root][INFO] - ===> Epoch[3633](18165/5): Loss -0.7858, Sem 0.0241, dir -0.9816, norm 0.1717, swav 0.0000 LR: 7.229e-02 Score 99.203 Data time: 0.0876, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.7499 [2020-10-19 03:44:16,442][root][INFO] - ===> Epoch[3634](18166/5): Loss -0.7730, Sem 0.0216, dir -0.9838, norm 0.1892, swav 0.0000 LR: 7.228e-02 Score 99.263 Data time: 0.0718, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.3676 [2020-10-19 03:44:18,523][root][INFO] - ===> Epoch[3634](18167/5): Loss -0.8114, Sem 0.0220, dir -0.9842, norm 0.1507, swav 0.0000 LR: 7.228e-02 Score 99.311 Data time: 0.0694, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.9580 [2020-10-19 03:44:20,543][root][INFO] - ===> Epoch[3634](18168/5): Loss -0.7993, Sem 0.0200, dir -0.9848, norm 0.1656, swav 0.0000 LR: 7.228e-02 Score 99.324 Data time: 0.0578, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.9332 [2020-10-19 03:44:22,686][root][INFO] - ===> Epoch[3634](18169/5): Loss -0.8029, Sem 0.0235, dir -0.9845, norm 0.1581, swav 0.0000 LR: 7.228e-02 Score 99.218 Data time: 0.0973, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0547 [2020-10-19 03:44:24,952][root][INFO] - ===> Epoch[3634](18170/5): Loss -0.7958, Sem 0.0272, dir -0.9825, norm 0.1595, swav 0.0000 LR: 7.228e-02 Score 99.117 Data time: 0.0730, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.1689 [2020-10-19 03:44:27,266][root][INFO] - ===> Epoch[3635](18171/5): Loss -0.7946, Sem 0.0217, dir -0.9834, norm 0.1672, swav 0.0000 LR: 7.228e-02 Score 99.265 Data time: 0.0847, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.2295 [2020-10-19 03:44:29,163][root][INFO] - ===> Epoch[3635](18172/5): Loss -0.7955, Sem 0.0214, dir -0.9853, norm 0.1684, swav 0.0000 LR: 7.227e-02 Score 99.281 Data time: 0.0920, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.7866 [2020-10-19 03:44:31,485][root][INFO] - ===> Epoch[3635](18173/5): Loss -0.7982, Sem 0.0224, dir -0.9844, norm 0.1638, swav 0.0000 LR: 7.227e-02 Score 99.275 Data time: 0.0739, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.2301 [2020-10-19 03:44:33,633][root][INFO] - ===> Epoch[3635](18174/5): Loss -0.8034, Sem 0.0197, dir -0.9838, norm 0.1607, swav 0.0000 LR: 7.227e-02 Score 99.339 Data time: 0.0839, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0404 [2020-10-19 03:44:35,903][root][INFO] - ===> Epoch[3635](18175/5): Loss -0.7990, Sem 0.0225, dir -0.9844, norm 0.1628, swav 0.0000 LR: 7.227e-02 Score 99.282 Data time: 0.0539, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.1547 [2020-10-19 03:44:37,947][root][INFO] - ===> Epoch[3636](18176/5): Loss -0.7950, Sem 0.0237, dir -0.9836, norm 0.1649, swav 0.0000 LR: 7.227e-02 Score 99.213 Data time: 0.0789, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.9544 [2020-10-19 03:44:40,579][root][INFO] - ===> Epoch[3636](18177/5): Loss -0.8017, Sem 0.0203, dir -0.9832, norm 0.1612, swav 0.0000 LR: 7.227e-02 Score 99.316 Data time: 0.0742, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.5240 [2020-10-19 03:44:42,822][root][INFO] - ===> Epoch[3636](18178/5): Loss -0.8030, Sem 0.0202, dir -0.9828, norm 0.1596, swav 0.0000 LR: 7.227e-02 Score 99.304 Data time: 0.1237, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.1442 [2020-10-19 03:44:45,069][root][INFO] - ===> Epoch[3636](18179/5): Loss -0.7704, Sem 0.0281, dir -0.9830, norm 0.1845, swav 0.0000 LR: 7.226e-02 Score 99.115 Data time: 0.0788, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.1455 [2020-10-19 03:44:47,103][root][INFO] - ===> Epoch[3636](18180/5): Loss -0.8004, Sem 0.0232, dir -0.9844, norm 0.1608, swav 0.0000 LR: 7.226e-02 Score 99.213 Data time: 0.0938, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.9112 [2020-10-19 03:44:49,068][root][INFO] - ===> Epoch[3637](18181/5): Loss -0.8064, Sem 0.0225, dir -0.9832, norm 0.1543, swav 0.0000 LR: 7.226e-02 Score 99.253 Data time: 0.0740, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.8475 [2020-10-19 03:44:51,211][root][INFO] - ===> Epoch[3637](18182/5): Loss -0.7993, Sem 0.0211, dir -0.9838, norm 0.1634, swav 0.0000 LR: 7.226e-02 Score 99.299 Data time: 0.0916, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0193 [2020-10-19 03:44:53,362][root][INFO] - ===> Epoch[3637](18183/5): Loss -0.7941, Sem 0.0208, dir -0.9843, norm 0.1694, swav 0.0000 LR: 7.226e-02 Score 99.328 Data time: 0.0615, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0307 [2020-10-19 03:44:55,707][root][INFO] - ===> Epoch[3637](18184/5): Loss -0.8146, Sem 0.0191, dir -0.9845, norm 0.1508, swav 0.0000 LR: 7.226e-02 Score 99.352 Data time: 0.0741, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.2479 [2020-10-19 03:44:57,956][root][INFO] - ===> Epoch[3637](18185/5): Loss -0.8107, Sem 0.0204, dir -0.9839, norm 0.1528, swav 0.0000 LR: 7.225e-02 Score 99.311 Data time: 0.0715, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.1680 [2020-10-19 03:45:00,225][root][INFO] - ===> Epoch[3638](18186/5): Loss -0.7920, Sem 0.0252, dir -0.9817, norm 0.1645, swav 0.0000 LR: 7.225e-02 Score 99.171 Data time: 0.0612, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.1634 [2020-10-19 03:45:02,587][root][INFO] - ===> Epoch[3638](18187/5): Loss -0.7876, Sem 0.0228, dir -0.9828, norm 0.1723, swav 0.0000 LR: 7.225e-02 Score 99.225 Data time: 0.0730, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.2623 [2020-10-19 03:45:04,763][root][INFO] - ===> Epoch[3638](18188/5): Loss -0.7949, Sem 0.0234, dir -0.9835, norm 0.1652, swav 0.0000 LR: 7.225e-02 Score 99.231 Data time: 0.0549, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.0626 [2020-10-19 03:45:06,831][root][INFO] - ===> Epoch[3638](18189/5): Loss -0.8041, Sem 0.0240, dir -0.9843, norm 0.1562, swav 0.0000 LR: 7.225e-02 Score 99.194 Data time: 0.0583, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.9898 [2020-10-19 03:45:09,130][root][INFO] - ===> Epoch[3638](18190/5): Loss -0.7972, Sem 0.0228, dir -0.9825, norm 0.1625, swav 0.0000 LR: 7.225e-02 Score 99.285 Data time: 0.1320, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.1889 [2020-10-19 03:45:11,421][root][INFO] - ===> Epoch[3639](18191/5): Loss -0.8035, Sem 0.0204, dir -0.9845, norm 0.1606, swav 0.0000 LR: 7.225e-02 Score 99.309 Data time: 0.1049, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.2147 [2020-10-19 03:45:13,596][root][INFO] - ===> Epoch[3639](18192/5): Loss -0.8145, Sem 0.0234, dir -0.9857, norm 0.1479, swav 0.0000 LR: 7.224e-02 Score 99.222 Data time: 0.0866, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.0513 [2020-10-19 03:45:15,642][root][INFO] - ===> Epoch[3639](18193/5): Loss -0.7996, Sem 0.0237, dir -0.9832, norm 0.1600, swav 0.0000 LR: 7.224e-02 Score 99.241 Data time: 0.0797, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 1.9358 [2020-10-19 03:45:17,962][root][INFO] - ===> Epoch[3639](18194/5): Loss -0.7866, Sem 0.0220, dir -0.9831, norm 0.1745, swav 0.0000 LR: 7.224e-02 Score 99.258 Data time: 0.0810, Forward time: 0.7734, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.2138 [2020-10-19 03:45:20,097][root][INFO] - ===> Epoch[3639](18195/5): Loss -0.8094, Sem 0.0226, dir -0.9839, norm 0.1519, swav 0.0000 LR: 7.224e-02 Score 99.212 Data time: 0.0833, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0116 [2020-10-19 03:45:22,243][root][INFO] - ===> Epoch[3640](18196/5): Loss -0.8012, Sem 0.0283, dir -0.9841, norm 0.1546, swav 0.0000 LR: 7.224e-02 Score 99.129 Data time: 0.0864, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0247 [2020-10-19 03:45:24,160][root][INFO] - ===> Epoch[3640](18197/5): Loss -0.8134, Sem 0.0231, dir -0.9848, norm 0.1483, swav 0.0000 LR: 7.224e-02 Score 99.236 Data time: 0.0715, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.7858 [2020-10-19 03:45:26,470][root][INFO] - ===> Epoch[3640](18198/5): Loss -0.7940, Sem 0.0228, dir -0.9822, norm 0.1653, swav 0.0000 LR: 7.223e-02 Score 99.244 Data time: 0.0888, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.2028 [2020-10-19 03:45:28,928][root][INFO] - ===> Epoch[3640](18199/5): Loss -0.8016, Sem 0.0213, dir -0.9844, norm 0.1615, swav 0.0000 LR: 7.223e-02 Score 99.284 Data time: 0.0946, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.3443 [2020-10-19 03:45:30,960][root][INFO] - ===> Epoch[3640](18200/5): Loss -0.8141, Sem 0.0208, dir -0.9850, norm 0.1500, swav 0.0000 LR: 7.223e-02 Score 99.284 Data time: 0.0720, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.9402 [2020-10-19 03:45:31,902][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 03:45:32,058][root][INFO] - ===> Start testing [2020-10-19 03:46:10,708][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1361 Loss 0.249 (AVG: 0.521) Score 94.538 (AVG: 90.367) mIOU 69.906 mAP 85.673 mAcc 77.156 IOU: 61.464 0.138 75.749 73.760 93.887 90.532 37.674 78.681 97.316 70.991 81.959 85.907 60.720 mAP: 81.402 24.116 97.244 86.922 98.892 98.378 62.614 95.795 99.740 87.853 93.312 95.287 92.189 mAcc: 77.458 1.367 88.819 81.557 95.797 97.754 40.942 91.864 98.628 78.226 89.069 96.047 65.499 [2020-10-19 03:46:10,712][root][INFO] - Finished test. Elapsed time: 38.6498 [2020-10-19 03:46:14,231][root][INFO] - [2020-10-19 03:46:14,231][root][INFO] - ################################################################ [2020-10-19 03:46:14,232][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 03:46:14,232][root][INFO] - ################################################################ [2020-10-19 03:46:14,232][root][INFO] - clutter : nan nan nan [2020-10-19 03:46:14,232][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 03:46:14,232][root][INFO] - board : 0.827 0.899 0.899 [2020-10-19 03:46:14,232][root][INFO] - bookcase : 0.229 0.343 0.497 [2020-10-19 03:46:14,232][root][INFO] - ceiling : 0.609 0.674 0.745 [2020-10-19 03:46:14,232][root][INFO] - chair : 0.815 0.915 0.935 [2020-10-19 03:46:14,232][root][INFO] - column : 0.243 0.356 0.450 [2020-10-19 03:46:14,232][root][INFO] - door : 0.659 0.829 0.897 [2020-10-19 03:46:14,232][root][INFO] - floor : 0.827 0.836 0.856 [2020-10-19 03:46:14,232][root][INFO] - sofa : 0.365 0.656 0.798 [2020-10-19 03:46:14,232][root][INFO] - table : 0.128 0.279 0.645 [2020-10-19 03:46:14,232][root][INFO] - wall : 0.504 0.730 0.821 [2020-10-19 03:46:14,232][root][INFO] - window : 0.535 0.715 0.771 [2020-10-19 03:46:14,232][root][INFO] - ---------------------------------------------------------------- [2020-10-19 03:46:14,232][root][INFO] - average : 0.479 0.603 0.693 [2020-10-19 03:46:14,232][root][INFO] - [2020-10-19 03:46:14,373][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 03:46:14,375][root][INFO] - Current best mIoU: 70.649 at iter 17600 [2020-10-19 03:46:16,079][root][INFO] - ===> Epoch[3641](18201/5): Loss -0.7871, Sem 0.0242, dir -0.9829, norm 0.1716, swav 0.0000 LR: 7.223e-02 Score 99.195 Data time: 0.0541, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.6993 [2020-10-19 03:46:18,431][root][INFO] - ===> Epoch[3641](18202/5): Loss -0.8006, Sem 0.0194, dir -0.9844, norm 0.1644, swav 0.0000 LR: 7.223e-02 Score 99.351 Data time: 0.0736, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.2476 [2020-10-19 03:46:20,347][root][INFO] - ===> Epoch[3641](18203/5): Loss -0.8086, Sem 0.0284, dir -0.9844, norm 0.1475, swav 0.0000 LR: 7.223e-02 Score 99.107 Data time: 0.0686, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.8091 [2020-10-19 03:46:22,468][root][INFO] - ===> Epoch[3641](18204/5): Loss -0.8107, Sem 0.0224, dir -0.9830, norm 0.1499, swav 0.0000 LR: 7.223e-02 Score 99.244 Data time: 0.0813, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0179 [2020-10-19 03:46:25,261][root][INFO] - ===> Epoch[3641](18205/5): Loss -0.7996, Sem 0.0223, dir -0.9840, norm 0.1621, swav 0.0000 LR: 7.222e-02 Score 99.252 Data time: 0.2107, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.6877 [2020-10-19 03:46:27,397][root][INFO] - ===> Epoch[3642](18206/5): Loss -0.8047, Sem 0.0235, dir -0.9848, norm 0.1566, swav 0.0000 LR: 7.222e-02 Score 99.215 Data time: 0.0856, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0242 [2020-10-19 03:46:29,466][root][INFO] - ===> Epoch[3642](18207/5): Loss -0.7959, Sem 0.0247, dir -0.9826, norm 0.1620, swav 0.0000 LR: 7.222e-02 Score 99.182 Data time: 0.0725, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.9439 [2020-10-19 03:46:32,041][root][INFO] - ===> Epoch[3642](18208/5): Loss -0.8064, Sem 0.0224, dir -0.9841, norm 0.1553, swav 0.0000 LR: 7.222e-02 Score 99.273 Data time: 0.1385, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.4574 [2020-10-19 03:46:34,117][root][INFO] - ===> Epoch[3642](18209/5): Loss -0.7975, Sem 0.0207, dir -0.9839, norm 0.1657, swav 0.0000 LR: 7.222e-02 Score 99.319 Data time: 0.1187, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.9200 [2020-10-19 03:46:36,455][root][INFO] - ===> Epoch[3642](18210/5): Loss -0.7816, Sem 0.0312, dir -0.9830, norm 0.1702, swav 0.0000 LR: 7.222e-02 Score 99.138 Data time: 0.0792, Forward time: 0.7734, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.2442 [2020-10-19 03:46:38,781][root][INFO] - ===> Epoch[3643](18211/5): Loss -0.8031, Sem 0.0218, dir -0.9841, norm 0.1592, swav 0.0000 LR: 7.221e-02 Score 99.252 Data time: 0.1025, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.2332 [2020-10-19 03:46:41,338][root][INFO] - ===> Epoch[3643](18212/5): Loss -0.7938, Sem 0.0233, dir -0.9822, norm 0.1651, swav 0.0000 LR: 7.221e-02 Score 99.218 Data time: 0.0651, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.4456 [2020-10-19 03:46:43,345][root][INFO] - ===> Epoch[3643](18213/5): Loss -0.8078, Sem 0.0206, dir -0.9856, norm 0.1572, swav 0.0000 LR: 7.221e-02 Score 99.307 Data time: 0.0758, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.9364 [2020-10-19 03:46:45,604][root][INFO] - ===> Epoch[3643](18214/5): Loss -0.8109, Sem 0.0194, dir -0.9849, norm 0.1547, swav 0.0000 LR: 7.221e-02 Score 99.344 Data time: 0.1046, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.1621 [2020-10-19 03:46:47,783][root][INFO] - ===> Epoch[3643](18215/5): Loss -0.7766, Sem 0.0236, dir -0.9823, norm 0.1821, swav 0.0000 LR: 7.221e-02 Score 99.232 Data time: 0.0788, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0615 [2020-10-19 03:46:50,349][root][INFO] - ===> Epoch[3644](18216/5): Loss -0.7909, Sem 0.0260, dir -0.9842, norm 0.1672, swav 0.0000 LR: 7.221e-02 Score 99.138 Data time: 0.0573, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.4672 [2020-10-19 03:46:52,239][root][INFO] - ===> Epoch[3644](18217/5): Loss -0.8148, Sem 0.0245, dir -0.9857, norm 0.1465, swav 0.0000 LR: 7.220e-02 Score 99.261 Data time: 0.0637, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.8303 [2020-10-19 03:46:54,330][root][INFO] - ===> Epoch[3644](18218/5): Loss -0.8118, Sem 0.0205, dir -0.9843, norm 0.1519, swav 0.0000 LR: 7.220e-02 Score 99.341 Data time: 0.0852, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.9908 [2020-10-19 03:46:56,804][root][INFO] - ===> Epoch[3644](18219/5): Loss -0.7883, Sem 0.0227, dir -0.9827, norm 0.1717, swav 0.0000 LR: 7.220e-02 Score 99.243 Data time: 0.1017, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.3650 [2020-10-19 03:46:58,984][root][INFO] - ===> Epoch[3644](18220/5): Loss -0.8188, Sem 0.0199, dir -0.9851, norm 0.1464, swav 0.0000 LR: 7.220e-02 Score 99.330 Data time: 0.0517, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0544 [2020-10-19 03:47:01,062][root][INFO] - ===> Epoch[3645](18221/5): Loss -0.7853, Sem 0.0238, dir -0.9833, norm 0.1743, swav 0.0000 LR: 7.220e-02 Score 99.200 Data time: 0.0864, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0027 [2020-10-19 03:47:03,502][root][INFO] - ===> Epoch[3645](18222/5): Loss -0.8089, Sem 0.0213, dir -0.9853, norm 0.1551, swav 0.0000 LR: 7.220e-02 Score 99.298 Data time: 0.0803, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.3568 [2020-10-19 03:47:05,701][root][INFO] - ===> Epoch[3645](18223/5): Loss -0.7915, Sem 0.0224, dir -0.9831, norm 0.1691, swav 0.0000 LR: 7.220e-02 Score 99.265 Data time: 0.0704, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.1259 [2020-10-19 03:47:07,685][root][INFO] - ===> Epoch[3645](18224/5): Loss -0.8165, Sem 0.0207, dir -0.9838, norm 0.1466, swav 0.0000 LR: 7.219e-02 Score 99.294 Data time: 0.0658, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.9005 [2020-10-19 03:47:10,176][root][INFO] - ===> Epoch[3645](18225/5): Loss -0.8104, Sem 0.0204, dir -0.9850, norm 0.1542, swav 0.0000 LR: 7.219e-02 Score 99.333 Data time: 0.0703, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.4046 [2020-10-19 03:47:12,670][root][INFO] - ===> Epoch[3646](18226/5): Loss -0.8005, Sem 0.0212, dir -0.9830, norm 0.1614, swav 0.0000 LR: 7.219e-02 Score 99.288 Data time: 0.1136, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.3802 [2020-10-19 03:47:15,114][root][INFO] - ===> Epoch[3646](18227/5): Loss -0.7955, Sem 0.0236, dir -0.9846, norm 0.1655, swav 0.0000 LR: 7.219e-02 Score 99.230 Data time: 0.0906, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.3277 [2020-10-19 03:47:17,034][root][INFO] - ===> Epoch[3646](18228/5): Loss -0.8034, Sem 0.0211, dir -0.9832, norm 0.1587, swav 0.0000 LR: 7.219e-02 Score 99.290 Data time: 0.0809, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.7945 [2020-10-19 03:47:19,567][root][INFO] - ===> Epoch[3646](18229/5): Loss -0.8082, Sem 0.0230, dir -0.9834, norm 0.1523, swav 0.0000 LR: 7.219e-02 Score 99.216 Data time: 0.1896, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.4097 [2020-10-19 03:47:21,896][root][INFO] - ===> Epoch[3646](18230/5): Loss -0.7887, Sem 0.0234, dir -0.9830, norm 0.1710, swav 0.0000 LR: 7.218e-02 Score 99.218 Data time: 0.0887, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.2465 [2020-10-19 03:47:23,898][root][INFO] - ===> Epoch[3647](18231/5): Loss -0.8125, Sem 0.0209, dir -0.9855, norm 0.1521, swav 0.0000 LR: 7.218e-02 Score 99.293 Data time: 0.0901, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.8845 [2020-10-19 03:47:26,250][root][INFO] - ===> Epoch[3647](18232/5): Loss -0.8089, Sem 0.0203, dir -0.9852, norm 0.1560, swav 0.0000 LR: 7.218e-02 Score 99.312 Data time: 0.1056, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.2524 [2020-10-19 03:47:28,347][root][INFO] - ===> Epoch[3647](18233/5): Loss -0.7937, Sem 0.0212, dir -0.9840, norm 0.1691, swav 0.0000 LR: 7.218e-02 Score 99.288 Data time: 0.0856, Forward time: 0.7735, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.9583 [2020-10-19 03:47:30,600][root][INFO] - ===> Epoch[3647](18234/5): Loss -0.7997, Sem 0.0214, dir -0.9842, norm 0.1632, swav 0.0000 LR: 7.218e-02 Score 99.290 Data time: 0.0856, Forward time: 0.7735, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.1584 [2020-10-19 03:47:32,633][root][INFO] - ===> Epoch[3647](18235/5): Loss -0.7988, Sem 0.0224, dir -0.9834, norm 0.1622, swav 0.0000 LR: 7.218e-02 Score 99.232 Data time: 0.0907, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.9592 [2020-10-19 03:47:34,737][root][INFO] - ===> Epoch[3648](18236/5): Loss -0.8129, Sem 0.0203, dir -0.9860, norm 0.1528, swav 0.0000 LR: 7.218e-02 Score 99.321 Data time: 0.2491, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.9936 [2020-10-19 03:47:37,131][root][INFO] - ===> Epoch[3648](18237/5): Loss -0.7862, Sem 0.0197, dir -0.9836, norm 0.1777, swav 0.0000 LR: 7.217e-02 Score 99.341 Data time: 0.3850, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.2770 [2020-10-19 03:47:39,562][root][INFO] - ===> Epoch[3648](18238/5): Loss -0.8103, Sem 0.0221, dir -0.9838, norm 0.1513, swav 0.0000 LR: 7.217e-02 Score 99.265 Data time: 0.0874, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.3069 [2020-10-19 03:47:41,642][root][INFO] - ===> Epoch[3648](18239/5): Loss -0.7986, Sem 0.0242, dir -0.9834, norm 0.1606, swav 0.0000 LR: 7.217e-02 Score 99.181 Data time: 0.0643, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.9881 [2020-10-19 03:47:44,001][root][INFO] - ===> Epoch[3648](18240/5): Loss -0.7875, Sem 0.0233, dir -0.9834, norm 0.1726, swav 0.0000 LR: 7.217e-02 Score 99.221 Data time: 0.1539, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.2885 [2020-10-19 03:47:46,055][root][INFO] - ===> Epoch[3649](18241/5): Loss -0.8023, Sem 0.0213, dir -0.9837, norm 0.1601, swav 0.0000 LR: 7.217e-02 Score 99.297 Data time: 0.1343, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.9357 [2020-10-19 03:47:48,474][root][INFO] - ===> Epoch[3649](18242/5): Loss -0.8021, Sem 0.0216, dir -0.9843, norm 0.1606, swav 0.0000 LR: 7.217e-02 Score 99.314 Data time: 0.0928, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.3164 [2020-10-19 03:47:50,596][root][INFO] - ===> Epoch[3649](18243/5): Loss -0.8053, Sem 0.0225, dir -0.9849, norm 0.1570, swav 0.0000 LR: 7.216e-02 Score 99.245 Data time: 0.0486, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.0143 [2020-10-19 03:47:52,919][root][INFO] - ===> Epoch[3649](18244/5): Loss -0.7889, Sem 0.0215, dir -0.9834, norm 0.1731, swav 0.0000 LR: 7.216e-02 Score 99.302 Data time: 0.0611, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.2666 [2020-10-19 03:47:55,331][root][INFO] - ===> Epoch[3649](18245/5): Loss -0.8063, Sem 0.0223, dir -0.9853, norm 0.1566, swav 0.0000 LR: 7.216e-02 Score 99.256 Data time: 0.0493, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.3900 [2020-10-19 03:47:57,484][root][INFO] - ===> Epoch[3650](18246/5): Loss -0.8019, Sem 0.0233, dir -0.9831, norm 0.1579, swav 0.0000 LR: 7.216e-02 Score 99.214 Data time: 0.0753, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.0760 [2020-10-19 03:47:59,679][root][INFO] - ===> Epoch[3650](18247/5): Loss -0.7876, Sem 0.0208, dir -0.9822, norm 0.1738, swav 0.0000 LR: 7.216e-02 Score 99.311 Data time: 0.1238, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.0900 [2020-10-19 03:48:01,785][root][INFO] - ===> Epoch[3650](18248/5): Loss -0.8098, Sem 0.0200, dir -0.9842, norm 0.1543, swav 0.0000 LR: 7.216e-02 Score 99.318 Data time: 0.0740, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.9911 [2020-10-19 03:48:04,009][root][INFO] - ===> Epoch[3650](18249/5): Loss -0.8086, Sem 0.0193, dir -0.9844, norm 0.1565, swav 0.0000 LR: 7.216e-02 Score 99.336 Data time: 0.0818, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.1458 [2020-10-19 03:48:06,666][root][INFO] - ===> Epoch[3650](18250/5): Loss -0.8026, Sem 0.0210, dir -0.9842, norm 0.1605, swav 0.0000 LR: 7.215e-02 Score 99.290 Data time: 0.0695, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.5375 [2020-10-19 03:48:08,853][root][INFO] - ===> Epoch[3651](18251/5): Loss -0.8011, Sem 0.0208, dir -0.9842, norm 0.1623, swav 0.0000 LR: 7.215e-02 Score 99.298 Data time: 0.0749, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.1148 [2020-10-19 03:48:11,045][root][INFO] - ===> Epoch[3651](18252/5): Loss -0.7931, Sem 0.0224, dir -0.9828, norm 0.1674, swav 0.0000 LR: 7.215e-02 Score 99.239 Data time: 0.0620, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.0748 [2020-10-19 03:48:12,926][root][INFO] - ===> Epoch[3651](18253/5): Loss -0.7953, Sem 0.0234, dir -0.9823, norm 0.1636, swav 0.0000 LR: 7.215e-02 Score 99.216 Data time: 0.0662, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.7947 [2020-10-19 03:48:14,928][root][INFO] - ===> Epoch[3651](18254/5): Loss -0.7987, Sem 0.0214, dir -0.9843, norm 0.1643, swav 0.0000 LR: 7.215e-02 Score 99.280 Data time: 0.0858, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.9170 [2020-10-19 03:48:16,857][root][INFO] - ===> Epoch[3651](18255/5): Loss -0.8155, Sem 0.0210, dir -0.9857, norm 0.1492, swav 0.0000 LR: 7.215e-02 Score 99.295 Data time: 0.0955, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.8272 [2020-10-19 03:48:19,658][root][INFO] - ===> Epoch[3652](18256/5): Loss -0.7879, Sem 0.0208, dir -0.9830, norm 0.1744, swav 0.0000 LR: 7.214e-02 Score 99.326 Data time: 0.1149, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.6717 [2020-10-19 03:48:21,867][root][INFO] - ===> Epoch[3652](18257/5): Loss -0.7898, Sem 0.0221, dir -0.9846, norm 0.1727, swav 0.0000 LR: 7.214e-02 Score 99.266 Data time: 0.0611, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.0733 [2020-10-19 03:48:24,349][root][INFO] - ===> Epoch[3652](18258/5): Loss -0.8042, Sem 0.0210, dir -0.9833, norm 0.1582, swav 0.0000 LR: 7.214e-02 Score 99.288 Data time: 0.1678, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.3814 [2020-10-19 03:48:26,298][root][INFO] - ===> Epoch[3652](18259/5): Loss -0.8169, Sem 0.0209, dir -0.9853, norm 0.1475, swav 0.0000 LR: 7.214e-02 Score 99.290 Data time: 0.0694, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.8365 [2020-10-19 03:48:28,419][root][INFO] - ===> Epoch[3652](18260/5): Loss -0.7984, Sem 0.0192, dir -0.9841, norm 0.1666, swav 0.0000 LR: 7.214e-02 Score 99.366 Data time: 0.0701, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.0419 [2020-10-19 03:48:30,302][root][INFO] - ===> Epoch[3653](18261/5): Loss -0.8037, Sem 0.0228, dir -0.9844, norm 0.1579, swav 0.0000 LR: 7.214e-02 Score 99.245 Data time: 0.0724, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.7799 [2020-10-19 03:48:32,510][root][INFO] - ===> Epoch[3653](18262/5): Loss -0.8011, Sem 0.0245, dir -0.9835, norm 0.1578, swav 0.0000 LR: 7.213e-02 Score 99.171 Data time: 0.0704, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.1182 [2020-10-19 03:48:34,634][root][INFO] - ===> Epoch[3653](18263/5): Loss -0.8146, Sem 0.0197, dir -0.9858, norm 0.1515, swav 0.0000 LR: 7.213e-02 Score 99.335 Data time: 0.0854, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.0325 [2020-10-19 03:48:37,284][root][INFO] - ===> Epoch[3653](18264/5): Loss -0.7980, Sem 0.0193, dir -0.9842, norm 0.1670, swav 0.0000 LR: 7.213e-02 Score 99.376 Data time: 0.0712, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.5663 [2020-10-19 03:48:39,214][root][INFO] - ===> Epoch[3653](18265/5): Loss -0.8133, Sem 0.0205, dir -0.9850, norm 0.1512, swav 0.0000 LR: 7.213e-02 Score 99.307 Data time: 0.0824, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.8287 [2020-10-19 03:48:40,958][root][INFO] - ===> Epoch[3654](18266/5): Loss -0.8031, Sem 0.0235, dir -0.9835, norm 0.1570, swav 0.0000 LR: 7.213e-02 Score 99.203 Data time: 0.0739, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.6731 [2020-10-19 03:48:43,343][root][INFO] - ===> Epoch[3654](18267/5): Loss -0.8082, Sem 0.0218, dir -0.9828, norm 0.1527, swav 0.0000 LR: 7.213e-02 Score 99.270 Data time: 0.0686, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.2902 [2020-10-19 03:48:45,733][root][INFO] - ===> Epoch[3654](18268/5): Loss -0.8095, Sem 0.0197, dir -0.9857, norm 0.1565, swav 0.0000 LR: 7.213e-02 Score 99.353 Data time: 0.0771, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.2974 [2020-10-19 03:48:47,804][root][INFO] - ===> Epoch[3654](18269/5): Loss -0.8069, Sem 0.0224, dir -0.9839, norm 0.1546, swav 0.0000 LR: 7.212e-02 Score 99.243 Data time: 0.0817, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.9469 [2020-10-19 03:48:50,158][root][INFO] - ===> Epoch[3654](18270/5): Loss -0.8047, Sem 0.0195, dir -0.9854, norm 0.1612, swav 0.0000 LR: 7.212e-02 Score 99.345 Data time: 0.1046, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.2406 [2020-10-19 03:48:52,180][root][INFO] - ===> Epoch[3655](18271/5): Loss -0.8131, Sem 0.0223, dir -0.9849, norm 0.1496, swav 0.0000 LR: 7.212e-02 Score 99.253 Data time: 0.0765, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.9245 [2020-10-19 03:48:54,232][root][INFO] - ===> Epoch[3655](18272/5): Loss -0.7894, Sem 0.0252, dir -0.9814, norm 0.1668, swav 0.0000 LR: 7.212e-02 Score 99.196 Data time: 0.0635, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.9359 [2020-10-19 03:48:56,721][root][INFO] - ===> Epoch[3655](18273/5): Loss -0.8037, Sem 0.0224, dir -0.9840, norm 0.1578, swav 0.0000 LR: 7.212e-02 Score 99.252 Data time: 0.0762, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.3905 [2020-10-19 03:48:59,050][root][INFO] - ===> Epoch[3655](18274/5): Loss -0.8121, Sem 0.0201, dir -0.9854, norm 0.1531, swav 0.0000 LR: 7.212e-02 Score 99.329 Data time: 0.0890, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.2043 [2020-10-19 03:49:01,187][root][INFO] - ===> Epoch[3655](18275/5): Loss -0.8007, Sem 0.0216, dir -0.9830, norm 0.1607, swav 0.0000 LR: 7.211e-02 Score 99.285 Data time: 0.0664, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.0204 [2020-10-19 03:49:03,189][root][INFO] - ===> Epoch[3656](18276/5): Loss -0.8263, Sem 0.0187, dir -0.9863, norm 0.1413, swav 0.0000 LR: 7.211e-02 Score 99.358 Data time: 0.0815, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.9090 [2020-10-19 03:49:05,086][root][INFO] - ===> Epoch[3656](18277/5): Loss -0.8096, Sem 0.0240, dir -0.9836, norm 0.1501, swav 0.0000 LR: 7.211e-02 Score 99.190 Data time: 0.0801, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.7842 [2020-10-19 03:49:09,142][root][INFO] - ===> Epoch[3656](18278/5): Loss -0.8041, Sem 0.0206, dir -0.9846, norm 0.1599, swav 0.0000 LR: 7.211e-02 Score 99.306 Data time: 0.1597, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 3.9260 [2020-10-19 03:49:11,478][root][INFO] - ===> Epoch[3656](18279/5): Loss -0.8098, Sem 0.0212, dir -0.9851, norm 0.1541, swav 0.0000 LR: 7.211e-02 Score 99.299 Data time: 0.0921, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.2797 [2020-10-19 03:49:13,591][root][INFO] - ===> Epoch[3656](18280/5): Loss -0.7931, Sem 0.0215, dir -0.9838, norm 0.1691, swav 0.0000 LR: 7.211e-02 Score 99.268 Data time: 0.0766, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.9720 [2020-10-19 03:49:15,469][root][INFO] - ===> Epoch[3657](18281/5): Loss -0.8164, Sem 0.0204, dir -0.9853, norm 0.1485, swav 0.0000 LR: 7.211e-02 Score 99.312 Data time: 0.0792, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.7914 [2020-10-19 03:49:17,850][root][INFO] - ===> Epoch[3657](18282/5): Loss -0.7995, Sem 0.0239, dir -0.9826, norm 0.1591, swav 0.0000 LR: 7.210e-02 Score 99.199 Data time: 0.0640, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.2881 [2020-10-19 03:49:19,954][root][INFO] - ===> Epoch[3657](18283/5): Loss -0.8059, Sem 0.0225, dir -0.9824, norm 0.1540, swav 0.0000 LR: 7.210e-02 Score 99.245 Data time: 0.0491, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.9941 [2020-10-19 03:49:22,341][root][INFO] - ===> Epoch[3657](18284/5): Loss -0.7935, Sem 0.0216, dir -0.9836, norm 0.1685, swav 0.0000 LR: 7.210e-02 Score 99.279 Data time: 0.0620, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.3279 [2020-10-19 03:49:24,842][root][INFO] - ===> Epoch[3657](18285/5): Loss -0.8138, Sem 0.0233, dir -0.9842, norm 0.1470, swav 0.0000 LR: 7.210e-02 Score 99.198 Data time: 0.0862, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.4247 [2020-10-19 03:49:27,115][root][INFO] - ===> Epoch[3658](18286/5): Loss -0.8054, Sem 0.0205, dir -0.9848, norm 0.1590, swav 0.0000 LR: 7.210e-02 Score 99.328 Data time: 0.0644, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.1542 [2020-10-19 03:49:29,065][root][INFO] - ===> Epoch[3658](18287/5): Loss -0.8115, Sem 0.0222, dir -0.9838, norm 0.1501, swav 0.0000 LR: 7.210e-02 Score 99.271 Data time: 0.0477, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.8730 [2020-10-19 03:49:31,444][root][INFO] - ===> Epoch[3658](18288/5): Loss -0.7831, Sem 0.0227, dir -0.9845, norm 0.1787, swav 0.0000 LR: 7.209e-02 Score 99.249 Data time: 0.0463, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.3139 [2020-10-19 03:49:33,697][root][INFO] - ===> Epoch[3658](18289/5): Loss -0.8035, Sem 0.0198, dir -0.9846, norm 0.1613, swav 0.0000 LR: 7.209e-02 Score 99.327 Data time: 0.0473, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.1987 [2020-10-19 03:49:36,346][root][INFO] - ===> Epoch[3658](18290/5): Loss -0.8022, Sem 0.0212, dir -0.9839, norm 0.1604, swav 0.0000 LR: 7.209e-02 Score 99.309 Data time: 0.2838, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.5961 [2020-10-19 03:49:38,964][root][INFO] - ===> Epoch[3659](18291/5): Loss -0.7897, Sem 0.0221, dir -0.9845, norm 0.1727, swav 0.0000 LR: 7.209e-02 Score 99.260 Data time: 0.1099, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.4850 [2020-10-19 03:49:40,976][root][INFO] - ===> Epoch[3659](18292/5): Loss -0.8014, Sem 0.0228, dir -0.9831, norm 0.1589, swav 0.0000 LR: 7.209e-02 Score 99.238 Data time: 0.0759, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.8669 [2020-10-19 03:49:43,541][root][INFO] - ===> Epoch[3659](18293/5): Loss -0.7893, Sem 0.0195, dir -0.9847, norm 0.1759, swav 0.0000 LR: 7.209e-02 Score 99.352 Data time: 0.0959, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.4522 [2020-10-19 03:49:45,693][root][INFO] - ===> Epoch[3659](18294/5): Loss -0.8042, Sem 0.0216, dir -0.9839, norm 0.1581, swav 0.0000 LR: 7.209e-02 Score 99.285 Data time: 0.0707, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0291 [2020-10-19 03:49:47,549][root][INFO] - ===> Epoch[3659](18295/5): Loss -0.8152, Sem 0.0188, dir -0.9859, norm 0.1519, swav 0.0000 LR: 7.208e-02 Score 99.366 Data time: 0.0816, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.7585 [2020-10-19 03:49:49,616][root][INFO] - ===> Epoch[3660](18296/5): Loss -0.8031, Sem 0.0228, dir -0.9847, norm 0.1587, swav 0.0000 LR: 7.208e-02 Score 99.245 Data time: 0.0549, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.9597 [2020-10-19 03:49:52,285][root][INFO] - ===> Epoch[3660](18297/5): Loss -0.7736, Sem 0.0223, dir -0.9815, norm 0.1856, swav 0.0000 LR: 7.208e-02 Score 99.244 Data time: 0.0708, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.5722 [2020-10-19 03:49:54,398][root][INFO] - ===> Epoch[3660](18298/5): Loss -0.8059, Sem 0.0216, dir -0.9840, norm 0.1565, swav 0.0000 LR: 7.208e-02 Score 99.278 Data time: 0.0839, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.9903 [2020-10-19 03:49:56,456][root][INFO] - ===> Epoch[3660](18299/5): Loss -0.8120, Sem 0.0215, dir -0.9848, norm 0.1513, swav 0.0000 LR: 7.208e-02 Score 99.287 Data time: 0.0576, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.9437 [2020-10-19 03:49:58,665][root][INFO] - ===> Epoch[3660](18300/5): Loss -0.8013, Sem 0.0215, dir -0.9848, norm 0.1619, swav 0.0000 LR: 7.208e-02 Score 99.286 Data time: 0.0737, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.1228 [2020-10-19 03:49:59,697][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 03:50:01,703][root][INFO] - ===> Epoch[3661](18301/5): Loss -0.8086, Sem 0.0222, dir -0.9841, norm 0.1533, swav 0.0000 LR: 7.207e-02 Score 99.251 Data time: 0.0902, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.8164 [2020-10-19 03:50:04,307][root][INFO] - ===> Epoch[3661](18302/5): Loss -0.7860, Sem 0.0225, dir -0.9805, norm 0.1720, swav 0.0000 LR: 7.207e-02 Score 99.254 Data time: 0.0775, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.4950 [2020-10-19 03:50:06,337][root][INFO] - ===> Epoch[3661](18303/5): Loss -0.8209, Sem 0.0190, dir -0.9858, norm 0.1459, swav 0.0000 LR: 7.207e-02 Score 99.369 Data time: 0.0878, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.9295 [2020-10-19 03:50:08,690][root][INFO] - ===> Epoch[3661](18304/5): Loss -0.8119, Sem 0.0213, dir -0.9854, norm 0.1523, swav 0.0000 LR: 7.207e-02 Score 99.277 Data time: 0.0683, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.2315 [2020-10-19 03:50:10,850][root][INFO] - ===> Epoch[3661](18305/5): Loss -0.7969, Sem 0.0199, dir -0.9848, norm 0.1680, swav 0.0000 LR: 7.207e-02 Score 99.330 Data time: 0.0641, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0551 [2020-10-19 03:50:13,363][root][INFO] - ===> Epoch[3662](18306/5): Loss -0.8003, Sem 0.0221, dir -0.9837, norm 0.1612, swav 0.0000 LR: 7.207e-02 Score 99.253 Data time: 0.1062, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.4231 [2020-10-19 03:50:15,566][root][INFO] - ===> Epoch[3662](18307/5): Loss -0.8101, Sem 0.0209, dir -0.9838, norm 0.1528, swav 0.0000 LR: 7.206e-02 Score 99.300 Data time: 0.0636, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0781 [2020-10-19 03:50:17,776][root][INFO] - ===> Epoch[3662](18308/5): Loss -0.8162, Sem 0.0200, dir -0.9851, norm 0.1489, swav 0.0000 LR: 7.206e-02 Score 99.315 Data time: 0.0738, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.1328 [2020-10-19 03:50:20,123][root][INFO] - ===> Epoch[3662](18309/5): Loss -0.8118, Sem 0.0206, dir -0.9856, norm 0.1532, swav 0.0000 LR: 7.206e-02 Score 99.325 Data time: 0.0611, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.2408 [2020-10-19 03:50:22,278][root][INFO] - ===> Epoch[3662](18310/5): Loss -0.8017, Sem 0.0216, dir -0.9840, norm 0.1607, swav 0.0000 LR: 7.206e-02 Score 99.280 Data time: 0.0727, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0610 [2020-10-19 03:50:24,244][root][INFO] - ===> Epoch[3663](18311/5): Loss -0.8061, Sem 0.0224, dir -0.9849, norm 0.1564, swav 0.0000 LR: 7.206e-02 Score 99.257 Data time: 0.0585, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.8690 [2020-10-19 03:50:26,939][root][INFO] - ===> Epoch[3663](18312/5): Loss -0.8030, Sem 0.0210, dir -0.9838, norm 0.1597, swav 0.0000 LR: 7.206e-02 Score 99.289 Data time: 0.1152, Forward time: 0.7736, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.6026 [2020-10-19 03:50:28,897][root][INFO] - ===> Epoch[3663](18313/5): Loss -0.8143, Sem 0.0201, dir -0.9850, norm 0.1506, swav 0.0000 LR: 7.206e-02 Score 99.325 Data time: 0.0883, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.8736 [2020-10-19 03:50:31,302][root][INFO] - ===> Epoch[3663](18314/5): Loss -0.8058, Sem 0.0217, dir -0.9841, norm 0.1566, swav 0.0000 LR: 7.205e-02 Score 99.287 Data time: 0.0893, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.2971 [2020-10-19 03:50:33,194][root][INFO] - ===> Epoch[3663](18315/5): Loss -0.7933, Sem 0.0228, dir -0.9827, norm 0.1667, swav 0.0000 LR: 7.205e-02 Score 99.234 Data time: 0.0836, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.7996 [2020-10-19 03:50:35,083][root][INFO] - ===> Epoch[3664](18316/5): Loss -0.8109, Sem 0.0221, dir -0.9838, norm 0.1508, swav 0.0000 LR: 7.205e-02 Score 99.268 Data time: 0.1271, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.7792 [2020-10-19 03:50:37,462][root][INFO] - ===> Epoch[3664](18317/5): Loss -0.8057, Sem 0.0221, dir -0.9850, norm 0.1572, swav 0.0000 LR: 7.205e-02 Score 99.267 Data time: 0.0832, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.2818 [2020-10-19 03:50:39,497][root][INFO] - ===> Epoch[3664](18318/5): Loss -0.8164, Sem 0.0194, dir -0.9847, norm 0.1488, swav 0.0000 LR: 7.205e-02 Score 99.332 Data time: 0.0662, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.9255 [2020-10-19 03:50:41,644][root][INFO] - ===> Epoch[3664](18319/5): Loss -0.7951, Sem 0.0236, dir -0.9838, norm 0.1651, swav 0.0000 LR: 7.205e-02 Score 99.221 Data time: 0.0905, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0400 [2020-10-19 03:50:43,707][root][INFO] - ===> Epoch[3664](18320/5): Loss -0.8244, Sem 0.0199, dir -0.9852, norm 0.1409, swav 0.0000 LR: 7.204e-02 Score 99.333 Data time: 0.0694, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.9293 [2020-10-19 03:50:45,637][root][INFO] - ===> Epoch[3665](18321/5): Loss -0.7864, Sem 0.0234, dir -0.9824, norm 0.1725, swav 0.0000 LR: 7.204e-02 Score 99.219 Data time: 0.2044, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.8469 [2020-10-19 03:50:47,941][root][INFO] - ===> Epoch[3665](18322/5): Loss -0.8177, Sem 0.0205, dir -0.9850, norm 0.1468, swav 0.0000 LR: 7.204e-02 Score 99.327 Data time: 0.1183, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.2277 [2020-10-19 03:50:50,081][root][INFO] - ===> Epoch[3665](18323/5): Loss -0.7962, Sem 0.0252, dir -0.9824, norm 0.1610, swav 0.0000 LR: 7.204e-02 Score 99.156 Data time: 0.0775, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0145 [2020-10-19 03:50:52,225][root][INFO] - ===> Epoch[3665](18324/5): Loss -0.8210, Sem 0.0193, dir -0.9845, norm 0.1442, swav 0.0000 LR: 7.204e-02 Score 99.357 Data time: 0.0627, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0402 [2020-10-19 03:50:54,370][root][INFO] - ===> Epoch[3665](18325/5): Loss -0.7963, Sem 0.0212, dir -0.9849, norm 0.1674, swav 0.0000 LR: 7.204e-02 Score 99.265 Data time: 0.0425, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0633 [2020-10-19 03:50:56,507][root][INFO] - ===> Epoch[3666](18326/5): Loss -0.8197, Sem 0.0192, dir -0.9860, norm 0.1470, swav 0.0000 LR: 7.204e-02 Score 99.346 Data time: 0.0532, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0812 [2020-10-19 03:50:58,645][root][INFO] - ===> Epoch[3666](18327/5): Loss -0.8012, Sem 0.0206, dir -0.9843, norm 0.1625, swav 0.0000 LR: 7.203e-02 Score 99.316 Data time: 0.0582, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0459 [2020-10-19 03:51:01,104][root][INFO] - ===> Epoch[3666](18328/5): Loss -0.8133, Sem 0.0203, dir -0.9857, norm 0.1520, swav 0.0000 LR: 7.203e-02 Score 99.322 Data time: 0.1188, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.3656 [2020-10-19 03:51:04,090][root][INFO] - ===> Epoch[3666](18329/5): Loss -0.8073, Sem 0.0198, dir -0.9842, norm 0.1570, swav 0.0000 LR: 7.203e-02 Score 99.344 Data time: 0.0623, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.8681 [2020-10-19 03:51:06,258][root][INFO] - ===> Epoch[3666](18330/5): Loss -0.8075, Sem 0.0231, dir -0.9846, norm 0.1540, swav 0.0000 LR: 7.203e-02 Score 99.237 Data time: 0.0604, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0649 [2020-10-19 03:51:08,363][root][INFO] - ===> Epoch[3667](18331/5): Loss -0.7999, Sem 0.0214, dir -0.9849, norm 0.1636, swav 0.0000 LR: 7.203e-02 Score 99.284 Data time: 0.0979, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0252 [2020-10-19 03:51:10,744][root][INFO] - ===> Epoch[3667](18332/5): Loss -0.8032, Sem 0.0203, dir -0.9826, norm 0.1591, swav 0.0000 LR: 7.203e-02 Score 99.345 Data time: 0.0923, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.2731 [2020-10-19 03:51:13,314][root][INFO] - ===> Epoch[3667](18333/5): Loss -0.8088, Sem 0.0212, dir -0.9853, norm 0.1553, swav 0.0000 LR: 7.202e-02 Score 99.314 Data time: 0.0856, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.4611 [2020-10-19 03:51:15,572][root][INFO] - ===> Epoch[3667](18334/5): Loss -0.8109, Sem 0.0230, dir -0.9851, norm 0.1512, swav 0.0000 LR: 7.202e-02 Score 99.231 Data time: 0.0607, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.1203 [2020-10-19 03:51:17,287][root][INFO] - ===> Epoch[3667](18335/5): Loss -0.8109, Sem 0.0207, dir -0.9840, norm 0.1524, swav 0.0000 LR: 7.202e-02 Score 99.299 Data time: 0.0671, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.6080 [2020-10-19 03:51:19,245][root][INFO] - ===> Epoch[3668](18336/5): Loss -0.8155, Sem 0.0210, dir -0.9852, norm 0.1487, swav 0.0000 LR: 7.202e-02 Score 99.296 Data time: 0.0633, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.8607 [2020-10-19 03:51:21,974][root][INFO] - ===> Epoch[3668](18337/5): Loss -0.8019, Sem 0.0223, dir -0.9825, norm 0.1582, swav 0.0000 LR: 7.202e-02 Score 99.276 Data time: 0.0624, Forward time: 0.7735, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.6123 [2020-10-19 03:51:24,245][root][INFO] - ===> Epoch[3668](18338/5): Loss -0.8112, Sem 0.0211, dir -0.9855, norm 0.1532, swav 0.0000 LR: 7.202e-02 Score 99.287 Data time: 0.0839, Forward time: 0.7735, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.1773 [2020-10-19 03:51:26,573][root][INFO] - ===> Epoch[3668](18339/5): Loss -0.8209, Sem 0.0197, dir -0.9851, norm 0.1444, swav 0.0000 LR: 7.202e-02 Score 99.340 Data time: 0.1040, Forward time: 0.7735, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.2277 [2020-10-19 03:51:28,834][root][INFO] - ===> Epoch[3668](18340/5): Loss -0.8074, Sem 0.0215, dir -0.9836, norm 0.1547, swav 0.0000 LR: 7.201e-02 Score 99.283 Data time: 0.0649, Forward time: 0.7735, Backward time: 1.1767, DDP time: 0.0030, Total iter time: 2.1517 [2020-10-19 03:51:30,833][root][INFO] - ===> Epoch[3669](18341/5): Loss -0.7939, Sem 0.0243, dir -0.9825, norm 0.1643, swav 0.0000 LR: 7.201e-02 Score 99.229 Data time: 0.0866, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.8926 [2020-10-19 03:51:32,917][root][INFO] - ===> Epoch[3669](18342/5): Loss -0.8105, Sem 0.0228, dir -0.9848, norm 0.1514, swav 0.0000 LR: 7.201e-02 Score 99.244 Data time: 0.0626, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.9906 [2020-10-19 03:51:34,887][root][INFO] - ===> Epoch[3669](18343/5): Loss -0.8118, Sem 0.0186, dir -0.9861, norm 0.1557, swav 0.0000 LR: 7.201e-02 Score 99.382 Data time: 0.0873, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.8875 [2020-10-19 03:51:37,003][root][INFO] - ===> Epoch[3669](18344/5): Loss -0.8148, Sem 0.0223, dir -0.9844, norm 0.1473, swav 0.0000 LR: 7.201e-02 Score 99.251 Data time: 0.0755, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0025 [2020-10-19 03:51:38,984][root][INFO] - ===> Epoch[3669](18345/5): Loss -0.8023, Sem 0.0242, dir -0.9841, norm 0.1577, swav 0.0000 LR: 7.201e-02 Score 99.205 Data time: 0.0785, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.8726 [2020-10-19 03:51:41,210][root][INFO] - ===> Epoch[3670](18346/5): Loss -0.7985, Sem 0.0185, dir -0.9850, norm 0.1679, swav 0.0000 LR: 7.200e-02 Score 99.372 Data time: 0.0617, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.1036 [2020-10-19 03:51:43,403][root][INFO] - ===> Epoch[3670](18347/5): Loss -0.8080, Sem 0.0206, dir -0.9840, norm 0.1555, swav 0.0000 LR: 7.200e-02 Score 99.316 Data time: 0.0781, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.1019 [2020-10-19 03:51:45,506][root][INFO] - ===> Epoch[3670](18348/5): Loss -0.8112, Sem 0.0217, dir -0.9845, norm 0.1516, swav 0.0000 LR: 7.200e-02 Score 99.269 Data time: 0.0795, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0041 [2020-10-19 03:51:47,495][root][INFO] - ===> Epoch[3670](18349/5): Loss -0.8142, Sem 0.0204, dir -0.9857, norm 0.1512, swav 0.0000 LR: 7.200e-02 Score 99.318 Data time: 0.0881, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.9047 [2020-10-19 03:51:49,891][root][INFO] - ===> Epoch[3670](18350/5): Loss -0.8177, Sem 0.0189, dir -0.9846, norm 0.1479, swav 0.0000 LR: 7.200e-02 Score 99.368 Data time: 0.0816, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.2764 [2020-10-19 03:51:52,006][root][INFO] - ===> Epoch[3671](18351/5): Loss -0.8073, Sem 0.0217, dir -0.9846, norm 0.1556, swav 0.0000 LR: 7.200e-02 Score 99.289 Data time: 0.0668, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0213 [2020-10-19 03:51:54,450][root][INFO] - ===> Epoch[3671](18352/5): Loss -0.8072, Sem 0.0229, dir -0.9835, norm 0.1534, swav 0.0000 LR: 7.199e-02 Score 99.234 Data time: 0.0681, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.3290 [2020-10-19 03:51:56,488][root][INFO] - ===> Epoch[3671](18353/5): Loss -0.8132, Sem 0.0214, dir -0.9853, norm 0.1507, swav 0.0000 LR: 7.199e-02 Score 99.282 Data time: 0.0700, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.9350 [2020-10-19 03:51:58,269][root][INFO] - ===> Epoch[3671](18354/5): Loss -0.8045, Sem 0.0229, dir -0.9839, norm 0.1565, swav 0.0000 LR: 7.199e-02 Score 99.230 Data time: 0.0836, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.6768 [2020-10-19 03:52:00,348][root][INFO] - ===> Epoch[3671](18355/5): Loss -0.8152, Sem 0.0200, dir -0.9842, norm 0.1490, swav 0.0000 LR: 7.199e-02 Score 99.326 Data time: 0.0701, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.9874 [2020-10-19 03:52:03,496][root][INFO] - ===> Epoch[3672](18356/5): Loss -0.8184, Sem 0.0197, dir -0.9840, norm 0.1459, swav 0.0000 LR: 7.199e-02 Score 99.342 Data time: 0.2109, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 3.0445 [2020-10-19 03:52:05,812][root][INFO] - ===> Epoch[3672](18357/5): Loss -0.8002, Sem 0.0201, dir -0.9853, norm 0.1650, swav 0.0000 LR: 7.199e-02 Score 99.313 Data time: 0.0828, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.2108 [2020-10-19 03:52:07,728][root][INFO] - ===> Epoch[3672](18358/5): Loss -0.8130, Sem 0.0200, dir -0.9842, norm 0.1513, swav 0.0000 LR: 7.199e-02 Score 99.324 Data time: 0.0712, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.8133 [2020-10-19 03:52:09,772][root][INFO] - ===> Epoch[3672](18359/5): Loss -0.8128, Sem 0.0213, dir -0.9851, norm 0.1510, swav 0.0000 LR: 7.198e-02 Score 99.283 Data time: 0.0743, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.9518 [2020-10-19 03:52:11,887][root][INFO] - ===> Epoch[3672](18360/5): Loss -0.8129, Sem 0.0217, dir -0.9832, norm 0.1485, swav 0.0000 LR: 7.198e-02 Score 99.272 Data time: 0.0605, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0271 [2020-10-19 03:52:14,209][root][INFO] - ===> Epoch[3673](18361/5): Loss -0.8207, Sem 0.0200, dir -0.9856, norm 0.1449, swav 0.0000 LR: 7.198e-02 Score 99.323 Data time: 0.0929, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.2469 [2020-10-19 03:52:16,729][root][INFO] - ===> Epoch[3673](18362/5): Loss -0.8148, Sem 0.0200, dir -0.9850, norm 0.1501, swav 0.0000 LR: 7.198e-02 Score 99.327 Data time: 0.0712, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.4031 [2020-10-19 03:52:18,853][root][INFO] - ===> Epoch[3673](18363/5): Loss -0.8091, Sem 0.0181, dir -0.9840, norm 0.1568, swav 0.0000 LR: 7.198e-02 Score 99.399 Data time: 0.0998, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0395 [2020-10-19 03:52:21,020][root][INFO] - ===> Epoch[3673](18364/5): Loss -0.8102, Sem 0.0235, dir -0.9837, norm 0.1501, swav 0.0000 LR: 7.198e-02 Score 99.213 Data time: 0.1162, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0698 [2020-10-19 03:52:23,556][root][INFO] - ===> Epoch[3673](18365/5): Loss -0.8013, Sem 0.0206, dir -0.9837, norm 0.1618, swav 0.0000 LR: 7.197e-02 Score 99.296 Data time: 0.0877, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.4174 [2020-10-19 03:52:26,007][root][INFO] - ===> Epoch[3674](18366/5): Loss -0.8054, Sem 0.0205, dir -0.9854, norm 0.1595, swav 0.0000 LR: 7.197e-02 Score 99.313 Data time: 0.0811, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.3710 [2020-10-19 03:52:28,325][root][INFO] - ===> Epoch[3674](18367/5): Loss -0.8037, Sem 0.0212, dir -0.9832, norm 0.1583, swav 0.0000 LR: 7.197e-02 Score 99.289 Data time: 0.0687, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.2246 [2020-10-19 03:52:30,493][root][INFO] - ===> Epoch[3674](18368/5): Loss -0.8140, Sem 0.0217, dir -0.9848, norm 0.1491, swav 0.0000 LR: 7.197e-02 Score 99.273 Data time: 0.0745, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0670 [2020-10-19 03:52:32,417][root][INFO] - ===> Epoch[3674](18369/5): Loss -0.8174, Sem 0.0167, dir -0.9851, norm 0.1510, swav 0.0000 LR: 7.197e-02 Score 99.443 Data time: 0.0715, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.8353 [2020-10-19 03:52:34,537][root][INFO] - ===> Epoch[3674](18370/5): Loss -0.8013, Sem 0.0222, dir -0.9841, norm 0.1605, swav 0.0000 LR: 7.197e-02 Score 99.248 Data time: 0.0958, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0304 [2020-10-19 03:52:36,397][root][INFO] - ===> Epoch[3675](18371/5): Loss -0.8195, Sem 0.0201, dir -0.9856, norm 0.1459, swav 0.0000 LR: 7.197e-02 Score 99.323 Data time: 0.0790, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.7112 [2020-10-19 03:52:38,298][root][INFO] - ===> Epoch[3675](18372/5): Loss -0.8179, Sem 0.0209, dir -0.9844, norm 0.1456, swav 0.0000 LR: 7.196e-02 Score 99.300 Data time: 0.0700, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.8195 [2020-10-19 03:52:40,400][root][INFO] - ===> Epoch[3675](18373/5): Loss -0.8142, Sem 0.0182, dir -0.9850, norm 0.1526, swav 0.0000 LR: 7.196e-02 Score 99.395 Data time: 0.0955, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.9893 [2020-10-19 03:52:42,660][root][INFO] - ===> Epoch[3675](18374/5): Loss -0.8052, Sem 0.0235, dir -0.9838, norm 0.1551, swav 0.0000 LR: 7.196e-02 Score 99.213 Data time: 0.1449, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.1512 [2020-10-19 03:52:44,583][root][INFO] - ===> Epoch[3675](18375/5): Loss -0.8148, Sem 0.0221, dir -0.9838, norm 0.1469, swav 0.0000 LR: 7.196e-02 Score 99.249 Data time: 0.0604, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.8053 [2020-10-19 03:52:46,374][root][INFO] - ===> Epoch[3676](18376/5): Loss -0.7917, Sem 0.0213, dir -0.9844, norm 0.1714, swav 0.0000 LR: 7.196e-02 Score 99.291 Data time: 0.0702, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.7392 [2020-10-19 03:52:48,770][root][INFO] - ===> Epoch[3676](18377/5): Loss -0.7922, Sem 0.0204, dir -0.9842, norm 0.1716, swav 0.0000 LR: 7.196e-02 Score 99.309 Data time: 0.1526, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.2731 [2020-10-19 03:52:51,037][root][INFO] - ===> Epoch[3676](18378/5): Loss -0.8024, Sem 0.0206, dir -0.9840, norm 0.1611, swav 0.0000 LR: 7.195e-02 Score 99.322 Data time: 0.0966, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.1457 [2020-10-19 03:52:53,433][root][INFO] - ===> Epoch[3676](18379/5): Loss -0.8093, Sem 0.0237, dir -0.9838, norm 0.1508, swav 0.0000 LR: 7.195e-02 Score 99.194 Data time: 0.0819, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.2675 [2020-10-19 03:52:55,562][root][INFO] - ===> Epoch[3676](18380/5): Loss -0.7868, Sem 0.0241, dir -0.9817, norm 0.1708, swav 0.0000 LR: 7.195e-02 Score 99.204 Data time: 0.0732, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.0510 [2020-10-19 03:52:57,809][root][INFO] - ===> Epoch[3677](18381/5): Loss -0.7930, Sem 0.0208, dir -0.9846, norm 0.1708, swav 0.0000 LR: 7.195e-02 Score 99.318 Data time: 0.0581, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.1498 [2020-10-19 03:53:00,370][root][INFO] - ===> Epoch[3677](18382/5): Loss -0.8085, Sem 0.0181, dir -0.9847, norm 0.1581, swav 0.0000 LR: 7.195e-02 Score 99.394 Data time: 0.0929, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.4779 [2020-10-19 03:53:02,471][root][INFO] - ===> Epoch[3677](18383/5): Loss -0.8024, Sem 0.0227, dir -0.9829, norm 0.1579, swav 0.0000 LR: 7.195e-02 Score 99.227 Data time: 0.0800, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.9838 [2020-10-19 03:53:05,170][root][INFO] - ===> Epoch[3677](18384/5): Loss -0.7950, Sem 0.0193, dir -0.9845, norm 0.1702, swav 0.0000 LR: 7.195e-02 Score 99.368 Data time: 0.0603, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.6020 [2020-10-19 03:53:06,744][root][INFO] - ===> Epoch[3677](18385/5): Loss -0.8222, Sem 0.0190, dir -0.9862, norm 0.1450, swav 0.0000 LR: 7.194e-02 Score 99.349 Data time: 0.0579, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.4665 [2020-10-19 03:53:08,971][root][INFO] - ===> Epoch[3678](18386/5): Loss -0.7841, Sem 0.0213, dir -0.9820, norm 0.1765, swav 0.0000 LR: 7.194e-02 Score 99.293 Data time: 0.0973, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.1503 [2020-10-19 03:53:11,067][root][INFO] - ===> Epoch[3678](18387/5): Loss -0.7991, Sem 0.0213, dir -0.9833, norm 0.1629, swav 0.0000 LR: 7.194e-02 Score 99.285 Data time: 0.0609, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.9693 [2020-10-19 03:53:13,174][root][INFO] - ===> Epoch[3678](18388/5): Loss -0.8229, Sem 0.0191, dir -0.9863, norm 0.1443, swav 0.0000 LR: 7.194e-02 Score 99.369 Data time: 0.0573, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.0326 [2020-10-19 03:53:15,505][root][INFO] - ===> Epoch[3678](18389/5): Loss -0.7965, Sem 0.0209, dir -0.9831, norm 0.1657, swav 0.0000 LR: 7.194e-02 Score 99.288 Data time: 0.0684, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.2612 [2020-10-19 03:53:17,545][root][INFO] - ===> Epoch[3678](18390/5): Loss -0.8058, Sem 0.0209, dir -0.9842, norm 0.1575, swav 0.0000 LR: 7.194e-02 Score 99.293 Data time: 0.0675, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.9228 [2020-10-19 03:53:20,106][root][INFO] - ===> Epoch[3679](18391/5): Loss -0.7869, Sem 0.0212, dir -0.9840, norm 0.1759, swav 0.0000 LR: 7.193e-02 Score 99.307 Data time: 0.0691, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.4593 [2020-10-19 03:53:22,311][root][INFO] - ===> Epoch[3679](18392/5): Loss -0.8013, Sem 0.0189, dir -0.9851, norm 0.1649, swav 0.0000 LR: 7.193e-02 Score 99.360 Data time: 0.0637, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0894 [2020-10-19 03:53:24,396][root][INFO] - ===> Epoch[3679](18393/5): Loss -0.7971, Sem 0.0210, dir -0.9837, norm 0.1656, swav 0.0000 LR: 7.193e-02 Score 99.296 Data time: 0.0873, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0027 [2020-10-19 03:53:26,239][root][INFO] - ===> Epoch[3679](18394/5): Loss -0.8117, Sem 0.0198, dir -0.9844, norm 0.1529, swav 0.0000 LR: 7.193e-02 Score 99.325 Data time: 0.0591, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.7180 [2020-10-19 03:53:28,602][root][INFO] - ===> Epoch[3679](18395/5): Loss -0.8039, Sem 0.0221, dir -0.9836, norm 0.1577, swav 0.0000 LR: 7.193e-02 Score 99.240 Data time: 0.1023, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.2834 [2020-10-19 03:53:31,059][root][INFO] - ===> Epoch[3680](18396/5): Loss -0.7941, Sem 0.0228, dir -0.9826, norm 0.1656, swav 0.0000 LR: 7.193e-02 Score 99.239 Data time: 0.0754, Forward time: 0.7736, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.3602 [2020-10-19 03:53:33,019][root][INFO] - ===> Epoch[3680](18397/5): Loss -0.8221, Sem 0.0207, dir -0.9853, norm 0.1425, swav 0.0000 LR: 7.192e-02 Score 99.289 Data time: 0.0446, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.8386 [2020-10-19 03:53:35,428][root][INFO] - ===> Epoch[3680](18398/5): Loss -0.8027, Sem 0.0201, dir -0.9856, norm 0.1628, swav 0.0000 LR: 7.192e-02 Score 99.334 Data time: 0.0645, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.3237 [2020-10-19 03:53:37,629][root][INFO] - ===> Epoch[3680](18399/5): Loss -0.8091, Sem 0.0199, dir -0.9845, norm 0.1556, swav 0.0000 LR: 7.192e-02 Score 99.327 Data time: 0.1041, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 2.0954 [2020-10-19 03:53:39,458][root][INFO] - ===> Epoch[3680](18400/5): Loss -0.8234, Sem 0.0207, dir -0.9844, norm 0.1403, swav 0.0000 LR: 7.192e-02 Score 99.301 Data time: 0.0786, Forward time: 0.7735, Backward time: 1.1766, DDP time: 0.0030, Total iter time: 1.7219 [2020-10-19 03:53:40,591][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 03:53:40,761][root][INFO] - ===> Start testing [2020-10-19 03:54:19,788][root][INFO] - 68/68: Data time: 0.0029, Iter time: 0.1937 Loss 1.056 (AVG: 0.552) Score 86.406 (AVG: 90.254) mIOU 70.274 mAP 85.476 mAcc 77.782 IOU: 62.084 1.540 81.065 73.380 93.814 93.158 31.848 82.089 96.004 73.078 81.333 86.237 57.928 mAP: 81.619 26.811 95.814 85.878 98.930 98.554 58.259 96.065 99.694 89.726 93.752 94.826 91.258 mAcc: 81.206 13.036 88.851 80.617 96.470 96.716 36.867 92.237 96.746 78.118 90.783 95.530 63.991 [2020-10-19 03:54:19,789][root][INFO] - Finished test. Elapsed time: 39.0268 [2020-10-19 03:54:23,174][root][INFO] - [2020-10-19 03:54:23,174][root][INFO] - ################################################################ [2020-10-19 03:54:23,174][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 03:54:23,174][root][INFO] - ################################################################ [2020-10-19 03:54:23,174][root][INFO] - clutter : nan nan nan [2020-10-19 03:54:23,174][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 03:54:23,174][root][INFO] - board : 0.767 0.849 0.923 [2020-10-19 03:54:23,174][root][INFO] - bookcase : 0.224 0.339 0.520 [2020-10-19 03:54:23,174][root][INFO] - ceiling : 0.564 0.646 0.727 [2020-10-19 03:54:23,174][root][INFO] - chair : 0.822 0.903 0.918 [2020-10-19 03:54:23,174][root][INFO] - column : 0.211 0.302 0.403 [2020-10-19 03:54:23,174][root][INFO] - door : 0.628 0.777 0.842 [2020-10-19 03:54:23,175][root][INFO] - floor : 0.949 0.960 0.976 [2020-10-19 03:54:23,175][root][INFO] - sofa : 0.385 0.636 0.818 [2020-10-19 03:54:23,175][root][INFO] - table : 0.160 0.356 0.620 [2020-10-19 03:54:23,175][root][INFO] - wall : 0.529 0.724 0.821 [2020-10-19 03:54:23,175][root][INFO] - window : 0.521 0.736 0.774 [2020-10-19 03:54:23,175][root][INFO] - ---------------------------------------------------------------- [2020-10-19 03:54:23,175][root][INFO] - average : 0.480 0.602 0.695 [2020-10-19 03:54:23,175][root][INFO] - [2020-10-19 03:54:23,332][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 03:54:23,334][root][INFO] - Current best mIoU: 70.649 at iter 17600 [2020-10-19 03:54:25,028][root][INFO] - ===> Epoch[3681](18401/5): Loss -0.7810, Sem 0.0224, dir -0.9812, norm 0.1778, swav 0.0000 LR: 7.192e-02 Score 99.256 Data time: 0.0695, Forward time: 0.7735, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.6889 [2020-10-19 03:54:27,125][root][INFO] - ===> Epoch[3681](18402/5): Loss -0.8117, Sem 0.0200, dir -0.9852, norm 0.1535, swav 0.0000 LR: 7.192e-02 Score 99.331 Data time: 0.0733, Forward time: 0.7735, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.9814 [2020-10-19 03:54:29,165][root][INFO] - ===> Epoch[3681](18403/5): Loss -0.8022, Sem 0.0203, dir -0.9853, norm 0.1628, swav 0.0000 LR: 7.192e-02 Score 99.319 Data time: 0.0916, Forward time: 0.7735, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.9280 [2020-10-19 03:54:31,276][root][INFO] - ===> Epoch[3681](18404/5): Loss -0.8083, Sem 0.0197, dir -0.9832, norm 0.1552, swav 0.0000 LR: 7.191e-02 Score 99.330 Data time: 0.0863, Forward time: 0.7735, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.9939 [2020-10-19 03:54:33,332][root][INFO] - ===> Epoch[3681](18405/5): Loss -0.7906, Sem 0.0200, dir -0.9828, norm 0.1721, swav 0.0000 LR: 7.191e-02 Score 99.324 Data time: 0.0793, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.9402 [2020-10-19 03:54:35,442][root][INFO] - ===> Epoch[3682](18406/5): Loss -0.8108, Sem 0.0184, dir -0.9855, norm 0.1562, swav 0.0000 LR: 7.191e-02 Score 99.371 Data time: 0.2403, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.9998 [2020-10-19 03:54:37,889][root][INFO] - ===> Epoch[3682](18407/5): Loss -0.7850, Sem 0.0230, dir -0.9833, norm 0.1753, swav 0.0000 LR: 7.191e-02 Score 99.240 Data time: 0.1032, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.3283 [2020-10-19 03:54:40,072][root][INFO] - ===> Epoch[3682](18408/5): Loss -0.8070, Sem 0.0223, dir -0.9849, norm 0.1556, swav 0.0000 LR: 7.191e-02 Score 99.241 Data time: 0.0608, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 2.0478 [2020-10-19 03:54:41,892][root][INFO] - ===> Epoch[3682](18409/5): Loss -0.8057, Sem 0.0230, dir -0.9830, norm 0.1543, swav 0.0000 LR: 7.191e-02 Score 99.219 Data time: 0.0724, Forward time: 0.7736, Backward time: 1.1765, DDP time: 0.0030, Total iter time: 1.7137 [2020-10-19 03:54:43,807][root][INFO] - ===> Epoch[3682](18410/5): Loss -0.8160, Sem 0.0217, dir -0.9842, norm 0.1466, swav 0.0000 LR: 7.190e-02 Score 99.271 Data time: 0.0907, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.8127 [2020-10-19 03:54:46,012][root][INFO] - ===> Epoch[3683](18411/5): Loss -0.7995, Sem 0.0213, dir -0.9847, norm 0.1639, swav 0.0000 LR: 7.190e-02 Score 99.299 Data time: 0.0695, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.0876 [2020-10-19 03:54:48,297][root][INFO] - ===> Epoch[3683](18412/5): Loss -0.8045, Sem 0.0195, dir -0.9845, norm 0.1606, swav 0.0000 LR: 7.190e-02 Score 99.347 Data time: 0.1091, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.1784 [2020-10-19 03:54:50,429][root][INFO] - ===> Epoch[3683](18413/5): Loss -0.7974, Sem 0.0262, dir -0.9825, norm 0.1589, swav 0.0000 LR: 7.190e-02 Score 99.124 Data time: 0.0704, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.9918 [2020-10-19 03:54:52,835][root][INFO] - ===> Epoch[3683](18414/5): Loss -0.8022, Sem 0.0220, dir -0.9848, norm 0.1606, swav 0.0000 LR: 7.190e-02 Score 99.261 Data time: 0.0748, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.3084 [2020-10-19 03:54:54,896][root][INFO] - ===> Epoch[3683](18415/5): Loss -0.8098, Sem 0.0184, dir -0.9856, norm 0.1574, swav 0.0000 LR: 7.190e-02 Score 99.396 Data time: 0.1005, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.9506 [2020-10-19 03:54:56,951][root][INFO] - ===> Epoch[3684](18416/5): Loss -0.8188, Sem 0.0187, dir -0.9854, norm 0.1479, swav 0.0000 LR: 7.190e-02 Score 99.366 Data time: 0.1000, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.9577 [2020-10-19 03:54:59,124][root][INFO] - ===> Epoch[3684](18417/5): Loss -0.7882, Sem 0.0235, dir -0.9819, norm 0.1701, swav 0.0000 LR: 7.189e-02 Score 99.228 Data time: 0.0619, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.0692 [2020-10-19 03:55:01,001][root][INFO] - ===> Epoch[3684](18418/5): Loss -0.8120, Sem 0.0222, dir -0.9838, norm 0.1495, swav 0.0000 LR: 7.189e-02 Score 99.261 Data time: 0.0616, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.7844 [2020-10-19 03:55:03,163][root][INFO] - ===> Epoch[3684](18419/5): Loss -0.8099, Sem 0.0176, dir -0.9863, norm 0.1588, swav 0.0000 LR: 7.189e-02 Score 99.418 Data time: 0.0623, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.0676 [2020-10-19 03:55:05,017][root][INFO] - ===> Epoch[3684](18420/5): Loss -0.8132, Sem 0.0199, dir -0.9848, norm 0.1517, swav 0.0000 LR: 7.189e-02 Score 99.332 Data time: 0.0691, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.7689 [2020-10-19 03:55:07,527][root][INFO] - ===> Epoch[3685](18421/5): Loss -0.7939, Sem 0.0206, dir -0.9826, norm 0.1681, swav 0.0000 LR: 7.189e-02 Score 99.325 Data time: 0.1619, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.3884 [2020-10-19 03:55:09,653][root][INFO] - ===> Epoch[3685](18422/5): Loss -0.8095, Sem 0.0195, dir -0.9849, norm 0.1560, swav 0.0000 LR: 7.189e-02 Score 99.346 Data time: 0.0723, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.9786 [2020-10-19 03:55:11,673][root][INFO] - ===> Epoch[3685](18423/5): Loss -0.8103, Sem 0.0286, dir -0.9842, norm 0.1454, swav 0.0000 LR: 7.188e-02 Score 99.248 Data time: 0.1308, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.9203 [2020-10-19 03:55:14,109][root][INFO] - ===> Epoch[3685](18424/5): Loss -0.8017, Sem 0.0216, dir -0.9849, norm 0.1616, swav 0.0000 LR: 7.188e-02 Score 99.264 Data time: 0.1048, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.3242 [2020-10-19 03:55:16,320][root][INFO] - ===> Epoch[3685](18425/5): Loss -0.8107, Sem 0.0195, dir -0.9846, norm 0.1544, swav 0.0000 LR: 7.188e-02 Score 99.346 Data time: 0.0832, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.0860 [2020-10-19 03:55:18,389][root][INFO] - ===> Epoch[3686](18426/5): Loss -0.7992, Sem 0.0219, dir -0.9833, norm 0.1622, swav 0.0000 LR: 7.188e-02 Score 99.249 Data time: 0.0806, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.9536 [2020-10-19 03:55:20,245][root][INFO] - ===> Epoch[3686](18427/5): Loss -0.8209, Sem 0.0228, dir -0.9836, norm 0.1400, swav 0.0000 LR: 7.188e-02 Score 99.235 Data time: 0.0794, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.7402 [2020-10-19 03:55:22,395][root][INFO] - ===> Epoch[3686](18428/5): Loss -0.8060, Sem 0.0217, dir -0.9851, norm 0.1573, swav 0.0000 LR: 7.188e-02 Score 99.285 Data time: 0.0769, Forward time: 0.7736, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.0326 [2020-10-19 03:55:24,628][root][INFO] - ===> Epoch[3686](18429/5): Loss -0.8061, Sem 0.0212, dir -0.9844, norm 0.1572, swav 0.0000 LR: 7.188e-02 Score 99.310 Data time: 0.0795, Forward time: 0.7736, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.1234 [2020-10-19 03:55:27,419][root][INFO] - ===> Epoch[3686](18430/5): Loss -0.8095, Sem 0.0231, dir -0.9854, norm 0.1529, swav 0.0000 LR: 7.187e-02 Score 99.262 Data time: 0.0735, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.6716 [2020-10-19 03:55:30,049][root][INFO] - ===> Epoch[3687](18431/5): Loss -0.8065, Sem 0.0205, dir -0.9847, norm 0.1578, swav 0.0000 LR: 7.187e-02 Score 99.325 Data time: 0.0775, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.5144 [2020-10-19 03:55:32,219][root][INFO] - ===> Epoch[3687](18432/5): Loss -0.8044, Sem 0.0213, dir -0.9856, norm 0.1598, swav 0.0000 LR: 7.187e-02 Score 99.269 Data time: 0.0832, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.0648 [2020-10-19 03:55:34,102][root][INFO] - ===> Epoch[3687](18433/5): Loss -0.8142, Sem 0.0212, dir -0.9846, norm 0.1492, swav 0.0000 LR: 7.187e-02 Score 99.277 Data time: 0.0727, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.7560 [2020-10-19 03:55:35,891][root][INFO] - ===> Epoch[3687](18434/5): Loss -0.7999, Sem 0.0228, dir -0.9827, norm 0.1601, swav 0.0000 LR: 7.187e-02 Score 99.238 Data time: 0.0727, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.6816 [2020-10-19 03:55:37,712][root][INFO] - ===> Epoch[3687](18435/5): Loss -0.8094, Sem 0.0231, dir -0.9839, norm 0.1514, swav 0.0000 LR: 7.187e-02 Score 99.213 Data time: 0.0679, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.7173 [2020-10-19 03:55:39,991][root][INFO] - ===> Epoch[3688](18436/5): Loss -0.8004, Sem 0.0226, dir -0.9847, norm 0.1617, swav 0.0000 LR: 7.186e-02 Score 99.231 Data time: 0.0665, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.1859 [2020-10-19 03:55:42,502][root][INFO] - ===> Epoch[3688](18437/5): Loss -0.8176, Sem 0.0191, dir -0.9850, norm 0.1482, swav 0.0000 LR: 7.186e-02 Score 99.357 Data time: 0.0816, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.4049 [2020-10-19 03:55:45,571][root][INFO] - ===> Epoch[3688](18438/5): Loss -0.8066, Sem 0.0207, dir -0.9840, norm 0.1567, swav 0.0000 LR: 7.186e-02 Score 99.312 Data time: 0.0633, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.9482 [2020-10-19 03:55:47,915][root][INFO] - ===> Epoch[3688](18439/5): Loss -0.8085, Sem 0.0213, dir -0.9847, norm 0.1549, swav 0.0000 LR: 7.186e-02 Score 99.280 Data time: 0.0731, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.2382 [2020-10-19 03:55:50,185][root][INFO] - ===> Epoch[3688](18440/5): Loss -0.8145, Sem 0.0191, dir -0.9859, norm 0.1523, swav 0.0000 LR: 7.186e-02 Score 99.364 Data time: 0.0833, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.1553 [2020-10-19 03:55:52,411][root][INFO] - ===> Epoch[3689](18441/5): Loss -0.7978, Sem 0.0243, dir -0.9826, norm 0.1605, swav 0.0000 LR: 7.186e-02 Score 99.197 Data time: 0.0802, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.1050 [2020-10-19 03:55:54,343][root][INFO] - ===> Epoch[3689](18442/5): Loss -0.8179, Sem 0.0236, dir -0.9838, norm 0.1423, swav 0.0000 LR: 7.185e-02 Score 99.202 Data time: 0.0786, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.8221 [2020-10-19 03:55:56,644][root][INFO] - ===> Epoch[3689](18443/5): Loss -0.8114, Sem 0.0209, dir -0.9853, norm 0.1529, swav 0.0000 LR: 7.185e-02 Score 99.303 Data time: 0.1076, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.1912 [2020-10-19 03:55:58,867][root][INFO] - ===> Epoch[3689](18444/5): Loss -0.8120, Sem 0.0221, dir -0.9837, norm 0.1496, swav 0.0000 LR: 7.185e-02 Score 99.253 Data time: 0.0870, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.1054 [2020-10-19 03:56:01,068][root][INFO] - ===> Epoch[3689](18445/5): Loss -0.8139, Sem 0.0204, dir -0.9845, norm 0.1502, swav 0.0000 LR: 7.185e-02 Score 99.307 Data time: 0.0797, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.0934 [2020-10-19 03:56:03,127][root][INFO] - ===> Epoch[3690](18446/5): Loss -0.8192, Sem 0.0184, dir -0.9865, norm 0.1489, swav 0.0000 LR: 7.185e-02 Score 99.374 Data time: 0.0779, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.9482 [2020-10-19 03:56:05,223][root][INFO] - ===> Epoch[3690](18447/5): Loss -0.8162, Sem 0.0215, dir -0.9850, norm 0.1472, swav 0.0000 LR: 7.185e-02 Score 99.287 Data time: 0.0779, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.0025 [2020-10-19 03:56:07,964][root][INFO] - ===> Epoch[3690](18448/5): Loss -0.8261, Sem 0.0183, dir -0.9869, norm 0.1424, swav 0.0000 LR: 7.185e-02 Score 99.378 Data time: 0.0859, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.6474 [2020-10-19 03:56:10,211][root][INFO] - ===> Epoch[3690](18449/5): Loss -0.7937, Sem 0.0227, dir -0.9828, norm 0.1663, swav 0.0000 LR: 7.184e-02 Score 99.267 Data time: 0.0795, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.1362 [2020-10-19 03:56:12,345][root][INFO] - ===> Epoch[3690](18450/5): Loss -0.7976, Sem 0.0283, dir -0.9840, norm 0.1580, swav 0.0000 LR: 7.184e-02 Score 99.097 Data time: 0.0863, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.0066 [2020-10-19 03:56:14,438][root][INFO] - ===> Epoch[3691](18451/5): Loss -0.8131, Sem 0.0206, dir -0.9845, norm 0.1508, swav 0.0000 LR: 7.184e-02 Score 99.319 Data time: 0.1247, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.9885 [2020-10-19 03:56:16,788][root][INFO] - ===> Epoch[3691](18452/5): Loss -0.8031, Sem 0.0221, dir -0.9838, norm 0.1587, swav 0.0000 LR: 7.184e-02 Score 99.263 Data time: 0.1054, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.2304 [2020-10-19 03:56:18,980][root][INFO] - ===> Epoch[3691](18453/5): Loss -0.8213, Sem 0.0212, dir -0.9850, norm 0.1425, swav 0.0000 LR: 7.184e-02 Score 99.291 Data time: 0.0579, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.0713 [2020-10-19 03:56:21,579][root][INFO] - ===> Epoch[3691](18454/5): Loss -0.7847, Sem 0.0249, dir -0.9826, norm 0.1730, swav 0.0000 LR: 7.184e-02 Score 99.195 Data time: 0.0649, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.4940 [2020-10-19 03:56:23,963][root][INFO] - ===> Epoch[3691](18455/5): Loss -0.8166, Sem 0.0206, dir -0.9849, norm 0.1477, swav 0.0000 LR: 7.183e-02 Score 99.300 Data time: 0.0649, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.2794 [2020-10-19 03:56:26,080][root][INFO] - ===> Epoch[3692](18456/5): Loss -0.8023, Sem 0.0192, dir -0.9854, norm 0.1638, swav 0.0000 LR: 7.183e-02 Score 99.358 Data time: 0.0662, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.0162 [2020-10-19 03:56:28,060][root][INFO] - ===> Epoch[3692](18457/5): Loss -0.8002, Sem 0.0240, dir -0.9840, norm 0.1599, swav 0.0000 LR: 7.183e-02 Score 99.198 Data time: 0.0767, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.9063 [2020-10-19 03:56:30,701][root][INFO] - ===> Epoch[3692](18458/5): Loss -0.7823, Sem 0.0229, dir -0.9831, norm 0.1780, swav 0.0000 LR: 7.183e-02 Score 99.226 Data time: 0.1023, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.5477 [2020-10-19 03:56:32,652][root][INFO] - ===> Epoch[3692](18459/5): Loss -0.8095, Sem 0.0222, dir -0.9839, norm 0.1522, swav 0.0000 LR: 7.183e-02 Score 99.251 Data time: 0.0742, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.8267 [2020-10-19 03:56:34,664][root][INFO] - ===> Epoch[3692](18460/5): Loss -0.7859, Sem 0.0218, dir -0.9843, norm 0.1766, swav 0.0000 LR: 7.183e-02 Score 99.278 Data time: 0.0683, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.9147 [2020-10-19 03:56:37,028][root][INFO] - ===> Epoch[3693](18461/5): Loss -0.8080, Sem 0.0202, dir -0.9856, norm 0.1574, swav 0.0000 LR: 7.183e-02 Score 99.323 Data time: 0.0856, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.2616 [2020-10-19 03:56:39,249][root][INFO] - ===> Epoch[3693](18462/5): Loss -0.8006, Sem 0.0217, dir -0.9834, norm 0.1611, swav 0.0000 LR: 7.182e-02 Score 99.272 Data time: 0.0876, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.0920 [2020-10-19 03:56:41,527][root][INFO] - ===> Epoch[3693](18463/5): Loss -0.8012, Sem 0.0183, dir -0.9860, norm 0.1665, swav 0.0000 LR: 7.182e-02 Score 99.384 Data time: 0.2178, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.1776 [2020-10-19 03:56:44,618][root][INFO] - ===> Epoch[3693](18464/5): Loss -0.8062, Sem 0.0221, dir -0.9831, norm 0.1548, swav 0.0000 LR: 7.182e-02 Score 99.252 Data time: 0.0848, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.9994 [2020-10-19 03:56:47,150][root][INFO] - ===> Epoch[3693](18465/5): Loss -0.7829, Sem 0.0247, dir -0.9842, norm 0.1766, swav 0.0000 LR: 7.182e-02 Score 99.181 Data time: 0.0720, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.4407 [2020-10-19 03:56:49,495][root][INFO] - ===> Epoch[3694](18466/5): Loss -0.7959, Sem 0.0221, dir -0.9842, norm 0.1662, swav 0.0000 LR: 7.182e-02 Score 99.256 Data time: 0.0619, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.2514 [2020-10-19 03:56:51,598][root][INFO] - ===> Epoch[3694](18467/5): Loss -0.8015, Sem 0.0218, dir -0.9852, norm 0.1620, swav 0.0000 LR: 7.182e-02 Score 99.304 Data time: 0.0804, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.0036 [2020-10-19 03:56:53,405][root][INFO] - ===> Epoch[3694](18468/5): Loss -0.8058, Sem 0.0219, dir -0.9840, norm 0.1563, swav 0.0000 LR: 7.181e-02 Score 99.247 Data time: 0.0787, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.7052 [2020-10-19 03:56:55,295][root][INFO] - ===> Epoch[3694](18469/5): Loss -0.8022, Sem 0.0239, dir -0.9839, norm 0.1578, swav 0.0000 LR: 7.181e-02 Score 99.197 Data time: 0.1100, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.7895 [2020-10-19 03:56:58,273][root][INFO] - ===> Epoch[3694](18470/5): Loss -0.8117, Sem 0.0208, dir -0.9851, norm 0.1527, swav 0.0000 LR: 7.181e-02 Score 99.298 Data time: 0.2942, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.8703 [2020-10-19 03:57:00,402][root][INFO] - ===> Epoch[3695](18471/5): Loss -0.7744, Sem 0.0227, dir -0.9816, norm 0.1845, swav 0.0000 LR: 7.181e-02 Score 99.237 Data time: 0.0680, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.9859 [2020-10-19 03:57:02,889][root][INFO] - ===> Epoch[3695](18472/5): Loss -0.8052, Sem 0.0203, dir -0.9843, norm 0.1588, swav 0.0000 LR: 7.181e-02 Score 99.333 Data time: 0.0460, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.3777 [2020-10-19 03:57:04,666][root][INFO] - ===> Epoch[3695](18473/5): Loss -0.7765, Sem 0.0310, dir -0.9825, norm 0.1750, swav 0.0000 LR: 7.181e-02 Score 99.087 Data time: 0.0651, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.7171 [2020-10-19 03:57:06,699][root][INFO] - ===> Epoch[3695](18474/5): Loss -0.7792, Sem 0.0228, dir -0.9838, norm 0.1817, swav 0.0000 LR: 7.181e-02 Score 99.236 Data time: 0.1267, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.9326 [2020-10-19 03:57:09,520][root][INFO] - ===> Epoch[3695](18475/5): Loss -0.7868, Sem 0.0335, dir -0.9823, norm 0.1620, swav 0.0000 LR: 7.180e-02 Score 99.068 Data time: 0.0864, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.7203 [2020-10-19 03:57:11,454][root][INFO] - ===> Epoch[3696](18476/5): Loss -0.7880, Sem 0.0306, dir -0.9827, norm 0.1641, swav 0.0000 LR: 7.180e-02 Score 99.081 Data time: 0.0656, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.8195 [2020-10-19 03:57:13,534][root][INFO] - ===> Epoch[3696](18477/5): Loss -0.7652, Sem 0.0383, dir -0.9825, norm 0.1790, swav 0.0000 LR: 7.180e-02 Score 99.015 Data time: 0.0784, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.9775 [2020-10-19 03:57:15,686][root][INFO] - ===> Epoch[3696](18478/5): Loss -0.7931, Sem 0.0255, dir -0.9838, norm 0.1652, swav 0.0000 LR: 7.180e-02 Score 99.140 Data time: 0.0809, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.0409 [2020-10-19 03:57:17,829][root][INFO] - ===> Epoch[3696](18479/5): Loss -0.7708, Sem 0.0249, dir -0.9825, norm 0.1868, swav 0.0000 LR: 7.180e-02 Score 99.174 Data time: 0.0527, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.0664 [2020-10-19 03:57:19,602][root][INFO] - ===> Epoch[3696](18480/5): Loss -0.8005, Sem 0.0270, dir -0.9836, norm 0.1562, swav 0.0000 LR: 7.180e-02 Score 99.124 Data time: 0.0737, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.6952 [2020-10-19 03:57:21,672][root][INFO] - ===> Epoch[3697](18481/5): Loss -0.7975, Sem 0.0253, dir -0.9822, norm 0.1594, swav 0.0000 LR: 7.179e-02 Score 99.143 Data time: 0.0628, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.9636 [2020-10-19 03:57:23,471][root][INFO] - ===> Epoch[3697](18482/5): Loss -0.7890, Sem 0.0258, dir -0.9834, norm 0.1686, swav 0.0000 LR: 7.179e-02 Score 99.163 Data time: 0.0678, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.6938 [2020-10-19 03:57:25,911][root][INFO] - ===> Epoch[3697](18483/5): Loss -0.8038, Sem 0.0239, dir -0.9842, norm 0.1564, swav 0.0000 LR: 7.179e-02 Score 99.208 Data time: 0.0681, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.3451 [2020-10-19 03:57:28,405][root][INFO] - ===> Epoch[3697](18484/5): Loss -0.7840, Sem 0.0269, dir -0.9829, norm 0.1720, swav 0.0000 LR: 7.179e-02 Score 99.145 Data time: 0.0684, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.4000 [2020-10-19 03:57:30,529][root][INFO] - ===> Epoch[3697](18485/5): Loss -0.7842, Sem 0.0266, dir -0.9811, norm 0.1703, swav 0.0000 LR: 7.179e-02 Score 99.114 Data time: 0.0781, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.0300 [2020-10-19 03:57:32,864][root][INFO] - ===> Epoch[3698](18486/5): Loss -0.7910, Sem 0.0262, dir -0.9827, norm 0.1655, swav 0.0000 LR: 7.179e-02 Score 99.135 Data time: 0.0754, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.2257 [2020-10-19 03:57:34,875][root][INFO] - ===> Epoch[3698](18487/5): Loss -0.7825, Sem 0.0237, dir -0.9826, norm 0.1764, swav 0.0000 LR: 7.178e-02 Score 99.226 Data time: 0.0808, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.9172 [2020-10-19 03:57:36,945][root][INFO] - ===> Epoch[3698](18488/5): Loss -0.8081, Sem 0.0216, dir -0.9838, norm 0.1541, swav 0.0000 LR: 7.178e-02 Score 99.263 Data time: 0.0403, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.9491 [2020-10-19 03:57:39,355][root][INFO] - ===> Epoch[3698](18489/5): Loss -0.7979, Sem 0.0227, dir -0.9825, norm 0.1619, swav 0.0000 LR: 7.178e-02 Score 99.248 Data time: 0.3117, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.3484 [2020-10-19 03:57:41,578][root][INFO] - ===> Epoch[3698](18490/5): Loss -0.8067, Sem 0.0226, dir -0.9842, norm 0.1549, swav 0.0000 LR: 7.178e-02 Score 99.234 Data time: 0.2378, Forward time: 0.7736, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.1335 [2020-10-19 03:57:43,681][root][INFO] - ===> Epoch[3699](18491/5): Loss -0.8131, Sem 0.0192, dir -0.9857, norm 0.1534, swav 0.0000 LR: 7.178e-02 Score 99.354 Data time: 0.1136, Forward time: 0.7737, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.0145 [2020-10-19 03:57:45,661][root][INFO] - ===> Epoch[3699](18492/5): Loss -0.8011, Sem 0.0232, dir -0.9836, norm 0.1594, swav 0.0000 LR: 7.178e-02 Score 99.218 Data time: 0.0734, Forward time: 0.7737, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.8871 [2020-10-19 03:57:48,133][root][INFO] - ===> Epoch[3699](18493/5): Loss -0.7871, Sem 0.0233, dir -0.9820, norm 0.1716, swav 0.0000 LR: 7.178e-02 Score 99.223 Data time: 0.0842, Forward time: 0.7737, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.3772 [2020-10-19 03:57:50,295][root][INFO] - ===> Epoch[3699](18494/5): Loss -0.8070, Sem 0.0216, dir -0.9848, norm 0.1561, swav 0.0000 LR: 7.177e-02 Score 99.293 Data time: 0.0708, Forward time: 0.7737, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.0556 [2020-10-19 03:57:52,356][root][INFO] - ===> Epoch[3699](18495/5): Loss -0.7913, Sem 0.0234, dir -0.9839, norm 0.1693, swav 0.0000 LR: 7.177e-02 Score 99.219 Data time: 0.0749, Forward time: 0.7737, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.9659 [2020-10-19 03:57:54,486][root][INFO] - ===> Epoch[3700](18496/5): Loss -0.8105, Sem 0.0186, dir -0.9852, norm 0.1561, swav 0.0000 LR: 7.177e-02 Score 99.378 Data time: 0.1689, Forward time: 0.7737, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.0189 [2020-10-19 03:57:57,377][root][INFO] - ===> Epoch[3700](18497/5): Loss -0.7744, Sem 0.0254, dir -0.9831, norm 0.1833, swav 0.0000 LR: 7.177e-02 Score 99.177 Data time: 0.0915, Forward time: 0.7737, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.7837 [2020-10-19 03:57:59,312][root][INFO] - ===> Epoch[3700](18498/5): Loss -0.8236, Sem 0.0213, dir -0.9868, norm 0.1419, swav 0.0000 LR: 7.177e-02 Score 99.290 Data time: 0.0677, Forward time: 0.7737, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 1.7908 [2020-10-19 03:58:01,268][root][INFO] - ===> Epoch[3700](18499/5): Loss -0.7707, Sem 0.0254, dir -0.9807, norm 0.1846, swav 0.0000 LR: 7.177e-02 Score 99.153 Data time: 0.0822, Forward time: 0.7737, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 1.8678 [2020-10-19 03:58:03,749][root][INFO] - ===> Epoch[3700](18500/5): Loss -0.8020, Sem 0.0234, dir -0.9829, norm 0.1575, swav 0.0000 LR: 7.176e-02 Score 99.218 Data time: 0.0760, Forward time: 0.7737, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.3757 [2020-10-19 03:58:04,806][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 03:58:06,762][root][INFO] - ===> Epoch[3701](18501/5): Loss -0.8083, Sem 0.0234, dir -0.9841, norm 0.1524, swav 0.0000 LR: 7.176e-02 Score 99.213 Data time: 0.0929, Forward time: 0.7737, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 1.7817 [2020-10-19 03:58:09,648][root][INFO] - ===> Epoch[3701](18502/5): Loss -0.7800, Sem 0.0230, dir -0.9837, norm 0.1807, swav 0.0000 LR: 7.176e-02 Score 99.252 Data time: 0.1081, Forward time: 0.7737, Backward time: 1.1764, DDP time: 0.0030, Total iter time: 2.7811 [2020-10-19 03:58:11,622][root][INFO] - ===> Epoch[3701](18503/5): Loss -0.7933, Sem 0.0230, dir -0.9836, norm 0.1674, swav 0.0000 LR: 7.176e-02 Score 99.238 Data time: 0.0830, Forward time: 0.7737, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 1.8628 [2020-10-19 03:58:14,058][root][INFO] - ===> Epoch[3701](18504/5): Loss -0.7958, Sem 0.0241, dir -0.9838, norm 0.1640, swav 0.0000 LR: 7.176e-02 Score 99.182 Data time: 0.0830, Forward time: 0.7737, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.3228 [2020-10-19 03:58:16,213][root][INFO] - ===> Epoch[3701](18505/5): Loss -0.7863, Sem 0.0229, dir -0.9834, norm 0.1742, swav 0.0000 LR: 7.176e-02 Score 99.214 Data time: 0.0786, Forward time: 0.7737, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.0503 [2020-10-19 03:58:18,204][root][INFO] - ===> Epoch[3702](18506/5): Loss -0.8151, Sem 0.0198, dir -0.9860, norm 0.1510, swav 0.0000 LR: 7.176e-02 Score 99.336 Data time: 0.2303, Forward time: 0.7737, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 1.8835 [2020-10-19 03:58:20,557][root][INFO] - ===> Epoch[3702](18507/5): Loss -0.8023, Sem 0.0202, dir -0.9837, norm 0.1612, swav 0.0000 LR: 7.175e-02 Score 99.341 Data time: 0.0913, Forward time: 0.7737, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.2636 [2020-10-19 03:58:22,844][root][INFO] - ===> Epoch[3702](18508/5): Loss -0.7922, Sem 0.0258, dir -0.9822, norm 0.1643, swav 0.0000 LR: 7.175e-02 Score 99.153 Data time: 0.1117, Forward time: 0.7737, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.1464 [2020-10-19 03:58:25,426][root][INFO] - ===> Epoch[3702](18509/5): Loss -0.8103, Sem 0.0211, dir -0.9858, norm 0.1544, swav 0.0000 LR: 7.175e-02 Score 99.294 Data time: 0.0708, Forward time: 0.7737, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.4880 [2020-10-19 03:58:27,720][root][INFO] - ===> Epoch[3702](18510/5): Loss -0.8053, Sem 0.0212, dir -0.9842, norm 0.1577, swav 0.0000 LR: 7.175e-02 Score 99.284 Data time: 0.0954, Forward time: 0.7737, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.2039 [2020-10-19 03:58:29,702][root][INFO] - ===> Epoch[3703](18511/5): Loss -0.7800, Sem 0.0261, dir -0.9816, norm 0.1754, swav 0.0000 LR: 7.175e-02 Score 99.119 Data time: 0.0557, Forward time: 0.7737, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 1.8529 [2020-10-19 03:58:31,869][root][INFO] - ===> Epoch[3703](18512/5): Loss -0.8079, Sem 0.0215, dir -0.9836, norm 0.1541, swav 0.0000 LR: 7.175e-02 Score 99.273 Data time: 0.0773, Forward time: 0.7737, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.0948 [2020-10-19 03:58:33,827][root][INFO] - ===> Epoch[3703](18513/5): Loss -0.8244, Sem 0.0223, dir -0.9853, norm 0.1387, swav 0.0000 LR: 7.174e-02 Score 99.245 Data time: 0.0874, Forward time: 0.7737, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 1.8611 [2020-10-19 03:58:35,966][root][INFO] - ===> Epoch[3703](18514/5): Loss -0.8168, Sem 0.0198, dir -0.9839, norm 0.1473, swav 0.0000 LR: 7.174e-02 Score 99.339 Data time: 0.0994, Forward time: 0.7737, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.0046 [2020-10-19 03:58:38,214][root][INFO] - ===> Epoch[3703](18515/5): Loss -0.7782, Sem 0.0405, dir -0.9821, norm 0.1634, swav 0.0000 LR: 7.174e-02 Score 98.979 Data time: 0.0786, Forward time: 0.7737, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.1319 [2020-10-19 03:58:40,654][root][INFO] - ===> Epoch[3704](18516/5): Loss -0.8040, Sem 0.0234, dir -0.9834, norm 0.1561, swav 0.0000 LR: 7.174e-02 Score 99.247 Data time: 0.0739, Forward time: 0.7737, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.3411 [2020-10-19 03:58:42,929][root][INFO] - ===> Epoch[3704](18517/5): Loss -0.8010, Sem 0.0240, dir -0.9834, norm 0.1584, swav 0.0000 LR: 7.174e-02 Score 99.206 Data time: 0.0906, Forward time: 0.7737, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.1757 [2020-10-19 03:58:45,391][root][INFO] - ===> Epoch[3704](18518/5): Loss -0.8134, Sem 0.0259, dir -0.9847, norm 0.1454, swav 0.0000 LR: 7.174e-02 Score 99.123 Data time: 0.1104, Forward time: 0.7737, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.3414 [2020-10-19 03:58:47,627][root][INFO] - ===> Epoch[3704](18519/5): Loss -0.7995, Sem 0.0229, dir -0.9826, norm 0.1602, swav 0.0000 LR: 7.173e-02 Score 99.247 Data time: 0.0810, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.1159 [2020-10-19 03:58:50,128][root][INFO] - ===> Epoch[3704](18520/5): Loss -0.7953, Sem 0.0314, dir -0.9841, norm 0.1573, swav 0.0000 LR: 7.173e-02 Score 98.958 Data time: 0.0906, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.3972 [2020-10-19 03:58:52,272][root][INFO] - ===> Epoch[3705](18521/5): Loss -0.7841, Sem 0.0257, dir -0.9824, norm 0.1727, swav 0.0000 LR: 7.173e-02 Score 99.166 Data time: 0.0664, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.0281 [2020-10-19 03:58:54,529][root][INFO] - ===> Epoch[3705](18522/5): Loss -0.7905, Sem 0.0232, dir -0.9832, norm 0.1696, swav 0.0000 LR: 7.173e-02 Score 99.237 Data time: 0.0866, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.1623 [2020-10-19 03:58:56,336][root][INFO] - ===> Epoch[3705](18523/5): Loss -0.8064, Sem 0.0255, dir -0.9852, norm 0.1533, swav 0.0000 LR: 7.173e-02 Score 99.172 Data time: 0.0807, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 1.6898 [2020-10-19 03:58:58,754][root][INFO] - ===> Epoch[3705](18524/5): Loss -0.7791, Sem 0.0270, dir -0.9821, norm 0.1759, swav 0.0000 LR: 7.173e-02 Score 99.093 Data time: 0.0778, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.3155 [2020-10-19 03:59:01,180][root][INFO] - ===> Epoch[3705](18525/5): Loss -0.7815, Sem 0.0260, dir -0.9820, norm 0.1746, swav 0.0000 LR: 7.173e-02 Score 99.148 Data time: 0.0915, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.3028 [2020-10-19 03:59:03,186][root][INFO] - ===> Epoch[3706](18526/5): Loss -0.8011, Sem 0.0243, dir -0.9846, norm 0.1592, swav 0.0000 LR: 7.172e-02 Score 99.182 Data time: 0.0910, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 1.8925 [2020-10-19 03:59:05,497][root][INFO] - ===> Epoch[3706](18527/5): Loss -0.7914, Sem 0.0246, dir -0.9820, norm 0.1660, swav 0.0000 LR: 7.172e-02 Score 99.175 Data time: 0.0945, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.1990 [2020-10-19 03:59:07,639][root][INFO] - ===> Epoch[3706](18528/5): Loss -0.7949, Sem 0.0233, dir -0.9836, norm 0.1654, swav 0.0000 LR: 7.172e-02 Score 99.223 Data time: 0.0639, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.0184 [2020-10-19 03:59:09,700][root][INFO] - ===> Epoch[3706](18529/5): Loss -0.7677, Sem 0.0260, dir -0.9798, norm 0.1861, swav 0.0000 LR: 7.172e-02 Score 99.137 Data time: 0.0418, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 1.9669 [2020-10-19 03:59:12,334][root][INFO] - ===> Epoch[3706](18530/5): Loss -0.7889, Sem 0.0224, dir -0.9842, norm 0.1729, swav 0.0000 LR: 7.172e-02 Score 99.267 Data time: 0.1077, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.5604 [2020-10-19 03:59:14,370][root][INFO] - ===> Epoch[3707](18531/5): Loss -0.7880, Sem 0.0232, dir -0.9824, norm 0.1713, swav 0.0000 LR: 7.172e-02 Score 99.230 Data time: 0.0858, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 1.9413 [2020-10-19 03:59:16,553][root][INFO] - ===> Epoch[3707](18532/5): Loss -0.7958, Sem 0.0239, dir -0.9824, norm 0.1628, swav 0.0000 LR: 7.171e-02 Score 99.192 Data time: 0.0538, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.0830 [2020-10-19 03:59:18,693][root][INFO] - ===> Epoch[3707](18533/5): Loss -0.7779, Sem 0.0255, dir -0.9796, norm 0.1762, swav 0.0000 LR: 7.171e-02 Score 99.151 Data time: 0.0827, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.0522 [2020-10-19 03:59:20,692][root][INFO] - ===> Epoch[3707](18534/5): Loss -0.7919, Sem 0.0215, dir -0.9838, norm 0.1704, swav 0.0000 LR: 7.171e-02 Score 99.274 Data time: 0.0858, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 1.8865 [2020-10-19 03:59:22,801][root][INFO] - ===> Epoch[3707](18535/5): Loss -0.7883, Sem 0.0252, dir -0.9823, norm 0.1688, swav 0.0000 LR: 7.171e-02 Score 99.158 Data time: 0.1051, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 2.0272 [2020-10-19 03:59:24,700][root][INFO] - ===> Epoch[3708](18536/5): Loss -0.7716, Sem 0.0245, dir -0.9813, norm 0.1852, swav 0.0000 LR: 7.171e-02 Score 99.190 Data time: 0.0839, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 1.8151 [2020-10-19 03:59:27,211][root][INFO] - ===> Epoch[3708](18537/5): Loss -0.7884, Sem 0.0235, dir -0.9833, norm 0.1714, swav 0.0000 LR: 7.171e-02 Score 99.208 Data time: 0.0840, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 2.4063 [2020-10-19 03:59:29,281][root][INFO] - ===> Epoch[3708](18538/5): Loss -0.7954, Sem 0.0236, dir -0.9829, norm 0.1639, swav 0.0000 LR: 7.171e-02 Score 99.210 Data time: 0.0930, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 1.9989 [2020-10-19 03:59:31,470][root][INFO] - ===> Epoch[3708](18539/5): Loss -0.7994, Sem 0.0244, dir -0.9826, norm 0.1589, swav 0.0000 LR: 7.170e-02 Score 99.185 Data time: 0.0849, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 2.0907 [2020-10-19 03:59:33,654][root][INFO] - ===> Epoch[3708](18540/5): Loss -0.7935, Sem 0.0237, dir -0.9841, norm 0.1670, swav 0.0000 LR: 7.170e-02 Score 99.216 Data time: 0.0782, Forward time: 0.7739, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 2.0966 [2020-10-19 03:59:36,308][root][INFO] - ===> Epoch[3709](18541/5): Loss -0.7925, Sem 0.0232, dir -0.9831, norm 0.1674, swav 0.0000 LR: 7.170e-02 Score 99.241 Data time: 0.0516, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 2.5732 [2020-10-19 03:59:39,161][root][INFO] - ===> Epoch[3709](18542/5): Loss -0.7972, Sem 0.0230, dir -0.9836, norm 0.1634, swav 0.0000 LR: 7.170e-02 Score 99.236 Data time: 0.0539, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.7869 [2020-10-19 03:59:41,706][root][INFO] - ===> Epoch[3709](18543/5): Loss -0.7787, Sem 0.0247, dir -0.9816, norm 0.1782, swav 0.0000 LR: 7.170e-02 Score 99.171 Data time: 0.0575, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.4926 [2020-10-19 03:59:44,048][root][INFO] - ===> Epoch[3709](18544/5): Loss -0.8035, Sem 0.0231, dir -0.9816, norm 0.1550, swav 0.0000 LR: 7.170e-02 Score 99.223 Data time: 0.0722, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.2542 [2020-10-19 03:59:45,875][root][INFO] - ===> Epoch[3709](18545/5): Loss -0.7992, Sem 0.0219, dir -0.9846, norm 0.1634, swav 0.0000 LR: 7.169e-02 Score 99.263 Data time: 0.0733, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 1.7365 [2020-10-19 03:59:48,274][root][INFO] - ===> Epoch[3710](18546/5): Loss -0.7886, Sem 0.0245, dir -0.9831, norm 0.1700, swav 0.0000 LR: 7.169e-02 Score 99.184 Data time: 0.0734, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.2891 [2020-10-19 03:59:50,255][root][INFO] - ===> Epoch[3710](18547/5): Loss -0.7833, Sem 0.0343, dir -0.9829, norm 0.1653, swav 0.0000 LR: 7.169e-02 Score 99.049 Data time: 0.0649, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 1.8733 [2020-10-19 03:59:52,190][root][INFO] - ===> Epoch[3710](18548/5): Loss -0.7695, Sem 0.0272, dir -0.9819, norm 0.1852, swav 0.0000 LR: 7.169e-02 Score 99.103 Data time: 0.0743, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 1.8464 [2020-10-19 03:59:54,206][root][INFO] - ===> Epoch[3710](18549/5): Loss -0.8015, Sem 0.0230, dir -0.9842, norm 0.1597, swav 0.0000 LR: 7.169e-02 Score 99.231 Data time: 0.0522, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 1.9071 [2020-10-19 03:59:56,318][root][INFO] - ===> Epoch[3710](18550/5): Loss -0.7945, Sem 0.0261, dir -0.9826, norm 0.1620, swav 0.0000 LR: 7.169e-02 Score 99.113 Data time: 0.0615, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.0629 [2020-10-19 03:59:58,317][root][INFO] - ===> Epoch[3711](18551/5): Loss -0.8089, Sem 0.0208, dir -0.9846, norm 0.1549, swav 0.0000 LR: 7.169e-02 Score 99.309 Data time: 0.0738, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 1.9068 [2020-10-19 04:00:00,694][root][INFO] - ===> Epoch[3711](18552/5): Loss -0.7744, Sem 0.0241, dir -0.9828, norm 0.1842, swav 0.0000 LR: 7.168e-02 Score 99.192 Data time: 0.0843, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.2434 [2020-10-19 04:00:02,662][root][INFO] - ===> Epoch[3711](18553/5): Loss -0.7941, Sem 0.0258, dir -0.9837, norm 0.1638, swav 0.0000 LR: 7.168e-02 Score 99.172 Data time: 0.0899, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 1.8313 [2020-10-19 04:00:04,586][root][INFO] - ===> Epoch[3711](18554/5): Loss -0.8013, Sem 0.0230, dir -0.9842, norm 0.1599, swav 0.0000 LR: 7.168e-02 Score 99.250 Data time: 0.0723, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 1.8199 [2020-10-19 04:00:06,744][root][INFO] - ===> Epoch[3711](18555/5): Loss -0.8007, Sem 0.0211, dir -0.9821, norm 0.1603, swav 0.0000 LR: 7.168e-02 Score 99.289 Data time: 0.0701, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 2.0621 [2020-10-19 04:00:08,970][root][INFO] - ===> Epoch[3712](18556/5): Loss -0.7912, Sem 0.0239, dir -0.9827, norm 0.1676, swav 0.0000 LR: 7.168e-02 Score 99.189 Data time: 0.0770, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 2.1111 [2020-10-19 04:00:11,610][root][INFO] - ===> Epoch[3712](18557/5): Loss -0.8164, Sem 0.0206, dir -0.9857, norm 0.1486, swav 0.0000 LR: 7.168e-02 Score 99.310 Data time: 0.3053, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 2.5178 [2020-10-19 04:00:13,596][root][INFO] - ===> Epoch[3712](18558/5): Loss -0.7836, Sem 0.0262, dir -0.9809, norm 0.1710, swav 0.0000 LR: 7.167e-02 Score 99.129 Data time: 0.1010, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 1.8756 [2020-10-19 04:00:15,701][root][INFO] - ===> Epoch[3712](18559/5): Loss -0.8065, Sem 0.0228, dir -0.9839, norm 0.1546, swav 0.0000 LR: 7.167e-02 Score 99.242 Data time: 0.0743, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 2.0100 [2020-10-19 04:00:17,841][root][INFO] - ===> Epoch[3712](18560/5): Loss -0.7958, Sem 0.0201, dir -0.9841, norm 0.1682, swav 0.0000 LR: 7.167e-02 Score 99.321 Data time: 0.0604, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 2.0626 [2020-10-19 04:00:20,214][root][INFO] - ===> Epoch[3713](18561/5): Loss -0.7840, Sem 0.0295, dir -0.9818, norm 0.1683, swav 0.0000 LR: 7.167e-02 Score 99.142 Data time: 0.0583, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 2.2666 [2020-10-19 04:00:22,933][root][INFO] - ===> Epoch[3713](18562/5): Loss -0.7945, Sem 0.0215, dir -0.9843, norm 0.1683, swav 0.0000 LR: 7.167e-02 Score 99.288 Data time: 0.0847, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.6377 [2020-10-19 04:00:25,405][root][INFO] - ===> Epoch[3713](18563/5): Loss -0.8084, Sem 0.0239, dir -0.9838, norm 0.1515, swav 0.0000 LR: 7.167e-02 Score 99.179 Data time: 0.1017, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 2.3411 [2020-10-19 04:00:27,367][root][INFO] - ===> Epoch[3713](18564/5): Loss -0.7937, Sem 0.0228, dir -0.9831, norm 0.1666, swav 0.0000 LR: 7.166e-02 Score 99.214 Data time: 0.0864, Forward time: 0.7738, Backward time: 1.1763, DDP time: 0.0030, Total iter time: 1.8421 [2020-10-19 04:00:29,761][root][INFO] - ===> Epoch[3713](18565/5): Loss -0.7912, Sem 0.0221, dir -0.9830, norm 0.1697, swav 0.0000 LR: 7.166e-02 Score 99.280 Data time: 0.0984, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 2.2837 [2020-10-19 04:00:31,914][root][INFO] - ===> Epoch[3714](18566/5): Loss -0.7907, Sem 0.0227, dir -0.9839, norm 0.1705, swav 0.0000 LR: 7.166e-02 Score 99.242 Data time: 0.0899, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 2.0122 [2020-10-19 04:00:33,895][root][INFO] - ===> Epoch[3714](18567/5): Loss -0.8068, Sem 0.0235, dir -0.9842, norm 0.1539, swav 0.0000 LR: 7.166e-02 Score 99.201 Data time: 0.1119, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 1.8824 [2020-10-19 04:00:36,015][root][INFO] - ===> Epoch[3714](18568/5): Loss -0.8093, Sem 0.0207, dir -0.9837, norm 0.1537, swav 0.0000 LR: 7.166e-02 Score 99.321 Data time: 0.0781, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 2.0127 [2020-10-19 04:00:38,216][root][INFO] - ===> Epoch[3714](18569/5): Loss -0.8091, Sem 0.0237, dir -0.9849, norm 0.1520, swav 0.0000 LR: 7.166e-02 Score 99.269 Data time: 0.0521, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 2.1205 [2020-10-19 04:00:40,343][root][INFO] - ===> Epoch[3714](18570/5): Loss -0.8051, Sem 0.0216, dir -0.9841, norm 0.1575, swav 0.0000 LR: 7.166e-02 Score 99.286 Data time: 0.0706, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 2.0519 [2020-10-19 04:00:42,454][root][INFO] - ===> Epoch[3715](18571/5): Loss -0.7955, Sem 0.0210, dir -0.9824, norm 0.1659, swav 0.0000 LR: 7.165e-02 Score 99.278 Data time: 0.0805, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 2.0126 [2020-10-19 04:00:45,142][root][INFO] - ===> Epoch[3715](18572/5): Loss -0.8113, Sem 0.0212, dir -0.9846, norm 0.1521, swav 0.0000 LR: 7.165e-02 Score 99.290 Data time: 0.0573, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 2.5605 [2020-10-19 04:00:47,370][root][INFO] - ===> Epoch[3715](18573/5): Loss -0.8034, Sem 0.0201, dir -0.9842, norm 0.1606, swav 0.0000 LR: 7.165e-02 Score 99.339 Data time: 0.0980, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 2.1196 [2020-10-19 04:00:49,626][root][INFO] - ===> Epoch[3715](18574/5): Loss -0.7960, Sem 0.0213, dir -0.9843, norm 0.1671, swav 0.0000 LR: 7.165e-02 Score 99.276 Data time: 0.0980, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 2.1396 [2020-10-19 04:00:51,501][root][INFO] - ===> Epoch[3715](18575/5): Loss -0.8096, Sem 0.0224, dir -0.9843, norm 0.1524, swav 0.0000 LR: 7.165e-02 Score 99.242 Data time: 0.0817, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 1.7672 [2020-10-19 04:00:53,956][root][INFO] - ===> Epoch[3716](18576/5): Loss -0.7961, Sem 0.0266, dir -0.9852, norm 0.1625, swav 0.0000 LR: 7.165e-02 Score 99.144 Data time: 0.1407, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 2.3529 [2020-10-19 04:00:55,956][root][INFO] - ===> Epoch[3716](18577/5): Loss -0.8129, Sem 0.0229, dir -0.9829, norm 0.1470, swav 0.0000 LR: 7.164e-02 Score 99.241 Data time: 0.0872, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 1.9109 [2020-10-19 04:00:58,398][root][INFO] - ===> Epoch[3716](18578/5): Loss -0.7824, Sem 0.0212, dir -0.9824, norm 0.1788, swav 0.0000 LR: 7.164e-02 Score 99.320 Data time: 0.0782, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 2.3397 [2020-10-19 04:01:00,365][root][INFO] - ===> Epoch[3716](18579/5): Loss -0.8141, Sem 0.0237, dir -0.9850, norm 0.1471, swav 0.0000 LR: 7.164e-02 Score 99.213 Data time: 0.0603, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 1.8784 [2020-10-19 04:01:02,300][root][INFO] - ===> Epoch[3716](18580/5): Loss -0.8042, Sem 0.0223, dir -0.9845, norm 0.1580, swav 0.0000 LR: 7.164e-02 Score 99.245 Data time: 0.1368, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 1.8470 [2020-10-19 04:01:04,445][root][INFO] - ===> Epoch[3717](18581/5): Loss -0.7897, Sem 0.0255, dir -0.9837, norm 0.1684, swav 0.0000 LR: 7.164e-02 Score 99.136 Data time: 0.0954, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 2.0268 [2020-10-19 04:01:06,522][root][INFO] - ===> Epoch[3717](18582/5): Loss -0.8048, Sem 0.0223, dir -0.9850, norm 0.1579, swav 0.0000 LR: 7.164e-02 Score 99.247 Data time: 0.0671, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 1.9714 [2020-10-19 04:01:08,599][root][INFO] - ===> Epoch[3717](18583/5): Loss -0.7979, Sem 0.0218, dir -0.9842, norm 0.1644, swav 0.0000 LR: 7.164e-02 Score 99.258 Data time: 0.0833, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 2.0094 [2020-10-19 04:01:10,666][root][INFO] - ===> Epoch[3717](18584/5): Loss -0.7985, Sem 0.0194, dir -0.9844, norm 0.1665, swav 0.0000 LR: 7.163e-02 Score 99.374 Data time: 0.0648, Forward time: 0.7738, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 1.9659 [2020-10-19 04:01:12,777][root][INFO] - ===> Epoch[3717](18585/5): Loss -0.7989, Sem 0.0231, dir -0.9824, norm 0.1604, swav 0.0000 LR: 7.163e-02 Score 99.219 Data time: 0.0922, Forward time: 0.7739, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 1.9985 [2020-10-19 04:01:14,523][root][INFO] - ===> Epoch[3718](18586/5): Loss -0.7895, Sem 0.0248, dir -0.9829, norm 0.1686, swav 0.0000 LR: 7.163e-02 Score 99.170 Data time: 0.0768, Forward time: 0.7738, Backward time: 1.1761, DDP time: 0.0030, Total iter time: 1.6284 [2020-10-19 04:01:17,304][root][INFO] - ===> Epoch[3718](18587/5): Loss -0.7873, Sem 0.0212, dir -0.9829, norm 0.1745, swav 0.0000 LR: 7.163e-02 Score 99.301 Data time: 0.1249, Forward time: 0.7739, Backward time: 1.1762, DDP time: 0.0030, Total iter time: 2.6965 [2020-10-19 04:01:19,337][root][INFO] - ===> Epoch[3718](18588/5): Loss -0.8025, Sem 0.0235, dir -0.9833, norm 0.1573, swav 0.0000 LR: 7.163e-02 Score 99.221 Data time: 0.0862, Forward time: 0.7739, Backward time: 1.1761, DDP time: 0.0030, Total iter time: 1.9087 [2020-10-19 04:01:21,018][root][INFO] - ===> Epoch[3718](18589/5): Loss -0.8045, Sem 0.0247, dir -0.9820, norm 0.1529, swav 0.0000 LR: 7.163e-02 Score 99.149 Data time: 0.0512, Forward time: 0.7739, Backward time: 1.1761, DDP time: 0.0030, Total iter time: 1.5864 [2020-10-19 04:01:23,080][root][INFO] - ===> Epoch[3718](18590/5): Loss -0.8205, Sem 0.0198, dir -0.9856, norm 0.1453, swav 0.0000 LR: 7.162e-02 Score 99.326 Data time: 0.3221, Forward time: 0.7738, Backward time: 1.1761, DDP time: 0.0030, Total iter time: 1.9939 [2020-10-19 04:01:25,377][root][INFO] - ===> Epoch[3719](18591/5): Loss -0.8156, Sem 0.0205, dir -0.9860, norm 0.1499, swav 0.0000 LR: 7.162e-02 Score 99.308 Data time: 0.0875, Forward time: 0.7739, Backward time: 1.1761, DDP time: 0.0030, Total iter time: 2.2329 [2020-10-19 04:01:27,581][root][INFO] - ===> Epoch[3719](18592/5): Loss -0.8015, Sem 0.0226, dir -0.9831, norm 0.1590, swav 0.0000 LR: 7.162e-02 Score 99.248 Data time: 0.0979, Forward time: 0.7739, Backward time: 1.1761, DDP time: 0.0030, Total iter time: 2.0810 [2020-10-19 04:01:29,366][root][INFO] - ===> Epoch[3719](18593/5): Loss -0.8140, Sem 0.0239, dir -0.9844, norm 0.1465, swav 0.0000 LR: 7.162e-02 Score 99.179 Data time: 0.0902, Forward time: 0.7739, Backward time: 1.1761, DDP time: 0.0030, Total iter time: 1.6874 [2020-10-19 04:01:31,801][root][INFO] - ===> Epoch[3719](18594/5): Loss -0.8020, Sem 0.0204, dir -0.9829, norm 0.1605, swav 0.0000 LR: 7.162e-02 Score 99.347 Data time: 0.1829, Forward time: 0.7739, Backward time: 1.1761, DDP time: 0.0030, Total iter time: 2.3494 [2020-10-19 04:01:33,754][root][INFO] - ===> Epoch[3719](18595/5): Loss -0.8109, Sem 0.0199, dir -0.9855, norm 0.1547, swav 0.0000 LR: 7.162e-02 Score 99.355 Data time: 0.0864, Forward time: 0.7739, Backward time: 1.1761, DDP time: 0.0030, Total iter time: 1.8221 [2020-10-19 04:01:35,726][root][INFO] - ===> Epoch[3720](18596/5): Loss -0.8118, Sem 0.0216, dir -0.9823, norm 0.1489, swav 0.0000 LR: 7.162e-02 Score 99.269 Data time: 0.0758, Forward time: 0.7739, Backward time: 1.1761, DDP time: 0.0030, Total iter time: 1.8923 [2020-10-19 04:01:38,327][root][INFO] - ===> Epoch[3720](18597/5): Loss -0.8077, Sem 0.0232, dir -0.9835, norm 0.1526, swav 0.0000 LR: 7.161e-02 Score 99.226 Data time: 0.0601, Forward time: 0.7739, Backward time: 1.1761, DDP time: 0.0030, Total iter time: 2.5158 [2020-10-19 04:01:40,345][root][INFO] - ===> Epoch[3720](18598/5): Loss -0.8036, Sem 0.0227, dir -0.9837, norm 0.1574, swav 0.0000 LR: 7.161e-02 Score 99.238 Data time: 0.0747, Forward time: 0.7739, Backward time: 1.1761, DDP time: 0.0030, Total iter time: 1.9320 [2020-10-19 04:01:42,448][root][INFO] - ===> Epoch[3720](18599/5): Loss -0.7838, Sem 0.0239, dir -0.9810, norm 0.1733, swav 0.0000 LR: 7.161e-02 Score 99.196 Data time: 0.0944, Forward time: 0.7739, Backward time: 1.1761, DDP time: 0.0030, Total iter time: 1.9909 [2020-10-19 04:01:44,818][root][INFO] - ===> Epoch[3720](18600/5): Loss -0.7933, Sem 0.0268, dir -0.9826, norm 0.1625, swav 0.0000 LR: 7.161e-02 Score 99.158 Data time: 0.0706, Forward time: 0.7739, Backward time: 1.1761, DDP time: 0.0030, Total iter time: 2.2574 [2020-10-19 04:01:45,796][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 04:01:45,948][root][INFO] - ===> Start testing [2020-10-19 04:02:25,124][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1300 Loss 0.225 (AVG: 0.553) Score 94.892 (AVG: 90.117) mIOU 68.317 mAP 83.184 mAcc 75.194 IOU: 62.063 0.510 76.028 73.760 94.112 91.346 29.104 81.943 96.662 58.672 80.694 85.405 57.818 mAP: 81.434 13.426 95.337 86.186 99.015 97.813 53.903 95.219 99.721 80.095 93.270 94.491 91.488 mAcc: 81.654 3.282 90.020 80.436 96.496 94.585 34.703 90.722 97.460 60.478 90.849 95.524 61.310 [2020-10-19 04:02:25,126][root][INFO] - Finished test. Elapsed time: 39.1755 [2020-10-19 04:02:28,114][root][INFO] - [2020-10-19 04:02:28,114][root][INFO] - ################################################################ [2020-10-19 04:02:28,114][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 04:02:28,114][root][INFO] - ################################################################ [2020-10-19 04:02:28,114][root][INFO] - clutter : nan nan nan [2020-10-19 04:02:28,115][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 04:02:28,115][root][INFO] - board : 0.824 0.924 0.942 [2020-10-19 04:02:28,115][root][INFO] - bookcase : 0.227 0.346 0.520 [2020-10-19 04:02:28,115][root][INFO] - ceiling : 0.436 0.489 0.532 [2020-10-19 04:02:28,115][root][INFO] - chair : 0.806 0.897 0.905 [2020-10-19 04:02:28,115][root][INFO] - column : 0.180 0.279 0.341 [2020-10-19 04:02:28,115][root][INFO] - door : 0.669 0.849 0.914 [2020-10-19 04:02:28,115][root][INFO] - floor : 0.933 0.936 0.948 [2020-10-19 04:02:28,115][root][INFO] - sofa : 0.333 0.417 0.545 [2020-10-19 04:02:28,115][root][INFO] - table : 0.167 0.347 0.657 [2020-10-19 04:02:28,115][root][INFO] - wall : 0.508 0.699 0.815 [2020-10-19 04:02:28,115][root][INFO] - window : 0.433 0.638 0.725 [2020-10-19 04:02:28,115][root][INFO] - ---------------------------------------------------------------- [2020-10-19 04:02:28,115][root][INFO] - average : 0.460 0.568 0.654 [2020-10-19 04:02:28,115][root][INFO] - [2020-10-19 04:02:28,258][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 04:02:28,260][root][INFO] - Current best mIoU: 70.649 at iter 17600 [2020-10-19 04:02:29,612][root][INFO] - ===> Epoch[3721](18601/5): Loss -0.8042, Sem 0.0222, dir -0.9842, norm 0.1579, swav 0.0000 LR: 7.161e-02 Score 99.263 Data time: 0.0511, Forward time: 0.7739, Backward time: 1.1761, DDP time: 0.0030, Total iter time: 1.3474 [2020-10-19 04:02:31,974][root][INFO] - ===> Epoch[3721](18602/5): Loss -0.7605, Sem 0.0361, dir -0.9785, norm 0.1819, swav 0.0000 LR: 7.161e-02 Score 98.976 Data time: 0.0740, Forward time: 0.7739, Backward time: 1.1761, DDP time: 0.0030, Total iter time: 2.2755 [2020-10-19 04:02:34,511][root][INFO] - ===> Epoch[3721](18603/5): Loss -0.7454, Sem 0.0428, dir -0.9799, norm 0.1917, swav 0.0000 LR: 7.160e-02 Score 98.754 Data time: 0.0802, Forward time: 0.7739, Backward time: 1.1761, DDP time: 0.0030, Total iter time: 2.4371 [2020-10-19 04:02:36,717][root][INFO] - ===> Epoch[3721](18604/5): Loss -0.7806, Sem 0.0372, dir -0.9809, norm 0.1631, swav 0.0000 LR: 7.160e-02 Score 98.882 Data time: 0.0770, Forward time: 0.7739, Backward time: 1.1761, DDP time: 0.0030, Total iter time: 2.0939 [2020-10-19 04:02:38,577][root][INFO] - ===> Epoch[3721](18605/5): Loss -0.7610, Sem 0.0497, dir -0.9812, norm 0.1705, swav 0.0000 LR: 7.160e-02 Score 98.666 Data time: 0.0739, Forward time: 0.7739, Backward time: 1.1761, DDP time: 0.0030, Total iter time: 1.7681 [2020-10-19 04:02:40,937][root][INFO] - ===> Epoch[3722](18606/5): Loss -0.7612, Sem 0.0277, dir -0.9801, norm 0.1912, swav 0.0000 LR: 7.160e-02 Score 99.098 Data time: 0.0813, Forward time: 0.7739, Backward time: 1.1761, DDP time: 0.0030, Total iter time: 2.2649 [2020-10-19 04:02:42,933][root][INFO] - ===> Epoch[3722](18607/5): Loss -0.7638, Sem 0.0389, dir -0.9814, norm 0.1788, swav 0.0000 LR: 7.160e-02 Score 98.778 Data time: 0.1154, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 1.8883 [2020-10-19 04:02:45,160][root][INFO] - ===> Epoch[3722](18608/5): Loss -0.7591, Sem 0.0348, dir -0.9802, norm 0.1864, swav 0.0000 LR: 7.160e-02 Score 98.846 Data time: 0.0979, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.1339 [2020-10-19 04:02:47,155][root][INFO] - ===> Epoch[3722](18609/5): Loss -0.7772, Sem 0.0304, dir -0.9795, norm 0.1719, swav 0.0000 LR: 7.159e-02 Score 99.016 Data time: 0.0541, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 1.8691 [2020-10-19 04:02:48,860][root][INFO] - ===> Epoch[3722](18610/5): Loss -0.7542, Sem 0.0397, dir -0.9808, norm 0.1869, swav 0.0000 LR: 7.159e-02 Score 98.733 Data time: 0.0667, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 1.5965 [2020-10-19 04:02:51,033][root][INFO] - ===> Epoch[3723](18611/5): Loss -0.7655, Sem 0.0375, dir -0.9813, norm 0.1783, swav 0.0000 LR: 7.159e-02 Score 98.841 Data time: 0.0879, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.0607 [2020-10-19 04:02:53,138][root][INFO] - ===> Epoch[3723](18612/5): Loss -0.7712, Sem 0.0413, dir -0.9811, norm 0.1687, swav 0.0000 LR: 7.159e-02 Score 98.790 Data time: 0.0664, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 1.9801 [2020-10-19 04:02:55,181][root][INFO] - ===> Epoch[3723](18613/5): Loss -0.7809, Sem 0.0277, dir -0.9808, norm 0.1723, swav 0.0000 LR: 7.159e-02 Score 99.084 Data time: 0.0683, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 1.9456 [2020-10-19 04:02:57,562][root][INFO] - ===> Epoch[3723](18614/5): Loss -0.7675, Sem 0.0294, dir -0.9799, norm 0.1829, swav 0.0000 LR: 7.159e-02 Score 99.059 Data time: 0.0919, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.2764 [2020-10-19 04:02:59,960][root][INFO] - ===> Epoch[3723](18615/5): Loss -0.7717, Sem 0.0316, dir -0.9817, norm 0.1784, swav 0.0000 LR: 7.159e-02 Score 98.945 Data time: 0.0834, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.2793 [2020-10-19 04:03:02,253][root][INFO] - ===> Epoch[3724](18616/5): Loss -0.7533, Sem 0.0375, dir -0.9788, norm 0.1880, swav 0.0000 LR: 7.158e-02 Score 98.797 Data time: 0.0821, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.1828 [2020-10-19 04:03:04,376][root][INFO] - ===> Epoch[3724](18617/5): Loss -0.7630, Sem 0.0310, dir -0.9808, norm 0.1869, swav 0.0000 LR: 7.158e-02 Score 98.989 Data time: 0.0636, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.0231 [2020-10-19 04:03:06,682][root][INFO] - ===> Epoch[3724](18618/5): Loss -0.7719, Sem 0.0285, dir -0.9824, norm 0.1819, swav 0.0000 LR: 7.158e-02 Score 99.079 Data time: 0.0554, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.2212 [2020-10-19 04:03:08,963][root][INFO] - ===> Epoch[3724](18619/5): Loss -0.7598, Sem 0.0319, dir -0.9785, norm 0.1867, swav 0.0000 LR: 7.158e-02 Score 98.936 Data time: 0.0566, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.1837 [2020-10-19 04:03:11,019][root][INFO] - ===> Epoch[3724](18620/5): Loss -0.7745, Sem 0.0292, dir -0.9812, norm 0.1775, swav 0.0000 LR: 7.158e-02 Score 99.028 Data time: 0.0697, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 1.9606 [2020-10-19 04:03:12,923][root][INFO] - ===> Epoch[3725](18621/5): Loss -0.7454, Sem 0.0368, dir -0.9801, norm 0.1979, swav 0.0000 LR: 7.158e-02 Score 98.814 Data time: 0.1613, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 1.8020 [2020-10-19 04:03:15,575][root][INFO] - ===> Epoch[3725](18622/5): Loss -0.7813, Sem 0.0318, dir -0.9823, norm 0.1692, swav 0.0000 LR: 7.157e-02 Score 98.965 Data time: 0.1002, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.5376 [2020-10-19 04:03:17,973][root][INFO] - ===> Epoch[3725](18623/5): Loss -0.7642, Sem 0.0301, dir -0.9809, norm 0.1866, swav 0.0000 LR: 7.157e-02 Score 99.024 Data time: 0.0918, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.2697 [2020-10-19 04:03:20,055][root][INFO] - ===> Epoch[3725](18624/5): Loss -0.7822, Sem 0.0306, dir -0.9809, norm 0.1681, swav 0.0000 LR: 7.157e-02 Score 98.960 Data time: 0.0890, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 1.9735 [2020-10-19 04:03:22,381][root][INFO] - ===> Epoch[3725](18625/5): Loss -0.7682, Sem 0.0380, dir -0.9805, norm 0.1744, swav 0.0000 LR: 7.157e-02 Score 98.863 Data time: 0.0950, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.2142 [2020-10-19 04:03:24,628][root][INFO] - ===> Epoch[3726](18626/5): Loss -0.7627, Sem 0.0359, dir -0.9794, norm 0.1808, swav 0.0000 LR: 7.157e-02 Score 98.896 Data time: 0.1041, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.1031 [2020-10-19 04:03:26,602][root][INFO] - ===> Epoch[3726](18627/5): Loss -0.7596, Sem 0.0357, dir -0.9813, norm 0.1860, swav 0.0000 LR: 7.157e-02 Score 98.858 Data time: 0.0879, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 1.8721 [2020-10-19 04:03:28,650][root][INFO] - ===> Epoch[3726](18628/5): Loss -0.7746, Sem 0.0313, dir -0.9818, norm 0.1759, swav 0.0000 LR: 7.157e-02 Score 98.953 Data time: 0.0881, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 1.9562 [2020-10-19 04:03:31,276][root][INFO] - ===> Epoch[3726](18629/5): Loss -0.7532, Sem 0.0323, dir -0.9803, norm 0.1949, swav 0.0000 LR: 7.156e-02 Score 98.928 Data time: 0.0601, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.5053 [2020-10-19 04:03:33,468][root][INFO] - ===> Epoch[3726](18630/5): Loss -0.7804, Sem 0.0348, dir -0.9811, norm 0.1659, swav 0.0000 LR: 7.156e-02 Score 98.885 Data time: 0.0715, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.1133 [2020-10-19 04:03:35,653][root][INFO] - ===> Epoch[3727](18631/5): Loss -0.7408, Sem 0.0348, dir -0.9762, norm 0.2006, swav 0.0000 LR: 7.156e-02 Score 98.870 Data time: 0.0728, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.0883 [2020-10-19 04:03:37,917][root][INFO] - ===> Epoch[3727](18632/5): Loss -0.7825, Sem 0.0265, dir -0.9825, norm 0.1735, swav 0.0000 LR: 7.156e-02 Score 99.137 Data time: 0.0619, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.1688 [2020-10-19 04:03:40,105][root][INFO] - ===> Epoch[3727](18633/5): Loss -0.7465, Sem 0.0311, dir -0.9762, norm 0.1986, swav 0.0000 LR: 7.156e-02 Score 98.973 Data time: 0.0732, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.0976 [2020-10-19 04:03:42,291][root][INFO] - ===> Epoch[3727](18634/5): Loss -0.7656, Sem 0.0324, dir -0.9801, norm 0.1821, swav 0.0000 LR: 7.156e-02 Score 98.915 Data time: 0.0926, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.1055 [2020-10-19 04:03:44,698][root][INFO] - ===> Epoch[3727](18635/5): Loss -0.7573, Sem 0.0270, dir -0.9791, norm 0.1948, swav 0.0000 LR: 7.155e-02 Score 99.121 Data time: 0.1293, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.3004 [2020-10-19 04:03:46,829][root][INFO] - ===> Epoch[3728](18636/5): Loss -0.7840, Sem 0.0304, dir -0.9824, norm 0.1680, swav 0.0000 LR: 7.155e-02 Score 98.993 Data time: 0.0929, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.0275 [2020-10-19 04:03:48,909][root][INFO] - ===> Epoch[3728](18637/5): Loss -0.7812, Sem 0.0331, dir -0.9803, norm 0.1660, swav 0.0000 LR: 7.155e-02 Score 98.952 Data time: 0.0722, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 1.9720 [2020-10-19 04:03:50,852][root][INFO] - ===> Epoch[3728](18638/5): Loss -0.7798, Sem 0.0298, dir -0.9804, norm 0.1708, swav 0.0000 LR: 7.155e-02 Score 99.026 Data time: 0.0847, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 1.8595 [2020-10-19 04:03:53,008][root][INFO] - ===> Epoch[3728](18639/5): Loss -0.7675, Sem 0.0351, dir -0.9815, norm 0.1790, swav 0.0000 LR: 7.155e-02 Score 98.946 Data time: 0.1093, Forward time: 0.7739, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 2.0536 [2020-10-19 04:03:55,030][root][INFO] - ===> Epoch[3728](18640/5): Loss -0.7824, Sem 0.0252, dir -0.9817, norm 0.1740, swav 0.0000 LR: 7.155e-02 Score 99.158 Data time: 0.0787, Forward time: 0.7739, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 1.9169 [2020-10-19 04:03:57,744][root][INFO] - ===> Epoch[3729](18641/5): Loss -0.7677, Sem 0.0255, dir -0.9815, norm 0.1883, swav 0.0000 LR: 7.155e-02 Score 99.169 Data time: 0.0585, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.6171 [2020-10-19 04:03:59,797][root][INFO] - ===> Epoch[3729](18642/5): Loss -0.7730, Sem 0.0302, dir -0.9805, norm 0.1773, swav 0.0000 LR: 7.154e-02 Score 99.003 Data time: 0.0730, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 1.9641 [2020-10-19 04:04:01,935][root][INFO] - ===> Epoch[3729](18643/5): Loss -0.7549, Sem 0.0291, dir -0.9795, norm 0.1955, swav 0.0000 LR: 7.154e-02 Score 99.040 Data time: 0.0764, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.0286 [2020-10-19 04:04:04,261][root][INFO] - ===> Epoch[3729](18644/5): Loss -0.7913, Sem 0.0244, dir -0.9835, norm 0.1677, swav 0.0000 LR: 7.154e-02 Score 99.192 Data time: 0.0892, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.2226 [2020-10-19 04:04:06,272][root][INFO] - ===> Epoch[3729](18645/5): Loss -0.7715, Sem 0.0269, dir -0.9805, norm 0.1821, swav 0.0000 LR: 7.154e-02 Score 99.107 Data time: 0.0699, Forward time: 0.7739, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 1.8927 [2020-10-19 04:04:08,252][root][INFO] - ===> Epoch[3730](18646/5): Loss -0.8019, Sem 0.0274, dir -0.9828, norm 0.1534, swav 0.0000 LR: 7.154e-02 Score 99.079 Data time: 0.0650, Forward time: 0.7739, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 1.8799 [2020-10-19 04:04:10,574][root][INFO] - ===> Epoch[3730](18647/5): Loss -0.7661, Sem 0.0307, dir -0.9794, norm 0.1826, swav 0.0000 LR: 7.154e-02 Score 98.983 Data time: 0.0575, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.2147 [2020-10-19 04:04:12,429][root][INFO] - ===> Epoch[3730](18648/5): Loss -0.7911, Sem 0.0250, dir -0.9823, norm 0.1662, swav 0.0000 LR: 7.153e-02 Score 99.140 Data time: 0.0783, Forward time: 0.7739, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 1.7531 [2020-10-19 04:04:14,364][root][INFO] - ===> Epoch[3730](18649/5): Loss -0.7684, Sem 0.0252, dir -0.9801, norm 0.1864, swav 0.0000 LR: 7.153e-02 Score 99.178 Data time: 0.0756, Forward time: 0.7739, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 1.8347 [2020-10-19 04:04:16,896][root][INFO] - ===> Epoch[3730](18650/5): Loss -0.7675, Sem 0.0275, dir -0.9804, norm 0.1855, swav 0.0000 LR: 7.153e-02 Score 99.090 Data time: 0.0945, Forward time: 0.7739, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 2.4092 [2020-10-19 04:04:19,241][root][INFO] - ===> Epoch[3731](18651/5): Loss -0.7727, Sem 0.0299, dir -0.9821, norm 0.1796, swav 0.0000 LR: 7.153e-02 Score 99.025 Data time: 0.0767, Forward time: 0.7739, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 2.2288 [2020-10-19 04:04:21,083][root][INFO] - ===> Epoch[3731](18652/5): Loss -0.7674, Sem 0.0265, dir -0.9794, norm 0.1855, swav 0.0000 LR: 7.153e-02 Score 99.112 Data time: 0.0821, Forward time: 0.7739, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 1.7506 [2020-10-19 04:04:23,552][root][INFO] - ===> Epoch[3731](18653/5): Loss -0.7885, Sem 0.0245, dir -0.9823, norm 0.1693, swav 0.0000 LR: 7.153e-02 Score 99.218 Data time: 0.0885, Forward time: 0.7739, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 2.3677 [2020-10-19 04:04:25,822][root][INFO] - ===> Epoch[3731](18654/5): Loss -0.7780, Sem 0.0246, dir -0.9820, norm 0.1794, swav 0.0000 LR: 7.152e-02 Score 99.164 Data time: 0.0737, Forward time: 0.7739, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 2.1376 [2020-10-19 04:04:27,882][root][INFO] - ===> Epoch[3731](18655/5): Loss -0.7802, Sem 0.0284, dir -0.9829, norm 0.1743, swav 0.0000 LR: 7.152e-02 Score 99.055 Data time: 0.0681, Forward time: 0.7739, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 1.9792 [2020-10-19 04:04:30,116][root][INFO] - ===> Epoch[3732](18656/5): Loss -0.7789, Sem 0.0228, dir -0.9808, norm 0.1790, swav 0.0000 LR: 7.152e-02 Score 99.246 Data time: 0.0733, Forward time: 0.7739, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 2.1430 [2020-10-19 04:04:32,077][root][INFO] - ===> Epoch[3732](18657/5): Loss -0.7831, Sem 0.0260, dir -0.9814, norm 0.1723, swav 0.0000 LR: 7.152e-02 Score 99.128 Data time: 0.0872, Forward time: 0.7739, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 1.8643 [2020-10-19 04:04:35,117][root][INFO] - ===> Epoch[3732](18658/5): Loss -0.7736, Sem 0.0268, dir -0.9813, norm 0.1808, swav 0.0000 LR: 7.152e-02 Score 99.129 Data time: 0.0730, Forward time: 0.7739, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 2.9274 [2020-10-19 04:04:37,550][root][INFO] - ===> Epoch[3732](18659/5): Loss -0.8043, Sem 0.0244, dir -0.9845, norm 0.1558, swav 0.0000 LR: 7.152e-02 Score 99.164 Data time: 0.0908, Forward time: 0.7740, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.3192 [2020-10-19 04:04:39,936][root][INFO] - ===> Epoch[3732](18660/5): Loss -0.7796, Sem 0.0247, dir -0.9832, norm 0.1789, swav 0.0000 LR: 7.152e-02 Score 99.160 Data time: 0.0843, Forward time: 0.7740, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.2709 [2020-10-19 04:04:41,918][root][INFO] - ===> Epoch[3733](18661/5): Loss -0.7976, Sem 0.0265, dir -0.9835, norm 0.1593, swav 0.0000 LR: 7.151e-02 Score 99.131 Data time: 0.0854, Forward time: 0.7740, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 1.8654 [2020-10-19 04:04:44,614][root][INFO] - ===> Epoch[3733](18662/5): Loss -0.7725, Sem 0.0253, dir -0.9832, norm 0.1854, swav 0.0000 LR: 7.151e-02 Score 99.206 Data time: 0.0844, Forward time: 0.7740, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.6030 [2020-10-19 04:04:46,843][root][INFO] - ===> Epoch[3733](18663/5): Loss -0.7871, Sem 0.0240, dir -0.9809, norm 0.1699, swav 0.0000 LR: 7.151e-02 Score 99.204 Data time: 0.0553, Forward time: 0.7740, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.1260 [2020-10-19 04:04:48,841][root][INFO] - ===> Epoch[3733](18664/5): Loss -0.7860, Sem 0.0257, dir -0.9829, norm 0.1712, swav 0.0000 LR: 7.151e-02 Score 99.139 Data time: 0.0500, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 1.9120 [2020-10-19 04:04:50,920][root][INFO] - ===> Epoch[3733](18665/5): Loss -0.7816, Sem 0.0259, dir -0.9829, norm 0.1753, swav 0.0000 LR: 7.151e-02 Score 99.132 Data time: 0.0593, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.0093 [2020-10-19 04:04:52,813][root][INFO] - ===> Epoch[3734](18666/5): Loss -0.7867, Sem 0.0231, dir -0.9830, norm 0.1733, swav 0.0000 LR: 7.151e-02 Score 99.233 Data time: 0.0841, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 1.7977 [2020-10-19 04:04:55,242][root][INFO] - ===> Epoch[3734](18667/5): Loss -0.7822, Sem 0.0242, dir -0.9817, norm 0.1753, swav 0.0000 LR: 7.150e-02 Score 99.215 Data time: 0.0652, Forward time: 0.7739, Backward time: 1.1760, DDP time: 0.0030, Total iter time: 2.3294 [2020-10-19 04:04:57,205][root][INFO] - ===> Epoch[3734](18668/5): Loss -0.7918, Sem 0.0273, dir -0.9819, norm 0.1628, swav 0.0000 LR: 7.150e-02 Score 99.085 Data time: 0.0863, Forward time: 0.7739, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 1.8333 [2020-10-19 04:04:59,153][root][INFO] - ===> Epoch[3734](18669/5): Loss -0.7834, Sem 0.0267, dir -0.9831, norm 0.1729, swav 0.0000 LR: 7.150e-02 Score 99.203 Data time: 0.0829, Forward time: 0.7739, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 1.8389 [2020-10-19 04:05:00,873][root][INFO] - ===> Epoch[3734](18670/5): Loss -0.7690, Sem 0.0288, dir -0.9816, norm 0.1838, swav 0.0000 LR: 7.150e-02 Score 99.048 Data time: 0.0655, Forward time: 0.7739, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 1.6060 [2020-10-19 04:05:03,028][root][INFO] - ===> Epoch[3735](18671/5): Loss -0.7934, Sem 0.0249, dir -0.9822, norm 0.1639, swav 0.0000 LR: 7.150e-02 Score 99.192 Data time: 0.0861, Forward time: 0.7740, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 2.0515 [2020-10-19 04:05:05,205][root][INFO] - ===> Epoch[3735](18672/5): Loss -0.7917, Sem 0.0234, dir -0.9835, norm 0.1685, swav 0.0000 LR: 7.150e-02 Score 99.212 Data time: 0.0686, Forward time: 0.7740, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 2.0711 [2020-10-19 04:05:07,446][root][INFO] - ===> Epoch[3735](18673/5): Loss -0.7895, Sem 0.0269, dir -0.9818, norm 0.1653, swav 0.0000 LR: 7.150e-02 Score 99.118 Data time: 0.0915, Forward time: 0.7740, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 2.1240 [2020-10-19 04:05:09,563][root][INFO] - ===> Epoch[3735](18674/5): Loss -0.7967, Sem 0.0207, dir -0.9848, norm 0.1674, swav 0.0000 LR: 7.149e-02 Score 99.312 Data time: 0.0635, Forward time: 0.7740, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 2.0213 [2020-10-19 04:05:11,616][root][INFO] - ===> Epoch[3735](18675/5): Loss -0.7980, Sem 0.0238, dir -0.9824, norm 0.1606, swav 0.0000 LR: 7.149e-02 Score 99.212 Data time: 0.0964, Forward time: 0.7740, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 1.9740 [2020-10-19 04:05:13,607][root][INFO] - ===> Epoch[3736](18676/5): Loss -0.7836, Sem 0.0256, dir -0.9815, norm 0.1723, swav 0.0000 LR: 7.149e-02 Score 99.147 Data time: 0.1390, Forward time: 0.7740, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 1.8888 [2020-10-19 04:05:15,717][root][INFO] - ===> Epoch[3736](18677/5): Loss -0.7903, Sem 0.0271, dir -0.9829, norm 0.1655, swav 0.0000 LR: 7.149e-02 Score 99.125 Data time: 0.0875, Forward time: 0.7740, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 1.9849 [2020-10-19 04:05:17,676][root][INFO] - ===> Epoch[3736](18678/5): Loss -0.7893, Sem 0.0255, dir -0.9827, norm 0.1679, swav 0.0000 LR: 7.149e-02 Score 99.125 Data time: 0.0549, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 1.8324 [2020-10-19 04:05:20,013][root][INFO] - ===> Epoch[3736](18679/5): Loss -0.7971, Sem 0.0209, dir -0.9841, norm 0.1661, swav 0.0000 LR: 7.149e-02 Score 99.282 Data time: 0.1234, Forward time: 0.7740, Backward time: 1.1759, DDP time: 0.0030, Total iter time: 2.2375 [2020-10-19 04:05:21,933][root][INFO] - ===> Epoch[3736](18680/5): Loss -0.7646, Sem 0.0235, dir -0.9827, norm 0.1945, swav 0.0000 LR: 7.148e-02 Score 99.219 Data time: 0.0809, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 1.8052 [2020-10-19 04:05:24,432][root][INFO] - ===> Epoch[3737](18681/5): Loss -0.7714, Sem 0.0274, dir -0.9834, norm 0.1846, swav 0.0000 LR: 7.148e-02 Score 99.116 Data time: 0.0855, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 2.3881 [2020-10-19 04:05:26,513][root][INFO] - ===> Epoch[3737](18682/5): Loss -0.7834, Sem 0.0251, dir -0.9839, norm 0.1754, swav 0.0000 LR: 7.148e-02 Score 99.196 Data time: 0.0834, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 1.9744 [2020-10-19 04:05:28,723][root][INFO] - ===> Epoch[3737](18683/5): Loss -0.7728, Sem 0.0236, dir -0.9824, norm 0.1860, swav 0.0000 LR: 7.148e-02 Score 99.195 Data time: 0.0718, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 2.1091 [2020-10-19 04:05:30,983][root][INFO] - ===> Epoch[3737](18684/5): Loss -0.7939, Sem 0.0234, dir -0.9811, norm 0.1638, swav 0.0000 LR: 7.148e-02 Score 99.224 Data time: 0.0881, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 2.1501 [2020-10-19 04:05:32,998][root][INFO] - ===> Epoch[3737](18685/5): Loss -0.7985, Sem 0.0229, dir -0.9845, norm 0.1631, swav 0.0000 LR: 7.148e-02 Score 99.227 Data time: 0.0577, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 1.9095 [2020-10-19 04:05:35,216][root][INFO] - ===> Epoch[3738](18686/5): Loss -0.7821, Sem 0.0271, dir -0.9811, norm 0.1718, swav 0.0000 LR: 7.148e-02 Score 99.108 Data time: 0.0519, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 2.1376 [2020-10-19 04:05:37,110][root][INFO] - ===> Epoch[3738](18687/5): Loss -0.7918, Sem 0.0229, dir -0.9839, norm 0.1693, swav 0.0000 LR: 7.147e-02 Score 99.245 Data time: 0.3824, Forward time: 0.7739, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 1.8607 [2020-10-19 04:05:39,401][root][INFO] - ===> Epoch[3738](18688/5): Loss -0.7815, Sem 0.0263, dir -0.9816, norm 0.1739, swav 0.0000 LR: 7.147e-02 Score 99.129 Data time: 0.1801, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 2.2138 [2020-10-19 04:05:41,647][root][INFO] - ===> Epoch[3738](18689/5): Loss -0.7963, Sem 0.0247, dir -0.9834, norm 0.1624, swav 0.0000 LR: 7.147e-02 Score 99.173 Data time: 0.0770, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 2.1356 [2020-10-19 04:05:44,308][root][INFO] - ===> Epoch[3738](18690/5): Loss -0.7703, Sem 0.0254, dir -0.9821, norm 0.1863, swav 0.0000 LR: 7.147e-02 Score 99.169 Data time: 0.0815, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 2.5710 [2020-10-19 04:05:46,491][root][INFO] - ===> Epoch[3739](18691/5): Loss -0.7895, Sem 0.0273, dir -0.9832, norm 0.1663, swav 0.0000 LR: 7.147e-02 Score 99.081 Data time: 0.0966, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 2.0613 [2020-10-19 04:05:48,812][root][INFO] - ===> Epoch[3739](18692/5): Loss -0.7896, Sem 0.0214, dir -0.9855, norm 0.1745, swav 0.0000 LR: 7.147e-02 Score 99.282 Data time: 0.0812, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 2.2148 [2020-10-19 04:05:50,652][root][INFO] - ===> Epoch[3739](18693/5): Loss -0.8061, Sem 0.0231, dir -0.9842, norm 0.1550, swav 0.0000 LR: 7.146e-02 Score 99.218 Data time: 0.0635, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 1.7337 [2020-10-19 04:05:52,760][root][INFO] - ===> Epoch[3739](18694/5): Loss -0.7744, Sem 0.0249, dir -0.9822, norm 0.1829, swav 0.0000 LR: 7.146e-02 Score 99.176 Data time: 0.0801, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 2.0155 [2020-10-19 04:05:54,694][root][INFO] - ===> Epoch[3739](18695/5): Loss -0.7767, Sem 0.0251, dir -0.9819, norm 0.1801, swav 0.0000 LR: 7.146e-02 Score 99.188 Data time: 0.0728, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 1.8595 [2020-10-19 04:05:56,493][root][INFO] - ===> Epoch[3740](18696/5): Loss -0.7995, Sem 0.0256, dir -0.9834, norm 0.1583, swav 0.0000 LR: 7.146e-02 Score 99.144 Data time: 0.0846, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 1.6907 [2020-10-19 04:05:58,853][root][INFO] - ===> Epoch[3740](18697/5): Loss -0.7853, Sem 0.0239, dir -0.9840, norm 0.1747, swav 0.0000 LR: 7.146e-02 Score 99.194 Data time: 0.1040, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 2.2788 [2020-10-19 04:06:01,418][root][INFO] - ===> Epoch[3740](18698/5): Loss -0.7785, Sem 0.0235, dir -0.9832, norm 0.1811, swav 0.0000 LR: 7.146e-02 Score 99.221 Data time: 0.0824, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 2.4559 [2020-10-19 04:06:03,668][root][INFO] - ===> Epoch[3740](18699/5): Loss -0.7765, Sem 0.0262, dir -0.9827, norm 0.1800, swav 0.0000 LR: 7.145e-02 Score 99.162 Data time: 0.0773, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 2.1314 [2020-10-19 04:06:06,031][root][INFO] - ===> Epoch[3740](18700/5): Loss -0.7785, Sem 0.0242, dir -0.9833, norm 0.1806, swav 0.0000 LR: 7.145e-02 Score 99.204 Data time: 0.0602, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 2.2577 [2020-10-19 04:06:07,049][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 04:06:08,808][root][INFO] - ===> Epoch[3741](18701/5): Loss -0.7924, Sem 0.0233, dir -0.9847, norm 0.1690, swav 0.0000 LR: 7.145e-02 Score 99.255 Data time: 0.0724, Forward time: 0.7739, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 1.5942 [2020-10-19 04:06:10,974][root][INFO] - ===> Epoch[3741](18702/5): Loss -0.7716, Sem 0.0304, dir -0.9801, norm 0.1781, swav 0.0000 LR: 7.145e-02 Score 99.008 Data time: 0.0544, Forward time: 0.7739, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 2.0753 [2020-10-19 04:06:13,089][root][INFO] - ===> Epoch[3741](18703/5): Loss -0.8025, Sem 0.0236, dir -0.9842, norm 0.1581, swav 0.0000 LR: 7.145e-02 Score 99.217 Data time: 0.0660, Forward time: 0.7739, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 2.0620 [2020-10-19 04:06:15,460][root][INFO] - ===> Epoch[3741](18704/5): Loss -0.7945, Sem 0.0239, dir -0.9832, norm 0.1648, swav 0.0000 LR: 7.145e-02 Score 99.227 Data time: 0.1063, Forward time: 0.7739, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 2.2683 [2020-10-19 04:06:17,761][root][INFO] - ===> Epoch[3741](18705/5): Loss -0.8029, Sem 0.0230, dir -0.9841, norm 0.1581, swav 0.0000 LR: 7.145e-02 Score 99.242 Data time: 0.0779, Forward time: 0.7739, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 2.1577 [2020-10-19 04:06:19,976][root][INFO] - ===> Epoch[3742](18706/5): Loss -0.7964, Sem 0.0268, dir -0.9829, norm 0.1598, swav 0.0000 LR: 7.144e-02 Score 99.150 Data time: 0.0903, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 2.1174 [2020-10-19 04:06:22,005][root][INFO] - ===> Epoch[3742](18707/5): Loss -0.8081, Sem 0.0224, dir -0.9837, norm 0.1532, swav 0.0000 LR: 7.144e-02 Score 99.238 Data time: 0.1397, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 1.9236 [2020-10-19 04:06:24,536][root][INFO] - ===> Epoch[3742](18708/5): Loss -0.7839, Sem 0.0218, dir -0.9836, norm 0.1779, swav 0.0000 LR: 7.144e-02 Score 99.316 Data time: 0.1751, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 2.4414 [2020-10-19 04:06:26,520][root][INFO] - ===> Epoch[3742](18709/5): Loss -0.7821, Sem 0.0242, dir -0.9826, norm 0.1764, swav 0.0000 LR: 7.144e-02 Score 99.163 Data time: 0.0896, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 1.8580 [2020-10-19 04:06:28,305][root][INFO] - ===> Epoch[3742](18710/5): Loss -0.7969, Sem 0.0261, dir -0.9832, norm 0.1602, swav 0.0000 LR: 7.144e-02 Score 99.141 Data time: 0.0718, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 1.6896 [2020-10-19 04:06:30,142][root][INFO] - ===> Epoch[3743](18711/5): Loss -0.8034, Sem 0.0255, dir -0.9831, norm 0.1543, swav 0.0000 LR: 7.144e-02 Score 99.150 Data time: 0.0888, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.7606 [2020-10-19 04:06:32,467][root][INFO] - ===> Epoch[3743](18712/5): Loss -0.7447, Sem 0.0326, dir -0.9804, norm 0.2031, swav 0.0000 LR: 7.143e-02 Score 99.054 Data time: 0.0825, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2399 [2020-10-19 04:06:34,190][root][INFO] - ===> Epoch[3743](18713/5): Loss -0.7995, Sem 0.0260, dir -0.9839, norm 0.1584, swav 0.0000 LR: 7.143e-02 Score 99.138 Data time: 0.0739, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.6071 [2020-10-19 04:06:36,249][root][INFO] - ===> Epoch[3743](18714/5): Loss -0.7792, Sem 0.0224, dir -0.9826, norm 0.1811, swav 0.0000 LR: 7.143e-02 Score 99.254 Data time: 0.2824, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.9799 [2020-10-19 04:06:38,398][root][INFO] - ===> Epoch[3743](18715/5): Loss -0.7915, Sem 0.0215, dir -0.9844, norm 0.1714, swav 0.0000 LR: 7.143e-02 Score 99.272 Data time: 0.0775, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0592 [2020-10-19 04:06:40,582][root][INFO] - ===> Epoch[3744](18716/5): Loss -0.7803, Sem 0.0268, dir -0.9831, norm 0.1760, swav 0.0000 LR: 7.143e-02 Score 99.116 Data time: 0.0760, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0868 [2020-10-19 04:06:43,050][root][INFO] - ===> Epoch[3744](18717/5): Loss -0.7790, Sem 0.0238, dir -0.9843, norm 0.1815, swav 0.0000 LR: 7.143e-02 Score 99.217 Data time: 0.0804, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.3520 [2020-10-19 04:06:45,407][root][INFO] - ===> Epoch[3744](18718/5): Loss -0.7780, Sem 0.0256, dir -0.9812, norm 0.1775, swav 0.0000 LR: 7.143e-02 Score 99.135 Data time: 0.0837, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2465 [2020-10-19 04:06:47,835][root][INFO] - ===> Epoch[3744](18719/5): Loss -0.7814, Sem 0.0266, dir -0.9819, norm 0.1740, swav 0.0000 LR: 7.142e-02 Score 99.159 Data time: 0.1001, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.3111 [2020-10-19 04:06:49,905][root][INFO] - ===> Epoch[3744](18720/5): Loss -0.7937, Sem 0.0241, dir -0.9829, norm 0.1651, swav 0.0000 LR: 7.142e-02 Score 99.192 Data time: 0.0475, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.9589 [2020-10-19 04:06:51,860][root][INFO] - ===> Epoch[3745](18721/5): Loss -0.8089, Sem 0.0204, dir -0.9846, norm 0.1553, swav 0.0000 LR: 7.142e-02 Score 99.317 Data time: 0.0799, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.8748 [2020-10-19 04:06:54,248][root][INFO] - ===> Epoch[3745](18722/5): Loss -0.7938, Sem 0.0242, dir -0.9833, norm 0.1652, swav 0.0000 LR: 7.142e-02 Score 99.185 Data time: 0.0703, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2899 [2020-10-19 04:06:56,619][root][INFO] - ===> Epoch[3745](18723/5): Loss -0.7837, Sem 0.0256, dir -0.9802, norm 0.1709, swav 0.0000 LR: 7.142e-02 Score 99.172 Data time: 0.0696, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2645 [2020-10-19 04:06:58,550][root][INFO] - ===> Epoch[3745](18724/5): Loss -0.8018, Sem 0.0234, dir -0.9838, norm 0.1586, swav 0.0000 LR: 7.142e-02 Score 99.211 Data time: 0.0706, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.8354 [2020-10-19 04:07:01,026][root][INFO] - ===> Epoch[3745](18725/5): Loss -0.7756, Sem 0.0224, dir -0.9820, norm 0.1840, swav 0.0000 LR: 7.141e-02 Score 99.262 Data time: 0.0743, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.3878 [2020-10-19 04:07:03,604][root][INFO] - ===> Epoch[3746](18726/5): Loss -0.7996, Sem 0.0208, dir -0.9844, norm 0.1640, swav 0.0000 LR: 7.141e-02 Score 99.311 Data time: 0.1412, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.4702 [2020-10-19 04:07:05,410][root][INFO] - ===> Epoch[3746](18727/5): Loss -0.7978, Sem 0.0233, dir -0.9825, norm 0.1613, swav 0.0000 LR: 7.141e-02 Score 99.215 Data time: 0.0827, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.6798 [2020-10-19 04:07:07,661][root][INFO] - ===> Epoch[3746](18728/5): Loss -0.7843, Sem 0.0255, dir -0.9827, norm 0.1730, swav 0.0000 LR: 7.141e-02 Score 99.150 Data time: 0.0969, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.1562 [2020-10-19 04:07:10,147][root][INFO] - ===> Epoch[3746](18729/5): Loss -0.7978, Sem 0.0240, dir -0.9825, norm 0.1607, swav 0.0000 LR: 7.141e-02 Score 99.183 Data time: 0.0678, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.3748 [2020-10-19 04:07:12,557][root][INFO] - ===> Epoch[3746](18730/5): Loss -0.7798, Sem 0.0237, dir -0.9837, norm 0.1802, swav 0.0000 LR: 7.141e-02 Score 99.212 Data time: 0.0649, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.3320 [2020-10-19 04:07:14,596][root][INFO] - ===> Epoch[3747](18731/5): Loss -0.8025, Sem 0.0223, dir -0.9838, norm 0.1590, swav 0.0000 LR: 7.140e-02 Score 99.267 Data time: 0.0527, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.9798 [2020-10-19 04:07:17,052][root][INFO] - ===> Epoch[3747](18732/5): Loss -0.7898, Sem 0.0238, dir -0.9822, norm 0.1686, swav 0.0000 LR: 7.140e-02 Score 99.217 Data time: 0.0703, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.3585 [2020-10-19 04:07:19,186][root][INFO] - ===> Epoch[3747](18733/5): Loss -0.7829, Sem 0.0376, dir -0.9818, norm 0.1613, swav 0.0000 LR: 7.140e-02 Score 99.045 Data time: 0.0837, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0288 [2020-10-19 04:07:21,605][root][INFO] - ===> Epoch[3747](18734/5): Loss -0.7871, Sem 0.0228, dir -0.9831, norm 0.1731, swav 0.0000 LR: 7.140e-02 Score 99.252 Data time: 0.0815, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.3099 [2020-10-19 04:07:23,531][root][INFO] - ===> Epoch[3747](18735/5): Loss -0.8027, Sem 0.0222, dir -0.9829, norm 0.1579, swav 0.0000 LR: 7.140e-02 Score 99.231 Data time: 0.0761, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.8278 [2020-10-19 04:07:25,887][root][INFO] - ===> Epoch[3748](18736/5): Loss -0.7909, Sem 0.0233, dir -0.9829, norm 0.1688, swav 0.0000 LR: 7.140e-02 Score 99.257 Data time: 0.1366, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2542 [2020-10-19 04:07:28,356][root][INFO] - ===> Epoch[3748](18737/5): Loss -0.7932, Sem 0.0240, dir -0.9828, norm 0.1656, swav 0.0000 LR: 7.140e-02 Score 99.211 Data time: 0.0880, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.3767 [2020-10-19 04:07:30,465][root][INFO] - ===> Epoch[3748](18738/5): Loss -0.7866, Sem 0.0242, dir -0.9829, norm 0.1721, swav 0.0000 LR: 7.139e-02 Score 99.214 Data time: 0.0638, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.9846 [2020-10-19 04:07:32,622][root][INFO] - ===> Epoch[3748](18739/5): Loss -0.8064, Sem 0.0218, dir -0.9839, norm 0.1558, swav 0.0000 LR: 7.139e-02 Score 99.279 Data time: 0.0685, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0835 [2020-10-19 04:07:34,448][root][INFO] - ===> Epoch[3748](18740/5): Loss -0.7982, Sem 0.0255, dir -0.9828, norm 0.1591, swav 0.0000 LR: 7.139e-02 Score 99.174 Data time: 0.0567, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.7259 [2020-10-19 04:07:36,534][root][INFO] - ===> Epoch[3749](18741/5): Loss -0.7896, Sem 0.0235, dir -0.9824, norm 0.1693, swav 0.0000 LR: 7.139e-02 Score 99.207 Data time: 0.0993, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0080 [2020-10-19 04:07:38,808][root][INFO] - ===> Epoch[3749](18742/5): Loss -0.8002, Sem 0.0233, dir -0.9835, norm 0.1600, swav 0.0000 LR: 7.139e-02 Score 99.214 Data time: 0.0662, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.1703 [2020-10-19 04:07:40,629][root][INFO] - ===> Epoch[3749](18743/5): Loss -0.8063, Sem 0.0235, dir -0.9833, norm 0.1536, swav 0.0000 LR: 7.139e-02 Score 99.199 Data time: 0.0573, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.7178 [2020-10-19 04:07:43,206][root][INFO] - ===> Epoch[3749](18744/5): Loss -0.7937, Sem 0.0244, dir -0.9828, norm 0.1648, swav 0.0000 LR: 7.138e-02 Score 99.189 Data time: 0.0817, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.4882 [2020-10-19 04:07:45,569][root][INFO] - ===> Epoch[3749](18745/5): Loss -0.7981, Sem 0.0225, dir -0.9836, norm 0.1630, swav 0.0000 LR: 7.138e-02 Score 99.242 Data time: 0.0586, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 2.2570 [2020-10-19 04:07:48,141][root][INFO] - ===> Epoch[3750](18746/5): Loss -0.7890, Sem 0.0230, dir -0.9829, norm 0.1709, swav 0.0000 LR: 7.138e-02 Score 99.238 Data time: 0.0900, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 2.4842 [2020-10-19 04:07:50,396][root][INFO] - ===> Epoch[3750](18747/5): Loss -0.7893, Sem 0.0227, dir -0.9835, norm 0.1715, swav 0.0000 LR: 7.138e-02 Score 99.232 Data time: 0.1884, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 2.1508 [2020-10-19 04:07:52,672][root][INFO] - ===> Epoch[3750](18748/5): Loss -0.7919, Sem 0.0246, dir -0.9822, norm 0.1657, swav 0.0000 LR: 7.138e-02 Score 99.179 Data time: 0.0948, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 2.1658 [2020-10-19 04:07:54,935][root][INFO] - ===> Epoch[3750](18749/5): Loss -0.7949, Sem 0.0243, dir -0.9832, norm 0.1639, swav 0.0000 LR: 7.138e-02 Score 99.209 Data time: 0.0879, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.1495 [2020-10-19 04:07:57,022][root][INFO] - ===> Epoch[3750](18750/5): Loss -0.8032, Sem 0.0209, dir -0.9843, norm 0.1602, swav 0.0000 LR: 7.138e-02 Score 99.302 Data time: 0.0860, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0118 [2020-10-19 04:07:59,196][root][INFO] - ===> Epoch[3751](18751/5): Loss -0.7681, Sem 0.0270, dir -0.9815, norm 0.1864, swav 0.0000 LR: 7.137e-02 Score 99.123 Data time: 0.0751, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0737 [2020-10-19 04:08:00,965][root][INFO] - ===> Epoch[3751](18752/5): Loss -0.7891, Sem 0.0244, dir -0.9821, norm 0.1687, swav 0.0000 LR: 7.137e-02 Score 99.189 Data time: 0.0570, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.6802 [2020-10-19 04:08:03,340][root][INFO] - ===> Epoch[3751](18753/5): Loss -0.7917, Sem 0.0229, dir -0.9821, norm 0.1674, swav 0.0000 LR: 7.137e-02 Score 99.214 Data time: 0.0673, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.3005 [2020-10-19 04:08:05,490][root][INFO] - ===> Epoch[3751](18754/5): Loss -0.7933, Sem 0.0271, dir -0.9826, norm 0.1622, swav 0.0000 LR: 7.137e-02 Score 99.105 Data time: 0.0942, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0378 [2020-10-19 04:08:07,806][root][INFO] - ===> Epoch[3751](18755/5): Loss -0.7885, Sem 0.0244, dir -0.9833, norm 0.1705, swav 0.0000 LR: 7.137e-02 Score 99.205 Data time: 0.0684, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2150 [2020-10-19 04:08:09,757][root][INFO] - ===> Epoch[3752](18756/5): Loss -0.7977, Sem 0.0223, dir -0.9832, norm 0.1632, swav 0.0000 LR: 7.137e-02 Score 99.261 Data time: 0.0625, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.8680 [2020-10-19 04:08:12,068][root][INFO] - ===> Epoch[3752](18757/5): Loss -0.7876, Sem 0.0227, dir -0.9818, norm 0.1715, swav 0.0000 LR: 7.136e-02 Score 99.262 Data time: 0.0904, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2231 [2020-10-19 04:08:14,036][root][INFO] - ===> Epoch[3752](18758/5): Loss -0.8048, Sem 0.0242, dir -0.9839, norm 0.1549, swav 0.0000 LR: 7.136e-02 Score 99.201 Data time: 0.0522, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.8431 [2020-10-19 04:08:16,717][root][INFO] - ===> Epoch[3752](18759/5): Loss -0.8020, Sem 0.0237, dir -0.9835, norm 0.1578, swav 0.0000 LR: 7.136e-02 Score 99.196 Data time: 0.0755, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.6119 [2020-10-19 04:08:19,015][root][INFO] - ===> Epoch[3752](18760/5): Loss -0.7988, Sem 0.0227, dir -0.9846, norm 0.1631, swav 0.0000 LR: 7.136e-02 Score 99.242 Data time: 0.0704, Forward time: 0.7740, Backward time: 1.1758, DDP time: 0.0030, Total iter time: 2.1943 [2020-10-19 04:08:21,123][root][INFO] - ===> Epoch[3753](18761/5): Loss -0.8013, Sem 0.0234, dir -0.9825, norm 0.1577, swav 0.0000 LR: 7.136e-02 Score 99.208 Data time: 0.0703, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.9951 [2020-10-19 04:08:23,020][root][INFO] - ===> Epoch[3753](18762/5): Loss -0.8106, Sem 0.0228, dir -0.9846, norm 0.1512, swav 0.0000 LR: 7.136e-02 Score 99.217 Data time: 0.2860, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.8050 [2020-10-19 04:08:25,206][root][INFO] - ===> Epoch[3753](18763/5): Loss -0.7790, Sem 0.0261, dir -0.9809, norm 0.1758, swav 0.0000 LR: 7.136e-02 Score 99.138 Data time: 0.0988, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0963 [2020-10-19 04:08:27,495][root][INFO] - ===> Epoch[3753](18764/5): Loss -0.8071, Sem 0.0218, dir -0.9848, norm 0.1559, swav 0.0000 LR: 7.135e-02 Score 99.260 Data time: 0.1022, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.1480 [2020-10-19 04:08:29,449][root][INFO] - ===> Epoch[3753](18765/5): Loss -0.7866, Sem 0.0254, dir -0.9823, norm 0.1702, swav 0.0000 LR: 7.135e-02 Score 99.171 Data time: 0.0689, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.8555 [2020-10-19 04:08:32,202][root][INFO] - ===> Epoch[3754](18766/5): Loss -0.7551, Sem 0.0233, dir -0.9822, norm 0.2038, swav 0.0000 LR: 7.135e-02 Score 99.228 Data time: 0.1350, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.6595 [2020-10-19 04:08:34,437][root][INFO] - ===> Epoch[3754](18767/5): Loss -0.7914, Sem 0.0273, dir -0.9828, norm 0.1640, swav 0.0000 LR: 7.135e-02 Score 99.104 Data time: 0.0751, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.1253 [2020-10-19 04:08:36,548][root][INFO] - ===> Epoch[3754](18768/5): Loss -0.7962, Sem 0.0236, dir -0.9835, norm 0.1637, swav 0.0000 LR: 7.135e-02 Score 99.202 Data time: 0.0746, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0235 [2020-10-19 04:08:38,637][root][INFO] - ===> Epoch[3754](18769/5): Loss -0.7950, Sem 0.0205, dir -0.9845, norm 0.1690, swav 0.0000 LR: 7.135e-02 Score 99.319 Data time: 0.0786, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0007 [2020-10-19 04:08:40,657][root][INFO] - ===> Epoch[3754](18770/5): Loss -0.7821, Sem 0.0293, dir -0.9823, norm 0.1709, swav 0.0000 LR: 7.134e-02 Score 99.044 Data time: 0.0569, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.9147 [2020-10-19 04:08:42,913][root][INFO] - ===> Epoch[3755](18771/5): Loss -0.7852, Sem 0.0212, dir -0.9842, norm 0.1778, swav 0.0000 LR: 7.134e-02 Score 99.281 Data time: 0.0874, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.1700 [2020-10-19 04:08:45,155][root][INFO] - ===> Epoch[3755](18772/5): Loss -0.7946, Sem 0.0222, dir -0.9825, norm 0.1656, swav 0.0000 LR: 7.134e-02 Score 99.244 Data time: 0.0667, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.1199 [2020-10-19 04:08:47,248][root][INFO] - ===> Epoch[3755](18773/5): Loss -0.7888, Sem 0.0231, dir -0.9850, norm 0.1730, swav 0.0000 LR: 7.134e-02 Score 99.239 Data time: 0.0582, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0091 [2020-10-19 04:08:49,445][root][INFO] - ===> Epoch[3755](18774/5): Loss -0.7884, Sem 0.0246, dir -0.9823, norm 0.1692, swav 0.0000 LR: 7.134e-02 Score 99.200 Data time: 0.0976, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.1199 [2020-10-19 04:08:51,446][root][INFO] - ===> Epoch[3755](18775/5): Loss -0.7946, Sem 0.0233, dir -0.9831, norm 0.1653, swav 0.0000 LR: 7.134e-02 Score 99.217 Data time: 0.0750, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.8941 [2020-10-19 04:08:53,832][root][INFO] - ===> Epoch[3756](18776/5): Loss -0.8023, Sem 0.0217, dir -0.9822, norm 0.1583, swav 0.0000 LR: 7.133e-02 Score 99.259 Data time: 0.0745, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2858 [2020-10-19 04:08:56,497][root][INFO] - ===> Epoch[3756](18777/5): Loss -0.8166, Sem 0.0213, dir -0.9850, norm 0.1470, swav 0.0000 LR: 7.133e-02 Score 99.283 Data time: 0.0827, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.5871 [2020-10-19 04:08:58,892][root][INFO] - ===> Epoch[3756](18778/5): Loss -0.8060, Sem 0.0209, dir -0.9834, norm 0.1564, swav 0.0000 LR: 7.133e-02 Score 99.287 Data time: 0.0808, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2932 [2020-10-19 04:09:00,562][root][INFO] - ===> Epoch[3756](18779/5): Loss -0.7995, Sem 0.0278, dir -0.9829, norm 0.1556, swav 0.0000 LR: 7.133e-02 Score 99.103 Data time: 0.0587, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.5685 [2020-10-19 04:09:02,575][root][INFO] - ===> Epoch[3756](18780/5): Loss -0.7918, Sem 0.0235, dir -0.9833, norm 0.1681, swav 0.0000 LR: 7.133e-02 Score 99.223 Data time: 0.0549, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.9339 [2020-10-19 04:09:04,714][root][INFO] - ===> Epoch[3757](18781/5): Loss -0.8106, Sem 0.0208, dir -0.9848, norm 0.1534, swav 0.0000 LR: 7.133e-02 Score 99.288 Data time: 0.1142, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0453 [2020-10-19 04:09:07,550][root][INFO] - ===> Epoch[3757](18782/5): Loss -0.7807, Sem 0.0283, dir -0.9819, norm 0.1729, swav 0.0000 LR: 7.133e-02 Score 99.165 Data time: 0.0787, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.7293 [2020-10-19 04:09:10,028][root][INFO] - ===> Epoch[3757](18783/5): Loss -0.7997, Sem 0.0218, dir -0.9831, norm 0.1617, swav 0.0000 LR: 7.132e-02 Score 99.270 Data time: 0.1068, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.3808 [2020-10-19 04:09:12,067][root][INFO] - ===> Epoch[3757](18784/5): Loss -0.8113, Sem 0.0208, dir -0.9850, norm 0.1529, swav 0.0000 LR: 7.132e-02 Score 99.315 Data time: 0.0759, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.9240 [2020-10-19 04:09:14,165][root][INFO] - ===> Epoch[3757](18785/5): Loss -0.8078, Sem 0.0229, dir -0.9844, norm 0.1537, swav 0.0000 LR: 7.132e-02 Score 99.235 Data time: 0.0807, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0162 [2020-10-19 04:09:16,091][root][INFO] - ===> Epoch[3758](18786/5): Loss -0.7898, Sem 0.0249, dir -0.9824, norm 0.1678, swav 0.0000 LR: 7.132e-02 Score 99.194 Data time: 0.0723, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.8376 [2020-10-19 04:09:18,166][root][INFO] - ===> Epoch[3758](18787/5): Loss -0.8112, Sem 0.0195, dir -0.9853, norm 0.1545, swav 0.0000 LR: 7.132e-02 Score 99.348 Data time: 0.0883, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0106 [2020-10-19 04:09:20,575][root][INFO] - ===> Epoch[3758](18788/5): Loss -0.8089, Sem 0.0221, dir -0.9845, norm 0.1535, swav 0.0000 LR: 7.132e-02 Score 99.269 Data time: 0.0816, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2994 [2020-10-19 04:09:23,212][root][INFO] - ===> Epoch[3758](18789/5): Loss -0.8106, Sem 0.0191, dir -0.9848, norm 0.1551, swav 0.0000 LR: 7.131e-02 Score 99.356 Data time: 0.0831, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.5259 [2020-10-19 04:09:25,487][root][INFO] - ===> Epoch[3758](18790/5): Loss -0.8232, Sem 0.0203, dir -0.9848, norm 0.1413, swav 0.0000 LR: 7.131e-02 Score 99.316 Data time: 0.0976, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.1591 [2020-10-19 04:09:27,901][root][INFO] - ===> Epoch[3759](18791/5): Loss -0.7783, Sem 0.0212, dir -0.9836, norm 0.1841, swav 0.0000 LR: 7.131e-02 Score 99.314 Data time: 0.0521, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2955 [2020-10-19 04:09:30,233][root][INFO] - ===> Epoch[3759](18792/5): Loss -0.8032, Sem 0.0236, dir -0.9845, norm 0.1576, swav 0.0000 LR: 7.131e-02 Score 99.196 Data time: 0.1019, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2259 [2020-10-19 04:09:32,667][root][INFO] - ===> Epoch[3759](18793/5): Loss -0.8077, Sem 0.0223, dir -0.9844, norm 0.1544, swav 0.0000 LR: 7.131e-02 Score 99.237 Data time: 0.0755, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.3161 [2020-10-19 04:09:34,789][root][INFO] - ===> Epoch[3759](18794/5): Loss -0.7912, Sem 0.0236, dir -0.9826, norm 0.1677, swav 0.0000 LR: 7.131e-02 Score 99.217 Data time: 0.0578, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0327 [2020-10-19 04:09:37,096][root][INFO] - ===> Epoch[3759](18795/5): Loss -0.8035, Sem 0.0215, dir -0.9843, norm 0.1593, swav 0.0000 LR: 7.131e-02 Score 99.307 Data time: 0.0731, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2201 [2020-10-19 04:09:38,997][root][INFO] - ===> Epoch[3760](18796/5): Loss -0.8095, Sem 0.0224, dir -0.9843, norm 0.1524, swav 0.0000 LR: 7.130e-02 Score 99.234 Data time: 0.0801, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.7936 [2020-10-19 04:09:41,366][root][INFO] - ===> Epoch[3760](18797/5): Loss -0.7946, Sem 0.0231, dir -0.9819, norm 0.1641, swav 0.0000 LR: 7.130e-02 Score 99.220 Data time: 0.1096, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2645 [2020-10-19 04:09:43,577][root][INFO] - ===> Epoch[3760](18798/5): Loss -0.8154, Sem 0.0220, dir -0.9844, norm 0.1471, swav 0.0000 LR: 7.130e-02 Score 99.250 Data time: 0.2576, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.1220 [2020-10-19 04:09:46,102][root][INFO] - ===> Epoch[3760](18799/5): Loss -0.7899, Sem 0.0217, dir -0.9843, norm 0.1727, swav 0.0000 LR: 7.130e-02 Score 99.295 Data time: 0.1040, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.4296 [2020-10-19 04:09:48,057][root][INFO] - ===> Epoch[3760](18800/5): Loss -0.8148, Sem 0.0210, dir -0.9856, norm 0.1498, swav 0.0000 LR: 7.130e-02 Score 99.301 Data time: 0.0680, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.8736 [2020-10-19 04:09:48,982][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 04:09:49,128][root][INFO] - ===> Start testing [2020-10-19 04:10:27,798][root][INFO] - 68/68: Data time: 0.1283, Iter time: 0.2231 Loss 0.289 (AVG: 0.527) Score 93.308 (AVG: 90.321) mIOU 69.671 mAP 84.079 mAcc 76.686 IOU: 61.505 0.260 83.177 74.795 93.733 92.112 35.951 75.710 97.119 67.015 80.093 86.303 57.951 mAP: 82.254 17.780 92.513 88.227 98.613 98.658 58.805 96.494 99.726 81.815 92.620 95.127 90.397 mAcc: 79.050 2.370 85.952 82.488 95.974 96.875 39.732 94.745 97.898 74.586 89.448 95.554 62.242 [2020-10-19 04:10:27,800][root][INFO] - Finished test. Elapsed time: 38.6693 [2020-10-19 04:10:30,694][root][INFO] - [2020-10-19 04:10:30,694][root][INFO] - ################################################################ [2020-10-19 04:10:30,694][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 04:10:30,694][root][INFO] - ################################################################ [2020-10-19 04:10:30,694][root][INFO] - clutter : nan nan nan [2020-10-19 04:10:30,694][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 04:10:30,694][root][INFO] - board : 0.773 0.823 0.880 [2020-10-19 04:10:30,694][root][INFO] - bookcase : 0.213 0.317 0.489 [2020-10-19 04:10:30,694][root][INFO] - ceiling : 0.527 0.586 0.605 [2020-10-19 04:10:30,694][root][INFO] - chair : 0.832 0.903 0.924 [2020-10-19 04:10:30,694][root][INFO] - column : 0.221 0.321 0.456 [2020-10-19 04:10:30,694][root][INFO] - door : 0.684 0.821 0.926 [2020-10-19 04:10:30,695][root][INFO] - floor : 0.889 0.895 0.909 [2020-10-19 04:10:30,695][root][INFO] - sofa : 0.445 0.636 0.636 [2020-10-19 04:10:30,695][root][INFO] - table : 0.125 0.295 0.657 [2020-10-19 04:10:30,695][root][INFO] - wall : 0.519 0.725 0.815 [2020-10-19 04:10:30,695][root][INFO] - window : 0.545 0.765 0.765 [2020-10-19 04:10:30,695][root][INFO] - ---------------------------------------------------------------- [2020-10-19 04:10:30,695][root][INFO] - average : 0.481 0.591 0.672 [2020-10-19 04:10:30,695][root][INFO] - [2020-10-19 04:10:30,862][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 04:10:30,863][root][INFO] - Current best mIoU: 70.649 at iter 17600 [2020-10-19 04:10:32,485][root][INFO] - ===> Epoch[3761](18801/5): Loss -0.8189, Sem 0.0235, dir -0.9835, norm 0.1411, swav 0.0000 LR: 7.130e-02 Score 99.205 Data time: 0.0726, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.6166 [2020-10-19 04:10:34,594][root][INFO] - ===> Epoch[3761](18802/5): Loss -0.8067, Sem 0.0223, dir -0.9841, norm 0.1551, swav 0.0000 LR: 7.129e-02 Score 99.251 Data time: 0.0762, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0067 [2020-10-19 04:10:36,671][root][INFO] - ===> Epoch[3761](18803/5): Loss -0.8118, Sem 0.0223, dir -0.9854, norm 0.1513, swav 0.0000 LR: 7.129e-02 Score 99.245 Data time: 0.0747, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.9889 [2020-10-19 04:10:38,456][root][INFO] - ===> Epoch[3761](18804/5): Loss -0.8220, Sem 0.0209, dir -0.9859, norm 0.1430, swav 0.0000 LR: 7.129e-02 Score 99.323 Data time: 0.0951, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.7137 [2020-10-19 04:10:40,722][root][INFO] - ===> Epoch[3761](18805/5): Loss -0.8139, Sem 0.0206, dir -0.9849, norm 0.1504, swav 0.0000 LR: 7.129e-02 Score 99.300 Data time: 0.0726, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.1533 [2020-10-19 04:10:42,952][root][INFO] - ===> Epoch[3762](18806/5): Loss -0.7927, Sem 0.0231, dir -0.9820, norm 0.1663, swav 0.0000 LR: 7.129e-02 Score 99.252 Data time: 0.0893, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.1186 [2020-10-19 04:10:44,878][root][INFO] - ===> Epoch[3762](18807/5): Loss -0.8001, Sem 0.0212, dir -0.9837, norm 0.1624, swav 0.0000 LR: 7.129e-02 Score 99.302 Data time: 0.0658, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.7875 [2020-10-19 04:10:47,081][root][INFO] - ===> Epoch[3762](18808/5): Loss -0.8160, Sem 0.0225, dir -0.9838, norm 0.1452, swav 0.0000 LR: 7.129e-02 Score 99.236 Data time: 0.0725, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.1447 [2020-10-19 04:10:49,421][root][INFO] - ===> Epoch[3762](18809/5): Loss -0.7931, Sem 0.0207, dir -0.9843, norm 0.1704, swav 0.0000 LR: 7.128e-02 Score 99.304 Data time: 0.0761, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.2411 [2020-10-19 04:10:51,330][root][INFO] - ===> Epoch[3762](18810/5): Loss -0.8180, Sem 0.0196, dir -0.9855, norm 0.1479, swav 0.0000 LR: 7.128e-02 Score 99.331 Data time: 0.0788, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.8199 [2020-10-19 04:10:53,761][root][INFO] - ===> Epoch[3763](18811/5): Loss -0.7864, Sem 0.0255, dir -0.9828, norm 0.1709, swav 0.0000 LR: 7.128e-02 Score 99.172 Data time: 0.0827, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.3426 [2020-10-19 04:10:56,024][root][INFO] - ===> Epoch[3763](18812/5): Loss -0.8076, Sem 0.0231, dir -0.9837, norm 0.1530, swav 0.0000 LR: 7.128e-02 Score 99.243 Data time: 0.0680, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.1555 [2020-10-19 04:10:57,837][root][INFO] - ===> Epoch[3763](18813/5): Loss -0.8141, Sem 0.0209, dir -0.9853, norm 0.1503, swav 0.0000 LR: 7.128e-02 Score 99.292 Data time: 0.0607, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.7214 [2020-10-19 04:10:59,878][root][INFO] - ===> Epoch[3763](18814/5): Loss -0.8167, Sem 0.0214, dir -0.9832, norm 0.1451, swav 0.0000 LR: 7.128e-02 Score 99.277 Data time: 0.0577, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.9580 [2020-10-19 04:11:02,726][root][INFO] - ===> Epoch[3763](18815/5): Loss -0.7866, Sem 0.0215, dir -0.9832, norm 0.1750, swav 0.0000 LR: 7.127e-02 Score 99.284 Data time: 0.0728, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.7853 [2020-10-19 04:11:05,042][root][INFO] - ===> Epoch[3764](18816/5): Loss -0.7886, Sem 0.0213, dir -0.9828, norm 0.1729, swav 0.0000 LR: 7.127e-02 Score 99.291 Data time: 0.0673, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2222 [2020-10-19 04:11:07,142][root][INFO] - ===> Epoch[3764](18817/5): Loss -0.8112, Sem 0.0214, dir -0.9844, norm 0.1518, swav 0.0000 LR: 7.127e-02 Score 99.290 Data time: 0.0917, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.0131 [2020-10-19 04:11:09,127][root][INFO] - ===> Epoch[3764](18818/5): Loss -0.8167, Sem 0.0215, dir -0.9848, norm 0.1466, swav 0.0000 LR: 7.127e-02 Score 99.291 Data time: 0.0624, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.8879 [2020-10-19 04:11:11,730][root][INFO] - ===> Epoch[3764](18819/5): Loss -0.8138, Sem 0.0201, dir -0.9851, norm 0.1512, swav 0.0000 LR: 7.127e-02 Score 99.318 Data time: 0.0861, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.5450 [2020-10-19 04:11:13,804][root][INFO] - ===> Epoch[3764](18820/5): Loss -0.8135, Sem 0.0215, dir -0.9849, norm 0.1499, swav 0.0000 LR: 7.127e-02 Score 99.287 Data time: 0.0801, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.9712 [2020-10-19 04:11:15,937][root][INFO] - ===> Epoch[3765](18821/5): Loss -0.8200, Sem 0.0203, dir -0.9865, norm 0.1462, swav 0.0000 LR: 7.126e-02 Score 99.314 Data time: 0.0625, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0321 [2020-10-19 04:11:18,381][root][INFO] - ===> Epoch[3765](18822/5): Loss -0.8089, Sem 0.0213, dir -0.9847, norm 0.1545, swav 0.0000 LR: 7.126e-02 Score 99.289 Data time: 0.1321, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.3476 [2020-10-19 04:11:20,367][root][INFO] - ===> Epoch[3765](18823/5): Loss -0.8127, Sem 0.0215, dir -0.9847, norm 0.1505, swav 0.0000 LR: 7.126e-02 Score 99.293 Data time: 0.0818, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.8581 [2020-10-19 04:11:22,654][root][INFO] - ===> Epoch[3765](18824/5): Loss -0.8104, Sem 0.0221, dir -0.9833, norm 0.1509, swav 0.0000 LR: 7.126e-02 Score 99.266 Data time: 0.0969, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.1980 [2020-10-19 04:11:25,161][root][INFO] - ===> Epoch[3765](18825/5): Loss -0.7993, Sem 0.0216, dir -0.9836, norm 0.1627, swav 0.0000 LR: 7.126e-02 Score 99.286 Data time: 0.0695, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.4022 [2020-10-19 04:11:27,240][root][INFO] - ===> Epoch[3766](18826/5): Loss -0.8223, Sem 0.0223, dir -0.9848, norm 0.1402, swav 0.0000 LR: 7.126e-02 Score 99.265 Data time: 0.0714, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.9998 [2020-10-19 04:11:29,867][root][INFO] - ===> Epoch[3766](18827/5): Loss -0.8186, Sem 0.0220, dir -0.9837, norm 0.1431, swav 0.0000 LR: 7.126e-02 Score 99.275 Data time: 0.1217, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.5411 [2020-10-19 04:11:32,144][root][INFO] - ===> Epoch[3766](18828/5): Loss -0.8071, Sem 0.0230, dir -0.9852, norm 0.1552, swav 0.0000 LR: 7.125e-02 Score 99.221 Data time: 0.0679, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.1625 [2020-10-19 04:11:34,350][root][INFO] - ===> Epoch[3766](18829/5): Loss -0.8071, Sem 0.0240, dir -0.9833, norm 0.1523, swav 0.0000 LR: 7.125e-02 Score 99.187 Data time: 0.0665, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.1137 [2020-10-19 04:11:36,697][root][INFO] - ===> Epoch[3766](18830/5): Loss -0.8110, Sem 0.0188, dir -0.9851, norm 0.1553, swav 0.0000 LR: 7.125e-02 Score 99.371 Data time: 0.0633, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2457 [2020-10-19 04:11:38,654][root][INFO] - ===> Epoch[3767](18831/5): Loss -0.8188, Sem 0.0190, dir -0.9854, norm 0.1477, swav 0.0000 LR: 7.125e-02 Score 99.357 Data time: 0.0662, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.8772 [2020-10-19 04:11:40,969][root][INFO] - ===> Epoch[3767](18832/5): Loss -0.8065, Sem 0.0214, dir -0.9836, norm 0.1557, swav 0.0000 LR: 7.125e-02 Score 99.272 Data time: 0.0691, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2259 [2020-10-19 04:11:43,044][root][INFO] - ===> Epoch[3767](18833/5): Loss -0.8113, Sem 0.0212, dir -0.9845, norm 0.1521, swav 0.0000 LR: 7.125e-02 Score 99.272 Data time: 0.0462, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.9580 [2020-10-19 04:11:45,033][root][INFO] - ===> Epoch[3767](18834/5): Loss -0.8038, Sem 0.0237, dir -0.9834, norm 0.1559, swav 0.0000 LR: 7.124e-02 Score 99.224 Data time: 0.0840, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.9017 [2020-10-19 04:11:46,971][root][INFO] - ===> Epoch[3767](18835/5): Loss -0.8129, Sem 0.0217, dir -0.9827, norm 0.1482, swav 0.0000 LR: 7.124e-02 Score 99.260 Data time: 0.0692, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.8246 [2020-10-19 04:11:49,065][root][INFO] - ===> Epoch[3768](18836/5): Loss -0.8083, Sem 0.0221, dir -0.9846, norm 0.1542, swav 0.0000 LR: 7.124e-02 Score 99.253 Data time: 0.0770, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0205 [2020-10-19 04:11:51,383][root][INFO] - ===> Epoch[3768](18837/5): Loss -0.8194, Sem 0.0207, dir -0.9854, norm 0.1453, swav 0.0000 LR: 7.124e-02 Score 99.305 Data time: 0.0711, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2003 [2020-10-19 04:11:53,695][root][INFO] - ===> Epoch[3768](18838/5): Loss -0.8195, Sem 0.0170, dir -0.9851, norm 0.1487, swav 0.0000 LR: 7.124e-02 Score 99.424 Data time: 0.0477, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2013 [2020-10-19 04:11:55,361][root][INFO] - ===> Epoch[3768](18839/5): Loss -0.8077, Sem 0.0232, dir -0.9835, norm 0.1526, swav 0.0000 LR: 7.124e-02 Score 99.208 Data time: 0.0688, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.5872 [2020-10-19 04:11:57,535][root][INFO] - ===> Epoch[3768](18840/5): Loss -0.8009, Sem 0.0214, dir -0.9847, norm 0.1624, swav 0.0000 LR: 7.124e-02 Score 99.295 Data time: 0.0663, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0719 [2020-10-19 04:11:59,860][root][INFO] - ===> Epoch[3769](18841/5): Loss -0.8008, Sem 0.0255, dir -0.9829, norm 0.1567, swav 0.0000 LR: 7.123e-02 Score 99.136 Data time: 0.0691, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2085 [2020-10-19 04:12:02,276][root][INFO] - ===> Epoch[3769](18842/5): Loss -0.8171, Sem 0.0207, dir -0.9854, norm 0.1476, swav 0.0000 LR: 7.123e-02 Score 99.292 Data time: 0.0665, Forward time: 0.7740, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.3215 [2020-10-19 04:12:04,563][root][INFO] - ===> Epoch[3769](18843/5): Loss -0.7969, Sem 0.0216, dir -0.9841, norm 0.1656, swav 0.0000 LR: 7.123e-02 Score 99.283 Data time: 0.0912, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.1927 [2020-10-19 04:12:07,213][root][INFO] - ===> Epoch[3769](18844/5): Loss -0.8064, Sem 0.0216, dir -0.9830, norm 0.1550, swav 0.0000 LR: 7.123e-02 Score 99.291 Data time: 0.0927, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.5237 [2020-10-19 04:12:09,445][root][INFO] - ===> Epoch[3769](18845/5): Loss -0.8220, Sem 0.0201, dir -0.9860, norm 0.1439, swav 0.0000 LR: 7.123e-02 Score 99.321 Data time: 0.0951, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0895 [2020-10-19 04:12:11,330][root][INFO] - ===> Epoch[3770](18846/5): Loss -0.8124, Sem 0.0227, dir -0.9829, norm 0.1477, swav 0.0000 LR: 7.123e-02 Score 99.221 Data time: 0.0674, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.7719 [2020-10-19 04:12:13,624][root][INFO] - ===> Epoch[3770](18847/5): Loss -0.8067, Sem 0.0206, dir -0.9848, norm 0.1575, swav 0.0000 LR: 7.122e-02 Score 99.312 Data time: 0.1341, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2033 [2020-10-19 04:12:15,757][root][INFO] - ===> Epoch[3770](18848/5): Loss -0.8213, Sem 0.0190, dir -0.9855, norm 0.1452, swav 0.0000 LR: 7.122e-02 Score 99.354 Data time: 0.1579, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0363 [2020-10-19 04:12:18,085][root][INFO] - ===> Epoch[3770](18849/5): Loss -0.8021, Sem 0.0226, dir -0.9822, norm 0.1575, swav 0.0000 LR: 7.122e-02 Score 99.241 Data time: 0.1028, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.2058 [2020-10-19 04:12:20,363][root][INFO] - ===> Epoch[3770](18850/5): Loss -0.8160, Sem 0.0209, dir -0.9840, norm 0.1471, swav 0.0000 LR: 7.122e-02 Score 99.314 Data time: 0.0767, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.1811 [2020-10-19 04:12:22,582][root][INFO] - ===> Epoch[3771](18851/5): Loss -0.8160, Sem 0.0218, dir -0.9837, norm 0.1459, swav 0.0000 LR: 7.122e-02 Score 99.281 Data time: 0.0503, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.1505 [2020-10-19 04:12:25,196][root][INFO] - ===> Epoch[3771](18852/5): Loss -0.8058, Sem 0.0206, dir -0.9853, norm 0.1589, swav 0.0000 LR: 7.122e-02 Score 99.328 Data time: 0.1619, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.5468 [2020-10-19 04:12:27,406][root][INFO] - ===> Epoch[3771](18853/5): Loss -0.7929, Sem 0.0255, dir -0.9836, norm 0.1651, swav 0.0000 LR: 7.121e-02 Score 99.171 Data time: 0.0836, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0802 [2020-10-19 04:12:29,304][root][INFO] - ===> Epoch[3771](18854/5): Loss -0.8277, Sem 0.0200, dir -0.9853, norm 0.1376, swav 0.0000 LR: 7.121e-02 Score 99.319 Data time: 0.0600, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.7849 [2020-10-19 04:12:31,433][root][INFO] - ===> Epoch[3771](18855/5): Loss -0.8156, Sem 0.0190, dir -0.9848, norm 0.1502, swav 0.0000 LR: 7.121e-02 Score 99.354 Data time: 0.0863, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.0962 [2020-10-19 04:12:33,445][root][INFO] - ===> Epoch[3772](18856/5): Loss -0.8034, Sem 0.0235, dir -0.9826, norm 0.1557, swav 0.0000 LR: 7.121e-02 Score 99.211 Data time: 0.0874, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.9148 [2020-10-19 04:12:35,983][root][INFO] - ===> Epoch[3772](18857/5): Loss -0.7888, Sem 0.0226, dir -0.9837, norm 0.1722, swav 0.0000 LR: 7.121e-02 Score 99.271 Data time: 0.0648, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.4537 [2020-10-19 04:12:38,297][root][INFO] - ===> Epoch[3772](18858/5): Loss -0.8076, Sem 0.0227, dir -0.9848, norm 0.1545, swav 0.0000 LR: 7.121e-02 Score 99.239 Data time: 0.0506, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2474 [2020-10-19 04:12:40,485][root][INFO] - ===> Epoch[3772](18859/5): Loss -0.8044, Sem 0.0207, dir -0.9845, norm 0.1593, swav 0.0000 LR: 7.121e-02 Score 99.283 Data time: 0.0682, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.1193 [2020-10-19 04:12:42,303][root][INFO] - ===> Epoch[3772](18860/5): Loss -0.8168, Sem 0.0209, dir -0.9835, norm 0.1458, swav 0.0000 LR: 7.120e-02 Score 99.286 Data time: 0.0813, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.7228 [2020-10-19 04:12:44,366][root][INFO] - ===> Epoch[3773](18861/5): Loss -0.7887, Sem 0.0213, dir -0.9827, norm 0.1728, swav 0.0000 LR: 7.120e-02 Score 99.307 Data time: 0.0684, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.9682 [2020-10-19 04:12:46,924][root][INFO] - ===> Epoch[3773](18862/5): Loss -0.7900, Sem 0.0220, dir -0.9837, norm 0.1718, swav 0.0000 LR: 7.120e-02 Score 99.257 Data time: 0.0783, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.4494 [2020-10-19 04:12:49,293][root][INFO] - ===> Epoch[3773](18863/5): Loss -0.8050, Sem 0.0209, dir -0.9855, norm 0.1596, swav 0.0000 LR: 7.120e-02 Score 99.299 Data time: 0.0598, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2597 [2020-10-19 04:12:51,309][root][INFO] - ===> Epoch[3773](18864/5): Loss -0.8079, Sem 0.0241, dir -0.9842, norm 0.1522, swav 0.0000 LR: 7.120e-02 Score 99.182 Data time: 0.0608, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.9202 [2020-10-19 04:12:53,659][root][INFO] - ===> Epoch[3773](18865/5): Loss -0.8085, Sem 0.0204, dir -0.9854, norm 0.1565, swav 0.0000 LR: 7.120e-02 Score 99.314 Data time: 0.0502, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2475 [2020-10-19 04:12:56,128][root][INFO] - ===> Epoch[3774](18866/5): Loss -0.8119, Sem 0.0203, dir -0.9840, norm 0.1517, swav 0.0000 LR: 7.119e-02 Score 99.309 Data time: 0.1228, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.3768 [2020-10-19 04:12:58,279][root][INFO] - ===> Epoch[3774](18867/5): Loss -0.7883, Sem 0.0201, dir -0.9824, norm 0.1740, swav 0.0000 LR: 7.119e-02 Score 99.331 Data time: 0.0889, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0436 [2020-10-19 04:13:00,556][root][INFO] - ===> Epoch[3774](18868/5): Loss -0.8069, Sem 0.0197, dir -0.9851, norm 0.1585, swav 0.0000 LR: 7.119e-02 Score 99.359 Data time: 0.0624, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.1771 [2020-10-19 04:13:02,644][root][INFO] - ===> Epoch[3774](18869/5): Loss -0.8026, Sem 0.0212, dir -0.9850, norm 0.1612, swav 0.0000 LR: 7.119e-02 Score 99.292 Data time: 0.0738, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.9927 [2020-10-19 04:13:04,610][root][INFO] - ===> Epoch[3774](18870/5): Loss -0.8093, Sem 0.0218, dir -0.9840, norm 0.1528, swav 0.0000 LR: 7.119e-02 Score 99.264 Data time: 0.1046, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.8617 [2020-10-19 04:13:06,732][root][INFO] - ===> Epoch[3775](18871/5): Loss -0.8087, Sem 0.0212, dir -0.9846, norm 0.1547, swav 0.0000 LR: 7.119e-02 Score 99.297 Data time: 0.0764, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0198 [2020-10-19 04:13:08,887][root][INFO] - ===> Epoch[3775](18872/5): Loss -0.8087, Sem 0.0200, dir -0.9856, norm 0.1568, swav 0.0000 LR: 7.119e-02 Score 99.327 Data time: 0.0729, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0562 [2020-10-19 04:13:10,840][root][INFO] - ===> Epoch[3775](18873/5): Loss -0.8218, Sem 0.0213, dir -0.9848, norm 0.1418, swav 0.0000 LR: 7.118e-02 Score 99.287 Data time: 0.0857, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.8404 [2020-10-19 04:13:13,112][root][INFO] - ===> Epoch[3775](18874/5): Loss -0.7891, Sem 0.0219, dir -0.9832, norm 0.1722, swav 0.0000 LR: 7.118e-02 Score 99.278 Data time: 0.0672, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.1656 [2020-10-19 04:13:15,411][root][INFO] - ===> Epoch[3775](18875/5): Loss -0.7966, Sem 0.0210, dir -0.9839, norm 0.1663, swav 0.0000 LR: 7.118e-02 Score 99.295 Data time: 0.0813, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2114 [2020-10-19 04:13:17,477][root][INFO] - ===> Epoch[3776](18876/5): Loss -0.8154, Sem 0.0221, dir -0.9842, norm 0.1467, swav 0.0000 LR: 7.118e-02 Score 99.260 Data time: 0.0706, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.9709 [2020-10-19 04:13:19,972][root][INFO] - ===> Epoch[3776](18877/5): Loss -0.7946, Sem 0.0214, dir -0.9841, norm 0.1681, swav 0.0000 LR: 7.118e-02 Score 99.272 Data time: 0.0912, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.3935 [2020-10-19 04:13:21,867][root][INFO] - ===> Epoch[3776](18878/5): Loss -0.8162, Sem 0.0183, dir -0.9844, norm 0.1500, swav 0.0000 LR: 7.118e-02 Score 99.373 Data time: 0.0678, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.7839 [2020-10-19 04:13:24,079][root][INFO] - ===> Epoch[3776](18879/5): Loss -0.8095, Sem 0.0182, dir -0.9855, norm 0.1578, swav 0.0000 LR: 7.117e-02 Score 99.388 Data time: 0.1273, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.1372 [2020-10-19 04:13:26,688][root][INFO] - ===> Epoch[3776](18880/5): Loss -0.8085, Sem 0.0230, dir -0.9834, norm 0.1519, swav 0.0000 LR: 7.117e-02 Score 99.218 Data time: 0.0944, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.4945 [2020-10-19 04:13:29,101][root][INFO] - ===> Epoch[3777](18881/5): Loss -0.7963, Sem 0.0193, dir -0.9856, norm 0.1700, swav 0.0000 LR: 7.117e-02 Score 99.357 Data time: 0.0856, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2909 [2020-10-19 04:13:31,055][root][INFO] - ===> Epoch[3777](18882/5): Loss -0.8181, Sem 0.0197, dir -0.9862, norm 0.1483, swav 0.0000 LR: 7.117e-02 Score 99.336 Data time: 0.0672, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.8381 [2020-10-19 04:13:33,247][root][INFO] - ===> Epoch[3777](18883/5): Loss -0.8071, Sem 0.0207, dir -0.9844, norm 0.1566, swav 0.0000 LR: 7.117e-02 Score 99.294 Data time: 0.0631, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.1183 [2020-10-19 04:13:35,588][root][INFO] - ===> Epoch[3777](18884/5): Loss -0.8006, Sem 0.0197, dir -0.9839, norm 0.1635, swav 0.0000 LR: 7.117e-02 Score 99.345 Data time: 0.0697, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.2492 [2020-10-19 04:13:37,602][root][INFO] - ===> Epoch[3777](18885/5): Loss -0.7898, Sem 0.0230, dir -0.9816, norm 0.1688, swav 0.0000 LR: 7.117e-02 Score 99.242 Data time: 0.0835, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.8981 [2020-10-19 04:13:39,826][root][INFO] - ===> Epoch[3778](18886/5): Loss -0.8152, Sem 0.0202, dir -0.9843, norm 0.1490, swav 0.0000 LR: 7.116e-02 Score 99.322 Data time: 0.0701, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.1210 [2020-10-19 04:13:41,686][root][INFO] - ===> Epoch[3778](18887/5): Loss -0.7989, Sem 0.0208, dir -0.9841, norm 0.1644, swav 0.0000 LR: 7.116e-02 Score 99.294 Data time: 0.0890, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.7906 [2020-10-19 04:13:44,163][root][INFO] - ===> Epoch[3778](18888/5): Loss -0.8152, Sem 0.0199, dir -0.9846, norm 0.1495, swav 0.0000 LR: 7.116e-02 Score 99.334 Data time: 0.0722, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.3752 [2020-10-19 04:13:46,203][root][INFO] - ===> Epoch[3778](18889/5): Loss -0.8162, Sem 0.0212, dir -0.9847, norm 0.1473, swav 0.0000 LR: 7.116e-02 Score 99.291 Data time: 0.0911, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.9457 [2020-10-19 04:13:48,481][root][INFO] - ===> Epoch[3778](18890/5): Loss -0.8134, Sem 0.0208, dir -0.9834, norm 0.1492, swav 0.0000 LR: 7.116e-02 Score 99.305 Data time: 0.0662, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.1650 [2020-10-19 04:13:50,583][root][INFO] - ===> Epoch[3779](18891/5): Loss -0.7939, Sem 0.0238, dir -0.9827, norm 0.1651, swav 0.0000 LR: 7.116e-02 Score 99.235 Data time: 0.0523, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0147 [2020-10-19 04:13:52,718][root][INFO] - ===> Epoch[3779](18892/5): Loss -0.8137, Sem 0.0205, dir -0.9859, norm 0.1516, swav 0.0000 LR: 7.115e-02 Score 99.310 Data time: 0.1005, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.0496 [2020-10-19 04:13:55,238][root][INFO] - ===> Epoch[3779](18893/5): Loss -0.8077, Sem 0.0213, dir -0.9836, norm 0.1546, swav 0.0000 LR: 7.115e-02 Score 99.288 Data time: 0.0661, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.4084 [2020-10-19 04:13:57,746][root][INFO] - ===> Epoch[3779](18894/5): Loss -0.8044, Sem 0.0181, dir -0.9847, norm 0.1622, swav 0.0000 LR: 7.115e-02 Score 99.398 Data time: 0.0908, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.4133 [2020-10-19 04:13:59,811][root][INFO] - ===> Epoch[3779](18895/5): Loss -0.8068, Sem 0.0223, dir -0.9834, norm 0.1543, swav 0.0000 LR: 7.115e-02 Score 99.263 Data time: 0.0714, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.9283 [2020-10-19 04:14:02,397][root][INFO] - ===> Epoch[3780](18896/5): Loss -0.8128, Sem 0.0208, dir -0.9857, norm 0.1521, swav 0.0000 LR: 7.115e-02 Score 99.314 Data time: 0.0944, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.5068 [2020-10-19 04:14:04,570][root][INFO] - ===> Epoch[3780](18897/5): Loss -0.8118, Sem 0.0207, dir -0.9843, norm 0.1519, swav 0.0000 LR: 7.115e-02 Score 99.295 Data time: 0.0838, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.0708 [2020-10-19 04:14:06,516][root][INFO] - ===> Epoch[3780](18898/5): Loss -0.8182, Sem 0.0197, dir -0.9851, norm 0.1473, swav 0.0000 LR: 7.114e-02 Score 99.321 Data time: 0.0784, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 1.8305 [2020-10-19 04:14:08,716][root][INFO] - ===> Epoch[3780](18899/5): Loss -0.7926, Sem 0.0209, dir -0.9839, norm 0.1704, swav 0.0000 LR: 7.114e-02 Score 99.316 Data time: 0.0792, Forward time: 0.7741, Backward time: 1.1757, DDP time: 0.0030, Total iter time: 2.1249 [2020-10-19 04:14:10,673][root][INFO] - ===> Epoch[3780](18900/5): Loss -0.8034, Sem 0.0208, dir -0.9842, norm 0.1601, swav 0.0000 LR: 7.114e-02 Score 99.307 Data time: 0.0866, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.8445 [2020-10-19 04:14:11,843][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 04:14:13,705][root][INFO] - ===> Epoch[3781](18901/5): Loss -0.7936, Sem 0.0211, dir -0.9847, norm 0.1699, swav 0.0000 LR: 7.114e-02 Score 99.294 Data time: 0.0799, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.6884 [2020-10-19 04:14:15,668][root][INFO] - ===> Epoch[3781](18902/5): Loss -0.7884, Sem 0.0244, dir -0.9831, norm 0.1704, swav 0.0000 LR: 7.114e-02 Score 99.202 Data time: 0.0791, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.8611 [2020-10-19 04:14:17,899][root][INFO] - ===> Epoch[3781](18903/5): Loss -0.8020, Sem 0.0235, dir -0.9844, norm 0.1589, swav 0.0000 LR: 7.114e-02 Score 99.199 Data time: 0.0909, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.1476 [2020-10-19 04:14:19,901][root][INFO] - ===> Epoch[3781](18904/5): Loss -0.7980, Sem 0.0213, dir -0.9833, norm 0.1641, swav 0.0000 LR: 7.114e-02 Score 99.274 Data time: 0.0845, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.8858 [2020-10-19 04:14:21,895][root][INFO] - ===> Epoch[3781](18905/5): Loss -0.7924, Sem 0.0219, dir -0.9853, norm 0.1710, swav 0.0000 LR: 7.113e-02 Score 99.272 Data time: 0.0867, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.8963 [2020-10-19 04:14:24,067][root][INFO] - ===> Epoch[3782](18906/5): Loss -0.8016, Sem 0.0190, dir -0.9846, norm 0.1640, swav 0.0000 LR: 7.113e-02 Score 99.366 Data time: 0.0681, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.0460 [2020-10-19 04:14:26,273][root][INFO] - ===> Epoch[3782](18907/5): Loss -0.8031, Sem 0.0212, dir -0.9833, norm 0.1590, swav 0.0000 LR: 7.113e-02 Score 99.292 Data time: 0.0737, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.0966 [2020-10-19 04:14:28,075][root][INFO] - ===> Epoch[3782](18908/5): Loss -0.7978, Sem 0.0221, dir -0.9837, norm 0.1638, swav 0.0000 LR: 7.113e-02 Score 99.258 Data time: 0.0773, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.6984 [2020-10-19 04:14:30,297][root][INFO] - ===> Epoch[3782](18909/5): Loss -0.7950, Sem 0.0204, dir -0.9853, norm 0.1699, swav 0.0000 LR: 7.113e-02 Score 99.325 Data time: 0.0934, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.1119 [2020-10-19 04:14:32,495][root][INFO] - ===> Epoch[3782](18910/5): Loss -0.7962, Sem 0.0206, dir -0.9836, norm 0.1668, swav 0.0000 LR: 7.113e-02 Score 99.313 Data time: 0.0806, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.0795 [2020-10-19 04:14:34,906][root][INFO] - ===> Epoch[3783](18911/5): Loss -0.8079, Sem 0.0216, dir -0.9841, norm 0.1546, swav 0.0000 LR: 7.112e-02 Score 99.266 Data time: 0.0499, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.2996 [2020-10-19 04:14:37,134][root][INFO] - ===> Epoch[3783](18912/5): Loss -0.8038, Sem 0.0192, dir -0.9855, norm 0.1625, swav 0.0000 LR: 7.112e-02 Score 99.349 Data time: 0.0581, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.1828 [2020-10-19 04:14:40,099][root][INFO] - ===> Epoch[3783](18913/5): Loss -0.7809, Sem 0.0236, dir -0.9823, norm 0.1778, swav 0.0000 LR: 7.112e-02 Score 99.215 Data time: 0.0653, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.8641 [2020-10-19 04:14:42,214][root][INFO] - ===> Epoch[3783](18914/5): Loss -0.7855, Sem 0.0221, dir -0.9851, norm 0.1774, swav 0.0000 LR: 7.112e-02 Score 99.266 Data time: 0.0782, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.0251 [2020-10-19 04:14:44,232][root][INFO] - ===> Epoch[3783](18915/5): Loss -0.8049, Sem 0.0207, dir -0.9836, norm 0.1580, swav 0.0000 LR: 7.112e-02 Score 99.291 Data time: 0.0716, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.9071 [2020-10-19 04:14:46,174][root][INFO] - ===> Epoch[3784](18916/5): Loss -0.7735, Sem 0.0227, dir -0.9836, norm 0.1873, swav 0.0000 LR: 7.112e-02 Score 99.238 Data time: 0.0885, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.8259 [2020-10-19 04:14:48,407][root][INFO] - ===> Epoch[3784](18917/5): Loss -0.7924, Sem 0.0205, dir -0.9845, norm 0.1715, swav 0.0000 LR: 7.112e-02 Score 99.319 Data time: 0.0748, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.1355 [2020-10-19 04:14:50,902][root][INFO] - ===> Epoch[3784](18918/5): Loss -0.7978, Sem 0.0232, dir -0.9843, norm 0.1632, swav 0.0000 LR: 7.111e-02 Score 99.224 Data time: 0.0772, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.4111 [2020-10-19 04:14:53,156][root][INFO] - ===> Epoch[3784](18919/5): Loss -0.7811, Sem 0.0203, dir -0.9830, norm 0.1816, swav 0.0000 LR: 7.111e-02 Score 99.315 Data time: 0.0753, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.1378 [2020-10-19 04:14:55,363][root][INFO] - ===> Epoch[3784](18920/5): Loss -0.7975, Sem 0.0200, dir -0.9837, norm 0.1662, swav 0.0000 LR: 7.111e-02 Score 99.347 Data time: 0.1216, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.1166 [2020-10-19 04:14:57,254][root][INFO] - ===> Epoch[3785](18921/5): Loss -0.7712, Sem 0.0241, dir -0.9804, norm 0.1851, swav 0.0000 LR: 7.111e-02 Score 99.203 Data time: 0.1443, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.7857 [2020-10-19 04:14:59,532][root][INFO] - ===> Epoch[3785](18922/5): Loss -0.7707, Sem 0.0231, dir -0.9814, norm 0.1877, swav 0.0000 LR: 7.111e-02 Score 99.234 Data time: 0.0958, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.1787 [2020-10-19 04:15:01,920][root][INFO] - ===> Epoch[3785](18923/5): Loss -0.7893, Sem 0.0193, dir -0.9855, norm 0.1769, swav 0.0000 LR: 7.111e-02 Score 99.352 Data time: 0.0932, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.2461 [2020-10-19 04:15:04,548][root][INFO] - ===> Epoch[3785](18924/5): Loss -0.7821, Sem 0.0211, dir -0.9841, norm 0.1809, swav 0.0000 LR: 7.110e-02 Score 99.298 Data time: 0.0821, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.4849 [2020-10-19 04:15:06,986][root][INFO] - ===> Epoch[3785](18925/5): Loss -0.8038, Sem 0.0240, dir -0.9841, norm 0.1563, swav 0.0000 LR: 7.110e-02 Score 99.199 Data time: 0.0761, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.3212 [2020-10-19 04:15:09,118][root][INFO] - ===> Epoch[3786](18926/5): Loss -0.7961, Sem 0.0192, dir -0.9855, norm 0.1701, swav 0.0000 LR: 7.110e-02 Score 99.356 Data time: 0.0878, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.0323 [2020-10-19 04:15:11,308][root][INFO] - ===> Epoch[3786](18927/5): Loss -0.7871, Sem 0.0195, dir -0.9832, norm 0.1765, swav 0.0000 LR: 7.110e-02 Score 99.354 Data time: 0.1452, Forward time: 0.7742, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.0766 [2020-10-19 04:15:13,939][root][INFO] - ===> Epoch[3786](18928/5): Loss -0.7919, Sem 0.0196, dir -0.9836, norm 0.1721, swav 0.0000 LR: 7.110e-02 Score 99.358 Data time: 0.0871, Forward time: 0.7742, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.4921 [2020-10-19 04:15:16,060][root][INFO] - ===> Epoch[3786](18929/5): Loss -0.7878, Sem 0.0246, dir -0.9823, norm 0.1699, swav 0.0000 LR: 7.110e-02 Score 99.174 Data time: 0.0831, Forward time: 0.7742, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.0111 [2020-10-19 04:15:18,405][root][INFO] - ===> Epoch[3786](18930/5): Loss -0.7980, Sem 0.0221, dir -0.9821, norm 0.1620, swav 0.0000 LR: 7.110e-02 Score 99.260 Data time: 0.0841, Forward time: 0.7742, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.2292 [2020-10-19 04:15:20,690][root][INFO] - ===> Epoch[3787](18931/5): Loss -0.8123, Sem 0.0202, dir -0.9847, norm 0.1522, swav 0.0000 LR: 7.109e-02 Score 99.320 Data time: 0.0708, Forward time: 0.7742, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.1465 [2020-10-19 04:15:22,840][root][INFO] - ===> Epoch[3787](18932/5): Loss -0.8099, Sem 0.0182, dir -0.9848, norm 0.1567, swav 0.0000 LR: 7.109e-02 Score 99.381 Data time: 0.0612, Forward time: 0.7742, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.0422 [2020-10-19 04:15:25,372][root][INFO] - ===> Epoch[3787](18933/5): Loss -0.7957, Sem 0.0193, dir -0.9826, norm 0.1676, swav 0.0000 LR: 7.109e-02 Score 99.376 Data time: 0.0630, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.4614 [2020-10-19 04:15:27,577][root][INFO] - ===> Epoch[3787](18934/5): Loss -0.8171, Sem 0.0212, dir -0.9853, norm 0.1469, swav 0.0000 LR: 7.109e-02 Score 99.278 Data time: 0.0682, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.1065 [2020-10-19 04:15:29,811][root][INFO] - ===> Epoch[3787](18935/5): Loss -0.7925, Sem 0.0236, dir -0.9838, norm 0.1677, swav 0.0000 LR: 7.109e-02 Score 99.247 Data time: 0.0857, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.1344 [2020-10-19 04:15:31,840][root][INFO] - ===> Epoch[3788](18936/5): Loss -0.7953, Sem 0.0216, dir -0.9835, norm 0.1667, swav 0.0000 LR: 7.109e-02 Score 99.262 Data time: 0.0770, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.9059 [2020-10-19 04:15:33,936][root][INFO] - ===> Epoch[3788](18937/5): Loss -0.8037, Sem 0.0202, dir -0.9853, norm 0.1614, swav 0.0000 LR: 7.108e-02 Score 99.322 Data time: 0.0634, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.9993 [2020-10-19 04:15:36,051][root][INFO] - ===> Epoch[3788](18938/5): Loss -0.7902, Sem 0.0196, dir -0.9831, norm 0.1733, swav 0.0000 LR: 7.108e-02 Score 99.346 Data time: 0.0935, Forward time: 0.7742, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.0205 [2020-10-19 04:15:38,398][root][INFO] - ===> Epoch[3788](18939/5): Loss -0.7877, Sem 0.0216, dir -0.9831, norm 0.1738, swav 0.0000 LR: 7.108e-02 Score 99.295 Data time: 0.0543, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.2327 [2020-10-19 04:15:40,746][root][INFO] - ===> Epoch[3788](18940/5): Loss -0.8024, Sem 0.0203, dir -0.9842, norm 0.1614, swav 0.0000 LR: 7.108e-02 Score 99.316 Data time: 0.0875, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.2764 [2020-10-19 04:15:42,634][root][INFO] - ===> Epoch[3789](18941/5): Loss -0.7912, Sem 0.0209, dir -0.9854, norm 0.1734, swav 0.0000 LR: 7.108e-02 Score 99.299 Data time: 0.0811, Forward time: 0.7742, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.7976 [2020-10-19 04:15:45,070][root][INFO] - ===> Epoch[3789](18942/5): Loss -0.7964, Sem 0.0209, dir -0.9854, norm 0.1681, swav 0.0000 LR: 7.108e-02 Score 99.313 Data time: 0.1026, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.3327 [2020-10-19 04:15:47,031][root][INFO] - ===> Epoch[3789](18943/5): Loss -0.7939, Sem 0.0198, dir -0.9847, norm 0.1710, swav 0.0000 LR: 7.107e-02 Score 99.335 Data time: 0.0680, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.9108 [2020-10-19 04:15:48,860][root][INFO] - ===> Epoch[3789](18944/5): Loss -0.7966, Sem 0.0228, dir -0.9834, norm 0.1641, swav 0.0000 LR: 7.107e-02 Score 99.235 Data time: 0.1258, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.7038 [2020-10-19 04:15:50,909][root][INFO] - ===> Epoch[3789](18945/5): Loss -0.7706, Sem 0.0217, dir -0.9824, norm 0.1901, swav 0.0000 LR: 7.107e-02 Score 99.292 Data time: 0.0774, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.9476 [2020-10-19 04:15:53,171][root][INFO] - ===> Epoch[3790](18946/5): Loss -0.7806, Sem 0.0263, dir -0.9824, norm 0.1755, swav 0.0000 LR: 7.107e-02 Score 99.147 Data time: 0.0817, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.1482 [2020-10-19 04:15:55,474][root][INFO] - ===> Epoch[3790](18947/5): Loss -0.7951, Sem 0.0182, dir -0.9841, norm 0.1708, swav 0.0000 LR: 7.107e-02 Score 99.391 Data time: 0.0816, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.2030 [2020-10-19 04:15:57,757][root][INFO] - ===> Epoch[3790](18948/5): Loss -0.7989, Sem 0.0201, dir -0.9853, norm 0.1662, swav 0.0000 LR: 7.107e-02 Score 99.330 Data time: 0.0952, Forward time: 0.7742, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.1752 [2020-10-19 04:16:00,007][root][INFO] - ===> Epoch[3790](18949/5): Loss -0.7774, Sem 0.0248, dir -0.9829, norm 0.1807, swav 0.0000 LR: 7.107e-02 Score 99.194 Data time: 0.0990, Forward time: 0.7742, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.1360 [2020-10-19 04:16:02,408][root][INFO] - ===> Epoch[3790](18950/5): Loss -0.8005, Sem 0.0207, dir -0.9847, norm 0.1635, swav 0.0000 LR: 7.106e-02 Score 99.295 Data time: 0.0691, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.2832 [2020-10-19 04:16:04,208][root][INFO] - ===> Epoch[3791](18951/5): Loss -0.7924, Sem 0.0230, dir -0.9847, norm 0.1693, swav 0.0000 LR: 7.106e-02 Score 99.273 Data time: 0.0644, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.6955 [2020-10-19 04:16:05,984][root][INFO] - ===> Epoch[3791](18952/5): Loss -0.7733, Sem 0.0230, dir -0.9829, norm 0.1866, swav 0.0000 LR: 7.106e-02 Score 99.232 Data time: 0.0779, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.6829 [2020-10-19 04:16:08,143][root][INFO] - ===> Epoch[3791](18953/5): Loss -0.8066, Sem 0.0183, dir -0.9860, norm 0.1612, swav 0.0000 LR: 7.106e-02 Score 99.381 Data time: 0.1575, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.0557 [2020-10-19 04:16:10,344][root][INFO] - ===> Epoch[3791](18954/5): Loss -0.7969, Sem 0.0209, dir -0.9839, norm 0.1660, swav 0.0000 LR: 7.106e-02 Score 99.312 Data time: 0.0884, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.0751 [2020-10-19 04:16:12,638][root][INFO] - ===> Epoch[3791](18955/5): Loss -0.8121, Sem 0.0186, dir -0.9851, norm 0.1544, swav 0.0000 LR: 7.106e-02 Score 99.369 Data time: 0.0515, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.1841 [2020-10-19 04:16:15,008][root][INFO] - ===> Epoch[3792](18956/5): Loss -0.7985, Sem 0.0212, dir -0.9852, norm 0.1656, swav 0.0000 LR: 7.105e-02 Score 99.304 Data time: 0.0698, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.2727 [2020-10-19 04:16:17,376][root][INFO] - ===> Epoch[3792](18957/5): Loss -0.7993, Sem 0.0224, dir -0.9833, norm 0.1616, swav 0.0000 LR: 7.105e-02 Score 99.255 Data time: 0.0654, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.2623 [2020-10-19 04:16:19,447][root][INFO] - ===> Epoch[3792](18958/5): Loss -0.7810, Sem 0.0235, dir -0.9820, norm 0.1774, swav 0.0000 LR: 7.105e-02 Score 99.233 Data time: 0.0528, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.9784 [2020-10-19 04:16:21,838][root][INFO] - ===> Epoch[3792](18959/5): Loss -0.8116, Sem 0.0207, dir -0.9841, norm 0.1518, swav 0.0000 LR: 7.105e-02 Score 99.321 Data time: 0.0776, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.3121 [2020-10-19 04:16:23,790][root][INFO] - ===> Epoch[3792](18960/5): Loss -0.8013, Sem 0.0227, dir -0.9841, norm 0.1602, swav 0.0000 LR: 7.105e-02 Score 99.230 Data time: 0.0603, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.8473 [2020-10-19 04:16:25,731][root][INFO] - ===> Epoch[3793](18961/5): Loss -0.7843, Sem 0.0231, dir -0.9831, norm 0.1758, swav 0.0000 LR: 7.105e-02 Score 99.240 Data time: 0.0747, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 1.8463 [2020-10-19 04:16:28,252][root][INFO] - ===> Epoch[3793](18962/5): Loss -0.8036, Sem 0.0193, dir -0.9839, norm 0.1610, swav 0.0000 LR: 7.105e-02 Score 99.359 Data time: 0.0738, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.3998 [2020-10-19 04:16:30,391][root][INFO] - ===> Epoch[3793](18963/5): Loss -0.8084, Sem 0.0189, dir -0.9860, norm 0.1588, swav 0.0000 LR: 7.104e-02 Score 99.412 Data time: 0.0912, Forward time: 0.7741, Backward time: 1.1756, DDP time: 0.0030, Total iter time: 2.0017 [2020-10-19 04:16:32,357][root][INFO] - ===> Epoch[3793](18964/5): Loss -0.8095, Sem 0.0213, dir -0.9851, norm 0.1543, swav 0.0000 LR: 7.104e-02 Score 99.301 Data time: 0.0761, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.8310 [2020-10-19 04:16:34,367][root][INFO] - ===> Epoch[3793](18965/5): Loss -0.7835, Sem 0.0197, dir -0.9842, norm 0.1810, swav 0.0000 LR: 7.104e-02 Score 99.349 Data time: 0.1226, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.9220 [2020-10-19 04:16:36,548][root][INFO] - ===> Epoch[3794](18966/5): Loss -0.7872, Sem 0.0240, dir -0.9831, norm 0.1719, swav 0.0000 LR: 7.104e-02 Score 99.217 Data time: 0.2194, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.0927 [2020-10-19 04:16:38,993][root][INFO] - ===> Epoch[3794](18967/5): Loss -0.8055, Sem 0.0208, dir -0.9839, norm 0.1577, swav 0.0000 LR: 7.104e-02 Score 99.296 Data time: 0.1319, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.3249 [2020-10-19 04:16:41,071][root][INFO] - ===> Epoch[3794](18968/5): Loss -0.7846, Sem 0.0219, dir -0.9837, norm 0.1773, swav 0.0000 LR: 7.104e-02 Score 99.262 Data time: 0.0777, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.9555 [2020-10-19 04:16:43,245][root][INFO] - ===> Epoch[3794](18969/5): Loss -0.7858, Sem 0.0218, dir -0.9836, norm 0.1760, swav 0.0000 LR: 7.103e-02 Score 99.307 Data time: 0.0742, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.0774 [2020-10-19 04:16:45,752][root][INFO] - ===> Epoch[3794](18970/5): Loss -0.7962, Sem 0.0187, dir -0.9844, norm 0.1694, swav 0.0000 LR: 7.103e-02 Score 99.370 Data time: 0.0772, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.4281 [2020-10-19 04:16:47,740][root][INFO] - ===> Epoch[3795](18971/5): Loss -0.7963, Sem 0.0222, dir -0.9825, norm 0.1640, swav 0.0000 LR: 7.103e-02 Score 99.262 Data time: 0.0745, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.8724 [2020-10-19 04:16:49,727][root][INFO] - ===> Epoch[3795](18972/5): Loss -0.7820, Sem 0.0226, dir -0.9828, norm 0.1781, swav 0.0000 LR: 7.103e-02 Score 99.244 Data time: 0.0691, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.8949 [2020-10-19 04:16:52,722][root][INFO] - ===> Epoch[3795](18973/5): Loss -0.7896, Sem 0.0224, dir -0.9826, norm 0.1707, swav 0.0000 LR: 7.103e-02 Score 99.245 Data time: 0.0655, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.8844 [2020-10-19 04:16:54,665][root][INFO] - ===> Epoch[3795](18974/5): Loss -0.8000, Sem 0.0203, dir -0.9832, norm 0.1630, swav 0.0000 LR: 7.103e-02 Score 99.308 Data time: 0.0696, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.8456 [2020-10-19 04:16:56,558][root][INFO] - ===> Epoch[3795](18975/5): Loss -0.8005, Sem 0.0200, dir -0.9828, norm 0.1624, swav 0.0000 LR: 7.102e-02 Score 99.329 Data time: 0.0600, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.7517 [2020-10-19 04:16:58,956][root][INFO] - ===> Epoch[3796](18976/5): Loss -0.7556, Sem 0.0210, dir -0.9826, norm 0.2061, swav 0.0000 LR: 7.102e-02 Score 99.295 Data time: 0.1079, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.3084 [2020-10-19 04:17:01,215][root][INFO] - ===> Epoch[3796](18977/5): Loss -0.7919, Sem 0.0215, dir -0.9833, norm 0.1699, swav 0.0000 LR: 7.102e-02 Score 99.287 Data time: 0.0689, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.1231 [2020-10-19 04:17:03,345][root][INFO] - ===> Epoch[3796](18978/5): Loss -0.7928, Sem 0.0207, dir -0.9834, norm 0.1700, swav 0.0000 LR: 7.102e-02 Score 99.326 Data time: 0.0844, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.0466 [2020-10-19 04:17:05,788][root][INFO] - ===> Epoch[3796](18979/5): Loss -0.7795, Sem 0.0216, dir -0.9825, norm 0.1814, swav 0.0000 LR: 7.102e-02 Score 99.275 Data time: 0.0981, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.3258 [2020-10-19 04:17:07,754][root][INFO] - ===> Epoch[3796](18980/5): Loss -0.7955, Sem 0.0206, dir -0.9837, norm 0.1675, swav 0.0000 LR: 7.102e-02 Score 99.317 Data time: 0.0691, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.8636 [2020-10-19 04:17:09,752][root][INFO] - ===> Epoch[3797](18981/5): Loss -0.7950, Sem 0.0195, dir -0.9838, norm 0.1693, swav 0.0000 LR: 7.102e-02 Score 99.336 Data time: 0.0699, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.8990 [2020-10-19 04:17:11,744][root][INFO] - ===> Epoch[3797](18982/5): Loss -0.7931, Sem 0.0231, dir -0.9828, norm 0.1666, swav 0.0000 LR: 7.101e-02 Score 99.204 Data time: 0.0702, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.9016 [2020-10-19 04:17:14,621][root][INFO] - ===> Epoch[3797](18983/5): Loss -0.7975, Sem 0.0197, dir -0.9842, norm 0.1670, swav 0.0000 LR: 7.101e-02 Score 99.345 Data time: 0.0749, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.7860 [2020-10-19 04:17:16,677][root][INFO] - ===> Epoch[3797](18984/5): Loss -0.7591, Sem 0.0235, dir -0.9811, norm 0.1985, swav 0.0000 LR: 7.101e-02 Score 99.213 Data time: 0.0759, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.9505 [2020-10-19 04:17:18,592][root][INFO] - ===> Epoch[3797](18985/5): Loss -0.8017, Sem 0.0197, dir -0.9848, norm 0.1635, swav 0.0000 LR: 7.101e-02 Score 99.347 Data time: 0.0906, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.7909 [2020-10-19 04:17:20,932][root][INFO] - ===> Epoch[3798](18986/5): Loss -0.8091, Sem 0.0196, dir -0.9846, norm 0.1559, swav 0.0000 LR: 7.101e-02 Score 99.331 Data time: 0.1784, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.2273 [2020-10-19 04:17:23,137][root][INFO] - ===> Epoch[3798](18987/5): Loss -0.7976, Sem 0.0201, dir -0.9837, norm 0.1660, swav 0.0000 LR: 7.101e-02 Score 99.332 Data time: 0.0760, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.1229 [2020-10-19 04:17:25,626][root][INFO] - ===> Epoch[3798](18988/5): Loss -0.7915, Sem 0.0211, dir -0.9837, norm 0.1711, swav 0.0000 LR: 7.100e-02 Score 99.298 Data time: 0.2412, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.3876 [2020-10-19 04:17:28,171][root][INFO] - ===> Epoch[3798](18989/5): Loss -0.7953, Sem 0.0221, dir -0.9819, norm 0.1645, swav 0.0000 LR: 7.100e-02 Score 99.254 Data time: 0.1296, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.4329 [2020-10-19 04:17:30,028][root][INFO] - ===> Epoch[3798](18990/5): Loss -0.8025, Sem 0.0188, dir -0.9844, norm 0.1631, swav 0.0000 LR: 7.100e-02 Score 99.356 Data time: 0.0742, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.7502 [2020-10-19 04:17:32,041][root][INFO] - ===> Epoch[3799](18991/5): Loss -0.7892, Sem 0.0231, dir -0.9823, norm 0.1700, swav 0.0000 LR: 7.100e-02 Score 99.256 Data time: 0.0780, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.9536 [2020-10-19 04:17:34,384][root][INFO] - ===> Epoch[3799](18992/5): Loss -0.7867, Sem 0.0212, dir -0.9817, norm 0.1738, swav 0.0000 LR: 7.100e-02 Score 99.288 Data time: 0.0731, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.2498 [2020-10-19 04:17:36,621][root][INFO] - ===> Epoch[3799](18993/5): Loss -0.8144, Sem 0.0187, dir -0.9846, norm 0.1515, swav 0.0000 LR: 7.100e-02 Score 99.362 Data time: 0.0750, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.1283 [2020-10-19 04:17:38,698][root][INFO] - ===> Epoch[3799](18994/5): Loss -0.7838, Sem 0.0201, dir -0.9818, norm 0.1779, swav 0.0000 LR: 7.100e-02 Score 99.325 Data time: 0.0747, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.9701 [2020-10-19 04:17:41,262][root][INFO] - ===> Epoch[3799](18995/5): Loss -0.8104, Sem 0.0198, dir -0.9857, norm 0.1556, swav 0.0000 LR: 7.099e-02 Score 99.342 Data time: 0.1050, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.4500 [2020-10-19 04:17:43,540][root][INFO] - ===> Epoch[3800](18996/5): Loss -0.7987, Sem 0.0219, dir -0.9833, norm 0.1627, swav 0.0000 LR: 7.099e-02 Score 99.270 Data time: 0.0887, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.1704 [2020-10-19 04:17:45,714][root][INFO] - ===> Epoch[3800](18997/5): Loss -0.7988, Sem 0.0210, dir -0.9828, norm 0.1631, swav 0.0000 LR: 7.099e-02 Score 99.284 Data time: 0.0774, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.0526 [2020-10-19 04:17:47,804][root][INFO] - ===> Epoch[3800](18998/5): Loss -0.8149, Sem 0.0208, dir -0.9850, norm 0.1493, swav 0.0000 LR: 7.099e-02 Score 99.308 Data time: 0.0744, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.9925 [2020-10-19 04:17:50,148][root][INFO] - ===> Epoch[3800](18999/5): Loss -0.8016, Sem 0.0203, dir -0.9836, norm 0.1616, swav 0.0000 LR: 7.099e-02 Score 99.318 Data time: 0.0475, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.2506 [2020-10-19 04:17:52,346][root][INFO] - ===> Epoch[3800](19000/5): Loss -0.7926, Sem 0.0209, dir -0.9838, norm 0.1703, swav 0.0000 LR: 7.099e-02 Score 99.293 Data time: 0.0566, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.1178 [2020-10-19 04:17:53,335][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 04:17:53,493][root][INFO] - ===> Start testing [2020-10-19 04:18:32,582][root][INFO] - 68/68: Data time: 0.6188, Iter time: 0.3508 Loss 2.070 (AVG: 0.558) Score 68.764 (AVG: 90.269) mIOU 69.974 mAP 84.918 mAcc 77.223 IOU: 62.882 0.646 83.143 74.230 93.722 92.354 36.674 78.563 96.800 70.266 80.380 85.356 54.643 mAP: 82.520 20.674 97.515 87.380 98.817 98.388 56.462 96.162 99.704 86.831 93.688 95.128 90.670 mAcc: 79.550 5.014 90.560 81.109 95.984 97.018 40.939 92.396 97.583 79.104 90.370 96.289 57.989 [2020-10-19 04:18:32,584][root][INFO] - Finished test. Elapsed time: 39.0888 [2020-10-19 04:18:35,476][root][INFO] - [2020-10-19 04:18:35,476][root][INFO] - ################################################################ [2020-10-19 04:18:35,476][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 04:18:35,476][root][INFO] - ################################################################ [2020-10-19 04:18:35,476][root][INFO] - clutter : nan nan nan [2020-10-19 04:18:35,476][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 04:18:35,476][root][INFO] - board : 0.806 0.845 0.925 [2020-10-19 04:18:35,477][root][INFO] - bookcase : 0.228 0.354 0.525 [2020-10-19 04:18:35,477][root][INFO] - ceiling : 0.475 0.532 0.571 [2020-10-19 04:18:35,477][root][INFO] - chair : 0.832 0.902 0.936 [2020-10-19 04:18:35,477][root][INFO] - column : 0.240 0.311 0.454 [2020-10-19 04:18:35,477][root][INFO] - door : 0.730 0.885 0.936 [2020-10-19 04:18:35,477][root][INFO] - floor : 0.924 0.924 0.938 [2020-10-19 04:18:35,477][root][INFO] - sofa : 0.407 0.624 0.766 [2020-10-19 04:18:35,477][root][INFO] - table : 0.163 0.363 0.640 [2020-10-19 04:18:35,477][root][INFO] - wall : 0.498 0.689 0.781 [2020-10-19 04:18:35,477][root][INFO] - window : 0.466 0.721 0.779 [2020-10-19 04:18:35,477][root][INFO] - ---------------------------------------------------------------- [2020-10-19 04:18:35,477][root][INFO] - average : 0.481 0.596 0.688 [2020-10-19 04:18:35,477][root][INFO] - [2020-10-19 04:18:35,643][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 04:18:35,644][root][INFO] - Current best mIoU: 70.649 at iter 17600 [2020-10-19 04:18:37,269][root][INFO] - ===> Epoch[3801](19001/5): Loss -0.8108, Sem 0.0211, dir -0.9848, norm 0.1529, swav 0.0000 LR: 7.098e-02 Score 99.283 Data time: 0.0566, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.6196 [2020-10-19 04:18:39,256][root][INFO] - ===> Epoch[3801](19002/5): Loss -0.7802, Sem 0.0244, dir -0.9813, norm 0.1767, swav 0.0000 LR: 7.098e-02 Score 99.206 Data time: 0.0701, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.8747 [2020-10-19 04:18:41,459][root][INFO] - ===> Epoch[3801](19003/5): Loss -0.7999, Sem 0.0231, dir -0.9835, norm 0.1605, swav 0.0000 LR: 7.098e-02 Score 99.219 Data time: 0.0743, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.1021 [2020-10-19 04:18:43,576][root][INFO] - ===> Epoch[3801](19004/5): Loss -0.7831, Sem 0.0234, dir -0.9810, norm 0.1746, swav 0.0000 LR: 7.098e-02 Score 99.237 Data time: 0.0913, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.9955 [2020-10-19 04:18:45,680][root][INFO] - ===> Epoch[3801](19005/5): Loss -0.8048, Sem 0.0218, dir -0.9836, norm 0.1569, swav 0.0000 LR: 7.098e-02 Score 99.268 Data time: 0.0918, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.9821 [2020-10-19 04:18:47,617][root][INFO] - ===> Epoch[3802](19006/5): Loss -0.8011, Sem 0.0209, dir -0.9854, norm 0.1634, swav 0.0000 LR: 7.098e-02 Score 99.357 Data time: 0.0828, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.8318 [2020-10-19 04:18:49,580][root][INFO] - ===> Epoch[3802](19007/5): Loss -0.8026, Sem 0.0216, dir -0.9821, norm 0.1579, swav 0.0000 LR: 7.098e-02 Score 99.270 Data time: 0.0570, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.8457 [2020-10-19 04:18:51,561][root][INFO] - ===> Epoch[3802](19008/5): Loss -0.7965, Sem 0.0231, dir -0.9824, norm 0.1628, swav 0.0000 LR: 7.097e-02 Score 99.232 Data time: 0.0595, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.8914 [2020-10-19 04:18:53,883][root][INFO] - ===> Epoch[3802](19009/5): Loss -0.7923, Sem 0.0220, dir -0.9839, norm 0.1696, swav 0.0000 LR: 7.097e-02 Score 99.278 Data time: 0.0612, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.2343 [2020-10-19 04:18:56,000][root][INFO] - ===> Epoch[3802](19010/5): Loss -0.7972, Sem 0.0198, dir -0.9835, norm 0.1664, swav 0.0000 LR: 7.097e-02 Score 99.342 Data time: 0.0837, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.0312 [2020-10-19 04:18:57,895][root][INFO] - ===> Epoch[3803](19011/5): Loss -0.7995, Sem 0.0209, dir -0.9843, norm 0.1639, swav 0.0000 LR: 7.097e-02 Score 99.301 Data time: 0.0838, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.7770 [2020-10-19 04:19:00,058][root][INFO] - ===> Epoch[3803](19012/5): Loss -0.8126, Sem 0.0203, dir -0.9847, norm 0.1518, swav 0.0000 LR: 7.097e-02 Score 99.312 Data time: 0.0986, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.9950 [2020-10-19 04:19:02,314][root][INFO] - ===> Epoch[3803](19013/5): Loss -0.7827, Sem 0.0225, dir -0.9823, norm 0.1771, swav 0.0000 LR: 7.097e-02 Score 99.252 Data time: 0.0896, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.1495 [2020-10-19 04:19:04,957][root][INFO] - ===> Epoch[3803](19014/5): Loss -0.8043, Sem 0.0221, dir -0.9831, norm 0.1567, swav 0.0000 LR: 7.096e-02 Score 99.255 Data time: 0.0793, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.5298 [2020-10-19 04:19:07,041][root][INFO] - ===> Epoch[3803](19015/5): Loss -0.7993, Sem 0.0203, dir -0.9837, norm 0.1640, swav 0.0000 LR: 7.096e-02 Score 99.307 Data time: 0.0711, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.9637 [2020-10-19 04:19:09,426][root][INFO] - ===> Epoch[3804](19016/5): Loss -0.7748, Sem 0.0237, dir -0.9839, norm 0.1854, swav 0.0000 LR: 7.096e-02 Score 99.219 Data time: 0.0718, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.2876 [2020-10-19 04:19:11,722][root][INFO] - ===> Epoch[3804](19017/5): Loss -0.7990, Sem 0.0219, dir -0.9838, norm 0.1629, swav 0.0000 LR: 7.096e-02 Score 99.249 Data time: 0.0577, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.1755 [2020-10-19 04:19:14,059][root][INFO] - ===> Epoch[3804](19018/5): Loss -0.7920, Sem 0.0195, dir -0.9800, norm 0.1685, swav 0.0000 LR: 7.096e-02 Score 99.328 Data time: 0.0579, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.2652 [2020-10-19 04:19:16,347][root][INFO] - ===> Epoch[3804](19019/5): Loss -0.7873, Sem 0.0198, dir -0.9836, norm 0.1764, swav 0.0000 LR: 7.096e-02 Score 99.333 Data time: 0.0669, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.2062 [2020-10-19 04:19:18,640][root][INFO] - ===> Epoch[3804](19020/5): Loss -0.7890, Sem 0.0228, dir -0.9823, norm 0.1705, swav 0.0000 LR: 7.095e-02 Score 99.239 Data time: 0.0834, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.2069 [2020-10-19 04:19:20,504][root][INFO] - ===> Epoch[3805](19021/5): Loss -0.7671, Sem 0.0225, dir -0.9817, norm 0.1921, swav 0.0000 LR: 7.095e-02 Score 99.245 Data time: 0.1459, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.7522 [2020-10-19 04:19:22,700][root][INFO] - ===> Epoch[3805](19022/5): Loss -0.8008, Sem 0.0207, dir -0.9838, norm 0.1622, swav 0.0000 LR: 7.095e-02 Score 99.312 Data time: 0.0902, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.1330 [2020-10-19 04:19:24,701][root][INFO] - ===> Epoch[3805](19023/5): Loss -0.7983, Sem 0.0196, dir -0.9834, norm 0.1655, swav 0.0000 LR: 7.095e-02 Score 99.331 Data time: 0.0705, Forward time: 0.7741, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.8591 [2020-10-19 04:19:26,735][root][INFO] - ===> Epoch[3805](19024/5): Loss -0.8073, Sem 0.0211, dir -0.9859, norm 0.1575, swav 0.0000 LR: 7.095e-02 Score 99.298 Data time: 0.0537, Forward time: 0.7741, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.9511 [2020-10-19 04:19:28,782][root][INFO] - ===> Epoch[3805](19025/5): Loss -0.7901, Sem 0.0230, dir -0.9829, norm 0.1697, swav 0.0000 LR: 7.095e-02 Score 99.251 Data time: 0.0678, Forward time: 0.7741, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.9780 [2020-10-19 04:19:31,611][root][INFO] - ===> Epoch[3806](19026/5): Loss -0.7983, Sem 0.0203, dir -0.9838, norm 0.1652, swav 0.0000 LR: 7.095e-02 Score 99.315 Data time: 0.0650, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.7777 [2020-10-19 04:19:33,733][root][INFO] - ===> Epoch[3806](19027/5): Loss -0.7740, Sem 0.0248, dir -0.9826, norm 0.1839, swav 0.0000 LR: 7.094e-02 Score 99.173 Data time: 0.0704, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.0228 [2020-10-19 04:19:35,454][root][INFO] - ===> Epoch[3806](19028/5): Loss -0.7871, Sem 0.0220, dir -0.9825, norm 0.1735, swav 0.0000 LR: 7.094e-02 Score 99.269 Data time: 0.0648, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.6110 [2020-10-19 04:19:37,582][root][INFO] - ===> Epoch[3806](19029/5): Loss -0.8035, Sem 0.0191, dir -0.9849, norm 0.1624, swav 0.0000 LR: 7.094e-02 Score 99.385 Data time: 0.0777, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.0367 [2020-10-19 04:19:39,981][root][INFO] - ===> Epoch[3806](19030/5): Loss -0.7914, Sem 0.0213, dir -0.9836, norm 0.1709, swav 0.0000 LR: 7.094e-02 Score 99.285 Data time: 0.0740, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.2882 [2020-10-19 04:19:41,928][root][INFO] - ===> Epoch[3807](19031/5): Loss -0.7897, Sem 0.0230, dir -0.9835, norm 0.1708, swav 0.0000 LR: 7.094e-02 Score 99.219 Data time: 0.0646, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.8371 [2020-10-19 04:19:44,316][root][INFO] - ===> Epoch[3807](19032/5): Loss -0.7797, Sem 0.0223, dir -0.9831, norm 0.1811, swav 0.0000 LR: 7.094e-02 Score 99.269 Data time: 0.1041, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.3270 [2020-10-19 04:19:46,636][root][INFO] - ===> Epoch[3807](19033/5): Loss -0.8030, Sem 0.0204, dir -0.9835, norm 0.1601, swav 0.0000 LR: 7.093e-02 Score 99.309 Data time: 0.0677, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.1944 [2020-10-19 04:19:48,724][root][INFO] - ===> Epoch[3807](19034/5): Loss -0.7893, Sem 0.0206, dir -0.9850, norm 0.1752, swav 0.0000 LR: 7.093e-02 Score 99.307 Data time: 0.0825, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.9845 [2020-10-19 04:19:51,569][root][INFO] - ===> Epoch[3807](19035/5): Loss -0.7982, Sem 0.0204, dir -0.9841, norm 0.1655, swav 0.0000 LR: 7.093e-02 Score 99.312 Data time: 0.0934, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.7274 [2020-10-19 04:19:53,574][root][INFO] - ===> Epoch[3808](19036/5): Loss -0.7804, Sem 0.0222, dir -0.9837, norm 0.1811, swav 0.0000 LR: 7.093e-02 Score 99.277 Data time: 0.0888, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.8799 [2020-10-19 04:19:55,899][root][INFO] - ===> Epoch[3808](19037/5): Loss -0.7986, Sem 0.0219, dir -0.9846, norm 0.1641, swav 0.0000 LR: 7.093e-02 Score 99.263 Data time: 0.1017, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.2036 [2020-10-19 04:19:58,619][root][INFO] - ===> Epoch[3808](19038/5): Loss -0.7997, Sem 0.0194, dir -0.9849, norm 0.1659, swav 0.0000 LR: 7.093e-02 Score 99.351 Data time: 0.0800, Forward time: 0.7741, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.6116 [2020-10-19 04:20:00,938][root][INFO] - ===> Epoch[3808](19039/5): Loss -0.7813, Sem 0.0205, dir -0.9839, norm 0.1821, swav 0.0000 LR: 7.093e-02 Score 99.312 Data time: 0.1016, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.2131 [2020-10-19 04:20:02,967][root][INFO] - ===> Epoch[3808](19040/5): Loss -0.7942, Sem 0.0198, dir -0.9841, norm 0.1701, swav 0.0000 LR: 7.092e-02 Score 99.356 Data time: 0.0732, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.9094 [2020-10-19 04:20:04,945][root][INFO] - ===> Epoch[3809](19041/5): Loss -0.7684, Sem 0.0246, dir -0.9820, norm 0.1890, swav 0.0000 LR: 7.092e-02 Score 99.170 Data time: 0.0703, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.8796 [2020-10-19 04:20:07,377][root][INFO] - ===> Epoch[3809](19042/5): Loss -0.7955, Sem 0.0198, dir -0.9828, norm 0.1676, swav 0.0000 LR: 7.092e-02 Score 99.349 Data time: 0.1542, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.3119 [2020-10-19 04:20:09,760][root][INFO] - ===> Epoch[3809](19043/5): Loss -0.7941, Sem 0.0215, dir -0.9843, norm 0.1687, swav 0.0000 LR: 7.092e-02 Score 99.277 Data time: 0.0961, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.2640 [2020-10-19 04:20:11,636][root][INFO] - ===> Epoch[3809](19044/5): Loss -0.7880, Sem 0.0234, dir -0.9832, norm 0.1718, swav 0.0000 LR: 7.092e-02 Score 99.214 Data time: 0.0867, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.7369 [2020-10-19 04:20:13,484][root][INFO] - ===> Epoch[3809](19045/5): Loss -0.7951, Sem 0.0194, dir -0.9845, norm 0.1700, swav 0.0000 LR: 7.092e-02 Score 99.350 Data time: 0.0717, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.7572 [2020-10-19 04:20:15,727][root][INFO] - ===> Epoch[3810](19046/5): Loss -0.7973, Sem 0.0249, dir -0.9833, norm 0.1610, swav 0.0000 LR: 7.091e-02 Score 99.196 Data time: 0.1268, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.1465 [2020-10-19 04:20:18,091][root][INFO] - ===> Epoch[3810](19047/5): Loss -0.7897, Sem 0.0203, dir -0.9849, norm 0.1749, swav 0.0000 LR: 7.091e-02 Score 99.313 Data time: 0.1548, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.2473 [2020-10-19 04:20:20,242][root][INFO] - ===> Epoch[3810](19048/5): Loss -0.7829, Sem 0.0197, dir -0.9830, norm 0.1803, swav 0.0000 LR: 7.091e-02 Score 99.343 Data time: 0.1779, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.0451 [2020-10-19 04:20:22,764][root][INFO] - ===> Epoch[3810](19049/5): Loss -0.7868, Sem 0.0208, dir -0.9818, norm 0.1742, swav 0.0000 LR: 7.091e-02 Score 99.303 Data time: 0.1266, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.4190 [2020-10-19 04:20:24,692][root][INFO] - ===> Epoch[3810](19050/5): Loss -0.7989, Sem 0.0237, dir -0.9840, norm 0.1614, swav 0.0000 LR: 7.091e-02 Score 99.213 Data time: 0.0760, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.8256 [2020-10-19 04:20:27,097][root][INFO] - ===> Epoch[3811](19051/5): Loss -0.7830, Sem 0.0205, dir -0.9819, norm 0.1784, swav 0.0000 LR: 7.091e-02 Score 99.311 Data time: 0.1071, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.2821 [2020-10-19 04:20:29,117][root][INFO] - ===> Epoch[3811](19052/5): Loss -0.8049, Sem 0.0219, dir -0.9850, norm 0.1581, swav 0.0000 LR: 7.090e-02 Score 99.257 Data time: 0.0639, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.9029 [2020-10-19 04:20:31,248][root][INFO] - ===> Epoch[3811](19053/5): Loss -0.7768, Sem 0.0224, dir -0.9821, norm 0.1829, swav 0.0000 LR: 7.090e-02 Score 99.255 Data time: 0.0840, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.0394 [2020-10-19 04:20:34,011][root][INFO] - ===> Epoch[3811](19054/5): Loss -0.8013, Sem 0.0191, dir -0.9846, norm 0.1642, swav 0.0000 LR: 7.090e-02 Score 99.364 Data time: 0.0788, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.6667 [2020-10-19 04:20:36,303][root][INFO] - ===> Epoch[3811](19055/5): Loss -0.7809, Sem 0.0215, dir -0.9828, norm 0.1805, swav 0.0000 LR: 7.090e-02 Score 99.273 Data time: 0.0737, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.1903 [2020-10-19 04:20:38,496][root][INFO] - ===> Epoch[3812](19056/5): Loss -0.8108, Sem 0.0198, dir -0.9853, norm 0.1547, swav 0.0000 LR: 7.090e-02 Score 99.358 Data time: 0.0954, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.0798 [2020-10-19 04:20:40,485][root][INFO] - ===> Epoch[3812](19057/5): Loss -0.7917, Sem 0.0200, dir -0.9842, norm 0.1725, swav 0.0000 LR: 7.090e-02 Score 99.341 Data time: 0.0696, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.9182 [2020-10-19 04:20:43,243][root][INFO] - ===> Epoch[3812](19058/5): Loss -0.7974, Sem 0.0211, dir -0.9838, norm 0.1653, swav 0.0000 LR: 7.090e-02 Score 99.289 Data time: 0.0549, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.6495 [2020-10-19 04:20:45,348][root][INFO] - ===> Epoch[3812](19059/5): Loss -0.8027, Sem 0.0206, dir -0.9849, norm 0.1616, swav 0.0000 LR: 7.089e-02 Score 99.310 Data time: 0.0632, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.0354 [2020-10-19 04:20:47,734][root][INFO] - ===> Epoch[3812](19060/5): Loss -0.7915, Sem 0.0220, dir -0.9820, norm 0.1684, swav 0.0000 LR: 7.089e-02 Score 99.256 Data time: 0.0644, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.2964 [2020-10-19 04:20:49,882][root][INFO] - ===> Epoch[3813](19061/5): Loss -0.8066, Sem 0.0192, dir -0.9858, norm 0.1600, swav 0.0000 LR: 7.089e-02 Score 99.347 Data time: 0.0476, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.0673 [2020-10-19 04:20:51,986][root][INFO] - ===> Epoch[3813](19062/5): Loss -0.7704, Sem 0.0239, dir -0.9813, norm 0.1869, swav 0.0000 LR: 7.089e-02 Score 99.248 Data time: 0.0802, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.0279 [2020-10-19 04:20:54,152][root][INFO] - ===> Epoch[3813](19063/5): Loss -0.8131, Sem 0.0192, dir -0.9854, norm 0.1531, swav 0.0000 LR: 7.089e-02 Score 99.353 Data time: 0.0970, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.0620 [2020-10-19 04:20:56,184][root][INFO] - ===> Epoch[3813](19064/5): Loss -0.8078, Sem 0.0208, dir -0.9848, norm 0.1562, swav 0.0000 LR: 7.089e-02 Score 99.305 Data time: 0.0814, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.9045 [2020-10-19 04:20:58,761][root][INFO] - ===> Epoch[3813](19065/5): Loss -0.7896, Sem 0.0193, dir -0.9834, norm 0.1745, swav 0.0000 LR: 7.088e-02 Score 99.354 Data time: 0.0945, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.4813 [2020-10-19 04:21:00,980][root][INFO] - ===> Epoch[3814](19066/5): Loss -0.8072, Sem 0.0202, dir -0.9854, norm 0.1580, swav 0.0000 LR: 7.088e-02 Score 99.334 Data time: 0.0797, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.1317 [2020-10-19 04:21:03,518][root][INFO] - ===> Epoch[3814](19067/5): Loss -0.8012, Sem 0.0222, dir -0.9843, norm 0.1609, swav 0.0000 LR: 7.088e-02 Score 99.252 Data time: 0.1326, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.4422 [2020-10-19 04:21:05,688][root][INFO] - ===> Epoch[3814](19068/5): Loss -0.7844, Sem 0.0212, dir -0.9831, norm 0.1774, swav 0.0000 LR: 7.088e-02 Score 99.315 Data time: 0.0939, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.0633 [2020-10-19 04:21:07,786][root][INFO] - ===> Epoch[3814](19069/5): Loss -0.7977, Sem 0.0227, dir -0.9825, norm 0.1620, swav 0.0000 LR: 7.088e-02 Score 99.242 Data time: 0.0502, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.9839 [2020-10-19 04:21:09,777][root][INFO] - ===> Epoch[3814](19070/5): Loss -0.8009, Sem 0.0220, dir -0.9850, norm 0.1621, swav 0.0000 LR: 7.088e-02 Score 99.277 Data time: 0.0705, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.9380 [2020-10-19 04:21:12,071][root][INFO] - ===> Epoch[3815](19071/5): Loss -0.8119, Sem 0.0233, dir -0.9841, norm 0.1488, swav 0.0000 LR: 7.088e-02 Score 99.216 Data time: 0.0563, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.1842 [2020-10-19 04:21:14,585][root][INFO] - ===> Epoch[3815](19072/5): Loss -0.7847, Sem 0.0340, dir -0.9841, norm 0.1654, swav 0.0000 LR: 7.087e-02 Score 99.090 Data time: 0.0666, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.4263 [2020-10-19 04:21:16,634][root][INFO] - ===> Epoch[3815](19073/5): Loss -0.7919, Sem 0.0303, dir -0.9818, norm 0.1596, swav 0.0000 LR: 7.087e-02 Score 99.003 Data time: 0.0635, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.9519 [2020-10-19 04:21:19,116][root][INFO] - ===> Epoch[3815](19074/5): Loss -0.7935, Sem 0.0368, dir -0.9841, norm 0.1538, swav 0.0000 LR: 7.087e-02 Score 99.024 Data time: 0.0600, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.3772 [2020-10-19 04:21:21,235][root][INFO] - ===> Epoch[3815](19075/5): Loss -0.8026, Sem 0.0255, dir -0.9844, norm 0.1563, swav 0.0000 LR: 7.087e-02 Score 99.151 Data time: 0.0609, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.0232 [2020-10-19 04:21:23,274][root][INFO] - ===> Epoch[3816](19076/5): Loss -0.7942, Sem 0.0253, dir -0.9829, norm 0.1634, swav 0.0000 LR: 7.087e-02 Score 99.147 Data time: 0.0918, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.9533 [2020-10-19 04:21:25,163][root][INFO] - ===> Epoch[3816](19077/5): Loss -0.7981, Sem 0.0276, dir -0.9845, norm 0.1587, swav 0.0000 LR: 7.087e-02 Score 99.119 Data time: 0.0813, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.7825 [2020-10-19 04:21:27,505][root][INFO] - ===> Epoch[3816](19078/5): Loss -0.8095, Sem 0.0262, dir -0.9834, norm 0.1477, swav 0.0000 LR: 7.086e-02 Score 99.121 Data time: 0.0861, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.2272 [2020-10-19 04:21:29,368][root][INFO] - ===> Epoch[3816](19079/5): Loss -0.7453, Sem 0.0484, dir -0.9809, norm 0.1872, swav 0.0000 LR: 7.086e-02 Score 98.725 Data time: 0.0630, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.7502 [2020-10-19 04:21:31,812][root][INFO] - ===> Epoch[3816](19080/5): Loss -0.7842, Sem 0.0277, dir -0.9828, norm 0.1709, swav 0.0000 LR: 7.086e-02 Score 99.074 Data time: 0.0845, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.3458 [2020-10-19 04:21:33,924][root][INFO] - ===> Epoch[3817](19081/5): Loss -0.7997, Sem 0.0254, dir -0.9841, norm 0.1590, swav 0.0000 LR: 7.086e-02 Score 99.186 Data time: 0.0640, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.9948 [2020-10-19 04:21:36,106][root][INFO] - ===> Epoch[3817](19082/5): Loss -0.7685, Sem 0.0308, dir -0.9821, norm 0.1828, swav 0.0000 LR: 7.086e-02 Score 98.972 Data time: 0.1359, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.0954 [2020-10-19 04:21:38,275][root][INFO] - ===> Epoch[3817](19083/5): Loss -0.8045, Sem 0.0232, dir -0.9833, norm 0.1555, swav 0.0000 LR: 7.086e-02 Score 99.264 Data time: 0.0955, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.0617 [2020-10-19 04:21:40,230][root][INFO] - ===> Epoch[3817](19084/5): Loss -0.7918, Sem 0.0289, dir -0.9825, norm 0.1617, swav 0.0000 LR: 7.086e-02 Score 99.096 Data time: 0.0690, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.8347 [2020-10-19 04:21:42,405][root][INFO] - ===> Epoch[3817](19085/5): Loss -0.7999, Sem 0.0244, dir -0.9825, norm 0.1583, swav 0.0000 LR: 7.085e-02 Score 99.187 Data time: 0.0800, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.0781 [2020-10-19 04:21:44,848][root][INFO] - ===> Epoch[3818](19086/5): Loss -0.8032, Sem 0.0239, dir -0.9840, norm 0.1570, swav 0.0000 LR: 7.085e-02 Score 99.224 Data time: 0.0684, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.3227 [2020-10-19 04:21:47,498][root][INFO] - ===> Epoch[3818](19087/5): Loss -0.8088, Sem 0.0261, dir -0.9847, norm 0.1497, swav 0.0000 LR: 7.085e-02 Score 99.121 Data time: 0.0654, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.5412 [2020-10-19 04:21:49,483][root][INFO] - ===> Epoch[3818](19088/5): Loss -0.7958, Sem 0.0250, dir -0.9820, norm 0.1611, swav 0.0000 LR: 7.085e-02 Score 99.156 Data time: 0.0719, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.8904 [2020-10-19 04:21:51,671][root][INFO] - ===> Epoch[3818](19089/5): Loss -0.8032, Sem 0.0259, dir -0.9836, norm 0.1545, swav 0.0000 LR: 7.085e-02 Score 99.152 Data time: 0.0728, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 2.0711 [2020-10-19 04:21:53,732][root][INFO] - ===> Epoch[3818](19090/5): Loss -0.8080, Sem 0.0231, dir -0.9842, norm 0.1530, swav 0.0000 LR: 7.085e-02 Score 99.219 Data time: 0.0800, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.9551 [2020-10-19 04:21:55,753][root][INFO] - ===> Epoch[3819](19091/5): Loss -0.8098, Sem 0.0239, dir -0.9838, norm 0.1500, swav 0.0000 LR: 7.084e-02 Score 99.196 Data time: 0.0746, Forward time: 0.7742, Backward time: 1.1755, DDP time: 0.0030, Total iter time: 1.9102 [2020-10-19 04:21:57,789][root][INFO] - ===> Epoch[3819](19092/5): Loss -0.7914, Sem 0.0269, dir -0.9829, norm 0.1645, swav 0.0000 LR: 7.084e-02 Score 99.135 Data time: 0.1149, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.9333 [2020-10-19 04:21:59,978][root][INFO] - ===> Epoch[3819](19093/5): Loss -0.7988, Sem 0.0278, dir -0.9826, norm 0.1560, swav 0.0000 LR: 7.084e-02 Score 99.061 Data time: 0.1360, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.0675 [2020-10-19 04:22:01,991][root][INFO] - ===> Epoch[3819](19094/5): Loss -0.7889, Sem 0.0256, dir -0.9822, norm 0.1677, swav 0.0000 LR: 7.084e-02 Score 99.150 Data time: 0.0767, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.9035 [2020-10-19 04:22:04,156][root][INFO] - ===> Epoch[3819](19095/5): Loss -0.8053, Sem 0.0225, dir -0.9861, norm 0.1583, swav 0.0000 LR: 7.084e-02 Score 99.253 Data time: 0.0605, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.0676 [2020-10-19 04:22:06,216][root][INFO] - ===> Epoch[3820](19096/5): Loss -0.7950, Sem 0.0253, dir -0.9824, norm 0.1621, swav 0.0000 LR: 7.084e-02 Score 99.148 Data time: 0.2232, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.9910 [2020-10-19 04:22:08,417][root][INFO] - ===> Epoch[3820](19097/5): Loss -0.7841, Sem 0.0319, dir -0.9841, norm 0.1681, swav 0.0000 LR: 7.083e-02 Score 99.082 Data time: 0.0964, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.0862 [2020-10-19 04:22:10,389][root][INFO] - ===> Epoch[3820](19098/5): Loss -0.7998, Sem 0.0277, dir -0.9839, norm 0.1564, swav 0.0000 LR: 7.083e-02 Score 99.063 Data time: 0.0677, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.8514 [2020-10-19 04:22:12,414][root][INFO] - ===> Epoch[3820](19099/5): Loss -0.7820, Sem 0.0240, dir -0.9818, norm 0.1758, swav 0.0000 LR: 7.083e-02 Score 99.198 Data time: 0.0519, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.9457 [2020-10-19 04:22:14,811][root][INFO] - ===> Epoch[3820](19100/5): Loss -0.7809, Sem 0.0250, dir -0.9840, norm 0.1781, swav 0.0000 LR: 7.083e-02 Score 99.168 Data time: 0.0911, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.3634 [2020-10-19 04:22:15,890][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 04:22:18,085][root][INFO] - ===> Epoch[3821](19101/5): Loss -0.8037, Sem 0.0257, dir -0.9844, norm 0.1550, swav 0.0000 LR: 7.083e-02 Score 99.157 Data time: 0.0955, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.0171 [2020-10-19 04:22:20,482][root][INFO] - ===> Epoch[3821](19102/5): Loss -0.7934, Sem 0.0264, dir -0.9829, norm 0.1631, swav 0.0000 LR: 7.083e-02 Score 99.128 Data time: 0.0504, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.2857 [2020-10-19 04:22:22,752][root][INFO] - ===> Epoch[3821](19103/5): Loss -0.7885, Sem 0.0238, dir -0.9824, norm 0.1702, swav 0.0000 LR: 7.083e-02 Score 99.206 Data time: 0.0664, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.1773 [2020-10-19 04:22:25,114][root][INFO] - ===> Epoch[3821](19104/5): Loss -0.8016, Sem 0.0235, dir -0.9848, norm 0.1598, swav 0.0000 LR: 7.082e-02 Score 99.228 Data time: 0.0666, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.2559 [2020-10-19 04:22:27,674][root][INFO] - ===> Epoch[3821](19105/5): Loss -0.8029, Sem 0.0210, dir -0.9840, norm 0.1601, swav 0.0000 LR: 7.082e-02 Score 99.312 Data time: 0.0759, Forward time: 0.7741, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.4445 [2020-10-19 04:22:29,472][root][INFO] - ===> Epoch[3822](19106/5): Loss -0.8037, Sem 0.0237, dir -0.9838, norm 0.1565, swav 0.0000 LR: 7.082e-02 Score 99.190 Data time: 0.0745, Forward time: 0.7741, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.6867 [2020-10-19 04:22:31,645][root][INFO] - ===> Epoch[3822](19107/5): Loss -0.8094, Sem 0.0235, dir -0.9846, norm 0.1517, swav 0.0000 LR: 7.082e-02 Score 99.203 Data time: 0.1004, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.0703 [2020-10-19 04:22:33,709][root][INFO] - ===> Epoch[3822](19108/5): Loss -0.8013, Sem 0.0229, dir -0.9844, norm 0.1603, swav 0.0000 LR: 7.082e-02 Score 99.238 Data time: 0.0537, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.9296 [2020-10-19 04:22:35,945][root][INFO] - ===> Epoch[3822](19109/5): Loss -0.7901, Sem 0.0236, dir -0.9833, norm 0.1695, swav 0.0000 LR: 7.082e-02 Score 99.214 Data time: 0.0896, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.1449 [2020-10-19 04:22:38,027][root][INFO] - ===> Epoch[3822](19110/5): Loss -0.8043, Sem 0.0247, dir -0.9821, norm 0.1531, swav 0.0000 LR: 7.081e-02 Score 99.162 Data time: 0.0637, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.9590 [2020-10-19 04:22:39,802][root][INFO] - ===> Epoch[3823](19111/5): Loss -0.8242, Sem 0.0230, dir -0.9841, norm 0.1368, swav 0.0000 LR: 7.081e-02 Score 99.217 Data time: 0.0675, Forward time: 0.7741, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.6857 [2020-10-19 04:22:41,986][root][INFO] - ===> Epoch[3823](19112/5): Loss -0.7998, Sem 0.0209, dir -0.9841, norm 0.1634, swav 0.0000 LR: 7.081e-02 Score 99.317 Data time: 0.1283, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.0836 [2020-10-19 04:22:44,318][root][INFO] - ===> Epoch[3823](19113/5): Loss -0.8040, Sem 0.0256, dir -0.9840, norm 0.1544, swav 0.0000 LR: 7.081e-02 Score 99.159 Data time: 0.1014, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.2152 [2020-10-19 04:22:46,327][root][INFO] - ===> Epoch[3823](19114/5): Loss -0.8014, Sem 0.0256, dir -0.9839, norm 0.1568, swav 0.0000 LR: 7.081e-02 Score 99.157 Data time: 0.0982, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.9068 [2020-10-19 04:22:48,834][root][INFO] - ===> Epoch[3823](19115/5): Loss -0.8182, Sem 0.0211, dir -0.9858, norm 0.1466, swav 0.0000 LR: 7.081e-02 Score 99.298 Data time: 0.0771, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.4095 [2020-10-19 04:22:51,255][root][INFO] - ===> Epoch[3824](19116/5): Loss -0.7939, Sem 0.0226, dir -0.9837, norm 0.1672, swav 0.0000 LR: 7.081e-02 Score 99.259 Data time: 0.0691, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.3195 [2020-10-19 04:22:53,367][root][INFO] - ===> Epoch[3824](19117/5): Loss -0.8155, Sem 0.0212, dir -0.9840, norm 0.1473, swav 0.0000 LR: 7.080e-02 Score 99.285 Data time: 0.0875, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.9959 [2020-10-19 04:22:55,412][root][INFO] - ===> Epoch[3824](19118/5): Loss -0.8013, Sem 0.0244, dir -0.9830, norm 0.1573, swav 0.0000 LR: 7.080e-02 Score 99.189 Data time: 0.0554, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.9441 [2020-10-19 04:22:57,400][root][INFO] - ===> Epoch[3824](19119/5): Loss -0.7999, Sem 0.0208, dir -0.9845, norm 0.1637, swav 0.0000 LR: 7.080e-02 Score 99.301 Data time: 0.0824, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.8975 [2020-10-19 04:22:59,658][root][INFO] - ===> Epoch[3824](19120/5): Loss -0.7852, Sem 0.0234, dir -0.9840, norm 0.1755, swav 0.0000 LR: 7.080e-02 Score 99.213 Data time: 0.0787, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.1489 [2020-10-19 04:23:02,014][root][INFO] - ===> Epoch[3825](19121/5): Loss -0.8068, Sem 0.0203, dir -0.9851, norm 0.1580, swav 0.0000 LR: 7.080e-02 Score 99.317 Data time: 0.0659, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.2370 [2020-10-19 04:23:03,945][root][INFO] - ===> Epoch[3825](19122/5): Loss -0.7960, Sem 0.0240, dir -0.9834, norm 0.1634, swav 0.0000 LR: 7.080e-02 Score 99.178 Data time: 0.0550, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 1.8224 [2020-10-19 04:23:06,068][root][INFO] - ===> Epoch[3825](19123/5): Loss -0.7915, Sem 0.0230, dir -0.9832, norm 0.1687, swav 0.0000 LR: 7.079e-02 Score 99.238 Data time: 0.1858, Forward time: 0.7742, Backward time: 1.1754, DDP time: 0.0030, Total iter time: 2.0451 [2020-10-19 04:23:08,150][root][INFO] - ===> Epoch[3825](19124/5): Loss -0.8040, Sem 0.0233, dir -0.9835, norm 0.1561, swav 0.0000 LR: 7.079e-02 Score 99.224 Data time: 0.0908, Forward time: 0.7742, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 1.9503 [2020-10-19 04:23:10,008][root][INFO] - ===> Epoch[3825](19125/5): Loss -0.7843, Sem 0.0268, dir -0.9836, norm 0.1726, swav 0.0000 LR: 7.079e-02 Score 99.136 Data time: 0.0718, Forward time: 0.7742, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 1.7485 [2020-10-19 04:23:12,602][root][INFO] - ===> Epoch[3826](19126/5): Loss -0.8095, Sem 0.0204, dir -0.9850, norm 0.1551, swav 0.0000 LR: 7.079e-02 Score 99.335 Data time: 0.0686, Forward time: 0.7742, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 2.4888 [2020-10-19 04:23:15,096][root][INFO] - ===> Epoch[3826](19127/5): Loss -0.8115, Sem 0.0220, dir -0.9845, norm 0.1511, swav 0.0000 LR: 7.079e-02 Score 99.250 Data time: 0.1062, Forward time: 0.7742, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 2.3771 [2020-10-19 04:23:17,218][root][INFO] - ===> Epoch[3826](19128/5): Loss -0.8078, Sem 0.0239, dir -0.9826, norm 0.1509, swav 0.0000 LR: 7.079e-02 Score 99.213 Data time: 0.0535, Forward time: 0.7742, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 1.9866 [2020-10-19 04:23:19,316][root][INFO] - ===> Epoch[3826](19129/5): Loss -0.8112, Sem 0.0220, dir -0.9840, norm 0.1508, swav 0.0000 LR: 7.078e-02 Score 99.256 Data time: 0.0648, Forward time: 0.7742, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 2.0142 [2020-10-19 04:23:21,268][root][INFO] - ===> Epoch[3826](19130/5): Loss -0.7949, Sem 0.0243, dir -0.9834, norm 0.1642, swav 0.0000 LR: 7.078e-02 Score 99.197 Data time: 0.0938, Forward time: 0.7742, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 1.8955 [2020-10-19 04:23:23,142][root][INFO] - ===> Epoch[3827](19131/5): Loss -0.8131, Sem 0.0217, dir -0.9847, norm 0.1500, swav 0.0000 LR: 7.078e-02 Score 99.278 Data time: 0.0678, Forward time: 0.7742, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 1.7374 [2020-10-19 04:23:25,547][root][INFO] - ===> Epoch[3827](19132/5): Loss -0.8086, Sem 0.0220, dir -0.9850, norm 0.1544, swav 0.0000 LR: 7.078e-02 Score 99.275 Data time: 0.0668, Forward time: 0.7742, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 2.3387 [2020-10-19 04:23:27,556][root][INFO] - ===> Epoch[3827](19133/5): Loss -0.8131, Sem 0.0222, dir -0.9849, norm 0.1496, swav 0.0000 LR: 7.078e-02 Score 99.232 Data time: 0.0758, Forward time: 0.7742, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 1.9086 [2020-10-19 04:23:29,524][root][INFO] - ===> Epoch[3827](19134/5): Loss -0.8045, Sem 0.0224, dir -0.9841, norm 0.1572, swav 0.0000 LR: 7.078e-02 Score 99.253 Data time: 0.1318, Forward time: 0.7742, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 1.8553 [2020-10-19 04:23:31,898][root][INFO] - ===> Epoch[3827](19135/5): Loss -0.7942, Sem 0.0204, dir -0.9829, norm 0.1684, swav 0.0000 LR: 7.078e-02 Score 99.323 Data time: 0.1347, Forward time: 0.7742, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 2.2482 [2020-10-19 04:23:34,219][root][INFO] - ===> Epoch[3828](19136/5): Loss -0.8227, Sem 0.0204, dir -0.9847, norm 0.1416, swav 0.0000 LR: 7.077e-02 Score 99.316 Data time: 0.0635, Forward time: 0.7742, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 2.1640 [2020-10-19 04:23:36,750][root][INFO] - ===> Epoch[3828](19137/5): Loss -0.7876, Sem 0.0198, dir -0.9824, norm 0.1750, swav 0.0000 LR: 7.077e-02 Score 99.331 Data time: 0.1143, Forward time: 0.7742, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 2.4223 [2020-10-19 04:23:38,827][root][INFO] - ===> Epoch[3828](19138/5): Loss -0.8170, Sem 0.0214, dir -0.9841, norm 0.1457, swav 0.0000 LR: 7.077e-02 Score 99.276 Data time: 0.0929, Forward time: 0.7742, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 1.9177 [2020-10-19 04:23:40,863][root][INFO] - ===> Epoch[3828](19139/5): Loss -0.8040, Sem 0.0221, dir -0.9846, norm 0.1585, swav 0.0000 LR: 7.077e-02 Score 99.265 Data time: 0.0966, Forward time: 0.7742, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 1.9294 [2020-10-19 04:23:42,682][root][INFO] - ===> Epoch[3828](19140/5): Loss -0.8115, Sem 0.0193, dir -0.9844, norm 0.1537, swav 0.0000 LR: 7.077e-02 Score 99.350 Data time: 0.0765, Forward time: 0.7742, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 1.7043 [2020-10-19 04:23:44,728][root][INFO] - ===> Epoch[3829](19141/5): Loss -0.8209, Sem 0.0211, dir -0.9850, norm 0.1431, swav 0.0000 LR: 7.077e-02 Score 99.281 Data time: 0.0767, Forward time: 0.7742, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 1.9336 [2020-10-19 04:23:46,837][root][INFO] - ===> Epoch[3829](19142/5): Loss -0.7958, Sem 0.0219, dir -0.9834, norm 0.1657, swav 0.0000 LR: 7.076e-02 Score 99.277 Data time: 0.1354, Forward time: 0.7742, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 2.0238 [2020-10-19 04:23:49,225][root][INFO] - ===> Epoch[3829](19143/5): Loss -0.8069, Sem 0.0187, dir -0.9843, norm 0.1587, swav 0.0000 LR: 7.076e-02 Score 99.373 Data time: 0.0834, Forward time: 0.7742, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 2.2710 [2020-10-19 04:23:51,076][root][INFO] - ===> Epoch[3829](19144/5): Loss -0.8127, Sem 0.0223, dir -0.9855, norm 0.1505, swav 0.0000 LR: 7.076e-02 Score 99.253 Data time: 0.0745, Forward time: 0.7742, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 1.7450 [2020-10-19 04:23:53,105][root][INFO] - ===> Epoch[3829](19145/5): Loss -0.7990, Sem 0.0232, dir -0.9827, norm 0.1606, swav 0.0000 LR: 7.076e-02 Score 99.220 Data time: 0.0668, Forward time: 0.7742, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 1.9257 [2020-10-19 04:23:55,298][root][INFO] - ===> Epoch[3830](19146/5): Loss -0.7868, Sem 0.0210, dir -0.9836, norm 0.1758, swav 0.0000 LR: 7.076e-02 Score 99.286 Data time: 0.0626, Forward time: 0.7742, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 2.0866 [2020-10-19 04:23:57,395][root][INFO] - ===> Epoch[3830](19147/5): Loss -0.7920, Sem 0.0209, dir -0.9842, norm 0.1713, swav 0.0000 LR: 7.076e-02 Score 99.315 Data time: 0.0683, Forward time: 0.7742, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 2.0290 [2020-10-19 04:23:59,984][root][INFO] - ===> Epoch[3830](19148/5): Loss -0.8059, Sem 0.0221, dir -0.9817, norm 0.1538, swav 0.0000 LR: 7.076e-02 Score 99.274 Data time: 0.1531, Forward time: 0.7742, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 2.4987 [2020-10-19 04:24:02,094][root][INFO] - ===> Epoch[3830](19149/5): Loss -0.8147, Sem 0.0190, dir -0.9863, norm 0.1526, swav 0.0000 LR: 7.075e-02 Score 99.370 Data time: 0.0896, Forward time: 0.7742, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 1.9866 [2020-10-19 04:24:04,669][root][INFO] - ===> Epoch[3830](19150/5): Loss -0.8068, Sem 0.0226, dir -0.9843, norm 0.1549, swav 0.0000 LR: 7.075e-02 Score 99.283 Data time: 0.0819, Forward time: 0.7742, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 2.4669 [2020-10-19 04:24:06,888][root][INFO] - ===> Epoch[3831](19151/5): Loss -0.8078, Sem 0.0202, dir -0.9842, norm 0.1562, swav 0.0000 LR: 7.075e-02 Score 99.325 Data time: 0.1595, Forward time: 0.7742, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 2.1249 [2020-10-19 04:24:09,339][root][INFO] - ===> Epoch[3831](19152/5): Loss -0.8120, Sem 0.0224, dir -0.9837, norm 0.1493, swav 0.0000 LR: 7.075e-02 Score 99.247 Data time: 0.1109, Forward time: 0.7743, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 2.3560 [2020-10-19 04:24:11,223][root][INFO] - ===> Epoch[3831](19153/5): Loss -0.8156, Sem 0.0219, dir -0.9844, norm 0.1468, swav 0.0000 LR: 7.075e-02 Score 99.257 Data time: 0.0761, Forward time: 0.7743, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 1.7708 [2020-10-19 04:24:13,429][root][INFO] - ===> Epoch[3831](19154/5): Loss -0.8217, Sem 0.0207, dir -0.9861, norm 0.1438, swav 0.0000 LR: 7.075e-02 Score 99.296 Data time: 0.0955, Forward time: 0.7743, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 2.1058 [2020-10-19 04:24:15,965][root][INFO] - ===> Epoch[3831](19155/5): Loss -0.8043, Sem 0.0230, dir -0.9842, norm 0.1569, swav 0.0000 LR: 7.074e-02 Score 99.227 Data time: 0.0915, Forward time: 0.7743, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 2.4353 [2020-10-19 04:24:18,924][root][INFO] - ===> Epoch[3832](19156/5): Loss -0.8105, Sem 0.0190, dir -0.9847, norm 0.1553, swav 0.0000 LR: 7.074e-02 Score 99.370 Data time: 0.0582, Forward time: 0.7743, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 2.8341 [2020-10-19 04:24:20,593][root][INFO] - ===> Epoch[3832](19157/5): Loss -0.8107, Sem 0.0200, dir -0.9831, norm 0.1523, swav 0.0000 LR: 7.074e-02 Score 99.329 Data time: 0.0568, Forward time: 0.7743, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 1.6202 [2020-10-19 04:24:22,930][root][INFO] - ===> Epoch[3832](19158/5): Loss -0.8130, Sem 0.0222, dir -0.9846, norm 0.1495, swav 0.0000 LR: 7.074e-02 Score 99.259 Data time: 0.0709, Forward time: 0.7743, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 2.2570 [2020-10-19 04:24:25,368][root][INFO] - ===> Epoch[3832](19159/5): Loss -0.8056, Sem 0.0205, dir -0.9844, norm 0.1582, swav 0.0000 LR: 7.074e-02 Score 99.337 Data time: 0.0856, Forward time: 0.7743, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 2.3291 [2020-10-19 04:24:27,628][root][INFO] - ===> Epoch[3832](19160/5): Loss -0.8228, Sem 0.0190, dir -0.9866, norm 0.1447, swav 0.0000 LR: 7.074e-02 Score 99.367 Data time: 0.0484, Forward time: 0.7743, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 2.1428 [2020-10-19 04:24:29,931][root][INFO] - ===> Epoch[3833](19161/5): Loss -0.8154, Sem 0.0208, dir -0.9852, norm 0.1490, swav 0.0000 LR: 7.074e-02 Score 99.291 Data time: 0.1017, Forward time: 0.7743, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 2.2191 [2020-10-19 04:24:32,249][root][INFO] - ===> Epoch[3833](19162/5): Loss -0.8174, Sem 0.0218, dir -0.9849, norm 0.1457, swav 0.0000 LR: 7.073e-02 Score 99.269 Data time: 0.0612, Forward time: 0.7743, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 2.2047 [2020-10-19 04:24:34,456][root][INFO] - ===> Epoch[3833](19163/5): Loss -0.8184, Sem 0.0215, dir -0.9838, norm 0.1440, swav 0.0000 LR: 7.073e-02 Score 99.271 Data time: 0.0757, Forward time: 0.7743, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 2.1391 [2020-10-19 04:24:36,669][root][INFO] - ===> Epoch[3833](19164/5): Loss -0.8147, Sem 0.0203, dir -0.9847, norm 0.1497, swav 0.0000 LR: 7.073e-02 Score 99.315 Data time: 0.0674, Forward time: 0.7743, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 2.1013 [2020-10-19 04:24:38,781][root][INFO] - ===> Epoch[3833](19165/5): Loss -0.8202, Sem 0.0196, dir -0.9872, norm 0.1474, swav 0.0000 LR: 7.073e-02 Score 99.343 Data time: 0.0814, Forward time: 0.7743, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 2.0177 [2020-10-19 04:24:41,038][root][INFO] - ===> Epoch[3834](19166/5): Loss -0.8124, Sem 0.0199, dir -0.9844, norm 0.1520, swav 0.0000 LR: 7.073e-02 Score 99.337 Data time: 0.0707, Forward time: 0.7743, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 2.1327 [2020-10-19 04:24:42,903][root][INFO] - ===> Epoch[3834](19167/5): Loss -0.8260, Sem 0.0197, dir -0.9868, norm 0.1411, swav 0.0000 LR: 7.073e-02 Score 99.337 Data time: 0.0625, Forward time: 0.7743, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 1.7832 [2020-10-19 04:24:45,296][root][INFO] - ===> Epoch[3834](19168/5): Loss -0.8090, Sem 0.0220, dir -0.9835, norm 0.1525, swav 0.0000 LR: 7.072e-02 Score 99.248 Data time: 0.0832, Forward time: 0.7743, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 2.3122 [2020-10-19 04:24:47,386][root][INFO] - ===> Epoch[3834](19169/5): Loss -0.8214, Sem 0.0216, dir -0.9848, norm 0.1418, swav 0.0000 LR: 7.072e-02 Score 99.268 Data time: 0.0816, Forward time: 0.7742, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 1.9836 [2020-10-19 04:24:49,406][root][INFO] - ===> Epoch[3834](19170/5): Loss -0.8090, Sem 0.0214, dir -0.9837, norm 0.1533, swav 0.0000 LR: 7.072e-02 Score 99.289 Data time: 0.0681, Forward time: 0.7742, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 1.9274 [2020-10-19 04:24:51,565][root][INFO] - ===> Epoch[3835](19171/5): Loss -0.8119, Sem 0.0233, dir -0.9844, norm 0.1492, swav 0.0000 LR: 7.072e-02 Score 99.233 Data time: 0.0770, Forward time: 0.7742, Backward time: 1.1753, DDP time: 0.0030, Total iter time: 2.0509 [2020-10-19 04:24:53,352][root][INFO] - ===> Epoch[3835](19172/5): Loss -0.8062, Sem 0.0225, dir -0.9841, norm 0.1553, swav 0.0000 LR: 7.072e-02 Score 99.247 Data time: 0.0692, Forward time: 0.7742, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 1.6800 [2020-10-19 04:24:55,400][root][INFO] - ===> Epoch[3835](19173/5): Loss -0.8238, Sem 0.0190, dir -0.9850, norm 0.1422, swav 0.0000 LR: 7.072e-02 Score 99.351 Data time: 0.0692, Forward time: 0.7742, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 1.9443 [2020-10-19 04:24:58,088][root][INFO] - ===> Epoch[3835](19174/5): Loss -0.8104, Sem 0.0222, dir -0.9838, norm 0.1512, swav 0.0000 LR: 7.071e-02 Score 99.253 Data time: 0.4434, Forward time: 0.7743, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 2.5800 [2020-10-19 04:25:00,183][root][INFO] - ===> Epoch[3835](19175/5): Loss -0.8150, Sem 0.0193, dir -0.9862, norm 0.1519, swav 0.0000 LR: 7.071e-02 Score 99.360 Data time: 0.0911, Forward time: 0.7743, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 1.9836 [2020-10-19 04:25:02,110][root][INFO] - ===> Epoch[3836](19176/5): Loss -0.8157, Sem 0.0203, dir -0.9854, norm 0.1494, swav 0.0000 LR: 7.071e-02 Score 99.304 Data time: 0.0601, Forward time: 0.7743, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 1.8253 [2020-10-19 04:25:04,337][root][INFO] - ===> Epoch[3836](19177/5): Loss -0.8110, Sem 0.0208, dir -0.9845, norm 0.1527, swav 0.0000 LR: 7.071e-02 Score 99.299 Data time: 0.0895, Forward time: 0.7743, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 2.1488 [2020-10-19 04:25:06,192][root][INFO] - ===> Epoch[3836](19178/5): Loss -0.8233, Sem 0.0191, dir -0.9858, norm 0.1434, swav 0.0000 LR: 7.071e-02 Score 99.368 Data time: 0.0695, Forward time: 0.7743, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 1.7431 [2020-10-19 04:25:08,602][root][INFO] - ===> Epoch[3836](19179/5): Loss -0.8211, Sem 0.0187, dir -0.9854, norm 0.1456, swav 0.0000 LR: 7.071e-02 Score 99.377 Data time: 0.0895, Forward time: 0.7743, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 2.3359 [2020-10-19 04:25:10,798][root][INFO] - ===> Epoch[3836](19180/5): Loss -0.8048, Sem 0.0209, dir -0.9848, norm 0.1591, swav 0.0000 LR: 7.071e-02 Score 99.284 Data time: 0.0665, Forward time: 0.7743, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 2.0811 [2020-10-19 04:25:12,937][root][INFO] - ===> Epoch[3837](19181/5): Loss -0.8024, Sem 0.0207, dir -0.9841, norm 0.1610, swav 0.0000 LR: 7.070e-02 Score 99.321 Data time: 0.0917, Forward time: 0.7743, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 2.0758 [2020-10-19 04:25:14,861][root][INFO] - ===> Epoch[3837](19182/5): Loss -0.8124, Sem 0.0226, dir -0.9839, norm 0.1489, swav 0.0000 LR: 7.070e-02 Score 99.235 Data time: 0.0820, Forward time: 0.7743, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 1.8275 [2020-10-19 04:25:16,737][root][INFO] - ===> Epoch[3837](19183/5): Loss -0.8013, Sem 0.0234, dir -0.9843, norm 0.1595, swav 0.0000 LR: 7.070e-02 Score 99.246 Data time: 0.0634, Forward time: 0.7743, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 1.7829 [2020-10-19 04:25:18,814][root][INFO] - ===> Epoch[3837](19184/5): Loss -0.8160, Sem 0.0237, dir -0.9841, norm 0.1444, swav 0.0000 LR: 7.070e-02 Score 99.215 Data time: 0.0897, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 1.9924 [2020-10-19 04:25:21,140][root][INFO] - ===> Epoch[3837](19185/5): Loss -0.8128, Sem 0.0192, dir -0.9864, norm 0.1544, swav 0.0000 LR: 7.070e-02 Score 99.373 Data time: 0.0567, Forward time: 0.7743, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 2.2299 [2020-10-19 04:25:23,045][root][INFO] - ===> Epoch[3838](19186/5): Loss -0.8194, Sem 0.0199, dir -0.9865, norm 0.1472, swav 0.0000 LR: 7.070e-02 Score 99.334 Data time: 0.0663, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 1.8479 [2020-10-19 04:25:25,563][root][INFO] - ===> Epoch[3838](19187/5): Loss -0.8063, Sem 0.0223, dir -0.9845, norm 0.1559, swav 0.0000 LR: 7.069e-02 Score 99.262 Data time: 0.0731, Forward time: 0.7743, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 2.4164 [2020-10-19 04:25:27,607][root][INFO] - ===> Epoch[3838](19188/5): Loss -0.7998, Sem 0.0233, dir -0.9830, norm 0.1599, swav 0.0000 LR: 7.069e-02 Score 99.228 Data time: 0.0498, Forward time: 0.7743, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 1.9462 [2020-10-19 04:25:29,507][root][INFO] - ===> Epoch[3838](19189/5): Loss -0.8091, Sem 0.0217, dir -0.9834, norm 0.1527, swav 0.0000 LR: 7.069e-02 Score 99.271 Data time: 0.1592, Forward time: 0.7743, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 1.8348 [2020-10-19 04:25:31,743][root][INFO] - ===> Epoch[3838](19190/5): Loss -0.8144, Sem 0.0186, dir -0.9852, norm 0.1522, swav 0.0000 LR: 7.069e-02 Score 99.405 Data time: 0.0921, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.1361 [2020-10-19 04:25:34,170][root][INFO] - ===> Epoch[3839](19191/5): Loss -0.8153, Sem 0.0193, dir -0.9865, norm 0.1518, swav 0.0000 LR: 7.069e-02 Score 99.352 Data time: 0.0944, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.3097 [2020-10-19 04:25:36,323][root][INFO] - ===> Epoch[3839](19192/5): Loss -0.8118, Sem 0.0225, dir -0.9844, norm 0.1501, swav 0.0000 LR: 7.069e-02 Score 99.227 Data time: 0.0811, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.0430 [2020-10-19 04:25:38,473][root][INFO] - ===> Epoch[3839](19193/5): Loss -0.8115, Sem 0.0213, dir -0.9857, norm 0.1529, swav 0.0000 LR: 7.069e-02 Score 99.305 Data time: 0.0739, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.0479 [2020-10-19 04:25:41,009][root][INFO] - ===> Epoch[3839](19194/5): Loss -0.8143, Sem 0.0207, dir -0.9857, norm 0.1507, swav 0.0000 LR: 7.068e-02 Score 99.293 Data time: 0.1035, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.4613 [2020-10-19 04:25:43,178][root][INFO] - ===> Epoch[3839](19195/5): Loss -0.8018, Sem 0.0201, dir -0.9857, norm 0.1638, swav 0.0000 LR: 7.068e-02 Score 99.332 Data time: 0.0936, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.0564 [2020-10-19 04:25:45,357][root][INFO] - ===> Epoch[3840](19196/5): Loss -0.8082, Sem 0.0207, dir -0.9838, norm 0.1550, swav 0.0000 LR: 7.068e-02 Score 99.299 Data time: 0.0740, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.0653 [2020-10-19 04:25:47,601][root][INFO] - ===> Epoch[3840](19197/5): Loss -0.8014, Sem 0.0208, dir -0.9854, norm 0.1632, swav 0.0000 LR: 7.068e-02 Score 99.296 Data time: 0.0603, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.1831 [2020-10-19 04:25:49,962][root][INFO] - ===> Epoch[3840](19198/5): Loss -0.7971, Sem 0.0207, dir -0.9829, norm 0.1652, swav 0.0000 LR: 7.068e-02 Score 99.315 Data time: 0.1078, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.2530 [2020-10-19 04:25:51,861][root][INFO] - ===> Epoch[3840](19199/5): Loss -0.8171, Sem 0.0190, dir -0.9864, norm 0.1503, swav 0.0000 LR: 7.068e-02 Score 99.346 Data time: 0.0809, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 1.7824 [2020-10-19 04:25:54,147][root][INFO] - ===> Epoch[3840](19200/5): Loss -0.7958, Sem 0.0198, dir -0.9852, norm 0.1696, swav 0.0000 LR: 7.067e-02 Score 99.331 Data time: 0.0691, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.1764 [2020-10-19 04:25:55,208][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 04:25:55,361][root][INFO] - ===> Start testing [2020-10-19 04:26:33,686][root][INFO] - 68/68: Data time: 0.0022, Iter time: 0.1193 Loss 0.467 (AVG: 0.515) Score 91.598 (AVG: 90.569) mIOU 71.138 mAP 85.926 mAcc 78.739 IOU: 63.468 0.917 83.337 74.693 93.789 92.304 34.383 80.834 96.489 77.313 81.857 86.372 59.037 mAP: 82.959 23.517 96.631 86.944 98.958 98.744 60.058 97.152 99.687 92.058 93.949 94.690 91.694 mAcc: 81.324 9.207 91.008 82.409 96.228 96.432 38.792 95.494 97.558 84.757 91.068 94.872 64.458 [2020-10-19 04:26:33,688][root][INFO] - Finished test. Elapsed time: 38.3245 [2020-10-19 04:26:36,576][root][INFO] - [2020-10-19 04:26:36,576][root][INFO] - ################################################################ [2020-10-19 04:26:36,576][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 04:26:36,576][root][INFO] - ################################################################ [2020-10-19 04:26:36,576][root][INFO] - clutter : nan nan nan [2020-10-19 04:26:36,576][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 04:26:36,576][root][INFO] - board : 0.810 0.872 0.945 [2020-10-19 04:26:36,576][root][INFO] - bookcase : 0.233 0.345 0.508 [2020-10-19 04:26:36,576][root][INFO] - ceiling : 0.549 0.588 0.631 [2020-10-19 04:26:36,576][root][INFO] - chair : 0.823 0.899 0.918 [2020-10-19 04:26:36,576][root][INFO] - column : 0.236 0.357 0.419 [2020-10-19 04:26:36,577][root][INFO] - door : 0.755 0.856 0.929 [2020-10-19 04:26:36,577][root][INFO] - floor : 0.944 0.944 0.972 [2020-10-19 04:26:36,577][root][INFO] - sofa : 0.414 0.649 0.790 [2020-10-19 04:26:36,577][root][INFO] - table : 0.169 0.402 0.687 [2020-10-19 04:26:36,577][root][INFO] - wall : 0.558 0.751 0.840 [2020-10-19 04:26:36,577][root][INFO] - window : 0.523 0.718 0.772 [2020-10-19 04:26:36,577][root][INFO] - ---------------------------------------------------------------- [2020-10-19 04:26:36,577][root][INFO] - average : 0.501 0.615 0.701 [2020-10-19 04:26:36,577][root][INFO] - [2020-10-19 04:26:36,733][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 04:26:37,596][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-10-19 04:26:37,738][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 04:26:39,469][root][INFO] - ===> Epoch[3841](19201/5): Loss -0.8084, Sem 0.0201, dir -0.9852, norm 0.1567, swav 0.0000 LR: 7.067e-02 Score 99.318 Data time: 0.0763, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 1.7262 [2020-10-19 04:26:41,868][root][INFO] - ===> Epoch[3841](19202/5): Loss -0.7916, Sem 0.0192, dir -0.9851, norm 0.1743, swav 0.0000 LR: 7.067e-02 Score 99.382 Data time: 0.0842, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.3003 [2020-10-19 04:26:44,281][root][INFO] - ===> Epoch[3841](19203/5): Loss -0.8045, Sem 0.0221, dir -0.9845, norm 0.1579, swav 0.0000 LR: 7.067e-02 Score 99.253 Data time: 0.0570, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.2977 [2020-10-19 04:26:46,433][root][INFO] - ===> Epoch[3841](19204/5): Loss -0.7945, Sem 0.0229, dir -0.9833, norm 0.1659, swav 0.0000 LR: 7.067e-02 Score 99.229 Data time: 0.0750, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.0654 [2020-10-19 04:26:49,129][root][INFO] - ===> Epoch[3841](19205/5): Loss -0.8125, Sem 0.0198, dir -0.9849, norm 0.1526, swav 0.0000 LR: 7.067e-02 Score 99.325 Data time: 0.0710, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.5942 [2020-10-19 04:26:51,386][root][INFO] - ===> Epoch[3842](19206/5): Loss -0.8084, Sem 0.0228, dir -0.9838, norm 0.1526, swav 0.0000 LR: 7.066e-02 Score 99.229 Data time: 0.0788, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.1534 [2020-10-19 04:26:53,919][root][INFO] - ===> Epoch[3842](19207/5): Loss -0.8070, Sem 0.0199, dir -0.9837, norm 0.1568, swav 0.0000 LR: 7.066e-02 Score 99.340 Data time: 0.0903, Forward time: 0.7743, Backward time: 1.1752, DDP time: 0.0030, Total iter time: 2.4277 [2020-10-19 04:26:55,709][root][INFO] - ===> Epoch[3842](19208/5): Loss -0.8167, Sem 0.0223, dir -0.9842, norm 0.1452, swav 0.0000 LR: 7.066e-02 Score 99.258 Data time: 0.0800, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 1.6945 [2020-10-19 04:26:57,468][root][INFO] - ===> Epoch[3842](19209/5): Loss -0.8271, Sem 0.0193, dir -0.9867, norm 0.1403, swav 0.0000 LR: 7.066e-02 Score 99.356 Data time: 0.1367, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 1.6628 [2020-10-19 04:27:00,312][root][INFO] - ===> Epoch[3842](19210/5): Loss -0.7969, Sem 0.0222, dir -0.9836, norm 0.1644, swav 0.0000 LR: 7.066e-02 Score 99.283 Data time: 0.1345, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.7539 [2020-10-19 04:27:02,206][root][INFO] - ===> Epoch[3843](19211/5): Loss -0.8123, Sem 0.0233, dir -0.9835, norm 0.1479, swav 0.0000 LR: 7.066e-02 Score 99.215 Data time: 0.1345, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 1.7815 [2020-10-19 04:27:04,656][root][INFO] - ===> Epoch[3843](19212/5): Loss -0.8164, Sem 0.0226, dir -0.9852, norm 0.1462, swav 0.0000 LR: 7.066e-02 Score 99.264 Data time: 0.1672, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.3695 [2020-10-19 04:27:06,714][root][INFO] - ===> Epoch[3843](19213/5): Loss -0.8011, Sem 0.0219, dir -0.9834, norm 0.1604, swav 0.0000 LR: 7.065e-02 Score 99.245 Data time: 0.0807, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 1.9117 [2020-10-19 04:27:08,767][root][INFO] - ===> Epoch[3843](19214/5): Loss -0.8126, Sem 0.0214, dir -0.9855, norm 0.1515, swav 0.0000 LR: 7.065e-02 Score 99.310 Data time: 0.0833, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 1.9606 [2020-10-19 04:27:10,826][root][INFO] - ===> Epoch[3843](19215/5): Loss -0.8098, Sem 0.0218, dir -0.9839, norm 0.1523, swav 0.0000 LR: 7.065e-02 Score 99.257 Data time: 0.0763, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 1.9479 [2020-10-19 04:27:12,599][root][INFO] - ===> Epoch[3844](19216/5): Loss -0.8238, Sem 0.0189, dir -0.9869, norm 0.1442, swav 0.0000 LR: 7.065e-02 Score 99.362 Data time: 0.0831, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 1.6668 [2020-10-19 04:27:15,465][root][INFO] - ===> Epoch[3844](19217/5): Loss -0.8006, Sem 0.0219, dir -0.9843, norm 0.1618, swav 0.0000 LR: 7.065e-02 Score 99.269 Data time: 0.0629, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.7691 [2020-10-19 04:27:17,676][root][INFO] - ===> Epoch[3844](19218/5): Loss -0.8175, Sem 0.0200, dir -0.9850, norm 0.1475, swav 0.0000 LR: 7.065e-02 Score 99.327 Data time: 0.0734, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.0976 [2020-10-19 04:27:19,717][root][INFO] - ===> Epoch[3844](19219/5): Loss -0.7914, Sem 0.0237, dir -0.9834, norm 0.1683, swav 0.0000 LR: 7.064e-02 Score 99.219 Data time: 0.0709, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 1.9433 [2020-10-19 04:27:22,232][root][INFO] - ===> Epoch[3844](19220/5): Loss -0.8150, Sem 0.0190, dir -0.9851, norm 0.1511, swav 0.0000 LR: 7.064e-02 Score 99.355 Data time: 0.2029, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.4026 [2020-10-19 04:27:24,506][root][INFO] - ===> Epoch[3845](19221/5): Loss -0.8049, Sem 0.0214, dir -0.9839, norm 0.1576, swav 0.0000 LR: 7.064e-02 Score 99.294 Data time: 0.0809, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.1485 [2020-10-19 04:27:26,695][root][INFO] - ===> Epoch[3845](19222/5): Loss -0.7978, Sem 0.0213, dir -0.9847, norm 0.1656, swav 0.0000 LR: 7.064e-02 Score 99.295 Data time: 0.0825, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.0727 [2020-10-19 04:27:28,952][root][INFO] - ===> Epoch[3845](19223/5): Loss -0.7929, Sem 0.0237, dir -0.9830, norm 0.1664, swav 0.0000 LR: 7.064e-02 Score 99.205 Data time: 0.0873, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.1797 [2020-10-19 04:27:30,915][root][INFO] - ===> Epoch[3845](19224/5): Loss -0.7941, Sem 0.0208, dir -0.9841, norm 0.1691, swav 0.0000 LR: 7.064e-02 Score 99.306 Data time: 0.0829, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 1.8284 [2020-10-19 04:27:33,073][root][INFO] - ===> Epoch[3845](19225/5): Loss -0.8077, Sem 0.0219, dir -0.9848, norm 0.1552, swav 0.0000 LR: 7.064e-02 Score 99.275 Data time: 0.0756, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.0071 [2020-10-19 04:27:35,188][root][INFO] - ===> Epoch[3846](19226/5): Loss -0.8085, Sem 0.0192, dir -0.9848, norm 0.1571, swav 0.0000 LR: 7.063e-02 Score 99.349 Data time: 0.1437, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 1.9956 [2020-10-19 04:27:37,287][root][INFO] - ===> Epoch[3846](19227/5): Loss -0.7960, Sem 0.0188, dir -0.9828, norm 0.1680, swav 0.0000 LR: 7.063e-02 Score 99.360 Data time: 0.0918, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.0036 [2020-10-19 04:27:39,455][root][INFO] - ===> Epoch[3846](19228/5): Loss -0.8144, Sem 0.0213, dir -0.9849, norm 0.1491, swav 0.0000 LR: 7.063e-02 Score 99.280 Data time: 0.0809, Forward time: 0.7743, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.0547 [2020-10-19 04:27:41,260][root][INFO] - ===> Epoch[3846](19229/5): Loss -0.8016, Sem 0.0231, dir -0.9835, norm 0.1588, swav 0.0000 LR: 7.063e-02 Score 99.239 Data time: 0.0656, Forward time: 0.7743, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.7158 [2020-10-19 04:27:43,177][root][INFO] - ===> Epoch[3846](19230/5): Loss -0.8128, Sem 0.0186, dir -0.9854, norm 0.1540, swav 0.0000 LR: 7.063e-02 Score 99.374 Data time: 0.0818, Forward time: 0.7743, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.8251 [2020-10-19 04:27:45,314][root][INFO] - ===> Epoch[3847](19231/5): Loss -0.7896, Sem 0.0199, dir -0.9832, norm 0.1737, swav 0.0000 LR: 7.063e-02 Score 99.339 Data time: 0.0699, Forward time: 0.7743, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.0206 [2020-10-19 04:27:47,656][root][INFO] - ===> Epoch[3847](19232/5): Loss -0.8113, Sem 0.0217, dir -0.9853, norm 0.1523, swav 0.0000 LR: 7.062e-02 Score 99.266 Data time: 0.0701, Forward time: 0.7743, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.2352 [2020-10-19 04:27:49,853][root][INFO] - ===> Epoch[3847](19233/5): Loss -0.8079, Sem 0.0207, dir -0.9848, norm 0.1561, swav 0.0000 LR: 7.062e-02 Score 99.301 Data time: 0.0784, Forward time: 0.7743, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.1201 [2020-10-19 04:27:51,991][root][INFO] - ===> Epoch[3847](19234/5): Loss -0.7897, Sem 0.0219, dir -0.9839, norm 0.1722, swav 0.0000 LR: 7.062e-02 Score 99.276 Data time: 0.1041, Forward time: 0.7743, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.0326 [2020-10-19 04:27:54,367][root][INFO] - ===> Epoch[3847](19235/5): Loss -0.8005, Sem 0.0201, dir -0.9849, norm 0.1642, swav 0.0000 LR: 7.062e-02 Score 99.306 Data time: 0.0681, Forward time: 0.7743, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.2611 [2020-10-19 04:27:56,513][root][INFO] - ===> Epoch[3848](19236/5): Loss -0.7993, Sem 0.0212, dir -0.9839, norm 0.1634, swav 0.0000 LR: 7.062e-02 Score 99.281 Data time: 0.0673, Forward time: 0.7743, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.0469 [2020-10-19 04:27:58,626][root][INFO] - ===> Epoch[3848](19237/5): Loss -0.8030, Sem 0.0205, dir -0.9841, norm 0.1606, swav 0.0000 LR: 7.062e-02 Score 99.305 Data time: 0.0962, Forward time: 0.7743, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.0240 [2020-10-19 04:28:00,450][root][INFO] - ===> Epoch[3848](19238/5): Loss -0.8088, Sem 0.0208, dir -0.9853, norm 0.1557, swav 0.0000 LR: 7.061e-02 Score 99.298 Data time: 0.1320, Forward time: 0.7743, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.7111 [2020-10-19 04:28:02,553][root][INFO] - ===> Epoch[3848](19239/5): Loss -0.7799, Sem 0.0229, dir -0.9815, norm 0.1787, swav 0.0000 LR: 7.061e-02 Score 99.249 Data time: 0.0953, Forward time: 0.7743, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.0021 [2020-10-19 04:28:04,903][root][INFO] - ===> Epoch[3848](19240/5): Loss -0.7818, Sem 0.0203, dir -0.9829, norm 0.1808, swav 0.0000 LR: 7.061e-02 Score 99.331 Data time: 0.0831, Forward time: 0.7743, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.2277 [2020-10-19 04:28:06,780][root][INFO] - ===> Epoch[3849](19241/5): Loss -0.8076, Sem 0.0217, dir -0.9838, norm 0.1545, swav 0.0000 LR: 7.061e-02 Score 99.275 Data time: 0.0717, Forward time: 0.7743, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.7935 [2020-10-19 04:28:08,917][root][INFO] - ===> Epoch[3849](19242/5): Loss -0.8131, Sem 0.0198, dir -0.9845, norm 0.1516, swav 0.0000 LR: 7.061e-02 Score 99.343 Data time: 0.0664, Forward time: 0.7743, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.0675 [2020-10-19 04:28:11,174][root][INFO] - ===> Epoch[3849](19243/5): Loss -0.7995, Sem 0.0213, dir -0.9832, norm 0.1624, swav 0.0000 LR: 7.061e-02 Score 99.293 Data time: 0.0955, Forward time: 0.7743, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.1484 [2020-10-19 04:28:13,120][root][INFO] - ===> Epoch[3849](19244/5): Loss -0.7962, Sem 0.0231, dir -0.9833, norm 0.1640, swav 0.0000 LR: 7.061e-02 Score 99.241 Data time: 0.0659, Forward time: 0.7743, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.8333 [2020-10-19 04:28:15,642][root][INFO] - ===> Epoch[3849](19245/5): Loss -0.8135, Sem 0.0193, dir -0.9847, norm 0.1519, swav 0.0000 LR: 7.060e-02 Score 99.355 Data time: 0.1233, Forward time: 0.7743, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.4540 [2020-10-19 04:28:17,849][root][INFO] - ===> Epoch[3850](19246/5): Loss -0.7988, Sem 0.0203, dir -0.9842, norm 0.1650, swav 0.0000 LR: 7.060e-02 Score 99.329 Data time: 0.0970, Forward time: 0.7743, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.1050 [2020-10-19 04:28:19,883][root][INFO] - ===> Epoch[3850](19247/5): Loss -0.8109, Sem 0.0198, dir -0.9840, norm 0.1533, swav 0.0000 LR: 7.060e-02 Score 99.335 Data time: 0.0685, Forward time: 0.7743, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.9021 [2020-10-19 04:28:21,853][root][INFO] - ===> Epoch[3850](19248/5): Loss -0.8072, Sem 0.0203, dir -0.9852, norm 0.1578, swav 0.0000 LR: 7.060e-02 Score 99.306 Data time: 0.0678, Forward time: 0.7743, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.8835 [2020-10-19 04:28:24,437][root][INFO] - ===> Epoch[3850](19249/5): Loss -0.7913, Sem 0.0217, dir -0.9832, norm 0.1702, swav 0.0000 LR: 7.060e-02 Score 99.278 Data time: 0.0854, Forward time: 0.7743, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.5084 [2020-10-19 04:28:26,820][root][INFO] - ===> Epoch[3850](19250/5): Loss -0.7896, Sem 0.0241, dir -0.9834, norm 0.1697, swav 0.0000 LR: 7.060e-02 Score 99.203 Data time: 0.0879, Forward time: 0.7743, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.2605 [2020-10-19 04:28:29,092][root][INFO] - ===> Epoch[3851](19251/5): Loss -0.8080, Sem 0.0202, dir -0.9845, norm 0.1563, swav 0.0000 LR: 7.059e-02 Score 99.311 Data time: 0.0917, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.1710 [2020-10-19 04:28:31,153][root][INFO] - ===> Epoch[3851](19252/5): Loss -0.8003, Sem 0.0219, dir -0.9842, norm 0.1620, swav 0.0000 LR: 7.059e-02 Score 99.270 Data time: 0.0535, Forward time: 0.7743, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.9462 [2020-10-19 04:28:33,599][root][INFO] - ===> Epoch[3851](19253/5): Loss -0.7888, Sem 0.0191, dir -0.9849, norm 0.1770, swav 0.0000 LR: 7.059e-02 Score 99.375 Data time: 0.0696, Forward time: 0.7743, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.3770 [2020-10-19 04:28:35,768][root][INFO] - ===> Epoch[3851](19254/5): Loss -0.7963, Sem 0.0221, dir -0.9839, norm 0.1655, swav 0.0000 LR: 7.059e-02 Score 99.238 Data time: 0.2478, Forward time: 0.7743, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.0749 [2020-10-19 04:28:38,811][root][INFO] - ===> Epoch[3851](19255/5): Loss -0.8031, Sem 0.0204, dir -0.9846, norm 0.1611, swav 0.0000 LR: 7.059e-02 Score 99.321 Data time: 0.2101, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.9512 [2020-10-19 04:28:41,142][root][INFO] - ===> Epoch[3852](19256/5): Loss -0.7950, Sem 0.0197, dir -0.9854, norm 0.1706, swav 0.0000 LR: 7.059e-02 Score 99.360 Data time: 0.1018, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.1919 [2020-10-19 04:28:43,553][root][INFO] - ===> Epoch[3852](19257/5): Loss -0.7966, Sem 0.0221, dir -0.9838, norm 0.1651, swav 0.0000 LR: 7.059e-02 Score 99.254 Data time: 0.0560, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.3046 [2020-10-19 04:28:45,506][root][INFO] - ===> Epoch[3852](19258/5): Loss -0.7862, Sem 0.0197, dir -0.9825, norm 0.1767, swav 0.0000 LR: 7.058e-02 Score 99.366 Data time: 0.0712, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.8639 [2020-10-19 04:28:47,878][root][INFO] - ===> Epoch[3852](19259/5): Loss -0.7538, Sem 0.0239, dir -0.9824, norm 0.2047, swav 0.0000 LR: 7.058e-02 Score 99.216 Data time: 0.0812, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.2891 [2020-10-19 04:28:49,913][root][INFO] - ===> Epoch[3852](19260/5): Loss -0.7949, Sem 0.0208, dir -0.9860, norm 0.1702, swav 0.0000 LR: 7.058e-02 Score 99.286 Data time: 0.0895, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.9279 [2020-10-19 04:28:52,382][root][INFO] - ===> Epoch[3853](19261/5): Loss -0.7802, Sem 0.0202, dir -0.9846, norm 0.1842, swav 0.0000 LR: 7.058e-02 Score 99.306 Data time: 0.0800, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.3543 [2020-10-19 04:28:54,565][root][INFO] - ===> Epoch[3853](19262/5): Loss -0.7917, Sem 0.0188, dir -0.9867, norm 0.1763, swav 0.0000 LR: 7.058e-02 Score 99.381 Data time: 0.0862, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.0829 [2020-10-19 04:28:56,298][root][INFO] - ===> Epoch[3853](19263/5): Loss -0.7815, Sem 0.0190, dir -0.9841, norm 0.1837, swav 0.0000 LR: 7.058e-02 Score 99.360 Data time: 0.0723, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.6169 [2020-10-19 04:28:58,477][root][INFO] - ===> Epoch[3853](19264/5): Loss -0.7679, Sem 0.0230, dir -0.9820, norm 0.1911, swav 0.0000 LR: 7.057e-02 Score 99.221 Data time: 0.0685, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.1048 [2020-10-19 04:29:00,768][root][INFO] - ===> Epoch[3853](19265/5): Loss -0.7596, Sem 0.0277, dir -0.9824, norm 0.1951, swav 0.0000 LR: 7.057e-02 Score 99.107 Data time: 0.0968, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.1926 [2020-10-19 04:29:03,047][root][INFO] - ===> Epoch[3854](19266/5): Loss -0.7729, Sem 0.0199, dir -0.9842, norm 0.1914, swav 0.0000 LR: 7.057e-02 Score 99.329 Data time: 0.0866, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.1526 [2020-10-19 04:29:04,934][root][INFO] - ===> Epoch[3854](19267/5): Loss -0.8219, Sem 0.0196, dir -0.9857, norm 0.1442, swav 0.0000 LR: 7.057e-02 Score 99.325 Data time: 0.0669, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.7796 [2020-10-19 04:29:08,083][root][INFO] - ===> Epoch[3854](19268/5): Loss -0.7498, Sem 0.0208, dir -0.9820, norm 0.2114, swav 0.0000 LR: 7.057e-02 Score 99.321 Data time: 0.0623, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 3.0585 [2020-10-19 04:29:10,026][root][INFO] - ===> Epoch[3854](19269/5): Loss -0.7852, Sem 0.0210, dir -0.9835, norm 0.1773, swav 0.0000 LR: 7.057e-02 Score 99.295 Data time: 0.0782, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.8529 [2020-10-19 04:29:12,003][root][INFO] - ===> Epoch[3854](19270/5): Loss -0.8032, Sem 0.0216, dir -0.9841, norm 0.1593, swav 0.0000 LR: 7.057e-02 Score 99.279 Data time: 0.0586, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.8751 [2020-10-19 04:29:14,481][root][INFO] - ===> Epoch[3855](19271/5): Loss -0.7873, Sem 0.0215, dir -0.9836, norm 0.1748, swav 0.0000 LR: 7.056e-02 Score 99.275 Data time: 0.0776, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.3747 [2020-10-19 04:29:16,390][root][INFO] - ===> Epoch[3855](19272/5): Loss -0.8014, Sem 0.0216, dir -0.9848, norm 0.1618, swav 0.0000 LR: 7.056e-02 Score 99.273 Data time: 0.0857, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.7998 [2020-10-19 04:29:19,302][root][INFO] - ===> Epoch[3855](19273/5): Loss -0.7908, Sem 0.0217, dir -0.9841, norm 0.1715, swav 0.0000 LR: 7.056e-02 Score 99.292 Data time: 0.0604, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.7750 [2020-10-19 04:29:21,301][root][INFO] - ===> Epoch[3855](19274/5): Loss -0.7943, Sem 0.0195, dir -0.9853, norm 0.1715, swav 0.0000 LR: 7.056e-02 Score 99.342 Data time: 0.0818, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.8807 [2020-10-19 04:29:23,474][root][INFO] - ===> Epoch[3855](19275/5): Loss -0.7906, Sem 0.0228, dir -0.9832, norm 0.1698, swav 0.0000 LR: 7.056e-02 Score 99.268 Data time: 0.0753, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.0629 [2020-10-19 04:29:25,744][root][INFO] - ===> Epoch[3856](19276/5): Loss -0.8060, Sem 0.0205, dir -0.9851, norm 0.1585, swav 0.0000 LR: 7.056e-02 Score 99.313 Data time: 0.0768, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.1658 [2020-10-19 04:29:28,158][root][INFO] - ===> Epoch[3856](19277/5): Loss -0.8063, Sem 0.0202, dir -0.9843, norm 0.1578, swav 0.0000 LR: 7.055e-02 Score 99.325 Data time: 0.0988, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.3110 [2020-10-19 04:29:30,504][root][INFO] - ===> Epoch[3856](19278/5): Loss -0.7904, Sem 0.0222, dir -0.9837, norm 0.1711, swav 0.0000 LR: 7.055e-02 Score 99.263 Data time: 0.0475, Forward time: 0.7744, Backward time: 1.1751, DDP time: 0.0030, Total iter time: 2.2354 [2020-10-19 04:29:32,629][root][INFO] - ===> Epoch[3856](19279/5): Loss -0.8029, Sem 0.0228, dir -0.9827, norm 0.1570, swav 0.0000 LR: 7.055e-02 Score 99.238 Data time: 0.0974, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.0195 [2020-10-19 04:29:34,888][root][INFO] - ===> Epoch[3856](19280/5): Loss -0.8102, Sem 0.0215, dir -0.9850, norm 0.1534, swav 0.0000 LR: 7.055e-02 Score 99.269 Data time: 0.0837, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.1393 [2020-10-19 04:29:37,217][root][INFO] - ===> Epoch[3857](19281/5): Loss -0.8234, Sem 0.0200, dir -0.9855, norm 0.1421, swav 0.0000 LR: 7.055e-02 Score 99.317 Data time: 0.0645, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.2310 [2020-10-19 04:29:39,510][root][INFO] - ===> Epoch[3857](19282/5): Loss -0.8047, Sem 0.0202, dir -0.9850, norm 0.1600, swav 0.0000 LR: 7.055e-02 Score 99.331 Data time: 0.1015, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.1934 [2020-10-19 04:29:41,256][root][INFO] - ===> Epoch[3857](19283/5): Loss -0.8229, Sem 0.0199, dir -0.9850, norm 0.1422, swav 0.0000 LR: 7.054e-02 Score 99.340 Data time: 0.0702, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.6372 [2020-10-19 04:29:43,613][root][INFO] - ===> Epoch[3857](19284/5): Loss -0.8057, Sem 0.0223, dir -0.9834, norm 0.1554, swav 0.0000 LR: 7.054e-02 Score 99.261 Data time: 0.0924, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.2659 [2020-10-19 04:29:45,573][root][INFO] - ===> Epoch[3857](19285/5): Loss -0.8297, Sem 0.0187, dir -0.9860, norm 0.1375, swav 0.0000 LR: 7.054e-02 Score 99.352 Data time: 0.0713, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.8469 [2020-10-19 04:29:47,606][root][INFO] - ===> Epoch[3858](19286/5): Loss -0.8007, Sem 0.0215, dir -0.9847, norm 0.1625, swav 0.0000 LR: 7.054e-02 Score 99.267 Data time: 0.0844, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.9418 [2020-10-19 04:29:49,639][root][INFO] - ===> Epoch[3858](19287/5): Loss -0.8041, Sem 0.0221, dir -0.9847, norm 0.1585, swav 0.0000 LR: 7.054e-02 Score 99.273 Data time: 0.0641, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.9231 [2020-10-19 04:29:51,702][root][INFO] - ===> Epoch[3858](19288/5): Loss -0.8316, Sem 0.0192, dir -0.9858, norm 0.1350, swav 0.0000 LR: 7.054e-02 Score 99.352 Data time: 0.0978, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.9443 [2020-10-19 04:29:54,007][root][INFO] - ===> Epoch[3858](19289/5): Loss -0.8157, Sem 0.0202, dir -0.9850, norm 0.1491, swav 0.0000 LR: 7.054e-02 Score 99.312 Data time: 0.0811, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.1961 [2020-10-19 04:29:56,082][root][INFO] - ===> Epoch[3858](19290/5): Loss -0.8073, Sem 0.0247, dir -0.9840, norm 0.1520, swav 0.0000 LR: 7.053e-02 Score 99.190 Data time: 0.0636, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.9873 [2020-10-19 04:29:58,138][root][INFO] - ===> Epoch[3859](19291/5): Loss -0.8104, Sem 0.0221, dir -0.9844, norm 0.1519, swav 0.0000 LR: 7.053e-02 Score 99.251 Data time: 0.0632, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.9788 [2020-10-19 04:30:00,247][root][INFO] - ===> Epoch[3859](19292/5): Loss -0.8058, Sem 0.0209, dir -0.9846, norm 0.1579, swav 0.0000 LR: 7.053e-02 Score 99.345 Data time: 0.0834, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.0128 [2020-10-19 04:30:02,141][root][INFO] - ===> Epoch[3859](19293/5): Loss -0.8275, Sem 0.0182, dir -0.9861, norm 0.1404, swav 0.0000 LR: 7.053e-02 Score 99.395 Data time: 0.0705, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.7943 [2020-10-19 04:30:04,460][root][INFO] - ===> Epoch[3859](19294/5): Loss -0.8070, Sem 0.0218, dir -0.9846, norm 0.1558, swav 0.0000 LR: 7.053e-02 Score 99.255 Data time: 0.0583, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.2157 [2020-10-19 04:30:06,685][root][INFO] - ===> Epoch[3859](19295/5): Loss -0.8175, Sem 0.0218, dir -0.9854, norm 0.1462, swav 0.0000 LR: 7.053e-02 Score 99.250 Data time: 0.0586, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.1263 [2020-10-19 04:30:09,160][root][INFO] - ===> Epoch[3860](19296/5): Loss -0.8109, Sem 0.0200, dir -0.9844, norm 0.1535, swav 0.0000 LR: 7.052e-02 Score 99.326 Data time: 0.0716, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.3925 [2020-10-19 04:30:11,270][root][INFO] - ===> Epoch[3860](19297/5): Loss -0.8093, Sem 0.0205, dir -0.9846, norm 0.1549, swav 0.0000 LR: 7.052e-02 Score 99.314 Data time: 0.0988, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.0124 [2020-10-19 04:30:13,441][root][INFO] - ===> Epoch[3860](19298/5): Loss -0.8064, Sem 0.0215, dir -0.9844, norm 0.1565, swav 0.0000 LR: 7.052e-02 Score 99.280 Data time: 0.0861, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.0652 [2020-10-19 04:30:15,545][root][INFO] - ===> Epoch[3860](19299/5): Loss -0.8185, Sem 0.0189, dir -0.9854, norm 0.1480, swav 0.0000 LR: 7.052e-02 Score 99.367 Data time: 0.0666, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.9847 [2020-10-19 04:30:17,442][root][INFO] - ===> Epoch[3860](19300/5): Loss -0.7974, Sem 0.0231, dir -0.9845, norm 0.1640, swav 0.0000 LR: 7.052e-02 Score 99.239 Data time: 0.0795, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.8085 [2020-10-19 04:30:18,498][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 04:30:20,209][root][INFO] - ===> Epoch[3861](19301/5): Loss -0.7953, Sem 0.0224, dir -0.9824, norm 0.1647, swav 0.0000 LR: 7.052e-02 Score 99.262 Data time: 0.0539, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.5158 [2020-10-19 04:30:22,702][root][INFO] - ===> Epoch[3861](19302/5): Loss -0.8267, Sem 0.0212, dir -0.9849, norm 0.1370, swav 0.0000 LR: 7.052e-02 Score 99.288 Data time: 0.0754, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.3963 [2020-10-19 04:30:24,814][root][INFO] - ===> Epoch[3861](19303/5): Loss -0.8107, Sem 0.0224, dir -0.9832, norm 0.1501, swav 0.0000 LR: 7.051e-02 Score 99.237 Data time: 0.0790, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.0000 [2020-10-19 04:30:27,004][root][INFO] - ===> Epoch[3861](19304/5): Loss -0.8138, Sem 0.0191, dir -0.9844, norm 0.1515, swav 0.0000 LR: 7.051e-02 Score 99.350 Data time: 0.0839, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.0906 [2020-10-19 04:30:29,405][root][INFO] - ===> Epoch[3861](19305/5): Loss -0.8146, Sem 0.0194, dir -0.9863, norm 0.1523, swav 0.0000 LR: 7.051e-02 Score 99.367 Data time: 0.1026, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.2529 [2020-10-19 04:30:31,745][root][INFO] - ===> Epoch[3862](19306/5): Loss -0.8082, Sem 0.0236, dir -0.9848, norm 0.1531, swav 0.0000 LR: 7.051e-02 Score 99.255 Data time: 0.0855, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.1997 [2020-10-19 04:30:33,799][root][INFO] - ===> Epoch[3862](19307/5): Loss -0.8259, Sem 0.0188, dir -0.9865, norm 0.1418, swav 0.0000 LR: 7.051e-02 Score 99.376 Data time: 0.0680, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.9483 [2020-10-19 04:30:36,248][root][INFO] - ===> Epoch[3862](19308/5): Loss -0.8161, Sem 0.0210, dir -0.9848, norm 0.1478, swav 0.0000 LR: 7.051e-02 Score 99.296 Data time: 0.0884, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.3501 [2020-10-19 04:30:38,380][root][INFO] - ===> Epoch[3862](19309/5): Loss -0.8210, Sem 0.0198, dir -0.9857, norm 0.1449, swav 0.0000 LR: 7.050e-02 Score 99.328 Data time: 0.0714, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.0148 [2020-10-19 04:30:40,414][root][INFO] - ===> Epoch[3862](19310/5): Loss -0.8275, Sem 0.0188, dir -0.9860, norm 0.1398, swav 0.0000 LR: 7.050e-02 Score 99.367 Data time: 0.0726, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.9284 [2020-10-19 04:30:42,379][root][INFO] - ===> Epoch[3863](19311/5): Loss -0.8078, Sem 0.0244, dir -0.9843, norm 0.1521, swav 0.0000 LR: 7.050e-02 Score 99.201 Data time: 0.0574, Forward time: 0.7743, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.8653 [2020-10-19 04:30:44,731][root][INFO] - ===> Epoch[3863](19312/5): Loss -0.8094, Sem 0.0201, dir -0.9840, norm 0.1545, swav 0.0000 LR: 7.050e-02 Score 99.345 Data time: 0.0905, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.2538 [2020-10-19 04:30:46,765][root][INFO] - ===> Epoch[3863](19313/5): Loss -0.8163, Sem 0.0225, dir -0.9855, norm 0.1467, swav 0.0000 LR: 7.050e-02 Score 99.245 Data time: 0.1162, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 1.9146 [2020-10-19 04:30:48,574][root][INFO] - ===> Epoch[3863](19314/5): Loss -0.8262, Sem 0.0200, dir -0.9866, norm 0.1404, swav 0.0000 LR: 7.050e-02 Score 99.337 Data time: 0.0832, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 1.7259 [2020-10-19 04:30:51,093][root][INFO] - ===> Epoch[3863](19315/5): Loss -0.8119, Sem 0.0227, dir -0.9846, norm 0.1500, swav 0.0000 LR: 7.049e-02 Score 99.214 Data time: 0.0573, Forward time: 0.7744, Backward time: 1.1750, DDP time: 0.0030, Total iter time: 2.4420 [2020-10-19 04:30:53,051][root][INFO] - ===> Epoch[3864](19316/5): Loss -0.8180, Sem 0.0209, dir -0.9842, norm 0.1453, swav 0.0000 LR: 7.049e-02 Score 99.296 Data time: 0.0879, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 1.8451 [2020-10-19 04:30:54,883][root][INFO] - ===> Epoch[3864](19317/5): Loss -0.8081, Sem 0.0226, dir -0.9846, norm 0.1539, swav 0.0000 LR: 7.049e-02 Score 99.272 Data time: 0.0794, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 1.7284 [2020-10-19 04:30:56,986][root][INFO] - ===> Epoch[3864](19318/5): Loss -0.8332, Sem 0.0190, dir -0.9862, norm 0.1341, swav 0.0000 LR: 7.049e-02 Score 99.365 Data time: 0.0547, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 2.0188 [2020-10-19 04:30:59,248][root][INFO] - ===> Epoch[3864](19319/5): Loss -0.8289, Sem 0.0201, dir -0.9868, norm 0.1377, swav 0.0000 LR: 7.049e-02 Score 99.347 Data time: 0.0928, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 2.1471 [2020-10-19 04:31:01,502][root][INFO] - ===> Epoch[3864](19320/5): Loss -0.7982, Sem 0.0201, dir -0.9843, norm 0.1660, swav 0.0000 LR: 7.049e-02 Score 99.347 Data time: 0.0899, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 2.1364 [2020-10-19 04:31:03,352][root][INFO] - ===> Epoch[3865](19321/5): Loss -0.8221, Sem 0.0212, dir -0.9849, norm 0.1416, swav 0.0000 LR: 7.049e-02 Score 99.291 Data time: 0.0786, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 1.7675 [2020-10-19 04:31:05,836][root][INFO] - ===> Epoch[3865](19322/5): Loss -0.8179, Sem 0.0217, dir -0.9840, norm 0.1443, swav 0.0000 LR: 7.048e-02 Score 99.258 Data time: 0.0532, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 2.4066 [2020-10-19 04:31:07,896][root][INFO] - ===> Epoch[3865](19323/5): Loss -0.8268, Sem 0.0190, dir -0.9868, norm 0.1409, swav 0.0000 LR: 7.048e-02 Score 99.356 Data time: 0.0639, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 1.9807 [2020-10-19 04:31:09,939][root][INFO] - ===> Epoch[3865](19324/5): Loss -0.7991, Sem 0.0214, dir -0.9830, norm 0.1625, swav 0.0000 LR: 7.048e-02 Score 99.298 Data time: 0.0855, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 1.9643 [2020-10-19 04:31:12,492][root][INFO] - ===> Epoch[3865](19325/5): Loss -0.8117, Sem 0.0219, dir -0.9844, norm 0.1508, swav 0.0000 LR: 7.048e-02 Score 99.285 Data time: 0.0741, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 2.4451 [2020-10-19 04:31:14,822][root][INFO] - ===> Epoch[3866](19326/5): Loss -0.8282, Sem 0.0202, dir -0.9863, norm 0.1379, swav 0.0000 LR: 7.048e-02 Score 99.319 Data time: 0.0961, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 2.2308 [2020-10-19 04:31:16,986][root][INFO] - ===> Epoch[3866](19327/5): Loss -0.8171, Sem 0.0200, dir -0.9860, norm 0.1489, swav 0.0000 LR: 7.048e-02 Score 99.328 Data time: 0.0669, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 2.0519 [2020-10-19 04:31:19,244][root][INFO] - ===> Epoch[3866](19328/5): Loss -0.8085, Sem 0.0262, dir -0.9851, norm 0.1504, swav 0.0000 LR: 7.047e-02 Score 99.216 Data time: 0.0911, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 2.1615 [2020-10-19 04:31:21,009][root][INFO] - ===> Epoch[3866](19329/5): Loss -0.8322, Sem 0.0201, dir -0.9857, norm 0.1334, swav 0.0000 LR: 7.047e-02 Score 99.306 Data time: 0.1044, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 1.6654 [2020-10-19 04:31:23,005][root][INFO] - ===> Epoch[3866](19330/5): Loss -0.8190, Sem 0.0208, dir -0.9851, norm 0.1453, swav 0.0000 LR: 7.047e-02 Score 99.301 Data time: 0.0840, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 1.9177 [2020-10-19 04:31:25,342][root][INFO] - ===> Epoch[3867](19331/5): Loss -0.8049, Sem 0.0255, dir -0.9846, norm 0.1542, swav 0.0000 LR: 7.047e-02 Score 99.155 Data time: 0.0864, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 2.2233 [2020-10-19 04:31:27,395][root][INFO] - ===> Epoch[3867](19332/5): Loss -0.8009, Sem 0.0246, dir -0.9847, norm 0.1592, swav 0.0000 LR: 7.047e-02 Score 99.190 Data time: 0.0516, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 1.9590 [2020-10-19 04:31:29,839][root][INFO] - ===> Epoch[3867](19333/5): Loss -0.8252, Sem 0.0202, dir -0.9853, norm 0.1399, swav 0.0000 LR: 7.047e-02 Score 99.322 Data time: 0.1308, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 2.3790 [2020-10-19 04:31:31,720][root][INFO] - ===> Epoch[3867](19334/5): Loss -0.8063, Sem 0.0203, dir -0.9843, norm 0.1577, swav 0.0000 LR: 7.047e-02 Score 99.306 Data time: 0.0746, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 1.7540 [2020-10-19 04:31:33,759][root][INFO] - ===> Epoch[3867](19335/5): Loss -0.8225, Sem 0.0221, dir -0.9847, norm 0.1402, swav 0.0000 LR: 7.046e-02 Score 99.249 Data time: 0.0639, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 1.9669 [2020-10-19 04:31:35,948][root][INFO] - ===> Epoch[3868](19336/5): Loss -0.8178, Sem 0.0223, dir -0.9844, norm 0.1443, swav 0.0000 LR: 7.046e-02 Score 99.229 Data time: 0.0600, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 2.0879 [2020-10-19 04:31:38,294][root][INFO] - ===> Epoch[3868](19337/5): Loss -0.8220, Sem 0.0200, dir -0.9856, norm 0.1436, swav 0.0000 LR: 7.046e-02 Score 99.309 Data time: 0.1006, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 2.2429 [2020-10-19 04:31:40,540][root][INFO] - ===> Epoch[3868](19338/5): Loss -0.7899, Sem 0.0267, dir -0.9826, norm 0.1660, swav 0.0000 LR: 7.046e-02 Score 99.159 Data time: 0.0602, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 2.1094 [2020-10-19 04:31:42,846][root][INFO] - ===> Epoch[3868](19339/5): Loss -0.8202, Sem 0.0204, dir -0.9864, norm 0.1457, swav 0.0000 LR: 7.046e-02 Score 99.316 Data time: 0.0808, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 2.2164 [2020-10-19 04:31:44,897][root][INFO] - ===> Epoch[3868](19340/5): Loss -0.8177, Sem 0.0188, dir -0.9860, norm 0.1495, swav 0.0000 LR: 7.046e-02 Score 99.368 Data time: 0.0890, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 1.9478 [2020-10-19 04:31:47,082][root][INFO] - ===> Epoch[3869](19341/5): Loss -0.8126, Sem 0.0247, dir -0.9852, norm 0.1479, swav 0.0000 LR: 7.045e-02 Score 99.175 Data time: 0.0869, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 2.0805 [2020-10-19 04:31:49,724][root][INFO] - ===> Epoch[3869](19342/5): Loss -0.8167, Sem 0.0212, dir -0.9843, norm 0.1464, swav 0.0000 LR: 7.045e-02 Score 99.269 Data time: 0.0818, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 2.5265 [2020-10-19 04:31:51,880][root][INFO] - ===> Epoch[3869](19343/5): Loss -0.8110, Sem 0.0237, dir -0.9854, norm 0.1507, swav 0.0000 LR: 7.045e-02 Score 99.214 Data time: 0.0790, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 2.0670 [2020-10-19 04:31:54,381][root][INFO] - ===> Epoch[3869](19344/5): Loss -0.8023, Sem 0.0195, dir -0.9831, norm 0.1613, swav 0.0000 LR: 7.045e-02 Score 99.350 Data time: 0.0879, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 2.4128 [2020-10-19 04:31:56,571][root][INFO] - ===> Epoch[3869](19345/5): Loss -0.8097, Sem 0.0199, dir -0.9852, norm 0.1556, swav 0.0000 LR: 7.045e-02 Score 99.330 Data time: 0.0605, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 2.0784 [2020-10-19 04:31:58,500][root][INFO] - ===> Epoch[3870](19346/5): Loss -0.7988, Sem 0.0219, dir -0.9845, norm 0.1638, swav 0.0000 LR: 7.045e-02 Score 99.280 Data time: 0.0811, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 1.8379 [2020-10-19 04:32:00,378][root][INFO] - ===> Epoch[3870](19347/5): Loss -0.8027, Sem 0.0228, dir -0.9824, norm 0.1569, swav 0.0000 LR: 7.045e-02 Score 99.239 Data time: 0.0753, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 1.7725 [2020-10-19 04:32:02,528][root][INFO] - ===> Epoch[3870](19348/5): Loss -0.8195, Sem 0.0196, dir -0.9859, norm 0.1468, swav 0.0000 LR: 7.044e-02 Score 99.336 Data time: 0.0462, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 2.0535 [2020-10-19 04:32:04,434][root][INFO] - ===> Epoch[3870](19349/5): Loss -0.8161, Sem 0.0212, dir -0.9849, norm 0.1475, swav 0.0000 LR: 7.044e-02 Score 99.282 Data time: 0.0773, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 1.8188 [2020-10-19 04:32:07,030][root][INFO] - ===> Epoch[3870](19350/5): Loss -0.8063, Sem 0.0207, dir -0.9838, norm 0.1568, swav 0.0000 LR: 7.044e-02 Score 99.299 Data time: 0.1110, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 2.4892 [2020-10-19 04:32:08,958][root][INFO] - ===> Epoch[3871](19351/5): Loss -0.8304, Sem 0.0204, dir -0.9866, norm 0.1358, swav 0.0000 LR: 7.044e-02 Score 99.297 Data time: 0.0455, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 1.8242 [2020-10-19 04:32:11,589][root][INFO] - ===> Epoch[3871](19352/5): Loss -0.7932, Sem 0.0212, dir -0.9837, norm 0.1693, swav 0.0000 LR: 7.044e-02 Score 99.326 Data time: 0.1165, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 2.5369 [2020-10-19 04:32:13,777][root][INFO] - ===> Epoch[3871](19353/5): Loss -0.8106, Sem 0.0212, dir -0.9851, norm 0.1533, swav 0.0000 LR: 7.044e-02 Score 99.285 Data time: 0.0802, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 2.0857 [2020-10-19 04:32:15,614][root][INFO] - ===> Epoch[3871](19354/5): Loss -0.8091, Sem 0.0228, dir -0.9833, norm 0.1514, swav 0.0000 LR: 7.043e-02 Score 99.223 Data time: 0.0546, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 1.7532 [2020-10-19 04:32:17,571][root][INFO] - ===> Epoch[3871](19355/5): Loss -0.8137, Sem 0.0211, dir -0.9839, norm 0.1491, swav 0.0000 LR: 7.043e-02 Score 99.288 Data time: 0.0779, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 1.9010 [2020-10-19 04:32:20,007][root][INFO] - ===> Epoch[3872](19356/5): Loss -0.8101, Sem 0.0224, dir -0.9853, norm 0.1528, swav 0.0000 LR: 7.043e-02 Score 99.259 Data time: 0.0660, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 2.3351 [2020-10-19 04:32:22,338][root][INFO] - ===> Epoch[3872](19357/5): Loss -0.7954, Sem 0.0218, dir -0.9850, norm 0.1678, swav 0.0000 LR: 7.043e-02 Score 99.281 Data time: 0.0791, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 2.2632 [2020-10-19 04:32:25,150][root][INFO] - ===> Epoch[3872](19358/5): Loss -0.8127, Sem 0.0217, dir -0.9853, norm 0.1509, swav 0.0000 LR: 7.043e-02 Score 99.284 Data time: 0.0842, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 2.6892 [2020-10-19 04:32:27,060][root][INFO] - ===> Epoch[3872](19359/5): Loss -0.8162, Sem 0.0205, dir -0.9856, norm 0.1489, swav 0.0000 LR: 7.043e-02 Score 99.310 Data time: 0.0741, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 1.7897 [2020-10-19 04:32:29,354][root][INFO] - ===> Epoch[3872](19360/5): Loss -0.8066, Sem 0.0206, dir -0.9844, norm 0.1572, swav 0.0000 LR: 7.042e-02 Score 99.324 Data time: 0.0980, Forward time: 0.7744, Backward time: 1.1749, DDP time: 0.0030, Total iter time: 2.1978 [2020-10-19 04:32:31,130][root][INFO] - ===> Epoch[3873](19361/5): Loss -0.8115, Sem 0.0215, dir -0.9856, norm 0.1527, swav 0.0000 LR: 7.042e-02 Score 99.276 Data time: 0.0754, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 1.6639 [2020-10-19 04:32:32,909][root][INFO] - ===> Epoch[3873](19362/5): Loss -0.8178, Sem 0.0219, dir -0.9863, norm 0.1465, swav 0.0000 LR: 7.042e-02 Score 99.282 Data time: 0.0886, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 1.6933 [2020-10-19 04:32:35,055][root][INFO] - ===> Epoch[3873](19363/5): Loss -0.8003, Sem 0.0234, dir -0.9842, norm 0.1605, swav 0.0000 LR: 7.042e-02 Score 99.216 Data time: 0.1610, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 2.0730 [2020-10-19 04:32:37,139][root][INFO] - ===> Epoch[3873](19364/5): Loss -0.8107, Sem 0.0207, dir -0.9855, norm 0.1541, swav 0.0000 LR: 7.042e-02 Score 99.301 Data time: 0.1401, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 1.9515 [2020-10-19 04:32:39,193][root][INFO] - ===> Epoch[3873](19365/5): Loss -0.8241, Sem 0.0179, dir -0.9861, norm 0.1441, swav 0.0000 LR: 7.042e-02 Score 99.400 Data time: 0.0820, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 1.9646 [2020-10-19 04:32:41,525][root][INFO] - ===> Epoch[3874](19366/5): Loss -0.8033, Sem 0.0224, dir -0.9840, norm 0.1582, swav 0.0000 LR: 7.042e-02 Score 99.265 Data time: 0.0760, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 2.2056 [2020-10-19 04:32:43,524][root][INFO] - ===> Epoch[3874](19367/5): Loss -0.8175, Sem 0.0209, dir -0.9854, norm 0.1470, swav 0.0000 LR: 7.041e-02 Score 99.315 Data time: 0.0620, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 1.8974 [2020-10-19 04:32:45,750][root][INFO] - ===> Epoch[3874](19368/5): Loss -0.8090, Sem 0.0201, dir -0.9850, norm 0.1559, swav 0.0000 LR: 7.041e-02 Score 99.327 Data time: 0.0760, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 2.1453 [2020-10-19 04:32:47,710][root][INFO] - ===> Epoch[3874](19369/5): Loss -0.8085, Sem 0.0212, dir -0.9850, norm 0.1554, swav 0.0000 LR: 7.041e-02 Score 99.287 Data time: 0.0684, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 1.8467 [2020-10-19 04:32:49,531][root][INFO] - ===> Epoch[3874](19370/5): Loss -0.7999, Sem 0.0236, dir -0.9826, norm 0.1592, swav 0.0000 LR: 7.041e-02 Score 99.210 Data time: 0.1021, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 1.7341 [2020-10-19 04:32:52,332][root][INFO] - ===> Epoch[3875](19371/5): Loss -0.8070, Sem 0.0217, dir -0.9848, norm 0.1561, swav 0.0000 LR: 7.041e-02 Score 99.264 Data time: 0.1092, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 2.6980 [2020-10-19 04:32:54,314][root][INFO] - ===> Epoch[3875](19372/5): Loss -0.8066, Sem 0.0222, dir -0.9829, norm 0.1541, swav 0.0000 LR: 7.041e-02 Score 99.253 Data time: 0.0850, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 1.8803 [2020-10-19 04:32:56,752][root][INFO] - ===> Epoch[3875](19373/5): Loss -0.8111, Sem 0.0210, dir -0.9848, norm 0.1527, swav 0.0000 LR: 7.040e-02 Score 99.313 Data time: 0.0661, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 2.3511 [2020-10-19 04:32:58,677][root][INFO] - ===> Epoch[3875](19374/5): Loss -0.8261, Sem 0.0193, dir -0.9865, norm 0.1412, swav 0.0000 LR: 7.040e-02 Score 99.348 Data time: 0.0752, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 1.8467 [2020-10-19 04:33:01,038][root][INFO] - ===> Epoch[3875](19375/5): Loss -0.8231, Sem 0.0183, dir -0.9862, norm 0.1447, swav 0.0000 LR: 7.040e-02 Score 99.399 Data time: 0.0703, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 2.2602 [2020-10-19 04:33:03,510][root][INFO] - ===> Epoch[3876](19376/5): Loss -0.8062, Sem 0.0209, dir -0.9832, norm 0.1561, swav 0.0000 LR: 7.040e-02 Score 99.301 Data time: 0.0710, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 2.3689 [2020-10-19 04:33:05,577][root][INFO] - ===> Epoch[3876](19377/5): Loss -0.8116, Sem 0.0221, dir -0.9847, norm 0.1510, swav 0.0000 LR: 7.040e-02 Score 99.261 Data time: 0.0817, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 1.9595 [2020-10-19 04:33:07,896][root][INFO] - ===> Epoch[3876](19378/5): Loss -0.8105, Sem 0.0217, dir -0.9853, norm 0.1532, swav 0.0000 LR: 7.040e-02 Score 99.288 Data time: 0.0935, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 2.2103 [2020-10-19 04:33:10,452][root][INFO] - ===> Epoch[3876](19379/5): Loss -0.8112, Sem 0.0213, dir -0.9854, norm 0.1529, swav 0.0000 LR: 7.040e-02 Score 99.288 Data time: 0.1130, Forward time: 0.7745, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 2.4376 [2020-10-19 04:33:12,713][root][INFO] - ===> Epoch[3876](19380/5): Loss -0.8058, Sem 0.0228, dir -0.9847, norm 0.1561, swav 0.0000 LR: 7.039e-02 Score 99.234 Data time: 0.0732, Forward time: 0.7745, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 2.1329 [2020-10-19 04:33:15,044][root][INFO] - ===> Epoch[3877](19381/5): Loss -0.8237, Sem 0.0209, dir -0.9848, norm 0.1403, swav 0.0000 LR: 7.039e-02 Score 99.308 Data time: 0.0954, Forward time: 0.7745, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 2.2255 [2020-10-19 04:33:16,759][root][INFO] - ===> Epoch[3877](19382/5): Loss -0.8276, Sem 0.0212, dir -0.9853, norm 0.1365, swav 0.0000 LR: 7.039e-02 Score 99.267 Data time: 0.0559, Forward time: 0.7745, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 1.6418 [2020-10-19 04:33:18,982][root][INFO] - ===> Epoch[3877](19383/5): Loss -0.8040, Sem 0.0195, dir -0.9844, norm 0.1609, swav 0.0000 LR: 7.039e-02 Score 99.338 Data time: 0.0775, Forward time: 0.7745, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 2.1685 [2020-10-19 04:33:21,003][root][INFO] - ===> Epoch[3877](19384/5): Loss -0.8244, Sem 0.0203, dir -0.9854, norm 0.1407, swav 0.0000 LR: 7.039e-02 Score 99.315 Data time: 0.0660, Forward time: 0.7745, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 1.9314 [2020-10-19 04:33:23,159][root][INFO] - ===> Epoch[3877](19385/5): Loss -0.8139, Sem 0.0219, dir -0.9835, norm 0.1477, swav 0.0000 LR: 7.039e-02 Score 99.287 Data time: 0.0754, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 2.0547 [2020-10-19 04:33:24,934][root][INFO] - ===> Epoch[3878](19386/5): Loss -0.8188, Sem 0.0202, dir -0.9861, norm 0.1471, swav 0.0000 LR: 7.038e-02 Score 99.309 Data time: 0.1075, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 1.6835 [2020-10-19 04:33:27,036][root][INFO] - ===> Epoch[3878](19387/5): Loss -0.8043, Sem 0.0209, dir -0.9851, norm 0.1599, swav 0.0000 LR: 7.038e-02 Score 99.314 Data time: 0.0811, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 1.9968 [2020-10-19 04:33:29,077][root][INFO] - ===> Epoch[3878](19388/5): Loss -0.8251, Sem 0.0204, dir -0.9858, norm 0.1404, swav 0.0000 LR: 7.038e-02 Score 99.315 Data time: 0.1342, Forward time: 0.7744, Backward time: 1.1748, DDP time: 0.0030, Total iter time: 1.9377 [2020-10-19 04:33:31,019][root][INFO] - ===> Epoch[3878](19389/5): Loss -0.7883, Sem 0.0227, dir -0.9820, norm 0.1709, swav 0.0000 LR: 7.038e-02 Score 99.248 Data time: 0.0828, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 1.8619 [2020-10-19 04:33:33,170][root][INFO] - ===> Epoch[3878](19390/5): Loss -0.8266, Sem 0.0194, dir -0.9858, norm 0.1397, swav 0.0000 LR: 7.038e-02 Score 99.343 Data time: 0.0685, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 2.0362 [2020-10-19 04:33:35,223][root][INFO] - ===> Epoch[3879](19391/5): Loss -0.8137, Sem 0.0220, dir -0.9849, norm 0.1492, swav 0.0000 LR: 7.038e-02 Score 99.263 Data time: 0.0595, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 1.9403 [2020-10-19 04:33:37,435][root][INFO] - ===> Epoch[3879](19392/5): Loss -0.8174, Sem 0.0192, dir -0.9839, norm 0.1473, swav 0.0000 LR: 7.037e-02 Score 99.358 Data time: 0.1607, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 2.1089 [2020-10-19 04:33:39,930][root][INFO] - ===> Epoch[3879](19393/5): Loss -0.8139, Sem 0.0217, dir -0.9855, norm 0.1499, swav 0.0000 LR: 7.037e-02 Score 99.297 Data time: 0.1091, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 2.3839 [2020-10-19 04:33:41,673][root][INFO] - ===> Epoch[3879](19394/5): Loss -0.8264, Sem 0.0200, dir -0.9853, norm 0.1390, swav 0.0000 LR: 7.037e-02 Score 99.317 Data time: 0.0537, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 1.6079 [2020-10-19 04:33:43,913][root][INFO] - ===> Epoch[3879](19395/5): Loss -0.8038, Sem 0.0201, dir -0.9827, norm 0.1588, swav 0.0000 LR: 7.037e-02 Score 99.326 Data time: 0.0653, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 2.1546 [2020-10-19 04:33:45,948][root][INFO] - ===> Epoch[3880](19396/5): Loss -0.8165, Sem 0.0196, dir -0.9849, norm 0.1488, swav 0.0000 LR: 7.037e-02 Score 99.335 Data time: 0.0664, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 1.9565 [2020-10-19 04:33:48,061][root][INFO] - ===> Epoch[3880](19397/5): Loss -0.8152, Sem 0.0213, dir -0.9855, norm 0.1490, swav 0.0000 LR: 7.037e-02 Score 99.297 Data time: 0.0792, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 2.0168 [2020-10-19 04:33:50,446][root][INFO] - ===> Epoch[3880](19398/5): Loss -0.8071, Sem 0.0211, dir -0.9847, norm 0.1564, swav 0.0000 LR: 7.037e-02 Score 99.285 Data time: 0.0899, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 2.2890 [2020-10-19 04:33:52,942][root][INFO] - ===> Epoch[3880](19399/5): Loss -0.8128, Sem 0.0199, dir -0.9850, norm 0.1522, swav 0.0000 LR: 7.036e-02 Score 99.337 Data time: 0.1155, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 2.3815 [2020-10-19 04:33:55,324][root][INFO] - ===> Epoch[3880](19400/5): Loss -0.8188, Sem 0.0168, dir -0.9861, norm 0.1505, swav 0.0000 LR: 7.036e-02 Score 99.441 Data time: 0.0975, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 2.2826 [2020-10-19 04:33:56,381][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 04:33:56,547][root][INFO] - ===> Start testing [2020-10-19 04:34:35,298][root][INFO] - 68/68: Data time: 0.0021, Iter time: 0.1221 Loss 0.772 (AVG: 0.548) Score 86.670 (AVG: 90.208) mIOU 69.641 mAP 84.868 mAcc 77.676 IOU: 61.829 0.325 77.558 74.167 93.543 91.081 37.533 79.013 96.618 70.853 78.564 86.282 57.961 mAP: 82.183 18.714 97.074 87.264 98.910 98.569 58.786 95.723 99.672 86.861 93.528 94.710 91.287 mAcc: 79.464 2.917 91.041 82.518 95.219 97.386 42.981 91.794 97.703 79.528 91.125 95.123 62.983 [2020-10-19 04:34:35,300][root][INFO] - Finished test. Elapsed time: 38.7511 [2020-10-19 04:34:38,198][root][INFO] - [2020-10-19 04:34:38,199][root][INFO] - ################################################################ [2020-10-19 04:34:38,199][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 04:34:38,199][root][INFO] - ################################################################ [2020-10-19 04:34:38,199][root][INFO] - clutter : nan nan nan [2020-10-19 04:34:38,199][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 04:34:38,199][root][INFO] - board : 0.787 0.872 0.918 [2020-10-19 04:34:38,199][root][INFO] - bookcase : 0.209 0.319 0.505 [2020-10-19 04:34:38,199][root][INFO] - ceiling : 0.433 0.471 0.566 [2020-10-19 04:34:38,199][root][INFO] - chair : 0.822 0.909 0.925 [2020-10-19 04:34:38,199][root][INFO] - column : 0.226 0.315 0.429 [2020-10-19 04:34:38,199][root][INFO] - door : 0.653 0.796 0.886 [2020-10-19 04:34:38,199][root][INFO] - floor : 0.825 0.827 0.853 [2020-10-19 04:34:38,199][root][INFO] - sofa : 0.443 0.727 0.809 [2020-10-19 04:34:38,199][root][INFO] - table : 0.130 0.267 0.606 [2020-10-19 04:34:38,199][root][INFO] - wall : 0.550 0.745 0.818 [2020-10-19 04:34:38,199][root][INFO] - window : 0.526 0.743 0.782 [2020-10-19 04:34:38,199][root][INFO] - ---------------------------------------------------------------- [2020-10-19 04:34:38,199][root][INFO] - average : 0.467 0.583 0.675 [2020-10-19 04:34:38,199][root][INFO] - [2020-10-19 04:34:38,349][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 04:34:38,351][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 04:34:40,227][root][INFO] - ===> Epoch[3881](19401/5): Loss -0.8215, Sem 0.0216, dir -0.9840, norm 0.1409, swav 0.0000 LR: 7.036e-02 Score 99.255 Data time: 0.0823, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 1.8713 [2020-10-19 04:34:42,762][root][INFO] - ===> Epoch[3881](19402/5): Loss -0.8354, Sem 0.0169, dir -0.9879, norm 0.1357, swav 0.0000 LR: 7.036e-02 Score 99.426 Data time: 0.1136, Forward time: 0.7745, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 2.4357 [2020-10-19 04:34:44,822][root][INFO] - ===> Epoch[3881](19403/5): Loss -0.8140, Sem 0.0201, dir -0.9833, norm 0.1493, swav 0.0000 LR: 7.036e-02 Score 99.333 Data time: 0.0874, Forward time: 0.7745, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 1.9495 [2020-10-19 04:34:46,774][root][INFO] - ===> Epoch[3881](19404/5): Loss -0.8135, Sem 0.0198, dir -0.9867, norm 0.1535, swav 0.0000 LR: 7.036e-02 Score 99.335 Data time: 0.0805, Forward time: 0.7745, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 1.8652 [2020-10-19 04:34:48,665][root][INFO] - ===> Epoch[3881](19405/5): Loss -0.8141, Sem 0.0230, dir -0.9854, norm 0.1483, swav 0.0000 LR: 7.035e-02 Score 99.223 Data time: 0.1032, Forward time: 0.7745, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 1.7903 [2020-10-19 04:34:50,557][root][INFO] - ===> Epoch[3882](19406/5): Loss -0.8205, Sem 0.0177, dir -0.9857, norm 0.1476, swav 0.0000 LR: 7.035e-02 Score 99.399 Data time: 0.0835, Forward time: 0.7745, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 1.8075 [2020-10-19 04:34:52,666][root][INFO] - ===> Epoch[3882](19407/5): Loss -0.8321, Sem 0.0182, dir -0.9867, norm 0.1363, swav 0.0000 LR: 7.035e-02 Score 99.384 Data time: 0.0833, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.9545 [2020-10-19 04:34:54,692][root][INFO] - ===> Epoch[3882](19408/5): Loss -0.8137, Sem 0.0220, dir -0.9847, norm 0.1489, swav 0.0000 LR: 7.035e-02 Score 99.236 Data time: 0.0602, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.9302 [2020-10-19 04:34:56,773][root][INFO] - ===> Epoch[3882](19409/5): Loss -0.7950, Sem 0.0205, dir -0.9830, norm 0.1675, swav 0.0000 LR: 7.035e-02 Score 99.328 Data time: 0.0919, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.9691 [2020-10-19 04:34:59,201][root][INFO] - ===> Epoch[3882](19410/5): Loss -0.8154, Sem 0.0197, dir -0.9853, norm 0.1502, swav 0.0000 LR: 7.035e-02 Score 99.352 Data time: 0.0836, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.3140 [2020-10-19 04:35:01,754][root][INFO] - ===> Epoch[3883](19411/5): Loss -0.8175, Sem 0.0192, dir -0.9866, norm 0.1499, swav 0.0000 LR: 7.035e-02 Score 99.366 Data time: 0.0741, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.4566 [2020-10-19 04:35:04,014][root][INFO] - ===> Epoch[3883](19412/5): Loss -0.8185, Sem 0.0206, dir -0.9834, norm 0.1443, swav 0.0000 LR: 7.034e-02 Score 99.305 Data time: 0.0528, Forward time: 0.7745, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 2.1750 [2020-10-19 04:35:06,296][root][INFO] - ===> Epoch[3883](19413/5): Loss -0.8205, Sem 0.0203, dir -0.9858, norm 0.1450, swav 0.0000 LR: 7.034e-02 Score 99.317 Data time: 0.0519, Forward time: 0.7745, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 2.1942 [2020-10-19 04:35:08,288][root][INFO] - ===> Epoch[3883](19414/5): Loss -0.8093, Sem 0.0207, dir -0.9862, norm 0.1562, swav 0.0000 LR: 7.034e-02 Score 99.308 Data time: 0.0561, Forward time: 0.7745, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 1.9243 [2020-10-19 04:35:10,585][root][INFO] - ===> Epoch[3883](19415/5): Loss -0.7905, Sem 0.0226, dir -0.9822, norm 0.1691, swav 0.0000 LR: 7.034e-02 Score 99.253 Data time: 0.0972, Forward time: 0.7745, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 2.2187 [2020-10-19 04:35:12,505][root][INFO] - ===> Epoch[3884](19416/5): Loss -0.8151, Sem 0.0197, dir -0.9840, norm 0.1492, swav 0.0000 LR: 7.034e-02 Score 99.357 Data time: 0.0581, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.7893 [2020-10-19 04:35:14,420][root][INFO] - ===> Epoch[3884](19417/5): Loss -0.8123, Sem 0.0220, dir -0.9848, norm 0.1504, swav 0.0000 LR: 7.034e-02 Score 99.260 Data time: 0.0762, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.8440 [2020-10-19 04:35:16,519][root][INFO] - ===> Epoch[3884](19418/5): Loss -0.8124, Sem 0.0209, dir -0.9858, norm 0.1526, swav 0.0000 LR: 7.033e-02 Score 99.312 Data time: 0.0681, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0077 [2020-10-19 04:35:18,139][root][INFO] - ===> Epoch[3884](19419/5): Loss -0.8236, Sem 0.0218, dir -0.9848, norm 0.1394, swav 0.0000 LR: 7.033e-02 Score 99.257 Data time: 0.0577, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.5160 [2020-10-19 04:35:19,988][root][INFO] - ===> Epoch[3884](19420/5): Loss -0.8249, Sem 0.0184, dir -0.9853, norm 0.1420, swav 0.0000 LR: 7.033e-02 Score 99.392 Data time: 0.0593, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.7796 [2020-10-19 04:35:22,245][root][INFO] - ===> Epoch[3885](19421/5): Loss -0.8159, Sem 0.0185, dir -0.9850, norm 0.1505, swav 0.0000 LR: 7.033e-02 Score 99.377 Data time: 0.1917, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.1529 [2020-10-19 04:35:24,581][root][INFO] - ===> Epoch[3885](19422/5): Loss -0.8048, Sem 0.0244, dir -0.9848, norm 0.1557, swav 0.0000 LR: 7.033e-02 Score 99.179 Data time: 0.0685, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.2209 [2020-10-19 04:35:26,927][root][INFO] - ===> Epoch[3885](19423/5): Loss -0.8302, Sem 0.0198, dir -0.9858, norm 0.1359, swav 0.0000 LR: 7.033e-02 Score 99.316 Data time: 0.0636, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.2450 [2020-10-19 04:35:29,186][root][INFO] - ===> Epoch[3885](19424/5): Loss -0.8145, Sem 0.0213, dir -0.9848, norm 0.1490, swav 0.0000 LR: 7.032e-02 Score 99.300 Data time: 0.0646, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.1842 [2020-10-19 04:35:31,108][root][INFO] - ===> Epoch[3885](19425/5): Loss -0.8082, Sem 0.0212, dir -0.9842, norm 0.1548, swav 0.0000 LR: 7.032e-02 Score 99.337 Data time: 0.0709, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.8391 [2020-10-19 04:35:33,305][root][INFO] - ===> Epoch[3886](19426/5): Loss -0.8238, Sem 0.0205, dir -0.9858, norm 0.1415, swav 0.0000 LR: 7.032e-02 Score 99.316 Data time: 0.0642, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0829 [2020-10-19 04:35:35,547][root][INFO] - ===> Epoch[3886](19427/5): Loss -0.7903, Sem 0.0206, dir -0.9847, norm 0.1737, swav 0.0000 LR: 7.032e-02 Score 99.309 Data time: 0.0863, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.1484 [2020-10-19 04:35:37,667][root][INFO] - ===> Epoch[3886](19428/5): Loss -0.8166, Sem 0.0236, dir -0.9853, norm 0.1450, swav 0.0000 LR: 7.032e-02 Score 99.206 Data time: 0.0915, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0042 [2020-10-19 04:35:40,273][root][INFO] - ===> Epoch[3886](19429/5): Loss -0.8257, Sem 0.0200, dir -0.9853, norm 0.1397, swav 0.0000 LR: 7.032e-02 Score 99.325 Data time: 0.0745, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.5067 [2020-10-19 04:35:42,350][root][INFO] - ===> Epoch[3886](19430/5): Loss -0.8028, Sem 0.0200, dir -0.9841, norm 0.1613, swav 0.0000 LR: 7.032e-02 Score 99.334 Data time: 0.0781, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.9694 [2020-10-19 04:35:44,506][root][INFO] - ===> Epoch[3887](19431/5): Loss -0.8082, Sem 0.0207, dir -0.9859, norm 0.1570, swav 0.0000 LR: 7.031e-02 Score 99.304 Data time: 0.0947, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0631 [2020-10-19 04:35:46,559][root][INFO] - ===> Epoch[3887](19432/5): Loss -0.8107, Sem 0.0209, dir -0.9846, norm 0.1529, swav 0.0000 LR: 7.031e-02 Score 99.294 Data time: 0.0780, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.9376 [2020-10-19 04:35:49,092][root][INFO] - ===> Epoch[3887](19433/5): Loss -0.8143, Sem 0.0188, dir -0.9860, norm 0.1529, swav 0.0000 LR: 7.031e-02 Score 99.374 Data time: 0.0467, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.4418 [2020-10-19 04:35:51,411][root][INFO] - ===> Epoch[3887](19434/5): Loss -0.8101, Sem 0.0218, dir -0.9830, norm 0.1511, swav 0.0000 LR: 7.031e-02 Score 99.256 Data time: 0.0621, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.2485 [2020-10-19 04:35:53,540][root][INFO] - ===> Epoch[3887](19435/5): Loss -0.8152, Sem 0.0182, dir -0.9857, norm 0.1522, swav 0.0000 LR: 7.031e-02 Score 99.388 Data time: 0.0552, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0257 [2020-10-19 04:35:55,857][root][INFO] - ===> Epoch[3888](19436/5): Loss -0.7937, Sem 0.0239, dir -0.9827, norm 0.1650, swav 0.0000 LR: 7.031e-02 Score 99.199 Data time: 0.0747, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.2567 [2020-10-19 04:35:58,621][root][INFO] - ===> Epoch[3888](19437/5): Loss -0.8014, Sem 0.0199, dir -0.9851, norm 0.1638, swav 0.0000 LR: 7.030e-02 Score 99.339 Data time: 0.0858, Forward time: 0.7745, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 2.6622 [2020-10-19 04:36:00,562][root][INFO] - ===> Epoch[3888](19438/5): Loss -0.8217, Sem 0.0210, dir -0.9852, norm 0.1425, swav 0.0000 LR: 7.030e-02 Score 99.287 Data time: 0.0623, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.8191 [2020-10-19 04:36:02,696][root][INFO] - ===> Epoch[3888](19439/5): Loss -0.8070, Sem 0.0199, dir -0.9837, norm 0.1569, swav 0.0000 LR: 7.030e-02 Score 99.357 Data time: 0.0426, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 2.0381 [2020-10-19 04:36:05,035][root][INFO] - ===> Epoch[3888](19440/5): Loss -0.8058, Sem 0.0183, dir -0.9844, norm 0.1603, swav 0.0000 LR: 7.030e-02 Score 99.391 Data time: 0.0828, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 2.2928 [2020-10-19 04:36:07,188][root][INFO] - ===> Epoch[3889](19441/5): Loss -0.8222, Sem 0.0202, dir -0.9858, norm 0.1434, swav 0.0000 LR: 7.030e-02 Score 99.321 Data time: 0.0883, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 2.0517 [2020-10-19 04:36:09,448][root][INFO] - ===> Epoch[3889](19442/5): Loss -0.8112, Sem 0.0218, dir -0.9847, norm 0.1517, swav 0.0000 LR: 7.030e-02 Score 99.276 Data time: 0.0726, Forward time: 0.7745, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 2.1610 [2020-10-19 04:36:11,574][root][INFO] - ===> Epoch[3889](19443/5): Loss -0.8059, Sem 0.0206, dir -0.9842, norm 0.1578, swav 0.0000 LR: 7.030e-02 Score 99.331 Data time: 0.0830, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0143 [2020-10-19 04:36:14,067][root][INFO] - ===> Epoch[3889](19444/5): Loss -0.8131, Sem 0.0213, dir -0.9860, norm 0.1516, swav 0.0000 LR: 7.029e-02 Score 99.289 Data time: 0.1326, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.3623 [2020-10-19 04:36:16,407][root][INFO] - ===> Epoch[3889](19445/5): Loss -0.8087, Sem 0.0229, dir -0.9832, norm 0.1517, swav 0.0000 LR: 7.029e-02 Score 99.214 Data time: 0.0848, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.1959 [2020-10-19 04:36:18,371][root][INFO] - ===> Epoch[3890](19446/5): Loss -0.8061, Sem 0.0201, dir -0.9841, norm 0.1580, swav 0.0000 LR: 7.029e-02 Score 99.327 Data time: 0.0855, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.8428 [2020-10-19 04:36:20,120][root][INFO] - ===> Epoch[3890](19447/5): Loss -0.8329, Sem 0.0177, dir -0.9860, norm 0.1353, swav 0.0000 LR: 7.029e-02 Score 99.401 Data time: 0.0555, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.6494 [2020-10-19 04:36:22,240][root][INFO] - ===> Epoch[3890](19448/5): Loss -0.8035, Sem 0.0219, dir -0.9850, norm 0.1596, swav 0.0000 LR: 7.029e-02 Score 99.273 Data time: 0.0595, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0112 [2020-10-19 04:36:24,430][root][INFO] - ===> Epoch[3890](19449/5): Loss -0.8178, Sem 0.0208, dir -0.9846, norm 0.1460, swav 0.0000 LR: 7.029e-02 Score 99.313 Data time: 0.0805, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0813 [2020-10-19 04:36:26,616][root][INFO] - ===> Epoch[3890](19450/5): Loss -0.8165, Sem 0.0204, dir -0.9847, norm 0.1479, swav 0.0000 LR: 7.028e-02 Score 99.303 Data time: 0.0854, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0835 [2020-10-19 04:36:28,745][root][INFO] - ===> Epoch[3891](19451/5): Loss -0.8223, Sem 0.0199, dir -0.9856, norm 0.1434, swav 0.0000 LR: 7.028e-02 Score 99.330 Data time: 0.0722, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0109 [2020-10-19 04:36:30,810][root][INFO] - ===> Epoch[3891](19452/5): Loss -0.8239, Sem 0.0177, dir -0.9851, norm 0.1435, swav 0.0000 LR: 7.028e-02 Score 99.407 Data time: 0.0788, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.9701 [2020-10-19 04:36:32,941][root][INFO] - ===> Epoch[3891](19453/5): Loss -0.8001, Sem 0.0220, dir -0.9852, norm 0.1631, swav 0.0000 LR: 7.028e-02 Score 99.286 Data time: 0.0810, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0322 [2020-10-19 04:36:34,646][root][INFO] - ===> Epoch[3891](19454/5): Loss -0.8234, Sem 0.0191, dir -0.9861, norm 0.1436, swav 0.0000 LR: 7.028e-02 Score 99.349 Data time: 0.0866, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.5657 [2020-10-19 04:36:36,680][root][INFO] - ===> Epoch[3891](19455/5): Loss -0.8239, Sem 0.0184, dir -0.9865, norm 0.1442, swav 0.0000 LR: 7.028e-02 Score 99.393 Data time: 0.0823, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.9399 [2020-10-19 04:36:39,022][root][INFO] - ===> Epoch[3892](19456/5): Loss -0.7922, Sem 0.0210, dir -0.9833, norm 0.1702, swav 0.0000 LR: 7.028e-02 Score 99.313 Data time: 0.0630, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.2191 [2020-10-19 04:36:41,629][root][INFO] - ===> Epoch[3892](19457/5): Loss -0.8066, Sem 0.0202, dir -0.9845, norm 0.1576, swav 0.0000 LR: 7.027e-02 Score 99.317 Data time: 0.0828, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.5100 [2020-10-19 04:36:43,629][root][INFO] - ===> Epoch[3892](19458/5): Loss -0.8246, Sem 0.0189, dir -0.9857, norm 0.1421, swav 0.0000 LR: 7.027e-02 Score 99.352 Data time: 0.0903, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.8865 [2020-10-19 04:36:45,736][root][INFO] - ===> Epoch[3892](19459/5): Loss -0.7859, Sem 0.0198, dir -0.9823, norm 0.1765, swav 0.0000 LR: 7.027e-02 Score 99.339 Data time: 0.0857, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.9999 [2020-10-19 04:36:47,979][root][INFO] - ===> Epoch[3892](19460/5): Loss -0.8126, Sem 0.0225, dir -0.9851, norm 0.1500, swav 0.0000 LR: 7.027e-02 Score 99.271 Data time: 0.0713, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.1233 [2020-10-19 04:36:50,114][root][INFO] - ===> Epoch[3893](19461/5): Loss -0.8098, Sem 0.0210, dir -0.9843, norm 0.1535, swav 0.0000 LR: 7.027e-02 Score 99.274 Data time: 0.0710, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0584 [2020-10-19 04:36:52,064][root][INFO] - ===> Epoch[3893](19462/5): Loss -0.8024, Sem 0.0221, dir -0.9840, norm 0.1595, swav 0.0000 LR: 7.027e-02 Score 99.242 Data time: 0.0600, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.8587 [2020-10-19 04:36:53,916][root][INFO] - ===> Epoch[3893](19463/5): Loss -0.8048, Sem 0.0212, dir -0.9843, norm 0.1584, swav 0.0000 LR: 7.026e-02 Score 99.328 Data time: 0.0720, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.7595 [2020-10-19 04:36:56,163][root][INFO] - ===> Epoch[3893](19464/5): Loss -0.8095, Sem 0.0194, dir -0.9835, norm 0.1546, swav 0.0000 LR: 7.026e-02 Score 99.345 Data time: 0.0649, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.1392 [2020-10-19 04:36:58,489][root][INFO] - ===> Epoch[3893](19465/5): Loss -0.8008, Sem 0.0199, dir -0.9843, norm 0.1637, swav 0.0000 LR: 7.026e-02 Score 99.336 Data time: 0.0776, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.2217 [2020-10-19 04:37:00,334][root][INFO] - ===> Epoch[3894](19466/5): Loss -0.8027, Sem 0.0239, dir -0.9840, norm 0.1574, swav 0.0000 LR: 7.026e-02 Score 99.200 Data time: 0.0600, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.7285 [2020-10-19 04:37:02,269][root][INFO] - ===> Epoch[3894](19467/5): Loss -0.7994, Sem 0.0216, dir -0.9849, norm 0.1639, swav 0.0000 LR: 7.026e-02 Score 99.283 Data time: 0.0627, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.8489 [2020-10-19 04:37:04,883][root][INFO] - ===> Epoch[3894](19468/5): Loss -0.7989, Sem 0.0200, dir -0.9845, norm 0.1656, swav 0.0000 LR: 7.026e-02 Score 99.319 Data time: 0.0479, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.5058 [2020-10-19 04:37:07,188][root][INFO] - ===> Epoch[3894](19469/5): Loss -0.8231, Sem 0.0190, dir -0.9864, norm 0.1443, swav 0.0000 LR: 7.025e-02 Score 99.370 Data time: 0.0600, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.2421 [2020-10-19 04:37:09,037][root][INFO] - ===> Epoch[3894](19470/5): Loss -0.7916, Sem 0.0213, dir -0.9826, norm 0.1698, swav 0.0000 LR: 7.025e-02 Score 99.289 Data time: 0.0792, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.7788 [2020-10-19 04:37:10,985][root][INFO] - ===> Epoch[3895](19471/5): Loss -0.8022, Sem 0.0212, dir -0.9833, norm 0.1599, swav 0.0000 LR: 7.025e-02 Score 99.288 Data time: 0.0872, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.8495 [2020-10-19 04:37:13,039][root][INFO] - ===> Epoch[3895](19472/5): Loss -0.8227, Sem 0.0186, dir -0.9870, norm 0.1457, swav 0.0000 LR: 7.025e-02 Score 99.375 Data time: 0.0733, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.9537 [2020-10-19 04:37:15,308][root][INFO] - ===> Epoch[3895](19473/5): Loss -0.8046, Sem 0.0207, dir -0.9831, norm 0.1577, swav 0.0000 LR: 7.025e-02 Score 99.293 Data time: 0.1001, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.1829 [2020-10-19 04:37:17,592][root][INFO] - ===> Epoch[3895](19474/5): Loss -0.7970, Sem 0.0188, dir -0.9836, norm 0.1678, swav 0.0000 LR: 7.025e-02 Score 99.373 Data time: 0.0640, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.1652 [2020-10-19 04:37:20,208][root][INFO] - ===> Epoch[3895](19475/5): Loss -0.8037, Sem 0.0206, dir -0.9840, norm 0.1596, swav 0.0000 LR: 7.025e-02 Score 99.306 Data time: 0.0704, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.5330 [2020-10-19 04:37:22,742][root][INFO] - ===> Epoch[3896](19476/5): Loss -0.7921, Sem 0.0205, dir -0.9831, norm 0.1704, swav 0.0000 LR: 7.024e-02 Score 99.312 Data time: 0.0814, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.3931 [2020-10-19 04:37:25,231][root][INFO] - ===> Epoch[3896](19477/5): Loss -0.8013, Sem 0.0210, dir -0.9838, norm 0.1614, swav 0.0000 LR: 7.024e-02 Score 99.309 Data time: 0.0706, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.3791 [2020-10-19 04:37:27,316][root][INFO] - ===> Epoch[3896](19478/5): Loss -0.8132, Sem 0.0203, dir -0.9846, norm 0.1511, swav 0.0000 LR: 7.024e-02 Score 99.321 Data time: 0.0658, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.9928 [2020-10-19 04:37:29,284][root][INFO] - ===> Epoch[3896](19479/5): Loss -0.8116, Sem 0.0211, dir -0.9846, norm 0.1519, swav 0.0000 LR: 7.024e-02 Score 99.295 Data time: 0.0726, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.8903 [2020-10-19 04:37:31,487][root][INFO] - ===> Epoch[3896](19480/5): Loss -0.8088, Sem 0.0180, dir -0.9853, norm 0.1585, swav 0.0000 LR: 7.024e-02 Score 99.384 Data time: 0.0792, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.1054 [2020-10-19 04:37:33,793][root][INFO] - ===> Epoch[3897](19481/5): Loss -0.8091, Sem 0.0191, dir -0.9856, norm 0.1574, swav 0.0000 LR: 7.024e-02 Score 99.368 Data time: 0.0547, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.1917 [2020-10-19 04:37:36,072][root][INFO] - ===> Epoch[3897](19482/5): Loss -0.7903, Sem 0.0236, dir -0.9830, norm 0.1691, swav 0.0000 LR: 7.023e-02 Score 99.192 Data time: 0.0599, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.1814 [2020-10-19 04:37:38,496][root][INFO] - ===> Epoch[3897](19483/5): Loss -0.8138, Sem 0.0199, dir -0.9850, norm 0.1513, swav 0.0000 LR: 7.023e-02 Score 99.318 Data time: 0.0660, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.3267 [2020-10-19 04:37:40,403][root][INFO] - ===> Epoch[3897](19484/5): Loss -0.8107, Sem 0.0193, dir -0.9856, norm 0.1556, swav 0.0000 LR: 7.023e-02 Score 99.339 Data time: 0.0794, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.8143 [2020-10-19 04:37:42,500][root][INFO] - ===> Epoch[3897](19485/5): Loss -0.7748, Sem 0.0259, dir -0.9823, norm 0.1816, swav 0.0000 LR: 7.023e-02 Score 99.193 Data time: 0.0904, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.9829 [2020-10-19 04:37:44,687][root][INFO] - ===> Epoch[3898](19486/5): Loss -0.8031, Sem 0.0229, dir -0.9845, norm 0.1585, swav 0.0000 LR: 7.023e-02 Score 99.230 Data time: 0.0783, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0617 [2020-10-19 04:37:46,728][root][INFO] - ===> Epoch[3898](19487/5): Loss -0.7918, Sem 0.0195, dir -0.9838, norm 0.1725, swav 0.0000 LR: 7.023e-02 Score 99.347 Data time: 0.0791, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.9330 [2020-10-19 04:37:48,679][root][INFO] - ===> Epoch[3898](19488/5): Loss -0.8173, Sem 0.0209, dir -0.9861, norm 0.1479, swav 0.0000 LR: 7.023e-02 Score 99.302 Data time: 0.0661, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.8376 [2020-10-19 04:37:51,019][root][INFO] - ===> Epoch[3898](19489/5): Loss -0.7958, Sem 0.0206, dir -0.9842, norm 0.1677, swav 0.0000 LR: 7.022e-02 Score 99.322 Data time: 0.1038, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.2299 [2020-10-19 04:37:53,936][root][INFO] - ===> Epoch[3898](19490/5): Loss -0.7950, Sem 0.0202, dir -0.9855, norm 0.1704, swav 0.0000 LR: 7.022e-02 Score 99.349 Data time: 0.0818, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.8032 [2020-10-19 04:37:56,102][root][INFO] - ===> Epoch[3899](19491/5): Loss -0.8034, Sem 0.0193, dir -0.9843, norm 0.1617, swav 0.0000 LR: 7.022e-02 Score 99.353 Data time: 0.0614, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0495 [2020-10-19 04:37:58,072][root][INFO] - ===> Epoch[3899](19492/5): Loss -0.7969, Sem 0.0219, dir -0.9838, norm 0.1649, swav 0.0000 LR: 7.022e-02 Score 99.252 Data time: 0.0668, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.8717 [2020-10-19 04:38:00,258][root][INFO] - ===> Epoch[3899](19493/5): Loss -0.8098, Sem 0.0201, dir -0.9841, norm 0.1542, swav 0.0000 LR: 7.022e-02 Score 99.319 Data time: 0.0664, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0927 [2020-10-19 04:38:02,417][root][INFO] - ===> Epoch[3899](19494/5): Loss -0.7919, Sem 0.0221, dir -0.9838, norm 0.1698, swav 0.0000 LR: 7.022e-02 Score 99.244 Data time: 0.1372, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0511 [2020-10-19 04:38:05,357][root][INFO] - ===> Epoch[3899](19495/5): Loss -0.7933, Sem 0.0207, dir -0.9844, norm 0.1703, swav 0.0000 LR: 7.021e-02 Score 99.306 Data time: 0.1274, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.8406 [2020-10-19 04:38:07,555][root][INFO] - ===> Epoch[3900](19496/5): Loss -0.8136, Sem 0.0165, dir -0.9865, norm 0.1563, swav 0.0000 LR: 7.021e-02 Score 99.462 Data time: 0.0733, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0664 [2020-10-19 04:38:10,118][root][INFO] - ===> Epoch[3900](19497/5): Loss -0.7986, Sem 0.0228, dir -0.9836, norm 0.1622, swav 0.0000 LR: 7.021e-02 Score 99.233 Data time: 0.0900, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.4450 [2020-10-19 04:38:11,908][root][INFO] - ===> Epoch[3900](19498/5): Loss -0.8281, Sem 0.0178, dir -0.9861, norm 0.1402, swav 0.0000 LR: 7.021e-02 Score 99.390 Data time: 0.0768, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.6784 [2020-10-19 04:38:13,995][root][INFO] - ===> Epoch[3900](19499/5): Loss -0.8137, Sem 0.0205, dir -0.9847, norm 0.1505, swav 0.0000 LR: 7.021e-02 Score 99.327 Data time: 0.0896, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0024 [2020-10-19 04:38:16,480][root][INFO] - ===> Epoch[3900](19500/5): Loss -0.8034, Sem 0.0208, dir -0.9857, norm 0.1615, swav 0.0000 LR: 7.021e-02 Score 99.319 Data time: 0.1388, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.3788 [2020-10-19 04:38:17,433][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 04:38:19,279][root][INFO] - ===> Epoch[3901](19501/5): Loss -0.8170, Sem 0.0189, dir -0.9863, norm 0.1504, swav 0.0000 LR: 7.020e-02 Score 99.364 Data time: 0.0577, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.6528 [2020-10-19 04:38:21,408][root][INFO] - ===> Epoch[3901](19502/5): Loss -0.8211, Sem 0.0208, dir -0.9865, norm 0.1446, swav 0.0000 LR: 7.020e-02 Score 99.310 Data time: 0.0648, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0512 [2020-10-19 04:38:23,712][root][INFO] - ===> Epoch[3901](19503/5): Loss -0.8069, Sem 0.0221, dir -0.9831, norm 0.1541, swav 0.0000 LR: 7.020e-02 Score 99.267 Data time: 0.0890, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.2081 [2020-10-19 04:38:25,933][root][INFO] - ===> Epoch[3901](19504/5): Loss -0.8149, Sem 0.0211, dir -0.9858, norm 0.1498, swav 0.0000 LR: 7.020e-02 Score 99.305 Data time: 0.0733, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.1083 [2020-10-19 04:38:28,288][root][INFO] - ===> Epoch[3901](19505/5): Loss -0.8109, Sem 0.0217, dir -0.9846, norm 0.1520, swav 0.0000 LR: 7.020e-02 Score 99.259 Data time: 0.0534, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.2696 [2020-10-19 04:38:30,235][root][INFO] - ===> Epoch[3902](19506/5): Loss -0.8141, Sem 0.0206, dir -0.9850, norm 0.1503, swav 0.0000 LR: 7.020e-02 Score 99.307 Data time: 0.0571, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.8714 [2020-10-19 04:38:32,498][root][INFO] - ===> Epoch[3902](19507/5): Loss -0.8108, Sem 0.0217, dir -0.9853, norm 0.1528, swav 0.0000 LR: 7.020e-02 Score 99.268 Data time: 0.0938, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.1636 [2020-10-19 04:38:34,819][root][INFO] - ===> Epoch[3902](19508/5): Loss -0.8057, Sem 0.0210, dir -0.9834, norm 0.1567, swav 0.0000 LR: 7.019e-02 Score 99.304 Data time: 0.0763, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.2111 [2020-10-19 04:38:36,846][root][INFO] - ===> Epoch[3902](19509/5): Loss -0.8105, Sem 0.0217, dir -0.9838, norm 0.1515, swav 0.0000 LR: 7.019e-02 Score 99.271 Data time: 0.0851, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.9203 [2020-10-19 04:38:39,368][root][INFO] - ===> Epoch[3902](19510/5): Loss -0.8019, Sem 0.0198, dir -0.9849, norm 0.1631, swav 0.0000 LR: 7.019e-02 Score 99.333 Data time: 0.1347, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.4093 [2020-10-19 04:38:41,476][root][INFO] - ===> Epoch[3903](19511/5): Loss -0.8305, Sem 0.0207, dir -0.9861, norm 0.1349, swav 0.0000 LR: 7.019e-02 Score 99.288 Data time: 0.0681, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.9828 [2020-10-19 04:38:43,563][root][INFO] - ===> Epoch[3903](19512/5): Loss -0.8059, Sem 0.0215, dir -0.9852, norm 0.1578, swav 0.0000 LR: 7.019e-02 Score 99.290 Data time: 0.2509, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.9906 [2020-10-19 04:38:45,836][root][INFO] - ===> Epoch[3903](19513/5): Loss -0.8066, Sem 0.0186, dir -0.9848, norm 0.1595, swav 0.0000 LR: 7.019e-02 Score 99.378 Data time: 0.0996, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.1773 [2020-10-19 04:38:48,330][root][INFO] - ===> Epoch[3903](19514/5): Loss -0.8101, Sem 0.0184, dir -0.9847, norm 0.1562, swav 0.0000 LR: 7.018e-02 Score 99.381 Data time: 0.0775, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.3837 [2020-10-19 04:38:50,902][root][INFO] - ===> Epoch[3903](19515/5): Loss -0.8206, Sem 0.0210, dir -0.9853, norm 0.1437, swav 0.0000 LR: 7.018e-02 Score 99.282 Data time: 0.0612, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.4895 [2020-10-19 04:38:52,981][root][INFO] - ===> Epoch[3904](19516/5): Loss -0.8067, Sem 0.0220, dir -0.9853, norm 0.1566, swav 0.0000 LR: 7.018e-02 Score 99.258 Data time: 0.0753, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.9943 [2020-10-19 04:38:54,822][root][INFO] - ===> Epoch[3904](19517/5): Loss -0.8158, Sem 0.0207, dir -0.9847, norm 0.1481, swav 0.0000 LR: 7.018e-02 Score 99.311 Data time: 0.0814, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.7384 [2020-10-19 04:38:56,990][root][INFO] - ===> Epoch[3904](19518/5): Loss -0.8048, Sem 0.0214, dir -0.9853, norm 0.1591, swav 0.0000 LR: 7.018e-02 Score 99.270 Data time: 0.0735, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0632 [2020-10-19 04:38:59,263][root][INFO] - ===> Epoch[3904](19519/5): Loss -0.8190, Sem 0.0205, dir -0.9860, norm 0.1466, swav 0.0000 LR: 7.018e-02 Score 99.311 Data time: 0.0648, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.1747 [2020-10-19 04:39:01,705][root][INFO] - ===> Epoch[3904](19520/5): Loss -0.8272, Sem 0.0175, dir -0.9866, norm 0.1419, swav 0.0000 LR: 7.018e-02 Score 99.401 Data time: 0.0998, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.3541 [2020-10-19 04:39:03,865][root][INFO] - ===> Epoch[3905](19521/5): Loss -0.7938, Sem 0.0221, dir -0.9823, norm 0.1663, swav 0.0000 LR: 7.017e-02 Score 99.279 Data time: 0.0812, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0256 [2020-10-19 04:39:05,941][root][INFO] - ===> Epoch[3905](19522/5): Loss -0.8130, Sem 0.0225, dir -0.9851, norm 0.1496, swav 0.0000 LR: 7.017e-02 Score 99.266 Data time: 0.0640, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.9878 [2020-10-19 04:39:08,490][root][INFO] - ===> Epoch[3905](19523/5): Loss -0.8137, Sem 0.0220, dir -0.9857, norm 0.1500, swav 0.0000 LR: 7.017e-02 Score 99.265 Data time: 0.0664, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.4599 [2020-10-19 04:39:10,817][root][INFO] - ===> Epoch[3905](19524/5): Loss -0.7899, Sem 0.0234, dir -0.9840, norm 0.1707, swav 0.0000 LR: 7.017e-02 Score 99.218 Data time: 0.0823, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.2271 [2020-10-19 04:39:12,661][root][INFO] - ===> Epoch[3905](19525/5): Loss -0.8069, Sem 0.0184, dir -0.9866, norm 0.1613, swav 0.0000 LR: 7.017e-02 Score 99.385 Data time: 0.0778, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.7449 [2020-10-19 04:39:14,933][root][INFO] - ===> Epoch[3906](19526/5): Loss -0.8066, Sem 0.0211, dir -0.9840, norm 0.1564, swav 0.0000 LR: 7.017e-02 Score 99.298 Data time: 0.0648, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.1627 [2020-10-19 04:39:17,631][root][INFO] - ===> Epoch[3906](19527/5): Loss -0.7904, Sem 0.0205, dir -0.9842, norm 0.1733, swav 0.0000 LR: 7.016e-02 Score 99.303 Data time: 0.0946, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.6125 [2020-10-19 04:39:19,755][root][INFO] - ===> Epoch[3906](19528/5): Loss -0.8259, Sem 0.0192, dir -0.9863, norm 0.1412, swav 0.0000 LR: 7.016e-02 Score 99.364 Data time: 0.0724, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.9929 [2020-10-19 04:39:21,751][root][INFO] - ===> Epoch[3906](19529/5): Loss -0.8014, Sem 0.0218, dir -0.9850, norm 0.1619, swav 0.0000 LR: 7.016e-02 Score 99.267 Data time: 0.0605, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.9106 [2020-10-19 04:39:23,834][root][INFO] - ===> Epoch[3906](19530/5): Loss -0.8030, Sem 0.0181, dir -0.9851, norm 0.1639, swav 0.0000 LR: 7.016e-02 Score 99.406 Data time: 0.0608, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.9865 [2020-10-19 04:39:26,159][root][INFO] - ===> Epoch[3907](19531/5): Loss -0.7711, Sem 0.0216, dir -0.9849, norm 0.1922, swav 0.0000 LR: 7.016e-02 Score 99.287 Data time: 0.1015, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.2332 [2020-10-19 04:39:28,754][root][INFO] - ===> Epoch[3907](19532/5): Loss -0.7974, Sem 0.0200, dir -0.9846, norm 0.1672, swav 0.0000 LR: 7.016e-02 Score 99.333 Data time: 0.0598, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.4868 [2020-10-19 04:39:31,067][root][INFO] - ===> Epoch[3907](19533/5): Loss -0.7935, Sem 0.0183, dir -0.9856, norm 0.1737, swav 0.0000 LR: 7.015e-02 Score 99.377 Data time: 0.0767, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.2122 [2020-10-19 04:39:33,610][root][INFO] - ===> Epoch[3907](19534/5): Loss -0.8119, Sem 0.0217, dir -0.9846, norm 0.1510, swav 0.0000 LR: 7.015e-02 Score 99.265 Data time: 0.0656, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.4337 [2020-10-19 04:39:36,088][root][INFO] - ===> Epoch[3907](19535/5): Loss -0.8016, Sem 0.0206, dir -0.9835, norm 0.1612, swav 0.0000 LR: 7.015e-02 Score 99.357 Data time: 0.0808, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.3639 [2020-10-19 04:39:38,269][root][INFO] - ===> Epoch[3908](19536/5): Loss -0.8042, Sem 0.0210, dir -0.9849, norm 0.1597, swav 0.0000 LR: 7.015e-02 Score 99.290 Data time: 0.0803, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0637 [2020-10-19 04:39:40,566][root][INFO] - ===> Epoch[3908](19537/5): Loss -0.8060, Sem 0.0196, dir -0.9850, norm 0.1595, swav 0.0000 LR: 7.015e-02 Score 99.350 Data time: 0.0714, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 2.2030 [2020-10-19 04:39:42,962][root][INFO] - ===> Epoch[3908](19538/5): Loss -0.8112, Sem 0.0218, dir -0.9847, norm 0.1517, swav 0.0000 LR: 7.015e-02 Score 99.267 Data time: 0.0666, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 2.2976 [2020-10-19 04:39:44,986][root][INFO] - ===> Epoch[3908](19539/5): Loss -0.8212, Sem 0.0190, dir -0.9857, norm 0.1456, swav 0.0000 LR: 7.015e-02 Score 99.353 Data time: 0.0652, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 1.9293 [2020-10-19 04:39:47,142][root][INFO] - ===> Epoch[3908](19540/5): Loss -0.7982, Sem 0.0215, dir -0.9827, norm 0.1630, swav 0.0000 LR: 7.014e-02 Score 99.309 Data time: 0.0715, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 2.0818 [2020-10-19 04:39:48,895][root][INFO] - ===> Epoch[3909](19541/5): Loss -0.8283, Sem 0.0185, dir -0.9867, norm 0.1399, swav 0.0000 LR: 7.014e-02 Score 99.380 Data time: 0.0544, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 1.6383 [2020-10-19 04:39:50,740][root][INFO] - ===> Epoch[3909](19542/5): Loss -0.8134, Sem 0.0211, dir -0.9849, norm 0.1504, swav 0.0000 LR: 7.014e-02 Score 99.284 Data time: 0.0718, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.7867 [2020-10-19 04:39:53,198][root][INFO] - ===> Epoch[3909](19543/5): Loss -0.8016, Sem 0.0198, dir -0.9862, norm 0.1648, swav 0.0000 LR: 7.014e-02 Score 99.334 Data time: 0.1362, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 2.3541 [2020-10-19 04:39:55,559][root][INFO] - ===> Epoch[3909](19544/5): Loss -0.8085, Sem 0.0218, dir -0.9841, norm 0.1537, swav 0.0000 LR: 7.014e-02 Score 99.258 Data time: 0.1002, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 2.2648 [2020-10-19 04:39:57,962][root][INFO] - ===> Epoch[3909](19545/5): Loss -0.8195, Sem 0.0183, dir -0.9863, norm 0.1485, swav 0.0000 LR: 7.014e-02 Score 99.381 Data time: 0.0724, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 2.3107 [2020-10-19 04:40:00,405][root][INFO] - ===> Epoch[3910](19546/5): Loss -0.8140, Sem 0.0194, dir -0.9863, norm 0.1529, swav 0.0000 LR: 7.013e-02 Score 99.343 Data time: 0.0854, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 2.3676 [2020-10-19 04:40:02,366][root][INFO] - ===> Epoch[3910](19547/5): Loss -0.8006, Sem 0.0209, dir -0.9847, norm 0.1632, swav 0.0000 LR: 7.013e-02 Score 99.302 Data time: 0.0810, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 1.8899 [2020-10-19 04:40:04,328][root][INFO] - ===> Epoch[3910](19548/5): Loss -0.8146, Sem 0.0205, dir -0.9856, norm 0.1505, swav 0.0000 LR: 7.013e-02 Score 99.329 Data time: 0.1148, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.8411 [2020-10-19 04:40:06,266][root][INFO] - ===> Epoch[3910](19549/5): Loss -0.8159, Sem 0.0216, dir -0.9860, norm 0.1485, swav 0.0000 LR: 7.013e-02 Score 99.284 Data time: 0.0870, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.8346 [2020-10-19 04:40:08,474][root][INFO] - ===> Epoch[3910](19550/5): Loss -0.8145, Sem 0.0199, dir -0.9855, norm 0.1511, swav 0.0000 LR: 7.013e-02 Score 99.324 Data time: 0.1295, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0940 [2020-10-19 04:40:11,158][root][INFO] - ===> Epoch[3911](19551/5): Loss -0.7946, Sem 0.0214, dir -0.9834, norm 0.1674, swav 0.0000 LR: 7.013e-02 Score 99.292 Data time: 0.0780, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 2.5709 [2020-10-19 04:40:13,601][root][INFO] - ===> Epoch[3911](19552/5): Loss -0.8118, Sem 0.0219, dir -0.9861, norm 0.1524, swav 0.0000 LR: 7.013e-02 Score 99.305 Data time: 0.1013, Forward time: 0.7744, Backward time: 1.1747, DDP time: 0.0030, Total iter time: 2.3284 [2020-10-19 04:40:15,655][root][INFO] - ===> Epoch[3911](19553/5): Loss -0.7999, Sem 0.0199, dir -0.9852, norm 0.1654, swav 0.0000 LR: 7.012e-02 Score 99.368 Data time: 0.0733, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.9414 [2020-10-19 04:40:17,892][root][INFO] - ===> Epoch[3911](19554/5): Loss -0.7909, Sem 0.0235, dir -0.9835, norm 0.1691, swav 0.0000 LR: 7.012e-02 Score 99.248 Data time: 0.0803, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.1278 [2020-10-19 04:40:19,742][root][INFO] - ===> Epoch[3911](19555/5): Loss -0.8150, Sem 0.0215, dir -0.9843, norm 0.1478, swav 0.0000 LR: 7.012e-02 Score 99.266 Data time: 0.0726, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.7375 [2020-10-19 04:40:21,695][root][INFO] - ===> Epoch[3912](19556/5): Loss -0.8142, Sem 0.0205, dir -0.9852, norm 0.1505, swav 0.0000 LR: 7.012e-02 Score 99.310 Data time: 0.0787, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.8308 [2020-10-19 04:40:23,645][root][INFO] - ===> Epoch[3912](19557/5): Loss -0.8262, Sem 0.0188, dir -0.9855, norm 0.1405, swav 0.0000 LR: 7.012e-02 Score 99.365 Data time: 0.0577, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.8524 [2020-10-19 04:40:25,719][root][INFO] - ===> Epoch[3912](19558/5): Loss -0.8105, Sem 0.0200, dir -0.9859, norm 0.1554, swav 0.0000 LR: 7.012e-02 Score 99.325 Data time: 0.0781, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.9783 [2020-10-19 04:40:27,766][root][INFO] - ===> Epoch[3912](19559/5): Loss -0.8066, Sem 0.0197, dir -0.9852, norm 0.1589, swav 0.0000 LR: 7.011e-02 Score 99.347 Data time: 0.0804, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.9606 [2020-10-19 04:40:30,119][root][INFO] - ===> Epoch[3912](19560/5): Loss -0.7926, Sem 0.0225, dir -0.9843, norm 0.1692, swav 0.0000 LR: 7.011e-02 Score 99.239 Data time: 0.1132, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.2392 [2020-10-19 04:40:32,455][root][INFO] - ===> Epoch[3913](19561/5): Loss -0.7919, Sem 0.0190, dir -0.9841, norm 0.1732, swav 0.0000 LR: 7.011e-02 Score 99.370 Data time: 0.0957, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.1940 [2020-10-19 04:40:34,907][root][INFO] - ===> Epoch[3913](19562/5): Loss -0.7941, Sem 0.0214, dir -0.9847, norm 0.1692, swav 0.0000 LR: 7.011e-02 Score 99.282 Data time: 0.0860, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.3379 [2020-10-19 04:40:37,170][root][INFO] - ===> Epoch[3913](19563/5): Loss -0.8100, Sem 0.0209, dir -0.9845, norm 0.1536, swav 0.0000 LR: 7.011e-02 Score 99.289 Data time: 0.0636, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.1663 [2020-10-19 04:40:39,117][root][INFO] - ===> Epoch[3913](19564/5): Loss -0.8006, Sem 0.0201, dir -0.9853, norm 0.1646, swav 0.0000 LR: 7.011e-02 Score 99.328 Data time: 0.0649, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.8577 [2020-10-19 04:40:41,484][root][INFO] - ===> Epoch[3913](19565/5): Loss -0.8132, Sem 0.0199, dir -0.9857, norm 0.1525, swav 0.0000 LR: 7.010e-02 Score 99.355 Data time: 0.0536, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.2607 [2020-10-19 04:40:43,684][root][INFO] - ===> Epoch[3914](19566/5): Loss -0.8141, Sem 0.0212, dir -0.9852, norm 0.1500, swav 0.0000 LR: 7.010e-02 Score 99.290 Data time: 0.0872, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.1084 [2020-10-19 04:40:45,867][root][INFO] - ===> Epoch[3914](19567/5): Loss -0.8131, Sem 0.0194, dir -0.9854, norm 0.1529, swav 0.0000 LR: 7.010e-02 Score 99.355 Data time: 0.0870, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0825 [2020-10-19 04:40:48,253][root][INFO] - ===> Epoch[3914](19568/5): Loss -0.7971, Sem 0.0206, dir -0.9838, norm 0.1661, swav 0.0000 LR: 7.010e-02 Score 99.317 Data time: 0.0956, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.3063 [2020-10-19 04:40:50,346][root][INFO] - ===> Epoch[3914](19569/5): Loss -0.8087, Sem 0.0183, dir -0.9849, norm 0.1580, swav 0.0000 LR: 7.010e-02 Score 99.379 Data time: 0.1056, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.9897 [2020-10-19 04:40:52,558][root][INFO] - ===> Epoch[3914](19570/5): Loss -0.8061, Sem 0.0221, dir -0.9840, norm 0.1558, swav 0.0000 LR: 7.010e-02 Score 99.272 Data time: 0.0574, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.1396 [2020-10-19 04:40:54,939][root][INFO] - ===> Epoch[3915](19571/5): Loss -0.8036, Sem 0.0228, dir -0.9842, norm 0.1578, swav 0.0000 LR: 7.010e-02 Score 99.247 Data time: 0.0639, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.2802 [2020-10-19 04:40:57,125][root][INFO] - ===> Epoch[3915](19572/5): Loss -0.8114, Sem 0.0204, dir -0.9836, norm 0.1518, swav 0.0000 LR: 7.009e-02 Score 99.314 Data time: 0.0880, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0991 [2020-10-19 04:40:58,933][root][INFO] - ===> Epoch[3915](19573/5): Loss -0.8228, Sem 0.0205, dir -0.9862, norm 0.1429, swav 0.0000 LR: 7.009e-02 Score 99.314 Data time: 0.0747, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.6876 [2020-10-19 04:41:01,180][root][INFO] - ===> Epoch[3915](19574/5): Loss -0.8130, Sem 0.0208, dir -0.9859, norm 0.1522, swav 0.0000 LR: 7.009e-02 Score 99.304 Data time: 0.0846, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.1542 [2020-10-19 04:41:03,309][root][INFO] - ===> Epoch[3915](19575/5): Loss -0.8082, Sem 0.0195, dir -0.9850, norm 0.1573, swav 0.0000 LR: 7.009e-02 Score 99.364 Data time: 0.0550, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0075 [2020-10-19 04:41:05,470][root][INFO] - ===> Epoch[3916](19576/5): Loss -0.8212, Sem 0.0205, dir -0.9847, norm 0.1430, swav 0.0000 LR: 7.009e-02 Score 99.307 Data time: 0.0563, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0570 [2020-10-19 04:41:07,171][root][INFO] - ===> Epoch[3916](19577/5): Loss -0.8178, Sem 0.0221, dir -0.9853, norm 0.1455, swav 0.0000 LR: 7.009e-02 Score 99.240 Data time: 0.0671, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.6583 [2020-10-19 04:41:09,362][root][INFO] - ===> Epoch[3916](19578/5): Loss -0.8084, Sem 0.0222, dir -0.9846, norm 0.1539, swav 0.0000 LR: 7.008e-02 Score 99.262 Data time: 0.0885, Forward time: 0.7744, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0900 [2020-10-19 04:41:12,164][root][INFO] - ===> Epoch[3916](19579/5): Loss -0.8228, Sem 0.0193, dir -0.9855, norm 0.1434, swav 0.0000 LR: 7.008e-02 Score 99.347 Data time: 0.0950, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.7027 [2020-10-19 04:41:14,047][root][INFO] - ===> Epoch[3916](19580/5): Loss -0.8093, Sem 0.0251, dir -0.9847, norm 0.1504, swav 0.0000 LR: 7.008e-02 Score 99.179 Data time: 0.0850, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.7797 [2020-10-19 04:41:16,485][root][INFO] - ===> Epoch[3917](19581/5): Loss -0.8136, Sem 0.0225, dir -0.9847, norm 0.1485, swav 0.0000 LR: 7.008e-02 Score 99.262 Data time: 0.0913, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.3448 [2020-10-19 04:41:18,681][root][INFO] - ===> Epoch[3917](19582/5): Loss -0.8148, Sem 0.0204, dir -0.9852, norm 0.1500, swav 0.0000 LR: 7.008e-02 Score 99.331 Data time: 0.0620, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0756 [2020-10-19 04:41:20,801][root][INFO] - ===> Epoch[3917](19583/5): Loss -0.8164, Sem 0.0266, dir -0.9852, norm 0.1422, swav 0.0000 LR: 7.008e-02 Score 99.153 Data time: 0.0883, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0296 [2020-10-19 04:41:22,939][root][INFO] - ===> Epoch[3917](19584/5): Loss -0.8191, Sem 0.0184, dir -0.9844, norm 0.1468, swav 0.0000 LR: 7.008e-02 Score 99.382 Data time: 0.0765, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0272 [2020-10-19 04:41:24,772][root][INFO] - ===> Epoch[3917](19585/5): Loss -0.8170, Sem 0.0229, dir -0.9859, norm 0.1460, swav 0.0000 LR: 7.007e-02 Score 99.234 Data time: 0.0816, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 1.7305 [2020-10-19 04:41:27,157][root][INFO] - ===> Epoch[3918](19586/5): Loss -0.7924, Sem 0.0274, dir -0.9822, norm 0.1623, swav 0.0000 LR: 7.007e-02 Score 99.134 Data time: 0.1532, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.2788 [2020-10-19 04:41:29,181][root][INFO] - ===> Epoch[3918](19587/5): Loss -0.7873, Sem 0.0222, dir -0.9836, norm 0.1740, swav 0.0000 LR: 7.007e-02 Score 99.249 Data time: 0.0583, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 1.9048 [2020-10-19 04:41:31,348][root][INFO] - ===> Epoch[3918](19588/5): Loss -0.8020, Sem 0.0226, dir -0.9840, norm 0.1593, swav 0.0000 LR: 7.007e-02 Score 99.259 Data time: 0.0599, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.0731 [2020-10-19 04:41:34,505][root][INFO] - ===> Epoch[3918](19589/5): Loss -0.8319, Sem 0.0214, dir -0.9860, norm 0.1327, swav 0.0000 LR: 7.007e-02 Score 99.263 Data time: 0.0735, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 3.0835 [2020-10-19 04:41:36,546][root][INFO] - ===> Epoch[3918](19590/5): Loss -0.8016, Sem 0.0202, dir -0.9861, norm 0.1643, swav 0.0000 LR: 7.007e-02 Score 99.324 Data time: 0.0882, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.9291 [2020-10-19 04:41:38,654][root][INFO] - ===> Epoch[3919](19591/5): Loss -0.8168, Sem 0.0213, dir -0.9857, norm 0.1475, swav 0.0000 LR: 7.006e-02 Score 99.291 Data time: 0.0907, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0001 [2020-10-19 04:41:40,798][root][INFO] - ===> Epoch[3919](19592/5): Loss -0.8103, Sem 0.0212, dir -0.9849, norm 0.1534, swav 0.0000 LR: 7.006e-02 Score 99.282 Data time: 0.0578, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.0463 [2020-10-19 04:41:42,799][root][INFO] - ===> Epoch[3919](19593/5): Loss -0.8019, Sem 0.0239, dir -0.9835, norm 0.1578, swav 0.0000 LR: 7.006e-02 Score 99.245 Data time: 0.0741, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.8840 [2020-10-19 04:41:45,013][root][INFO] - ===> Epoch[3919](19594/5): Loss -0.7874, Sem 0.0241, dir -0.9830, norm 0.1715, swav 0.0000 LR: 7.006e-02 Score 99.202 Data time: 0.0786, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.1031 [2020-10-19 04:41:47,523][root][INFO] - ===> Epoch[3919](19595/5): Loss -0.8167, Sem 0.0199, dir -0.9858, norm 0.1492, swav 0.0000 LR: 7.006e-02 Score 99.335 Data time: 0.0549, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.3893 [2020-10-19 04:41:49,328][root][INFO] - ===> Epoch[3920](19596/5): Loss -0.8147, Sem 0.0229, dir -0.9853, norm 0.1477, swav 0.0000 LR: 7.006e-02 Score 99.267 Data time: 0.0674, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 1.7318 [2020-10-19 04:41:51,199][root][INFO] - ===> Epoch[3920](19597/5): Loss -0.7987, Sem 0.0223, dir -0.9837, norm 0.1628, swav 0.0000 LR: 7.006e-02 Score 99.259 Data time: 0.0844, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 1.7604 [2020-10-19 04:41:53,569][root][INFO] - ===> Epoch[3920](19598/5): Loss -0.7870, Sem 0.0300, dir -0.9828, norm 0.1658, swav 0.0000 LR: 7.005e-02 Score 99.127 Data time: 0.0568, Forward time: 0.7745, Backward time: 1.1746, DDP time: 0.0030, Total iter time: 2.2620 [2020-10-19 04:41:55,642][root][INFO] - ===> Epoch[3920](19599/5): Loss -0.8113, Sem 0.0206, dir -0.9840, norm 0.1520, swav 0.0000 LR: 7.005e-02 Score 99.307 Data time: 0.1287, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.0019 [2020-10-19 04:41:58,094][root][INFO] - ===> Epoch[3920](19600/5): Loss -0.8092, Sem 0.0224, dir -0.9849, norm 0.1533, swav 0.0000 LR: 7.005e-02 Score 99.253 Data time: 0.1222, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.3501 [2020-10-19 04:41:59,281][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 04:41:59,456][root][INFO] - ===> Start testing [2020-10-19 04:42:38,274][root][INFO] - 68/68: Data time: 0.0028, Iter time: 0.1728 Loss 0.707 (AVG: 0.540) Score 87.373 (AVG: 90.522) mIOU 70.324 mAP 84.599 mAcc 77.157 IOU: 63.052 0.707 81.751 74.666 92.664 90.841 36.544 79.232 96.412 69.970 82.096 86.536 59.736 mAP: 82.242 21.242 96.961 88.104 98.565 98.311 58.384 96.685 99.569 79.796 93.792 94.865 91.265 mAcc: 80.101 3.373 89.947 82.883 93.727 96.672 40.445 94.253 99.009 71.882 90.160 96.175 64.418 [2020-10-19 04:42:38,275][root][INFO] - Finished test. Elapsed time: 38.8170 [2020-10-19 04:42:41,223][root][INFO] - [2020-10-19 04:42:41,223][root][INFO] - ################################################################ [2020-10-19 04:42:41,223][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 04:42:41,223][root][INFO] - ################################################################ [2020-10-19 04:42:41,223][root][INFO] - clutter : nan nan nan [2020-10-19 04:42:41,223][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 04:42:41,223][root][INFO] - board : 0.780 0.901 0.949 [2020-10-19 04:42:41,223][root][INFO] - bookcase : 0.287 0.423 0.538 [2020-10-19 04:42:41,223][root][INFO] - ceiling : 0.443 0.503 0.582 [2020-10-19 04:42:41,223][root][INFO] - chair : 0.819 0.900 0.928 [2020-10-19 04:42:41,223][root][INFO] - column : 0.246 0.337 0.428 [2020-10-19 04:42:41,223][root][INFO] - door : 0.694 0.822 0.927 [2020-10-19 04:42:41,223][root][INFO] - floor : 0.515 0.515 0.580 [2020-10-19 04:42:41,223][root][INFO] - sofa : 0.374 0.521 0.727 [2020-10-19 04:42:41,223][root][INFO] - table : 0.119 0.286 0.618 [2020-10-19 04:42:41,224][root][INFO] - wall : 0.540 0.732 0.831 [2020-10-19 04:42:41,224][root][INFO] - window : 0.549 0.762 0.784 [2020-10-19 04:42:41,224][root][INFO] - ---------------------------------------------------------------- [2020-10-19 04:42:41,224][root][INFO] - average : 0.447 0.558 0.658 [2020-10-19 04:42:41,224][root][INFO] - [2020-10-19 04:42:41,419][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 04:42:41,420][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 04:42:43,049][root][INFO] - ===> Epoch[3921](19601/5): Loss -0.8125, Sem 0.0190, dir -0.9849, norm 0.1534, swav 0.0000 LR: 7.005e-02 Score 99.360 Data time: 0.0619, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 1.6237 [2020-10-19 04:42:45,105][root][INFO] - ===> Epoch[3921](19602/5): Loss -0.8038, Sem 0.0227, dir -0.9840, norm 0.1575, swav 0.0000 LR: 7.005e-02 Score 99.239 Data time: 0.0824, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 1.9700 [2020-10-19 04:42:47,349][root][INFO] - ===> Epoch[3921](19603/5): Loss -0.8091, Sem 0.0222, dir -0.9848, norm 0.1535, swav 0.0000 LR: 7.005e-02 Score 99.263 Data time: 0.0793, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.1431 [2020-10-19 04:42:49,507][root][INFO] - ===> Epoch[3921](19604/5): Loss -0.8072, Sem 0.0229, dir -0.9842, norm 0.1541, swav 0.0000 LR: 7.004e-02 Score 99.231 Data time: 0.0812, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.0502 [2020-10-19 04:42:51,654][root][INFO] - ===> Epoch[3921](19605/5): Loss -0.8152, Sem 0.0214, dir -0.9855, norm 0.1489, swav 0.0000 LR: 7.004e-02 Score 99.284 Data time: 0.0973, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.0477 [2020-10-19 04:42:53,921][root][INFO] - ===> Epoch[3922](19606/5): Loss -0.8051, Sem 0.0212, dir -0.9838, norm 0.1576, swav 0.0000 LR: 7.004e-02 Score 99.304 Data time: 0.0876, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.1757 [2020-10-19 04:42:55,758][root][INFO] - ===> Epoch[3922](19607/5): Loss -0.8127, Sem 0.0230, dir -0.9828, norm 0.1471, swav 0.0000 LR: 7.004e-02 Score 99.244 Data time: 0.0845, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 1.7206 [2020-10-19 04:42:57,737][root][INFO] - ===> Epoch[3922](19608/5): Loss -0.8210, Sem 0.0201, dir -0.9868, norm 0.1457, swav 0.0000 LR: 7.004e-02 Score 99.323 Data time: 0.0613, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 1.8829 [2020-10-19 04:43:00,051][root][INFO] - ===> Epoch[3922](19609/5): Loss -0.8193, Sem 0.0209, dir -0.9868, norm 0.1466, swav 0.0000 LR: 7.004e-02 Score 99.312 Data time: 0.0583, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.2047 [2020-10-19 04:43:02,715][root][INFO] - ===> Epoch[3922](19610/5): Loss -0.8231, Sem 0.0220, dir -0.9858, norm 0.1408, swav 0.0000 LR: 7.003e-02 Score 99.261 Data time: 0.0824, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.5762 [2020-10-19 04:43:04,689][root][INFO] - ===> Epoch[3923](19611/5): Loss -0.8065, Sem 0.0193, dir -0.9845, norm 0.1588, swav 0.0000 LR: 7.003e-02 Score 99.370 Data time: 0.0674, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 1.8737 [2020-10-19 04:43:06,790][root][INFO] - ===> Epoch[3923](19612/5): Loss -0.8151, Sem 0.0193, dir -0.9856, norm 0.1513, swav 0.0000 LR: 7.003e-02 Score 99.363 Data time: 0.0824, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 1.9979 [2020-10-19 04:43:09,047][root][INFO] - ===> Epoch[3923](19613/5): Loss -0.8178, Sem 0.0225, dir -0.9838, norm 0.1436, swav 0.0000 LR: 7.003e-02 Score 99.249 Data time: 0.0655, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.1426 [2020-10-19 04:43:11,157][root][INFO] - ===> Epoch[3923](19614/5): Loss -0.8111, Sem 0.0209, dir -0.9849, norm 0.1530, swav 0.0000 LR: 7.003e-02 Score 99.343 Data time: 0.0882, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.0130 [2020-10-19 04:43:13,261][root][INFO] - ===> Epoch[3923](19615/5): Loss -0.8085, Sem 0.0219, dir -0.9845, norm 0.1541, swav 0.0000 LR: 7.003e-02 Score 99.257 Data time: 0.0815, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.0009 [2020-10-19 04:43:15,277][root][INFO] - ===> Epoch[3924](19616/5): Loss -0.8235, Sem 0.0227, dir -0.9850, norm 0.1388, swav 0.0000 LR: 7.003e-02 Score 99.238 Data time: 0.0627, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 1.9111 [2020-10-19 04:43:17,796][root][INFO] - ===> Epoch[3924](19617/5): Loss -0.8004, Sem 0.0222, dir -0.9841, norm 0.1614, swav 0.0000 LR: 7.002e-02 Score 99.265 Data time: 0.0823, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.4309 [2020-10-19 04:43:19,891][root][INFO] - ===> Epoch[3924](19618/5): Loss -0.8186, Sem 0.0221, dir -0.9852, norm 0.1445, swav 0.0000 LR: 7.002e-02 Score 99.250 Data time: 0.0758, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 1.9672 [2020-10-19 04:43:21,962][root][INFO] - ===> Epoch[3924](19619/5): Loss -0.8118, Sem 0.0228, dir -0.9839, norm 0.1493, swav 0.0000 LR: 7.002e-02 Score 99.250 Data time: 0.1618, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 1.9643 [2020-10-19 04:43:24,254][root][INFO] - ===> Epoch[3924](19620/5): Loss -0.8145, Sem 0.0224, dir -0.9849, norm 0.1480, swav 0.0000 LR: 7.002e-02 Score 99.256 Data time: 0.0982, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.1899 [2020-10-19 04:43:26,792][root][INFO] - ===> Epoch[3925](19621/5): Loss -0.8126, Sem 0.0184, dir -0.9871, norm 0.1561, swav 0.0000 LR: 7.002e-02 Score 99.398 Data time: 0.0668, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.4220 [2020-10-19 04:43:28,848][root][INFO] - ===> Epoch[3925](19622/5): Loss -0.8037, Sem 0.0230, dir -0.9832, norm 0.1565, swav 0.0000 LR: 7.002e-02 Score 99.246 Data time: 0.0883, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 1.9624 [2020-10-19 04:43:30,934][root][INFO] - ===> Epoch[3925](19623/5): Loss -0.8003, Sem 0.0228, dir -0.9845, norm 0.1614, swav 0.0000 LR: 7.001e-02 Score 99.234 Data time: 0.0959, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 1.9819 [2020-10-19 04:43:33,360][root][INFO] - ===> Epoch[3925](19624/5): Loss -0.8106, Sem 0.0224, dir -0.9845, norm 0.1515, swav 0.0000 LR: 7.001e-02 Score 99.242 Data time: 0.0843, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.3078 [2020-10-19 04:43:35,237][root][INFO] - ===> Epoch[3925](19625/5): Loss -0.8216, Sem 0.0194, dir -0.9859, norm 0.1448, swav 0.0000 LR: 7.001e-02 Score 99.340 Data time: 0.0786, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 1.7727 [2020-10-19 04:43:37,441][root][INFO] - ===> Epoch[3926](19626/5): Loss -0.8079, Sem 0.0213, dir -0.9862, norm 0.1571, swav 0.0000 LR: 7.001e-02 Score 99.298 Data time: 0.0845, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.0889 [2020-10-19 04:43:39,551][root][INFO] - ===> Epoch[3926](19627/5): Loss -0.8100, Sem 0.0223, dir -0.9839, norm 0.1516, swav 0.0000 LR: 7.001e-02 Score 99.259 Data time: 0.0880, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.0013 [2020-10-19 04:43:41,947][root][INFO] - ===> Epoch[3926](19628/5): Loss -0.8197, Sem 0.0204, dir -0.9863, norm 0.1463, swav 0.0000 LR: 7.001e-02 Score 99.328 Data time: 0.1532, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.2884 [2020-10-19 04:43:44,024][root][INFO] - ===> Epoch[3926](19629/5): Loss -0.8013, Sem 0.0230, dir -0.9846, norm 0.1603, swav 0.0000 LR: 7.001e-02 Score 99.284 Data time: 0.0910, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 1.9799 [2020-10-19 04:43:46,253][root][INFO] - ===> Epoch[3926](19630/5): Loss -0.8079, Sem 0.0222, dir -0.9840, norm 0.1539, swav 0.0000 LR: 7.000e-02 Score 99.271 Data time: 0.0610, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.1061 [2020-10-19 04:43:48,313][root][INFO] - ===> Epoch[3927](19631/5): Loss -0.8014, Sem 0.0206, dir -0.9847, norm 0.1627, swav 0.0000 LR: 7.000e-02 Score 99.307 Data time: 0.0555, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 1.9724 [2020-10-19 04:43:50,442][root][INFO] - ===> Epoch[3927](19632/5): Loss -0.8028, Sem 0.0209, dir -0.9844, norm 0.1607, swav 0.0000 LR: 7.000e-02 Score 99.314 Data time: 0.1993, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.0570 [2020-10-19 04:43:53,358][root][INFO] - ===> Epoch[3927](19633/5): Loss -0.8100, Sem 0.0201, dir -0.9857, norm 0.1556, swav 0.0000 LR: 7.000e-02 Score 99.317 Data time: 0.1146, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.8353 [2020-10-19 04:43:55,229][root][INFO] - ===> Epoch[3927](19634/5): Loss -0.8184, Sem 0.0253, dir -0.9853, norm 0.1415, swav 0.0000 LR: 7.000e-02 Score 99.169 Data time: 0.0708, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 1.7453 [2020-10-19 04:43:57,214][root][INFO] - ===> Epoch[3927](19635/5): Loss -0.7884, Sem 0.0244, dir -0.9830, norm 0.1702, swav 0.0000 LR: 7.000e-02 Score 99.204 Data time: 0.2317, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 1.8676 [2020-10-19 04:43:59,837][root][INFO] - ===> Epoch[3928](19636/5): Loss -0.8089, Sem 0.0219, dir -0.9840, norm 0.1532, swav 0.0000 LR: 6.999e-02 Score 99.259 Data time: 0.0867, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.5091 [2020-10-19 04:44:01,904][root][INFO] - ===> Epoch[3928](19637/5): Loss -0.8074, Sem 0.0215, dir -0.9860, norm 0.1571, swav 0.0000 LR: 6.999e-02 Score 99.295 Data time: 0.0610, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 1.9384 [2020-10-19 04:44:03,766][root][INFO] - ===> Epoch[3928](19638/5): Loss -0.8119, Sem 0.0246, dir -0.9836, norm 0.1470, swav 0.0000 LR: 6.999e-02 Score 99.167 Data time: 0.0698, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 1.7754 [2020-10-19 04:44:05,966][root][INFO] - ===> Epoch[3928](19639/5): Loss -0.7988, Sem 0.0237, dir -0.9848, norm 0.1623, swav 0.0000 LR: 6.999e-02 Score 99.255 Data time: 0.0520, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.0937 [2020-10-19 04:44:08,465][root][INFO] - ===> Epoch[3928](19640/5): Loss -0.8268, Sem 0.0206, dir -0.9857, norm 0.1383, swav 0.0000 LR: 6.999e-02 Score 99.311 Data time: 0.1033, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.3977 [2020-10-19 04:44:10,562][root][INFO] - ===> Epoch[3929](19641/5): Loss -0.8121, Sem 0.0205, dir -0.9862, norm 0.1537, swav 0.0000 LR: 6.999e-02 Score 99.301 Data time: 0.0830, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 1.9738 [2020-10-19 04:44:12,777][root][INFO] - ===> Epoch[3929](19642/5): Loss -0.8150, Sem 0.0207, dir -0.9858, norm 0.1502, swav 0.0000 LR: 6.998e-02 Score 99.323 Data time: 0.0394, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.0967 [2020-10-19 04:44:14,441][root][INFO] - ===> Epoch[3929](19643/5): Loss -0.8122, Sem 0.0226, dir -0.9848, norm 0.1500, swav 0.0000 LR: 6.998e-02 Score 99.240 Data time: 0.0504, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 1.6162 [2020-10-19 04:44:16,671][root][INFO] - ===> Epoch[3929](19644/5): Loss -0.7965, Sem 0.0212, dir -0.9848, norm 0.1671, swav 0.0000 LR: 6.998e-02 Score 99.298 Data time: 0.0604, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.1810 [2020-10-19 04:44:18,450][root][INFO] - ===> Epoch[3929](19645/5): Loss -0.8098, Sem 0.0230, dir -0.9845, norm 0.1516, swav 0.0000 LR: 6.998e-02 Score 99.219 Data time: 0.0947, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.6800 [2020-10-19 04:44:20,744][root][INFO] - ===> Epoch[3930](19646/5): Loss -0.8141, Sem 0.0210, dir -0.9843, norm 0.1492, swav 0.0000 LR: 6.998e-02 Score 99.289 Data time: 0.0927, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.1908 [2020-10-19 04:44:22,806][root][INFO] - ===> Epoch[3930](19647/5): Loss -0.8222, Sem 0.0211, dir -0.9854, norm 0.1421, swav 0.0000 LR: 6.998e-02 Score 99.278 Data time: 0.0635, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.9344 [2020-10-19 04:44:24,807][root][INFO] - ===> Epoch[3930](19648/5): Loss -0.8099, Sem 0.0221, dir -0.9855, norm 0.1534, swav 0.0000 LR: 6.998e-02 Score 99.237 Data time: 0.0701, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.8893 [2020-10-19 04:44:27,147][root][INFO] - ===> Epoch[3930](19649/5): Loss -0.8236, Sem 0.0185, dir -0.9863, norm 0.1442, swav 0.0000 LR: 6.997e-02 Score 99.359 Data time: 0.0722, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.2489 [2020-10-19 04:44:29,429][root][INFO] - ===> Epoch[3930](19650/5): Loss -0.8170, Sem 0.0212, dir -0.9860, norm 0.1479, swav 0.0000 LR: 6.997e-02 Score 99.280 Data time: 0.0939, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.1841 [2020-10-19 04:44:31,958][root][INFO] - ===> Epoch[3931](19651/5): Loss -0.7985, Sem 0.0225, dir -0.9840, norm 0.1630, swav 0.0000 LR: 6.997e-02 Score 99.242 Data time: 0.0897, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.4095 [2020-10-19 04:44:34,429][root][INFO] - ===> Epoch[3931](19652/5): Loss -0.7899, Sem 0.0230, dir -0.9835, norm 0.1706, swav 0.0000 LR: 6.997e-02 Score 99.246 Data time: 0.0805, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.3537 [2020-10-19 04:44:36,677][root][INFO] - ===> Epoch[3931](19653/5): Loss -0.8008, Sem 0.0228, dir -0.9848, norm 0.1612, swav 0.0000 LR: 6.997e-02 Score 99.235 Data time: 0.0611, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.1369 [2020-10-19 04:44:38,559][root][INFO] - ===> Epoch[3931](19654/5): Loss -0.8046, Sem 0.0209, dir -0.9837, norm 0.1582, swav 0.0000 LR: 6.997e-02 Score 99.323 Data time: 0.0725, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.7774 [2020-10-19 04:44:40,651][root][INFO] - ===> Epoch[3931](19655/5): Loss -0.8066, Sem 0.0215, dir -0.9836, norm 0.1555, swav 0.0000 LR: 6.996e-02 Score 99.292 Data time: 0.0763, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.9812 [2020-10-19 04:44:43,034][root][INFO] - ===> Epoch[3932](19656/5): Loss -0.8078, Sem 0.0211, dir -0.9847, norm 0.1558, swav 0.0000 LR: 6.996e-02 Score 99.283 Data time: 0.0899, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.2551 [2020-10-19 04:44:45,407][root][INFO] - ===> Epoch[3932](19657/5): Loss -0.8202, Sem 0.0199, dir -0.9854, norm 0.1453, swav 0.0000 LR: 6.996e-02 Score 99.307 Data time: 0.0833, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.2446 [2020-10-19 04:44:47,446][root][INFO] - ===> Epoch[3932](19658/5): Loss -0.7921, Sem 0.0202, dir -0.9849, norm 0.1726, swav 0.0000 LR: 6.996e-02 Score 99.327 Data time: 0.0826, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.9279 [2020-10-19 04:44:50,012][root][INFO] - ===> Epoch[3932](19659/5): Loss -0.7956, Sem 0.0248, dir -0.9838, norm 0.1634, swav 0.0000 LR: 6.996e-02 Score 99.225 Data time: 0.1090, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.4403 [2020-10-19 04:44:52,056][root][INFO] - ===> Epoch[3932](19660/5): Loss -0.7945, Sem 0.0223, dir -0.9835, norm 0.1667, swav 0.0000 LR: 6.996e-02 Score 99.252 Data time: 0.0742, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.9241 [2020-10-19 04:44:54,510][root][INFO] - ===> Epoch[3933](19661/5): Loss -0.8025, Sem 0.0229, dir -0.9851, norm 0.1598, swav 0.0000 LR: 6.996e-02 Score 99.241 Data time: 0.0804, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.3614 [2020-10-19 04:44:56,462][root][INFO] - ===> Epoch[3933](19662/5): Loss -0.7932, Sem 0.0222, dir -0.9828, norm 0.1675, swav 0.0000 LR: 6.995e-02 Score 99.256 Data time: 0.0577, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.8372 [2020-10-19 04:44:58,430][root][INFO] - ===> Epoch[3933](19663/5): Loss -0.8056, Sem 0.0241, dir -0.9837, norm 0.1541, swav 0.0000 LR: 6.995e-02 Score 99.187 Data time: 0.0608, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.8860 [2020-10-19 04:45:00,569][root][INFO] - ===> Epoch[3933](19664/5): Loss -0.8076, Sem 0.0205, dir -0.9852, norm 0.1570, swav 0.0000 LR: 6.995e-02 Score 99.316 Data time: 0.0802, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.0439 [2020-10-19 04:45:02,880][root][INFO] - ===> Epoch[3933](19665/5): Loss -0.8116, Sem 0.0197, dir -0.9854, norm 0.1541, swav 0.0000 LR: 6.995e-02 Score 99.335 Data time: 0.0719, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.2036 [2020-10-19 04:45:04,925][root][INFO] - ===> Epoch[3934](19666/5): Loss -0.8060, Sem 0.0239, dir -0.9845, norm 0.1546, swav 0.0000 LR: 6.995e-02 Score 99.204 Data time: 0.0741, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.9615 [2020-10-19 04:45:06,996][root][INFO] - ===> Epoch[3934](19667/5): Loss -0.7997, Sem 0.0247, dir -0.9844, norm 0.1600, swav 0.0000 LR: 6.995e-02 Score 99.171 Data time: 0.0777, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.9647 [2020-10-19 04:45:09,286][root][INFO] - ===> Epoch[3934](19668/5): Loss -0.8159, Sem 0.0182, dir -0.9859, norm 0.1517, swav 0.0000 LR: 6.994e-02 Score 99.377 Data time: 0.0793, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.1798 [2020-10-19 04:45:11,646][root][INFO] - ===> Epoch[3934](19669/5): Loss -0.7914, Sem 0.0194, dir -0.9839, norm 0.1731, swav 0.0000 LR: 6.994e-02 Score 99.358 Data time: 0.0659, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.2490 [2020-10-19 04:45:13,694][root][INFO] - ===> Epoch[3934](19670/5): Loss -0.8102, Sem 0.0230, dir -0.9854, norm 0.1523, swav 0.0000 LR: 6.994e-02 Score 99.222 Data time: 0.0893, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.9450 [2020-10-19 04:45:16,092][root][INFO] - ===> Epoch[3935](19671/5): Loss -0.8018, Sem 0.0238, dir -0.9835, norm 0.1579, swav 0.0000 LR: 6.994e-02 Score 99.196 Data time: 0.0656, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.2696 [2020-10-19 04:45:18,427][root][INFO] - ===> Epoch[3935](19672/5): Loss -0.8026, Sem 0.0215, dir -0.9831, norm 0.1590, swav 0.0000 LR: 6.994e-02 Score 99.285 Data time: 0.1298, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.2241 [2020-10-19 04:45:20,425][root][INFO] - ===> Epoch[3935](19673/5): Loss -0.8180, Sem 0.0233, dir -0.9840, norm 0.1427, swav 0.0000 LR: 6.994e-02 Score 99.223 Data time: 0.0860, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.8671 [2020-10-19 04:45:22,844][root][INFO] - ===> Epoch[3935](19674/5): Loss -0.8090, Sem 0.0207, dir -0.9844, norm 0.1546, swav 0.0000 LR: 6.993e-02 Score 99.315 Data time: 0.1045, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.3184 [2020-10-19 04:45:24,906][root][INFO] - ===> Epoch[3935](19675/5): Loss -0.8088, Sem 0.0220, dir -0.9845, norm 0.1537, swav 0.0000 LR: 6.993e-02 Score 99.266 Data time: 0.0694, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.9542 [2020-10-19 04:45:27,163][root][INFO] - ===> Epoch[3936](19676/5): Loss -0.8186, Sem 0.0195, dir -0.9852, norm 0.1471, swav 0.0000 LR: 6.993e-02 Score 99.334 Data time: 0.1872, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.1581 [2020-10-19 04:45:29,375][root][INFO] - ===> Epoch[3936](19677/5): Loss -0.8123, Sem 0.0213, dir -0.9833, norm 0.1497, swav 0.0000 LR: 6.993e-02 Score 99.293 Data time: 0.0900, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.0119 [2020-10-19 04:45:31,610][root][INFO] - ===> Epoch[3936](19678/5): Loss -0.7947, Sem 0.0203, dir -0.9840, norm 0.1690, swav 0.0000 LR: 6.993e-02 Score 99.342 Data time: 0.0680, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.1528 [2020-10-19 04:45:33,871][root][INFO] - ===> Epoch[3936](19679/5): Loss -0.8124, Sem 0.0203, dir -0.9841, norm 0.1514, swav 0.0000 LR: 6.993e-02 Score 99.331 Data time: 0.0581, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.1750 [2020-10-19 04:45:35,864][root][INFO] - ===> Epoch[3936](19680/5): Loss -0.8072, Sem 0.0206, dir -0.9857, norm 0.1579, swav 0.0000 LR: 6.993e-02 Score 99.303 Data time: 0.0617, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.9212 [2020-10-19 04:45:38,041][root][INFO] - ===> Epoch[3937](19681/5): Loss -0.8097, Sem 0.0208, dir -0.9842, norm 0.1537, swav 0.0000 LR: 6.992e-02 Score 99.302 Data time: 0.0635, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.0585 [2020-10-19 04:45:40,372][root][INFO] - ===> Epoch[3937](19682/5): Loss -0.8210, Sem 0.0197, dir -0.9857, norm 0.1451, swav 0.0000 LR: 6.992e-02 Score 99.322 Data time: 0.0733, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.2424 [2020-10-19 04:45:42,241][root][INFO] - ===> Epoch[3937](19683/5): Loss -0.8153, Sem 0.0229, dir -0.9846, norm 0.1464, swav 0.0000 LR: 6.992e-02 Score 99.233 Data time: 0.0848, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.7508 [2020-10-19 04:45:44,481][root][INFO] - ===> Epoch[3937](19684/5): Loss -0.8164, Sem 0.0194, dir -0.9853, norm 0.1496, swav 0.0000 LR: 6.992e-02 Score 99.359 Data time: 0.0759, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.1255 [2020-10-19 04:45:46,665][root][INFO] - ===> Epoch[3937](19685/5): Loss -0.7982, Sem 0.0227, dir -0.9834, norm 0.1625, swav 0.0000 LR: 6.992e-02 Score 99.249 Data time: 0.0733, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.0561 [2020-10-19 04:45:48,982][root][INFO] - ===> Epoch[3938](19686/5): Loss -0.8197, Sem 0.0218, dir -0.9851, norm 0.1436, swav 0.0000 LR: 6.992e-02 Score 99.263 Data time: 0.0667, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.2057 [2020-10-19 04:45:50,994][root][INFO] - ===> Epoch[3938](19687/5): Loss -0.8079, Sem 0.0223, dir -0.9834, norm 0.1532, swav 0.0000 LR: 6.991e-02 Score 99.242 Data time: 0.0663, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.9054 [2020-10-19 04:45:54,261][root][INFO] - ===> Epoch[3938](19688/5): Loss -0.8125, Sem 0.0200, dir -0.9860, norm 0.1535, swav 0.0000 LR: 6.991e-02 Score 99.348 Data time: 0.0601, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 3.1703 [2020-10-19 04:45:56,391][root][INFO] - ===> Epoch[3938](19689/5): Loss -0.8203, Sem 0.0195, dir -0.9851, norm 0.1453, swav 0.0000 LR: 6.991e-02 Score 99.340 Data time: 0.0604, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.0336 [2020-10-19 04:45:58,882][root][INFO] - ===> Epoch[3938](19690/5): Loss -0.8019, Sem 0.0216, dir -0.9838, norm 0.1603, swav 0.0000 LR: 6.991e-02 Score 99.300 Data time: 0.0792, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.3854 [2020-10-19 04:46:00,892][root][INFO] - ===> Epoch[3939](19691/5): Loss -0.8133, Sem 0.0196, dir -0.9842, norm 0.1514, swav 0.0000 LR: 6.991e-02 Score 99.353 Data time: 0.0731, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.8929 [2020-10-19 04:46:02,783][root][INFO] - ===> Epoch[3939](19692/5): Loss -0.8228, Sem 0.0182, dir -0.9859, norm 0.1449, swav 0.0000 LR: 6.991e-02 Score 99.389 Data time: 0.0734, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.7709 [2020-10-19 04:46:04,871][root][INFO] - ===> Epoch[3939](19693/5): Loss -0.8175, Sem 0.0205, dir -0.9844, norm 0.1464, swav 0.0000 LR: 6.991e-02 Score 99.310 Data time: 0.0564, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.9791 [2020-10-19 04:46:07,541][root][INFO] - ===> Epoch[3939](19694/5): Loss -0.7960, Sem 0.0225, dir -0.9847, norm 0.1662, swav 0.0000 LR: 6.990e-02 Score 99.258 Data time: 0.0832, Forward time: 0.7745, Backward time: 1.1745, DDP time: 0.0030, Total iter time: 2.5819 [2020-10-19 04:46:09,600][root][INFO] - ===> Epoch[3939](19695/5): Loss -0.8106, Sem 0.0202, dir -0.9837, norm 0.1530, swav 0.0000 LR: 6.990e-02 Score 99.313 Data time: 0.0876, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.9216 [2020-10-19 04:46:11,700][root][INFO] - ===> Epoch[3940](19696/5): Loss -0.8190, Sem 0.0207, dir -0.9842, norm 0.1445, swav 0.0000 LR: 6.990e-02 Score 99.300 Data time: 0.0941, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.9764 [2020-10-19 04:46:13,764][root][INFO] - ===> Epoch[3940](19697/5): Loss -0.8279, Sem 0.0184, dir -0.9853, norm 0.1390, swav 0.0000 LR: 6.990e-02 Score 99.371 Data time: 0.0799, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.9485 [2020-10-19 04:46:15,653][root][INFO] - ===> Epoch[3940](19698/5): Loss -0.8196, Sem 0.0207, dir -0.9858, norm 0.1455, swav 0.0000 LR: 6.990e-02 Score 99.297 Data time: 0.0650, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.7658 [2020-10-19 04:46:18,388][root][INFO] - ===> Epoch[3940](19699/5): Loss -0.8068, Sem 0.0197, dir -0.9854, norm 0.1589, swav 0.0000 LR: 6.990e-02 Score 99.355 Data time: 0.0852, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.6389 [2020-10-19 04:46:20,755][root][INFO] - ===> Epoch[3940](19700/5): Loss -0.8100, Sem 0.0227, dir -0.9837, norm 0.1510, swav 0.0000 LR: 6.989e-02 Score 99.247 Data time: 0.0967, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.2182 [2020-10-19 04:46:22,448][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 04:46:24,165][root][INFO] - ===> Epoch[3941](19701/5): Loss -0.8070, Sem 0.0195, dir -0.9854, norm 0.1589, swav 0.0000 LR: 6.989e-02 Score 99.334 Data time: 0.0717, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.5536 [2020-10-19 04:46:26,360][root][INFO] - ===> Epoch[3941](19702/5): Loss -0.8202, Sem 0.0191, dir -0.9860, norm 0.1468, swav 0.0000 LR: 6.989e-02 Score 99.360 Data time: 0.0917, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.0906 [2020-10-19 04:46:28,420][root][INFO] - ===> Epoch[3941](19703/5): Loss -0.8153, Sem 0.0223, dir -0.9855, norm 0.1479, swav 0.0000 LR: 6.989e-02 Score 99.250 Data time: 0.0827, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.9487 [2020-10-19 04:46:30,651][root][INFO] - ===> Epoch[3941](19704/5): Loss -0.8170, Sem 0.0203, dir -0.9861, norm 0.1488, swav 0.0000 LR: 6.989e-02 Score 99.326 Data time: 0.0696, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.1382 [2020-10-19 04:46:32,767][root][INFO] - ===> Epoch[3941](19705/5): Loss -0.8177, Sem 0.0217, dir -0.9853, norm 0.1458, swav 0.0000 LR: 6.989e-02 Score 99.282 Data time: 0.1060, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.0264 [2020-10-19 04:46:35,470][root][INFO] - ===> Epoch[3942](19706/5): Loss -0.8145, Sem 0.0199, dir -0.9851, norm 0.1507, swav 0.0000 LR: 6.988e-02 Score 99.347 Data time: 0.1169, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.6459 [2020-10-19 04:46:37,597][root][INFO] - ===> Epoch[3942](19707/5): Loss -0.8282, Sem 0.0178, dir -0.9867, norm 0.1408, swav 0.0000 LR: 6.988e-02 Score 99.399 Data time: 0.0880, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.9988 [2020-10-19 04:46:39,581][root][INFO] - ===> Epoch[3942](19708/5): Loss -0.8201, Sem 0.0187, dir -0.9861, norm 0.1474, swav 0.0000 LR: 6.988e-02 Score 99.373 Data time: 0.0702, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.8844 [2020-10-19 04:46:42,358][root][INFO] - ===> Epoch[3942](19709/5): Loss -0.8092, Sem 0.0214, dir -0.9859, norm 0.1554, swav 0.0000 LR: 6.988e-02 Score 99.295 Data time: 0.0865, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.6830 [2020-10-19 04:46:44,378][root][INFO] - ===> Epoch[3942](19710/5): Loss -0.8220, Sem 0.0214, dir -0.9846, norm 0.1412, swav 0.0000 LR: 6.988e-02 Score 99.307 Data time: 0.0942, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.8890 [2020-10-19 04:46:46,301][root][INFO] - ===> Epoch[3943](19711/5): Loss -0.8259, Sem 0.0212, dir -0.9850, norm 0.1379, swav 0.0000 LR: 6.988e-02 Score 99.292 Data time: 0.0831, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.8185 [2020-10-19 04:46:48,498][root][INFO] - ===> Epoch[3943](19712/5): Loss -0.8173, Sem 0.0210, dir -0.9853, norm 0.1470, swav 0.0000 LR: 6.988e-02 Score 99.286 Data time: 0.0567, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.1031 [2020-10-19 04:46:51,757][root][INFO] - ===> Epoch[3943](19713/5): Loss -0.8165, Sem 0.0191, dir -0.9856, norm 0.1500, swav 0.0000 LR: 6.987e-02 Score 99.365 Data time: 0.1013, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 3.1534 [2020-10-19 04:46:53,946][root][INFO] - ===> Epoch[3943](19714/5): Loss -0.8210, Sem 0.0199, dir -0.9860, norm 0.1451, swav 0.0000 LR: 6.987e-02 Score 99.338 Data time: 0.0739, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.0582 [2020-10-19 04:46:55,737][root][INFO] - ===> Epoch[3943](19715/5): Loss -0.8194, Sem 0.0223, dir -0.9840, norm 0.1423, swav 0.0000 LR: 6.987e-02 Score 99.235 Data time: 0.0551, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.7032 [2020-10-19 04:46:57,547][root][INFO] - ===> Epoch[3944](19716/5): Loss -0.8131, Sem 0.0202, dir -0.9866, norm 0.1533, swav 0.0000 LR: 6.987e-02 Score 99.322 Data time: 0.0775, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.7454 [2020-10-19 04:46:59,483][root][INFO] - ===> Epoch[3944](19717/5): Loss -0.8236, Sem 0.0195, dir -0.9841, norm 0.1410, swav 0.0000 LR: 6.987e-02 Score 99.358 Data time: 0.0717, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.8229 [2020-10-19 04:47:02,833][root][INFO] - ===> Epoch[3944](19718/5): Loss -0.8085, Sem 0.0210, dir -0.9857, norm 0.1561, swav 0.0000 LR: 6.987e-02 Score 99.329 Data time: 0.1106, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 3.2702 [2020-10-19 04:47:05,269][root][INFO] - ===> Epoch[3944](19719/5): Loss -0.8194, Sem 0.0196, dir -0.9843, norm 0.1453, swav 0.0000 LR: 6.986e-02 Score 99.329 Data time: 0.0892, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.3268 [2020-10-19 04:47:07,485][root][INFO] - ===> Epoch[3944](19720/5): Loss -0.8080, Sem 0.0224, dir -0.9848, norm 0.1544, swav 0.0000 LR: 6.986e-02 Score 99.247 Data time: 0.0683, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.1051 [2020-10-19 04:47:09,250][root][INFO] - ===> Epoch[3945](19721/5): Loss -0.8221, Sem 0.0198, dir -0.9858, norm 0.1439, swav 0.0000 LR: 6.986e-02 Score 99.343 Data time: 0.0706, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.6940 [2020-10-19 04:47:11,381][root][INFO] - ===> Epoch[3945](19722/5): Loss -0.8156, Sem 0.0211, dir -0.9849, norm 0.1483, swav 0.0000 LR: 6.986e-02 Score 99.301 Data time: 0.0586, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.0271 [2020-10-19 04:47:13,218][root][INFO] - ===> Epoch[3945](19723/5): Loss -0.8219, Sem 0.0217, dir -0.9847, norm 0.1411, swav 0.0000 LR: 6.986e-02 Score 99.268 Data time: 0.0739, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.7708 [2020-10-19 04:47:15,660][root][INFO] - ===> Epoch[3945](19724/5): Loss -0.8048, Sem 0.0202, dir -0.9855, norm 0.1605, swav 0.0000 LR: 6.986e-02 Score 99.335 Data time: 0.1375, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.3442 [2020-10-19 04:47:17,814][root][INFO] - ===> Epoch[3945](19725/5): Loss -0.8102, Sem 0.0207, dir -0.9841, norm 0.1532, swav 0.0000 LR: 6.986e-02 Score 99.322 Data time: 0.0859, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.0396 [2020-10-19 04:47:19,856][root][INFO] - ===> Epoch[3946](19726/5): Loss -0.8129, Sem 0.0221, dir -0.9845, norm 0.1494, swav 0.0000 LR: 6.985e-02 Score 99.251 Data time: 0.0813, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.9397 [2020-10-19 04:47:21,902][root][INFO] - ===> Epoch[3946](19727/5): Loss -0.8292, Sem 0.0194, dir -0.9857, norm 0.1372, swav 0.0000 LR: 6.985e-02 Score 99.334 Data time: 0.0499, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.9133 [2020-10-19 04:47:24,177][root][INFO] - ===> Epoch[3946](19728/5): Loss -0.8205, Sem 0.0198, dir -0.9854, norm 0.1451, swav 0.0000 LR: 6.985e-02 Score 99.336 Data time: 0.1586, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.1902 [2020-10-19 04:47:26,633][root][INFO] - ===> Epoch[3946](19729/5): Loss -0.8178, Sem 0.0190, dir -0.9869, norm 0.1500, swav 0.0000 LR: 6.985e-02 Score 99.367 Data time: 0.0966, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.3581 [2020-10-19 04:47:28,722][root][INFO] - ===> Epoch[3946](19730/5): Loss -0.8156, Sem 0.0210, dir -0.9854, norm 0.1488, swav 0.0000 LR: 6.985e-02 Score 99.305 Data time: 0.0821, Forward time: 0.7745, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.9793 [2020-10-19 04:47:30,847][root][INFO] - ===> Epoch[3947](19731/5): Loss -0.8209, Sem 0.0195, dir -0.9853, norm 0.1450, swav 0.0000 LR: 6.985e-02 Score 99.341 Data time: 0.0872, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.0233 [2020-10-19 04:47:33,037][root][INFO] - ===> Epoch[3947](19732/5): Loss -0.8084, Sem 0.0195, dir -0.9856, norm 0.1577, swav 0.0000 LR: 6.984e-02 Score 99.338 Data time: 0.0778, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.1191 [2020-10-19 04:47:35,255][root][INFO] - ===> Epoch[3947](19733/5): Loss -0.8243, Sem 0.0208, dir -0.9845, norm 0.1394, swav 0.0000 LR: 6.984e-02 Score 99.284 Data time: 0.0873, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.1256 [2020-10-19 04:47:37,497][root][INFO] - ===> Epoch[3947](19734/5): Loss -0.8072, Sem 0.0213, dir -0.9850, norm 0.1564, swav 0.0000 LR: 6.984e-02 Score 99.293 Data time: 0.1132, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.1576 [2020-10-19 04:47:39,284][root][INFO] - ===> Epoch[3947](19735/5): Loss -0.8335, Sem 0.0180, dir -0.9875, norm 0.1360, swav 0.0000 LR: 6.984e-02 Score 99.391 Data time: 0.1077, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.6679 [2020-10-19 04:47:41,369][root][INFO] - ===> Epoch[3948](19736/5): Loss -0.8099, Sem 0.0213, dir -0.9852, norm 0.1540, swav 0.0000 LR: 6.984e-02 Score 99.287 Data time: 0.2023, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9984 [2020-10-19 04:47:44,518][root][INFO] - ===> Epoch[3948](19737/5): Loss -0.7978, Sem 0.0202, dir -0.9845, norm 0.1665, swav 0.0000 LR: 6.984e-02 Score 99.340 Data time: 0.1121, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 3.0435 [2020-10-19 04:47:46,618][root][INFO] - ===> Epoch[3948](19738/5): Loss -0.7991, Sem 0.0208, dir -0.9845, norm 0.1647, swav 0.0000 LR: 6.983e-02 Score 99.296 Data time: 0.0820, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9666 [2020-10-19 04:47:48,562][root][INFO] - ===> Epoch[3948](19739/5): Loss -0.7891, Sem 0.0231, dir -0.9845, norm 0.1722, swav 0.0000 LR: 6.983e-02 Score 99.229 Data time: 0.0896, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8400 [2020-10-19 04:47:50,496][root][INFO] - ===> Epoch[3948](19740/5): Loss -0.8160, Sem 0.0200, dir -0.9864, norm 0.1504, swav 0.0000 LR: 6.983e-02 Score 99.323 Data time: 0.0894, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8356 [2020-10-19 04:47:53,993][root][INFO] - ===> Epoch[3949](19741/5): Loss -0.7997, Sem 0.0187, dir -0.9852, norm 0.1668, swav 0.0000 LR: 6.983e-02 Score 99.394 Data time: 0.2121, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 3.3948 [2020-10-19 04:47:56,334][root][INFO] - ===> Epoch[3949](19742/5): Loss -0.7858, Sem 0.0207, dir -0.9839, norm 0.1774, swav 0.0000 LR: 6.983e-02 Score 99.310 Data time: 0.1070, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.2502 [2020-10-19 04:47:58,601][root][INFO] - ===> Epoch[3949](19743/5): Loss -0.8069, Sem 0.0240, dir -0.9848, norm 0.1539, swav 0.0000 LR: 6.983e-02 Score 99.246 Data time: 0.0836, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.1313 [2020-10-19 04:48:00,828][root][INFO] - ===> Epoch[3949](19744/5): Loss -0.8028, Sem 0.0204, dir -0.9850, norm 0.1617, swav 0.0000 LR: 6.983e-02 Score 99.317 Data time: 0.0776, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.1513 [2020-10-19 04:48:02,950][root][INFO] - ===> Epoch[3949](19745/5): Loss -0.8015, Sem 0.0226, dir -0.9841, norm 0.1600, swav 0.0000 LR: 6.982e-02 Score 99.258 Data time: 0.0829, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0207 [2020-10-19 04:48:05,022][root][INFO] - ===> Epoch[3950](19746/5): Loss -0.8126, Sem 0.0175, dir -0.9860, norm 0.1559, swav 0.0000 LR: 6.982e-02 Score 99.427 Data time: 0.1049, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9544 [2020-10-19 04:48:07,450][root][INFO] - ===> Epoch[3950](19747/5): Loss -0.7945, Sem 0.0234, dir -0.9848, norm 0.1669, swav 0.0000 LR: 6.982e-02 Score 99.231 Data time: 0.0872, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3262 [2020-10-19 04:48:09,655][root][INFO] - ===> Epoch[3950](19748/5): Loss -0.8070, Sem 0.0221, dir -0.9827, norm 0.1536, swav 0.0000 LR: 6.982e-02 Score 99.251 Data time: 0.0622, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.0898 [2020-10-19 04:48:11,688][root][INFO] - ===> Epoch[3950](19749/5): Loss -0.7923, Sem 0.0262, dir -0.9848, norm 0.1664, swav 0.0000 LR: 6.982e-02 Score 99.167 Data time: 0.0692, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9693 [2020-10-19 04:48:14,005][root][INFO] - ===> Epoch[3950](19750/5): Loss -0.8079, Sem 0.0214, dir -0.9862, norm 0.1568, swav 0.0000 LR: 6.982e-02 Score 99.314 Data time: 0.0620, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.2109 [2020-10-19 04:48:16,239][root][INFO] - ===> Epoch[3951](19751/5): Loss -0.8006, Sem 0.0198, dir -0.9853, norm 0.1649, swav 0.0000 LR: 6.981e-02 Score 99.358 Data time: 0.0739, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.1229 [2020-10-19 04:48:18,430][root][INFO] - ===> Epoch[3951](19752/5): Loss -0.7943, Sem 0.0194, dir -0.9857, norm 0.1720, swav 0.0000 LR: 6.981e-02 Score 99.371 Data time: 0.0813, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.1009 [2020-10-19 04:48:20,513][root][INFO] - ===> Epoch[3951](19753/5): Loss -0.7913, Sem 0.0226, dir -0.9836, norm 0.1697, swav 0.0000 LR: 6.981e-02 Score 99.225 Data time: 0.0977, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9759 [2020-10-19 04:48:22,804][root][INFO] - ===> Epoch[3951](19754/5): Loss -0.7814, Sem 0.0197, dir -0.9840, norm 0.1828, swav 0.0000 LR: 6.981e-02 Score 99.343 Data time: 0.0753, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.1651 [2020-10-19 04:48:24,911][root][INFO] - ===> Epoch[3951](19755/5): Loss -0.7838, Sem 0.0213, dir -0.9843, norm 0.1793, swav 0.0000 LR: 6.981e-02 Score 99.309 Data time: 0.0726, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0122 [2020-10-19 04:48:26,921][root][INFO] - ===> Epoch[3952](19756/5): Loss -0.7930, Sem 0.0238, dir -0.9843, norm 0.1675, swav 0.0000 LR: 6.981e-02 Score 99.200 Data time: 0.0865, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9245 [2020-10-19 04:48:28,848][root][INFO] - ===> Epoch[3952](19757/5): Loss -0.7859, Sem 0.0215, dir -0.9843, norm 0.1769, swav 0.0000 LR: 6.981e-02 Score 99.274 Data time: 0.1143, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8192 [2020-10-19 04:48:30,768][root][INFO] - ===> Epoch[3952](19758/5): Loss -0.7711, Sem 0.0224, dir -0.9827, norm 0.1891, swav 0.0000 LR: 6.980e-02 Score 99.246 Data time: 0.1283, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.7965 [2020-10-19 04:48:32,755][root][INFO] - ===> Epoch[3952](19759/5): Loss -0.7967, Sem 0.0212, dir -0.9849, norm 0.1669, swav 0.0000 LR: 6.980e-02 Score 99.298 Data time: 0.0668, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8761 [2020-10-19 04:48:35,234][root][INFO] - ===> Epoch[3952](19760/5): Loss -0.7896, Sem 0.0211, dir -0.9840, norm 0.1732, swav 0.0000 LR: 6.980e-02 Score 99.299 Data time: 0.0898, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3523 [2020-10-19 04:48:37,549][root][INFO] - ===> Epoch[3953](19761/5): Loss -0.7935, Sem 0.0205, dir -0.9841, norm 0.1702, swav 0.0000 LR: 6.980e-02 Score 99.322 Data time: 0.0607, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1748 [2020-10-19 04:48:39,988][root][INFO] - ===> Epoch[3953](19762/5): Loss -0.7981, Sem 0.0211, dir -0.9841, norm 0.1648, swav 0.0000 LR: 6.980e-02 Score 99.301 Data time: 0.0793, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3625 [2020-10-19 04:48:41,897][root][INFO] - ===> Epoch[3953](19763/5): Loss -0.8001, Sem 0.0222, dir -0.9846, norm 0.1623, swav 0.0000 LR: 6.980e-02 Score 99.240 Data time: 0.0776, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.7906 [2020-10-19 04:48:44,079][root][INFO] - ===> Epoch[3953](19764/5): Loss -0.8127, Sem 0.0225, dir -0.9845, norm 0.1493, swav 0.0000 LR: 6.979e-02 Score 99.248 Data time: 0.0681, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0905 [2020-10-19 04:48:46,159][root][INFO] - ===> Epoch[3953](19765/5): Loss -0.8119, Sem 0.0197, dir -0.9855, norm 0.1539, swav 0.0000 LR: 6.979e-02 Score 99.338 Data time: 0.0843, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9678 [2020-10-19 04:48:48,343][root][INFO] - ===> Epoch[3954](19766/5): Loss -0.8027, Sem 0.0220, dir -0.9850, norm 0.1602, swav 0.0000 LR: 6.979e-02 Score 99.254 Data time: 0.0837, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0726 [2020-10-19 04:48:50,373][root][INFO] - ===> Epoch[3954](19767/5): Loss -0.7976, Sem 0.0207, dir -0.9860, norm 0.1676, swav 0.0000 LR: 6.979e-02 Score 99.304 Data time: 0.0669, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9274 [2020-10-19 04:48:52,248][root][INFO] - ===> Epoch[3954](19768/5): Loss -0.8022, Sem 0.0209, dir -0.9834, norm 0.1603, swav 0.0000 LR: 6.979e-02 Score 99.299 Data time: 0.0734, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.7715 [2020-10-19 04:48:54,566][root][INFO] - ===> Epoch[3954](19769/5): Loss -0.8144, Sem 0.0206, dir -0.9851, norm 0.1501, swav 0.0000 LR: 6.979e-02 Score 99.297 Data time: 0.0782, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2008 [2020-10-19 04:48:56,432][root][INFO] - ===> Epoch[3954](19770/5): Loss -0.8132, Sem 0.0236, dir -0.9851, norm 0.1484, swav 0.0000 LR: 6.979e-02 Score 99.254 Data time: 0.0752, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.7503 [2020-10-19 04:48:59,029][root][INFO] - ===> Epoch[3955](19771/5): Loss -0.8069, Sem 0.0201, dir -0.9857, norm 0.1587, swav 0.0000 LR: 6.978e-02 Score 99.324 Data time: 0.0721, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.4987 [2020-10-19 04:49:01,416][root][INFO] - ===> Epoch[3955](19772/5): Loss -0.8187, Sem 0.0195, dir -0.9852, norm 0.1470, swav 0.0000 LR: 6.978e-02 Score 99.349 Data time: 0.0514, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2774 [2020-10-19 04:49:03,785][root][INFO] - ===> Epoch[3955](19773/5): Loss -0.7917, Sem 0.0203, dir -0.9852, norm 0.1731, swav 0.0000 LR: 6.978e-02 Score 99.336 Data time: 0.1057, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2830 [2020-10-19 04:49:05,915][root][INFO] - ===> Epoch[3955](19774/5): Loss -0.8229, Sem 0.0203, dir -0.9848, norm 0.1416, swav 0.0000 LR: 6.978e-02 Score 99.307 Data time: 0.0751, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0139 [2020-10-19 04:49:07,919][root][INFO] - ===> Epoch[3955](19775/5): Loss -0.7972, Sem 0.0205, dir -0.9829, norm 0.1651, swav 0.0000 LR: 6.978e-02 Score 99.315 Data time: 0.0833, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9134 [2020-10-19 04:49:10,294][root][INFO] - ===> Epoch[3956](19776/5): Loss -0.8190, Sem 0.0208, dir -0.9852, norm 0.1454, swav 0.0000 LR: 6.978e-02 Score 99.303 Data time: 0.0653, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2695 [2020-10-19 04:49:12,626][root][INFO] - ===> Epoch[3956](19777/5): Loss -0.7835, Sem 0.0208, dir -0.9845, norm 0.1802, swav 0.0000 LR: 6.977e-02 Score 99.285 Data time: 0.0796, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2336 [2020-10-19 04:49:15,198][root][INFO] - ===> Epoch[3956](19778/5): Loss -0.8082, Sem 0.0180, dir -0.9869, norm 0.1607, swav 0.0000 LR: 6.977e-02 Score 99.396 Data time: 0.0743, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.4708 [2020-10-19 04:49:17,571][root][INFO] - ===> Epoch[3956](19779/5): Loss -0.8153, Sem 0.0204, dir -0.9840, norm 0.1483, swav 0.0000 LR: 6.977e-02 Score 99.315 Data time: 0.0841, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2691 [2020-10-19 04:49:19,900][root][INFO] - ===> Epoch[3956](19780/5): Loss -0.8015, Sem 0.0197, dir -0.9845, norm 0.1632, swav 0.0000 LR: 6.977e-02 Score 99.360 Data time: 0.1303, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2306 [2020-10-19 04:49:21,918][root][INFO] - ===> Epoch[3957](19781/5): Loss -0.8164, Sem 0.0217, dir -0.9849, norm 0.1467, swav 0.0000 LR: 6.977e-02 Score 99.251 Data time: 0.0630, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8879 [2020-10-19 04:49:23,846][root][INFO] - ===> Epoch[3957](19782/5): Loss -0.7968, Sem 0.0212, dir -0.9828, norm 0.1647, swav 0.0000 LR: 6.977e-02 Score 99.300 Data time: 0.0708, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8424 [2020-10-19 04:49:26,378][root][INFO] - ===> Epoch[3957](19783/5): Loss -0.8016, Sem 0.0226, dir -0.9847, norm 0.1606, swav 0.0000 LR: 6.976e-02 Score 99.307 Data time: 0.0819, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.4431 [2020-10-19 04:49:28,535][root][INFO] - ===> Epoch[3957](19784/5): Loss -0.7897, Sem 0.0196, dir -0.9844, norm 0.1750, swav 0.0000 LR: 6.976e-02 Score 99.331 Data time: 0.0849, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0099 [2020-10-19 04:49:30,861][root][INFO] - ===> Epoch[3957](19785/5): Loss -0.8067, Sem 0.0202, dir -0.9847, norm 0.1578, swav 0.0000 LR: 6.976e-02 Score 99.337 Data time: 0.0545, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2146 [2020-10-19 04:49:32,650][root][INFO] - ===> Epoch[3958](19786/5): Loss -0.8102, Sem 0.0212, dir -0.9859, norm 0.1545, swav 0.0000 LR: 6.976e-02 Score 99.264 Data time: 0.0756, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.6915 [2020-10-19 04:49:34,798][root][INFO] - ===> Epoch[3958](19787/5): Loss -0.8141, Sem 0.0217, dir -0.9855, norm 0.1498, swav 0.0000 LR: 6.976e-02 Score 99.269 Data time: 0.0793, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0498 [2020-10-19 04:49:37,057][root][INFO] - ===> Epoch[3958](19788/5): Loss -0.8026, Sem 0.0222, dir -0.9836, norm 0.1589, swav 0.0000 LR: 6.976e-02 Score 99.291 Data time: 0.0694, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1436 [2020-10-19 04:49:39,305][root][INFO] - ===> Epoch[3958](19789/5): Loss -0.8118, Sem 0.0202, dir -0.9846, norm 0.1526, swav 0.0000 LR: 6.976e-02 Score 99.335 Data time: 0.0808, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1497 [2020-10-19 04:49:41,399][root][INFO] - ===> Epoch[3958](19790/5): Loss -0.8100, Sem 0.0227, dir -0.9846, norm 0.1519, swav 0.0000 LR: 6.975e-02 Score 99.265 Data time: 0.1111, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9779 [2020-10-19 04:49:44,058][root][INFO] - ===> Epoch[3959](19791/5): Loss -0.7926, Sem 0.0201, dir -0.9848, norm 0.1721, swav 0.0000 LR: 6.975e-02 Score 99.348 Data time: 0.0785, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.5550 [2020-10-19 04:49:46,251][root][INFO] - ===> Epoch[3959](19792/5): Loss -0.7994, Sem 0.0215, dir -0.9850, norm 0.1641, swav 0.0000 LR: 6.975e-02 Score 99.276 Data time: 0.0921, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0748 [2020-10-19 04:49:48,188][root][INFO] - ===> Epoch[3959](19793/5): Loss -0.8046, Sem 0.0219, dir -0.9843, norm 0.1578, swav 0.0000 LR: 6.975e-02 Score 99.271 Data time: 0.0809, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8076 [2020-10-19 04:49:50,282][root][INFO] - ===> Epoch[3959](19794/5): Loss -0.8235, Sem 0.0213, dir -0.9854, norm 0.1406, swav 0.0000 LR: 6.975e-02 Score 99.284 Data time: 0.0733, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9992 [2020-10-19 04:49:52,796][root][INFO] - ===> Epoch[3959](19795/5): Loss -0.7979, Sem 0.0205, dir -0.9854, norm 0.1670, swav 0.0000 LR: 6.975e-02 Score 99.316 Data time: 0.0621, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.4242 [2020-10-19 04:49:55,285][root][INFO] - ===> Epoch[3960](19796/5): Loss -0.8169, Sem 0.0201, dir -0.9854, norm 0.1484, swav 0.0000 LR: 6.974e-02 Score 99.334 Data time: 0.1041, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.4058 [2020-10-19 04:49:57,408][root][INFO] - ===> Epoch[3960](19797/5): Loss -0.8215, Sem 0.0203, dir -0.9858, norm 0.1441, swav 0.0000 LR: 6.974e-02 Score 99.311 Data time: 0.0766, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0055 [2020-10-19 04:49:59,853][root][INFO] - ===> Epoch[3960](19798/5): Loss -0.8156, Sem 0.0193, dir -0.9856, norm 0.1507, swav 0.0000 LR: 6.974e-02 Score 99.348 Data time: 0.0717, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3406 [2020-10-19 04:50:01,742][root][INFO] - ===> Epoch[3960](19799/5): Loss -0.7962, Sem 0.0239, dir -0.9838, norm 0.1638, swav 0.0000 LR: 6.974e-02 Score 99.214 Data time: 0.0688, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.7776 [2020-10-19 04:50:03,858][root][INFO] - ===> Epoch[3960](19800/5): Loss -0.7965, Sem 0.0211, dir -0.9838, norm 0.1662, swav 0.0000 LR: 6.974e-02 Score 99.280 Data time: 0.0608, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0109 [2020-10-19 04:50:04,824][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 04:50:04,983][root][INFO] - ===> Start testing [2020-10-19 04:50:42,661][root][INFO] - 68/68: Data time: 0.0028, Iter time: 0.1728 Loss 0.385 (AVG: 0.549) Score 92.456 (AVG: 89.913) mIOU 70.409 mAP 85.219 mAcc 78.135 IOU: 61.309 0.635 82.203 73.703 92.281 92.559 35.845 77.747 94.582 78.483 81.290 86.461 58.222 mAP: 79.885 21.756 98.086 87.165 98.904 97.979 60.708 95.165 99.612 89.181 93.277 95.236 90.895 mAcc: 78.390 5.378 94.372 84.633 96.320 96.418 47.532 90.249 95.361 83.633 87.974 94.637 60.861 [2020-10-19 04:50:42,678][root][INFO] - Finished test. Elapsed time: 37.6770 [2020-10-19 04:50:46,334][root][INFO] - [2020-10-19 04:50:46,334][root][INFO] - ################################################################ [2020-10-19 04:50:46,334][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 04:50:46,335][root][INFO] - ################################################################ [2020-10-19 04:50:46,335][root][INFO] - clutter : nan nan nan [2020-10-19 04:50:46,335][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 04:50:46,335][root][INFO] - board : 0.830 0.949 0.949 [2020-10-19 04:50:46,335][root][INFO] - bookcase : 0.265 0.380 0.522 [2020-10-19 04:50:46,335][root][INFO] - ceiling : 0.404 0.430 0.523 [2020-10-19 04:50:46,335][root][INFO] - chair : 0.816 0.888 0.908 [2020-10-19 04:50:46,335][root][INFO] - column : 0.225 0.351 0.419 [2020-10-19 04:50:46,335][root][INFO] - door : 0.660 0.839 0.882 [2020-10-19 04:50:46,335][root][INFO] - floor : 0.871 0.957 0.971 [2020-10-19 04:50:46,335][root][INFO] - sofa : 0.407 0.624 0.786 [2020-10-19 04:50:46,335][root][INFO] - table : 0.114 0.288 0.648 [2020-10-19 04:50:46,335][root][INFO] - wall : 0.547 0.746 0.842 [2020-10-19 04:50:46,335][root][INFO] - window : 0.515 0.700 0.758 [2020-10-19 04:50:46,335][root][INFO] - ---------------------------------------------------------------- [2020-10-19 04:50:46,335][root][INFO] - average : 0.471 0.596 0.684 [2020-10-19 04:50:46,335][root][INFO] - [2020-10-19 04:50:46,502][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 04:50:46,503][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 04:50:48,174][root][INFO] - ===> Epoch[3961](19801/5): Loss -0.8288, Sem 0.0190, dir -0.9866, norm 0.1388, swav 0.0000 LR: 6.974e-02 Score 99.359 Data time: 0.0659, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.6658 [2020-10-19 04:50:50,657][root][INFO] - ===> Epoch[3961](19802/5): Loss -0.7941, Sem 0.0199, dir -0.9858, norm 0.1718, swav 0.0000 LR: 6.974e-02 Score 99.350 Data time: 0.1079, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3677 [2020-10-19 04:50:52,923][root][INFO] - ===> Epoch[3961](19803/5): Loss -0.8077, Sem 0.0215, dir -0.9836, norm 0.1544, swav 0.0000 LR: 6.973e-02 Score 99.271 Data time: 0.0826, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1550 [2020-10-19 04:50:55,331][root][INFO] - ===> Epoch[3961](19804/5): Loss -0.7964, Sem 0.0203, dir -0.9841, norm 0.1674, swav 0.0000 LR: 6.973e-02 Score 99.305 Data time: 0.0954, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2789 [2020-10-19 04:50:57,531][root][INFO] - ===> Epoch[3961](19805/5): Loss -0.8263, Sem 0.0199, dir -0.9858, norm 0.1397, swav 0.0000 LR: 6.973e-02 Score 99.309 Data time: 0.0793, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0582 [2020-10-19 04:50:59,489][root][INFO] - ===> Epoch[3962](19806/5): Loss -0.7816, Sem 0.0218, dir -0.9841, norm 0.1806, swav 0.0000 LR: 6.973e-02 Score 99.275 Data time: 0.0814, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8622 [2020-10-19 04:51:02,117][root][INFO] - ===> Epoch[3962](19807/5): Loss -0.8298, Sem 0.0176, dir -0.9865, norm 0.1390, swav 0.0000 LR: 6.973e-02 Score 99.411 Data time: 0.0881, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.5087 [2020-10-19 04:51:04,424][root][INFO] - ===> Epoch[3962](19808/5): Loss -0.7968, Sem 0.0195, dir -0.9852, norm 0.1689, swav 0.0000 LR: 6.973e-02 Score 99.336 Data time: 0.0738, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1931 [2020-10-19 04:51:06,914][root][INFO] - ===> Epoch[3962](19809/5): Loss -0.8258, Sem 0.0207, dir -0.9846, norm 0.1381, swav 0.0000 LR: 6.972e-02 Score 99.303 Data time: 0.1143, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3593 [2020-10-19 04:51:08,960][root][INFO] - ===> Epoch[3962](19810/5): Loss -0.8059, Sem 0.0190, dir -0.9856, norm 0.1607, swav 0.0000 LR: 6.972e-02 Score 99.349 Data time: 0.0574, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9301 [2020-10-19 04:51:10,918][root][INFO] - ===> Epoch[3963](19811/5): Loss -0.8162, Sem 0.0194, dir -0.9859, norm 0.1503, swav 0.0000 LR: 6.972e-02 Score 99.345 Data time: 0.0693, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8467 [2020-10-19 04:51:13,246][root][INFO] - ===> Epoch[3963](19812/5): Loss -0.7894, Sem 0.0209, dir -0.9838, norm 0.1734, swav 0.0000 LR: 6.972e-02 Score 99.309 Data time: 0.0602, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2415 [2020-10-19 04:51:15,258][root][INFO] - ===> Epoch[3963](19813/5): Loss -0.8221, Sem 0.0199, dir -0.9866, norm 0.1445, swav 0.0000 LR: 6.972e-02 Score 99.323 Data time: 0.0637, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9159 [2020-10-19 04:51:17,517][root][INFO] - ===> Epoch[3963](19814/5): Loss -0.7942, Sem 0.0201, dir -0.9850, norm 0.1706, swav 0.0000 LR: 6.972e-02 Score 99.322 Data time: 0.0805, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1760 [2020-10-19 04:51:19,400][root][INFO] - ===> Epoch[3963](19815/5): Loss -0.8256, Sem 0.0201, dir -0.9863, norm 0.1406, swav 0.0000 LR: 6.971e-02 Score 99.326 Data time: 0.0612, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.7707 [2020-10-19 04:51:22,032][root][INFO] - ===> Epoch[3964](19816/5): Loss -0.7990, Sem 0.0190, dir -0.9828, norm 0.1647, swav 0.0000 LR: 6.971e-02 Score 99.365 Data time: 0.0890, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.5394 [2020-10-19 04:51:24,326][root][INFO] - ===> Epoch[3964](19817/5): Loss -0.8132, Sem 0.0186, dir -0.9855, norm 0.1537, swav 0.0000 LR: 6.971e-02 Score 99.395 Data time: 0.0713, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1873 [2020-10-19 04:51:26,653][root][INFO] - ===> Epoch[3964](19818/5): Loss -0.7939, Sem 0.0205, dir -0.9827, norm 0.1683, swav 0.0000 LR: 6.971e-02 Score 99.308 Data time: 0.0823, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2170 [2020-10-19 04:51:28,819][root][INFO] - ===> Epoch[3964](19819/5): Loss -0.8222, Sem 0.0212, dir -0.9850, norm 0.1416, swav 0.0000 LR: 6.971e-02 Score 99.284 Data time: 0.0821, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0510 [2020-10-19 04:51:31,193][root][INFO] - ===> Epoch[3964](19820/5): Loss -0.8058, Sem 0.0210, dir -0.9852, norm 0.1584, swav 0.0000 LR: 6.971e-02 Score 99.304 Data time: 0.0672, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2662 [2020-10-19 04:51:33,807][root][INFO] - ===> Epoch[3965](19821/5): Loss -0.7982, Sem 0.0214, dir -0.9833, norm 0.1637, swav 0.0000 LR: 6.971e-02 Score 99.282 Data time: 0.1034, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.5227 [2020-10-19 04:51:35,757][root][INFO] - ===> Epoch[3965](19822/5): Loss -0.8136, Sem 0.0206, dir -0.9863, norm 0.1520, swav 0.0000 LR: 6.970e-02 Score 99.312 Data time: 0.1641, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8308 [2020-10-19 04:51:37,998][root][INFO] - ===> Epoch[3965](19823/5): Loss -0.7953, Sem 0.0205, dir -0.9853, norm 0.1694, swav 0.0000 LR: 6.970e-02 Score 99.351 Data time: 0.0952, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1481 [2020-10-19 04:51:40,083][root][INFO] - ===> Epoch[3965](19824/5): Loss -0.8178, Sem 0.0207, dir -0.9859, norm 0.1473, swav 0.0000 LR: 6.970e-02 Score 99.299 Data time: 0.0667, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9548 [2020-10-19 04:51:42,258][root][INFO] - ===> Epoch[3965](19825/5): Loss -0.7973, Sem 0.0204, dir -0.9834, norm 0.1656, swav 0.0000 LR: 6.970e-02 Score 99.320 Data time: 0.0627, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0996 [2020-10-19 04:51:44,731][root][INFO] - ===> Epoch[3966](19826/5): Loss -0.7949, Sem 0.0196, dir -0.9835, norm 0.1689, swav 0.0000 LR: 6.970e-02 Score 99.358 Data time: 0.0627, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3921 [2020-10-19 04:51:46,978][root][INFO] - ===> Epoch[3966](19827/5): Loss -0.8115, Sem 0.0200, dir -0.9851, norm 0.1537, swav 0.0000 LR: 6.970e-02 Score 99.348 Data time: 0.0505, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1806 [2020-10-19 04:51:48,923][root][INFO] - ===> Epoch[3966](19828/5): Loss -0.8258, Sem 0.0187, dir -0.9862, norm 0.1417, swav 0.0000 LR: 6.969e-02 Score 99.370 Data time: 0.0594, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8429 [2020-10-19 04:51:51,138][root][INFO] - ===> Epoch[3966](19829/5): Loss -0.7937, Sem 0.0257, dir -0.9844, norm 0.1650, swav 0.0000 LR: 6.969e-02 Score 99.164 Data time: 0.0849, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1633 [2020-10-19 04:51:53,411][root][INFO] - ===> Epoch[3966](19830/5): Loss -0.8045, Sem 0.0222, dir -0.9850, norm 0.1582, swav 0.0000 LR: 6.969e-02 Score 99.275 Data time: 0.0547, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1569 [2020-10-19 04:51:55,266][root][INFO] - ===> Epoch[3967](19831/5): Loss -0.7858, Sem 0.0235, dir -0.9819, norm 0.1727, swav 0.0000 LR: 6.969e-02 Score 99.206 Data time: 0.0524, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.7758 [2020-10-19 04:51:57,465][root][INFO] - ===> Epoch[3967](19832/5): Loss -0.7920, Sem 0.0237, dir -0.9839, norm 0.1682, swav 0.0000 LR: 6.969e-02 Score 99.218 Data time: 0.0721, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1663 [2020-10-19 04:51:59,736][root][INFO] - ===> Epoch[3967](19833/5): Loss -0.8278, Sem 0.0181, dir -0.9855, norm 0.1397, swav 0.0000 LR: 6.969e-02 Score 99.390 Data time: 0.0779, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1547 [2020-10-19 04:52:01,370][root][INFO] - ===> Epoch[3967](19834/5): Loss -0.8128, Sem 0.0222, dir -0.9850, norm 0.1500, swav 0.0000 LR: 6.969e-02 Score 99.271 Data time: 0.0720, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.5443 [2020-10-19 04:52:03,281][root][INFO] - ===> Epoch[3967](19835/5): Loss -0.8221, Sem 0.0186, dir -0.9851, norm 0.1444, swav 0.0000 LR: 6.968e-02 Score 99.359 Data time: 0.2039, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8129 [2020-10-19 04:52:06,183][root][INFO] - ===> Epoch[3968](19836/5): Loss -0.7940, Sem 0.0217, dir -0.9841, norm 0.1685, swav 0.0000 LR: 6.968e-02 Score 99.283 Data time: 0.2605, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.7958 [2020-10-19 04:52:08,280][root][INFO] - ===> Epoch[3968](19837/5): Loss -0.8081, Sem 0.0222, dir -0.9847, norm 0.1544, swav 0.0000 LR: 6.968e-02 Score 99.258 Data time: 0.0826, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9929 [2020-10-19 04:52:10,201][root][INFO] - ===> Epoch[3968](19838/5): Loss -0.8070, Sem 0.0187, dir -0.9846, norm 0.1589, swav 0.0000 LR: 6.968e-02 Score 99.378 Data time: 0.0811, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8099 [2020-10-19 04:52:12,978][root][INFO] - ===> Epoch[3968](19839/5): Loss -0.8013, Sem 0.0223, dir -0.9839, norm 0.1603, swav 0.0000 LR: 6.968e-02 Score 99.294 Data time: 0.0697, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.6596 [2020-10-19 04:52:14,914][root][INFO] - ===> Epoch[3968](19840/5): Loss -0.8097, Sem 0.0202, dir -0.9850, norm 0.1551, swav 0.0000 LR: 6.968e-02 Score 99.330 Data time: 0.0766, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8080 [2020-10-19 04:52:16,773][root][INFO] - ===> Epoch[3969](19841/5): Loss -0.8102, Sem 0.0211, dir -0.9843, norm 0.1530, swav 0.0000 LR: 6.967e-02 Score 99.276 Data time: 0.0809, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.7561 [2020-10-19 04:52:18,942][root][INFO] - ===> Epoch[3969](19842/5): Loss -0.7990, Sem 0.0184, dir -0.9860, norm 0.1685, swav 0.0000 LR: 6.967e-02 Score 99.381 Data time: 0.0745, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0650 [2020-10-19 04:52:20,893][root][INFO] - ===> Epoch[3969](19843/5): Loss -0.8194, Sem 0.0202, dir -0.9841, norm 0.1446, swav 0.0000 LR: 6.967e-02 Score 99.326 Data time: 0.0443, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8556 [2020-10-19 04:52:22,726][root][INFO] - ===> Epoch[3969](19844/5): Loss -0.8111, Sem 0.0226, dir -0.9856, norm 0.1518, swav 0.0000 LR: 6.967e-02 Score 99.246 Data time: 0.0533, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.7787 [2020-10-19 04:52:25,672][root][INFO] - ===> Epoch[3969](19845/5): Loss -0.8029, Sem 0.0208, dir -0.9839, norm 0.1602, swav 0.0000 LR: 6.967e-02 Score 99.299 Data time: 0.1242, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.8493 [2020-10-19 04:52:27,786][root][INFO] - ===> Epoch[3970](19846/5): Loss -0.8231, Sem 0.0213, dir -0.9846, norm 0.1403, swav 0.0000 LR: 6.967e-02 Score 99.266 Data time: 0.0671, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9877 [2020-10-19 04:52:30,067][root][INFO] - ===> Epoch[3970](19847/5): Loss -0.7926, Sem 0.0221, dir -0.9836, norm 0.1689, swav 0.0000 LR: 6.966e-02 Score 99.301 Data time: 0.1406, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1650 [2020-10-19 04:52:32,169][root][INFO] - ===> Epoch[3970](19848/5): Loss -0.8193, Sem 0.0206, dir -0.9848, norm 0.1449, swav 0.0000 LR: 6.966e-02 Score 99.303 Data time: 0.0907, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0011 [2020-10-19 04:52:34,219][root][INFO] - ===> Epoch[3970](19849/5): Loss -0.8131, Sem 0.0192, dir -0.9852, norm 0.1529, swav 0.0000 LR: 6.966e-02 Score 99.366 Data time: 0.0715, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9291 [2020-10-19 04:52:36,267][root][INFO] - ===> Epoch[3970](19850/5): Loss -0.8176, Sem 0.0203, dir -0.9845, norm 0.1466, swav 0.0000 LR: 6.966e-02 Score 99.329 Data time: 0.0908, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9574 [2020-10-19 04:52:38,294][root][INFO] - ===> Epoch[3971](19851/5): Loss -0.8083, Sem 0.0221, dir -0.9844, norm 0.1540, swav 0.0000 LR: 6.966e-02 Score 99.254 Data time: 0.0659, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9217 [2020-10-19 04:52:40,271][root][INFO] - ===> Epoch[3971](19852/5): Loss -0.8036, Sem 0.0228, dir -0.9851, norm 0.1587, swav 0.0000 LR: 6.966e-02 Score 99.247 Data time: 0.0796, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8815 [2020-10-19 04:52:42,370][root][INFO] - ===> Epoch[3971](19853/5): Loss -0.8116, Sem 0.0192, dir -0.9844, norm 0.1535, swav 0.0000 LR: 6.966e-02 Score 99.365 Data time: 0.0941, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9956 [2020-10-19 04:52:44,765][root][INFO] - ===> Epoch[3971](19854/5): Loss -0.8115, Sem 0.0210, dir -0.9851, norm 0.1525, swav 0.0000 LR: 6.965e-02 Score 99.285 Data time: 0.1689, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2882 [2020-10-19 04:52:46,820][root][INFO] - ===> Epoch[3971](19855/5): Loss -0.8050, Sem 0.0223, dir -0.9835, norm 0.1562, swav 0.0000 LR: 6.965e-02 Score 99.251 Data time: 0.0858, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9504 [2020-10-19 04:52:49,530][root][INFO] - ===> Epoch[3972](19856/5): Loss -0.8099, Sem 0.0210, dir -0.9852, norm 0.1543, swav 0.0000 LR: 6.965e-02 Score 99.289 Data time: 0.1510, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.6147 [2020-10-19 04:52:51,744][root][INFO] - ===> Epoch[3972](19857/5): Loss -0.8059, Sem 0.0204, dir -0.9843, norm 0.1580, swav 0.0000 LR: 6.965e-02 Score 99.311 Data time: 0.0954, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1300 [2020-10-19 04:52:53,842][root][INFO] - ===> Epoch[3972](19858/5): Loss -0.8087, Sem 0.0197, dir -0.9851, norm 0.1567, swav 0.0000 LR: 6.965e-02 Score 99.336 Data time: 0.0970, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9865 [2020-10-19 04:52:56,041][root][INFO] - ===> Epoch[3972](19859/5): Loss -0.8058, Sem 0.0195, dir -0.9856, norm 0.1603, swav 0.0000 LR: 6.965e-02 Score 99.361 Data time: 0.0613, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0907 [2020-10-19 04:52:58,145][root][INFO] - ===> Epoch[3972](19860/5): Loss -0.7911, Sem 0.0235, dir -0.9827, norm 0.1681, swav 0.0000 LR: 6.964e-02 Score 99.217 Data time: 0.0888, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9959 [2020-10-19 04:53:00,250][root][INFO] - ===> Epoch[3973](19861/5): Loss -0.8273, Sem 0.0192, dir -0.9864, norm 0.1399, swav 0.0000 LR: 6.964e-02 Score 99.344 Data time: 0.0897, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9946 [2020-10-19 04:53:02,553][root][INFO] - ===> Epoch[3973](19862/5): Loss -0.7818, Sem 0.0207, dir -0.9821, norm 0.1795, swav 0.0000 LR: 6.964e-02 Score 99.308 Data time: 0.0754, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1911 [2020-10-19 04:53:04,768][root][INFO] - ===> Epoch[3973](19863/5): Loss -0.7996, Sem 0.0207, dir -0.9852, norm 0.1650, swav 0.0000 LR: 6.964e-02 Score 99.307 Data time: 0.0860, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1249 [2020-10-19 04:53:06,824][root][INFO] - ===> Epoch[3973](19864/5): Loss -0.8098, Sem 0.0212, dir -0.9856, norm 0.1546, swav 0.0000 LR: 6.964e-02 Score 99.298 Data time: 0.0705, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9523 [2020-10-19 04:53:08,670][root][INFO] - ===> Epoch[3973](19865/5): Loss -0.8019, Sem 0.0205, dir -0.9842, norm 0.1618, swav 0.0000 LR: 6.964e-02 Score 99.291 Data time: 0.0647, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.7624 [2020-10-19 04:53:11,329][root][INFO] - ===> Epoch[3974](19866/5): Loss -0.7907, Sem 0.0207, dir -0.9846, norm 0.1733, swav 0.0000 LR: 6.964e-02 Score 99.339 Data time: 0.0650, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.5777 [2020-10-19 04:53:13,980][root][INFO] - ===> Epoch[3974](19867/5): Loss -0.7935, Sem 0.0200, dir -0.9845, norm 0.1709, swav 0.0000 LR: 6.963e-02 Score 99.313 Data time: 0.0635, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.5528 [2020-10-19 04:53:16,524][root][INFO] - ===> Epoch[3974](19868/5): Loss -0.8169, Sem 0.0195, dir -0.9846, norm 0.1482, swav 0.0000 LR: 6.963e-02 Score 99.344 Data time: 0.0587, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.4677 [2020-10-19 04:53:18,488][root][INFO] - ===> Epoch[3974](19869/5): Loss -0.8051, Sem 0.0212, dir -0.9855, norm 0.1592, swav 0.0000 LR: 6.963e-02 Score 99.297 Data time: 0.0727, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8851 [2020-10-19 04:53:21,203][root][INFO] - ===> Epoch[3974](19870/5): Loss -0.7973, Sem 0.0210, dir -0.9845, norm 0.1662, swav 0.0000 LR: 6.963e-02 Score 99.322 Data time: 0.0667, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.6022 [2020-10-19 04:53:23,399][root][INFO] - ===> Epoch[3975](19871/5): Loss -0.8102, Sem 0.0215, dir -0.9838, norm 0.1521, swav 0.0000 LR: 6.963e-02 Score 99.277 Data time: 0.0581, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0938 [2020-10-19 04:53:25,490][root][INFO] - ===> Epoch[3975](19872/5): Loss -0.8083, Sem 0.0197, dir -0.9845, norm 0.1565, swav 0.0000 LR: 6.963e-02 Score 99.344 Data time: 0.0725, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0104 [2020-10-19 04:53:27,493][root][INFO] - ===> Epoch[3975](19873/5): Loss -0.8039, Sem 0.0183, dir -0.9847, norm 0.1626, swav 0.0000 LR: 6.962e-02 Score 99.388 Data time: 0.0813, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8846 [2020-10-19 04:53:29,471][root][INFO] - ===> Epoch[3975](19874/5): Loss -0.8041, Sem 0.0209, dir -0.9848, norm 0.1598, swav 0.0000 LR: 6.962e-02 Score 99.302 Data time: 0.0677, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8768 [2020-10-19 04:53:31,925][root][INFO] - ===> Epoch[3975](19875/5): Loss -0.7961, Sem 0.0209, dir -0.9847, norm 0.1677, swav 0.0000 LR: 6.962e-02 Score 99.296 Data time: 0.0738, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3321 [2020-10-19 04:53:34,321][root][INFO] - ===> Epoch[3976](19876/5): Loss -0.7918, Sem 0.0225, dir -0.9839, norm 0.1695, swav 0.0000 LR: 6.962e-02 Score 99.240 Data time: 0.0802, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2829 [2020-10-19 04:53:36,516][root][INFO] - ===> Epoch[3976](19877/5): Loss -0.8054, Sem 0.0195, dir -0.9849, norm 0.1600, swav 0.0000 LR: 6.962e-02 Score 99.331 Data time: 0.0712, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0742 [2020-10-19 04:53:39,384][root][INFO] - ===> Epoch[3976](19878/5): Loss -0.7915, Sem 0.0212, dir -0.9821, norm 0.1694, swav 0.0000 LR: 6.962e-02 Score 99.288 Data time: 0.1270, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.7592 [2020-10-19 04:53:41,638][root][INFO] - ===> Epoch[3976](19879/5): Loss -0.8139, Sem 0.0205, dir -0.9862, norm 0.1518, swav 0.0000 LR: 6.961e-02 Score 99.311 Data time: 0.0521, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1239 [2020-10-19 04:53:43,475][root][INFO] - ===> Epoch[3976](19880/5): Loss -0.8092, Sem 0.0219, dir -0.9846, norm 0.1535, swav 0.0000 LR: 6.961e-02 Score 99.276 Data time: 0.0547, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.7062 [2020-10-19 04:53:45,523][root][INFO] - ===> Epoch[3977](19881/5): Loss -0.8198, Sem 0.0188, dir -0.9855, norm 0.1468, swav 0.0000 LR: 6.961e-02 Score 99.360 Data time: 0.0657, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9923 [2020-10-19 04:53:47,707][root][INFO] - ===> Epoch[3977](19882/5): Loss -0.8208, Sem 0.0200, dir -0.9856, norm 0.1448, swav 0.0000 LR: 6.961e-02 Score 99.320 Data time: 0.0584, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0731 [2020-10-19 04:53:49,621][root][INFO] - ===> Epoch[3977](19883/5): Loss -0.8076, Sem 0.0203, dir -0.9843, norm 0.1564, swav 0.0000 LR: 6.961e-02 Score 99.313 Data time: 0.0608, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8351 [2020-10-19 04:53:52,599][root][INFO] - ===> Epoch[3977](19884/5): Loss -0.7994, Sem 0.0202, dir -0.9842, norm 0.1645, swav 0.0000 LR: 6.961e-02 Score 99.311 Data time: 0.1782, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.9213 [2020-10-19 04:53:54,730][root][INFO] - ===> Epoch[3977](19885/5): Loss -0.8034, Sem 0.0210, dir -0.9838, norm 0.1595, swav 0.0000 LR: 6.961e-02 Score 99.332 Data time: 0.0909, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0073 [2020-10-19 04:53:56,773][root][INFO] - ===> Epoch[3978](19886/5): Loss -0.8101, Sem 0.0212, dir -0.9849, norm 0.1536, swav 0.0000 LR: 6.960e-02 Score 99.282 Data time: 0.0737, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9395 [2020-10-19 04:53:58,887][root][INFO] - ===> Epoch[3978](19887/5): Loss -0.8020, Sem 0.0226, dir -0.9836, norm 0.1590, swav 0.0000 LR: 6.960e-02 Score 99.249 Data time: 0.0726, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0394 [2020-10-19 04:54:00,995][root][INFO] - ===> Epoch[3978](19888/5): Loss -0.8142, Sem 0.0210, dir -0.9845, norm 0.1493, swav 0.0000 LR: 6.960e-02 Score 99.274 Data time: 0.0670, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9905 [2020-10-19 04:54:03,099][root][INFO] - ===> Epoch[3978](19889/5): Loss -0.8137, Sem 0.0187, dir -0.9865, norm 0.1541, swav 0.0000 LR: 6.960e-02 Score 99.373 Data time: 0.0869, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0083 [2020-10-19 04:54:05,721][root][INFO] - ===> Epoch[3978](19890/5): Loss -0.8100, Sem 0.0195, dir -0.9854, norm 0.1558, swav 0.0000 LR: 6.960e-02 Score 99.335 Data time: 0.0873, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.5078 [2020-10-19 04:54:07,520][root][INFO] - ===> Epoch[3979](19891/5): Loss -0.8260, Sem 0.0200, dir -0.9863, norm 0.1404, swav 0.0000 LR: 6.960e-02 Score 99.326 Data time: 0.0793, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.6694 [2020-10-19 04:54:10,198][root][INFO] - ===> Epoch[3979](19892/5): Loss -0.7890, Sem 0.0232, dir -0.9842, norm 0.1721, swav 0.0000 LR: 6.959e-02 Score 99.280 Data time: 0.0429, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.5713 [2020-10-19 04:54:12,296][root][INFO] - ===> Epoch[3979](19893/5): Loss -0.8060, Sem 0.0203, dir -0.9849, norm 0.1586, swav 0.0000 LR: 6.959e-02 Score 99.333 Data time: 0.0859, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0045 [2020-10-19 04:54:14,404][root][INFO] - ===> Epoch[3979](19894/5): Loss -0.8175, Sem 0.0215, dir -0.9856, norm 0.1465, swav 0.0000 LR: 6.959e-02 Score 99.260 Data time: 0.0885, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0006 [2020-10-19 04:54:17,042][root][INFO] - ===> Epoch[3979](19895/5): Loss -0.8057, Sem 0.0199, dir -0.9849, norm 0.1592, swav 0.0000 LR: 6.959e-02 Score 99.335 Data time: 0.0685, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.5187 [2020-10-19 04:54:18,863][root][INFO] - ===> Epoch[3980](19896/5): Loss -0.8126, Sem 0.0221, dir -0.9844, norm 0.1497, swav 0.0000 LR: 6.959e-02 Score 99.252 Data time: 0.0531, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.7390 [2020-10-19 04:54:21,068][root][INFO] - ===> Epoch[3980](19897/5): Loss -0.8219, Sem 0.0201, dir -0.9859, norm 0.1440, swav 0.0000 LR: 6.959e-02 Score 99.319 Data time: 0.0520, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1285 [2020-10-19 04:54:23,313][root][INFO] - ===> Epoch[3980](19898/5): Loss -0.8239, Sem 0.0204, dir -0.9848, norm 0.1405, swav 0.0000 LR: 6.959e-02 Score 99.302 Data time: 0.0738, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1651 [2020-10-19 04:54:25,452][root][INFO] - ===> Epoch[3980](19899/5): Loss -0.8180, Sem 0.0173, dir -0.9848, norm 0.1495, swav 0.0000 LR: 6.958e-02 Score 99.427 Data time: 0.0569, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0274 [2020-10-19 04:54:27,215][root][INFO] - ===> Epoch[3980](19900/5): Loss -0.8105, Sem 0.0213, dir -0.9845, norm 0.1528, swav 0.0000 LR: 6.958e-02 Score 99.301 Data time: 0.0684, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.6793 [2020-10-19 04:54:28,190][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 04:54:30,314][root][INFO] - ===> Epoch[3981](19901/5): Loss -0.8144, Sem 0.0200, dir -0.9857, norm 0.1513, swav 0.0000 LR: 6.958e-02 Score 99.331 Data time: 0.0944, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9419 [2020-10-19 04:54:32,582][root][INFO] - ===> Epoch[3981](19902/5): Loss -0.8150, Sem 0.0203, dir -0.9851, norm 0.1499, swav 0.0000 LR: 6.958e-02 Score 99.321 Data time: 0.0778, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1436 [2020-10-19 04:54:34,829][root][INFO] - ===> Epoch[3981](19903/5): Loss -0.8148, Sem 0.0214, dir -0.9838, norm 0.1476, swav 0.0000 LR: 6.958e-02 Score 99.273 Data time: 0.0952, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1386 [2020-10-19 04:54:36,696][root][INFO] - ===> Epoch[3981](19904/5): Loss -0.8332, Sem 0.0205, dir -0.9860, norm 0.1323, swav 0.0000 LR: 6.958e-02 Score 99.305 Data time: 0.0781, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.7536 [2020-10-19 04:54:38,900][root][INFO] - ===> Epoch[3981](19905/5): Loss -0.7938, Sem 0.0235, dir -0.9832, norm 0.1658, swav 0.0000 LR: 6.957e-02 Score 99.226 Data time: 0.1642, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1097 [2020-10-19 04:54:41,275][root][INFO] - ===> Epoch[3982](19906/5): Loss -0.8197, Sem 0.0197, dir -0.9838, norm 0.1444, swav 0.0000 LR: 6.957e-02 Score 99.357 Data time: 0.1644, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2362 [2020-10-19 04:54:43,516][root][INFO] - ===> Epoch[3982](19907/5): Loss -0.8231, Sem 0.0182, dir -0.9866, norm 0.1453, swav 0.0000 LR: 6.957e-02 Score 99.384 Data time: 0.0902, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1321 [2020-10-19 04:54:46,104][root][INFO] - ===> Epoch[3982](19908/5): Loss -0.8017, Sem 0.0225, dir -0.9827, norm 0.1586, swav 0.0000 LR: 6.957e-02 Score 99.237 Data time: 0.0708, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.4961 [2020-10-19 04:54:48,121][root][INFO] - ===> Epoch[3982](19909/5): Loss -0.8130, Sem 0.0202, dir -0.9847, norm 0.1515, swav 0.0000 LR: 6.957e-02 Score 99.321 Data time: 0.0800, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9313 [2020-10-19 04:54:50,835][root][INFO] - ===> Epoch[3982](19910/5): Loss -0.8141, Sem 0.0209, dir -0.9867, norm 0.1518, swav 0.0000 LR: 6.957e-02 Score 99.325 Data time: 0.1000, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.6125 [2020-10-19 04:54:52,983][root][INFO] - ===> Epoch[3983](19911/5): Loss -0.8186, Sem 0.0198, dir -0.9858, norm 0.1474, swav 0.0000 LR: 6.956e-02 Score 99.327 Data time: 0.0711, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0262 [2020-10-19 04:54:55,092][root][INFO] - ===> Epoch[3983](19912/5): Loss -0.8172, Sem 0.0209, dir -0.9845, norm 0.1463, swav 0.0000 LR: 6.956e-02 Score 99.310 Data time: 0.0634, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0091 [2020-10-19 04:54:56,725][root][INFO] - ===> Epoch[3983](19913/5): Loss -0.8265, Sem 0.0209, dir -0.9863, norm 0.1389, swav 0.0000 LR: 6.956e-02 Score 99.298 Data time: 0.0672, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.5530 [2020-10-19 04:54:58,978][root][INFO] - ===> Epoch[3983](19914/5): Loss -0.8047, Sem 0.0226, dir -0.9848, norm 0.1575, swav 0.0000 LR: 6.956e-02 Score 99.235 Data time: 0.0715, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1488 [2020-10-19 04:55:01,249][root][INFO] - ===> Epoch[3983](19915/5): Loss -0.8068, Sem 0.0234, dir -0.9826, norm 0.1523, swav 0.0000 LR: 6.956e-02 Score 99.216 Data time: 0.0964, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1692 [2020-10-19 04:55:03,675][root][INFO] - ===> Epoch[3984](19916/5): Loss -0.8316, Sem 0.0175, dir -0.9866, norm 0.1375, swav 0.0000 LR: 6.956e-02 Score 99.398 Data time: 0.0745, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3008 [2020-10-19 04:55:05,903][root][INFO] - ===> Epoch[3984](19917/5): Loss -0.8246, Sem 0.0204, dir -0.9852, norm 0.1402, swav 0.0000 LR: 6.956e-02 Score 99.336 Data time: 0.0698, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1365 [2020-10-19 04:55:08,227][root][INFO] - ===> Epoch[3984](19918/5): Loss -0.8160, Sem 0.0191, dir -0.9845, norm 0.1494, swav 0.0000 LR: 6.955e-02 Score 99.349 Data time: 0.1129, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2309 [2020-10-19 04:55:10,467][root][INFO] - ===> Epoch[3984](19919/5): Loss -0.8100, Sem 0.0194, dir -0.9857, norm 0.1563, swav 0.0000 LR: 6.955e-02 Score 99.359 Data time: 0.1022, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1399 [2020-10-19 04:55:12,654][root][INFO] - ===> Epoch[3984](19920/5): Loss -0.7934, Sem 0.0208, dir -0.9852, norm 0.1710, swav 0.0000 LR: 6.955e-02 Score 99.305 Data time: 0.0704, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0693 [2020-10-19 04:55:14,441][root][INFO] - ===> Epoch[3985](19921/5): Loss -0.8102, Sem 0.0219, dir -0.9842, norm 0.1521, swav 0.0000 LR: 6.955e-02 Score 99.244 Data time: 0.0816, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.7035 [2020-10-19 04:55:16,916][root][INFO] - ===> Epoch[3985](19922/5): Loss -0.8038, Sem 0.0202, dir -0.9847, norm 0.1607, swav 0.0000 LR: 6.955e-02 Score 99.322 Data time: 0.0613, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3591 [2020-10-19 04:55:18,927][root][INFO] - ===> Epoch[3985](19923/5): Loss -0.8085, Sem 0.0193, dir -0.9845, norm 0.1566, swav 0.0000 LR: 6.955e-02 Score 99.362 Data time: 0.0837, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8945 [2020-10-19 04:55:21,175][root][INFO] - ===> Epoch[3985](19924/5): Loss -0.8052, Sem 0.0193, dir -0.9852, norm 0.1607, swav 0.0000 LR: 6.954e-02 Score 99.335 Data time: 0.0604, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1443 [2020-10-19 04:55:23,378][root][INFO] - ===> Epoch[3985](19925/5): Loss -0.8121, Sem 0.0201, dir -0.9859, norm 0.1537, swav 0.0000 LR: 6.954e-02 Score 99.323 Data time: 0.0652, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1225 [2020-10-19 04:55:25,206][root][INFO] - ===> Epoch[3986](19926/5): Loss -0.7999, Sem 0.0196, dir -0.9847, norm 0.1652, swav 0.0000 LR: 6.954e-02 Score 99.339 Data time: 0.0525, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.7324 [2020-10-19 04:55:27,413][root][INFO] - ===> Epoch[3986](19927/5): Loss -0.7980, Sem 0.0218, dir -0.9847, norm 0.1649, swav 0.0000 LR: 6.954e-02 Score 99.272 Data time: 0.0751, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1227 [2020-10-19 04:55:30,029][root][INFO] - ===> Epoch[3986](19928/5): Loss -0.7960, Sem 0.0202, dir -0.9823, norm 0.1661, swav 0.0000 LR: 6.954e-02 Score 99.326 Data time: 0.0938, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.5197 [2020-10-19 04:55:32,085][root][INFO] - ===> Epoch[3986](19929/5): Loss -0.8068, Sem 0.0205, dir -0.9835, norm 0.1563, swav 0.0000 LR: 6.954e-02 Score 99.317 Data time: 0.0821, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9714 [2020-10-19 04:55:34,129][root][INFO] - ===> Epoch[3986](19930/5): Loss -0.8053, Sem 0.0209, dir -0.9845, norm 0.1583, swav 0.0000 LR: 6.954e-02 Score 99.319 Data time: 0.1231, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9355 [2020-10-19 04:55:36,372][root][INFO] - ===> Epoch[3987](19931/5): Loss -0.7985, Sem 0.0228, dir -0.9840, norm 0.1627, swav 0.0000 LR: 6.953e-02 Score 99.254 Data time: 0.0920, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1581 [2020-10-19 04:55:38,644][root][INFO] - ===> Epoch[3987](19932/5): Loss -0.7960, Sem 0.0214, dir -0.9854, norm 0.1681, swav 0.0000 LR: 6.953e-02 Score 99.292 Data time: 0.0733, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1666 [2020-10-19 04:55:40,752][root][INFO] - ===> Epoch[3987](19933/5): Loss -0.8154, Sem 0.0186, dir -0.9856, norm 0.1515, swav 0.0000 LR: 6.953e-02 Score 99.376 Data time: 0.0950, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0186 [2020-10-19 04:55:42,999][root][INFO] - ===> Epoch[3987](19934/5): Loss -0.8142, Sem 0.0194, dir -0.9850, norm 0.1514, swav 0.0000 LR: 6.953e-02 Score 99.356 Data time: 0.2354, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1472 [2020-10-19 04:55:45,553][root][INFO] - ===> Epoch[3987](19935/5): Loss -0.8139, Sem 0.0216, dir -0.9854, norm 0.1499, swav 0.0000 LR: 6.953e-02 Score 99.274 Data time: 0.1037, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.4350 [2020-10-19 04:55:47,655][root][INFO] - ===> Epoch[3988](19936/5): Loss -0.7871, Sem 0.0211, dir -0.9840, norm 0.1758, swav 0.0000 LR: 6.953e-02 Score 99.302 Data time: 0.0819, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9884 [2020-10-19 04:55:49,921][root][INFO] - ===> Epoch[3988](19937/5): Loss -0.8134, Sem 0.0212, dir -0.9843, norm 0.1497, swav 0.0000 LR: 6.952e-02 Score 99.289 Data time: 0.0908, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1754 [2020-10-19 04:55:52,383][root][INFO] - ===> Epoch[3988](19938/5): Loss -0.8120, Sem 0.0194, dir -0.9852, norm 0.1537, swav 0.0000 LR: 6.952e-02 Score 99.344 Data time: 0.1202, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.3689 [2020-10-19 04:55:54,648][root][INFO] - ===> Epoch[3988](19939/5): Loss -0.8130, Sem 0.0190, dir -0.9854, norm 0.1534, swav 0.0000 LR: 6.952e-02 Score 99.364 Data time: 0.0721, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1652 [2020-10-19 04:55:56,507][root][INFO] - ===> Epoch[3988](19940/5): Loss -0.8168, Sem 0.0184, dir -0.9859, norm 0.1507, swav 0.0000 LR: 6.952e-02 Score 99.373 Data time: 0.0829, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.7570 [2020-10-19 04:55:58,656][root][INFO] - ===> Epoch[3989](19941/5): Loss -0.7918, Sem 0.0206, dir -0.9840, norm 0.1715, swav 0.0000 LR: 6.952e-02 Score 99.303 Data time: 0.0741, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0504 [2020-10-19 04:56:01,240][root][INFO] - ===> Epoch[3989](19942/5): Loss -0.7998, Sem 0.0198, dir -0.9847, norm 0.1651, swav 0.0000 LR: 6.952e-02 Score 99.330 Data time: 0.0841, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.4593 [2020-10-19 04:56:03,435][root][INFO] - ===> Epoch[3989](19943/5): Loss -0.7900, Sem 0.0184, dir -0.9854, norm 0.1770, swav 0.0000 LR: 6.951e-02 Score 99.365 Data time: 0.0942, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0879 [2020-10-19 04:56:07,028][root][INFO] - ===> Epoch[3989](19944/5): Loss -0.7978, Sem 0.0195, dir -0.9839, norm 0.1666, swav 0.0000 LR: 6.951e-02 Score 99.356 Data time: 0.0859, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 3.4830 [2020-10-19 04:56:08,785][root][INFO] - ===> Epoch[3989](19945/5): Loss -0.8230, Sem 0.0192, dir -0.9864, norm 0.1442, swav 0.0000 LR: 6.951e-02 Score 99.350 Data time: 0.0715, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.6283 [2020-10-19 04:56:10,752][root][INFO] - ===> Epoch[3990](19946/5): Loss -0.8151, Sem 0.0215, dir -0.9851, norm 0.1485, swav 0.0000 LR: 6.951e-02 Score 99.273 Data time: 0.0574, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8668 [2020-10-19 04:56:13,255][root][INFO] - ===> Epoch[3990](19947/5): Loss -0.7965, Sem 0.0206, dir -0.9843, norm 0.1672, swav 0.0000 LR: 6.951e-02 Score 99.297 Data time: 0.0488, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.4197 [2020-10-19 04:56:15,812][root][INFO] - ===> Epoch[3990](19948/5): Loss -0.7951, Sem 0.0214, dir -0.9841, norm 0.1676, swav 0.0000 LR: 6.951e-02 Score 99.315 Data time: 0.0577, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.4900 [2020-10-19 04:56:17,856][root][INFO] - ===> Epoch[3990](19949/5): Loss -0.8039, Sem 0.0163, dir -0.9864, norm 0.1662, swav 0.0000 LR: 6.951e-02 Score 99.449 Data time: 0.0702, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9744 [2020-10-19 04:56:19,997][root][INFO] - ===> Epoch[3990](19950/5): Loss -0.8126, Sem 0.0201, dir -0.9846, norm 0.1519, swav 0.0000 LR: 6.950e-02 Score 99.336 Data time: 0.1157, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0552 [2020-10-19 04:56:22,782][root][INFO] - ===> Epoch[3991](19951/5): Loss -0.8004, Sem 0.0226, dir -0.9835, norm 0.1605, swav 0.0000 LR: 6.950e-02 Score 99.233 Data time: 0.0960, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.6614 [2020-10-19 04:56:24,913][root][INFO] - ===> Epoch[3991](19952/5): Loss -0.8090, Sem 0.0189, dir -0.9859, norm 0.1580, swav 0.0000 LR: 6.950e-02 Score 99.371 Data time: 0.0825, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0298 [2020-10-19 04:56:27,215][root][INFO] - ===> Epoch[3991](19953/5): Loss -0.8055, Sem 0.0199, dir -0.9849, norm 0.1594, swav 0.0000 LR: 6.950e-02 Score 99.329 Data time: 0.0769, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2001 [2020-10-19 04:56:29,350][root][INFO] - ===> Epoch[3991](19954/5): Loss -0.8174, Sem 0.0196, dir -0.9852, norm 0.1482, swav 0.0000 LR: 6.950e-02 Score 99.341 Data time: 0.0616, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0358 [2020-10-19 04:56:31,167][root][INFO] - ===> Epoch[3991](19955/5): Loss -0.8199, Sem 0.0210, dir -0.9853, norm 0.1444, swav 0.0000 LR: 6.950e-02 Score 99.267 Data time: 0.0828, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.7375 [2020-10-19 04:56:33,736][root][INFO] - ===> Epoch[3992](19956/5): Loss -0.8223, Sem 0.0184, dir -0.9865, norm 0.1457, swav 0.0000 LR: 6.949e-02 Score 99.380 Data time: 0.0818, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.4462 [2020-10-19 04:56:36,100][root][INFO] - ===> Epoch[3992](19957/5): Loss -0.8063, Sem 0.0216, dir -0.9853, norm 0.1575, swav 0.0000 LR: 6.949e-02 Score 99.276 Data time: 0.0633, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2631 [2020-10-19 04:56:38,032][root][INFO] - ===> Epoch[3992](19958/5): Loss -0.8099, Sem 0.0228, dir -0.9838, norm 0.1512, swav 0.0000 LR: 6.949e-02 Score 99.236 Data time: 0.0636, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8332 [2020-10-19 04:56:40,173][root][INFO] - ===> Epoch[3992](19959/5): Loss -0.7867, Sem 0.0213, dir -0.9829, norm 0.1749, swav 0.0000 LR: 6.949e-02 Score 99.297 Data time: 0.0785, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0366 [2020-10-19 04:56:42,774][root][INFO] - ===> Epoch[3992](19960/5): Loss -0.8027, Sem 0.0197, dir -0.9847, norm 0.1623, swav 0.0000 LR: 6.949e-02 Score 99.349 Data time: 0.0797, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.4880 [2020-10-19 04:56:45,035][root][INFO] - ===> Epoch[3993](19961/5): Loss -0.8084, Sem 0.0203, dir -0.9850, norm 0.1563, swav 0.0000 LR: 6.949e-02 Score 99.324 Data time: 0.0889, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1198 [2020-10-19 04:56:47,117][root][INFO] - ===> Epoch[3993](19962/5): Loss -0.8207, Sem 0.0182, dir -0.9868, norm 0.1479, swav 0.0000 LR: 6.949e-02 Score 99.380 Data time: 0.0909, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9677 [2020-10-19 04:56:49,319][root][INFO] - ===> Epoch[3993](19963/5): Loss -0.8174, Sem 0.0201, dir -0.9860, norm 0.1484, swav 0.0000 LR: 6.948e-02 Score 99.309 Data time: 0.0838, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0884 [2020-10-19 04:56:51,620][root][INFO] - ===> Epoch[3993](19964/5): Loss -0.7881, Sem 0.0219, dir -0.9825, norm 0.1724, swav 0.0000 LR: 6.948e-02 Score 99.281 Data time: 0.0591, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2008 [2020-10-19 04:56:53,651][root][INFO] - ===> Epoch[3993](19965/5): Loss -0.8135, Sem 0.0191, dir -0.9856, norm 0.1531, swav 0.0000 LR: 6.948e-02 Score 99.358 Data time: 0.0789, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9266 [2020-10-19 04:56:55,699][root][INFO] - ===> Epoch[3994](19966/5): Loss -0.8236, Sem 0.0184, dir -0.9863, norm 0.1442, swav 0.0000 LR: 6.948e-02 Score 99.375 Data time: 0.0867, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9252 [2020-10-19 04:56:57,967][root][INFO] - ===> Epoch[3994](19967/5): Loss -0.8141, Sem 0.0208, dir -0.9857, norm 0.1508, swav 0.0000 LR: 6.948e-02 Score 99.302 Data time: 0.0604, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1484 [2020-10-19 04:57:00,615][root][INFO] - ===> Epoch[3994](19968/5): Loss -0.8055, Sem 0.0186, dir -0.9844, norm 0.1604, swav 0.0000 LR: 6.948e-02 Score 99.381 Data time: 0.0653, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.5299 [2020-10-19 04:57:02,609][root][INFO] - ===> Epoch[3994](19969/5): Loss -0.7919, Sem 0.0211, dir -0.9852, norm 0.1721, swav 0.0000 LR: 6.947e-02 Score 99.298 Data time: 0.0781, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8836 [2020-10-19 04:57:04,713][root][INFO] - ===> Epoch[3994](19970/5): Loss -0.8063, Sem 0.0202, dir -0.9846, norm 0.1580, swav 0.0000 LR: 6.947e-02 Score 99.326 Data time: 0.0822, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9953 [2020-10-19 04:57:07,264][root][INFO] - ===> Epoch[3995](19971/5): Loss -0.8054, Sem 0.0168, dir -0.9861, norm 0.1639, swav 0.0000 LR: 6.947e-02 Score 99.445 Data time: 0.0591, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.4484 [2020-10-19 04:57:09,501][root][INFO] - ===> Epoch[3995](19972/5): Loss -0.8152, Sem 0.0211, dir -0.9843, norm 0.1479, swav 0.0000 LR: 6.947e-02 Score 99.272 Data time: 0.1066, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1317 [2020-10-19 04:57:11,614][root][INFO] - ===> Epoch[3995](19973/5): Loss -0.8020, Sem 0.0195, dir -0.9826, norm 0.1611, swav 0.0000 LR: 6.947e-02 Score 99.357 Data time: 0.0649, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0003 [2020-10-19 04:57:13,562][root][INFO] - ===> Epoch[3995](19974/5): Loss -0.8201, Sem 0.0185, dir -0.9862, norm 0.1476, swav 0.0000 LR: 6.947e-02 Score 99.381 Data time: 0.0708, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8333 [2020-10-19 04:57:15,755][root][INFO] - ===> Epoch[3995](19975/5): Loss -0.8011, Sem 0.0212, dir -0.9841, norm 0.1618, swav 0.0000 LR: 6.946e-02 Score 99.300 Data time: 0.1621, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0855 [2020-10-19 04:57:18,090][root][INFO] - ===> Epoch[3996](19976/5): Loss -0.8066, Sem 0.0208, dir -0.9839, norm 0.1565, swav 0.0000 LR: 6.946e-02 Score 99.307 Data time: 0.1296, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2203 [2020-10-19 04:57:20,057][root][INFO] - ===> Epoch[3996](19977/5): Loss -0.8176, Sem 0.0203, dir -0.9845, norm 0.1466, swav 0.0000 LR: 6.946e-02 Score 99.315 Data time: 0.0581, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8492 [2020-10-19 04:57:22,427][root][INFO] - ===> Epoch[3996](19978/5): Loss -0.7935, Sem 0.0208, dir -0.9831, norm 0.1688, swav 0.0000 LR: 6.946e-02 Score 99.309 Data time: 0.0715, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2682 [2020-10-19 04:57:24,215][root][INFO] - ===> Epoch[3996](19979/5): Loss -0.8281, Sem 0.0205, dir -0.9862, norm 0.1375, swav 0.0000 LR: 6.946e-02 Score 99.314 Data time: 0.0578, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.6744 [2020-10-19 04:57:26,611][root][INFO] - ===> Epoch[3996](19980/5): Loss -0.8064, Sem 0.0213, dir -0.9846, norm 0.1569, swav 0.0000 LR: 6.946e-02 Score 99.285 Data time: 0.0923, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3055 [2020-10-19 04:57:29,336][root][INFO] - ===> Epoch[3997](19981/5): Loss -0.8058, Sem 0.0213, dir -0.9846, norm 0.1575, swav 0.0000 LR: 6.946e-02 Score 99.288 Data time: 0.0801, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.6090 [2020-10-19 04:57:31,569][root][INFO] - ===> Epoch[3997](19982/5): Loss -0.8163, Sem 0.0193, dir -0.9850, norm 0.1494, swav 0.0000 LR: 6.945e-02 Score 99.358 Data time: 0.0929, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1165 [2020-10-19 04:57:33,627][root][INFO] - ===> Epoch[3997](19983/5): Loss -0.8145, Sem 0.0214, dir -0.9851, norm 0.1492, swav 0.0000 LR: 6.945e-02 Score 99.297 Data time: 0.0899, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9256 [2020-10-19 04:57:35,987][root][INFO] - ===> Epoch[3997](19984/5): Loss -0.8219, Sem 0.0167, dir -0.9849, norm 0.1463, swav 0.0000 LR: 6.945e-02 Score 99.431 Data time: 0.0661, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2624 [2020-10-19 04:57:38,481][root][INFO] - ===> Epoch[3997](19985/5): Loss -0.8142, Sem 0.0207, dir -0.9855, norm 0.1505, swav 0.0000 LR: 6.945e-02 Score 99.313 Data time: 0.0920, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.4048 [2020-10-19 04:57:40,906][root][INFO] - ===> Epoch[3998](19986/5): Loss -0.8108, Sem 0.0178, dir -0.9855, norm 0.1569, swav 0.0000 LR: 6.945e-02 Score 99.416 Data time: 0.1150, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.2913 [2020-10-19 04:57:43,677][root][INFO] - ===> Epoch[3998](19987/5): Loss -0.8044, Sem 0.0191, dir -0.9856, norm 0.1621, swav 0.0000 LR: 6.945e-02 Score 99.358 Data time: 0.0993, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.6523 [2020-10-19 04:57:45,646][root][INFO] - ===> Epoch[3998](19988/5): Loss -0.8159, Sem 0.0192, dir -0.9854, norm 0.1502, swav 0.0000 LR: 6.944e-02 Score 99.345 Data time: 0.0712, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.7432 [2020-10-19 04:57:47,588][root][INFO] - ===> Epoch[3998](19989/5): Loss -0.8126, Sem 0.0203, dir -0.9846, norm 0.1517, swav 0.0000 LR: 6.944e-02 Score 99.319 Data time: 0.0620, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.8430 [2020-10-19 04:57:49,973][root][INFO] - ===> Epoch[3998](19990/5): Loss -0.8147, Sem 0.0203, dir -0.9851, norm 0.1501, swav 0.0000 LR: 6.944e-02 Score 99.337 Data time: 0.0665, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.3054 [2020-10-19 04:57:52,043][root][INFO] - ===> Epoch[3999](19991/5): Loss -0.8145, Sem 0.0208, dir -0.9846, norm 0.1493, swav 0.0000 LR: 6.944e-02 Score 99.300 Data time: 0.0766, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.9385 [2020-10-19 04:57:54,603][root][INFO] - ===> Epoch[3999](19992/5): Loss -0.7977, Sem 0.0211, dir -0.9833, norm 0.1646, swav 0.0000 LR: 6.944e-02 Score 99.321 Data time: 0.0880, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.4419 [2020-10-19 04:57:56,794][root][INFO] - ===> Epoch[3999](19993/5): Loss -0.8167, Sem 0.0208, dir -0.9857, norm 0.1482, swav 0.0000 LR: 6.944e-02 Score 99.303 Data time: 0.0860, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.0421 [2020-10-19 04:57:58,854][root][INFO] - ===> Epoch[3999](19994/5): Loss -0.8285, Sem 0.0188, dir -0.9862, norm 0.1390, swav 0.0000 LR: 6.944e-02 Score 99.369 Data time: 0.0864, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.9623 [2020-10-19 04:58:01,305][root][INFO] - ===> Epoch[3999](19995/5): Loss -0.8123, Sem 0.0227, dir -0.9834, norm 0.1484, swav 0.0000 LR: 6.943e-02 Score 99.228 Data time: 0.1042, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.3484 [2020-10-19 04:58:03,552][root][INFO] - ===> Epoch[4000](19996/5): Loss -0.8114, Sem 0.0180, dir -0.9855, norm 0.1561, swav 0.0000 LR: 6.943e-02 Score 99.385 Data time: 0.0907, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.1318 [2020-10-19 04:58:05,478][root][INFO] - ===> Epoch[4000](19997/5): Loss -0.8216, Sem 0.0187, dir -0.9854, norm 0.1451, swav 0.0000 LR: 6.943e-02 Score 99.364 Data time: 0.0885, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8248 [2020-10-19 04:58:07,507][root][INFO] - ===> Epoch[4000](19998/5): Loss -0.8079, Sem 0.0195, dir -0.9852, norm 0.1578, swav 0.0000 LR: 6.943e-02 Score 99.351 Data time: 0.0782, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9502 [2020-10-19 04:58:09,540][root][INFO] - ===> Epoch[4000](19999/5): Loss -0.8247, Sem 0.0186, dir -0.9868, norm 0.1435, swav 0.0000 LR: 6.943e-02 Score 99.379 Data time: 0.0734, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9282 [2020-10-19 04:58:11,974][root][INFO] - ===> Epoch[4000](20000/5): Loss -0.8136, Sem 0.0213, dir -0.9857, norm 0.1508, swav 0.0000 LR: 6.943e-02 Score 99.297 Data time: 0.1083, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3265 [2020-10-19 04:58:13,047][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 04:58:13,206][root][INFO] - ===> Start testing [2020-10-19 04:58:51,451][root][INFO] - 68/68: Data time: 0.0021, Iter time: 0.1121 Loss 0.054 (AVG: 0.535) Score 98.726 (AVG: 90.265) mIOU 69.719 mAP 83.997 mAcc 76.942 IOU: 61.952 0.372 79.835 74.062 93.563 92.042 34.523 77.703 96.651 71.622 80.283 86.333 57.412 mAP: 81.877 14.962 95.376 87.336 98.880 98.330 55.500 95.345 99.706 86.655 93.177 95.135 89.689 mAcc: 77.820 3.646 89.386 83.641 96.080 96.087 39.551 89.487 97.510 79.657 90.688 95.970 60.728 [2020-10-19 04:58:51,454][root][INFO] - Finished test. Elapsed time: 38.2444 [2020-10-19 04:58:55,018][root][INFO] - [2020-10-19 04:58:55,018][root][INFO] - ################################################################ [2020-10-19 04:58:55,018][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 04:58:55,018][root][INFO] - ################################################################ [2020-10-19 04:58:55,018][root][INFO] - clutter : nan nan nan [2020-10-19 04:58:55,018][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 04:58:55,018][root][INFO] - board : 0.788 0.904 0.926 [2020-10-19 04:58:55,018][root][INFO] - bookcase : 0.262 0.381 0.546 [2020-10-19 04:58:55,018][root][INFO] - ceiling : 0.579 0.621 0.741 [2020-10-19 04:58:55,018][root][INFO] - chair : 0.819 0.891 0.925 [2020-10-19 04:58:55,018][root][INFO] - column : 0.223 0.326 0.397 [2020-10-19 04:58:55,018][root][INFO] - door : 0.680 0.867 0.921 [2020-10-19 04:58:55,018][root][INFO] - floor : 0.947 0.960 0.989 [2020-10-19 04:58:55,019][root][INFO] - sofa : 0.421 0.727 0.809 [2020-10-19 04:58:55,019][root][INFO] - table : 0.150 0.336 0.687 [2020-10-19 04:58:55,019][root][INFO] - wall : 0.552 0.760 0.843 [2020-10-19 04:58:55,019][root][INFO] - window : 0.516 0.724 0.758 [2020-10-19 04:58:55,019][root][INFO] - ---------------------------------------------------------------- [2020-10-19 04:58:55,019][root][INFO] - average : 0.495 0.625 0.712 [2020-10-19 04:58:55,019][root][INFO] - [2020-10-19 04:58:55,167][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 04:58:55,168][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 04:58:56,684][root][INFO] - ===> Epoch[4001](20001/5): Loss -0.8151, Sem 0.0191, dir -0.9850, norm 0.1509, swav 0.0000 LR: 6.942e-02 Score 99.349 Data time: 0.0571, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.5097 [2020-10-19 04:58:58,937][root][INFO] - ===> Epoch[4001](20002/5): Loss -0.7953, Sem 0.0208, dir -0.9839, norm 0.1677, swav 0.0000 LR: 6.942e-02 Score 99.321 Data time: 0.0706, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1383 [2020-10-19 04:59:00,845][root][INFO] - ===> Epoch[4001](20003/5): Loss -0.8095, Sem 0.0199, dir -0.9841, norm 0.1548, swav 0.0000 LR: 6.942e-02 Score 99.336 Data time: 0.0542, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8282 [2020-10-19 04:59:03,016][root][INFO] - ===> Epoch[4001](20004/5): Loss -0.7984, Sem 0.0217, dir -0.9842, norm 0.1642, swav 0.0000 LR: 6.942e-02 Score 99.273 Data time: 0.0678, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1147 [2020-10-19 04:59:04,940][root][INFO] - ===> Epoch[4001](20005/5): Loss -0.8206, Sem 0.0191, dir -0.9855, norm 0.1458, swav 0.0000 LR: 6.942e-02 Score 99.344 Data time: 0.0811, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8347 [2020-10-19 04:59:07,758][root][INFO] - ===> Epoch[4002](20006/5): Loss -0.8133, Sem 0.0184, dir -0.9857, norm 0.1540, swav 0.0000 LR: 6.942e-02 Score 99.397 Data time: 0.0646, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.7070 [2020-10-19 04:59:10,096][root][INFO] - ===> Epoch[4002](20007/5): Loss -0.8072, Sem 0.0195, dir -0.9846, norm 0.1578, swav 0.0000 LR: 6.941e-02 Score 99.333 Data time: 0.0620, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2282 [2020-10-19 04:59:12,272][root][INFO] - ===> Epoch[4002](20008/5): Loss -0.8090, Sem 0.0199, dir -0.9851, norm 0.1561, swav 0.0000 LR: 6.941e-02 Score 99.314 Data time: 0.0696, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1095 [2020-10-19 04:59:14,081][root][INFO] - ===> Epoch[4002](20009/5): Loss -0.8058, Sem 0.0201, dir -0.9849, norm 0.1590, swav 0.0000 LR: 6.941e-02 Score 99.324 Data time: 0.0845, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.7123 [2020-10-19 04:59:16,078][root][INFO] - ===> Epoch[4002](20010/5): Loss -0.7911, Sem 0.0236, dir -0.9847, norm 0.1700, swav 0.0000 LR: 6.941e-02 Score 99.228 Data time: 0.0749, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9038 [2020-10-19 04:59:18,289][root][INFO] - ===> Epoch[4003](20011/5): Loss -0.8112, Sem 0.0188, dir -0.9862, norm 0.1562, swav 0.0000 LR: 6.941e-02 Score 99.351 Data time: 0.0714, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0896 [2020-10-19 04:59:20,192][root][INFO] - ===> Epoch[4003](20012/5): Loss -0.8085, Sem 0.0217, dir -0.9850, norm 0.1548, swav 0.0000 LR: 6.941e-02 Score 99.267 Data time: 0.0746, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.7893 [2020-10-19 04:59:22,624][root][INFO] - ===> Epoch[4003](20013/5): Loss -0.7980, Sem 0.0186, dir -0.9850, norm 0.1685, swav 0.0000 LR: 6.941e-02 Score 99.387 Data time: 0.1050, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3128 [2020-10-19 04:59:24,396][root][INFO] - ===> Epoch[4003](20014/5): Loss -0.8168, Sem 0.0184, dir -0.9866, norm 0.1514, swav 0.0000 LR: 6.940e-02 Score 99.359 Data time: 0.0832, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.6319 [2020-10-19 04:59:26,594][root][INFO] - ===> Epoch[4003](20015/5): Loss -0.8108, Sem 0.0211, dir -0.9842, norm 0.1523, swav 0.0000 LR: 6.940e-02 Score 99.281 Data time: 0.0888, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1094 [2020-10-19 04:59:28,915][root][INFO] - ===> Epoch[4004](20016/5): Loss -0.8008, Sem 0.0208, dir -0.9834, norm 0.1619, swav 0.0000 LR: 6.940e-02 Score 99.317 Data time: 0.1166, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2129 [2020-10-19 04:59:31,021][root][INFO] - ===> Epoch[4004](20017/5): Loss -0.8043, Sem 0.0202, dir -0.9852, norm 0.1607, swav 0.0000 LR: 6.940e-02 Score 99.324 Data time: 0.1071, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0206 [2020-10-19 04:59:33,333][root][INFO] - ===> Epoch[4004](20018/5): Loss -0.8107, Sem 0.0212, dir -0.9852, norm 0.1533, swav 0.0000 LR: 6.940e-02 Score 99.293 Data time: 0.0766, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2123 [2020-10-19 04:59:35,387][root][INFO] - ===> Epoch[4004](20019/5): Loss -0.8202, Sem 0.0178, dir -0.9866, norm 0.1485, swav 0.0000 LR: 6.940e-02 Score 99.392 Data time: 0.0874, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9629 [2020-10-19 04:59:38,000][root][INFO] - ===> Epoch[4004](20020/5): Loss -0.8264, Sem 0.0211, dir -0.9854, norm 0.1380, swav 0.0000 LR: 6.939e-02 Score 99.289 Data time: 0.1034, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.4850 [2020-10-19 04:59:40,023][root][INFO] - ===> Epoch[4005](20021/5): Loss -0.8230, Sem 0.0197, dir -0.9853, norm 0.1426, swav 0.0000 LR: 6.939e-02 Score 99.319 Data time: 0.1090, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9109 [2020-10-19 04:59:42,054][root][INFO] - ===> Epoch[4005](20022/5): Loss -0.8096, Sem 0.0250, dir -0.9846, norm 0.1500, swav 0.0000 LR: 6.939e-02 Score 99.174 Data time: 0.0632, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9477 [2020-10-19 04:59:44,272][root][INFO] - ===> Epoch[4005](20023/5): Loss -0.8075, Sem 0.0192, dir -0.9849, norm 0.1582, swav 0.0000 LR: 6.939e-02 Score 99.362 Data time: 0.0790, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1305 [2020-10-19 04:59:46,480][root][INFO] - ===> Epoch[4005](20024/5): Loss -0.8155, Sem 0.0202, dir -0.9848, norm 0.1491, swav 0.0000 LR: 6.939e-02 Score 99.315 Data time: 0.0653, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1080 [2020-10-19 04:59:48,530][root][INFO] - ===> Epoch[4005](20025/5): Loss -0.8175, Sem 0.0198, dir -0.9860, norm 0.1487, swav 0.0000 LR: 6.939e-02 Score 99.324 Data time: 0.0586, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9691 [2020-10-19 04:59:50,255][root][INFO] - ===> Epoch[4006](20026/5): Loss -0.8212, Sem 0.0214, dir -0.9855, norm 0.1429, swav 0.0000 LR: 6.939e-02 Score 99.275 Data time: 0.0547, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.6440 [2020-10-19 04:59:52,863][root][INFO] - ===> Epoch[4006](20027/5): Loss -0.8222, Sem 0.0200, dir -0.9868, norm 0.1447, swav 0.0000 LR: 6.938e-02 Score 99.325 Data time: 0.0606, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.5551 [2020-10-19 04:59:55,613][root][INFO] - ===> Epoch[4006](20028/5): Loss -0.7976, Sem 0.0209, dir -0.9838, norm 0.1653, swav 0.0000 LR: 6.938e-02 Score 99.300 Data time: 0.0957, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.6339 [2020-10-19 04:59:58,035][root][INFO] - ===> Epoch[4006](20029/5): Loss -0.8084, Sem 0.0181, dir -0.9850, norm 0.1586, swav 0.0000 LR: 6.938e-02 Score 99.380 Data time: 0.0577, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2891 [2020-10-19 05:00:00,420][root][INFO] - ===> Epoch[4006](20030/5): Loss -0.8004, Sem 0.0208, dir -0.9844, norm 0.1633, swav 0.0000 LR: 6.938e-02 Score 99.306 Data time: 0.0850, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2881 [2020-10-19 05:00:02,709][root][INFO] - ===> Epoch[4007](20031/5): Loss -0.8163, Sem 0.0187, dir -0.9863, norm 0.1513, swav 0.0000 LR: 6.938e-02 Score 99.370 Data time: 0.0884, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1804 [2020-10-19 05:00:04,601][root][INFO] - ===> Epoch[4007](20032/5): Loss -0.8164, Sem 0.0204, dir -0.9847, norm 0.1479, swav 0.0000 LR: 6.938e-02 Score 99.315 Data time: 0.0661, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.7824 [2020-10-19 05:00:06,491][root][INFO] - ===> Epoch[4007](20033/5): Loss -0.8086, Sem 0.0226, dir -0.9838, norm 0.1526, swav 0.0000 LR: 6.937e-02 Score 99.228 Data time: 0.1069, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.7868 [2020-10-19 05:00:08,557][root][INFO] - ===> Epoch[4007](20034/5): Loss -0.8075, Sem 0.0227, dir -0.9844, norm 0.1542, swav 0.0000 LR: 6.937e-02 Score 99.244 Data time: 0.0692, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9443 [2020-10-19 05:00:10,417][root][INFO] - ===> Epoch[4007](20035/5): Loss -0.8127, Sem 0.0192, dir -0.9856, norm 0.1536, swav 0.0000 LR: 6.937e-02 Score 99.346 Data time: 0.0767, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.7723 [2020-10-19 05:00:12,563][root][INFO] - ===> Epoch[4008](20036/5): Loss -0.8198, Sem 0.0194, dir -0.9862, norm 0.1470, swav 0.0000 LR: 6.937e-02 Score 99.341 Data time: 0.0683, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0354 [2020-10-19 05:00:14,887][root][INFO] - ===> Epoch[4008](20037/5): Loss -0.7916, Sem 0.0214, dir -0.9840, norm 0.1710, swav 0.0000 LR: 6.937e-02 Score 99.308 Data time: 0.0708, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2185 [2020-10-19 05:00:17,520][root][INFO] - ===> Epoch[4008](20038/5): Loss -0.8149, Sem 0.0185, dir -0.9865, norm 0.1530, swav 0.0000 LR: 6.937e-02 Score 99.388 Data time: 0.0890, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.5409 [2020-10-19 05:00:19,425][root][INFO] - ===> Epoch[4008](20039/5): Loss -0.8124, Sem 0.0207, dir -0.9846, norm 0.1515, swav 0.0000 LR: 6.936e-02 Score 99.304 Data time: 0.0712, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8039 [2020-10-19 05:00:21,700][root][INFO] - ===> Epoch[4008](20040/5): Loss -0.7963, Sem 0.0180, dir -0.9856, norm 0.1712, swav 0.0000 LR: 6.936e-02 Score 99.396 Data time: 0.0809, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1706 [2020-10-19 05:00:24,102][root][INFO] - ===> Epoch[4009](20041/5): Loss -0.8084, Sem 0.0201, dir -0.9837, norm 0.1553, swav 0.0000 LR: 6.936e-02 Score 99.305 Data time: 0.0981, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2632 [2020-10-19 05:00:26,287][root][INFO] - ===> Epoch[4009](20042/5): Loss -0.8032, Sem 0.0205, dir -0.9847, norm 0.1610, swav 0.0000 LR: 6.936e-02 Score 99.315 Data time: 0.0899, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0532 [2020-10-19 05:00:28,646][root][INFO] - ===> Epoch[4009](20043/5): Loss -0.8204, Sem 0.0166, dir -0.9860, norm 0.1490, swav 0.0000 LR: 6.936e-02 Score 99.443 Data time: 0.0870, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2544 [2020-10-19 05:00:30,741][root][INFO] - ===> Epoch[4009](20044/5): Loss -0.8007, Sem 0.0208, dir -0.9832, norm 0.1617, swav 0.0000 LR: 6.936e-02 Score 99.302 Data time: 0.0757, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9781 [2020-10-19 05:00:32,978][root][INFO] - ===> Epoch[4009](20045/5): Loss -0.7919, Sem 0.0224, dir -0.9848, norm 0.1705, swav 0.0000 LR: 6.936e-02 Score 99.250 Data time: 0.0561, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1213 [2020-10-19 05:00:34,870][root][INFO] - ===> Epoch[4010](20046/5): Loss -0.8059, Sem 0.0204, dir -0.9850, norm 0.1587, swav 0.0000 LR: 6.935e-02 Score 99.320 Data time: 0.1004, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.7979 [2020-10-19 05:00:37,149][root][INFO] - ===> Epoch[4010](20047/5): Loss -0.7997, Sem 0.0212, dir -0.9838, norm 0.1630, swav 0.0000 LR: 6.935e-02 Score 99.301 Data time: 0.0611, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1583 [2020-10-19 05:00:39,605][root][INFO] - ===> Epoch[4010](20048/5): Loss -0.7961, Sem 0.0238, dir -0.9851, norm 0.1652, swav 0.0000 LR: 6.935e-02 Score 99.252 Data time: 0.0592, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3304 [2020-10-19 05:00:41,651][root][INFO] - ===> Epoch[4010](20049/5): Loss -0.8104, Sem 0.0192, dir -0.9853, norm 0.1558, swav 0.0000 LR: 6.935e-02 Score 99.349 Data time: 0.0771, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9540 [2020-10-19 05:00:43,471][root][INFO] - ===> Epoch[4010](20050/5): Loss -0.8222, Sem 0.0190, dir -0.9855, norm 0.1443, swav 0.0000 LR: 6.935e-02 Score 99.358 Data time: 0.0686, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.6962 [2020-10-19 05:00:45,462][root][INFO] - ===> Epoch[4011](20051/5): Loss -0.8218, Sem 0.0197, dir -0.9860, norm 0.1445, swav 0.0000 LR: 6.935e-02 Score 99.350 Data time: 0.0780, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8746 [2020-10-19 05:00:47,574][root][INFO] - ===> Epoch[4011](20052/5): Loss -0.8030, Sem 0.0212, dir -0.9843, norm 0.1601, swav 0.0000 LR: 6.934e-02 Score 99.306 Data time: 0.0669, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0102 [2020-10-19 05:00:50,055][root][INFO] - ===> Epoch[4011](20053/5): Loss -0.8011, Sem 0.0210, dir -0.9843, norm 0.1622, swav 0.0000 LR: 6.934e-02 Score 99.307 Data time: 0.3155, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.3868 [2020-10-19 05:00:52,512][root][INFO] - ===> Epoch[4011](20054/5): Loss -0.8006, Sem 0.0206, dir -0.9852, norm 0.1640, swav 0.0000 LR: 6.934e-02 Score 99.310 Data time: 0.1098, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.3172 [2020-10-19 05:00:54,673][root][INFO] - ===> Epoch[4011](20055/5): Loss -0.7998, Sem 0.0232, dir -0.9824, norm 0.1594, swav 0.0000 LR: 6.934e-02 Score 99.230 Data time: 0.0599, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0226 [2020-10-19 05:00:56,661][root][INFO] - ===> Epoch[4012](20056/5): Loss -0.8161, Sem 0.0209, dir -0.9852, norm 0.1481, swav 0.0000 LR: 6.934e-02 Score 99.289 Data time: 0.2352, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8704 [2020-10-19 05:00:59,202][root][INFO] - ===> Epoch[4012](20057/5): Loss -0.7977, Sem 0.0188, dir -0.9853, norm 0.1688, swav 0.0000 LR: 6.934e-02 Score 99.380 Data time: 0.1078, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.4685 [2020-10-19 05:01:01,459][root][INFO] - ===> Epoch[4012](20058/5): Loss -0.8022, Sem 0.0215, dir -0.9839, norm 0.1602, swav 0.0000 LR: 6.934e-02 Score 99.300 Data time: 0.0674, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1170 [2020-10-19 05:01:03,782][root][INFO] - ===> Epoch[4012](20059/5): Loss -0.8168, Sem 0.0184, dir -0.9874, norm 0.1522, swav 0.0000 LR: 6.933e-02 Score 99.386 Data time: 0.1020, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2190 [2020-10-19 05:01:05,714][root][INFO] - ===> Epoch[4012](20060/5): Loss -0.8048, Sem 0.0220, dir -0.9842, norm 0.1574, swav 0.0000 LR: 6.933e-02 Score 99.281 Data time: 0.0735, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8190 [2020-10-19 05:01:08,028][root][INFO] - ===> Epoch[4013](20061/5): Loss -0.8111, Sem 0.0199, dir -0.9861, norm 0.1550, swav 0.0000 LR: 6.933e-02 Score 99.320 Data time: 0.0640, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2277 [2020-10-19 05:01:11,006][root][INFO] - ===> Epoch[4013](20062/5): Loss -0.8000, Sem 0.0207, dir -0.9844, norm 0.1637, swav 0.0000 LR: 6.933e-02 Score 99.288 Data time: 0.1092, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.8912 [2020-10-19 05:01:13,022][root][INFO] - ===> Epoch[4013](20063/5): Loss -0.7767, Sem 0.0234, dir -0.9832, norm 0.1831, swav 0.0000 LR: 6.933e-02 Score 99.244 Data time: 0.0882, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9413 [2020-10-19 05:01:15,242][root][INFO] - ===> Epoch[4013](20064/5): Loss -0.8055, Sem 0.0189, dir -0.9842, norm 0.1598, swav 0.0000 LR: 6.933e-02 Score 99.384 Data time: 0.0702, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1236 [2020-10-19 05:01:17,469][root][INFO] - ===> Epoch[4013](20065/5): Loss -0.7802, Sem 0.0219, dir -0.9848, norm 0.1828, swav 0.0000 LR: 6.932e-02 Score 99.267 Data time: 0.0791, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1490 [2020-10-19 05:01:19,597][root][INFO] - ===> Epoch[4014](20066/5): Loss -0.8164, Sem 0.0212, dir -0.9849, norm 0.1473, swav 0.0000 LR: 6.932e-02 Score 99.280 Data time: 0.0731, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0210 [2020-10-19 05:01:21,575][root][INFO] - ===> Epoch[4014](20067/5): Loss -0.7990, Sem 0.0180, dir -0.9864, norm 0.1694, swav 0.0000 LR: 6.932e-02 Score 99.404 Data time: 0.0934, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8847 [2020-10-19 05:01:23,312][root][INFO] - ===> Epoch[4014](20068/5): Loss -0.8086, Sem 0.0215, dir -0.9849, norm 0.1548, swav 0.0000 LR: 6.932e-02 Score 99.294 Data time: 0.0817, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.6216 [2020-10-19 05:01:25,701][root][INFO] - ===> Epoch[4014](20069/5): Loss -0.7858, Sem 0.0220, dir -0.9845, norm 0.1766, swav 0.0000 LR: 6.932e-02 Score 99.261 Data time: 0.0827, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.3077 [2020-10-19 05:01:28,034][root][INFO] - ===> Epoch[4014](20070/5): Loss -0.8023, Sem 0.0191, dir -0.9858, norm 0.1644, swav 0.0000 LR: 6.932e-02 Score 99.359 Data time: 0.0773, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2245 [2020-10-19 05:01:30,380][root][INFO] - ===> Epoch[4015](20071/5): Loss -0.8243, Sem 0.0188, dir -0.9864, norm 0.1433, swav 0.0000 LR: 6.931e-02 Score 99.367 Data time: 0.0744, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2448 [2020-10-19 05:01:32,683][root][INFO] - ===> Epoch[4015](20072/5): Loss -0.7909, Sem 0.0204, dir -0.9838, norm 0.1725, swav 0.0000 LR: 6.931e-02 Score 99.315 Data time: 0.0847, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2144 [2020-10-19 05:01:35,499][root][INFO] - ===> Epoch[4015](20073/5): Loss -0.7904, Sem 0.0212, dir -0.9857, norm 0.1742, swav 0.0000 LR: 6.931e-02 Score 99.293 Data time: 0.0765, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.7134 [2020-10-19 05:01:37,465][root][INFO] - ===> Epoch[4015](20074/5): Loss -0.8220, Sem 0.0184, dir -0.9860, norm 0.1457, swav 0.0000 LR: 6.931e-02 Score 99.393 Data time: 0.0511, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8614 [2020-10-19 05:01:39,540][root][INFO] - ===> Epoch[4015](20075/5): Loss -0.8051, Sem 0.0215, dir -0.9845, norm 0.1580, swav 0.0000 LR: 6.931e-02 Score 99.275 Data time: 0.0771, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9894 [2020-10-19 05:01:41,901][root][INFO] - ===> Epoch[4016](20076/5): Loss -0.7877, Sem 0.0184, dir -0.9830, norm 0.1768, swav 0.0000 LR: 6.931e-02 Score 99.379 Data time: 0.0747, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2530 [2020-10-19 05:01:44,401][root][INFO] - ===> Epoch[4016](20077/5): Loss -0.7893, Sem 0.0239, dir -0.9839, norm 0.1707, swav 0.0000 LR: 6.931e-02 Score 99.208 Data time: 0.0744, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3844 [2020-10-19 05:01:46,456][root][INFO] - ===> Epoch[4016](20078/5): Loss -0.7769, Sem 0.0199, dir -0.9853, norm 0.1884, swav 0.0000 LR: 6.930e-02 Score 99.335 Data time: 0.0820, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9491 [2020-10-19 05:01:48,451][root][INFO] - ===> Epoch[4016](20079/5): Loss -0.7963, Sem 0.0231, dir -0.9836, norm 0.1643, swav 0.0000 LR: 6.930e-02 Score 99.233 Data time: 0.0765, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8830 [2020-10-19 05:01:50,907][root][INFO] - ===> Epoch[4016](20080/5): Loss -0.7913, Sem 0.0197, dir -0.9823, norm 0.1713, swav 0.0000 LR: 6.930e-02 Score 99.342 Data time: 0.0818, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3305 [2020-10-19 05:01:53,162][root][INFO] - ===> Epoch[4017](20081/5): Loss -0.8168, Sem 0.0195, dir -0.9846, norm 0.1483, swav 0.0000 LR: 6.930e-02 Score 99.346 Data time: 0.0815, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1240 [2020-10-19 05:01:55,294][root][INFO] - ===> Epoch[4017](20082/5): Loss -0.7871, Sem 0.0189, dir -0.9831, norm 0.1770, swav 0.0000 LR: 6.930e-02 Score 99.365 Data time: 0.0872, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0373 [2020-10-19 05:01:57,395][root][INFO] - ===> Epoch[4017](20083/5): Loss -0.7953, Sem 0.0205, dir -0.9842, norm 0.1684, swav 0.0000 LR: 6.930e-02 Score 99.316 Data time: 0.0770, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9802 [2020-10-19 05:01:59,835][root][INFO] - ===> Epoch[4017](20084/5): Loss -0.7922, Sem 0.0227, dir -0.9828, norm 0.1678, swav 0.0000 LR: 6.929e-02 Score 99.257 Data time: 0.0529, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3520 [2020-10-19 05:02:02,315][root][INFO] - ===> Epoch[4017](20085/5): Loss -0.7923, Sem 0.0200, dir -0.9843, norm 0.1721, swav 0.0000 LR: 6.929e-02 Score 99.335 Data time: 0.1160, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3771 [2020-10-19 05:02:04,217][root][INFO] - ===> Epoch[4018](20086/5): Loss -0.7993, Sem 0.0192, dir -0.9839, norm 0.1654, swav 0.0000 LR: 6.929e-02 Score 99.364 Data time: 0.0584, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.7979 [2020-10-19 05:02:06,307][root][INFO] - ===> Epoch[4018](20087/5): Loss -0.7873, Sem 0.0211, dir -0.9834, norm 0.1750, swav 0.0000 LR: 6.929e-02 Score 99.284 Data time: 0.0868, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9994 [2020-10-19 05:02:08,492][root][INFO] - ===> Epoch[4018](20088/5): Loss -0.8098, Sem 0.0206, dir -0.9845, norm 0.1541, swav 0.0000 LR: 6.929e-02 Score 99.301 Data time: 0.0969, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0767 [2020-10-19 05:02:10,327][root][INFO] - ===> Epoch[4018](20089/5): Loss -0.7847, Sem 0.0225, dir -0.9830, norm 0.1757, swav 0.0000 LR: 6.929e-02 Score 99.246 Data time: 0.0789, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.7174 [2020-10-19 05:02:12,824][root][INFO] - ===> Epoch[4018](20090/5): Loss -0.8010, Sem 0.0223, dir -0.9832, norm 0.1598, swav 0.0000 LR: 6.929e-02 Score 99.259 Data time: 0.0764, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3871 [2020-10-19 05:02:14,762][root][INFO] - ===> Epoch[4019](20091/5): Loss -0.8178, Sem 0.0199, dir -0.9857, norm 0.1480, swav 0.0000 LR: 6.928e-02 Score 99.339 Data time: 0.0798, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8247 [2020-10-19 05:02:16,981][root][INFO] - ===> Epoch[4019](20092/5): Loss -0.7728, Sem 0.0226, dir -0.9827, norm 0.1872, swav 0.0000 LR: 6.928e-02 Score 99.271 Data time: 0.0680, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1193 [2020-10-19 05:02:19,580][root][INFO] - ===> Epoch[4019](20093/5): Loss -0.8002, Sem 0.0182, dir -0.9843, norm 0.1659, swav 0.0000 LR: 6.928e-02 Score 99.397 Data time: 0.0634, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.4952 [2020-10-19 05:02:21,868][root][INFO] - ===> Epoch[4019](20094/5): Loss -0.7969, Sem 0.0205, dir -0.9853, norm 0.1679, swav 0.0000 LR: 6.928e-02 Score 99.316 Data time: 0.0515, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1933 [2020-10-19 05:02:23,855][root][INFO] - ===> Epoch[4019](20095/5): Loss -0.7910, Sem 0.0195, dir -0.9840, norm 0.1735, swav 0.0000 LR: 6.928e-02 Score 99.342 Data time: 0.0633, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9259 [2020-10-19 05:02:26,119][root][INFO] - ===> Epoch[4020](20096/5): Loss -0.7844, Sem 0.0224, dir -0.9831, norm 0.1763, swav 0.0000 LR: 6.928e-02 Score 99.246 Data time: 0.1736, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1344 [2020-10-19 05:02:28,706][root][INFO] - ===> Epoch[4020](20097/5): Loss -0.7944, Sem 0.0195, dir -0.9844, norm 0.1705, swav 0.0000 LR: 6.927e-02 Score 99.357 Data time: 0.0915, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.4814 [2020-10-19 05:02:30,691][root][INFO] - ===> Epoch[4020](20098/5): Loss -0.7970, Sem 0.0207, dir -0.9849, norm 0.1672, swav 0.0000 LR: 6.927e-02 Score 99.304 Data time: 0.0658, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8590 [2020-10-19 05:02:33,032][root][INFO] - ===> Epoch[4020](20099/5): Loss -0.7838, Sem 0.0214, dir -0.9826, norm 0.1774, swav 0.0000 LR: 6.927e-02 Score 99.281 Data time: 0.0915, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2676 [2020-10-19 05:02:34,888][root][INFO] - ===> Epoch[4020](20100/5): Loss -0.7974, Sem 0.0216, dir -0.9842, norm 0.1652, swav 0.0000 LR: 6.927e-02 Score 99.272 Data time: 0.0724, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.7388 [2020-10-19 05:02:35,975][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 05:02:37,936][root][INFO] - ===> Epoch[4021](20101/5): Loss -0.8097, Sem 0.0193, dir -0.9863, norm 0.1573, swav 0.0000 LR: 6.927e-02 Score 99.332 Data time: 0.0916, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.7761 [2020-10-19 05:02:40,090][root][INFO] - ===> Epoch[4021](20102/5): Loss -0.7850, Sem 0.0255, dir -0.9853, norm 0.1748, swav 0.0000 LR: 6.927e-02 Score 99.255 Data time: 0.0714, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0372 [2020-10-19 05:02:42,302][root][INFO] - ===> Epoch[4021](20103/5): Loss -0.7941, Sem 0.0185, dir -0.9840, norm 0.1715, swav 0.0000 LR: 6.926e-02 Score 99.388 Data time: 0.0999, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1044 [2020-10-19 05:02:44,532][root][INFO] - ===> Epoch[4021](20104/5): Loss -0.8014, Sem 0.0201, dir -0.9862, norm 0.1646, swav 0.0000 LR: 6.926e-02 Score 99.349 Data time: 0.0629, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1214 [2020-10-19 05:02:47,258][root][INFO] - ===> Epoch[4021](20105/5): Loss -0.7865, Sem 0.0241, dir -0.9815, norm 0.1709, swav 0.0000 LR: 6.926e-02 Score 99.198 Data time: 0.1102, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.6318 [2020-10-19 05:02:49,707][root][INFO] - ===> Epoch[4022](20106/5): Loss -0.7870, Sem 0.0226, dir -0.9839, norm 0.1744, swav 0.0000 LR: 6.926e-02 Score 99.245 Data time: 0.0920, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3356 [2020-10-19 05:02:52,235][root][INFO] - ===> Epoch[4022](20107/5): Loss -0.8067, Sem 0.0218, dir -0.9841, norm 0.1557, swav 0.0000 LR: 6.926e-02 Score 99.267 Data time: 0.1206, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.4004 [2020-10-19 05:02:54,448][root][INFO] - ===> Epoch[4022](20108/5): Loss -0.7801, Sem 0.0203, dir -0.9829, norm 0.1825, swav 0.0000 LR: 6.926e-02 Score 99.339 Data time: 0.0879, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1357 [2020-10-19 05:02:56,575][root][INFO] - ===> Epoch[4022](20109/5): Loss -0.8174, Sem 0.0232, dir -0.9865, norm 0.1460, swav 0.0000 LR: 6.926e-02 Score 99.253 Data time: 0.0838, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9854 [2020-10-19 05:02:58,498][root][INFO] - ===> Epoch[4022](20110/5): Loss -0.7891, Sem 0.0246, dir -0.9824, norm 0.1687, swav 0.0000 LR: 6.925e-02 Score 99.181 Data time: 0.0806, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8347 [2020-10-19 05:03:00,728][root][INFO] - ===> Epoch[4023](20111/5): Loss -0.7933, Sem 0.0211, dir -0.9836, norm 0.1692, swav 0.0000 LR: 6.925e-02 Score 99.301 Data time: 0.0668, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1333 [2020-10-19 05:03:02,992][root][INFO] - ===> Epoch[4023](20112/5): Loss -0.8093, Sem 0.0193, dir -0.9854, norm 0.1569, swav 0.0000 LR: 6.925e-02 Score 99.350 Data time: 0.0726, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1714 [2020-10-19 05:03:05,992][root][INFO] - ===> Epoch[4023](20113/5): Loss -0.8006, Sem 0.0206, dir -0.9836, norm 0.1624, swav 0.0000 LR: 6.925e-02 Score 99.309 Data time: 0.0857, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.8943 [2020-10-19 05:03:08,159][root][INFO] - ===> Epoch[4023](20114/5): Loss -0.8014, Sem 0.0201, dir -0.9833, norm 0.1617, swav 0.0000 LR: 6.925e-02 Score 99.330 Data time: 0.2203, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0435 [2020-10-19 05:03:10,914][root][INFO] - ===> Epoch[4023](20115/5): Loss -0.7838, Sem 0.0213, dir -0.9834, norm 0.1782, swav 0.0000 LR: 6.925e-02 Score 99.284 Data time: 0.1209, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.6369 [2020-10-19 05:03:13,397][root][INFO] - ===> Epoch[4024](20116/5): Loss -0.8023, Sem 0.0222, dir -0.9833, norm 0.1589, swav 0.0000 LR: 6.924e-02 Score 99.248 Data time: 0.0808, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3683 [2020-10-19 05:03:15,904][root][INFO] - ===> Epoch[4024](20117/5): Loss -0.7860, Sem 0.0235, dir -0.9827, norm 0.1733, swav 0.0000 LR: 6.924e-02 Score 99.216 Data time: 0.0850, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3898 [2020-10-19 05:03:17,888][root][INFO] - ===> Epoch[4024](20118/5): Loss -0.7934, Sem 0.0199, dir -0.9849, norm 0.1716, swav 0.0000 LR: 6.924e-02 Score 99.336 Data time: 0.0830, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8733 [2020-10-19 05:03:20,041][root][INFO] - ===> Epoch[4024](20119/5): Loss -0.8044, Sem 0.0207, dir -0.9840, norm 0.1589, swav 0.0000 LR: 6.924e-02 Score 99.298 Data time: 0.0958, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0504 [2020-10-19 05:03:22,293][root][INFO] - ===> Epoch[4024](20120/5): Loss -0.7837, Sem 0.0225, dir -0.9840, norm 0.1778, swav 0.0000 LR: 6.924e-02 Score 99.277 Data time: 0.0539, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1374 [2020-10-19 05:03:24,215][root][INFO] - ===> Epoch[4025](20121/5): Loss -0.7981, Sem 0.0213, dir -0.9841, norm 0.1646, swav 0.0000 LR: 6.924e-02 Score 99.307 Data time: 0.0649, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8612 [2020-10-19 05:03:26,473][root][INFO] - ===> Epoch[4025](20122/5): Loss -0.7988, Sem 0.0240, dir -0.9823, norm 0.1596, swav 0.0000 LR: 6.924e-02 Score 99.196 Data time: 0.0864, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1624 [2020-10-19 05:03:28,584][root][INFO] - ===> Epoch[4025](20123/5): Loss -0.8015, Sem 0.0204, dir -0.9852, norm 0.1633, swav 0.0000 LR: 6.923e-02 Score 99.317 Data time: 0.0569, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0295 [2020-10-19 05:03:30,969][root][INFO] - ===> Epoch[4025](20124/5): Loss -0.7949, Sem 0.0213, dir -0.9834, norm 0.1671, swav 0.0000 LR: 6.923e-02 Score 99.279 Data time: 0.0598, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3098 [2020-10-19 05:03:33,565][root][INFO] - ===> Epoch[4025](20125/5): Loss -0.8086, Sem 0.0206, dir -0.9854, norm 0.1562, swav 0.0000 LR: 6.923e-02 Score 99.308 Data time: 0.0789, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.4758 [2020-10-19 05:03:36,277][root][INFO] - ===> Epoch[4026](20126/5): Loss -0.7776, Sem 0.0259, dir -0.9819, norm 0.1783, swav 0.0000 LR: 6.923e-02 Score 99.176 Data time: 0.0469, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.5999 [2020-10-19 05:03:38,218][root][INFO] - ===> Epoch[4026](20127/5): Loss -0.7884, Sem 0.0222, dir -0.9846, norm 0.1740, swav 0.0000 LR: 6.923e-02 Score 99.269 Data time: 0.0385, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8499 [2020-10-19 05:03:40,137][root][INFO] - ===> Epoch[4026](20128/5): Loss -0.8041, Sem 0.0224, dir -0.9842, norm 0.1577, swav 0.0000 LR: 6.923e-02 Score 99.241 Data time: 0.0566, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8504 [2020-10-19 05:03:42,536][root][INFO] - ===> Epoch[4026](20129/5): Loss -0.7800, Sem 0.0217, dir -0.9841, norm 0.1823, swav 0.0000 LR: 6.922e-02 Score 99.281 Data time: 0.0702, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3003 [2020-10-19 05:03:44,977][root][INFO] - ===> Epoch[4026](20130/5): Loss -0.7931, Sem 0.0189, dir -0.9837, norm 0.1718, swav 0.0000 LR: 6.922e-02 Score 99.400 Data time: 0.1245, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3078 [2020-10-19 05:03:47,086][root][INFO] - ===> Epoch[4027](20131/5): Loss -0.8266, Sem 0.0179, dir -0.9864, norm 0.1419, swav 0.0000 LR: 6.922e-02 Score 99.384 Data time: 0.0773, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9833 [2020-10-19 05:03:49,442][root][INFO] - ===> Epoch[4027](20132/5): Loss -0.7966, Sem 0.0204, dir -0.9829, norm 0.1659, swav 0.0000 LR: 6.922e-02 Score 99.316 Data time: 0.0588, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2491 [2020-10-19 05:03:51,424][root][INFO] - ===> Epoch[4027](20133/5): Loss -0.7956, Sem 0.0217, dir -0.9835, norm 0.1663, swav 0.0000 LR: 6.922e-02 Score 99.263 Data time: 0.0658, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9149 [2020-10-19 05:03:54,142][root][INFO] - ===> Epoch[4027](20134/5): Loss -0.8012, Sem 0.0225, dir -0.9843, norm 0.1605, swav 0.0000 LR: 6.922e-02 Score 99.258 Data time: 0.0683, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.6324 [2020-10-19 05:03:56,258][root][INFO] - ===> Epoch[4027](20135/5): Loss -0.8029, Sem 0.0269, dir -0.9860, norm 0.1563, swav 0.0000 LR: 6.921e-02 Score 99.256 Data time: 0.0808, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.0267 [2020-10-19 05:03:58,478][root][INFO] - ===> Epoch[4028](20136/5): Loss -0.8102, Sem 0.0220, dir -0.9849, norm 0.1526, swav 0.0000 LR: 6.921e-02 Score 99.261 Data time: 0.0873, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.0929 [2020-10-19 05:04:00,678][root][INFO] - ===> Epoch[4028](20137/5): Loss -0.8042, Sem 0.0234, dir -0.9838, norm 0.1562, swav 0.0000 LR: 6.921e-02 Score 99.210 Data time: 0.0742, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.0823 [2020-10-19 05:04:02,708][root][INFO] - ===> Epoch[4028](20138/5): Loss -0.8145, Sem 0.0233, dir -0.9862, norm 0.1484, swav 0.0000 LR: 6.921e-02 Score 99.249 Data time: 0.0890, Forward time: 0.7747, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.9259 [2020-10-19 05:04:05,490][root][INFO] - ===> Epoch[4028](20139/5): Loss -0.8046, Sem 0.0220, dir -0.9833, norm 0.1567, swav 0.0000 LR: 6.921e-02 Score 99.263 Data time: 0.0777, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.6748 [2020-10-19 05:04:07,548][root][INFO] - ===> Epoch[4028](20140/5): Loss -0.8159, Sem 0.0217, dir -0.9843, norm 0.1468, swav 0.0000 LR: 6.921e-02 Score 99.269 Data time: 0.0698, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.9562 [2020-10-19 05:04:10,051][root][INFO] - ===> Epoch[4029](20141/5): Loss -0.8225, Sem 0.0229, dir -0.9864, norm 0.1410, swav 0.0000 LR: 6.921e-02 Score 99.254 Data time: 0.0897, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.4144 [2020-10-19 05:04:12,198][root][INFO] - ===> Epoch[4029](20142/5): Loss -0.8086, Sem 0.0226, dir -0.9841, norm 0.1529, swav 0.0000 LR: 6.920e-02 Score 99.241 Data time: 0.0848, Forward time: 0.7746, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.0345 [2020-10-19 05:04:14,457][root][INFO] - ===> Epoch[4029](20143/5): Loss -0.8081, Sem 0.0238, dir -0.9856, norm 0.1537, swav 0.0000 LR: 6.920e-02 Score 99.211 Data time: 0.1637, Forward time: 0.7747, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.1455 [2020-10-19 05:04:16,698][root][INFO] - ===> Epoch[4029](20144/5): Loss -0.7962, Sem 0.0229, dir -0.9820, norm 0.1629, swav 0.0000 LR: 6.920e-02 Score 99.240 Data time: 0.0924, Forward time: 0.7747, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.1397 [2020-10-19 05:04:18,979][root][INFO] - ===> Epoch[4029](20145/5): Loss -0.8169, Sem 0.0180, dir -0.9869, norm 0.1521, swav 0.0000 LR: 6.920e-02 Score 99.393 Data time: 0.0894, Forward time: 0.7747, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.1738 [2020-10-19 05:04:21,352][root][INFO] - ===> Epoch[4030](20146/5): Loss -0.8159, Sem 0.0243, dir -0.9832, norm 0.1430, swav 0.0000 LR: 6.920e-02 Score 99.171 Data time: 0.1268, Forward time: 0.7747, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.2865 [2020-10-19 05:04:23,732][root][INFO] - ===> Epoch[4030](20147/5): Loss -0.8213, Sem 0.0198, dir -0.9862, norm 0.1450, swav 0.0000 LR: 6.920e-02 Score 99.331 Data time: 0.1037, Forward time: 0.7747, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.2890 [2020-10-19 05:04:25,952][root][INFO] - ===> Epoch[4030](20148/5): Loss -0.8174, Sem 0.0215, dir -0.9850, norm 0.1461, swav 0.0000 LR: 6.919e-02 Score 99.298 Data time: 0.0798, Forward time: 0.7747, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.1086 [2020-10-19 05:04:28,258][root][INFO] - ===> Epoch[4030](20149/5): Loss -0.8157, Sem 0.0213, dir -0.9852, norm 0.1482, swav 0.0000 LR: 6.919e-02 Score 99.283 Data time: 0.0660, Forward time: 0.7747, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.2180 [2020-10-19 05:04:30,346][root][INFO] - ===> Epoch[4030](20150/5): Loss -0.8085, Sem 0.0236, dir -0.9835, norm 0.1515, swav 0.0000 LR: 6.919e-02 Score 99.215 Data time: 0.0658, Forward time: 0.7747, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.9924 [2020-10-19 05:04:32,179][root][INFO] - ===> Epoch[4031](20151/5): Loss -0.8294, Sem 0.0202, dir -0.9860, norm 0.1364, swav 0.0000 LR: 6.919e-02 Score 99.325 Data time: 0.2476, Forward time: 0.7747, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.7608 [2020-10-19 05:04:34,719][root][INFO] - ===> Epoch[4031](20152/5): Loss -0.8183, Sem 0.0209, dir -0.9856, norm 0.1464, swav 0.0000 LR: 6.919e-02 Score 99.304 Data time: 0.1054, Forward time: 0.7747, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.4485 [2020-10-19 05:04:37,263][root][INFO] - ===> Epoch[4031](20153/5): Loss -0.8051, Sem 0.0221, dir -0.9850, norm 0.1579, swav 0.0000 LR: 6.919e-02 Score 99.268 Data time: 0.1320, Forward time: 0.7747, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.4323 [2020-10-19 05:04:39,224][root][INFO] - ===> Epoch[4031](20154/5): Loss -0.8173, Sem 0.0208, dir -0.9846, norm 0.1465, swav 0.0000 LR: 6.919e-02 Score 99.288 Data time: 0.0705, Forward time: 0.7747, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.8268 [2020-10-19 05:04:41,166][root][INFO] - ===> Epoch[4031](20155/5): Loss -0.8006, Sem 0.0240, dir -0.9845, norm 0.1599, swav 0.0000 LR: 6.918e-02 Score 99.198 Data time: 0.0666, Forward time: 0.7747, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.8474 [2020-10-19 05:04:43,487][root][INFO] - ===> Epoch[4032](20156/5): Loss -0.8284, Sem 0.0179, dir -0.9871, norm 0.1408, swav 0.0000 LR: 6.918e-02 Score 99.392 Data time: 0.0555, Forward time: 0.7747, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 2.2246 [2020-10-19 05:04:45,365][root][INFO] - ===> Epoch[4032](20157/5): Loss -0.7946, Sem 0.0233, dir -0.9824, norm 0.1646, swav 0.0000 LR: 6.918e-02 Score 99.227 Data time: 0.0726, Forward time: 0.7747, Backward time: 1.1744, DDP time: 0.0030, Total iter time: 1.7917 [2020-10-19 05:04:47,332][root][INFO] - ===> Epoch[4032](20158/5): Loss -0.8141, Sem 0.0202, dir -0.9843, norm 0.1500, swav 0.0000 LR: 6.918e-02 Score 99.326 Data time: 0.0790, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8667 [2020-10-19 05:04:49,593][root][INFO] - ===> Epoch[4032](20159/5): Loss -0.8051, Sem 0.0197, dir -0.9863, norm 0.1615, swav 0.0000 LR: 6.918e-02 Score 99.339 Data time: 0.0955, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1364 [2020-10-19 05:04:51,809][root][INFO] - ===> Epoch[4032](20160/5): Loss -0.7988, Sem 0.0237, dir -0.9847, norm 0.1621, swav 0.0000 LR: 6.918e-02 Score 99.219 Data time: 0.1795, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1074 [2020-10-19 05:04:54,381][root][INFO] - ===> Epoch[4033](20161/5): Loss -0.7965, Sem 0.0196, dir -0.9851, norm 0.1689, swav 0.0000 LR: 6.917e-02 Score 99.365 Data time: 0.1069, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.4608 [2020-10-19 05:04:56,400][root][INFO] - ===> Epoch[4033](20162/5): Loss -0.7942, Sem 0.0212, dir -0.9842, norm 0.1687, swav 0.0000 LR: 6.917e-02 Score 99.286 Data time: 0.0868, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9072 [2020-10-19 05:04:58,302][root][INFO] - ===> Epoch[4033](20163/5): Loss -0.8302, Sem 0.0191, dir -0.9868, norm 0.1374, swav 0.0000 LR: 6.917e-02 Score 99.357 Data time: 0.0366, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8038 [2020-10-19 05:05:00,185][root][INFO] - ===> Epoch[4033](20164/5): Loss -0.8077, Sem 0.0194, dir -0.9862, norm 0.1591, swav 0.0000 LR: 6.917e-02 Score 99.339 Data time: 0.0767, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8100 [2020-10-19 05:05:02,092][root][INFO] - ===> Epoch[4033](20165/5): Loss -0.8101, Sem 0.0219, dir -0.9827, norm 0.1507, swav 0.0000 LR: 6.917e-02 Score 99.272 Data time: 0.0524, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8067 [2020-10-19 05:05:04,035][root][INFO] - ===> Epoch[4034](20166/5): Loss -0.8070, Sem 0.0187, dir -0.9863, norm 0.1605, swav 0.0000 LR: 6.917e-02 Score 99.372 Data time: 0.1396, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8719 [2020-10-19 05:05:06,533][root][INFO] - ===> Epoch[4034](20167/5): Loss -0.8182, Sem 0.0205, dir -0.9859, norm 0.1471, swav 0.0000 LR: 6.916e-02 Score 99.313 Data time: 0.1092, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3979 [2020-10-19 05:05:08,640][root][INFO] - ===> Epoch[4034](20168/5): Loss -0.8190, Sem 0.0192, dir -0.9861, norm 0.1479, swav 0.0000 LR: 6.916e-02 Score 99.357 Data time: 0.0732, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9929 [2020-10-19 05:05:10,963][root][INFO] - ===> Epoch[4034](20169/5): Loss -0.8090, Sem 0.0233, dir -0.9852, norm 0.1529, swav 0.0000 LR: 6.916e-02 Score 99.256 Data time: 0.0705, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2305 [2020-10-19 05:05:13,451][root][INFO] - ===> Epoch[4034](20170/5): Loss -0.8172, Sem 0.0206, dir -0.9843, norm 0.1465, swav 0.0000 LR: 6.916e-02 Score 99.300 Data time: 0.1095, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.4031 [2020-10-19 05:05:15,678][root][INFO] - ===> Epoch[4035](20171/5): Loss -0.8052, Sem 0.0197, dir -0.9854, norm 0.1606, swav 0.0000 LR: 6.916e-02 Score 99.341 Data time: 0.0761, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0994 [2020-10-19 05:05:17,613][root][INFO] - ===> Epoch[4035](20172/5): Loss -0.8283, Sem 0.0180, dir -0.9859, norm 0.1397, swav 0.0000 LR: 6.916e-02 Score 99.395 Data time: 0.0671, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8519 [2020-10-19 05:05:20,141][root][INFO] - ===> Epoch[4035](20173/5): Loss -0.8173, Sem 0.0206, dir -0.9855, norm 0.1475, swav 0.0000 LR: 6.916e-02 Score 99.310 Data time: 0.0693, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.4561 [2020-10-19 05:05:22,543][root][INFO] - ===> Epoch[4035](20174/5): Loss -0.7961, Sem 0.0211, dir -0.9840, norm 0.1667, swav 0.0000 LR: 6.915e-02 Score 99.291 Data time: 0.1065, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2969 [2020-10-19 05:05:24,549][root][INFO] - ===> Epoch[4035](20175/5): Loss -0.8239, Sem 0.0183, dir -0.9862, norm 0.1441, swav 0.0000 LR: 6.915e-02 Score 99.394 Data time: 0.0800, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9166 [2020-10-19 05:05:26,719][root][INFO] - ===> Epoch[4036](20176/5): Loss -0.7981, Sem 0.0192, dir -0.9852, norm 0.1679, swav 0.0000 LR: 6.915e-02 Score 99.363 Data time: 0.1433, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0730 [2020-10-19 05:05:28,758][root][INFO] - ===> Epoch[4036](20177/5): Loss -0.8125, Sem 0.0210, dir -0.9849, norm 0.1514, swav 0.0000 LR: 6.915e-02 Score 99.302 Data time: 0.0754, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9524 [2020-10-19 05:05:30,999][root][INFO] - ===> Epoch[4036](20178/5): Loss -0.8124, Sem 0.0195, dir -0.9849, norm 0.1530, swav 0.0000 LR: 6.915e-02 Score 99.337 Data time: 0.0928, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1396 [2020-10-19 05:05:33,009][root][INFO] - ===> Epoch[4036](20179/5): Loss -0.8237, Sem 0.0209, dir -0.9850, norm 0.1404, swav 0.0000 LR: 6.915e-02 Score 99.315 Data time: 0.0764, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8852 [2020-10-19 05:05:35,233][root][INFO] - ===> Epoch[4036](20180/5): Loss -0.8050, Sem 0.0208, dir -0.9848, norm 0.1590, swav 0.0000 LR: 6.914e-02 Score 99.305 Data time: 0.0896, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1451 [2020-10-19 05:05:37,487][root][INFO] - ===> Epoch[4037](20181/5): Loss -0.8118, Sem 0.0199, dir -0.9845, norm 0.1527, swav 0.0000 LR: 6.914e-02 Score 99.346 Data time: 0.0926, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1499 [2020-10-19 05:05:39,710][root][INFO] - ===> Epoch[4037](20182/5): Loss -0.8063, Sem 0.0224, dir -0.9841, norm 0.1555, swav 0.0000 LR: 6.914e-02 Score 99.257 Data time: 0.1469, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1189 [2020-10-19 05:05:41,893][root][INFO] - ===> Epoch[4037](20183/5): Loss -0.8130, Sem 0.0207, dir -0.9860, norm 0.1524, swav 0.0000 LR: 6.914e-02 Score 99.297 Data time: 0.0785, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0724 [2020-10-19 05:05:43,901][root][INFO] - ===> Epoch[4037](20184/5): Loss -0.8136, Sem 0.0180, dir -0.9850, norm 0.1534, swav 0.0000 LR: 6.914e-02 Score 99.429 Data time: 0.0820, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9153 [2020-10-19 05:05:45,786][root][INFO] - ===> Epoch[4037](20185/5): Loss -0.8128, Sem 0.0208, dir -0.9849, norm 0.1513, swav 0.0000 LR: 6.914e-02 Score 99.278 Data time: 0.0874, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.7859 [2020-10-19 05:05:47,871][root][INFO] - ===> Epoch[4038](20186/5): Loss -0.8037, Sem 0.0207, dir -0.9845, norm 0.1601, swav 0.0000 LR: 6.914e-02 Score 99.310 Data time: 0.0659, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0083 [2020-10-19 05:05:49,806][root][INFO] - ===> Epoch[4038](20187/5): Loss -0.8072, Sem 0.0210, dir -0.9849, norm 0.1567, swav 0.0000 LR: 6.913e-02 Score 99.272 Data time: 0.0524, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8666 [2020-10-19 05:05:52,307][root][INFO] - ===> Epoch[4038](20188/5): Loss -0.8071, Sem 0.0218, dir -0.9848, norm 0.1559, swav 0.0000 LR: 6.913e-02 Score 99.297 Data time: 0.0813, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.4596 [2020-10-19 05:05:54,370][root][INFO] - ===> Epoch[4038](20189/5): Loss -0.8206, Sem 0.0193, dir -0.9863, norm 0.1464, swav 0.0000 LR: 6.913e-02 Score 99.356 Data time: 0.0639, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9653 [2020-10-19 05:05:56,540][root][INFO] - ===> Epoch[4038](20190/5): Loss -0.8164, Sem 0.0210, dir -0.9861, norm 0.1487, swav 0.0000 LR: 6.913e-02 Score 99.296 Data time: 0.0804, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0952 [2020-10-19 05:05:58,514][root][INFO] - ===> Epoch[4039](20191/5): Loss -0.8203, Sem 0.0214, dir -0.9857, norm 0.1440, swav 0.0000 LR: 6.913e-02 Score 99.273 Data time: 0.0728, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8704 [2020-10-19 05:06:00,563][root][INFO] - ===> Epoch[4039](20192/5): Loss -0.8226, Sem 0.0213, dir -0.9853, norm 0.1413, swav 0.0000 LR: 6.913e-02 Score 99.292 Data time: 0.1903, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9581 [2020-10-19 05:06:03,014][root][INFO] - ===> Epoch[4039](20193/5): Loss -0.8053, Sem 0.0198, dir -0.9844, norm 0.1594, swav 0.0000 LR: 6.912e-02 Score 99.363 Data time: 0.1142, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.3219 [2020-10-19 05:06:05,170][root][INFO] - ===> Epoch[4039](20194/5): Loss -0.8176, Sem 0.0197, dir -0.9872, norm 0.1500, swav 0.0000 LR: 6.912e-02 Score 99.340 Data time: 0.0884, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9868 [2020-10-19 05:06:07,234][root][INFO] - ===> Epoch[4039](20195/5): Loss -0.8212, Sem 0.0213, dir -0.9865, norm 0.1440, swav 0.0000 LR: 6.912e-02 Score 99.298 Data time: 0.0709, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9629 [2020-10-19 05:06:09,570][root][INFO] - ===> Epoch[4040](20196/5): Loss -0.8250, Sem 0.0196, dir -0.9846, norm 0.1400, swav 0.0000 LR: 6.912e-02 Score 99.338 Data time: 0.1036, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2415 [2020-10-19 05:06:11,655][root][INFO] - ===> Epoch[4040](20197/5): Loss -0.8191, Sem 0.0199, dir -0.9861, norm 0.1471, swav 0.0000 LR: 6.912e-02 Score 99.331 Data time: 0.0798, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9970 [2020-10-19 05:06:14,438][root][INFO] - ===> Epoch[4040](20198/5): Loss -0.8008, Sem 0.0265, dir -0.9815, norm 0.1542, swav 0.0000 LR: 6.912e-02 Score 99.150 Data time: 0.0450, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.6654 [2020-10-19 05:06:16,685][root][INFO] - ===> Epoch[4040](20199/5): Loss -0.8138, Sem 0.0220, dir -0.9844, norm 0.1486, swav 0.0000 LR: 6.911e-02 Score 99.270 Data time: 0.0662, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1872 [2020-10-19 05:06:18,615][root][INFO] - ===> Epoch[4040](20200/5): Loss -0.8243, Sem 0.0194, dir -0.9871, norm 0.1434, swav 0.0000 LR: 6.911e-02 Score 99.343 Data time: 0.0894, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8277 [2020-10-19 05:06:19,702][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 05:06:19,865][root][INFO] - ===> Start testing [2020-10-19 05:06:58,784][root][INFO] - 68/68: Data time: 0.0021, Iter time: 0.1097 Loss 0.472 (AVG: 0.545) Score 91.981 (AVG: 90.433) mIOU 69.145 mAP 84.042 mAcc 77.360 IOU: 63.227 0.419 78.453 75.233 94.125 90.988 30.562 76.147 96.092 68.523 81.273 86.489 57.357 mAP: 82.604 15.787 97.028 88.378 98.927 97.440 54.359 95.930 99.674 83.711 93.975 95.006 89.725 mAcc: 80.188 3.191 91.397 82.547 96.031 96.207 32.976 94.293 97.196 83.011 91.308 95.969 61.373 [2020-10-19 05:06:58,785][root][INFO] - Finished test. Elapsed time: 38.9178 [2020-10-19 05:07:01,761][root][INFO] - [2020-10-19 05:07:01,761][root][INFO] - ################################################################ [2020-10-19 05:07:01,761][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 05:07:01,761][root][INFO] - ################################################################ [2020-10-19 05:07:01,761][root][INFO] - clutter : nan nan nan [2020-10-19 05:07:01,761][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 05:07:01,761][root][INFO] - board : 0.794 0.860 0.924 [2020-10-19 05:07:01,761][root][INFO] - bookcase : 0.260 0.377 0.542 [2020-10-19 05:07:01,762][root][INFO] - ceiling : 0.472 0.543 0.595 [2020-10-19 05:07:01,762][root][INFO] - chair : 0.787 0.889 0.928 [2020-10-19 05:07:01,762][root][INFO] - column : 0.188 0.247 0.365 [2020-10-19 05:07:01,762][root][INFO] - door : 0.713 0.877 0.938 [2020-10-19 05:07:01,762][root][INFO] - floor : 0.723 0.734 0.760 [2020-10-19 05:07:01,762][root][INFO] - sofa : 0.422 0.636 0.717 [2020-10-19 05:07:01,762][root][INFO] - table : 0.147 0.324 0.622 [2020-10-19 05:07:01,762][root][INFO] - wall : 0.536 0.722 0.812 [2020-10-19 05:07:01,762][root][INFO] - window : 0.513 0.724 0.782 [2020-10-19 05:07:01,762][root][INFO] - ---------------------------------------------------------------- [2020-10-19 05:07:01,762][root][INFO] - average : 0.463 0.578 0.665 [2020-10-19 05:07:01,762][root][INFO] - [2020-10-19 05:07:01,932][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 05:07:01,933][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 05:07:03,672][root][INFO] - ===> Epoch[4041](20201/5): Loss -0.8100, Sem 0.0213, dir -0.9854, norm 0.1541, swav 0.0000 LR: 6.911e-02 Score 99.293 Data time: 0.0543, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.7340 [2020-10-19 05:07:05,635][root][INFO] - ===> Epoch[4041](20202/5): Loss -0.8034, Sem 0.0238, dir -0.9840, norm 0.1568, swav 0.0000 LR: 6.911e-02 Score 99.314 Data time: 0.0736, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8330 [2020-10-19 05:07:08,114][root][INFO] - ===> Epoch[4041](20203/5): Loss -0.8195, Sem 0.0186, dir -0.9852, norm 0.1471, swav 0.0000 LR: 6.911e-02 Score 99.390 Data time: 0.1116, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.3788 [2020-10-19 05:07:10,326][root][INFO] - ===> Epoch[4041](20204/5): Loss -0.8129, Sem 0.0219, dir -0.9838, norm 0.1490, swav 0.0000 LR: 6.911e-02 Score 99.268 Data time: 0.0709, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0914 [2020-10-19 05:07:12,703][root][INFO] - ===> Epoch[4041](20205/5): Loss -0.8252, Sem 0.0200, dir -0.9868, norm 0.1416, swav 0.0000 LR: 6.911e-02 Score 99.331 Data time: 0.0754, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2642 [2020-10-19 05:07:14,745][root][INFO] - ===> Epoch[4042](20206/5): Loss -0.8141, Sem 0.0199, dir -0.9863, norm 0.1523, swav 0.0000 LR: 6.910e-02 Score 99.340 Data time: 0.0761, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9396 [2020-10-19 05:07:17,013][root][INFO] - ===> Epoch[4042](20207/5): Loss -0.7960, Sem 0.0240, dir -0.9842, norm 0.1641, swav 0.0000 LR: 6.910e-02 Score 99.199 Data time: 0.0840, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1605 [2020-10-19 05:07:18,817][root][INFO] - ===> Epoch[4042](20208/5): Loss -0.8154, Sem 0.0210, dir -0.9859, norm 0.1494, swav 0.0000 LR: 6.910e-02 Score 99.325 Data time: 0.0891, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.6888 [2020-10-19 05:07:21,388][root][INFO] - ===> Epoch[4042](20209/5): Loss -0.8189, Sem 0.0202, dir -0.9840, norm 0.1448, swav 0.0000 LR: 6.910e-02 Score 99.314 Data time: 0.0718, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.4704 [2020-10-19 05:07:23,713][root][INFO] - ===> Epoch[4042](20210/5): Loss -0.8113, Sem 0.0223, dir -0.9861, norm 0.1526, swav 0.0000 LR: 6.910e-02 Score 99.289 Data time: 0.0643, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2190 [2020-10-19 05:07:25,896][root][INFO] - ===> Epoch[4043](20211/5): Loss -0.8195, Sem 0.0211, dir -0.9846, norm 0.1439, swav 0.0000 LR: 6.910e-02 Score 99.288 Data time: 0.0639, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0812 [2020-10-19 05:07:28,622][root][INFO] - ===> Epoch[4043](20212/5): Loss -0.8199, Sem 0.0216, dir -0.9850, norm 0.1436, swav 0.0000 LR: 6.909e-02 Score 99.265 Data time: 0.0568, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.6137 [2020-10-19 05:07:31,375][root][INFO] - ===> Epoch[4043](20213/5): Loss -0.8059, Sem 0.0218, dir -0.9857, norm 0.1580, swav 0.0000 LR: 6.909e-02 Score 99.290 Data time: 0.0690, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.6665 [2020-10-19 05:07:33,598][root][INFO] - ===> Epoch[4043](20214/5): Loss -0.8129, Sem 0.0187, dir -0.9855, norm 0.1539, swav 0.0000 LR: 6.909e-02 Score 99.370 Data time: 0.0951, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1084 [2020-10-19 05:07:35,709][root][INFO] - ===> Epoch[4043](20215/5): Loss -0.8031, Sem 0.0242, dir -0.9837, norm 0.1564, swav 0.0000 LR: 6.909e-02 Score 99.184 Data time: 0.0946, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9962 [2020-10-19 05:07:38,089][root][INFO] - ===> Epoch[4044](20216/5): Loss -0.7836, Sem 0.0215, dir -0.9837, norm 0.1786, swav 0.0000 LR: 6.909e-02 Score 99.299 Data time: 0.0777, Forward time: 0.7748, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2516 [2020-10-19 05:07:40,058][root][INFO] - ===> Epoch[4044](20217/5): Loss -0.8087, Sem 0.0201, dir -0.9852, norm 0.1564, swav 0.0000 LR: 6.909e-02 Score 99.336 Data time: 0.0639, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8538 [2020-10-19 05:07:41,844][root][INFO] - ===> Epoch[4044](20218/5): Loss -0.8000, Sem 0.0234, dir -0.9823, norm 0.1589, swav 0.0000 LR: 6.909e-02 Score 99.225 Data time: 0.0707, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.6893 [2020-10-19 05:07:44,023][root][INFO] - ===> Epoch[4044](20219/5): Loss -0.8207, Sem 0.0211, dir -0.9850, norm 0.1432, swav 0.0000 LR: 6.908e-02 Score 99.286 Data time: 0.0744, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0702 [2020-10-19 05:07:46,232][root][INFO] - ===> Epoch[4044](20220/5): Loss -0.8174, Sem 0.0203, dir -0.9856, norm 0.1479, swav 0.0000 LR: 6.908e-02 Score 99.324 Data time: 0.0817, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1003 [2020-10-19 05:07:48,496][root][INFO] - ===> Epoch[4045](20221/5): Loss -0.8215, Sem 0.0191, dir -0.9854, norm 0.1449, swav 0.0000 LR: 6.908e-02 Score 99.345 Data time: 0.0823, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1509 [2020-10-19 05:07:50,850][root][INFO] - ===> Epoch[4045](20222/5): Loss -0.7944, Sem 0.0214, dir -0.9849, norm 0.1691, swav 0.0000 LR: 6.908e-02 Score 99.288 Data time: 0.0567, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2358 [2020-10-19 05:07:53,210][root][INFO] - ===> Epoch[4045](20223/5): Loss -0.8089, Sem 0.0221, dir -0.9849, norm 0.1539, swav 0.0000 LR: 6.908e-02 Score 99.283 Data time: 0.0523, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2505 [2020-10-19 05:07:55,303][root][INFO] - ===> Epoch[4045](20224/5): Loss -0.8078, Sem 0.0198, dir -0.9839, norm 0.1563, swav 0.0000 LR: 6.908e-02 Score 99.334 Data time: 0.0587, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0145 [2020-10-19 05:07:57,141][root][INFO] - ===> Epoch[4045](20225/5): Loss -0.8138, Sem 0.0218, dir -0.9838, norm 0.1482, swav 0.0000 LR: 6.907e-02 Score 99.268 Data time: 0.0685, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.7546 [2020-10-19 05:07:59,119][root][INFO] - ===> Epoch[4046](20226/5): Loss -0.8094, Sem 0.0185, dir -0.9857, norm 0.1577, swav 0.0000 LR: 6.907e-02 Score 99.380 Data time: 0.0991, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8755 [2020-10-19 05:08:01,295][root][INFO] - ===> Epoch[4046](20227/5): Loss -0.8186, Sem 0.0199, dir -0.9852, norm 0.1467, swav 0.0000 LR: 6.907e-02 Score 99.337 Data time: 0.0993, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0557 [2020-10-19 05:08:03,902][root][INFO] - ===> Epoch[4046](20228/5): Loss -0.7993, Sem 0.0213, dir -0.9842, norm 0.1637, swav 0.0000 LR: 6.907e-02 Score 99.304 Data time: 0.0858, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.5157 [2020-10-19 05:08:06,503][root][INFO] - ===> Epoch[4046](20229/5): Loss -0.8111, Sem 0.0197, dir -0.9848, norm 0.1540, swav 0.0000 LR: 6.907e-02 Score 99.340 Data time: 0.0855, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.4673 [2020-10-19 05:08:08,450][root][INFO] - ===> Epoch[4046](20230/5): Loss -0.8080, Sem 0.0215, dir -0.9844, norm 0.1550, swav 0.0000 LR: 6.907e-02 Score 99.286 Data time: 0.1142, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8302 [2020-10-19 05:08:10,732][root][INFO] - ===> Epoch[4047](20231/5): Loss -0.8189, Sem 0.0183, dir -0.9863, norm 0.1492, swav 0.0000 LR: 6.906e-02 Score 99.388 Data time: 0.0763, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1754 [2020-10-19 05:08:13,400][root][INFO] - ===> Epoch[4047](20232/5): Loss -0.8057, Sem 0.0199, dir -0.9845, norm 0.1589, swav 0.0000 LR: 6.906e-02 Score 99.330 Data time: 0.0713, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.5585 [2020-10-19 05:08:15,301][root][INFO] - ===> Epoch[4047](20233/5): Loss -0.7958, Sem 0.0218, dir -0.9841, norm 0.1666, swav 0.0000 LR: 6.906e-02 Score 99.289 Data time: 0.0708, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8031 [2020-10-19 05:08:17,500][root][INFO] - ===> Epoch[4047](20234/5): Loss -0.8053, Sem 0.0201, dir -0.9849, norm 0.1595, swav 0.0000 LR: 6.906e-02 Score 99.334 Data time: 0.0696, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0936 [2020-10-19 05:08:19,889][root][INFO] - ===> Epoch[4047](20235/5): Loss -0.8102, Sem 0.0215, dir -0.9854, norm 0.1537, swav 0.0000 LR: 6.906e-02 Score 99.301 Data time: 0.0505, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2841 [2020-10-19 05:08:22,269][root][INFO] - ===> Epoch[4048](20236/5): Loss -0.7972, Sem 0.0235, dir -0.9834, norm 0.1628, swav 0.0000 LR: 6.906e-02 Score 99.220 Data time: 0.0475, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3050 [2020-10-19 05:08:24,010][root][INFO] - ===> Epoch[4048](20237/5): Loss -0.8234, Sem 0.0192, dir -0.9851, norm 0.1425, swav 0.0000 LR: 6.906e-02 Score 99.330 Data time: 0.0687, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.6595 [2020-10-19 05:08:26,297][root][INFO] - ===> Epoch[4048](20238/5): Loss -0.8090, Sem 0.0187, dir -0.9847, norm 0.1570, swav 0.0000 LR: 6.905e-02 Score 99.375 Data time: 0.1025, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1765 [2020-10-19 05:08:28,462][root][INFO] - ===> Epoch[4048](20239/5): Loss -0.7977, Sem 0.0226, dir -0.9837, norm 0.1634, swav 0.0000 LR: 6.905e-02 Score 99.270 Data time: 0.0679, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0695 [2020-10-19 05:08:30,650][root][INFO] - ===> Epoch[4048](20240/5): Loss -0.8175, Sem 0.0191, dir -0.9866, norm 0.1500, swav 0.0000 LR: 6.905e-02 Score 99.355 Data time: 0.0660, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0855 [2020-10-19 05:08:33,028][root][INFO] - ===> Epoch[4049](20241/5): Loss -0.8104, Sem 0.0233, dir -0.9849, norm 0.1512, swav 0.0000 LR: 6.905e-02 Score 99.216 Data time: 0.0815, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2800 [2020-10-19 05:08:34,889][root][INFO] - ===> Epoch[4049](20242/5): Loss -0.8081, Sem 0.0210, dir -0.9844, norm 0.1553, swav 0.0000 LR: 6.905e-02 Score 99.285 Data time: 0.0715, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.7500 [2020-10-19 05:08:36,899][root][INFO] - ===> Epoch[4049](20243/5): Loss -0.8228, Sem 0.0212, dir -0.9845, norm 0.1404, swav 0.0000 LR: 6.905e-02 Score 99.292 Data time: 0.0662, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8927 [2020-10-19 05:08:39,254][root][INFO] - ===> Epoch[4049](20244/5): Loss -0.8102, Sem 0.0209, dir -0.9851, norm 0.1540, swav 0.0000 LR: 6.904e-02 Score 99.315 Data time: 0.0483, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2631 [2020-10-19 05:08:41,261][root][INFO] - ===> Epoch[4049](20245/5): Loss -0.8126, Sem 0.0203, dir -0.9853, norm 0.1523, swav 0.0000 LR: 6.904e-02 Score 99.332 Data time: 0.0875, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9378 [2020-10-19 05:08:43,524][root][INFO] - ===> Epoch[4050](20246/5): Loss -0.7899, Sem 0.0215, dir -0.9847, norm 0.1733, swav 0.0000 LR: 6.904e-02 Score 99.287 Data time: 0.0854, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1431 [2020-10-19 05:08:45,427][root][INFO] - ===> Epoch[4050](20247/5): Loss -0.8165, Sem 0.0217, dir -0.9850, norm 0.1469, swav 0.0000 LR: 6.904e-02 Score 99.265 Data time: 0.0713, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.7970 [2020-10-19 05:08:47,580][root][INFO] - ===> Epoch[4050](20248/5): Loss -0.7963, Sem 0.0238, dir -0.9836, norm 0.1635, swav 0.0000 LR: 6.904e-02 Score 99.280 Data time: 0.0749, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0471 [2020-10-19 05:08:49,793][root][INFO] - ===> Epoch[4050](20249/5): Loss -0.8045, Sem 0.0208, dir -0.9848, norm 0.1594, swav 0.0000 LR: 6.904e-02 Score 99.287 Data time: 0.0924, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0930 [2020-10-19 05:08:52,184][root][INFO] - ===> Epoch[4050](20250/5): Loss -0.8188, Sem 0.0209, dir -0.9852, norm 0.1455, swav 0.0000 LR: 6.904e-02 Score 99.287 Data time: 0.0627, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2505 [2020-10-19 05:08:54,708][root][INFO] - ===> Epoch[4051](20251/5): Loss -0.7904, Sem 0.0224, dir -0.9832, norm 0.1704, swav 0.0000 LR: 6.903e-02 Score 99.265 Data time: 0.0826, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.4273 [2020-10-19 05:08:57,200][root][INFO] - ===> Epoch[4051](20252/5): Loss -0.8156, Sem 0.0201, dir -0.9853, norm 0.1495, swav 0.0000 LR: 6.903e-02 Score 99.331 Data time: 0.1045, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3831 [2020-10-19 05:08:59,301][root][INFO] - ===> Epoch[4051](20253/5): Loss -0.8084, Sem 0.0201, dir -0.9855, norm 0.1569, swav 0.0000 LR: 6.903e-02 Score 99.341 Data time: 0.0427, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9659 [2020-10-19 05:09:01,353][root][INFO] - ===> Epoch[4051](20254/5): Loss -0.8242, Sem 0.0204, dir -0.9860, norm 0.1414, swav 0.0000 LR: 6.903e-02 Score 99.307 Data time: 0.0486, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9270 [2020-10-19 05:09:03,291][root][INFO] - ===> Epoch[4051](20255/5): Loss -0.8057, Sem 0.0226, dir -0.9855, norm 0.1573, swav 0.0000 LR: 6.903e-02 Score 99.292 Data time: 0.0711, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8518 [2020-10-19 05:09:05,615][root][INFO] - ===> Epoch[4052](20256/5): Loss -0.7887, Sem 0.0209, dir -0.9840, norm 0.1744, swav 0.0000 LR: 6.903e-02 Score 99.307 Data time: 0.0671, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1989 [2020-10-19 05:09:07,675][root][INFO] - ===> Epoch[4052](20257/5): Loss -0.8122, Sem 0.0210, dir -0.9850, norm 0.1518, swav 0.0000 LR: 6.902e-02 Score 99.306 Data time: 0.0843, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9547 [2020-10-19 05:09:09,845][root][INFO] - ===> Epoch[4052](20258/5): Loss -0.8096, Sem 0.0222, dir -0.9831, norm 0.1513, swav 0.0000 LR: 6.902e-02 Score 99.248 Data time: 0.0908, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0534 [2020-10-19 05:09:12,173][root][INFO] - ===> Epoch[4052](20259/5): Loss -0.8101, Sem 0.0225, dir -0.9852, norm 0.1525, swav 0.0000 LR: 6.902e-02 Score 99.240 Data time: 0.3124, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.1839 [2020-10-19 05:09:14,530][root][INFO] - ===> Epoch[4052](20260/5): Loss -0.8068, Sem 0.0217, dir -0.9839, norm 0.1554, swav 0.0000 LR: 6.902e-02 Score 99.291 Data time: 0.0910, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2244 [2020-10-19 05:09:16,492][root][INFO] - ===> Epoch[4053](20261/5): Loss -0.8173, Sem 0.0209, dir -0.9846, norm 0.1465, swav 0.0000 LR: 6.902e-02 Score 99.298 Data time: 0.0900, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8218 [2020-10-19 05:09:18,655][root][INFO] - ===> Epoch[4053](20262/5): Loss -0.8165, Sem 0.0199, dir -0.9862, norm 0.1499, swav 0.0000 LR: 6.902e-02 Score 99.351 Data time: 0.1341, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0668 [2020-10-19 05:09:21,075][root][INFO] - ===> Epoch[4053](20263/5): Loss -0.8245, Sem 0.0188, dir -0.9864, norm 0.1431, swav 0.0000 LR: 6.901e-02 Score 99.362 Data time: 0.1029, Forward time: 0.7747, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3168 [2020-10-19 05:09:23,313][root][INFO] - ===> Epoch[4053](20264/5): Loss -0.8021, Sem 0.0183, dir -0.9846, norm 0.1641, swav 0.0000 LR: 6.901e-02 Score 99.400 Data time: 0.1096, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1207 [2020-10-19 05:09:25,414][root][INFO] - ===> Epoch[4053](20265/5): Loss -0.8167, Sem 0.0209, dir -0.9844, norm 0.1468, swav 0.0000 LR: 6.901e-02 Score 99.298 Data time: 0.0899, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9973 [2020-10-19 05:09:27,901][root][INFO] - ===> Epoch[4054](20266/5): Loss -0.8062, Sem 0.0244, dir -0.9845, norm 0.1539, swav 0.0000 LR: 6.901e-02 Score 99.178 Data time: 0.0780, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.3802 [2020-10-19 05:09:30,004][root][INFO] - ===> Epoch[4054](20267/5): Loss -0.8214, Sem 0.0185, dir -0.9855, norm 0.1456, swav 0.0000 LR: 6.901e-02 Score 99.372 Data time: 0.0755, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9917 [2020-10-19 05:09:32,237][root][INFO] - ===> Epoch[4054](20268/5): Loss -0.8037, Sem 0.0201, dir -0.9840, norm 0.1602, swav 0.0000 LR: 6.901e-02 Score 99.335 Data time: 0.0756, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1425 [2020-10-19 05:09:34,334][root][INFO] - ===> Epoch[4054](20269/5): Loss -0.8041, Sem 0.0216, dir -0.9856, norm 0.1599, swav 0.0000 LR: 6.901e-02 Score 99.286 Data time: 0.0870, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0010 [2020-10-19 05:09:36,057][root][INFO] - ===> Epoch[4054](20270/5): Loss -0.8109, Sem 0.0217, dir -0.9846, norm 0.1520, swav 0.0000 LR: 6.900e-02 Score 99.282 Data time: 0.0551, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.6056 [2020-10-19 05:09:38,314][root][INFO] - ===> Epoch[4055](20271/5): Loss -0.8204, Sem 0.0172, dir -0.9864, norm 0.1488, swav 0.0000 LR: 6.900e-02 Score 99.418 Data time: 0.0899, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1764 [2020-10-19 05:09:40,360][root][INFO] - ===> Epoch[4055](20272/5): Loss -0.8137, Sem 0.0184, dir -0.9858, norm 0.1537, swav 0.0000 LR: 6.900e-02 Score 99.394 Data time: 0.0783, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9332 [2020-10-19 05:09:42,338][root][INFO] - ===> Epoch[4055](20273/5): Loss -0.8319, Sem 0.0201, dir -0.9862, norm 0.1342, swav 0.0000 LR: 6.900e-02 Score 99.318 Data time: 0.0848, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8528 [2020-10-19 05:09:44,642][root][INFO] - ===> Epoch[4055](20274/5): Loss -0.8143, Sem 0.0194, dir -0.9854, norm 0.1517, swav 0.0000 LR: 6.900e-02 Score 99.348 Data time: 0.0714, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1988 [2020-10-19 05:09:46,946][root][INFO] - ===> Epoch[4055](20275/5): Loss -0.7924, Sem 0.0229, dir -0.9831, norm 0.1678, swav 0.0000 LR: 6.900e-02 Score 99.243 Data time: 0.0594, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1924 [2020-10-19 05:09:48,755][root][INFO] - ===> Epoch[4056](20276/5): Loss -0.8188, Sem 0.0207, dir -0.9855, norm 0.1459, swav 0.0000 LR: 6.899e-02 Score 99.305 Data time: 0.0754, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.7304 [2020-10-19 05:09:51,106][root][INFO] - ===> Epoch[4056](20277/5): Loss -0.8122, Sem 0.0195, dir -0.9843, norm 0.1527, swav 0.0000 LR: 6.899e-02 Score 99.336 Data time: 0.0610, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2500 [2020-10-19 05:09:53,161][root][INFO] - ===> Epoch[4056](20278/5): Loss -0.8208, Sem 0.0197, dir -0.9855, norm 0.1449, swav 0.0000 LR: 6.899e-02 Score 99.331 Data time: 0.0651, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9616 [2020-10-19 05:09:55,304][root][INFO] - ===> Epoch[4056](20279/5): Loss -0.8248, Sem 0.0194, dir -0.9852, norm 0.1411, swav 0.0000 LR: 6.899e-02 Score 99.332 Data time: 0.1091, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0266 [2020-10-19 05:09:57,788][root][INFO] - ===> Epoch[4056](20280/5): Loss -0.8011, Sem 0.0232, dir -0.9833, norm 0.1589, swav 0.0000 LR: 6.899e-02 Score 99.243 Data time: 0.0748, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.3749 [2020-10-19 05:09:59,532][root][INFO] - ===> Epoch[4057](20281/5): Loss -0.8185, Sem 0.0231, dir -0.9855, norm 0.1440, swav 0.0000 LR: 6.899e-02 Score 99.225 Data time: 0.0573, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.6452 [2020-10-19 05:10:01,575][root][INFO] - ===> Epoch[4057](20282/5): Loss -0.8126, Sem 0.0216, dir -0.9849, norm 0.1507, swav 0.0000 LR: 6.899e-02 Score 99.286 Data time: 0.0819, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9508 [2020-10-19 05:10:04,201][root][INFO] - ===> Epoch[4057](20283/5): Loss -0.8038, Sem 0.0228, dir -0.9834, norm 0.1568, swav 0.0000 LR: 6.898e-02 Score 99.262 Data time: 0.0849, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.5147 [2020-10-19 05:10:06,346][root][INFO] - ===> Epoch[4057](20284/5): Loss -0.8293, Sem 0.0171, dir -0.9857, norm 0.1393, swav 0.0000 LR: 6.898e-02 Score 99.432 Data time: 0.0644, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0306 [2020-10-19 05:10:08,678][root][INFO] - ===> Epoch[4057](20285/5): Loss -0.8034, Sem 0.0203, dir -0.9851, norm 0.1614, swav 0.0000 LR: 6.898e-02 Score 99.310 Data time: 0.1023, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2481 [2020-10-19 05:10:10,639][root][INFO] - ===> Epoch[4058](20286/5): Loss -0.8168, Sem 0.0187, dir -0.9865, norm 0.1510, swav 0.0000 LR: 6.898e-02 Score 99.386 Data time: 0.0727, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8473 [2020-10-19 05:10:13,029][root][INFO] - ===> Epoch[4058](20287/5): Loss -0.8070, Sem 0.0201, dir -0.9852, norm 0.1582, swav 0.0000 LR: 6.898e-02 Score 99.331 Data time: 0.0620, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2861 [2020-10-19 05:10:15,544][root][INFO] - ===> Epoch[4058](20288/5): Loss -0.8017, Sem 0.0196, dir -0.9846, norm 0.1632, swav 0.0000 LR: 6.898e-02 Score 99.342 Data time: 0.0953, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.4253 [2020-10-19 05:10:17,754][root][INFO] - ===> Epoch[4058](20289/5): Loss -0.8177, Sem 0.0213, dir -0.9849, norm 0.1460, swav 0.0000 LR: 6.897e-02 Score 99.272 Data time: 0.0721, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0728 [2020-10-19 05:10:19,666][root][INFO] - ===> Epoch[4058](20290/5): Loss -0.8213, Sem 0.0196, dir -0.9855, norm 0.1446, swav 0.0000 LR: 6.897e-02 Score 99.335 Data time: 0.0887, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8277 [2020-10-19 05:10:21,986][root][INFO] - ===> Epoch[4059](20291/5): Loss -0.8044, Sem 0.0193, dir -0.9855, norm 0.1617, swav 0.0000 LR: 6.897e-02 Score 99.346 Data time: 0.0659, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2239 [2020-10-19 05:10:23,909][root][INFO] - ===> Epoch[4059](20292/5): Loss -0.8249, Sem 0.0198, dir -0.9855, norm 0.1408, swav 0.0000 LR: 6.897e-02 Score 99.319 Data time: 0.0663, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8215 [2020-10-19 05:10:26,346][root][INFO] - ===> Epoch[4059](20293/5): Loss -0.8061, Sem 0.0199, dir -0.9839, norm 0.1579, swav 0.0000 LR: 6.897e-02 Score 99.351 Data time: 0.1293, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.3366 [2020-10-19 05:10:28,691][root][INFO] - ===> Epoch[4059](20294/5): Loss -0.8145, Sem 0.0205, dir -0.9851, norm 0.1501, swav 0.0000 LR: 6.897e-02 Score 99.313 Data time: 0.0924, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2156 [2020-10-19 05:10:30,700][root][INFO] - ===> Epoch[4059](20295/5): Loss -0.8092, Sem 0.0190, dir -0.9853, norm 0.1571, swav 0.0000 LR: 6.896e-02 Score 99.372 Data time: 0.0950, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8906 [2020-10-19 05:10:32,742][root][INFO] - ===> Epoch[4060](20296/5): Loss -0.8069, Sem 0.0205, dir -0.9848, norm 0.1573, swav 0.0000 LR: 6.896e-02 Score 99.302 Data time: 0.0879, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9418 [2020-10-19 05:10:35,372][root][INFO] - ===> Epoch[4060](20297/5): Loss -0.8276, Sem 0.0197, dir -0.9866, norm 0.1393, swav 0.0000 LR: 6.896e-02 Score 99.334 Data time: 0.0746, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.5539 [2020-10-19 05:10:37,646][root][INFO] - ===> Epoch[4060](20298/5): Loss -0.8042, Sem 0.0210, dir -0.9856, norm 0.1604, swav 0.0000 LR: 6.896e-02 Score 99.300 Data time: 0.0793, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1847 [2020-10-19 05:10:39,621][root][INFO] - ===> Epoch[4060](20299/5): Loss -0.8246, Sem 0.0185, dir -0.9856, norm 0.1424, swav 0.0000 LR: 6.896e-02 Score 99.380 Data time: 0.0568, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9088 [2020-10-19 05:10:41,623][root][INFO] - ===> Epoch[4060](20300/5): Loss -0.8236, Sem 0.0210, dir -0.9855, norm 0.1409, swav 0.0000 LR: 6.896e-02 Score 99.290 Data time: 0.0550, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9406 [2020-10-19 05:10:42,697][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 05:10:44,571][root][INFO] - ===> Epoch[4061](20301/5): Loss -0.8156, Sem 0.0213, dir -0.9849, norm 0.1481, swav 0.0000 LR: 6.896e-02 Score 99.288 Data time: 0.0875, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.7162 [2020-10-19 05:10:47,271][root][INFO] - ===> Epoch[4061](20302/5): Loss -0.7806, Sem 0.0192, dir -0.9841, norm 0.1843, swav 0.0000 LR: 6.895e-02 Score 99.375 Data time: 0.1193, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.6110 [2020-10-19 05:10:49,557][root][INFO] - ===> Epoch[4061](20303/5): Loss -0.8214, Sem 0.0200, dir -0.9863, norm 0.1450, swav 0.0000 LR: 6.895e-02 Score 99.324 Data time: 0.1157, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1855 [2020-10-19 05:10:51,831][root][INFO] - ===> Epoch[4061](20304/5): Loss -0.7977, Sem 0.0203, dir -0.9848, norm 0.1668, swav 0.0000 LR: 6.895e-02 Score 99.324 Data time: 0.0585, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1476 [2020-10-19 05:10:53,855][root][INFO] - ===> Epoch[4061](20305/5): Loss -0.8250, Sem 0.0195, dir -0.9863, norm 0.1418, swav 0.0000 LR: 6.895e-02 Score 99.344 Data time: 0.0760, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9281 [2020-10-19 05:10:55,863][root][INFO] - ===> Epoch[4062](20306/5): Loss -0.8221, Sem 0.0192, dir -0.9842, norm 0.1429, swav 0.0000 LR: 6.895e-02 Score 99.370 Data time: 0.0563, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9116 [2020-10-19 05:10:57,809][root][INFO] - ===> Epoch[4062](20307/5): Loss -0.8129, Sem 0.0202, dir -0.9854, norm 0.1524, swav 0.0000 LR: 6.895e-02 Score 99.331 Data time: 0.0652, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8538 [2020-10-19 05:11:00,042][root][INFO] - ===> Epoch[4062](20308/5): Loss -0.8147, Sem 0.0206, dir -0.9846, norm 0.1493, swav 0.0000 LR: 6.894e-02 Score 99.324 Data time: 0.0916, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1400 [2020-10-19 05:11:02,353][root][INFO] - ===> Epoch[4062](20309/5): Loss -0.8135, Sem 0.0199, dir -0.9855, norm 0.1522, swav 0.0000 LR: 6.894e-02 Score 99.339 Data time: 0.0820, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1829 [2020-10-19 05:11:04,352][root][INFO] - ===> Epoch[4062](20310/5): Loss -0.8270, Sem 0.0189, dir -0.9859, norm 0.1399, swav 0.0000 LR: 6.894e-02 Score 99.365 Data time: 0.0639, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8954 [2020-10-19 05:11:06,560][root][INFO] - ===> Epoch[4063](20311/5): Loss -0.8215, Sem 0.0198, dir -0.9848, norm 0.1435, swav 0.0000 LR: 6.894e-02 Score 99.333 Data time: 0.0963, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1186 [2020-10-19 05:11:08,258][root][INFO] - ===> Epoch[4063](20312/5): Loss -0.8372, Sem 0.0187, dir -0.9864, norm 0.1305, swav 0.0000 LR: 6.894e-02 Score 99.355 Data time: 0.0463, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.5802 [2020-10-19 05:11:10,331][root][INFO] - ===> Epoch[4063](20313/5): Loss -0.8039, Sem 0.0223, dir -0.9848, norm 0.1586, swav 0.0000 LR: 6.894e-02 Score 99.273 Data time: 0.1263, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9885 [2020-10-19 05:11:12,641][root][INFO] - ===> Epoch[4063](20314/5): Loss -0.8173, Sem 0.0180, dir -0.9862, norm 0.1509, swav 0.0000 LR: 6.894e-02 Score 99.398 Data time: 0.0840, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2091 [2020-10-19 05:11:14,753][root][INFO] - ===> Epoch[4063](20315/5): Loss -0.8150, Sem 0.0200, dir -0.9854, norm 0.1503, swav 0.0000 LR: 6.893e-02 Score 99.339 Data time: 0.0791, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9992 [2020-10-19 05:11:16,637][root][INFO] - ===> Epoch[4064](20316/5): Loss -0.8295, Sem 0.0185, dir -0.9871, norm 0.1391, swav 0.0000 LR: 6.893e-02 Score 99.372 Data time: 0.0714, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.7751 [2020-10-19 05:11:18,762][root][INFO] - ===> Epoch[4064](20317/5): Loss -0.8141, Sem 0.0184, dir -0.9856, norm 0.1531, swav 0.0000 LR: 6.893e-02 Score 99.391 Data time: 0.0890, Forward time: 0.7746, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.0297 [2020-10-19 05:11:21,476][root][INFO] - ===> Epoch[4064](20318/5): Loss -0.8147, Sem 0.0195, dir -0.9843, norm 0.1500, swav 0.0000 LR: 6.893e-02 Score 99.342 Data time: 0.3149, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.6466 [2020-10-19 05:11:23,570][root][INFO] - ===> Epoch[4064](20319/5): Loss -0.7899, Sem 0.0216, dir -0.9836, norm 0.1722, swav 0.0000 LR: 6.893e-02 Score 99.269 Data time: 0.0833, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.9372 [2020-10-19 05:11:25,825][root][INFO] - ===> Epoch[4064](20320/5): Loss -0.8154, Sem 0.0209, dir -0.9853, norm 0.1490, swav 0.0000 LR: 6.893e-02 Score 99.302 Data time: 0.0767, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.1527 [2020-10-19 05:11:27,763][root][INFO] - ===> Epoch[4065](20321/5): Loss -0.8168, Sem 0.0196, dir -0.9846, norm 0.1481, swav 0.0000 LR: 6.892e-02 Score 99.333 Data time: 0.0676, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.8309 [2020-10-19 05:11:30,089][root][INFO] - ===> Epoch[4065](20322/5): Loss -0.8142, Sem 0.0183, dir -0.9867, norm 0.1542, swav 0.0000 LR: 6.892e-02 Score 99.398 Data time: 0.0831, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.2351 [2020-10-19 05:11:32,334][root][INFO] - ===> Epoch[4065](20323/5): Loss -0.8256, Sem 0.0193, dir -0.9848, norm 0.1399, swav 0.0000 LR: 6.892e-02 Score 99.363 Data time: 0.1654, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.1363 [2020-10-19 05:11:34,175][root][INFO] - ===> Epoch[4065](20324/5): Loss -0.8198, Sem 0.0202, dir -0.9859, norm 0.1459, swav 0.0000 LR: 6.892e-02 Score 99.326 Data time: 0.0790, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.7375 [2020-10-19 05:11:36,002][root][INFO] - ===> Epoch[4065](20325/5): Loss -0.8232, Sem 0.0197, dir -0.9873, norm 0.1444, swav 0.0000 LR: 6.892e-02 Score 99.359 Data time: 0.1576, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.7282 [2020-10-19 05:11:38,333][root][INFO] - ===> Epoch[4066](20326/5): Loss -0.8103, Sem 0.0223, dir -0.9839, norm 0.1513, swav 0.0000 LR: 6.892e-02 Score 99.286 Data time: 0.0906, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.2349 [2020-10-19 05:11:40,869][root][INFO] - ===> Epoch[4066](20327/5): Loss -0.8139, Sem 0.0231, dir -0.9854, norm 0.1484, swav 0.0000 LR: 6.891e-02 Score 99.214 Data time: 0.1371, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.4111 [2020-10-19 05:11:42,841][root][INFO] - ===> Epoch[4066](20328/5): Loss -0.8119, Sem 0.0224, dir -0.9843, norm 0.1500, swav 0.0000 LR: 6.891e-02 Score 99.236 Data time: 0.2152, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.8606 [2020-10-19 05:11:45,341][root][INFO] - ===> Epoch[4066](20329/5): Loss -0.8069, Sem 0.0195, dir -0.9863, norm 0.1600, swav 0.0000 LR: 6.891e-02 Score 99.354 Data time: 0.1343, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.2558 [2020-10-19 05:11:47,887][root][INFO] - ===> Epoch[4066](20330/5): Loss -0.8248, Sem 0.0192, dir -0.9863, norm 0.1423, swav 0.0000 LR: 6.891e-02 Score 99.342 Data time: 0.0759, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.4459 [2020-10-19 05:11:50,215][root][INFO] - ===> Epoch[4067](20331/5): Loss -0.7991, Sem 0.0210, dir -0.9841, norm 0.1640, swav 0.0000 LR: 6.891e-02 Score 99.312 Data time: 0.0838, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.2543 [2020-10-19 05:11:52,397][root][INFO] - ===> Epoch[4067](20332/5): Loss -0.8118, Sem 0.0206, dir -0.9848, norm 0.1524, swav 0.0000 LR: 6.891e-02 Score 99.299 Data time: 0.0816, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.0866 [2020-10-19 05:11:54,697][root][INFO] - ===> Epoch[4067](20333/5): Loss -0.8039, Sem 0.0183, dir -0.9848, norm 0.1627, swav 0.0000 LR: 6.891e-02 Score 99.392 Data time: 0.1184, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.2246 [2020-10-19 05:11:56,989][root][INFO] - ===> Epoch[4067](20334/5): Loss -0.8186, Sem 0.0192, dir -0.9855, norm 0.1478, swav 0.0000 LR: 6.890e-02 Score 99.348 Data time: 0.0686, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.1793 [2020-10-19 05:11:58,966][root][INFO] - ===> Epoch[4067](20335/5): Loss -0.8225, Sem 0.0198, dir -0.9855, norm 0.1432, swav 0.0000 LR: 6.890e-02 Score 99.336 Data time: 0.3156, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.8925 [2020-10-19 05:12:01,951][root][INFO] - ===> Epoch[4068](20336/5): Loss -0.8118, Sem 0.0203, dir -0.9863, norm 0.1542, swav 0.0000 LR: 6.890e-02 Score 99.317 Data time: 0.1243, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.8793 [2020-10-19 05:12:04,411][root][INFO] - ===> Epoch[4068](20337/5): Loss -0.8218, Sem 0.0207, dir -0.9858, norm 0.1432, swav 0.0000 LR: 6.890e-02 Score 99.308 Data time: 0.0633, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.3351 [2020-10-19 05:12:06,389][root][INFO] - ===> Epoch[4068](20338/5): Loss -0.8132, Sem 0.0192, dir -0.9854, norm 0.1529, swav 0.0000 LR: 6.890e-02 Score 99.361 Data time: 0.0934, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.8741 [2020-10-19 05:12:08,483][root][INFO] - ===> Epoch[4068](20339/5): Loss -0.8191, Sem 0.0192, dir -0.9859, norm 0.1476, swav 0.0000 LR: 6.890e-02 Score 99.351 Data time: 0.0760, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.9892 [2020-10-19 05:12:11,060][root][INFO] - ===> Epoch[4068](20340/5): Loss -0.8223, Sem 0.0193, dir -0.9865, norm 0.1449, swav 0.0000 LR: 6.889e-02 Score 99.359 Data time: 0.0742, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.5025 [2020-10-19 05:12:13,319][root][INFO] - ===> Epoch[4069](20341/5): Loss -0.8080, Sem 0.0223, dir -0.9840, norm 0.1537, swav 0.0000 LR: 6.889e-02 Score 99.266 Data time: 0.0797, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.1544 [2020-10-19 05:12:15,468][root][INFO] - ===> Epoch[4069](20342/5): Loss -0.8116, Sem 0.0203, dir -0.9867, norm 0.1547, swav 0.0000 LR: 6.889e-02 Score 99.326 Data time: 0.0618, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.0452 [2020-10-19 05:12:17,519][root][INFO] - ===> Epoch[4069](20343/5): Loss -0.8250, Sem 0.0186, dir -0.9859, norm 0.1423, swav 0.0000 LR: 6.889e-02 Score 99.396 Data time: 0.0719, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.9649 [2020-10-19 05:12:19,557][root][INFO] - ===> Epoch[4069](20344/5): Loss -0.8181, Sem 0.0206, dir -0.9841, norm 0.1454, swav 0.0000 LR: 6.889e-02 Score 99.302 Data time: 0.0965, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.9496 [2020-10-19 05:12:22,084][root][INFO] - ===> Epoch[4069](20345/5): Loss -0.8095, Sem 0.0212, dir -0.9846, norm 0.1539, swav 0.0000 LR: 6.889e-02 Score 99.288 Data time: 0.0980, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.4237 [2020-10-19 05:12:24,329][root][INFO] - ===> Epoch[4070](20346/5): Loss -0.8162, Sem 0.0195, dir -0.9850, norm 0.1493, swav 0.0000 LR: 6.889e-02 Score 99.359 Data time: 0.0858, Forward time: 0.7748, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.1271 [2020-10-19 05:12:26,326][root][INFO] - ===> Epoch[4070](20347/5): Loss -0.8180, Sem 0.0223, dir -0.9855, norm 0.1452, swav 0.0000 LR: 6.888e-02 Score 99.256 Data time: 0.0802, Forward time: 0.7748, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.8935 [2020-10-19 05:12:28,110][root][INFO] - ===> Epoch[4070](20348/5): Loss -0.8135, Sem 0.0219, dir -0.9848, norm 0.1494, swav 0.0000 LR: 6.888e-02 Score 99.262 Data time: 0.0559, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.6877 [2020-10-19 05:12:30,550][root][INFO] - ===> Epoch[4070](20349/5): Loss -0.8033, Sem 0.0234, dir -0.9846, norm 0.1579, swav 0.0000 LR: 6.888e-02 Score 99.246 Data time: 0.0799, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.3483 [2020-10-19 05:12:32,582][root][INFO] - ===> Epoch[4070](20350/5): Loss -0.8158, Sem 0.0198, dir -0.9864, norm 0.1508, swav 0.0000 LR: 6.888e-02 Score 99.329 Data time: 0.0868, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.9258 [2020-10-19 05:12:34,832][root][INFO] - ===> Epoch[4071](20351/5): Loss -0.8158, Sem 0.0193, dir -0.9855, norm 0.1504, swav 0.0000 LR: 6.888e-02 Score 99.354 Data time: 0.0647, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.1447 [2020-10-19 05:12:36,982][root][INFO] - ===> Epoch[4071](20352/5): Loss -0.8078, Sem 0.0208, dir -0.9851, norm 0.1566, swav 0.0000 LR: 6.888e-02 Score 99.297 Data time: 0.0659, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.0713 [2020-10-19 05:12:39,598][root][INFO] - ===> Epoch[4071](20353/5): Loss -0.8089, Sem 0.0221, dir -0.9840, norm 0.1530, swav 0.0000 LR: 6.887e-02 Score 99.264 Data time: 0.1584, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.5085 [2020-10-19 05:12:41,982][root][INFO] - ===> Epoch[4071](20354/5): Loss -0.8079, Sem 0.0237, dir -0.9848, norm 0.1531, swav 0.0000 LR: 6.887e-02 Score 99.227 Data time: 0.1149, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.2637 [2020-10-19 05:12:43,802][root][INFO] - ===> Epoch[4071](20355/5): Loss -0.8087, Sem 0.0197, dir -0.9849, norm 0.1565, swav 0.0000 LR: 6.887e-02 Score 99.343 Data time: 0.0781, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.7090 [2020-10-19 05:12:45,896][root][INFO] - ===> Epoch[4072](20356/5): Loss -0.8192, Sem 0.0198, dir -0.9833, norm 0.1443, swav 0.0000 LR: 6.887e-02 Score 99.334 Data time: 0.0685, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.0021 [2020-10-19 05:12:48,035][root][INFO] - ===> Epoch[4072](20357/5): Loss -0.8269, Sem 0.0176, dir -0.9874, norm 0.1429, swav 0.0000 LR: 6.887e-02 Score 99.401 Data time: 0.0685, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.0552 [2020-10-19 05:12:50,060][root][INFO] - ===> Epoch[4072](20358/5): Loss -0.8125, Sem 0.0234, dir -0.9849, norm 0.1490, swav 0.0000 LR: 6.887e-02 Score 99.235 Data time: 0.0880, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.9169 [2020-10-19 05:12:52,320][root][INFO] - ===> Epoch[4072](20359/5): Loss -0.8127, Sem 0.0221, dir -0.9839, norm 0.1491, swav 0.0000 LR: 6.886e-02 Score 99.263 Data time: 0.0629, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.1498 [2020-10-19 05:12:54,932][root][INFO] - ===> Epoch[4072](20360/5): Loss -0.8038, Sem 0.0216, dir -0.9849, norm 0.1595, swav 0.0000 LR: 6.886e-02 Score 99.289 Data time: 0.0646, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.5305 [2020-10-19 05:12:57,086][root][INFO] - ===> Epoch[4073](20361/5): Loss -0.8238, Sem 0.0204, dir -0.9846, norm 0.1404, swav 0.0000 LR: 6.886e-02 Score 99.300 Data time: 0.0628, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.0589 [2020-10-19 05:12:59,364][root][INFO] - ===> Epoch[4073](20362/5): Loss -0.8189, Sem 0.0190, dir -0.9868, norm 0.1489, swav 0.0000 LR: 6.886e-02 Score 99.361 Data time: 0.0606, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.1770 [2020-10-19 05:13:01,482][root][INFO] - ===> Epoch[4073](20363/5): Loss -0.8186, Sem 0.0197, dir -0.9851, norm 0.1469, swav 0.0000 LR: 6.886e-02 Score 99.330 Data time: 0.0593, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.0287 [2020-10-19 05:13:03,638][root][INFO] - ===> Epoch[4073](20364/5): Loss -0.8175, Sem 0.0223, dir -0.9856, norm 0.1458, swav 0.0000 LR: 6.886e-02 Score 99.262 Data time: 0.0534, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.0629 [2020-10-19 05:13:05,542][root][INFO] - ===> Epoch[4073](20365/5): Loss -0.8060, Sem 0.0218, dir -0.9839, norm 0.1561, swav 0.0000 LR: 6.886e-02 Score 99.266 Data time: 0.0672, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.8482 [2020-10-19 05:13:07,831][root][INFO] - ===> Epoch[4074](20366/5): Loss -0.8188, Sem 0.0206, dir -0.9861, norm 0.1467, swav 0.0000 LR: 6.885e-02 Score 99.329 Data time: 0.0640, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.1852 [2020-10-19 05:13:10,279][root][INFO] - ===> Epoch[4074](20367/5): Loss -0.8064, Sem 0.0221, dir -0.9860, norm 0.1574, swav 0.0000 LR: 6.885e-02 Score 99.291 Data time: 0.0659, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.3747 [2020-10-19 05:13:12,678][root][INFO] - ===> Epoch[4074](20368/5): Loss -0.8143, Sem 0.0205, dir -0.9842, norm 0.1494, swav 0.0000 LR: 6.885e-02 Score 99.321 Data time: 0.0756, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.2587 [2020-10-19 05:13:15,005][root][INFO] - ===> Epoch[4074](20369/5): Loss -0.7989, Sem 0.0218, dir -0.9843, norm 0.1635, swav 0.0000 LR: 6.885e-02 Score 99.282 Data time: 0.0999, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.2037 [2020-10-19 05:13:16,824][root][INFO] - ===> Epoch[4074](20370/5): Loss -0.8208, Sem 0.0197, dir -0.9853, norm 0.1447, swav 0.0000 LR: 6.885e-02 Score 99.331 Data time: 0.0784, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.6779 [2020-10-19 05:13:18,717][root][INFO] - ===> Epoch[4075](20371/5): Loss -0.8177, Sem 0.0225, dir -0.9851, norm 0.1450, swav 0.0000 LR: 6.885e-02 Score 99.238 Data time: 0.0968, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.7948 [2020-10-19 05:13:20,818][root][INFO] - ===> Epoch[4075](20372/5): Loss -0.8312, Sem 0.0168, dir -0.9871, norm 0.1391, swav 0.0000 LR: 6.884e-02 Score 99.435 Data time: 0.0860, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.9621 [2020-10-19 05:13:22,946][root][INFO] - ===> Epoch[4075](20373/5): Loss -0.7998, Sem 0.0223, dir -0.9842, norm 0.1621, swav 0.0000 LR: 6.884e-02 Score 99.257 Data time: 0.0746, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.9898 [2020-10-19 05:13:24,773][root][INFO] - ===> Epoch[4075](20374/5): Loss -0.8067, Sem 0.0256, dir -0.9837, norm 0.1514, swav 0.0000 LR: 6.884e-02 Score 99.123 Data time: 0.0617, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.7037 [2020-10-19 05:13:27,482][root][INFO] - ===> Epoch[4075](20375/5): Loss -0.8087, Sem 0.0200, dir -0.9845, norm 0.1559, swav 0.0000 LR: 6.884e-02 Score 99.342 Data time: 0.0658, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.6096 [2020-10-19 05:13:29,745][root][INFO] - ===> Epoch[4076](20376/5): Loss -0.8146, Sem 0.0231, dir -0.9839, norm 0.1462, swav 0.0000 LR: 6.884e-02 Score 99.215 Data time: 0.0882, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.1588 [2020-10-19 05:13:32,057][root][INFO] - ===> Epoch[4076](20377/5): Loss -0.7885, Sem 0.0212, dir -0.9832, norm 0.1735, swav 0.0000 LR: 6.884e-02 Score 99.289 Data time: 0.1227, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.1857 [2020-10-19 05:13:34,455][root][INFO] - ===> Epoch[4076](20378/5): Loss -0.8150, Sem 0.0202, dir -0.9847, norm 0.1496, swav 0.0000 LR: 6.884e-02 Score 99.336 Data time: 0.0773, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.2631 [2020-10-19 05:13:36,315][root][INFO] - ===> Epoch[4076](20379/5): Loss -0.8234, Sem 0.0217, dir -0.9862, norm 0.1411, swav 0.0000 LR: 6.883e-02 Score 99.283 Data time: 0.0889, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.7422 [2020-10-19 05:13:38,204][root][INFO] - ===> Epoch[4076](20380/5): Loss -0.8201, Sem 0.0220, dir -0.9851, norm 0.1430, swav 0.0000 LR: 6.883e-02 Score 99.253 Data time: 0.0841, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.7736 [2020-10-19 05:13:40,632][root][INFO] - ===> Epoch[4077](20381/5): Loss -0.8300, Sem 0.0185, dir -0.9864, norm 0.1380, swav 0.0000 LR: 6.883e-02 Score 99.379 Data time: 0.0690, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.3327 [2020-10-19 05:13:42,736][root][INFO] - ===> Epoch[4077](20382/5): Loss -0.8249, Sem 0.0227, dir -0.9850, norm 0.1374, swav 0.0000 LR: 6.883e-02 Score 99.247 Data time: 0.0641, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.9833 [2020-10-19 05:13:45,060][root][INFO] - ===> Epoch[4077](20383/5): Loss -0.8098, Sem 0.0232, dir -0.9842, norm 0.1511, swav 0.0000 LR: 6.883e-02 Score 99.220 Data time: 0.0648, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.2196 [2020-10-19 05:13:47,654][root][INFO] - ===> Epoch[4077](20384/5): Loss -0.8056, Sem 0.0213, dir -0.9850, norm 0.1580, swav 0.0000 LR: 6.883e-02 Score 99.314 Data time: 0.0541, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.5003 [2020-10-19 05:13:50,136][root][INFO] - ===> Epoch[4077](20385/5): Loss -0.8048, Sem 0.0222, dir -0.9835, norm 0.1566, swav 0.0000 LR: 6.882e-02 Score 99.251 Data time: 0.0751, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.3957 [2020-10-19 05:13:52,448][root][INFO] - ===> Epoch[4078](20386/5): Loss -0.8214, Sem 0.0197, dir -0.9854, norm 0.1443, swav 0.0000 LR: 6.882e-02 Score 99.356 Data time: 0.0648, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.1970 [2020-10-19 05:13:54,534][root][INFO] - ===> Epoch[4078](20387/5): Loss -0.8185, Sem 0.0207, dir -0.9853, norm 0.1461, swav 0.0000 LR: 6.882e-02 Score 99.302 Data time: 0.0844, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.9966 [2020-10-19 05:13:57,046][root][INFO] - ===> Epoch[4078](20388/5): Loss -0.8265, Sem 0.0196, dir -0.9856, norm 0.1395, swav 0.0000 LR: 6.882e-02 Score 99.345 Data time: 0.0821, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.3962 [2020-10-19 05:13:58,861][root][INFO] - ===> Epoch[4078](20389/5): Loss -0.8212, Sem 0.0195, dir -0.9856, norm 0.1450, swav 0.0000 LR: 6.882e-02 Score 99.329 Data time: 0.0824, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.7138 [2020-10-19 05:14:01,453][root][INFO] - ===> Epoch[4078](20390/5): Loss -0.8181, Sem 0.0216, dir -0.9851, norm 0.1454, swav 0.0000 LR: 6.882e-02 Score 99.280 Data time: 0.0626, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.4990 [2020-10-19 05:14:03,638][root][INFO] - ===> Epoch[4079](20391/5): Loss -0.7928, Sem 0.0210, dir -0.9850, norm 0.1712, swav 0.0000 LR: 6.881e-02 Score 99.295 Data time: 0.0547, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.0947 [2020-10-19 05:14:06,287][root][INFO] - ===> Epoch[4079](20392/5): Loss -0.8168, Sem 0.0216, dir -0.9856, norm 0.1473, swav 0.0000 LR: 6.881e-02 Score 99.302 Data time: 0.0661, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.5631 [2020-10-19 05:14:08,715][root][INFO] - ===> Epoch[4079](20393/5): Loss -0.7993, Sem 0.0205, dir -0.9856, norm 0.1658, swav 0.0000 LR: 6.881e-02 Score 99.319 Data time: 0.0839, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.3230 [2020-10-19 05:14:11,170][root][INFO] - ===> Epoch[4079](20394/5): Loss -0.8053, Sem 0.0207, dir -0.9846, norm 0.1587, swav 0.0000 LR: 6.881e-02 Score 99.297 Data time: 0.1244, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.3342 [2020-10-19 05:14:13,135][root][INFO] - ===> Epoch[4079](20395/5): Loss -0.8186, Sem 0.0193, dir -0.9858, norm 0.1479, swav 0.0000 LR: 6.881e-02 Score 99.350 Data time: 0.1064, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8444 [2020-10-19 05:14:15,071][root][INFO] - ===> Epoch[4080](20396/5): Loss -0.7975, Sem 0.0225, dir -0.9841, norm 0.1641, swav 0.0000 LR: 6.881e-02 Score 99.282 Data time: 0.0609, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.8381 [2020-10-19 05:14:17,770][root][INFO] - ===> Epoch[4080](20397/5): Loss -0.7929, Sem 0.0244, dir -0.9834, norm 0.1661, swav 0.0000 LR: 6.881e-02 Score 99.202 Data time: 0.0685, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.5991 [2020-10-19 05:14:19,749][root][INFO] - ===> Epoch[4080](20398/5): Loss -0.7942, Sem 0.0218, dir -0.9835, norm 0.1675, swav 0.0000 LR: 6.880e-02 Score 99.271 Data time: 0.0826, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8745 [2020-10-19 05:14:22,316][root][INFO] - ===> Epoch[4080](20399/5): Loss -0.8061, Sem 0.0196, dir -0.9838, norm 0.1580, swav 0.0000 LR: 6.880e-02 Score 99.349 Data time: 0.0805, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.4818 [2020-10-19 05:14:24,626][root][INFO] - ===> Epoch[4080](20400/5): Loss -0.8148, Sem 0.0204, dir -0.9849, norm 0.1496, swav 0.0000 LR: 6.880e-02 Score 99.320 Data time: 0.0833, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2091 [2020-10-19 05:14:26,296][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 05:14:26,465][root][INFO] - ===> Start testing [2020-10-19 05:15:05,798][root][INFO] - 68/68: Data time: 0.0025, Iter time: 0.1686 Loss 0.772 (AVG: 0.547) Score 87.277 (AVG: 90.308) mIOU 69.650 mAP 84.430 mAcc 77.524 IOU: 62.965 0.562 79.834 74.698 92.811 90.934 37.857 76.606 96.133 69.521 79.880 85.967 57.687 mAP: 81.470 14.824 94.924 87.295 98.771 98.168 58.963 95.180 99.710 89.533 93.669 95.192 89.894 mAcc: 76.970 3.282 86.444 83.340 96.254 96.989 42.395 92.127 96.906 86.346 89.539 96.413 60.811 [2020-10-19 05:15:05,802][root][INFO] - Finished test. Elapsed time: 39.3324 [2020-10-19 05:15:08,757][root][INFO] - [2020-10-19 05:15:08,757][root][INFO] - ################################################################ [2020-10-19 05:15:08,757][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 05:15:08,757][root][INFO] - ################################################################ [2020-10-19 05:15:08,757][root][INFO] - clutter : nan nan nan [2020-10-19 05:15:08,757][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 05:15:08,757][root][INFO] - board : 0.812 0.877 0.904 [2020-10-19 05:15:08,757][root][INFO] - bookcase : 0.232 0.375 0.515 [2020-10-19 05:15:08,757][root][INFO] - ceiling : 0.374 0.425 0.489 [2020-10-19 05:15:08,757][root][INFO] - chair : 0.829 0.908 0.923 [2020-10-19 05:15:08,757][root][INFO] - column : 0.216 0.313 0.414 [2020-10-19 05:15:08,757][root][INFO] - door : 0.616 0.790 0.833 [2020-10-19 05:15:08,757][root][INFO] - floor : 0.951 0.953 0.982 [2020-10-19 05:15:08,757][root][INFO] - sofa : 0.314 0.690 0.690 [2020-10-19 05:15:08,757][root][INFO] - table : 0.132 0.288 0.621 [2020-10-19 05:15:08,758][root][INFO] - wall : 0.525 0.720 0.809 [2020-10-19 05:15:08,758][root][INFO] - window : 0.460 0.677 0.755 [2020-10-19 05:15:08,758][root][INFO] - ---------------------------------------------------------------- [2020-10-19 05:15:08,758][root][INFO] - average : 0.455 0.585 0.661 [2020-10-19 05:15:08,758][root][INFO] - [2020-10-19 05:15:08,920][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 05:15:08,921][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 05:15:10,564][root][INFO] - ===> Epoch[4081](20401/5): Loss -0.8142, Sem 0.0189, dir -0.9853, norm 0.1521, swav 0.0000 LR: 6.880e-02 Score 99.349 Data time: 0.0619, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.6381 [2020-10-19 05:15:12,522][root][INFO] - ===> Epoch[4081](20402/5): Loss -0.8096, Sem 0.0218, dir -0.9858, norm 0.1543, swav 0.0000 LR: 6.880e-02 Score 99.264 Data time: 0.0840, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8367 [2020-10-19 05:15:14,950][root][INFO] - ===> Epoch[4081](20403/5): Loss -0.7835, Sem 0.0219, dir -0.9840, norm 0.1786, swav 0.0000 LR: 6.880e-02 Score 99.313 Data time: 0.0708, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.3219 [2020-10-19 05:15:17,473][root][INFO] - ===> Epoch[4081](20404/5): Loss -0.8083, Sem 0.0200, dir -0.9854, norm 0.1571, swav 0.0000 LR: 6.879e-02 Score 99.338 Data time: 0.0941, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.4224 [2020-10-19 05:15:20,069][root][INFO] - ===> Epoch[4081](20405/5): Loss -0.8141, Sem 0.0201, dir -0.9864, norm 0.1522, swav 0.0000 LR: 6.879e-02 Score 99.331 Data time: 0.0501, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.4924 [2020-10-19 05:15:22,319][root][INFO] - ===> Epoch[4082](20406/5): Loss -0.7993, Sem 0.0244, dir -0.9837, norm 0.1601, swav 0.0000 LR: 6.879e-02 Score 99.165 Data time: 0.0805, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1384 [2020-10-19 05:15:24,716][root][INFO] - ===> Epoch[4082](20407/5): Loss -0.8090, Sem 0.0209, dir -0.9855, norm 0.1556, swav 0.0000 LR: 6.879e-02 Score 99.306 Data time: 0.0622, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2507 [2020-10-19 05:15:26,693][root][INFO] - ===> Epoch[4082](20408/5): Loss -0.8184, Sem 0.0219, dir -0.9853, norm 0.1450, swav 0.0000 LR: 6.879e-02 Score 99.256 Data time: 0.0603, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8776 [2020-10-19 05:15:28,870][root][INFO] - ===> Epoch[4082](20409/5): Loss -0.7987, Sem 0.0204, dir -0.9851, norm 0.1660, swav 0.0000 LR: 6.879e-02 Score 99.303 Data time: 0.1012, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0933 [2020-10-19 05:15:31,355][root][INFO] - ===> Epoch[4082](20410/5): Loss -0.8045, Sem 0.0234, dir -0.9834, norm 0.1555, swav 0.0000 LR: 6.879e-02 Score 99.237 Data time: 0.0629, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.3766 [2020-10-19 05:15:33,572][root][INFO] - ===> Epoch[4083](20411/5): Loss -0.8034, Sem 0.0226, dir -0.9848, norm 0.1587, swav 0.0000 LR: 6.878e-02 Score 99.278 Data time: 0.0843, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0982 [2020-10-19 05:15:35,425][root][INFO] - ===> Epoch[4083](20412/5): Loss -0.8135, Sem 0.0224, dir -0.9854, norm 0.1495, swav 0.0000 LR: 6.878e-02 Score 99.239 Data time: 0.0785, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.7439 [2020-10-19 05:15:37,683][root][INFO] - ===> Epoch[4083](20413/5): Loss -0.8009, Sem 0.0189, dir -0.9851, norm 0.1653, swav 0.0000 LR: 6.878e-02 Score 99.383 Data time: 0.0847, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1436 [2020-10-19 05:15:39,895][root][INFO] - ===> Epoch[4083](20414/5): Loss -0.8012, Sem 0.0207, dir -0.9850, norm 0.1630, swav 0.0000 LR: 6.878e-02 Score 99.295 Data time: 0.0791, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0807 [2020-10-19 05:15:42,096][root][INFO] - ===> Epoch[4083](20415/5): Loss -0.8134, Sem 0.0196, dir -0.9853, norm 0.1523, swav 0.0000 LR: 6.878e-02 Score 99.349 Data time: 0.0782, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0680 [2020-10-19 05:15:44,530][root][INFO] - ===> Epoch[4084](20416/5): Loss -0.7959, Sem 0.0187, dir -0.9849, norm 0.1704, swav 0.0000 LR: 6.878e-02 Score 99.390 Data time: 0.0892, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.3137 [2020-10-19 05:15:47,053][root][INFO] - ===> Epoch[4084](20417/5): Loss -0.7837, Sem 0.0236, dir -0.9829, norm 0.1756, swav 0.0000 LR: 6.877e-02 Score 99.223 Data time: 0.0900, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.4157 [2020-10-19 05:15:48,960][root][INFO] - ===> Epoch[4084](20418/5): Loss -0.8025, Sem 0.0219, dir -0.9863, norm 0.1620, swav 0.0000 LR: 6.877e-02 Score 99.270 Data time: 0.0810, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8155 [2020-10-19 05:15:50,876][root][INFO] - ===> Epoch[4084](20419/5): Loss -0.8119, Sem 0.0211, dir -0.9850, norm 0.1520, swav 0.0000 LR: 6.877e-02 Score 99.299 Data time: 0.0739, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8159 [2020-10-19 05:15:53,240][root][INFO] - ===> Epoch[4084](20420/5): Loss -0.7992, Sem 0.0192, dir -0.9855, norm 0.1671, swav 0.0000 LR: 6.877e-02 Score 99.357 Data time: 0.0756, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2662 [2020-10-19 05:15:55,397][root][INFO] - ===> Epoch[4085](20421/5): Loss -0.8127, Sem 0.0212, dir -0.9857, norm 0.1519, swav 0.0000 LR: 6.877e-02 Score 99.298 Data time: 0.0856, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0600 [2020-10-19 05:15:57,778][root][INFO] - ===> Epoch[4085](20422/5): Loss -0.7942, Sem 0.0187, dir -0.9860, norm 0.1731, swav 0.0000 LR: 6.877e-02 Score 99.381 Data time: 0.0651, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2711 [2020-10-19 05:15:59,764][root][INFO] - ===> Epoch[4085](20423/5): Loss -0.8117, Sem 0.0233, dir -0.9832, norm 0.1483, swav 0.0000 LR: 6.876e-02 Score 99.213 Data time: 0.0704, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8938 [2020-10-19 05:16:01,749][root][INFO] - ===> Epoch[4085](20424/5): Loss -0.8145, Sem 0.0183, dir -0.9861, norm 0.1533, swav 0.0000 LR: 6.876e-02 Score 99.385 Data time: 0.0829, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8804 [2020-10-19 05:16:04,246][root][INFO] - ===> Epoch[4085](20425/5): Loss -0.8022, Sem 0.0227, dir -0.9833, norm 0.1584, swav 0.0000 LR: 6.876e-02 Score 99.265 Data time: 0.0594, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.3798 [2020-10-19 05:16:06,629][root][INFO] - ===> Epoch[4086](20426/5): Loss -0.8061, Sem 0.0225, dir -0.9847, norm 0.1561, swav 0.0000 LR: 6.876e-02 Score 99.241 Data time: 0.0630, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2748 [2020-10-19 05:16:08,612][root][INFO] - ===> Epoch[4086](20427/5): Loss -0.7899, Sem 0.0215, dir -0.9826, norm 0.1712, swav 0.0000 LR: 6.876e-02 Score 99.271 Data time: 0.0586, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8800 [2020-10-19 05:16:10,970][root][INFO] - ===> Epoch[4086](20428/5): Loss -0.8213, Sem 0.0184, dir -0.9866, norm 0.1468, swav 0.0000 LR: 6.876e-02 Score 99.387 Data time: 0.0458, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2887 [2020-10-19 05:16:13,346][root][INFO] - ===> Epoch[4086](20429/5): Loss -0.8046, Sem 0.0209, dir -0.9847, norm 0.1592, swav 0.0000 LR: 6.876e-02 Score 99.290 Data time: 0.0583, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3062 [2020-10-19 05:16:15,817][root][INFO] - ===> Epoch[4086](20430/5): Loss -0.7999, Sem 0.0196, dir -0.9853, norm 0.1657, swav 0.0000 LR: 6.875e-02 Score 99.343 Data time: 0.0550, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.3830 [2020-10-19 05:16:18,678][root][INFO] - ===> Epoch[4087](20431/5): Loss -0.8104, Sem 0.0201, dir -0.9850, norm 0.1545, swav 0.0000 LR: 6.875e-02 Score 99.321 Data time: 0.1305, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.7519 [2020-10-19 05:16:20,835][root][INFO] - ===> Epoch[4087](20432/5): Loss -0.8089, Sem 0.0215, dir -0.9854, norm 0.1549, swav 0.0000 LR: 6.875e-02 Score 99.289 Data time: 0.0690, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.0268 [2020-10-19 05:16:23,155][root][INFO] - ===> Epoch[4087](20433/5): Loss -0.7985, Sem 0.0206, dir -0.9849, norm 0.1658, swav 0.0000 LR: 6.875e-02 Score 99.324 Data time: 0.0816, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2188 [2020-10-19 05:16:25,140][root][INFO] - ===> Epoch[4087](20434/5): Loss -0.8138, Sem 0.0186, dir -0.9863, norm 0.1539, swav 0.0000 LR: 6.875e-02 Score 99.375 Data time: 0.0518, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.8782 [2020-10-19 05:16:27,434][root][INFO] - ===> Epoch[4087](20435/5): Loss -0.8086, Sem 0.0213, dir -0.9848, norm 0.1548, swav 0.0000 LR: 6.875e-02 Score 99.271 Data time: 0.0858, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2023 [2020-10-19 05:16:29,772][root][INFO] - ===> Epoch[4088](20436/5): Loss -0.7991, Sem 0.0250, dir -0.9834, norm 0.1593, swav 0.0000 LR: 6.874e-02 Score 99.173 Data time: 0.1065, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2097 [2020-10-19 05:16:31,842][root][INFO] - ===> Epoch[4088](20437/5): Loss -0.8052, Sem 0.0224, dir -0.9839, norm 0.1563, swav 0.0000 LR: 6.874e-02 Score 99.251 Data time: 0.1134, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9745 [2020-10-19 05:16:33,876][root][INFO] - ===> Epoch[4088](20438/5): Loss -0.8127, Sem 0.0215, dir -0.9851, norm 0.1509, swav 0.0000 LR: 6.874e-02 Score 99.284 Data time: 0.0579, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 1.9348 [2020-10-19 05:16:36,188][root][INFO] - ===> Epoch[4088](20439/5): Loss -0.7995, Sem 0.0228, dir -0.9845, norm 0.1622, swav 0.0000 LR: 6.874e-02 Score 99.262 Data time: 0.0982, Forward time: 0.7746, Backward time: 1.1743, DDP time: 0.0030, Total iter time: 2.2292 [2020-10-19 05:16:37,940][root][INFO] - ===> Epoch[4088](20440/5): Loss -0.8115, Sem 0.0199, dir -0.9852, norm 0.1537, swav 0.0000 LR: 6.874e-02 Score 99.332 Data time: 0.1008, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.6382 [2020-10-19 05:16:40,246][root][INFO] - ===> Epoch[4089](20441/5): Loss -0.7963, Sem 0.0232, dir -0.9847, norm 0.1652, swav 0.0000 LR: 6.874e-02 Score 99.229 Data time: 0.0917, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2057 [2020-10-19 05:16:42,419][root][INFO] - ===> Epoch[4089](20442/5): Loss -0.8060, Sem 0.0202, dir -0.9859, norm 0.1597, swav 0.0000 LR: 6.874e-02 Score 99.314 Data time: 0.2188, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0594 [2020-10-19 05:16:44,729][root][INFO] - ===> Epoch[4089](20443/5): Loss -0.8058, Sem 0.0224, dir -0.9852, norm 0.1571, swav 0.0000 LR: 6.873e-02 Score 99.251 Data time: 0.3988, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2011 [2020-10-19 05:16:46,668][root][INFO] - ===> Epoch[4089](20444/5): Loss -0.7987, Sem 0.0210, dir -0.9850, norm 0.1653, swav 0.0000 LR: 6.873e-02 Score 99.304 Data time: 0.0826, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8414 [2020-10-19 05:16:48,760][root][INFO] - ===> Epoch[4089](20445/5): Loss -0.8298, Sem 0.0204, dir -0.9858, norm 0.1356, swav 0.0000 LR: 6.873e-02 Score 99.324 Data time: 0.0558, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9796 [2020-10-19 05:16:50,917][root][INFO] - ===> Epoch[4090](20446/5): Loss -0.8251, Sem 0.0193, dir -0.9859, norm 0.1415, swav 0.0000 LR: 6.873e-02 Score 99.356 Data time: 0.0678, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0625 [2020-10-19 05:16:53,507][root][INFO] - ===> Epoch[4090](20447/5): Loss -0.7932, Sem 0.0237, dir -0.9839, norm 0.1671, swav 0.0000 LR: 6.873e-02 Score 99.217 Data time: 0.0641, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.4927 [2020-10-19 05:16:55,738][root][INFO] - ===> Epoch[4090](20448/5): Loss -0.8243, Sem 0.0191, dir -0.9863, norm 0.1429, swav 0.0000 LR: 6.873e-02 Score 99.361 Data time: 0.0905, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1297 [2020-10-19 05:16:57,710][root][INFO] - ===> Epoch[4090](20449/5): Loss -0.8163, Sem 0.0189, dir -0.9867, norm 0.1515, swav 0.0000 LR: 6.872e-02 Score 99.364 Data time: 0.0719, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8523 [2020-10-19 05:16:59,888][root][INFO] - ===> Epoch[4090](20450/5): Loss -0.8215, Sem 0.0177, dir -0.9859, norm 0.1468, swav 0.0000 LR: 6.872e-02 Score 99.416 Data time: 0.0779, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0835 [2020-10-19 05:17:01,928][root][INFO] - ===> Epoch[4091](20451/5): Loss -0.8153, Sem 0.0187, dir -0.9863, norm 0.1522, swav 0.0000 LR: 6.872e-02 Score 99.388 Data time: 0.0709, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9313 [2020-10-19 05:17:03,917][root][INFO] - ===> Epoch[4091](20452/5): Loss -0.8128, Sem 0.0231, dir -0.9852, norm 0.1494, swav 0.0000 LR: 6.872e-02 Score 99.216 Data time: 0.0907, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8940 [2020-10-19 05:17:06,579][root][INFO] - ===> Epoch[4091](20453/5): Loss -0.8159, Sem 0.0188, dir -0.9849, norm 0.1502, swav 0.0000 LR: 6.872e-02 Score 99.374 Data time: 0.0521, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.5572 [2020-10-19 05:17:09,161][root][INFO] - ===> Epoch[4091](20454/5): Loss -0.7975, Sem 0.0220, dir -0.9840, norm 0.1645, swav 0.0000 LR: 6.872e-02 Score 99.262 Data time: 0.0780, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.4660 [2020-10-19 05:17:11,611][root][INFO] - ===> Epoch[4091](20455/5): Loss -0.8002, Sem 0.0214, dir -0.9828, norm 0.1612, swav 0.0000 LR: 6.871e-02 Score 99.280 Data time: 0.0846, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.3252 [2020-10-19 05:17:13,367][root][INFO] - ===> Epoch[4092](20456/5): Loss -0.8087, Sem 0.0255, dir -0.9849, norm 0.1507, swav 0.0000 LR: 6.871e-02 Score 99.149 Data time: 0.0704, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.6454 [2020-10-19 05:17:15,849][root][INFO] - ===> Epoch[4092](20457/5): Loss -0.8091, Sem 0.0195, dir -0.9857, norm 0.1571, swav 0.0000 LR: 6.871e-02 Score 99.356 Data time: 0.0670, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.3799 [2020-10-19 05:17:17,871][root][INFO] - ===> Epoch[4092](20458/5): Loss -0.8093, Sem 0.0236, dir -0.9842, norm 0.1513, swav 0.0000 LR: 6.871e-02 Score 99.212 Data time: 0.0892, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9235 [2020-10-19 05:17:20,168][root][INFO] - ===> Epoch[4092](20459/5): Loss -0.8102, Sem 0.0196, dir -0.9874, norm 0.1576, swav 0.0000 LR: 6.871e-02 Score 99.351 Data time: 0.0498, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1889 [2020-10-19 05:17:22,455][root][INFO] - ===> Epoch[4092](20460/5): Loss -0.8228, Sem 0.0197, dir -0.9857, norm 0.1433, swav 0.0000 LR: 6.871e-02 Score 99.325 Data time: 0.0744, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2264 [2020-10-19 05:17:24,902][root][INFO] - ===> Epoch[4093](20461/5): Loss -0.8011, Sem 0.0206, dir -0.9839, norm 0.1621, swav 0.0000 LR: 6.871e-02 Score 99.317 Data time: 0.0703, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.3450 [2020-10-19 05:17:26,707][root][INFO] - ===> Epoch[4093](20462/5): Loss -0.8188, Sem 0.0203, dir -0.9848, norm 0.1457, swav 0.0000 LR: 6.870e-02 Score 99.319 Data time: 0.0787, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.7074 [2020-10-19 05:17:28,723][root][INFO] - ===> Epoch[4093](20463/5): Loss -0.8180, Sem 0.0208, dir -0.9850, norm 0.1462, swav 0.0000 LR: 6.870e-02 Score 99.302 Data time: 0.0766, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9002 [2020-10-19 05:17:30,950][root][INFO] - ===> Epoch[4093](20464/5): Loss -0.8170, Sem 0.0188, dir -0.9855, norm 0.1497, swav 0.0000 LR: 6.870e-02 Score 99.369 Data time: 0.0773, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1179 [2020-10-19 05:17:33,058][root][INFO] - ===> Epoch[4093](20465/5): Loss -0.8106, Sem 0.0230, dir -0.9839, norm 0.1502, swav 0.0000 LR: 6.870e-02 Score 99.227 Data time: 0.0777, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9958 [2020-10-19 05:17:35,701][root][INFO] - ===> Epoch[4094](20466/5): Loss -0.8162, Sem 0.0180, dir -0.9864, norm 0.1522, swav 0.0000 LR: 6.870e-02 Score 99.391 Data time: 0.0874, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.5458 [2020-10-19 05:17:37,912][root][INFO] - ===> Epoch[4094](20467/5): Loss -0.8107, Sem 0.0224, dir -0.9841, norm 0.1511, swav 0.0000 LR: 6.870e-02 Score 99.247 Data time: 0.0876, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0952 [2020-10-19 05:17:39,993][root][INFO] - ===> Epoch[4094](20468/5): Loss -0.8082, Sem 0.0247, dir -0.9829, norm 0.1500, swav 0.0000 LR: 6.869e-02 Score 99.178 Data time: 0.0747, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9780 [2020-10-19 05:17:41,855][root][INFO] - ===> Epoch[4094](20469/5): Loss -0.8144, Sem 0.0196, dir -0.9867, norm 0.1527, swav 0.0000 LR: 6.869e-02 Score 99.352 Data time: 0.0823, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.7647 [2020-10-19 05:17:43,685][root][INFO] - ===> Epoch[4094](20470/5): Loss -0.8163, Sem 0.0202, dir -0.9849, norm 0.1484, swav 0.0000 LR: 6.869e-02 Score 99.336 Data time: 0.0653, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.7279 [2020-10-19 05:17:46,263][root][INFO] - ===> Epoch[4095](20471/5): Loss -0.8179, Sem 0.0195, dir -0.9846, norm 0.1471, swav 0.0000 LR: 6.869e-02 Score 99.342 Data time: 0.0518, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.4639 [2020-10-19 05:17:48,131][root][INFO] - ===> Epoch[4095](20472/5): Loss -0.8244, Sem 0.0195, dir -0.9861, norm 0.1422, swav 0.0000 LR: 6.869e-02 Score 99.348 Data time: 0.0633, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.7955 [2020-10-19 05:17:50,380][root][INFO] - ===> Epoch[4095](20473/5): Loss -0.8142, Sem 0.0195, dir -0.9846, norm 0.1510, swav 0.0000 LR: 6.869e-02 Score 99.356 Data time: 0.0707, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1554 [2020-10-19 05:17:52,376][root][INFO] - ===> Epoch[4095](20474/5): Loss -0.8166, Sem 0.0194, dir -0.9866, norm 0.1506, swav 0.0000 LR: 6.868e-02 Score 99.357 Data time: 0.0498, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8659 [2020-10-19 05:17:54,634][root][INFO] - ===> Epoch[4095](20475/5): Loss -0.8137, Sem 0.0212, dir -0.9847, norm 0.1499, swav 0.0000 LR: 6.868e-02 Score 99.280 Data time: 0.1008, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1490 [2020-10-19 05:17:56,518][root][INFO] - ===> Epoch[4096](20476/5): Loss -0.8244, Sem 0.0189, dir -0.9869, norm 0.1437, swav 0.0000 LR: 6.868e-02 Score 99.359 Data time: 0.0737, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.7681 [2020-10-19 05:17:58,481][root][INFO] - ===> Epoch[4096](20477/5): Loss -0.8244, Sem 0.0209, dir -0.9854, norm 0.1400, swav 0.0000 LR: 6.868e-02 Score 99.300 Data time: 0.0751, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8634 [2020-10-19 05:18:01,000][root][INFO] - ===> Epoch[4096](20478/5): Loss -0.8091, Sem 0.0217, dir -0.9850, norm 0.1542, swav 0.0000 LR: 6.868e-02 Score 99.274 Data time: 0.0800, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.4106 [2020-10-19 05:18:03,191][root][INFO] - ===> Epoch[4096](20479/5): Loss -0.8116, Sem 0.0197, dir -0.9838, norm 0.1525, swav 0.0000 LR: 6.868e-02 Score 99.337 Data time: 0.0990, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0755 [2020-10-19 05:18:05,415][root][INFO] - ===> Epoch[4096](20480/5): Loss -0.8124, Sem 0.0212, dir -0.9858, norm 0.1523, swav 0.0000 LR: 6.868e-02 Score 99.294 Data time: 0.0692, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0909 [2020-10-19 05:18:07,641][root][INFO] - ===> Epoch[4097](20481/5): Loss -0.8292, Sem 0.0181, dir -0.9858, norm 0.1385, swav 0.0000 LR: 6.867e-02 Score 99.402 Data time: 0.0475, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1297 [2020-10-19 05:18:09,725][root][INFO] - ===> Epoch[4097](20482/5): Loss -0.7965, Sem 0.0221, dir -0.9824, norm 0.1637, swav 0.0000 LR: 6.867e-02 Score 99.267 Data time: 0.0971, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0158 [2020-10-19 05:18:11,831][root][INFO] - ===> Epoch[4097](20483/5): Loss -0.8225, Sem 0.0219, dir -0.9874, norm 0.1430, swav 0.0000 LR: 6.867e-02 Score 99.289 Data time: 0.0920, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9933 [2020-10-19 05:18:14,057][root][INFO] - ===> Epoch[4097](20484/5): Loss -0.7831, Sem 0.0211, dir -0.9839, norm 0.1797, swav 0.0000 LR: 6.867e-02 Score 99.283 Data time: 0.0851, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1333 [2020-10-19 05:18:16,250][root][INFO] - ===> Epoch[4097](20485/5): Loss -0.8202, Sem 0.0197, dir -0.9857, norm 0.1457, swav 0.0000 LR: 6.867e-02 Score 99.347 Data time: 0.0693, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0849 [2020-10-19 05:18:18,380][root][INFO] - ===> Epoch[4098](20486/5): Loss -0.8123, Sem 0.0209, dir -0.9857, norm 0.1525, swav 0.0000 LR: 6.867e-02 Score 99.311 Data time: 0.0758, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0249 [2020-10-19 05:18:20,662][root][INFO] - ===> Epoch[4098](20487/5): Loss -0.8154, Sem 0.0239, dir -0.9855, norm 0.1462, swav 0.0000 LR: 6.866e-02 Score 99.273 Data time: 0.0824, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1881 [2020-10-19 05:18:22,926][root][INFO] - ===> Epoch[4098](20488/5): Loss -0.8119, Sem 0.0199, dir -0.9852, norm 0.1534, swav 0.0000 LR: 6.866e-02 Score 99.341 Data time: 0.0618, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1454 [2020-10-19 05:18:25,483][root][INFO] - ===> Epoch[4098](20489/5): Loss -0.8042, Sem 0.0260, dir -0.9838, norm 0.1536, swav 0.0000 LR: 6.866e-02 Score 99.154 Data time: 0.0993, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.4510 [2020-10-19 05:18:27,598][root][INFO] - ===> Epoch[4098](20490/5): Loss -0.8168, Sem 0.0225, dir -0.9857, norm 0.1464, swav 0.0000 LR: 6.866e-02 Score 99.237 Data time: 0.0790, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9820 [2020-10-19 05:18:29,572][root][INFO] - ===> Epoch[4099](20491/5): Loss -0.8121, Sem 0.0208, dir -0.9852, norm 0.1523, swav 0.0000 LR: 6.866e-02 Score 99.305 Data time: 0.0711, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8779 [2020-10-19 05:18:31,818][root][INFO] - ===> Epoch[4099](20492/5): Loss -0.8082, Sem 0.0194, dir -0.9846, norm 0.1569, swav 0.0000 LR: 6.866e-02 Score 99.341 Data time: 0.1036, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1484 [2020-10-19 05:18:34,053][root][INFO] - ===> Epoch[4099](20493/5): Loss -0.7999, Sem 0.0292, dir -0.9842, norm 0.1551, swav 0.0000 LR: 6.866e-02 Score 99.121 Data time: 0.0727, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.1257 [2020-10-19 05:18:37,018][root][INFO] - ===> Epoch[4099](20494/5): Loss -0.8201, Sem 0.0198, dir -0.9854, norm 0.1455, swav 0.0000 LR: 6.865e-02 Score 99.347 Data time: 0.0736, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.8632 [2020-10-19 05:18:39,146][root][INFO] - ===> Epoch[4099](20495/5): Loss -0.8186, Sem 0.0213, dir -0.9857, norm 0.1458, swav 0.0000 LR: 6.865e-02 Score 99.296 Data time: 0.0812, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.0265 [2020-10-19 05:18:41,491][root][INFO] - ===> Epoch[4100](20496/5): Loss -0.7924, Sem 0.0305, dir -0.9838, norm 0.1609, swav 0.0000 LR: 6.865e-02 Score 99.046 Data time: 0.0900, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.2345 [2020-10-19 05:18:43,476][root][INFO] - ===> Epoch[4100](20497/5): Loss -0.7861, Sem 0.0266, dir -0.9839, norm 0.1712, swav 0.0000 LR: 6.865e-02 Score 99.105 Data time: 0.0769, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8642 [2020-10-19 05:18:46,002][root][INFO] - ===> Epoch[4100](20498/5): Loss -0.7947, Sem 0.0229, dir -0.9846, norm 0.1671, swav 0.0000 LR: 6.865e-02 Score 99.233 Data time: 0.2453, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.3990 [2020-10-19 05:18:48,489][root][INFO] - ===> Epoch[4100](20499/5): Loss -0.7995, Sem 0.0256, dir -0.9838, norm 0.1586, swav 0.0000 LR: 6.865e-02 Score 99.156 Data time: 0.1005, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.3737 [2020-10-19 05:18:50,513][root][INFO] - ===> Epoch[4100](20500/5): Loss -0.8085, Sem 0.0225, dir -0.9853, norm 0.1543, swav 0.0000 LR: 6.864e-02 Score 99.267 Data time: 0.0845, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9115 [2020-10-19 05:18:51,851][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 05:18:53,602][root][INFO] - ===> Epoch[4101](20501/5): Loss -0.8086, Sem 0.0253, dir -0.9839, norm 0.1500, swav 0.0000 LR: 6.864e-02 Score 99.147 Data time: 0.0670, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.5806 [2020-10-19 05:18:55,823][root][INFO] - ===> Epoch[4101](20502/5): Loss -0.8121, Sem 0.0230, dir -0.9852, norm 0.1502, swav 0.0000 LR: 6.864e-02 Score 99.240 Data time: 0.0660, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.1317 [2020-10-19 05:18:57,871][root][INFO] - ===> Epoch[4101](20503/5): Loss -0.7985, Sem 0.0233, dir -0.9841, norm 0.1624, swav 0.0000 LR: 6.864e-02 Score 99.226 Data time: 0.0926, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.9336 [2020-10-19 05:18:59,828][root][INFO] - ===> Epoch[4101](20504/5): Loss -0.8001, Sem 0.0293, dir -0.9834, norm 0.1541, swav 0.0000 LR: 6.864e-02 Score 99.059 Data time: 0.0783, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.8651 [2020-10-19 05:19:02,106][root][INFO] - ===> Epoch[4101](20505/5): Loss -0.7826, Sem 0.0256, dir -0.9826, norm 0.1743, swav 0.0000 LR: 6.864e-02 Score 99.199 Data time: 0.0637, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.1740 [2020-10-19 05:19:04,273][root][INFO] - ===> Epoch[4102](20506/5): Loss -0.7910, Sem 0.0242, dir -0.9816, norm 0.1663, swav 0.0000 LR: 6.863e-02 Score 99.187 Data time: 0.0634, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.0630 [2020-10-19 05:19:06,412][root][INFO] - ===> Epoch[4102](20507/5): Loss -0.7883, Sem 0.0286, dir -0.9834, norm 0.1665, swav 0.0000 LR: 6.863e-02 Score 99.057 Data time: 0.0609, Forward time: 0.7746, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.0494 [2020-10-19 05:19:08,808][root][INFO] - ===> Epoch[4102](20508/5): Loss -0.8028, Sem 0.0210, dir -0.9842, norm 0.1603, swav 0.0000 LR: 6.863e-02 Score 99.299 Data time: 0.0773, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.3335 [2020-10-19 05:19:10,779][root][INFO] - ===> Epoch[4102](20509/5): Loss -0.8035, Sem 0.0233, dir -0.9837, norm 0.1570, swav 0.0000 LR: 6.863e-02 Score 99.202 Data time: 0.0580, Forward time: 0.7746, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.8696 [2020-10-19 05:19:13,162][root][INFO] - ===> Epoch[4102](20510/5): Loss -0.7998, Sem 0.0211, dir -0.9844, norm 0.1635, swav 0.0000 LR: 6.863e-02 Score 99.319 Data time: 0.0861, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.2846 [2020-10-19 05:19:15,385][root][INFO] - ===> Epoch[4103](20511/5): Loss -0.7830, Sem 0.0243, dir -0.9824, norm 0.1751, swav 0.0000 LR: 6.863e-02 Score 99.184 Data time: 0.0953, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.1241 [2020-10-19 05:19:17,492][root][INFO] - ===> Epoch[4103](20512/5): Loss -0.7944, Sem 0.0247, dir -0.9836, norm 0.1646, swav 0.0000 LR: 6.863e-02 Score 99.175 Data time: 0.0631, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.0013 [2020-10-19 05:19:19,851][root][INFO] - ===> Epoch[4103](20513/5): Loss -0.7966, Sem 0.0215, dir -0.9835, norm 0.1654, swav 0.0000 LR: 6.862e-02 Score 99.294 Data time: 0.0735, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.2456 [2020-10-19 05:19:21,845][root][INFO] - ===> Epoch[4103](20514/5): Loss -0.8046, Sem 0.0231, dir -0.9835, norm 0.1558, swav 0.0000 LR: 6.862e-02 Score 99.228 Data time: 0.0691, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.8890 [2020-10-19 05:19:24,129][root][INFO] - ===> Epoch[4103](20515/5): Loss -0.8052, Sem 0.0229, dir -0.9845, norm 0.1563, swav 0.0000 LR: 6.862e-02 Score 99.302 Data time: 0.0642, Forward time: 0.7746, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.1876 [2020-10-19 05:19:26,717][root][INFO] - ===> Epoch[4104](20516/5): Loss -0.7905, Sem 0.0257, dir -0.9840, norm 0.1677, swav 0.0000 LR: 6.862e-02 Score 99.163 Data time: 0.0723, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.4768 [2020-10-19 05:19:29,225][root][INFO] - ===> Epoch[4104](20517/5): Loss -0.8005, Sem 0.0254, dir -0.9830, norm 0.1572, swav 0.0000 LR: 6.862e-02 Score 99.174 Data time: 0.0822, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 2.4037 [2020-10-19 05:19:31,288][root][INFO] - ===> Epoch[4104](20518/5): Loss -0.7949, Sem 0.0246, dir -0.9847, norm 0.1651, swav 0.0000 LR: 6.862e-02 Score 99.180 Data time: 0.0800, Forward time: 0.7746, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.9470 [2020-10-19 05:19:33,233][root][INFO] - ===> Epoch[4104](20519/5): Loss -0.8093, Sem 0.0210, dir -0.9830, norm 0.1527, swav 0.0000 LR: 6.861e-02 Score 99.304 Data time: 0.0908, Forward time: 0.7747, Backward time: 1.1742, DDP time: 0.0030, Total iter time: 1.8436 [2020-10-19 05:19:35,368][root][INFO] - ===> Epoch[4104](20520/5): Loss -0.8206, Sem 0.0226, dir -0.9852, norm 0.1420, swav 0.0000 LR: 6.861e-02 Score 99.236 Data time: 0.0784, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.0184 [2020-10-19 05:19:37,994][root][INFO] - ===> Epoch[4105](20521/5): Loss -0.8006, Sem 0.0249, dir -0.9830, norm 0.1576, swav 0.0000 LR: 6.861e-02 Score 99.185 Data time: 0.2729, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.5129 [2020-10-19 05:19:40,216][root][INFO] - ===> Epoch[4105](20522/5): Loss -0.8192, Sem 0.0192, dir -0.9866, norm 0.1482, swav 0.0000 LR: 6.861e-02 Score 99.373 Data time: 0.0963, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.0917 [2020-10-19 05:19:42,391][root][INFO] - ===> Epoch[4105](20523/5): Loss -0.7997, Sem 0.0229, dir -0.9857, norm 0.1631, swav 0.0000 LR: 6.861e-02 Score 99.236 Data time: 0.0676, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.0683 [2020-10-19 05:19:44,258][root][INFO] - ===> Epoch[4105](20524/5): Loss -0.8142, Sem 0.0213, dir -0.9856, norm 0.1501, swav 0.0000 LR: 6.861e-02 Score 99.281 Data time: 0.0537, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.7804 [2020-10-19 05:19:46,690][root][INFO] - ===> Epoch[4105](20525/5): Loss -0.8147, Sem 0.0181, dir -0.9858, norm 0.1531, swav 0.0000 LR: 6.861e-02 Score 99.389 Data time: 0.1717, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.3401 [2020-10-19 05:19:49,090][root][INFO] - ===> Epoch[4106](20526/5): Loss -0.8094, Sem 0.0244, dir -0.9839, norm 0.1500, swav 0.0000 LR: 6.860e-02 Score 99.177 Data time: 0.0806, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.2594 [2020-10-19 05:19:51,171][root][INFO] - ===> Epoch[4106](20527/5): Loss -0.8035, Sem 0.0193, dir -0.9850, norm 0.1622, swav 0.0000 LR: 6.860e-02 Score 99.357 Data time: 0.0649, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.9778 [2020-10-19 05:19:53,203][root][INFO] - ===> Epoch[4106](20528/5): Loss -0.8127, Sem 0.0189, dir -0.9849, norm 0.1533, swav 0.0000 LR: 6.860e-02 Score 99.375 Data time: 0.0884, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.9361 [2020-10-19 05:19:55,467][root][INFO] - ===> Epoch[4106](20529/5): Loss -0.7898, Sem 0.0195, dir -0.9847, norm 0.1755, swav 0.0000 LR: 6.860e-02 Score 99.349 Data time: 0.0984, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.1558 [2020-10-19 05:19:57,820][root][INFO] - ===> Epoch[4106](20530/5): Loss -0.8039, Sem 0.0241, dir -0.9830, norm 0.1551, swav 0.0000 LR: 6.860e-02 Score 99.210 Data time: 0.0786, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.2350 [2020-10-19 05:19:59,909][root][INFO] - ===> Epoch[4107](20531/5): Loss -0.8116, Sem 0.0196, dir -0.9857, norm 0.1545, swav 0.0000 LR: 6.860e-02 Score 99.330 Data time: 0.0841, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.9748 [2020-10-19 05:20:02,105][root][INFO] - ===> Epoch[4107](20532/5): Loss -0.7943, Sem 0.0233, dir -0.9837, norm 0.1661, swav 0.0000 LR: 6.859e-02 Score 99.223 Data time: 0.2417, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.1052 [2020-10-19 05:20:04,324][root][INFO] - ===> Epoch[4107](20533/5): Loss -0.7753, Sem 0.0229, dir -0.9817, norm 0.1836, swav 0.0000 LR: 6.859e-02 Score 99.245 Data time: 0.0757, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.0880 [2020-10-19 05:20:06,552][root][INFO] - ===> Epoch[4107](20534/5): Loss -0.7848, Sem 0.0231, dir -0.9836, norm 0.1756, swav 0.0000 LR: 6.859e-02 Score 99.243 Data time: 0.1013, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.1138 [2020-10-19 05:20:08,184][root][INFO] - ===> Epoch[4107](20535/5): Loss -0.8181, Sem 0.0222, dir -0.9852, norm 0.1449, swav 0.0000 LR: 6.859e-02 Score 99.258 Data time: 0.0546, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.5158 [2020-10-19 05:20:10,235][root][INFO] - ===> Epoch[4108](20536/5): Loss -0.8174, Sem 0.0197, dir -0.9856, norm 0.1484, swav 0.0000 LR: 6.859e-02 Score 99.349 Data time: 0.0726, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.9682 [2020-10-19 05:20:12,216][root][INFO] - ===> Epoch[4108](20537/5): Loss -0.8169, Sem 0.0191, dir -0.9852, norm 0.1492, swav 0.0000 LR: 6.859e-02 Score 99.358 Data time: 0.0987, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.8870 [2020-10-19 05:20:14,841][root][INFO] - ===> Epoch[4108](20538/5): Loss -0.8065, Sem 0.0184, dir -0.9852, norm 0.1603, swav 0.0000 LR: 6.858e-02 Score 99.380 Data time: 0.1204, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 2.5006 [2020-10-19 05:20:16,897][root][INFO] - ===> Epoch[4108](20539/5): Loss -0.7990, Sem 0.0211, dir -0.9841, norm 0.1640, swav 0.0000 LR: 6.858e-02 Score 99.294 Data time: 0.0707, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.9158 [2020-10-19 05:20:18,868][root][INFO] - ===> Epoch[4108](20540/5): Loss -0.8066, Sem 0.0226, dir -0.9847, norm 0.1556, swav 0.0000 LR: 6.858e-02 Score 99.239 Data time: 0.0651, Forward time: 0.7747, Backward time: 1.1741, DDP time: 0.0030, Total iter time: 1.8516 [2020-10-19 05:20:20,646][root][INFO] - ===> Epoch[4109](20541/5): Loss -0.8096, Sem 0.0209, dir -0.9845, norm 0.1540, swav 0.0000 LR: 6.858e-02 Score 99.286 Data time: 0.0798, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 1.6806 [2020-10-19 05:20:22,922][root][INFO] - ===> Epoch[4109](20542/5): Loss -0.8084, Sem 0.0197, dir -0.9841, norm 0.1560, swav 0.0000 LR: 6.858e-02 Score 99.341 Data time: 0.0787, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 2.1656 [2020-10-19 05:20:25,020][root][INFO] - ===> Epoch[4109](20543/5): Loss -0.8039, Sem 0.0217, dir -0.9855, norm 0.1600, swav 0.0000 LR: 6.858e-02 Score 99.254 Data time: 0.0724, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 1.9666 [2020-10-19 05:20:27,213][root][INFO] - ===> Epoch[4109](20544/5): Loss -0.8087, Sem 0.0210, dir -0.9829, norm 0.1532, swav 0.0000 LR: 6.858e-02 Score 99.304 Data time: 0.0706, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 2.0759 [2020-10-19 05:20:29,236][root][INFO] - ===> Epoch[4109](20545/5): Loss -0.8289, Sem 0.0188, dir -0.9871, norm 0.1395, swav 0.0000 LR: 6.857e-02 Score 99.375 Data time: 0.1133, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 1.9331 [2020-10-19 05:20:31,817][root][INFO] - ===> Epoch[4110](20546/5): Loss -0.8058, Sem 0.0221, dir -0.9841, norm 0.1561, swav 0.0000 LR: 6.857e-02 Score 99.248 Data time: 0.0688, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 2.4806 [2020-10-19 05:20:33,724][root][INFO] - ===> Epoch[4110](20547/5): Loss -0.8081, Sem 0.0230, dir -0.9836, norm 0.1525, swav 0.0000 LR: 6.857e-02 Score 99.242 Data time: 0.0662, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 1.8335 [2020-10-19 05:20:35,904][root][INFO] - ===> Epoch[4110](20548/5): Loss -0.8150, Sem 0.0185, dir -0.9845, norm 0.1510, swav 0.0000 LR: 6.857e-02 Score 99.377 Data time: 0.1324, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 2.0624 [2020-10-19 05:20:38,240][root][INFO] - ===> Epoch[4110](20549/5): Loss -0.8191, Sem 0.0183, dir -0.9870, norm 0.1496, swav 0.0000 LR: 6.857e-02 Score 99.385 Data time: 0.0991, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 2.2163 [2020-10-19 05:20:40,357][root][INFO] - ===> Epoch[4110](20550/5): Loss -0.8295, Sem 0.0188, dir -0.9865, norm 0.1382, swav 0.0000 LR: 6.857e-02 Score 99.362 Data time: 0.1218, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 1.9851 [2020-10-19 05:20:42,625][root][INFO] - ===> Epoch[4111](20551/5): Loss -0.8248, Sem 0.0212, dir -0.9851, norm 0.1390, swav 0.0000 LR: 6.856e-02 Score 99.296 Data time: 0.0983, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 2.1634 [2020-10-19 05:20:44,908][root][INFO] - ===> Epoch[4111](20552/5): Loss -0.8198, Sem 0.0209, dir -0.9853, norm 0.1445, swav 0.0000 LR: 6.856e-02 Score 99.299 Data time: 0.0857, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 2.1809 [2020-10-19 05:20:46,944][root][INFO] - ===> Epoch[4111](20553/5): Loss -0.8156, Sem 0.0192, dir -0.9844, norm 0.1496, swav 0.0000 LR: 6.856e-02 Score 99.350 Data time: 0.0838, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 1.9614 [2020-10-19 05:20:49,097][root][INFO] - ===> Epoch[4111](20554/5): Loss -0.8161, Sem 0.0210, dir -0.9842, norm 0.1471, swav 0.0000 LR: 6.856e-02 Score 99.306 Data time: 0.0940, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 2.0488 [2020-10-19 05:20:51,304][root][INFO] - ===> Epoch[4111](20555/5): Loss -0.8203, Sem 0.0207, dir -0.9845, norm 0.1435, swav 0.0000 LR: 6.856e-02 Score 99.306 Data time: 0.0862, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 2.0938 [2020-10-19 05:20:53,475][root][INFO] - ===> Epoch[4112](20556/5): Loss -0.8112, Sem 0.0205, dir -0.9858, norm 0.1541, swav 0.0000 LR: 6.856e-02 Score 99.313 Data time: 0.0755, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 2.0666 [2020-10-19 05:20:55,541][root][INFO] - ===> Epoch[4112](20557/5): Loss -0.8184, Sem 0.0218, dir -0.9857, norm 0.1455, swav 0.0000 LR: 6.856e-02 Score 99.263 Data time: 0.0634, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 1.9609 [2020-10-19 05:20:57,505][root][INFO] - ===> Epoch[4112](20558/5): Loss -0.8320, Sem 0.0181, dir -0.9862, norm 0.1360, swav 0.0000 LR: 6.855e-02 Score 99.385 Data time: 0.0898, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 1.8836 [2020-10-19 05:21:00,314][root][INFO] - ===> Epoch[4112](20559/5): Loss -0.8298, Sem 0.0188, dir -0.9870, norm 0.1384, swav 0.0000 LR: 6.855e-02 Score 99.370 Data time: 0.0685, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 2.6972 [2020-10-19 05:21:02,712][root][INFO] - ===> Epoch[4112](20560/5): Loss -0.8226, Sem 0.0184, dir -0.9856, norm 0.1445, swav 0.0000 LR: 6.855e-02 Score 99.391 Data time: 0.0609, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 2.3344 [2020-10-19 05:21:05,067][root][INFO] - ===> Epoch[4113](20561/5): Loss -0.8028, Sem 0.0249, dir -0.9841, norm 0.1564, swav 0.0000 LR: 6.855e-02 Score 99.181 Data time: 0.0741, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 2.2819 [2020-10-19 05:21:07,065][root][INFO] - ===> Epoch[4113](20562/5): Loss -0.8201, Sem 0.0214, dir -0.9845, norm 0.1430, swav 0.0000 LR: 6.855e-02 Score 99.292 Data time: 0.0703, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 1.8745 [2020-10-19 05:21:08,755][root][INFO] - ===> Epoch[4113](20563/5): Loss -0.8128, Sem 0.0253, dir -0.9849, norm 0.1468, swav 0.0000 LR: 6.855e-02 Score 99.166 Data time: 0.0655, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 1.5802 [2020-10-19 05:21:10,750][root][INFO] - ===> Epoch[4113](20564/5): Loss -0.8269, Sem 0.0205, dir -0.9862, norm 0.1388, swav 0.0000 LR: 6.854e-02 Score 99.317 Data time: 0.0713, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 1.9227 [2020-10-19 05:21:13,260][root][INFO] - ===> Epoch[4113](20565/5): Loss -0.8163, Sem 0.0211, dir -0.9841, norm 0.1467, swav 0.0000 LR: 6.854e-02 Score 99.286 Data time: 0.3587, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 2.3595 [2020-10-19 05:21:15,838][root][INFO] - ===> Epoch[4114](20566/5): Loss -0.8065, Sem 0.0232, dir -0.9843, norm 0.1546, swav 0.0000 LR: 6.854e-02 Score 99.224 Data time: 0.0762, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 2.4476 [2020-10-19 05:21:18,145][root][INFO] - ===> Epoch[4114](20567/5): Loss -0.8126, Sem 0.0232, dir -0.9855, norm 0.1497, swav 0.0000 LR: 6.854e-02 Score 99.224 Data time: 0.0805, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 2.1936 [2020-10-19 05:21:20,683][root][INFO] - ===> Epoch[4114](20568/5): Loss -0.8118, Sem 0.0203, dir -0.9842, norm 0.1521, swav 0.0000 LR: 6.854e-02 Score 99.334 Data time: 0.0643, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 2.4234 [2020-10-19 05:21:22,795][root][INFO] - ===> Epoch[4114](20569/5): Loss -0.8090, Sem 0.0297, dir -0.9854, norm 0.1467, swav 0.0000 LR: 6.854e-02 Score 99.143 Data time: 0.0858, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 1.9937 [2020-10-19 05:21:24,888][root][INFO] - ===> Epoch[4114](20570/5): Loss -0.8268, Sem 0.0221, dir -0.9856, norm 0.1367, swav 0.0000 LR: 6.853e-02 Score 99.267 Data time: 0.0936, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 1.9850 [2020-10-19 05:21:26,858][root][INFO] - ===> Epoch[4115](20571/5): Loss -0.8096, Sem 0.0266, dir -0.9845, norm 0.1483, swav 0.0000 LR: 6.853e-02 Score 99.109 Data time: 0.0599, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 1.8606 [2020-10-19 05:21:28,877][root][INFO] - ===> Epoch[4115](20572/5): Loss -0.7968, Sem 0.0216, dir -0.9844, norm 0.1660, swav 0.0000 LR: 6.853e-02 Score 99.293 Data time: 0.0881, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 1.9230 [2020-10-19 05:21:30,931][root][INFO] - ===> Epoch[4115](20573/5): Loss -0.8044, Sem 0.0206, dir -0.9846, norm 0.1596, swav 0.0000 LR: 6.853e-02 Score 99.321 Data time: 0.0664, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 1.9342 [2020-10-19 05:21:33,113][root][INFO] - ===> Epoch[4115](20574/5): Loss -0.8165, Sem 0.0242, dir -0.9854, norm 0.1447, swav 0.0000 LR: 6.853e-02 Score 99.223 Data time: 0.0706, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 2.0768 [2020-10-19 05:21:35,104][root][INFO] - ===> Epoch[4115](20575/5): Loss -0.8004, Sem 0.0199, dir -0.9856, norm 0.1654, swav 0.0000 LR: 6.853e-02 Score 99.350 Data time: 0.0645, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 1.8758 [2020-10-19 05:21:37,562][root][INFO] - ===> Epoch[4116](20576/5): Loss -0.8166, Sem 0.0215, dir -0.9857, norm 0.1476, swav 0.0000 LR: 6.853e-02 Score 99.297 Data time: 0.1065, Forward time: 0.7747, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.3408 [2020-10-19 05:21:39,794][root][INFO] - ===> Epoch[4116](20577/5): Loss -0.8036, Sem 0.0232, dir -0.9847, norm 0.1579, swav 0.0000 LR: 6.852e-02 Score 99.229 Data time: 0.0638, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 2.0936 [2020-10-19 05:21:41,918][root][INFO] - ===> Epoch[4116](20578/5): Loss -0.8166, Sem 0.0232, dir -0.9843, norm 0.1445, swav 0.0000 LR: 6.852e-02 Score 99.216 Data time: 0.0825, Forward time: 0.7747, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 2.0354 [2020-10-19 05:21:44,178][root][INFO] - ===> Epoch[4116](20579/5): Loss -0.8033, Sem 0.0242, dir -0.9859, norm 0.1583, swav 0.0000 LR: 6.852e-02 Score 99.205 Data time: 0.0788, Forward time: 0.7747, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.1461 [2020-10-19 05:21:46,266][root][INFO] - ===> Epoch[4116](20580/5): Loss -0.7989, Sem 0.0235, dir -0.9854, norm 0.1631, swav 0.0000 LR: 6.852e-02 Score 99.203 Data time: 0.0812, Forward time: 0.7747, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.9752 [2020-10-19 05:21:48,333][root][INFO] - ===> Epoch[4117](20581/5): Loss -0.8067, Sem 0.0211, dir -0.9849, norm 0.1571, swav 0.0000 LR: 6.852e-02 Score 99.283 Data time: 0.0881, Forward time: 0.7747, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.9657 [2020-10-19 05:21:50,536][root][INFO] - ===> Epoch[4117](20582/5): Loss -0.8032, Sem 0.0201, dir -0.9836, norm 0.1603, swav 0.0000 LR: 6.852e-02 Score 99.331 Data time: 0.0790, Forward time: 0.7747, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.0988 [2020-10-19 05:21:52,641][root][INFO] - ===> Epoch[4117](20583/5): Loss -0.8227, Sem 0.0224, dir -0.9856, norm 0.1405, swav 0.0000 LR: 6.851e-02 Score 99.243 Data time: 0.0853, Forward time: 0.7747, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.9899 [2020-10-19 05:21:54,799][root][INFO] - ===> Epoch[4117](20584/5): Loss -0.8056, Sem 0.0208, dir -0.9853, norm 0.1588, swav 0.0000 LR: 6.851e-02 Score 99.316 Data time: 0.0976, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.0391 [2020-10-19 05:21:57,447][root][INFO] - ===> Epoch[4117](20585/5): Loss -0.8145, Sem 0.0218, dir -0.9844, norm 0.1481, swav 0.0000 LR: 6.851e-02 Score 99.277 Data time: 0.0797, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.5166 [2020-10-19 05:21:59,436][root][INFO] - ===> Epoch[4118](20586/5): Loss -0.8095, Sem 0.0197, dir -0.9856, norm 0.1564, swav 0.0000 LR: 6.851e-02 Score 99.333 Data time: 0.0708, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.8761 [2020-10-19 05:22:01,563][root][INFO] - ===> Epoch[4118](20587/5): Loss -0.8127, Sem 0.0213, dir -0.9847, norm 0.1507, swav 0.0000 LR: 6.851e-02 Score 99.288 Data time: 0.0772, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.0366 [2020-10-19 05:22:03,750][root][INFO] - ===> Epoch[4118](20588/5): Loss -0.8246, Sem 0.0202, dir -0.9855, norm 0.1407, swav 0.0000 LR: 6.851e-02 Score 99.327 Data time: 0.0721, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.0836 [2020-10-19 05:22:05,992][root][INFO] - ===> Epoch[4118](20589/5): Loss -0.8085, Sem 0.0226, dir -0.9833, norm 0.1522, swav 0.0000 LR: 6.851e-02 Score 99.228 Data time: 0.0910, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.1329 [2020-10-19 05:22:08,626][root][INFO] - ===> Epoch[4118](20590/5): Loss -0.8150, Sem 0.0181, dir -0.9858, norm 0.1527, swav 0.0000 LR: 6.850e-02 Score 99.394 Data time: 0.0772, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.5235 [2020-10-19 05:22:10,582][root][INFO] - ===> Epoch[4119](20591/5): Loss -0.8089, Sem 0.0212, dir -0.9857, norm 0.1556, swav 0.0000 LR: 6.850e-02 Score 99.297 Data time: 0.0672, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.8485 [2020-10-19 05:22:12,985][root][INFO] - ===> Epoch[4119](20592/5): Loss -0.7987, Sem 0.0237, dir -0.9838, norm 0.1613, swav 0.0000 LR: 6.850e-02 Score 99.231 Data time: 0.1459, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.3023 [2020-10-19 05:22:14,998][root][INFO] - ===> Epoch[4119](20593/5): Loss -0.8141, Sem 0.0217, dir -0.9855, norm 0.1497, swav 0.0000 LR: 6.850e-02 Score 99.274 Data time: 0.0854, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.9139 [2020-10-19 05:22:17,036][root][INFO] - ===> Epoch[4119](20594/5): Loss -0.8024, Sem 0.0203, dir -0.9859, norm 0.1631, swav 0.0000 LR: 6.850e-02 Score 99.321 Data time: 0.1194, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.9343 [2020-10-19 05:22:19,984][root][INFO] - ===> Epoch[4119](20595/5): Loss -0.7946, Sem 0.0233, dir -0.9837, norm 0.1658, swav 0.0000 LR: 6.850e-02 Score 99.216 Data time: 0.0709, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.8195 [2020-10-19 05:22:22,060][root][INFO] - ===> Epoch[4120](20596/5): Loss -0.8067, Sem 0.0204, dir -0.9840, norm 0.1570, swav 0.0000 LR: 6.849e-02 Score 99.309 Data time: 0.0677, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.9880 [2020-10-19 05:22:24,496][root][INFO] - ===> Epoch[4120](20597/5): Loss -0.8079, Sem 0.0204, dir -0.9844, norm 0.1561, swav 0.0000 LR: 6.849e-02 Score 99.302 Data time: 0.0847, Forward time: 0.7748, Backward time: 1.1740, DDP time: 0.0030, Total iter time: 2.3547 [2020-10-19 05:22:26,585][root][INFO] - ===> Epoch[4120](20598/5): Loss -0.8163, Sem 0.0203, dir -0.9860, norm 0.1494, swav 0.0000 LR: 6.849e-02 Score 99.335 Data time: 0.0703, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.9806 [2020-10-19 05:22:28,710][root][INFO] - ===> Epoch[4120](20599/5): Loss -0.8066, Sem 0.0215, dir -0.9858, norm 0.1577, swav 0.0000 LR: 6.849e-02 Score 99.299 Data time: 0.0766, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.0373 [2020-10-19 05:22:30,994][root][INFO] - ===> Epoch[4120](20600/5): Loss -0.8162, Sem 0.0205, dir -0.9852, norm 0.1485, swav 0.0000 LR: 6.849e-02 Score 99.316 Data time: 0.1007, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.1578 [2020-10-19 05:22:32,134][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 05:22:32,286][root][INFO] - ===> Start testing [2020-10-19 05:23:11,198][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1139 Loss 0.336 (AVG: 0.566) Score 92.478 (AVG: 89.678) mIOU 69.517 mAP 85.132 mAcc 77.017 IOU: 61.280 0.519 79.076 72.356 91.693 90.338 33.264 79.011 94.989 76.558 80.296 85.300 59.035 mAP: 81.292 26.112 93.891 87.141 98.645 98.511 54.663 95.670 99.601 91.729 94.372 94.261 90.834 mAcc: 76.778 4.831 85.175 82.274 94.624 97.758 36.035 90.185 96.751 88.832 89.878 96.234 61.868 [2020-10-19 05:23:11,199][root][INFO] - Finished test. Elapsed time: 38.9117 [2020-10-19 05:23:14,164][root][INFO] - [2020-10-19 05:23:14,165][root][INFO] - ################################################################ [2020-10-19 05:23:14,165][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 05:23:14,165][root][INFO] - ################################################################ [2020-10-19 05:23:14,165][root][INFO] - clutter : nan nan nan [2020-10-19 05:23:14,165][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 05:23:14,165][root][INFO] - board : 0.754 0.808 0.878 [2020-10-19 05:23:14,165][root][INFO] - bookcase : 0.229 0.341 0.524 [2020-10-19 05:23:14,165][root][INFO] - ceiling : 0.461 0.515 0.623 [2020-10-19 05:23:14,165][root][INFO] - chair : 0.817 0.895 0.924 [2020-10-19 05:23:14,165][root][INFO] - column : 0.212 0.285 0.354 [2020-10-19 05:23:14,165][root][INFO] - door : 0.688 0.837 0.899 [2020-10-19 05:23:14,165][root][INFO] - floor : 0.949 0.964 0.979 [2020-10-19 05:23:14,165][root][INFO] - sofa : 0.432 0.809 0.809 [2020-10-19 05:23:14,165][root][INFO] - table : 0.156 0.344 0.658 [2020-10-19 05:23:14,165][root][INFO] - wall : 0.573 0.776 0.866 [2020-10-19 05:23:14,165][root][INFO] - window : 0.528 0.749 0.767 [2020-10-19 05:23:14,165][root][INFO] - ---------------------------------------------------------------- [2020-10-19 05:23:14,165][root][INFO] - average : 0.483 0.610 0.690 [2020-10-19 05:23:14,165][root][INFO] - [2020-10-19 05:23:14,334][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 05:23:14,336][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 05:23:15,972][root][INFO] - ===> Epoch[4121](20601/5): Loss -0.8054, Sem 0.0230, dir -0.9830, norm 0.1546, swav 0.0000 LR: 6.849e-02 Score 99.225 Data time: 0.0783, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.6311 [2020-10-19 05:23:18,041][root][INFO] - ===> Epoch[4121](20602/5): Loss -0.8154, Sem 0.0210, dir -0.9863, norm 0.1498, swav 0.0000 LR: 6.848e-02 Score 99.282 Data time: 0.0777, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.9884 [2020-10-19 05:23:19,936][root][INFO] - ===> Epoch[4121](20603/5): Loss -0.8289, Sem 0.0199, dir -0.9850, norm 0.1362, swav 0.0000 LR: 6.848e-02 Score 99.323 Data time: 0.0798, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.7564 [2020-10-19 05:23:22,254][root][INFO] - ===> Epoch[4121](20604/5): Loss -0.7949, Sem 0.0222, dir -0.9842, norm 0.1671, swav 0.0000 LR: 6.848e-02 Score 99.282 Data time: 0.1004, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.2156 [2020-10-19 05:23:24,290][root][INFO] - ===> Epoch[4121](20605/5): Loss -0.7959, Sem 0.0239, dir -0.9833, norm 0.1635, swav 0.0000 LR: 6.848e-02 Score 99.210 Data time: 0.1846, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.9131 [2020-10-19 05:23:26,486][root][INFO] - ===> Epoch[4122](20606/5): Loss -0.8131, Sem 0.0232, dir -0.9851, norm 0.1488, swav 0.0000 LR: 6.848e-02 Score 99.217 Data time: 0.1520, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.1072 [2020-10-19 05:23:28,248][root][INFO] - ===> Epoch[4122](20607/5): Loss -0.8146, Sem 0.0208, dir -0.9857, norm 0.1503, swav 0.0000 LR: 6.848e-02 Score 99.307 Data time: 0.0771, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.6772 [2020-10-19 05:23:30,035][root][INFO] - ===> Epoch[4122](20608/5): Loss -0.8113, Sem 0.0229, dir -0.9849, norm 0.1507, swav 0.0000 LR: 6.848e-02 Score 99.252 Data time: 0.0694, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.6999 [2020-10-19 05:23:32,325][root][INFO] - ===> Epoch[4122](20609/5): Loss -0.8076, Sem 0.0213, dir -0.9843, norm 0.1553, swav 0.0000 LR: 6.847e-02 Score 99.311 Data time: 0.0612, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1935 [2020-10-19 05:23:34,316][root][INFO] - ===> Epoch[4122](20610/5): Loss -0.8027, Sem 0.0227, dir -0.9832, norm 0.1578, swav 0.0000 LR: 6.847e-02 Score 99.215 Data time: 0.0819, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9042 [2020-10-19 05:23:36,041][root][INFO] - ===> Epoch[4123](20611/5): Loss -0.8122, Sem 0.0225, dir -0.9842, norm 0.1496, swav 0.0000 LR: 6.847e-02 Score 99.243 Data time: 0.0519, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.5963 [2020-10-19 05:23:38,389][root][INFO] - ===> Epoch[4123](20612/5): Loss -0.7813, Sem 0.0202, dir -0.9836, norm 0.1821, swav 0.0000 LR: 6.847e-02 Score 99.328 Data time: 0.0740, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.3046 [2020-10-19 05:23:40,636][root][INFO] - ===> Epoch[4123](20613/5): Loss -0.8048, Sem 0.0216, dir -0.9843, norm 0.1579, swav 0.0000 LR: 6.847e-02 Score 99.270 Data time: 0.0546, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1569 [2020-10-19 05:23:43,402][root][INFO] - ===> Epoch[4123](20614/5): Loss -0.8031, Sem 0.0206, dir -0.9849, norm 0.1612, swav 0.0000 LR: 6.847e-02 Score 99.321 Data time: 0.0697, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.6757 [2020-10-19 05:23:45,419][root][INFO] - ===> Epoch[4123](20615/5): Loss -0.8157, Sem 0.0208, dir -0.9849, norm 0.1484, swav 0.0000 LR: 6.846e-02 Score 99.326 Data time: 0.0611, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.8958 [2020-10-19 05:23:47,830][root][INFO] - ===> Epoch[4124](20616/5): Loss -0.8049, Sem 0.0198, dir -0.9846, norm 0.1599, swav 0.0000 LR: 6.846e-02 Score 99.355 Data time: 0.0696, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.3120 [2020-10-19 05:23:50,064][root][INFO] - ===> Epoch[4124](20617/5): Loss -0.8052, Sem 0.0228, dir -0.9849, norm 0.1568, swav 0.0000 LR: 6.846e-02 Score 99.261 Data time: 0.0940, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.1308 [2020-10-19 05:23:52,454][root][INFO] - ===> Epoch[4124](20618/5): Loss -0.7908, Sem 0.0224, dir -0.9833, norm 0.1701, swav 0.0000 LR: 6.846e-02 Score 99.238 Data time: 0.1087, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.2843 [2020-10-19 05:23:54,712][root][INFO] - ===> Epoch[4124](20619/5): Loss -0.8099, Sem 0.0220, dir -0.9856, norm 0.1537, swav 0.0000 LR: 6.846e-02 Score 99.260 Data time: 0.0834, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.1640 [2020-10-19 05:23:56,657][root][INFO] - ===> Epoch[4124](20620/5): Loss -0.8073, Sem 0.0213, dir -0.9853, norm 0.1567, swav 0.0000 LR: 6.846e-02 Score 99.283 Data time: 0.0843, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8321 [2020-10-19 05:23:58,704][root][INFO] - ===> Epoch[4125](20621/5): Loss -0.8129, Sem 0.0206, dir -0.9847, norm 0.1512, swav 0.0000 LR: 6.846e-02 Score 99.318 Data time: 0.0803, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9787 [2020-10-19 05:24:00,773][root][INFO] - ===> Epoch[4125](20622/5): Loss -0.8083, Sem 0.0179, dir -0.9855, norm 0.1594, swav 0.0000 LR: 6.845e-02 Score 99.398 Data time: 0.0798, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9546 [2020-10-19 05:24:03,082][root][INFO] - ===> Epoch[4125](20623/5): Loss -0.8008, Sem 0.0212, dir -0.9850, norm 0.1630, swav 0.0000 LR: 6.845e-02 Score 99.264 Data time: 0.0800, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1999 [2020-10-19 05:24:05,042][root][INFO] - ===> Epoch[4125](20624/5): Loss -0.8191, Sem 0.0199, dir -0.9859, norm 0.1469, swav 0.0000 LR: 6.845e-02 Score 99.325 Data time: 0.0678, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8693 [2020-10-19 05:24:07,437][root][INFO] - ===> Epoch[4125](20625/5): Loss -0.7994, Sem 0.0205, dir -0.9839, norm 0.1639, swav 0.0000 LR: 6.845e-02 Score 99.325 Data time: 0.0915, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.3209 [2020-10-19 05:24:09,561][root][INFO] - ===> Epoch[4126](20626/5): Loss -0.8084, Sem 0.0197, dir -0.9850, norm 0.1568, swav 0.0000 LR: 6.845e-02 Score 99.341 Data time: 0.0903, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0001 [2020-10-19 05:24:11,673][root][INFO] - ===> Epoch[4126](20627/5): Loss -0.8043, Sem 0.0209, dir -0.9839, norm 0.1587, swav 0.0000 LR: 6.845e-02 Score 99.309 Data time: 0.0527, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0164 [2020-10-19 05:24:14,267][root][INFO] - ===> Epoch[4126](20628/5): Loss -0.8159, Sem 0.0201, dir -0.9859, norm 0.1498, swav 0.0000 LR: 6.844e-02 Score 99.313 Data time: 0.0604, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.5265 [2020-10-19 05:24:16,433][root][INFO] - ===> Epoch[4126](20629/5): Loss -0.8075, Sem 0.0204, dir -0.9840, norm 0.1561, swav 0.0000 LR: 6.844e-02 Score 99.321 Data time: 0.0742, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0784 [2020-10-19 05:24:18,689][root][INFO] - ===> Epoch[4126](20630/5): Loss -0.8058, Sem 0.0237, dir -0.9839, norm 0.1545, swav 0.0000 LR: 6.844e-02 Score 99.197 Data time: 0.0730, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.1639 [2020-10-19 05:24:21,142][root][INFO] - ===> Epoch[4127](20631/5): Loss -0.8074, Sem 0.0188, dir -0.9839, norm 0.1577, swav 0.0000 LR: 6.844e-02 Score 99.381 Data time: 0.0806, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.3711 [2020-10-19 05:24:23,243][root][INFO] - ===> Epoch[4127](20632/5): Loss -0.7929, Sem 0.0240, dir -0.9828, norm 0.1659, swav 0.0000 LR: 6.844e-02 Score 99.194 Data time: 0.0707, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.9941 [2020-10-19 05:24:25,421][root][INFO] - ===> Epoch[4127](20633/5): Loss -0.8204, Sem 0.0208, dir -0.9846, norm 0.1433, swav 0.0000 LR: 6.844e-02 Score 99.283 Data time: 0.0651, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.0822 [2020-10-19 05:24:27,339][root][INFO] - ===> Epoch[4127](20634/5): Loss -0.8218, Sem 0.0198, dir -0.9859, norm 0.1443, swav 0.0000 LR: 6.843e-02 Score 99.337 Data time: 0.1223, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8170 [2020-10-19 05:24:29,901][root][INFO] - ===> Epoch[4127](20635/5): Loss -0.8080, Sem 0.0203, dir -0.9856, norm 0.1573, swav 0.0000 LR: 6.843e-02 Score 99.331 Data time: 0.1016, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.4600 [2020-10-19 05:24:32,524][root][INFO] - ===> Epoch[4128](20636/5): Loss -0.8157, Sem 0.0201, dir -0.9857, norm 0.1500, swav 0.0000 LR: 6.843e-02 Score 99.319 Data time: 0.0963, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.5022 [2020-10-19 05:24:34,533][root][INFO] - ===> Epoch[4128](20637/5): Loss -0.8086, Sem 0.0206, dir -0.9853, norm 0.1562, swav 0.0000 LR: 6.843e-02 Score 99.322 Data time: 0.0846, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.8876 [2020-10-19 05:24:36,564][root][INFO] - ===> Epoch[4128](20638/5): Loss -0.8225, Sem 0.0194, dir -0.9865, norm 0.1446, swav 0.0000 LR: 6.843e-02 Score 99.356 Data time: 0.0879, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9524 [2020-10-19 05:24:38,871][root][INFO] - ===> Epoch[4128](20639/5): Loss -0.8007, Sem 0.0208, dir -0.9841, norm 0.1625, swav 0.0000 LR: 6.843e-02 Score 99.300 Data time: 0.0623, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1954 [2020-10-19 05:24:41,074][root][INFO] - ===> Epoch[4128](20640/5): Loss -0.8141, Sem 0.0270, dir -0.9851, norm 0.1441, swav 0.0000 LR: 6.843e-02 Score 99.172 Data time: 0.0793, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1248 [2020-10-19 05:24:43,405][root][INFO] - ===> Epoch[4129](20641/5): Loss -0.8238, Sem 0.0190, dir -0.9849, norm 0.1421, swav 0.0000 LR: 6.842e-02 Score 99.374 Data time: 0.0760, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.2295 [2020-10-19 05:24:45,332][root][INFO] - ===> Epoch[4129](20642/5): Loss -0.8099, Sem 0.0215, dir -0.9838, norm 0.1524, swav 0.0000 LR: 6.842e-02 Score 99.273 Data time: 0.0725, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8418 [2020-10-19 05:24:47,392][root][INFO] - ===> Epoch[4129](20643/5): Loss -0.8316, Sem 0.0182, dir -0.9867, norm 0.1369, swav 0.0000 LR: 6.842e-02 Score 99.386 Data time: 0.0692, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9431 [2020-10-19 05:24:49,508][root][INFO] - ===> Epoch[4129](20644/5): Loss -0.8055, Sem 0.0204, dir -0.9848, norm 0.1589, swav 0.0000 LR: 6.842e-02 Score 99.310 Data time: 0.0570, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0378 [2020-10-19 05:24:51,843][root][INFO] - ===> Epoch[4129](20645/5): Loss -0.8092, Sem 0.0193, dir -0.9841, norm 0.1556, swav 0.0000 LR: 6.842e-02 Score 99.347 Data time: 0.0964, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2236 [2020-10-19 05:24:53,987][root][INFO] - ===> Epoch[4130](20646/5): Loss -0.8141, Sem 0.0229, dir -0.9847, norm 0.1478, swav 0.0000 LR: 6.842e-02 Score 99.252 Data time: 0.0769, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0353 [2020-10-19 05:24:56,132][root][INFO] - ===> Epoch[4130](20647/5): Loss -0.8030, Sem 0.0301, dir -0.9844, norm 0.1512, swav 0.0000 LR: 6.841e-02 Score 99.177 Data time: 0.0563, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0475 [2020-10-19 05:24:58,245][root][INFO] - ===> Epoch[4130](20648/5): Loss -0.8235, Sem 0.0209, dir -0.9861, norm 0.1417, swav 0.0000 LR: 6.841e-02 Score 99.299 Data time: 0.0751, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0233 [2020-10-19 05:25:00,385][root][INFO] - ===> Epoch[4130](20649/5): Loss -0.8229, Sem 0.0192, dir -0.9854, norm 0.1433, swav 0.0000 LR: 6.841e-02 Score 99.365 Data time: 0.0813, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0389 [2020-10-19 05:25:02,930][root][INFO] - ===> Epoch[4130](20650/5): Loss -0.8189, Sem 0.0190, dir -0.9866, norm 0.1487, swav 0.0000 LR: 6.841e-02 Score 99.362 Data time: 0.0748, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.4355 [2020-10-19 05:25:04,985][root][INFO] - ===> Epoch[4131](20651/5): Loss -0.8064, Sem 0.0237, dir -0.9855, norm 0.1554, swav 0.0000 LR: 6.841e-02 Score 99.226 Data time: 0.0712, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.9993 [2020-10-19 05:25:07,268][root][INFO] - ===> Epoch[4131](20652/5): Loss -0.8044, Sem 0.0276, dir -0.9846, norm 0.1525, swav 0.0000 LR: 6.841e-02 Score 99.186 Data time: 0.0856, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1788 [2020-10-19 05:25:09,723][root][INFO] - ===> Epoch[4131](20653/5): Loss -0.8123, Sem 0.0227, dir -0.9838, norm 0.1488, swav 0.0000 LR: 6.840e-02 Score 99.243 Data time: 0.0797, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.3452 [2020-10-19 05:25:12,341][root][INFO] - ===> Epoch[4131](20654/5): Loss -0.8135, Sem 0.0218, dir -0.9854, norm 0.1501, swav 0.0000 LR: 6.840e-02 Score 99.275 Data time: 0.0747, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.5121 [2020-10-19 05:25:14,558][root][INFO] - ===> Epoch[4131](20655/5): Loss -0.8141, Sem 0.0216, dir -0.9863, norm 0.1506, swav 0.0000 LR: 6.840e-02 Score 99.269 Data time: 0.0822, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.1093 [2020-10-19 05:25:16,271][root][INFO] - ===> Epoch[4132](20656/5): Loss -0.8164, Sem 0.0224, dir -0.9845, norm 0.1457, swav 0.0000 LR: 6.840e-02 Score 99.243 Data time: 0.0663, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.6043 [2020-10-19 05:25:18,304][root][INFO] - ===> Epoch[4132](20657/5): Loss -0.7980, Sem 0.0364, dir -0.9849, norm 0.1504, swav 0.0000 LR: 6.840e-02 Score 99.032 Data time: 0.0674, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.9356 [2020-10-19 05:25:20,960][root][INFO] - ===> Epoch[4132](20658/5): Loss -0.8132, Sem 0.0257, dir -0.9850, norm 0.1461, swav 0.0000 LR: 6.840e-02 Score 99.230 Data time: 0.1124, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.5503 [2020-10-19 05:25:23,089][root][INFO] - ===> Epoch[4132](20659/5): Loss -0.8221, Sem 0.0268, dir -0.9859, norm 0.1370, swav 0.0000 LR: 6.840e-02 Score 99.120 Data time: 0.0736, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.0083 [2020-10-19 05:25:26,017][root][INFO] - ===> Epoch[4132](20660/5): Loss -0.8036, Sem 0.0239, dir -0.9854, norm 0.1578, swav 0.0000 LR: 6.839e-02 Score 99.233 Data time: 0.1297, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.8102 [2020-10-19 05:25:28,115][root][INFO] - ===> Epoch[4133](20661/5): Loss -0.8037, Sem 0.0254, dir -0.9837, norm 0.1546, swav 0.0000 LR: 6.839e-02 Score 99.157 Data time: 0.0891, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.9859 [2020-10-19 05:25:30,195][root][INFO] - ===> Epoch[4133](20662/5): Loss -0.8173, Sem 0.0223, dir -0.9858, norm 0.1462, swav 0.0000 LR: 6.839e-02 Score 99.253 Data time: 0.0650, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.9878 [2020-10-19 05:25:32,116][root][INFO] - ===> Epoch[4133](20663/5): Loss -0.8023, Sem 0.0285, dir -0.9847, norm 0.1540, swav 0.0000 LR: 6.839e-02 Score 99.098 Data time: 0.0728, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.8409 [2020-10-19 05:25:34,589][root][INFO] - ===> Epoch[4133](20664/5): Loss -0.7844, Sem 0.0278, dir -0.9836, norm 0.1714, swav 0.0000 LR: 6.839e-02 Score 99.140 Data time: 0.0620, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.3700 [2020-10-19 05:25:37,100][root][INFO] - ===> Epoch[4133](20665/5): Loss -0.8016, Sem 0.0288, dir -0.9829, norm 0.1525, swav 0.0000 LR: 6.839e-02 Score 99.084 Data time: 0.0803, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.4029 [2020-10-19 05:25:39,277][root][INFO] - ===> Epoch[4134](20666/5): Loss -0.7986, Sem 0.0284, dir -0.9845, norm 0.1575, swav 0.0000 LR: 6.838e-02 Score 99.097 Data time: 0.0961, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.0741 [2020-10-19 05:25:41,204][root][INFO] - ===> Epoch[4134](20667/5): Loss -0.7882, Sem 0.0284, dir -0.9814, norm 0.1647, swav 0.0000 LR: 6.838e-02 Score 99.083 Data time: 0.0868, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.8142 [2020-10-19 05:25:43,108][root][INFO] - ===> Epoch[4134](20668/5): Loss -0.8214, Sem 0.0219, dir -0.9843, norm 0.1410, swav 0.0000 LR: 6.838e-02 Score 99.268 Data time: 0.0774, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8054 [2020-10-19 05:25:45,140][root][INFO] - ===> Epoch[4134](20669/5): Loss -0.8013, Sem 0.0246, dir -0.9853, norm 0.1594, swav 0.0000 LR: 6.838e-02 Score 99.173 Data time: 0.0877, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9209 [2020-10-19 05:25:47,408][root][INFO] - ===> Epoch[4134](20670/5): Loss -0.7949, Sem 0.0281, dir -0.9837, norm 0.1607, swav 0.0000 LR: 6.838e-02 Score 99.088 Data time: 0.0735, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1538 [2020-10-19 05:25:49,367][root][INFO] - ===> Epoch[4135](20671/5): Loss -0.7812, Sem 0.0312, dir -0.9835, norm 0.1710, swav 0.0000 LR: 6.838e-02 Score 99.014 Data time: 0.0745, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8710 [2020-10-19 05:25:51,551][root][INFO] - ===> Epoch[4135](20672/5): Loss -0.8006, Sem 0.0251, dir -0.9832, norm 0.1575, swav 0.0000 LR: 6.838e-02 Score 99.159 Data time: 0.0935, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0936 [2020-10-19 05:25:53,513][root][INFO] - ===> Epoch[4135](20673/5): Loss -0.7938, Sem 0.0275, dir -0.9826, norm 0.1613, swav 0.0000 LR: 6.837e-02 Score 99.098 Data time: 0.0864, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8511 [2020-10-19 05:25:55,763][root][INFO] - ===> Epoch[4135](20674/5): Loss -0.7932, Sem 0.0318, dir -0.9822, norm 0.1572, swav 0.0000 LR: 6.837e-02 Score 98.957 Data time: 0.0694, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1516 [2020-10-19 05:25:57,922][root][INFO] - ===> Epoch[4135](20675/5): Loss -0.8069, Sem 0.0211, dir -0.9853, norm 0.1572, swav 0.0000 LR: 6.837e-02 Score 99.310 Data time: 0.0679, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0703 [2020-10-19 05:25:59,820][root][INFO] - ===> Epoch[4136](20676/5): Loss -0.7908, Sem 0.0266, dir -0.9816, norm 0.1642, swav 0.0000 LR: 6.837e-02 Score 99.103 Data time: 0.0791, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8059 [2020-10-19 05:26:01,969][root][INFO] - ===> Epoch[4136](20677/5): Loss -0.7870, Sem 0.0269, dir -0.9837, norm 0.1698, swav 0.0000 LR: 6.837e-02 Score 99.111 Data time: 0.2362, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0517 [2020-10-19 05:26:04,721][root][INFO] - ===> Epoch[4136](20678/5): Loss -0.7740, Sem 0.0284, dir -0.9818, norm 0.1794, swav 0.0000 LR: 6.837e-02 Score 99.075 Data time: 0.1513, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.6527 [2020-10-19 05:26:07,314][root][INFO] - ===> Epoch[4136](20679/5): Loss -0.7964, Sem 0.0260, dir -0.9845, norm 0.1621, swav 0.0000 LR: 6.836e-02 Score 99.119 Data time: 0.1027, Forward time: 0.7748, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.4704 [2020-10-19 05:26:09,326][root][INFO] - ===> Epoch[4136](20680/5): Loss -0.8076, Sem 0.0251, dir -0.9832, norm 0.1505, swav 0.0000 LR: 6.836e-02 Score 99.167 Data time: 0.0814, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9111 [2020-10-19 05:26:11,228][root][INFO] - ===> Epoch[4137](20681/5): Loss -0.7834, Sem 0.0361, dir -0.9819, norm 0.1624, swav 0.0000 LR: 6.836e-02 Score 99.005 Data time: 0.0821, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8054 [2020-10-19 05:26:13,251][root][INFO] - ===> Epoch[4137](20682/5): Loss -0.7858, Sem 0.0252, dir -0.9838, norm 0.1729, swav 0.0000 LR: 6.836e-02 Score 99.168 Data time: 0.1034, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9355 [2020-10-19 05:26:15,419][root][INFO] - ===> Epoch[4137](20683/5): Loss -0.7905, Sem 0.0269, dir -0.9831, norm 0.1657, swav 0.0000 LR: 6.836e-02 Score 99.126 Data time: 0.0856, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0815 [2020-10-19 05:26:17,378][root][INFO] - ===> Epoch[4137](20684/5): Loss -0.7986, Sem 0.0228, dir -0.9836, norm 0.1622, swav 0.0000 LR: 6.836e-02 Score 99.246 Data time: 0.0757, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8377 [2020-10-19 05:26:19,626][root][INFO] - ===> Epoch[4137](20685/5): Loss -0.7961, Sem 0.0249, dir -0.9850, norm 0.1640, swav 0.0000 LR: 6.835e-02 Score 99.173 Data time: 0.0780, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1576 [2020-10-19 05:26:22,032][root][INFO] - ===> Epoch[4138](20686/5): Loss -0.7972, Sem 0.0248, dir -0.9840, norm 0.1619, swav 0.0000 LR: 6.835e-02 Score 99.165 Data time: 0.0681, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2984 [2020-10-19 05:26:24,751][root][INFO] - ===> Epoch[4138](20687/5): Loss -0.7995, Sem 0.0237, dir -0.9837, norm 0.1605, swav 0.0000 LR: 6.835e-02 Score 99.222 Data time: 0.0840, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.6176 [2020-10-19 05:26:27,133][root][INFO] - ===> Epoch[4138](20688/5): Loss -0.8061, Sem 0.0247, dir -0.9832, norm 0.1524, swav 0.0000 LR: 6.835e-02 Score 99.180 Data time: 0.0955, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2760 [2020-10-19 05:26:29,282][root][INFO] - ===> Epoch[4138](20689/5): Loss -0.8138, Sem 0.0247, dir -0.9848, norm 0.1463, swav 0.0000 LR: 6.835e-02 Score 99.143 Data time: 0.0886, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0295 [2020-10-19 05:26:31,978][root][INFO] - ===> Epoch[4138](20690/5): Loss -0.7999, Sem 0.0237, dir -0.9828, norm 0.1591, swav 0.0000 LR: 6.835e-02 Score 99.209 Data time: 0.0907, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.6027 [2020-10-19 05:26:33,990][root][INFO] - ===> Epoch[4139](20691/5): Loss -0.8106, Sem 0.0233, dir -0.9845, norm 0.1507, swav 0.0000 LR: 6.835e-02 Score 99.225 Data time: 0.0764, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8967 [2020-10-19 05:26:36,157][root][INFO] - ===> Epoch[4139](20692/5): Loss -0.7968, Sem 0.0244, dir -0.9834, norm 0.1622, swav 0.0000 LR: 6.834e-02 Score 99.228 Data time: 0.0861, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0697 [2020-10-19 05:26:38,402][root][INFO] - ===> Epoch[4139](20693/5): Loss -0.8045, Sem 0.0233, dir -0.9822, norm 0.1545, swav 0.0000 LR: 6.834e-02 Score 99.203 Data time: 0.0681, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1489 [2020-10-19 05:26:40,422][root][INFO] - ===> Epoch[4139](20694/5): Loss -0.8062, Sem 0.0244, dir -0.9850, norm 0.1545, swav 0.0000 LR: 6.834e-02 Score 99.175 Data time: 0.0647, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9097 [2020-10-19 05:26:42,511][root][INFO] - ===> Epoch[4139](20695/5): Loss -0.8075, Sem 0.0240, dir -0.9847, norm 0.1531, swav 0.0000 LR: 6.834e-02 Score 99.208 Data time: 0.0830, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9854 [2020-10-19 05:26:44,783][root][INFO] - ===> Epoch[4140](20696/5): Loss -0.8083, Sem 0.0206, dir -0.9847, norm 0.1558, swav 0.0000 LR: 6.834e-02 Score 99.300 Data time: 0.2058, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1375 [2020-10-19 05:26:47,013][root][INFO] - ===> Epoch[4140](20697/5): Loss -0.7916, Sem 0.0231, dir -0.9837, norm 0.1689, swav 0.0000 LR: 6.834e-02 Score 99.252 Data time: 0.0928, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1242 [2020-10-19 05:26:48,996][root][INFO] - ===> Epoch[4140](20698/5): Loss -0.8130, Sem 0.0259, dir -0.9851, norm 0.1462, swav 0.0000 LR: 6.833e-02 Score 99.150 Data time: 0.0761, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8814 [2020-10-19 05:26:51,208][root][INFO] - ===> Epoch[4140](20699/5): Loss -0.8097, Sem 0.0245, dir -0.9846, norm 0.1503, swav 0.0000 LR: 6.833e-02 Score 99.175 Data time: 0.0885, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1084 [2020-10-19 05:26:53,379][root][INFO] - ===> Epoch[4140](20700/5): Loss -0.8063, Sem 0.0246, dir -0.9845, norm 0.1537, swav 0.0000 LR: 6.833e-02 Score 99.179 Data time: 0.0573, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0421 [2020-10-19 05:26:54,370][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 05:26:56,507][root][INFO] - ===> Epoch[4141](20701/5): Loss -0.7986, Sem 0.0215, dir -0.9841, norm 0.1639, swav 0.0000 LR: 6.833e-02 Score 99.294 Data time: 0.0938, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9577 [2020-10-19 05:26:58,946][root][INFO] - ===> Epoch[4141](20702/5): Loss -0.7925, Sem 0.0256, dir -0.9826, norm 0.1645, swav 0.0000 LR: 6.833e-02 Score 99.133 Data time: 0.0768, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.3216 [2020-10-19 05:27:00,844][root][INFO] - ===> Epoch[4141](20703/5): Loss -0.8111, Sem 0.0212, dir -0.9853, norm 0.1530, swav 0.0000 LR: 6.833e-02 Score 99.281 Data time: 0.0791, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.7973 [2020-10-19 05:27:02,885][root][INFO] - ===> Epoch[4141](20704/5): Loss -0.8030, Sem 0.0210, dir -0.9839, norm 0.1599, swav 0.0000 LR: 6.833e-02 Score 99.301 Data time: 0.0928, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9418 [2020-10-19 05:27:05,023][root][INFO] - ===> Epoch[4141](20705/5): Loss -0.8136, Sem 0.0248, dir -0.9849, norm 0.1465, swav 0.0000 LR: 6.832e-02 Score 99.189 Data time: 0.1051, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0161 [2020-10-19 05:27:07,305][root][INFO] - ===> Epoch[4142](20706/5): Loss -0.8019, Sem 0.0245, dir -0.9845, norm 0.1581, swav 0.0000 LR: 6.832e-02 Score 99.209 Data time: 0.0911, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1748 [2020-10-19 05:27:09,567][root][INFO] - ===> Epoch[4142](20707/5): Loss -0.8146, Sem 0.0228, dir -0.9845, norm 0.1471, swav 0.0000 LR: 6.832e-02 Score 99.239 Data time: 0.0942, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1691 [2020-10-19 05:27:11,694][root][INFO] - ===> Epoch[4142](20708/5): Loss -0.8043, Sem 0.0223, dir -0.9852, norm 0.1587, swav 0.0000 LR: 6.832e-02 Score 99.243 Data time: 0.0855, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0139 [2020-10-19 05:27:13,598][root][INFO] - ===> Epoch[4142](20709/5): Loss -0.8216, Sem 0.0200, dir -0.9855, norm 0.1439, swav 0.0000 LR: 6.832e-02 Score 99.315 Data time: 0.0697, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8023 [2020-10-19 05:27:16,179][root][INFO] - ===> Epoch[4142](20710/5): Loss -0.8018, Sem 0.0222, dir -0.9844, norm 0.1604, swav 0.0000 LR: 6.832e-02 Score 99.246 Data time: 0.0521, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.5052 [2020-10-19 05:27:18,114][root][INFO] - ===> Epoch[4143](20711/5): Loss -0.8134, Sem 0.0251, dir -0.9832, norm 0.1447, swav 0.0000 LR: 6.831e-02 Score 99.171 Data time: 0.0763, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8753 [2020-10-19 05:27:20,206][root][INFO] - ===> Epoch[4143](20712/5): Loss -0.7851, Sem 0.0193, dir -0.9856, norm 0.1812, swav 0.0000 LR: 6.831e-02 Score 99.368 Data time: 0.1838, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9861 [2020-10-19 05:27:22,437][root][INFO] - ===> Epoch[4143](20713/5): Loss -0.8141, Sem 0.0217, dir -0.9858, norm 0.1500, swav 0.0000 LR: 6.831e-02 Score 99.275 Data time: 0.0958, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1212 [2020-10-19 05:27:24,536][root][INFO] - ===> Epoch[4143](20714/5): Loss -0.8145, Sem 0.0217, dir -0.9848, norm 0.1486, swav 0.0000 LR: 6.831e-02 Score 99.253 Data time: 0.0879, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9823 [2020-10-19 05:27:27,060][root][INFO] - ===> Epoch[4143](20715/5): Loss -0.8080, Sem 0.0204, dir -0.9856, norm 0.1572, swav 0.0000 LR: 6.831e-02 Score 99.323 Data time: 0.0898, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.4326 [2020-10-19 05:27:29,110][root][INFO] - ===> Epoch[4144](20716/5): Loss -0.8038, Sem 0.0201, dir -0.9843, norm 0.1604, swav 0.0000 LR: 6.831e-02 Score 99.316 Data time: 0.0823, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9288 [2020-10-19 05:27:31,007][root][INFO] - ===> Epoch[4144](20717/5): Loss -0.8023, Sem 0.0220, dir -0.9844, norm 0.1600, swav 0.0000 LR: 6.830e-02 Score 99.248 Data time: 0.0571, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8269 [2020-10-19 05:27:33,433][root][INFO] - ===> Epoch[4144](20718/5): Loss -0.7580, Sem 0.0267, dir -0.9832, norm 0.1984, swav 0.0000 LR: 6.830e-02 Score 99.154 Data time: 0.0604, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.3426 [2020-10-19 05:27:35,647][root][INFO] - ===> Epoch[4144](20719/5): Loss -0.8037, Sem 0.0215, dir -0.9840, norm 0.1587, swav 0.0000 LR: 6.830e-02 Score 99.284 Data time: 0.0668, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1410 [2020-10-19 05:27:37,687][root][INFO] - ===> Epoch[4144](20720/5): Loss -0.7904, Sem 0.0229, dir -0.9846, norm 0.1713, swav 0.0000 LR: 6.830e-02 Score 99.235 Data time: 0.0790, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9577 [2020-10-19 05:27:39,662][root][INFO] - ===> Epoch[4145](20721/5): Loss -0.7952, Sem 0.0254, dir -0.9837, norm 0.1632, swav 0.0000 LR: 6.830e-02 Score 99.201 Data time: 0.1829, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8400 [2020-10-19 05:27:41,878][root][INFO] - ===> Epoch[4145](20722/5): Loss -0.8125, Sem 0.0189, dir -0.9849, norm 0.1536, swav 0.0000 LR: 6.830e-02 Score 99.367 Data time: 0.0852, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1362 [2020-10-19 05:27:44,633][root][INFO] - ===> Epoch[4145](20723/5): Loss -0.8019, Sem 0.0221, dir -0.9841, norm 0.1600, swav 0.0000 LR: 6.830e-02 Score 99.262 Data time: 0.0961, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.6331 [2020-10-19 05:27:46,607][root][INFO] - ===> Epoch[4145](20724/5): Loss -0.8175, Sem 0.0212, dir -0.9852, norm 0.1465, swav 0.0000 LR: 6.829e-02 Score 99.284 Data time: 0.0559, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8692 [2020-10-19 05:27:49,075][root][INFO] - ===> Epoch[4145](20725/5): Loss -0.7925, Sem 0.0231, dir -0.9834, norm 0.1678, swav 0.0000 LR: 6.829e-02 Score 99.234 Data time: 0.0814, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.3843 [2020-10-19 05:27:51,416][root][INFO] - ===> Epoch[4146](20726/5): Loss -0.8151, Sem 0.0203, dir -0.9857, norm 0.1503, swav 0.0000 LR: 6.829e-02 Score 99.323 Data time: 0.0932, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.2861 [2020-10-19 05:27:53,691][root][INFO] - ===> Epoch[4146](20727/5): Loss -0.7915, Sem 0.0195, dir -0.9843, norm 0.1733, swav 0.0000 LR: 6.829e-02 Score 99.353 Data time: 0.0660, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1597 [2020-10-19 05:27:55,885][root][INFO] - ===> Epoch[4146](20728/5): Loss -0.8011, Sem 0.0220, dir -0.9838, norm 0.1606, swav 0.0000 LR: 6.829e-02 Score 99.280 Data time: 0.0762, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1098 [2020-10-19 05:27:58,029][root][INFO] - ===> Epoch[4146](20729/5): Loss -0.8037, Sem 0.0219, dir -0.9838, norm 0.1583, swav 0.0000 LR: 6.829e-02 Score 99.255 Data time: 0.0666, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0619 [2020-10-19 05:28:00,517][root][INFO] - ===> Epoch[4146](20730/5): Loss -0.8180, Sem 0.0212, dir -0.9855, norm 0.1462, swav 0.0000 LR: 6.828e-02 Score 99.277 Data time: 0.0686, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.3946 [2020-10-19 05:28:02,454][root][INFO] - ===> Epoch[4147](20731/5): Loss -0.8184, Sem 0.0198, dir -0.9863, norm 0.1481, swav 0.0000 LR: 6.828e-02 Score 99.337 Data time: 0.0667, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8545 [2020-10-19 05:28:05,570][root][INFO] - ===> Epoch[4147](20732/5): Loss -0.7981, Sem 0.0224, dir -0.9842, norm 0.1636, swav 0.0000 LR: 6.828e-02 Score 99.277 Data time: 0.0747, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 3.0030 [2020-10-19 05:28:07,727][root][INFO] - ===> Epoch[4147](20733/5): Loss -0.8152, Sem 0.0204, dir -0.9859, norm 0.1502, swav 0.0000 LR: 6.828e-02 Score 99.314 Data time: 0.0622, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0434 [2020-10-19 05:28:09,987][root][INFO] - ===> Epoch[4147](20734/5): Loss -0.8098, Sem 0.0220, dir -0.9855, norm 0.1538, swav 0.0000 LR: 6.828e-02 Score 99.267 Data time: 0.0737, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1718 [2020-10-19 05:28:11,955][root][INFO] - ===> Epoch[4147](20735/5): Loss -0.8011, Sem 0.0235, dir -0.9835, norm 0.1589, swav 0.0000 LR: 6.828e-02 Score 99.229 Data time: 0.0970, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8641 [2020-10-19 05:28:14,036][root][INFO] - ===> Epoch[4148](20736/5): Loss -0.8147, Sem 0.0220, dir -0.9853, norm 0.1487, swav 0.0000 LR: 6.828e-02 Score 99.264 Data time: 0.0710, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9743 [2020-10-19 05:28:16,217][root][INFO] - ===> Epoch[4148](20737/5): Loss -0.8201, Sem 0.0201, dir -0.9843, norm 0.1440, swav 0.0000 LR: 6.827e-02 Score 99.320 Data time: 0.0727, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0894 [2020-10-19 05:28:18,346][root][INFO] - ===> Epoch[4148](20738/5): Loss -0.8061, Sem 0.0210, dir -0.9845, norm 0.1574, swav 0.0000 LR: 6.827e-02 Score 99.293 Data time: 0.0819, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0255 [2020-10-19 05:28:20,522][root][INFO] - ===> Epoch[4148](20739/5): Loss -0.8022, Sem 0.0192, dir -0.9855, norm 0.1642, swav 0.0000 LR: 6.827e-02 Score 99.349 Data time: 0.1014, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0617 [2020-10-19 05:28:22,903][root][INFO] - ===> Epoch[4148](20740/5): Loss -0.8145, Sem 0.0225, dir -0.9855, norm 0.1485, swav 0.0000 LR: 6.827e-02 Score 99.259 Data time: 0.0759, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.2516 [2020-10-19 05:28:25,684][root][INFO] - ===> Epoch[4149](20741/5): Loss -0.7883, Sem 0.0228, dir -0.9845, norm 0.1734, swav 0.0000 LR: 6.827e-02 Score 99.252 Data time: 0.0840, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.6857 [2020-10-19 05:28:27,846][root][INFO] - ===> Epoch[4149](20742/5): Loss -0.8098, Sem 0.0217, dir -0.9860, norm 0.1545, swav 0.0000 LR: 6.827e-02 Score 99.288 Data time: 0.0809, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0428 [2020-10-19 05:28:29,830][root][INFO] - ===> Epoch[4149](20743/5): Loss -0.8080, Sem 0.0224, dir -0.9837, norm 0.1532, swav 0.0000 LR: 6.826e-02 Score 99.236 Data time: 0.0727, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8561 [2020-10-19 05:28:31,982][root][INFO] - ===> Epoch[4149](20744/5): Loss -0.8113, Sem 0.0164, dir -0.9876, norm 0.1600, swav 0.0000 LR: 6.826e-02 Score 99.456 Data time: 0.0898, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0610 [2020-10-19 05:28:33,872][root][INFO] - ===> Epoch[4149](20745/5): Loss -0.8064, Sem 0.0210, dir -0.9842, norm 0.1568, swav 0.0000 LR: 6.826e-02 Score 99.283 Data time: 0.2124, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.7862 [2020-10-19 05:28:36,058][root][INFO] - ===> Epoch[4150](20746/5): Loss -0.7915, Sem 0.0219, dir -0.9832, norm 0.1698, swav 0.0000 LR: 6.826e-02 Score 99.287 Data time: 0.0921, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0823 [2020-10-19 05:28:37,938][root][INFO] - ===> Epoch[4150](20747/5): Loss -0.7977, Sem 0.0214, dir -0.9848, norm 0.1657, swav 0.0000 LR: 6.826e-02 Score 99.277 Data time: 0.0728, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.7441 [2020-10-19 05:28:40,326][root][INFO] - ===> Epoch[4150](20748/5): Loss -0.8041, Sem 0.0199, dir -0.9832, norm 0.1592, swav 0.0000 LR: 6.826e-02 Score 99.317 Data time: 0.2159, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.3064 [2020-10-19 05:28:42,928][root][INFO] - ===> Epoch[4150](20749/5): Loss -0.8093, Sem 0.0189, dir -0.9863, norm 0.1582, swav 0.0000 LR: 6.825e-02 Score 99.371 Data time: 0.1902, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.4936 [2020-10-19 05:28:44,889][root][INFO] - ===> Epoch[4150](20750/5): Loss -0.7947, Sem 0.0231, dir -0.9823, norm 0.1645, swav 0.0000 LR: 6.825e-02 Score 99.227 Data time: 0.0906, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8464 [2020-10-19 05:28:46,790][root][INFO] - ===> Epoch[4151](20751/5): Loss -0.8087, Sem 0.0226, dir -0.9847, norm 0.1535, swav 0.0000 LR: 6.825e-02 Score 99.243 Data time: 0.0785, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8145 [2020-10-19 05:28:48,791][root][INFO] - ===> Epoch[4151](20752/5): Loss -0.8085, Sem 0.0214, dir -0.9857, norm 0.1558, swav 0.0000 LR: 6.825e-02 Score 99.284 Data time: 0.1377, Forward time: 0.7749, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.9255 [2020-10-19 05:28:51,533][root][INFO] - ===> Epoch[4151](20753/5): Loss -0.8097, Sem 0.0210, dir -0.9846, norm 0.1539, swav 0.0000 LR: 6.825e-02 Score 99.285 Data time: 0.2999, Forward time: 0.7750, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.6478 [2020-10-19 05:28:53,431][root][INFO] - ===> Epoch[4151](20754/5): Loss -0.8090, Sem 0.0209, dir -0.9841, norm 0.1542, swav 0.0000 LR: 6.825e-02 Score 99.328 Data time: 0.1050, Forward time: 0.7750, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.7908 [2020-10-19 05:28:55,338][root][INFO] - ===> Epoch[4151](20755/5): Loss -0.8120, Sem 0.0202, dir -0.9845, norm 0.1523, swav 0.0000 LR: 6.825e-02 Score 99.329 Data time: 0.0669, Forward time: 0.7750, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.8142 [2020-10-19 05:28:57,644][root][INFO] - ===> Epoch[4152](20756/5): Loss -0.8144, Sem 0.0221, dir -0.9852, norm 0.1488, swav 0.0000 LR: 6.824e-02 Score 99.242 Data time: 0.0598, Forward time: 0.7750, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.2139 [2020-10-19 05:28:59,833][root][INFO] - ===> Epoch[4152](20757/5): Loss -0.8176, Sem 0.0216, dir -0.9862, norm 0.1469, swav 0.0000 LR: 6.824e-02 Score 99.280 Data time: 0.0812, Forward time: 0.7750, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.1162 [2020-10-19 05:29:01,695][root][INFO] - ===> Epoch[4152](20758/5): Loss -0.8211, Sem 0.0197, dir -0.9853, norm 0.1445, swav 0.0000 LR: 6.824e-02 Score 99.336 Data time: 0.0660, Forward time: 0.7750, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.7576 [2020-10-19 05:29:04,438][root][INFO] - ===> Epoch[4152](20759/5): Loss -0.8103, Sem 0.0200, dir -0.9863, norm 0.1560, swav 0.0000 LR: 6.824e-02 Score 99.332 Data time: 0.0611, Forward time: 0.7749, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.6608 [2020-10-19 05:29:06,706][root][INFO] - ===> Epoch[4152](20760/5): Loss -0.8156, Sem 0.0195, dir -0.9854, norm 0.1503, swav 0.0000 LR: 6.824e-02 Score 99.346 Data time: 0.0639, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1832 [2020-10-19 05:29:08,912][root][INFO] - ===> Epoch[4153](20761/5): Loss -0.8068, Sem 0.0250, dir -0.9832, norm 0.1514, swav 0.0000 LR: 6.824e-02 Score 99.157 Data time: 0.0831, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1227 [2020-10-19 05:29:11,180][root][INFO] - ===> Epoch[4153](20762/5): Loss -0.8276, Sem 0.0199, dir -0.9861, norm 0.1385, swav 0.0000 LR: 6.823e-02 Score 99.336 Data time: 0.0735, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1700 [2020-10-19 05:29:13,528][root][INFO] - ===> Epoch[4153](20763/5): Loss -0.8050, Sem 0.0209, dir -0.9840, norm 0.1581, swav 0.0000 LR: 6.823e-02 Score 99.292 Data time: 0.0746, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.2567 [2020-10-19 05:29:15,899][root][INFO] - ===> Epoch[4153](20764/5): Loss -0.8205, Sem 0.0205, dir -0.9857, norm 0.1447, swav 0.0000 LR: 6.823e-02 Score 99.307 Data time: 0.0626, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.2613 [2020-10-19 05:29:17,926][root][INFO] - ===> Epoch[4153](20765/5): Loss -0.8023, Sem 0.0193, dir -0.9844, norm 0.1628, swav 0.0000 LR: 6.823e-02 Score 99.347 Data time: 0.0510, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9425 [2020-10-19 05:29:19,942][root][INFO] - ===> Epoch[4154](20766/5): Loss -0.7937, Sem 0.0217, dir -0.9845, norm 0.1691, swav 0.0000 LR: 6.823e-02 Score 99.298 Data time: 0.0567, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9339 [2020-10-19 05:29:22,152][root][INFO] - ===> Epoch[4154](20767/5): Loss -0.8131, Sem 0.0223, dir -0.9853, norm 0.1499, swav 0.0000 LR: 6.823e-02 Score 99.257 Data time: 0.1465, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1213 [2020-10-19 05:29:24,057][root][INFO] - ===> Epoch[4154](20768/5): Loss -0.8225, Sem 0.0216, dir -0.9853, norm 0.1412, swav 0.0000 LR: 6.823e-02 Score 99.263 Data time: 0.0784, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.7962 [2020-10-19 05:29:26,400][root][INFO] - ===> Epoch[4154](20769/5): Loss -0.8097, Sem 0.0207, dir -0.9846, norm 0.1542, swav 0.0000 LR: 6.822e-02 Score 99.301 Data time: 0.0524, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.2623 [2020-10-19 05:29:28,964][root][INFO] - ===> Epoch[4154](20770/5): Loss -0.8176, Sem 0.0206, dir -0.9849, norm 0.1467, swav 0.0000 LR: 6.822e-02 Score 99.301 Data time: 0.0969, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.5069 [2020-10-19 05:29:31,099][root][INFO] - ===> Epoch[4155](20771/5): Loss -0.8196, Sem 0.0190, dir -0.9861, norm 0.1475, swav 0.0000 LR: 6.822e-02 Score 99.364 Data time: 0.0722, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0278 [2020-10-19 05:29:33,700][root][INFO] - ===> Epoch[4155](20772/5): Loss -0.8198, Sem 0.0190, dir -0.9857, norm 0.1468, swav 0.0000 LR: 6.822e-02 Score 99.364 Data time: 0.0553, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.5255 [2020-10-19 05:29:36,202][root][INFO] - ===> Epoch[4155](20773/5): Loss -0.8033, Sem 0.0205, dir -0.9846, norm 0.1608, swav 0.0000 LR: 6.822e-02 Score 99.301 Data time: 0.0829, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.4415 [2020-10-19 05:29:38,236][root][INFO] - ===> Epoch[4155](20774/5): Loss -0.8133, Sem 0.0201, dir -0.9847, norm 0.1513, swav 0.0000 LR: 6.822e-02 Score 99.319 Data time: 0.0512, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9232 [2020-10-19 05:29:40,234][root][INFO] - ===> Epoch[4155](20775/5): Loss -0.8128, Sem 0.0220, dir -0.9835, norm 0.1487, swav 0.0000 LR: 6.821e-02 Score 99.261 Data time: 0.0572, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9238 [2020-10-19 05:29:42,954][root][INFO] - ===> Epoch[4156](20776/5): Loss -0.8080, Sem 0.0210, dir -0.9852, norm 0.1562, swav 0.0000 LR: 6.821e-02 Score 99.307 Data time: 0.0635, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.6425 [2020-10-19 05:29:45,010][root][INFO] - ===> Epoch[4156](20777/5): Loss -0.8196, Sem 0.0192, dir -0.9859, norm 0.1471, swav 0.0000 LR: 6.821e-02 Score 99.359 Data time: 0.0965, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9973 [2020-10-19 05:29:46,893][root][INFO] - ===> Epoch[4156](20778/5): Loss -0.8181, Sem 0.0203, dir -0.9855, norm 0.1471, swav 0.0000 LR: 6.821e-02 Score 99.303 Data time: 0.0551, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.7714 [2020-10-19 05:29:48,717][root][INFO] - ===> Epoch[4156](20779/5): Loss -0.8350, Sem 0.0202, dir -0.9858, norm 0.1305, swav 0.0000 LR: 6.821e-02 Score 99.325 Data time: 0.0530, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.7749 [2020-10-19 05:29:51,139][root][INFO] - ===> Epoch[4156](20780/5): Loss -0.8041, Sem 0.0207, dir -0.9844, norm 0.1596, swav 0.0000 LR: 6.821e-02 Score 99.329 Data time: 0.1017, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.3260 [2020-10-19 05:29:53,762][root][INFO] - ===> Epoch[4157](20781/5): Loss -0.8172, Sem 0.0214, dir -0.9845, norm 0.1459, swav 0.0000 LR: 6.820e-02 Score 99.273 Data time: 0.0536, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.5090 [2020-10-19 05:29:55,808][root][INFO] - ===> Epoch[4157](20782/5): Loss -0.8234, Sem 0.0230, dir -0.9861, norm 0.1397, swav 0.0000 LR: 6.820e-02 Score 99.239 Data time: 0.2147, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9627 [2020-10-19 05:29:58,216][root][INFO] - ===> Epoch[4157](20783/5): Loss -0.8171, Sem 0.0223, dir -0.9847, norm 0.1453, swav 0.0000 LR: 6.820e-02 Score 99.260 Data time: 0.1056, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.2996 [2020-10-19 05:30:00,259][root][INFO] - ===> Epoch[4157](20784/5): Loss -0.8156, Sem 0.0217, dir -0.9850, norm 0.1477, swav 0.0000 LR: 6.820e-02 Score 99.266 Data time: 0.0662, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9210 [2020-10-19 05:30:02,646][root][INFO] - ===> Epoch[4157](20785/5): Loss -0.8311, Sem 0.0204, dir -0.9861, norm 0.1346, swav 0.0000 LR: 6.820e-02 Score 99.308 Data time: 0.0606, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.2893 [2020-10-19 05:30:04,966][root][INFO] - ===> Epoch[4158](20786/5): Loss -0.8246, Sem 0.0194, dir -0.9865, norm 0.1426, swav 0.0000 LR: 6.820e-02 Score 99.353 Data time: 0.0666, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.2406 [2020-10-19 05:30:07,508][root][INFO] - ===> Epoch[4158](20787/5): Loss -0.8036, Sem 0.0213, dir -0.9851, norm 0.1603, swav 0.0000 LR: 6.820e-02 Score 99.322 Data time: 0.1030, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.4604 [2020-10-19 05:30:10,187][root][INFO] - ===> Epoch[4158](20788/5): Loss -0.8276, Sem 0.0198, dir -0.9869, norm 0.1394, swav 0.0000 LR: 6.819e-02 Score 99.336 Data time: 0.0623, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.5474 [2020-10-19 05:30:12,221][root][INFO] - ===> Epoch[4158](20789/5): Loss -0.8061, Sem 0.0221, dir -0.9845, norm 0.1563, swav 0.0000 LR: 6.819e-02 Score 99.270 Data time: 0.0772, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9511 [2020-10-19 05:30:14,569][root][INFO] - ===> Epoch[4158](20790/5): Loss -0.8066, Sem 0.0216, dir -0.9849, norm 0.1567, swav 0.0000 LR: 6.819e-02 Score 99.276 Data time: 0.0902, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2597 [2020-10-19 05:30:16,881][root][INFO] - ===> Epoch[4159](20791/5): Loss -0.8150, Sem 0.0190, dir -0.9857, norm 0.1517, swav 0.0000 LR: 6.819e-02 Score 99.370 Data time: 0.0721, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1997 [2020-10-19 05:30:18,899][root][INFO] - ===> Epoch[4159](20792/5): Loss -0.8201, Sem 0.0208, dir -0.9850, norm 0.1441, swav 0.0000 LR: 6.819e-02 Score 99.309 Data time: 0.0734, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9280 [2020-10-19 05:30:21,106][root][INFO] - ===> Epoch[4159](20793/5): Loss -0.8133, Sem 0.0184, dir -0.9868, norm 0.1551, swav 0.0000 LR: 6.819e-02 Score 99.379 Data time: 0.0625, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1120 [2020-10-19 05:30:23,690][root][INFO] - ===> Epoch[4159](20794/5): Loss -0.8124, Sem 0.0198, dir -0.9851, norm 0.1529, swav 0.0000 LR: 6.818e-02 Score 99.347 Data time: 0.0721, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.4912 [2020-10-19 05:30:25,849][root][INFO] - ===> Epoch[4159](20795/5): Loss -0.7979, Sem 0.0206, dir -0.9842, norm 0.1658, swav 0.0000 LR: 6.818e-02 Score 99.315 Data time: 0.0792, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0637 [2020-10-19 05:30:28,173][root][INFO] - ===> Epoch[4160](20796/5): Loss -0.8246, Sem 0.0221, dir -0.9861, norm 0.1394, swav 0.0000 LR: 6.818e-02 Score 99.269 Data time: 0.0665, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2067 [2020-10-19 05:30:30,088][root][INFO] - ===> Epoch[4160](20797/5): Loss -0.7979, Sem 0.0230, dir -0.9846, norm 0.1637, swav 0.0000 LR: 6.818e-02 Score 99.209 Data time: 0.0718, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8213 [2020-10-19 05:30:32,616][root][INFO] - ===> Epoch[4160](20798/5): Loss -0.8092, Sem 0.0189, dir -0.9861, norm 0.1580, swav 0.0000 LR: 6.818e-02 Score 99.369 Data time: 0.0751, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.4212 [2020-10-19 05:30:34,659][root][INFO] - ===> Epoch[4160](20799/5): Loss -0.8084, Sem 0.0193, dir -0.9848, norm 0.1570, swav 0.0000 LR: 6.818e-02 Score 99.352 Data time: 0.0866, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9393 [2020-10-19 05:30:36,597][root][INFO] - ===> Epoch[4160](20800/5): Loss -0.8028, Sem 0.0193, dir -0.9845, norm 0.1625, swav 0.0000 LR: 6.817e-02 Score 99.369 Data time: 0.0821, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8261 [2020-10-19 05:30:37,783][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 05:30:37,967][root][INFO] - ===> Start testing [2020-10-19 05:31:16,764][root][INFO] - 68/68: Data time: 0.0027, Iter time: 0.1639 Loss 0.774 (AVG: 0.572) Score 87.700 (AVG: 89.856) mIOU 69.110 mAP 85.045 mAcc 76.911 IOU: 61.752 0.135 80.004 73.461 91.844 92.493 33.510 77.228 95.473 69.152 80.205 85.834 57.343 mAP: 81.011 26.518 95.299 87.573 98.450 98.028 56.310 96.470 99.456 88.156 93.235 94.458 90.623 mAcc: 77.781 1.094 87.537 83.163 93.790 96.947 37.764 93.225 97.671 84.925 89.341 96.019 60.580 [2020-10-19 05:31:16,767][root][INFO] - Finished test. Elapsed time: 38.7966 [2020-10-19 05:31:19,730][root][INFO] - [2020-10-19 05:31:19,730][root][INFO] - ################################################################ [2020-10-19 05:31:19,730][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 05:31:19,730][root][INFO] - ################################################################ [2020-10-19 05:31:19,730][root][INFO] - clutter : nan nan nan [2020-10-19 05:31:19,731][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 05:31:19,731][root][INFO] - board : 0.782 0.809 0.897 [2020-10-19 05:31:19,731][root][INFO] - bookcase : 0.239 0.357 0.501 [2020-10-19 05:31:19,731][root][INFO] - ceiling : 0.485 0.533 0.620 [2020-10-19 05:31:19,731][root][INFO] - chair : 0.825 0.891 0.912 [2020-10-19 05:31:19,731][root][INFO] - column : 0.222 0.347 0.385 [2020-10-19 05:31:19,731][root][INFO] - door : 0.733 0.868 0.946 [2020-10-19 05:31:19,731][root][INFO] - floor : 0.865 0.891 0.925 [2020-10-19 05:31:19,731][root][INFO] - sofa : 0.454 0.704 0.786 [2020-10-19 05:31:19,731][root][INFO] - table : 0.124 0.292 0.640 [2020-10-19 05:31:19,731][root][INFO] - wall : 0.504 0.708 0.796 [2020-10-19 05:31:19,731][root][INFO] - window : 0.481 0.694 0.746 [2020-10-19 05:31:19,731][root][INFO] - ---------------------------------------------------------------- [2020-10-19 05:31:19,731][root][INFO] - average : 0.476 0.591 0.679 [2020-10-19 05:31:19,731][root][INFO] - [2020-10-19 05:31:19,883][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 05:31:19,884][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 05:31:21,511][root][INFO] - ===> Epoch[4161](20801/5): Loss -0.8094, Sem 0.0204, dir -0.9852, norm 0.1555, swav 0.0000 LR: 6.817e-02 Score 99.324 Data time: 0.0599, Forward time: 0.7749, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.6216 [2020-10-19 05:31:24,195][root][INFO] - ===> Epoch[4161](20802/5): Loss -0.8006, Sem 0.0182, dir -0.9854, norm 0.1667, swav 0.0000 LR: 6.817e-02 Score 99.387 Data time: 0.0620, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.5835 [2020-10-19 05:31:27,022][root][INFO] - ===> Epoch[4161](20803/5): Loss -0.8131, Sem 0.0204, dir -0.9841, norm 0.1506, swav 0.0000 LR: 6.817e-02 Score 99.311 Data time: 0.0910, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.7114 [2020-10-19 05:31:29,075][root][INFO] - ===> Epoch[4161](20804/5): Loss -0.8160, Sem 0.0183, dir -0.9868, norm 0.1524, swav 0.0000 LR: 6.817e-02 Score 99.383 Data time: 0.0637, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9263 [2020-10-19 05:31:31,372][root][INFO] - ===> Epoch[4161](20805/5): Loss -0.8129, Sem 0.0176, dir -0.9851, norm 0.1547, swav 0.0000 LR: 6.817e-02 Score 99.425 Data time: 0.0977, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2165 [2020-10-19 05:31:33,622][root][INFO] - ===> Epoch[4162](20806/5): Loss -0.8084, Sem 0.0197, dir -0.9864, norm 0.1582, swav 0.0000 LR: 6.817e-02 Score 99.331 Data time: 0.0778, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1365 [2020-10-19 05:31:35,758][root][INFO] - ===> Epoch[4162](20807/5): Loss -0.8136, Sem 0.0199, dir -0.9857, norm 0.1523, swav 0.0000 LR: 6.816e-02 Score 99.338 Data time: 0.0731, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0489 [2020-10-19 05:31:37,851][root][INFO] - ===> Epoch[4162](20808/5): Loss -0.8027, Sem 0.0195, dir -0.9849, norm 0.1627, swav 0.0000 LR: 6.816e-02 Score 99.344 Data time: 0.0499, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9944 [2020-10-19 05:31:40,242][root][INFO] - ===> Epoch[4162](20809/5): Loss -0.8039, Sem 0.0218, dir -0.9838, norm 0.1581, swav 0.0000 LR: 6.816e-02 Score 99.285 Data time: 0.0624, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.3280 [2020-10-19 05:31:42,614][root][INFO] - ===> Epoch[4162](20810/5): Loss -0.8085, Sem 0.0215, dir -0.9853, norm 0.1553, swav 0.0000 LR: 6.816e-02 Score 99.291 Data time: 0.0879, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2653 [2020-10-19 05:31:44,701][root][INFO] - ===> Epoch[4163](20811/5): Loss -0.8096, Sem 0.0208, dir -0.9848, norm 0.1544, swav 0.0000 LR: 6.816e-02 Score 99.292 Data time: 0.0798, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9677 [2020-10-19 05:31:46,639][root][INFO] - ===> Epoch[4163](20812/5): Loss -0.8117, Sem 0.0183, dir -0.9860, norm 0.1560, swav 0.0000 LR: 6.816e-02 Score 99.380 Data time: 0.0947, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8268 [2020-10-19 05:31:49,192][root][INFO] - ===> Epoch[4163](20813/5): Loss -0.8027, Sem 0.0204, dir -0.9853, norm 0.1622, swav 0.0000 LR: 6.815e-02 Score 99.307 Data time: 0.0719, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.4851 [2020-10-19 05:31:51,430][root][INFO] - ===> Epoch[4163](20814/5): Loss -0.7955, Sem 0.0213, dir -0.9833, norm 0.1666, swav 0.0000 LR: 6.815e-02 Score 99.293 Data time: 0.0815, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1289 [2020-10-19 05:31:54,042][root][INFO] - ===> Epoch[4163](20815/5): Loss -0.8048, Sem 0.0207, dir -0.9851, norm 0.1596, swav 0.0000 LR: 6.815e-02 Score 99.309 Data time: 0.0778, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.4983 [2020-10-19 05:31:56,226][root][INFO] - ===> Epoch[4164](20816/5): Loss -0.8154, Sem 0.0183, dir -0.9856, norm 0.1519, swav 0.0000 LR: 6.815e-02 Score 99.398 Data time: 0.0906, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0989 [2020-10-19 05:31:58,175][root][INFO] - ===> Epoch[4164](20817/5): Loss -0.8090, Sem 0.0230, dir -0.9841, norm 0.1520, swav 0.0000 LR: 6.815e-02 Score 99.234 Data time: 0.0496, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8332 [2020-10-19 05:32:00,203][root][INFO] - ===> Epoch[4164](20818/5): Loss -0.8186, Sem 0.0180, dir -0.9863, norm 0.1497, swav 0.0000 LR: 6.815e-02 Score 99.418 Data time: 0.0585, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9613 [2020-10-19 05:32:02,310][root][INFO] - ===> Epoch[4164](20819/5): Loss -0.8013, Sem 0.0203, dir -0.9851, norm 0.1635, swav 0.0000 LR: 6.815e-02 Score 99.333 Data time: 0.1017, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0488 [2020-10-19 05:32:04,809][root][INFO] - ===> Epoch[4164](20820/5): Loss -0.8220, Sem 0.0223, dir -0.9847, norm 0.1404, swav 0.0000 LR: 6.814e-02 Score 99.244 Data time: 0.1209, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.4412 [2020-10-19 05:32:06,901][root][INFO] - ===> Epoch[4165](20821/5): Loss -0.8022, Sem 0.0225, dir -0.9846, norm 0.1600, swav 0.0000 LR: 6.814e-02 Score 99.258 Data time: 0.0701, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9832 [2020-10-19 05:32:09,395][root][INFO] - ===> Epoch[4165](20822/5): Loss -0.8140, Sem 0.0163, dir -0.9857, norm 0.1554, swav 0.0000 LR: 6.814e-02 Score 99.466 Data time: 0.1017, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.4112 [2020-10-19 05:32:11,557][root][INFO] - ===> Epoch[4165](20823/5): Loss -0.8140, Sem 0.0214, dir -0.9851, norm 0.1497, swav 0.0000 LR: 6.814e-02 Score 99.300 Data time: 0.0639, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0436 [2020-10-19 05:32:14,359][root][INFO] - ===> Epoch[4165](20824/5): Loss -0.8138, Sem 0.0197, dir -0.9856, norm 0.1522, swav 0.0000 LR: 6.814e-02 Score 99.336 Data time: 0.0648, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.7107 [2020-10-19 05:32:16,396][root][INFO] - ===> Epoch[4165](20825/5): Loss -0.8123, Sem 0.0223, dir -0.9852, norm 0.1506, swav 0.0000 LR: 6.814e-02 Score 99.251 Data time: 0.0786, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9556 [2020-10-19 05:32:18,574][root][INFO] - ===> Epoch[4166](20826/5): Loss -0.8140, Sem 0.0172, dir -0.9857, norm 0.1545, swav 0.0000 LR: 6.813e-02 Score 99.421 Data time: 0.0706, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0610 [2020-10-19 05:32:20,732][root][INFO] - ===> Epoch[4166](20827/5): Loss -0.8066, Sem 0.0216, dir -0.9836, norm 0.1555, swav 0.0000 LR: 6.813e-02 Score 99.285 Data time: 0.0935, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0570 [2020-10-19 05:32:23,148][root][INFO] - ===> Epoch[4166](20828/5): Loss -0.8097, Sem 0.0228, dir -0.9852, norm 0.1527, swav 0.0000 LR: 6.813e-02 Score 99.249 Data time: 0.0630, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2985 [2020-10-19 05:32:25,147][root][INFO] - ===> Epoch[4166](20829/5): Loss -0.8223, Sem 0.0180, dir -0.9851, norm 0.1448, swav 0.0000 LR: 6.813e-02 Score 99.401 Data time: 0.0638, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9169 [2020-10-19 05:32:26,911][root][INFO] - ===> Epoch[4166](20830/5): Loss -0.8014, Sem 0.0204, dir -0.9861, norm 0.1643, swav 0.0000 LR: 6.813e-02 Score 99.310 Data time: 0.0775, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.6848 [2020-10-19 05:32:29,035][root][INFO] - ===> Epoch[4167](20831/5): Loss -0.8032, Sem 0.0209, dir -0.9849, norm 0.1608, swav 0.0000 LR: 6.813e-02 Score 99.297 Data time: 0.0688, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0278 [2020-10-19 05:32:31,044][root][INFO] - ===> Epoch[4167](20832/5): Loss -0.8162, Sem 0.0218, dir -0.9854, norm 0.1474, swav 0.0000 LR: 6.812e-02 Score 99.267 Data time: 0.0694, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9308 [2020-10-19 05:32:33,131][root][INFO] - ===> Epoch[4167](20833/5): Loss -0.8226, Sem 0.0168, dir -0.9874, norm 0.1481, swav 0.0000 LR: 6.812e-02 Score 99.437 Data time: 0.0700, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9840 [2020-10-19 05:32:35,635][root][INFO] - ===> Epoch[4167](20834/5): Loss -0.8071, Sem 0.0212, dir -0.9854, norm 0.1571, swav 0.0000 LR: 6.812e-02 Score 99.294 Data time: 0.0602, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.4216 [2020-10-19 05:32:38,008][root][INFO] - ===> Epoch[4167](20835/5): Loss -0.8029, Sem 0.0199, dir -0.9834, norm 0.1606, swav 0.0000 LR: 6.812e-02 Score 99.335 Data time: 0.0710, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2891 [2020-10-19 05:32:40,270][root][INFO] - ===> Epoch[4168](20836/5): Loss -0.7923, Sem 0.0224, dir -0.9839, norm 0.1693, swav 0.0000 LR: 6.812e-02 Score 99.259 Data time: 0.0889, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1536 [2020-10-19 05:32:42,299][root][INFO] - ===> Epoch[4168](20837/5): Loss -0.8256, Sem 0.0198, dir -0.9867, norm 0.1413, swav 0.0000 LR: 6.812e-02 Score 99.349 Data time: 0.0987, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9042 [2020-10-19 05:32:44,187][root][INFO] - ===> Epoch[4168](20838/5): Loss -0.8034, Sem 0.0225, dir -0.9838, norm 0.1579, swav 0.0000 LR: 6.812e-02 Score 99.246 Data time: 0.0778, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.7836 [2020-10-19 05:32:46,341][root][INFO] - ===> Epoch[4168](20839/5): Loss -0.8008, Sem 0.0234, dir -0.9857, norm 0.1614, swav 0.0000 LR: 6.811e-02 Score 99.274 Data time: 0.1079, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0439 [2020-10-19 05:32:48,556][root][INFO] - ===> Epoch[4168](20840/5): Loss -0.8058, Sem 0.0216, dir -0.9832, norm 0.1558, swav 0.0000 LR: 6.811e-02 Score 99.293 Data time: 0.0894, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0854 [2020-10-19 05:32:51,005][root][INFO] - ===> Epoch[4169](20841/5): Loss -0.8267, Sem 0.0188, dir -0.9862, norm 0.1407, swav 0.0000 LR: 6.811e-02 Score 99.378 Data time: 0.1712, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.3303 [2020-10-19 05:32:53,065][root][INFO] - ===> Epoch[4169](20842/5): Loss -0.8043, Sem 0.0204, dir -0.9854, norm 0.1606, swav 0.0000 LR: 6.811e-02 Score 99.321 Data time: 0.0883, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9624 [2020-10-19 05:32:55,070][root][INFO] - ===> Epoch[4169](20843/5): Loss -0.7903, Sem 0.0262, dir -0.9830, norm 0.1665, swav 0.0000 LR: 6.811e-02 Score 99.145 Data time: 0.0625, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8890 [2020-10-19 05:32:57,002][root][INFO] - ===> Epoch[4169](20844/5): Loss -0.8080, Sem 0.0218, dir -0.9837, norm 0.1540, swav 0.0000 LR: 6.811e-02 Score 99.275 Data time: 0.0569, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8756 [2020-10-19 05:32:59,284][root][INFO] - ===> Epoch[4169](20845/5): Loss -0.8049, Sem 0.0200, dir -0.9836, norm 0.1587, swav 0.0000 LR: 6.810e-02 Score 99.330 Data time: 0.0806, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2046 [2020-10-19 05:33:01,675][root][INFO] - ===> Epoch[4170](20846/5): Loss -0.8047, Sem 0.0236, dir -0.9840, norm 0.1557, swav 0.0000 LR: 6.810e-02 Score 99.207 Data time: 0.0746, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2876 [2020-10-19 05:33:03,578][root][INFO] - ===> Epoch[4170](20847/5): Loss -0.8152, Sem 0.0215, dir -0.9855, norm 0.1489, swav 0.0000 LR: 6.810e-02 Score 99.271 Data time: 0.0795, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8108 [2020-10-19 05:33:06,588][root][INFO] - ===> Epoch[4170](20848/5): Loss -0.8180, Sem 0.0183, dir -0.9858, norm 0.1494, swav 0.0000 LR: 6.810e-02 Score 99.384 Data time: 0.0529, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.9178 [2020-10-19 05:33:08,821][root][INFO] - ===> Epoch[4170](20849/5): Loss -0.8149, Sem 0.0180, dir -0.9855, norm 0.1526, swav 0.0000 LR: 6.810e-02 Score 99.392 Data time: 0.0645, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1684 [2020-10-19 05:33:11,656][root][INFO] - ===> Epoch[4170](20850/5): Loss -0.8214, Sem 0.0195, dir -0.9846, norm 0.1437, swav 0.0000 LR: 6.810e-02 Score 99.334 Data time: 0.0855, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.7165 [2020-10-19 05:33:13,624][root][INFO] - ===> Epoch[4171](20851/5): Loss -0.8181, Sem 0.0215, dir -0.9855, norm 0.1458, swav 0.0000 LR: 6.810e-02 Score 99.281 Data time: 0.0835, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8425 [2020-10-19 05:33:15,728][root][INFO] - ===> Epoch[4171](20852/5): Loss -0.8222, Sem 0.0227, dir -0.9861, norm 0.1413, swav 0.0000 LR: 6.809e-02 Score 99.252 Data time: 0.0649, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9791 [2020-10-19 05:33:18,106][root][INFO] - ===> Epoch[4171](20853/5): Loss -0.8212, Sem 0.0195, dir -0.9858, norm 0.1450, swav 0.0000 LR: 6.809e-02 Score 99.353 Data time: 0.0602, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2779 [2020-10-19 05:33:20,294][root][INFO] - ===> Epoch[4171](20854/5): Loss -0.8118, Sem 0.0225, dir -0.9839, norm 0.1497, swav 0.0000 LR: 6.809e-02 Score 99.245 Data time: 0.0721, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1147 [2020-10-19 05:33:22,367][root][INFO] - ===> Epoch[4171](20855/5): Loss -0.8194, Sem 0.0202, dir -0.9843, norm 0.1447, swav 0.0000 LR: 6.809e-02 Score 99.349 Data time: 0.0706, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9643 [2020-10-19 05:33:24,214][root][INFO] - ===> Epoch[4172](20856/5): Loss -0.8216, Sem 0.0200, dir -0.9868, norm 0.1451, swav 0.0000 LR: 6.809e-02 Score 99.326 Data time: 0.0827, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.7470 [2020-10-19 05:33:25,999][root][INFO] - ===> Epoch[4172](20857/5): Loss -0.8129, Sem 0.0209, dir -0.9853, norm 0.1515, swav 0.0000 LR: 6.809e-02 Score 99.302 Data time: 0.0763, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.6832 [2020-10-19 05:33:28,156][root][INFO] - ===> Epoch[4172](20858/5): Loss -0.8192, Sem 0.0167, dir -0.9861, norm 0.1501, swav 0.0000 LR: 6.808e-02 Score 99.447 Data time: 0.0540, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0478 [2020-10-19 05:33:30,869][root][INFO] - ===> Epoch[4172](20859/5): Loss -0.8100, Sem 0.0202, dir -0.9860, norm 0.1558, swav 0.0000 LR: 6.808e-02 Score 99.324 Data time: 0.1598, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.6177 [2020-10-19 05:33:32,739][root][INFO] - ===> Epoch[4172](20860/5): Loss -0.8277, Sem 0.0213, dir -0.9854, norm 0.1365, swav 0.0000 LR: 6.808e-02 Score 99.304 Data time: 0.0628, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.7505 [2020-10-19 05:33:35,398][root][INFO] - ===> Epoch[4173](20861/5): Loss -0.8095, Sem 0.0223, dir -0.9853, norm 0.1535, swav 0.0000 LR: 6.808e-02 Score 99.267 Data time: 0.0671, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.5512 [2020-10-19 05:33:37,768][root][INFO] - ===> Epoch[4173](20862/5): Loss -0.8062, Sem 0.0215, dir -0.9842, norm 0.1565, swav 0.0000 LR: 6.808e-02 Score 99.282 Data time: 0.0766, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2570 [2020-10-19 05:33:39,978][root][INFO] - ===> Epoch[4173](20863/5): Loss -0.8111, Sem 0.0191, dir -0.9864, norm 0.1562, swav 0.0000 LR: 6.808e-02 Score 99.363 Data time: 0.0977, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0980 [2020-10-19 05:33:41,997][root][INFO] - ===> Epoch[4173](20864/5): Loss -0.8197, Sem 0.0194, dir -0.9855, norm 0.1465, swav 0.0000 LR: 6.807e-02 Score 99.345 Data time: 0.0665, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8948 [2020-10-19 05:33:44,176][root][INFO] - ===> Epoch[4173](20865/5): Loss -0.8175, Sem 0.0204, dir -0.9856, norm 0.1477, swav 0.0000 LR: 6.807e-02 Score 99.317 Data time: 0.1074, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0796 [2020-10-19 05:33:47,128][root][INFO] - ===> Epoch[4174](20866/5): Loss -0.8127, Sem 0.0213, dir -0.9848, norm 0.1508, swav 0.0000 LR: 6.807e-02 Score 99.283 Data time: 0.0892, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.8137 [2020-10-19 05:33:49,410][root][INFO] - ===> Epoch[4174](20867/5): Loss -0.8191, Sem 0.0204, dir -0.9852, norm 0.1456, swav 0.0000 LR: 6.807e-02 Score 99.321 Data time: 0.0665, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1563 [2020-10-19 05:33:51,620][root][INFO] - ===> Epoch[4174](20868/5): Loss -0.7970, Sem 0.0210, dir -0.9843, norm 0.1663, swav 0.0000 LR: 6.807e-02 Score 99.293 Data time: 0.0675, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0868 [2020-10-19 05:33:53,772][root][INFO] - ===> Epoch[4174](20869/5): Loss -0.8100, Sem 0.0202, dir -0.9860, norm 0.1558, swav 0.0000 LR: 6.807e-02 Score 99.338 Data time: 0.0619, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0314 [2020-10-19 05:33:55,625][root][INFO] - ===> Epoch[4174](20870/5): Loss -0.8186, Sem 0.0200, dir -0.9860, norm 0.1474, swav 0.0000 LR: 6.807e-02 Score 99.310 Data time: 0.0630, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.7631 [2020-10-19 05:33:57,754][root][INFO] - ===> Epoch[4175](20871/5): Loss -0.7853, Sem 0.0218, dir -0.9850, norm 0.1779, swav 0.0000 LR: 6.806e-02 Score 99.287 Data time: 0.0648, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0353 [2020-10-19 05:34:00,037][root][INFO] - ===> Epoch[4175](20872/5): Loss -0.8080, Sem 0.0180, dir -0.9855, norm 0.1595, swav 0.0000 LR: 6.806e-02 Score 99.402 Data time: 0.0991, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1471 [2020-10-19 05:34:01,927][root][INFO] - ===> Epoch[4175](20873/5): Loss -0.8108, Sem 0.0190, dir -0.9851, norm 0.1552, swav 0.0000 LR: 6.806e-02 Score 99.363 Data time: 0.0658, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.7585 [2020-10-19 05:34:04,311][root][INFO] - ===> Epoch[4175](20874/5): Loss -0.7734, Sem 0.0213, dir -0.9833, norm 0.1887, swav 0.0000 LR: 6.806e-02 Score 99.303 Data time: 0.0866, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2771 [2020-10-19 05:34:06,399][root][INFO] - ===> Epoch[4175](20875/5): Loss -0.8056, Sem 0.0193, dir -0.9864, norm 0.1615, swav 0.0000 LR: 6.806e-02 Score 99.361 Data time: 0.0690, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9585 [2020-10-19 05:34:08,327][root][INFO] - ===> Epoch[4176](20876/5): Loss -0.8030, Sem 0.0196, dir -0.9845, norm 0.1619, swav 0.0000 LR: 6.806e-02 Score 99.366 Data time: 0.0619, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.7971 [2020-10-19 05:34:10,754][root][INFO] - ===> Epoch[4176](20877/5): Loss -0.8195, Sem 0.0194, dir -0.9848, norm 0.1460, swav 0.0000 LR: 6.805e-02 Score 99.335 Data time: 0.1323, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.3220 [2020-10-19 05:34:12,833][root][INFO] - ===> Epoch[4176](20878/5): Loss -0.7831, Sem 0.0248, dir -0.9838, norm 0.1759, swav 0.0000 LR: 6.805e-02 Score 99.191 Data time: 0.0667, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9536 [2020-10-19 05:34:14,887][root][INFO] - ===> Epoch[4176](20879/5): Loss -0.7994, Sem 0.0196, dir -0.9847, norm 0.1657, swav 0.0000 LR: 6.805e-02 Score 99.337 Data time: 0.0561, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9563 [2020-10-19 05:34:16,834][root][INFO] - ===> Epoch[4176](20880/5): Loss -0.8224, Sem 0.0210, dir -0.9857, norm 0.1424, swav 0.0000 LR: 6.805e-02 Score 99.292 Data time: 0.0526, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8819 [2020-10-19 05:34:19,339][root][INFO] - ===> Epoch[4177](20881/5): Loss -0.8085, Sem 0.0209, dir -0.9854, norm 0.1560, swav 0.0000 LR: 6.805e-02 Score 99.298 Data time: 0.1869, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.4063 [2020-10-19 05:34:21,449][root][INFO] - ===> Epoch[4177](20882/5): Loss -0.8048, Sem 0.0195, dir -0.9848, norm 0.1605, swav 0.0000 LR: 6.805e-02 Score 99.353 Data time: 0.0813, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9663 [2020-10-19 05:34:23,961][root][INFO] - ===> Epoch[4177](20883/5): Loss -0.8035, Sem 0.0197, dir -0.9855, norm 0.1624, swav 0.0000 LR: 6.805e-02 Score 99.339 Data time: 0.0900, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.4120 [2020-10-19 05:34:26,280][root][INFO] - ===> Epoch[4177](20884/5): Loss -0.8092, Sem 0.0198, dir -0.9855, norm 0.1565, swav 0.0000 LR: 6.804e-02 Score 99.322 Data time: 0.0699, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2313 [2020-10-19 05:34:28,103][root][INFO] - ===> Epoch[4177](20885/5): Loss -0.7990, Sem 0.0227, dir -0.9836, norm 0.1619, swav 0.0000 LR: 6.804e-02 Score 99.246 Data time: 0.1259, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.7490 [2020-10-19 05:34:30,659][root][INFO] - ===> Epoch[4178](20886/5): Loss -0.7994, Sem 0.0221, dir -0.9840, norm 0.1625, swav 0.0000 LR: 6.804e-02 Score 99.271 Data time: 0.0901, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.4590 [2020-10-19 05:34:33,016][root][INFO] - ===> Epoch[4178](20887/5): Loss -0.8068, Sem 0.0198, dir -0.9849, norm 0.1584, swav 0.0000 LR: 6.804e-02 Score 99.353 Data time: 0.0726, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2300 [2020-10-19 05:34:35,154][root][INFO] - ===> Epoch[4178](20888/5): Loss -0.8183, Sem 0.0206, dir -0.9855, norm 0.1467, swav 0.0000 LR: 6.804e-02 Score 99.318 Data time: 0.0522, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0274 [2020-10-19 05:34:37,068][root][INFO] - ===> Epoch[4178](20889/5): Loss -0.7978, Sem 0.0224, dir -0.9845, norm 0.1643, swav 0.0000 LR: 6.804e-02 Score 99.246 Data time: 0.0767, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8397 [2020-10-19 05:34:39,350][root][INFO] - ===> Epoch[4178](20890/5): Loss -0.8155, Sem 0.0203, dir -0.9860, norm 0.1501, swav 0.0000 LR: 6.803e-02 Score 99.334 Data time: 0.0748, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1788 [2020-10-19 05:34:41,872][root][INFO] - ===> Epoch[4179](20891/5): Loss -0.8195, Sem 0.0189, dir -0.9859, norm 0.1475, swav 0.0000 LR: 6.803e-02 Score 99.368 Data time: 0.0603, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.4280 [2020-10-19 05:34:44,054][root][INFO] - ===> Epoch[4179](20892/5): Loss -0.7998, Sem 0.0197, dir -0.9842, norm 0.1646, swav 0.0000 LR: 6.803e-02 Score 99.347 Data time: 0.0657, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0799 [2020-10-19 05:34:46,894][root][INFO] - ===> Epoch[4179](20893/5): Loss -0.7979, Sem 0.0203, dir -0.9856, norm 0.1674, swav 0.0000 LR: 6.803e-02 Score 99.322 Data time: 0.0748, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.7375 [2020-10-19 05:34:48,997][root][INFO] - ===> Epoch[4179](20894/5): Loss -0.8250, Sem 0.0170, dir -0.9872, norm 0.1452, swav 0.0000 LR: 6.803e-02 Score 99.421 Data time: 0.0745, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9858 [2020-10-19 05:34:51,238][root][INFO] - ===> Epoch[4179](20895/5): Loss -0.8245, Sem 0.0232, dir -0.9847, norm 0.1370, swav 0.0000 LR: 6.803e-02 Score 99.223 Data time: 0.0607, Forward time: 0.7749, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.1224 [2020-10-19 05:34:53,563][root][INFO] - ===> Epoch[4180](20896/5): Loss -0.8095, Sem 0.0203, dir -0.9846, norm 0.1548, swav 0.0000 LR: 6.802e-02 Score 99.307 Data time: 0.0714, Forward time: 0.7749, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.2299 [2020-10-19 05:34:55,602][root][INFO] - ===> Epoch[4180](20897/5): Loss -0.8124, Sem 0.0228, dir -0.9841, norm 0.1489, swav 0.0000 LR: 6.802e-02 Score 99.243 Data time: 0.0655, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.9160 [2020-10-19 05:34:57,712][root][INFO] - ===> Epoch[4180](20898/5): Loss -0.8267, Sem 0.0178, dir -0.9868, norm 0.1422, swav 0.0000 LR: 6.802e-02 Score 99.399 Data time: 0.0947, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0253 [2020-10-19 05:35:00,329][root][INFO] - ===> Epoch[4180](20899/5): Loss -0.7994, Sem 0.0204, dir -0.9837, norm 0.1639, swav 0.0000 LR: 6.802e-02 Score 99.340 Data time: 0.0668, Forward time: 0.7748, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.4990 [2020-10-19 05:35:02,800][root][INFO] - ===> Epoch[4180](20900/5): Loss -0.8094, Sem 0.0208, dir -0.9864, norm 0.1561, swav 0.0000 LR: 6.802e-02 Score 99.299 Data time: 0.0855, Forward time: 0.7749, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.3693 [2020-10-19 05:35:03,928][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 05:35:06,001][root][INFO] - ===> Epoch[4181](20901/5): Loss -0.8051, Sem 0.0208, dir -0.9847, norm 0.1589, swav 0.0000 LR: 6.802e-02 Score 99.303 Data time: 0.0862, Forward time: 0.7749, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.9027 [2020-10-19 05:35:07,956][root][INFO] - ===> Epoch[4181](20902/5): Loss -0.8199, Sem 0.0188, dir -0.9869, norm 0.1483, swav 0.0000 LR: 6.802e-02 Score 99.365 Data time: 0.0830, Forward time: 0.7749, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.8450 [2020-10-19 05:35:09,977][root][INFO] - ===> Epoch[4181](20903/5): Loss -0.8046, Sem 0.0221, dir -0.9841, norm 0.1575, swav 0.0000 LR: 6.801e-02 Score 99.257 Data time: 0.1832, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8887 [2020-10-19 05:35:12,129][root][INFO] - ===> Epoch[4181](20904/5): Loss -0.8090, Sem 0.0193, dir -0.9862, norm 0.1579, swav 0.0000 LR: 6.801e-02 Score 99.373 Data time: 0.0883, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0566 [2020-10-19 05:35:14,164][root][INFO] - ===> Epoch[4181](20905/5): Loss -0.8144, Sem 0.0177, dir -0.9861, norm 0.1540, swav 0.0000 LR: 6.801e-02 Score 99.420 Data time: 0.0704, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9086 [2020-10-19 05:35:15,984][root][INFO] - ===> Epoch[4182](20906/5): Loss -0.8176, Sem 0.0214, dir -0.9853, norm 0.1463, swav 0.0000 LR: 6.801e-02 Score 99.286 Data time: 0.0634, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.7397 [2020-10-19 05:35:17,917][root][INFO] - ===> Epoch[4182](20907/5): Loss -0.8141, Sem 0.0197, dir -0.9857, norm 0.1519, swav 0.0000 LR: 6.801e-02 Score 99.313 Data time: 0.0511, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8338 [2020-10-19 05:35:20,191][root][INFO] - ===> Epoch[4182](20908/5): Loss -0.7954, Sem 0.0217, dir -0.9836, norm 0.1666, swav 0.0000 LR: 6.801e-02 Score 99.294 Data time: 0.0931, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1787 [2020-10-19 05:35:22,426][root][INFO] - ===> Epoch[4182](20909/5): Loss -0.8090, Sem 0.0205, dir -0.9858, norm 0.1563, swav 0.0000 LR: 6.800e-02 Score 99.325 Data time: 0.0947, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1160 [2020-10-19 05:35:24,578][root][INFO] - ===> Epoch[4182](20910/5): Loss -0.7961, Sem 0.0249, dir -0.9845, norm 0.1636, swav 0.0000 LR: 6.800e-02 Score 99.176 Data time: 0.1169, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0421 [2020-10-19 05:35:26,705][root][INFO] - ===> Epoch[4183](20911/5): Loss -0.8075, Sem 0.0187, dir -0.9861, norm 0.1599, swav 0.0000 LR: 6.800e-02 Score 99.367 Data time: 0.0645, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0158 [2020-10-19 05:35:28,782][root][INFO] - ===> Epoch[4183](20912/5): Loss -0.8225, Sem 0.0171, dir -0.9854, norm 0.1458, swav 0.0000 LR: 6.800e-02 Score 99.426 Data time: 0.0856, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9677 [2020-10-19 05:35:30,923][root][INFO] - ===> Epoch[4183](20913/5): Loss -0.8189, Sem 0.0195, dir -0.9858, norm 0.1474, swav 0.0000 LR: 6.800e-02 Score 99.340 Data time: 0.0725, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0256 [2020-10-19 05:35:33,347][root][INFO] - ===> Epoch[4183](20914/5): Loss -0.8186, Sem 0.0197, dir -0.9855, norm 0.1471, swav 0.0000 LR: 6.800e-02 Score 99.345 Data time: 0.0861, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.3505 [2020-10-19 05:35:35,666][root][INFO] - ===> Epoch[4183](20915/5): Loss -0.8176, Sem 0.0207, dir -0.9857, norm 0.1473, swav 0.0000 LR: 6.799e-02 Score 99.310 Data time: 0.0750, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2088 [2020-10-19 05:35:38,184][root][INFO] - ===> Epoch[4184](20916/5): Loss -0.8040, Sem 0.0176, dir -0.9859, norm 0.1643, swav 0.0000 LR: 6.799e-02 Score 99.408 Data time: 0.0802, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.4028 [2020-10-19 05:35:40,434][root][INFO] - ===> Epoch[4184](20917/5): Loss -0.8059, Sem 0.0214, dir -0.9853, norm 0.1580, swav 0.0000 LR: 6.799e-02 Score 99.283 Data time: 0.0657, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1427 [2020-10-19 05:35:43,116][root][INFO] - ===> Epoch[4184](20918/5): Loss -0.8276, Sem 0.0195, dir -0.9871, norm 0.1399, swav 0.0000 LR: 6.799e-02 Score 99.352 Data time: 0.0746, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.5970 [2020-10-19 05:35:45,370][root][INFO] - ===> Epoch[4184](20919/5): Loss -0.8145, Sem 0.0214, dir -0.9859, norm 0.1500, swav 0.0000 LR: 6.799e-02 Score 99.292 Data time: 0.0683, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1364 [2020-10-19 05:35:47,393][root][INFO] - ===> Epoch[4184](20920/5): Loss -0.7990, Sem 0.0200, dir -0.9837, norm 0.1647, swav 0.0000 LR: 6.799e-02 Score 99.324 Data time: 0.0949, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9143 [2020-10-19 05:35:49,324][root][INFO] - ===> Epoch[4185](20921/5): Loss -0.7956, Sem 0.0225, dir -0.9835, norm 0.1653, swav 0.0000 LR: 6.799e-02 Score 99.253 Data time: 0.0878, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8241 [2020-10-19 05:35:51,372][root][INFO] - ===> Epoch[4185](20922/5): Loss -0.8186, Sem 0.0201, dir -0.9856, norm 0.1470, swav 0.0000 LR: 6.798e-02 Score 99.321 Data time: 0.0453, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9390 [2020-10-19 05:35:54,206][root][INFO] - ===> Epoch[4185](20923/5): Loss -0.8133, Sem 0.0197, dir -0.9864, norm 0.1533, swav 0.0000 LR: 6.798e-02 Score 99.327 Data time: 0.1104, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.7796 [2020-10-19 05:35:56,586][root][INFO] - ===> Epoch[4185](20924/5): Loss -0.8020, Sem 0.0194, dir -0.9834, norm 0.1620, swav 0.0000 LR: 6.798e-02 Score 99.345 Data time: 0.1335, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2359 [2020-10-19 05:35:58,925][root][INFO] - ===> Epoch[4185](20925/5): Loss -0.8062, Sem 0.0199, dir -0.9848, norm 0.1587, swav 0.0000 LR: 6.798e-02 Score 99.342 Data time: 0.0718, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2329 [2020-10-19 05:36:01,204][root][INFO] - ===> Epoch[4186](20926/5): Loss -0.8019, Sem 0.0212, dir -0.9848, norm 0.1618, swav 0.0000 LR: 6.798e-02 Score 99.297 Data time: 0.0661, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1787 [2020-10-19 05:36:03,409][root][INFO] - ===> Epoch[4186](20927/5): Loss -0.8244, Sem 0.0180, dir -0.9862, norm 0.1438, swav 0.0000 LR: 6.798e-02 Score 99.384 Data time: 0.1026, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1105 [2020-10-19 05:36:06,216][root][INFO] - ===> Epoch[4186](20928/5): Loss -0.7983, Sem 0.0194, dir -0.9855, norm 0.1678, swav 0.0000 LR: 6.797e-02 Score 99.342 Data time: 0.0793, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.6963 [2020-10-19 05:36:08,461][root][INFO] - ===> Epoch[4186](20929/5): Loss -0.8080, Sem 0.0213, dir -0.9849, norm 0.1555, swav 0.0000 LR: 6.797e-02 Score 99.285 Data time: 0.0680, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1512 [2020-10-19 05:36:10,599][root][INFO] - ===> Epoch[4186](20930/5): Loss -0.7996, Sem 0.0209, dir -0.9846, norm 0.1640, swav 0.0000 LR: 6.797e-02 Score 99.310 Data time: 0.0748, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0492 [2020-10-19 05:36:12,862][root][INFO] - ===> Epoch[4187](20931/5): Loss -0.8071, Sem 0.0200, dir -0.9853, norm 0.1581, swav 0.0000 LR: 6.797e-02 Score 99.326 Data time: 0.1053, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1470 [2020-10-19 05:36:15,268][root][INFO] - ===> Epoch[4187](20932/5): Loss -0.7959, Sem 0.0187, dir -0.9841, norm 0.1696, swav 0.0000 LR: 6.797e-02 Score 99.367 Data time: 0.0807, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2952 [2020-10-19 05:36:17,332][root][INFO] - ===> Epoch[4187](20933/5): Loss -0.8091, Sem 0.0213, dir -0.9846, norm 0.1543, swav 0.0000 LR: 6.797e-02 Score 99.291 Data time: 0.0581, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9616 [2020-10-19 05:36:19,425][root][INFO] - ===> Epoch[4187](20934/5): Loss -0.8157, Sem 0.0191, dir -0.9865, norm 0.1518, swav 0.0000 LR: 6.797e-02 Score 99.353 Data time: 0.0686, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0117 [2020-10-19 05:36:21,607][root][INFO] - ===> Epoch[4187](20935/5): Loss -0.8094, Sem 0.0212, dir -0.9843, norm 0.1537, swav 0.0000 LR: 6.796e-02 Score 99.288 Data time: 0.0705, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0904 [2020-10-19 05:36:23,456][root][INFO] - ===> Epoch[4188](20936/5): Loss -0.7962, Sem 0.0206, dir -0.9861, norm 0.1692, swav 0.0000 LR: 6.796e-02 Score 99.313 Data time: 0.0700, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.7515 [2020-10-19 05:36:26,039][root][INFO] - ===> Epoch[4188](20937/5): Loss -0.8108, Sem 0.0176, dir -0.9857, norm 0.1572, swav 0.0000 LR: 6.796e-02 Score 99.411 Data time: 0.2213, Forward time: 0.7749, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.4798 [2020-10-19 05:36:28,279][root][INFO] - ===> Epoch[4188](20938/5): Loss -0.8090, Sem 0.0222, dir -0.9852, norm 0.1541, swav 0.0000 LR: 6.796e-02 Score 99.266 Data time: 0.1564, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1373 [2020-10-19 05:36:30,440][root][INFO] - ===> Epoch[4188](20939/5): Loss -0.8090, Sem 0.0222, dir -0.9842, norm 0.1529, swav 0.0000 LR: 6.796e-02 Score 99.247 Data time: 0.0870, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0265 [2020-10-19 05:36:32,468][root][INFO] - ===> Epoch[4188](20940/5): Loss -0.7993, Sem 0.0199, dir -0.9861, norm 0.1668, swav 0.0000 LR: 6.796e-02 Score 99.346 Data time: 0.0881, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9257 [2020-10-19 05:36:34,579][root][INFO] - ===> Epoch[4189](20941/5): Loss -0.8091, Sem 0.0197, dir -0.9857, norm 0.1569, swav 0.0000 LR: 6.795e-02 Score 99.334 Data time: 0.0840, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0205 [2020-10-19 05:36:37,032][root][INFO] - ===> Epoch[4189](20942/5): Loss -0.8094, Sem 0.0191, dir -0.9857, norm 0.1571, swav 0.0000 LR: 6.795e-02 Score 99.355 Data time: 0.0666, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.3560 [2020-10-19 05:36:39,282][root][INFO] - ===> Epoch[4189](20943/5): Loss -0.8183, Sem 0.0194, dir -0.9855, norm 0.1477, swav 0.0000 LR: 6.795e-02 Score 99.348 Data time: 0.0771, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1591 [2020-10-19 05:36:41,245][root][INFO] - ===> Epoch[4189](20944/5): Loss -0.7996, Sem 0.0203, dir -0.9842, norm 0.1643, swav 0.0000 LR: 6.795e-02 Score 99.309 Data time: 0.1131, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8470 [2020-10-19 05:36:43,330][root][INFO] - ===> Epoch[4189](20945/5): Loss -0.8118, Sem 0.0181, dir -0.9863, norm 0.1564, swav 0.0000 LR: 6.795e-02 Score 99.395 Data time: 0.0658, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9789 [2020-10-19 05:36:45,556][root][INFO] - ===> Epoch[4190](20946/5): Loss -0.8211, Sem 0.0185, dir -0.9862, norm 0.1466, swav 0.0000 LR: 6.795e-02 Score 99.365 Data time: 0.0827, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1237 [2020-10-19 05:36:48,029][root][INFO] - ===> Epoch[4190](20947/5): Loss -0.8023, Sem 0.0205, dir -0.9855, norm 0.1627, swav 0.0000 LR: 6.794e-02 Score 99.342 Data time: 0.0875, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.3667 [2020-10-19 05:36:50,988][root][INFO] - ===> Epoch[4190](20948/5): Loss -0.8049, Sem 0.0197, dir -0.9850, norm 0.1604, swav 0.0000 LR: 6.794e-02 Score 99.351 Data time: 0.0970, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.8409 [2020-10-19 05:36:52,988][root][INFO] - ===> Epoch[4190](20949/5): Loss -0.8086, Sem 0.0204, dir -0.9857, norm 0.1567, swav 0.0000 LR: 6.794e-02 Score 99.316 Data time: 0.0845, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8674 [2020-10-19 05:36:55,016][root][INFO] - ===> Epoch[4190](20950/5): Loss -0.8126, Sem 0.0206, dir -0.9852, norm 0.1520, swav 0.0000 LR: 6.794e-02 Score 99.325 Data time: 0.0697, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9309 [2020-10-19 05:36:56,924][root][INFO] - ===> Epoch[4191](20951/5): Loss -0.8164, Sem 0.0209, dir -0.9846, norm 0.1473, swav 0.0000 LR: 6.794e-02 Score 99.298 Data time: 0.0737, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8033 [2020-10-19 05:36:59,559][root][INFO] - ===> Epoch[4191](20952/5): Loss -0.8108, Sem 0.0206, dir -0.9843, norm 0.1529, swav 0.0000 LR: 6.794e-02 Score 99.319 Data time: 0.0786, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.5063 [2020-10-19 05:37:01,924][root][INFO] - ===> Epoch[4191](20953/5): Loss -0.8067, Sem 0.0221, dir -0.9845, norm 0.1557, swav 0.0000 LR: 6.794e-02 Score 99.280 Data time: 0.0717, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2526 [2020-10-19 05:37:04,306][root][INFO] - ===> Epoch[4191](20954/5): Loss -0.8106, Sem 0.0210, dir -0.9865, norm 0.1549, swav 0.0000 LR: 6.793e-02 Score 99.281 Data time: 0.1073, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.3037 [2020-10-19 05:37:06,205][root][INFO] - ===> Epoch[4191](20955/5): Loss -0.8238, Sem 0.0185, dir -0.9858, norm 0.1435, swav 0.0000 LR: 6.793e-02 Score 99.368 Data time: 0.0812, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.7838 [2020-10-19 05:37:08,523][root][INFO] - ===> Epoch[4192](20956/5): Loss -0.8031, Sem 0.0211, dir -0.9832, norm 0.1590, swav 0.0000 LR: 6.793e-02 Score 99.300 Data time: 0.1855, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2255 [2020-10-19 05:37:10,897][root][INFO] - ===> Epoch[4192](20957/5): Loss -0.8157, Sem 0.0199, dir -0.9860, norm 0.1503, swav 0.0000 LR: 6.793e-02 Score 99.321 Data time: 0.2233, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2762 [2020-10-19 05:37:13,242][root][INFO] - ===> Epoch[4192](20958/5): Loss -0.7880, Sem 0.0205, dir -0.9834, norm 0.1749, swav 0.0000 LR: 6.793e-02 Score 99.319 Data time: 0.1171, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2303 [2020-10-19 05:37:15,336][root][INFO] - ===> Epoch[4192](20959/5): Loss -0.8325, Sem 0.0187, dir -0.9867, norm 0.1355, swav 0.0000 LR: 6.793e-02 Score 99.356 Data time: 0.0849, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9935 [2020-10-19 05:37:17,489][root][INFO] - ===> Epoch[4192](20960/5): Loss -0.8058, Sem 0.0222, dir -0.9847, norm 0.1567, swav 0.0000 LR: 6.792e-02 Score 99.264 Data time: 0.2823, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0706 [2020-10-19 05:37:19,899][root][INFO] - ===> Epoch[4193](20961/5): Loss -0.8043, Sem 0.0235, dir -0.9832, norm 0.1554, swav 0.0000 LR: 6.792e-02 Score 99.254 Data time: 0.0906, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.3159 [2020-10-19 05:37:22,539][root][INFO] - ===> Epoch[4193](20962/5): Loss -0.8195, Sem 0.0188, dir -0.9864, norm 0.1481, swav 0.0000 LR: 6.792e-02 Score 99.360 Data time: 0.0710, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.5248 [2020-10-19 05:37:24,827][root][INFO] - ===> Epoch[4193](20963/5): Loss -0.8187, Sem 0.0197, dir -0.9848, norm 0.1464, swav 0.0000 LR: 6.792e-02 Score 99.348 Data time: 0.0519, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2017 [2020-10-19 05:37:27,143][root][INFO] - ===> Epoch[4193](20964/5): Loss -0.8088, Sem 0.0222, dir -0.9844, norm 0.1534, swav 0.0000 LR: 6.792e-02 Score 99.279 Data time: 0.0646, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2389 [2020-10-19 05:37:29,113][root][INFO] - ===> Epoch[4193](20965/5): Loss -0.8264, Sem 0.0189, dir -0.9868, norm 0.1414, swav 0.0000 LR: 6.792e-02 Score 99.353 Data time: 0.0758, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8847 [2020-10-19 05:37:31,893][root][INFO] - ===> Epoch[4194](20966/5): Loss -0.8077, Sem 0.0192, dir -0.9851, norm 0.1583, swav 0.0000 LR: 6.792e-02 Score 99.354 Data time: 0.0564, Forward time: 0.7749, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.7169 [2020-10-19 05:37:33,727][root][INFO] - ===> Epoch[4194](20967/5): Loss -0.8131, Sem 0.0228, dir -0.9850, norm 0.1491, swav 0.0000 LR: 6.791e-02 Score 99.239 Data time: 0.0573, Forward time: 0.7749, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.7795 [2020-10-19 05:37:36,051][root][INFO] - ===> Epoch[4194](20968/5): Loss -0.7866, Sem 0.0223, dir -0.9836, norm 0.1747, swav 0.0000 LR: 6.791e-02 Score 99.243 Data time: 0.0855, Forward time: 0.7749, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.2331 [2020-10-19 05:37:38,522][root][INFO] - ===> Epoch[4194](20969/5): Loss -0.8083, Sem 0.0193, dir -0.9847, norm 0.1571, swav 0.0000 LR: 6.791e-02 Score 99.359 Data time: 0.1068, Forward time: 0.7749, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.3709 [2020-10-19 05:37:40,593][root][INFO] - ===> Epoch[4194](20970/5): Loss -0.7991, Sem 0.0195, dir -0.9842, norm 0.1655, swav 0.0000 LR: 6.791e-02 Score 99.346 Data time: 0.0637, Forward time: 0.7749, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.9444 [2020-10-19 05:37:42,654][root][INFO] - ===> Epoch[4195](20971/5): Loss -0.8060, Sem 0.0183, dir -0.9842, norm 0.1600, swav 0.0000 LR: 6.791e-02 Score 99.386 Data time: 0.0729, Forward time: 0.7749, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.9723 [2020-10-19 05:37:44,640][root][INFO] - ===> Epoch[4195](20972/5): Loss -0.8036, Sem 0.0181, dir -0.9854, norm 0.1637, swav 0.0000 LR: 6.791e-02 Score 99.387 Data time: 0.0775, Forward time: 0.7749, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.8900 [2020-10-19 05:37:46,986][root][INFO] - ===> Epoch[4195](20973/5): Loss -0.8109, Sem 0.0206, dir -0.9849, norm 0.1535, swav 0.0000 LR: 6.790e-02 Score 99.305 Data time: 0.0832, Forward time: 0.7749, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.2458 [2020-10-19 05:37:49,150][root][INFO] - ===> Epoch[4195](20974/5): Loss -0.8048, Sem 0.0208, dir -0.9853, norm 0.1597, swav 0.0000 LR: 6.790e-02 Score 99.324 Data time: 0.0840, Forward time: 0.7749, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.0583 [2020-10-19 05:37:51,659][root][INFO] - ===> Epoch[4195](20975/5): Loss -0.8012, Sem 0.0196, dir -0.9835, norm 0.1627, swav 0.0000 LR: 6.790e-02 Score 99.333 Data time: 0.0697, Forward time: 0.7749, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.3982 [2020-10-19 05:37:53,936][root][INFO] - ===> Epoch[4196](20976/5): Loss -0.8096, Sem 0.0218, dir -0.9857, norm 0.1543, swav 0.0000 LR: 6.790e-02 Score 99.292 Data time: 0.0695, Forward time: 0.7749, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.1822 [2020-10-19 05:37:55,835][root][INFO] - ===> Epoch[4196](20977/5): Loss -0.8173, Sem 0.0207, dir -0.9856, norm 0.1477, swav 0.0000 LR: 6.790e-02 Score 99.307 Data time: 0.0835, Forward time: 0.7749, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.8162 [2020-10-19 05:37:57,854][root][INFO] - ===> Epoch[4196](20978/5): Loss -0.8091, Sem 0.0191, dir -0.9852, norm 0.1570, swav 0.0000 LR: 6.790e-02 Score 99.348 Data time: 0.0769, Forward time: 0.7749, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.9099 [2020-10-19 05:37:59,945][root][INFO] - ===> Epoch[4196](20979/5): Loss -0.8094, Sem 0.0182, dir -0.9864, norm 0.1588, swav 0.0000 LR: 6.789e-02 Score 99.386 Data time: 0.0769, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9897 [2020-10-19 05:38:02,287][root][INFO] - ===> Epoch[4196](20980/5): Loss -0.8084, Sem 0.0191, dir -0.9853, norm 0.1578, swav 0.0000 LR: 6.789e-02 Score 99.356 Data time: 0.4289, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2467 [2020-10-19 05:38:04,629][root][INFO] - ===> Epoch[4197](20981/5): Loss -0.7930, Sem 0.0200, dir -0.9845, norm 0.1716, swav 0.0000 LR: 6.789e-02 Score 99.326 Data time: 0.1257, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2472 [2020-10-19 05:38:06,812][root][INFO] - ===> Epoch[4197](20982/5): Loss -0.8050, Sem 0.0198, dir -0.9838, norm 0.1590, swav 0.0000 LR: 6.789e-02 Score 99.332 Data time: 0.0967, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0739 [2020-10-19 05:38:09,218][root][INFO] - ===> Epoch[4197](20983/5): Loss -0.7780, Sem 0.0186, dir -0.9843, norm 0.1878, swav 0.0000 LR: 6.789e-02 Score 99.378 Data time: 0.0641, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2954 [2020-10-19 05:38:11,297][root][INFO] - ===> Epoch[4197](20984/5): Loss -0.7952, Sem 0.0201, dir -0.9856, norm 0.1703, swav 0.0000 LR: 6.789e-02 Score 99.338 Data time: 0.0703, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9824 [2020-10-19 05:38:13,290][root][INFO] - ===> Epoch[4197](20985/5): Loss -0.7914, Sem 0.0213, dir -0.9845, norm 0.1718, swav 0.0000 LR: 6.789e-02 Score 99.272 Data time: 0.0916, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8907 [2020-10-19 05:38:16,039][root][INFO] - ===> Epoch[4198](20986/5): Loss -0.7975, Sem 0.0188, dir -0.9847, norm 0.1684, swav 0.0000 LR: 6.788e-02 Score 99.362 Data time: 0.0919, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.6299 [2020-10-19 05:38:18,687][root][INFO] - ===> Epoch[4198](20987/5): Loss -0.7761, Sem 0.0203, dir -0.9834, norm 0.1869, swav 0.0000 LR: 6.788e-02 Score 99.335 Data time: 0.0825, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.5304 [2020-10-19 05:38:20,615][root][INFO] - ===> Epoch[4198](20988/5): Loss -0.8104, Sem 0.0177, dir -0.9851, norm 0.1570, swav 0.0000 LR: 6.788e-02 Score 99.411 Data time: 0.0758, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8331 [2020-10-19 05:38:22,672][root][INFO] - ===> Epoch[4198](20989/5): Loss -0.7958, Sem 0.0210, dir -0.9843, norm 0.1675, swav 0.0000 LR: 6.788e-02 Score 99.289 Data time: 0.0765, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9579 [2020-10-19 05:38:24,780][root][INFO] - ===> Epoch[4198](20990/5): Loss -0.8073, Sem 0.0199, dir -0.9849, norm 0.1576, swav 0.0000 LR: 6.788e-02 Score 99.312 Data time: 0.0647, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0015 [2020-10-19 05:38:26,792][root][INFO] - ===> Epoch[4199](20991/5): Loss -0.7928, Sem 0.0192, dir -0.9853, norm 0.1734, swav 0.0000 LR: 6.788e-02 Score 99.366 Data time: 0.0705, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9208 [2020-10-19 05:38:28,972][root][INFO] - ===> Epoch[4199](20992/5): Loss -0.8049, Sem 0.0187, dir -0.9849, norm 0.1614, swav 0.0000 LR: 6.787e-02 Score 99.375 Data time: 0.0712, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0762 [2020-10-19 05:38:31,037][root][INFO] - ===> Epoch[4199](20993/5): Loss -0.7882, Sem 0.0211, dir -0.9855, norm 0.1762, swav 0.0000 LR: 6.787e-02 Score 99.297 Data time: 0.0884, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9504 [2020-10-19 05:38:33,923][root][INFO] - ===> Epoch[4199](20994/5): Loss -0.8037, Sem 0.0202, dir -0.9847, norm 0.1609, swav 0.0000 LR: 6.787e-02 Score 99.308 Data time: 0.0767, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.7352 [2020-10-19 05:38:36,682][root][INFO] - ===> Epoch[4199](20995/5): Loss -0.7970, Sem 0.0188, dir -0.9839, norm 0.1681, swav 0.0000 LR: 6.787e-02 Score 99.378 Data time: 0.0683, Forward time: 0.7749, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.6509 [2020-10-19 05:38:38,516][root][INFO] - ===> Epoch[4200](20996/5): Loss -0.8047, Sem 0.0202, dir -0.9853, norm 0.1604, swav 0.0000 LR: 6.787e-02 Score 99.304 Data time: 0.0799, Forward time: 0.7749, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 1.7581 [2020-10-19 05:38:41,032][root][INFO] - ===> Epoch[4200](20997/5): Loss -0.7881, Sem 0.0199, dir -0.9840, norm 0.1760, swav 0.0000 LR: 6.787e-02 Score 99.352 Data time: 0.0625, Forward time: 0.7749, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.4006 [2020-10-19 05:38:43,169][root][INFO] - ===> Epoch[4200](20998/5): Loss -0.7972, Sem 0.0229, dir -0.9843, norm 0.1642, swav 0.0000 LR: 6.786e-02 Score 99.271 Data time: 0.0770, Forward time: 0.7749, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.0439 [2020-10-19 05:38:45,339][root][INFO] - ===> Epoch[4200](20999/5): Loss -0.8118, Sem 0.0203, dir -0.9847, norm 0.1526, swav 0.0000 LR: 6.786e-02 Score 99.312 Data time: 0.0911, Forward time: 0.7749, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.0574 [2020-10-19 05:38:47,464][root][INFO] - ===> Epoch[4200](21000/5): Loss -0.8012, Sem 0.0202, dir -0.9846, norm 0.1631, swav 0.0000 LR: 6.786e-02 Score 99.328 Data time: 0.0635, Forward time: 0.7749, Backward time: 1.1739, DDP time: 0.0030, Total iter time: 2.0199 [2020-10-19 05:38:48,409][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 05:38:48,571][root][INFO] - ===> Start testing [2020-10-19 05:39:27,179][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1170 Loss 0.570 (AVG: 0.578) Score 90.213 (AVG: 89.833) mIOU 69.359 mAP 85.402 mAcc 77.988 IOU: 62.376 1.487 83.075 73.440 92.153 91.055 32.065 76.392 94.920 71.705 79.309 85.678 58.009 mAP: 82.511 30.828 97.034 87.159 98.940 98.529 54.483 95.833 99.627 86.913 92.997 94.807 90.570 mAcc: 77.488 13.856 89.753 82.951 93.988 98.082 35.136 93.670 97.214 83.958 89.530 95.924 62.300 [2020-10-19 05:39:27,181][root][INFO] - Finished test. Elapsed time: 38.6076 [2020-10-19 05:39:30,040][root][INFO] - [2020-10-19 05:39:30,040][root][INFO] - ################################################################ [2020-10-19 05:39:30,040][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 05:39:30,040][root][INFO] - ################################################################ [2020-10-19 05:39:30,040][root][INFO] - clutter : nan nan nan [2020-10-19 05:39:30,040][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 05:39:30,040][root][INFO] - board : 0.791 0.896 0.972 [2020-10-19 05:39:30,040][root][INFO] - bookcase : 0.254 0.375 0.525 [2020-10-19 05:39:30,040][root][INFO] - ceiling : 0.547 0.591 0.687 [2020-10-19 05:39:30,040][root][INFO] - chair : 0.841 0.917 0.938 [2020-10-19 05:39:30,040][root][INFO] - column : 0.193 0.299 0.368 [2020-10-19 05:39:30,040][root][INFO] - door : 0.715 0.876 0.910 [2020-10-19 05:39:30,040][root][INFO] - floor : 0.753 0.758 0.771 [2020-10-19 05:39:30,040][root][INFO] - sofa : 0.390 0.708 0.809 [2020-10-19 05:39:30,040][root][INFO] - table : 0.132 0.296 0.621 [2020-10-19 05:39:30,040][root][INFO] - wall : 0.528 0.725 0.796 [2020-10-19 05:39:30,040][root][INFO] - window : 0.536 0.764 0.781 [2020-10-19 05:39:30,040][root][INFO] - ---------------------------------------------------------------- [2020-10-19 05:39:30,041][root][INFO] - average : 0.473 0.601 0.681 [2020-10-19 05:39:30,041][root][INFO] - [2020-10-19 05:39:30,184][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 05:39:30,185][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 05:39:31,573][root][INFO] - ===> Epoch[4201](21001/5): Loss -0.8051, Sem 0.0183, dir -0.9846, norm 0.1612, swav 0.0000 LR: 6.786e-02 Score 99.386 Data time: 0.0443, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.3831 [2020-10-19 05:39:33,746][root][INFO] - ===> Epoch[4201](21002/5): Loss -0.8079, Sem 0.0212, dir -0.9844, norm 0.1552, swav 0.0000 LR: 6.786e-02 Score 99.283 Data time: 0.1498, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1224 [2020-10-19 05:39:36,181][root][INFO] - ===> Epoch[4201](21003/5): Loss -0.7909, Sem 0.0222, dir -0.9836, norm 0.1706, swav 0.0000 LR: 6.786e-02 Score 99.243 Data time: 0.0731, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.3395 [2020-10-19 05:39:38,677][root][INFO] - ===> Epoch[4201](21004/5): Loss -0.8208, Sem 0.0194, dir -0.9856, norm 0.1453, swav 0.0000 LR: 6.786e-02 Score 99.344 Data time: 0.1151, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.3942 [2020-10-19 05:39:40,649][root][INFO] - ===> Epoch[4201](21005/5): Loss -0.8215, Sem 0.0182, dir -0.9860, norm 0.1463, swav 0.0000 LR: 6.785e-02 Score 99.401 Data time: 0.0862, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8551 [2020-10-19 05:39:42,554][root][INFO] - ===> Epoch[4202](21006/5): Loss -0.8113, Sem 0.0210, dir -0.9854, norm 0.1531, swav 0.0000 LR: 6.785e-02 Score 99.294 Data time: 0.1049, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.7964 [2020-10-19 05:39:44,829][root][INFO] - ===> Epoch[4202](21007/5): Loss -0.8100, Sem 0.0197, dir -0.9865, norm 0.1569, swav 0.0000 LR: 6.785e-02 Score 99.344 Data time: 0.2747, Forward time: 0.7749, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1785 [2020-10-19 05:39:47,221][root][INFO] - ===> Epoch[4202](21008/5): Loss -0.8119, Sem 0.0236, dir -0.9837, norm 0.1483, swav 0.0000 LR: 6.785e-02 Score 99.238 Data time: 0.0875, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2839 [2020-10-19 05:39:49,289][root][INFO] - ===> Epoch[4202](21009/5): Loss -0.8131, Sem 0.0184, dir -0.9858, norm 0.1543, swav 0.0000 LR: 6.785e-02 Score 99.382 Data time: 0.0866, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9484 [2020-10-19 05:39:51,255][root][INFO] - ===> Epoch[4202](21010/5): Loss -0.8317, Sem 0.0195, dir -0.9865, norm 0.1353, swav 0.0000 LR: 6.785e-02 Score 99.330 Data time: 0.1682, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8608 [2020-10-19 05:39:53,486][root][INFO] - ===> Epoch[4203](21011/5): Loss -0.8053, Sem 0.0180, dir -0.9847, norm 0.1613, swav 0.0000 LR: 6.784e-02 Score 99.413 Data time: 0.1306, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1369 [2020-10-19 05:39:55,634][root][INFO] - ===> Epoch[4203](21012/5): Loss -0.8081, Sem 0.0219, dir -0.9832, norm 0.1533, swav 0.0000 LR: 6.784e-02 Score 99.254 Data time: 0.0909, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0160 [2020-10-19 05:39:58,076][root][INFO] - ===> Epoch[4203](21013/5): Loss -0.8120, Sem 0.0200, dir -0.9853, norm 0.1532, swav 0.0000 LR: 6.784e-02 Score 99.316 Data time: 0.1023, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.3434 [2020-10-19 05:40:00,176][root][INFO] - ===> Epoch[4203](21014/5): Loss -0.8107, Sem 0.0221, dir -0.9844, norm 0.1516, swav 0.0000 LR: 6.784e-02 Score 99.263 Data time: 0.0712, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0060 [2020-10-19 05:40:02,043][root][INFO] - ===> Epoch[4203](21015/5): Loss -0.8154, Sem 0.0208, dir -0.9850, norm 0.1488, swav 0.0000 LR: 6.784e-02 Score 99.307 Data time: 0.1924, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.7767 [2020-10-19 05:40:04,275][root][INFO] - ===> Epoch[4204](21016/5): Loss -0.8245, Sem 0.0193, dir -0.9865, norm 0.1426, swav 0.0000 LR: 6.784e-02 Score 99.342 Data time: 0.1008, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1610 [2020-10-19 05:40:06,479][root][INFO] - ===> Epoch[4204](21017/5): Loss -0.8225, Sem 0.0178, dir -0.9852, norm 0.1449, swav 0.0000 LR: 6.784e-02 Score 99.409 Data time: 0.0619, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0851 [2020-10-19 05:40:08,697][root][INFO] - ===> Epoch[4204](21018/5): Loss -0.8067, Sem 0.0194, dir -0.9853, norm 0.1592, swav 0.0000 LR: 6.783e-02 Score 99.344 Data time: 0.0996, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1205 [2020-10-19 05:40:11,040][root][INFO] - ===> Epoch[4204](21019/5): Loss -0.8118, Sem 0.0180, dir -0.9853, norm 0.1555, swav 0.0000 LR: 6.783e-02 Score 99.411 Data time: 0.0797, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.2356 [2020-10-19 05:40:13,397][root][INFO] - ===> Epoch[4204](21020/5): Loss -0.8195, Sem 0.0208, dir -0.9854, norm 0.1450, swav 0.0000 LR: 6.783e-02 Score 99.298 Data time: 0.0612, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.2606 [2020-10-19 05:40:15,623][root][INFO] - ===> Epoch[4205](21021/5): Loss -0.8030, Sem 0.0244, dir -0.9837, norm 0.1562, swav 0.0000 LR: 6.783e-02 Score 99.204 Data time: 0.0744, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1384 [2020-10-19 05:40:18,296][root][INFO] - ===> Epoch[4205](21022/5): Loss -0.8250, Sem 0.0186, dir -0.9860, norm 0.1424, swav 0.0000 LR: 6.783e-02 Score 99.376 Data time: 0.0590, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.5666 [2020-10-19 05:40:20,154][root][INFO] - ===> Epoch[4205](21023/5): Loss -0.8079, Sem 0.0189, dir -0.9862, norm 0.1594, swav 0.0000 LR: 6.783e-02 Score 99.363 Data time: 0.0649, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.7553 [2020-10-19 05:40:22,194][root][INFO] - ===> Epoch[4205](21024/5): Loss -0.8218, Sem 0.0190, dir -0.9853, norm 0.1445, swav 0.0000 LR: 6.782e-02 Score 99.365 Data time: 0.0940, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9519 [2020-10-19 05:40:24,064][root][INFO] - ===> Epoch[4205](21025/5): Loss -0.8087, Sem 0.0206, dir -0.9845, norm 0.1552, swav 0.0000 LR: 6.782e-02 Score 99.318 Data time: 0.0753, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.7512 [2020-10-19 05:40:26,387][root][INFO] - ===> Epoch[4206](21026/5): Loss -0.8243, Sem 0.0201, dir -0.9848, norm 0.1404, swav 0.0000 LR: 6.782e-02 Score 99.319 Data time: 0.0996, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.2344 [2020-10-19 05:40:28,289][root][INFO] - ===> Epoch[4206](21027/5): Loss -0.8210, Sem 0.0210, dir -0.9857, norm 0.1437, swav 0.0000 LR: 6.782e-02 Score 99.324 Data time: 0.0392, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.7848 [2020-10-19 05:40:30,350][root][INFO] - ===> Epoch[4206](21028/5): Loss -0.8072, Sem 0.0200, dir -0.9840, norm 0.1568, swav 0.0000 LR: 6.782e-02 Score 99.347 Data time: 0.0805, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9871 [2020-10-19 05:40:32,519][root][INFO] - ===> Epoch[4206](21029/5): Loss -0.8170, Sem 0.0218, dir -0.9848, norm 0.1460, swav 0.0000 LR: 6.782e-02 Score 99.266 Data time: 0.0840, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0628 [2020-10-19 05:40:34,497][root][INFO] - ===> Epoch[4206](21030/5): Loss -0.8011, Sem 0.0184, dir -0.9852, norm 0.1656, swav 0.0000 LR: 6.781e-02 Score 99.388 Data time: 0.0822, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8765 [2020-10-19 05:40:36,395][root][INFO] - ===> Epoch[4207](21031/5): Loss -0.8302, Sem 0.0182, dir -0.9864, norm 0.1380, swav 0.0000 LR: 6.781e-02 Score 99.396 Data time: 0.0556, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.7922 [2020-10-19 05:40:38,595][root][INFO] - ===> Epoch[4207](21032/5): Loss -0.8272, Sem 0.0197, dir -0.9866, norm 0.1397, swav 0.0000 LR: 6.781e-02 Score 99.340 Data time: 0.1251, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1037 [2020-10-19 05:40:40,923][root][INFO] - ===> Epoch[4207](21033/5): Loss -0.8101, Sem 0.0223, dir -0.9835, norm 0.1512, swav 0.0000 LR: 6.781e-02 Score 99.254 Data time: 0.0930, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.2131 [2020-10-19 05:40:43,013][root][INFO] - ===> Epoch[4207](21034/5): Loss -0.8174, Sem 0.0210, dir -0.9855, norm 0.1470, swav 0.0000 LR: 6.781e-02 Score 99.299 Data time: 0.0968, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9715 [2020-10-19 05:40:45,154][root][INFO] - ===> Epoch[4207](21035/5): Loss -0.8140, Sem 0.0202, dir -0.9865, norm 0.1523, swav 0.0000 LR: 6.781e-02 Score 99.340 Data time: 0.0737, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0485 [2020-10-19 05:40:47,182][root][INFO] - ===> Epoch[4208](21036/5): Loss -0.8157, Sem 0.0204, dir -0.9854, norm 0.1493, swav 0.0000 LR: 6.781e-02 Score 99.320 Data time: 0.0793, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9328 [2020-10-19 05:40:49,446][root][INFO] - ===> Epoch[4208](21037/5): Loss -0.7996, Sem 0.0167, dir -0.9850, norm 0.1687, swav 0.0000 LR: 6.780e-02 Score 99.460 Data time: 0.1161, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1559 [2020-10-19 05:40:51,703][root][INFO] - ===> Epoch[4208](21038/5): Loss -0.8299, Sem 0.0200, dir -0.9864, norm 0.1365, swav 0.0000 LR: 6.780e-02 Score 99.309 Data time: 0.0980, Forward time: 0.7750, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.1311 [2020-10-19 05:40:53,856][root][INFO] - ===> Epoch[4208](21039/5): Loss -0.8129, Sem 0.0195, dir -0.9853, norm 0.1528, swav 0.0000 LR: 6.780e-02 Score 99.335 Data time: 0.0576, Forward time: 0.7750, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.0373 [2020-10-19 05:40:56,041][root][INFO] - ===> Epoch[4208](21040/5): Loss -0.8061, Sem 0.0217, dir -0.9849, norm 0.1572, swav 0.0000 LR: 6.780e-02 Score 99.268 Data time: 0.0988, Forward time: 0.7750, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.0818 [2020-10-19 05:40:58,356][root][INFO] - ===> Epoch[4209](21041/5): Loss -0.8207, Sem 0.0175, dir -0.9866, norm 0.1484, swav 0.0000 LR: 6.780e-02 Score 99.409 Data time: 0.0479, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.2026 [2020-10-19 05:41:00,530][root][INFO] - ===> Epoch[4209](21042/5): Loss -0.8068, Sem 0.0180, dir -0.9844, norm 0.1596, swav 0.0000 LR: 6.780e-02 Score 99.399 Data time: 0.0718, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1164 [2020-10-19 05:41:02,637][root][INFO] - ===> Epoch[4209](21043/5): Loss -0.8282, Sem 0.0183, dir -0.9872, norm 0.1407, swav 0.0000 LR: 6.779e-02 Score 99.390 Data time: 0.0618, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9982 [2020-10-19 05:41:04,431][root][INFO] - ===> Epoch[4209](21044/5): Loss -0.7913, Sem 0.0197, dir -0.9848, norm 0.1738, swav 0.0000 LR: 6.779e-02 Score 99.336 Data time: 0.1030, Forward time: 0.7750, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.6876 [2020-10-19 05:41:06,679][root][INFO] - ===> Epoch[4209](21045/5): Loss -0.8194, Sem 0.0178, dir -0.9870, norm 0.1497, swav 0.0000 LR: 6.779e-02 Score 99.406 Data time: 0.1095, Forward time: 0.7750, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.1647 [2020-10-19 05:41:08,703][root][INFO] - ===> Epoch[4210](21046/5): Loss -0.8083, Sem 0.0217, dir -0.9853, norm 0.1553, swav 0.0000 LR: 6.779e-02 Score 99.281 Data time: 0.0880, Forward time: 0.7750, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.9049 [2020-10-19 05:41:11,156][root][INFO] - ===> Epoch[4210](21047/5): Loss -0.8109, Sem 0.0196, dir -0.9848, norm 0.1543, swav 0.0000 LR: 6.779e-02 Score 99.352 Data time: 0.0806, Forward time: 0.7750, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.3556 [2020-10-19 05:41:13,911][root][INFO] - ===> Epoch[4210](21048/5): Loss -0.7907, Sem 0.0225, dir -0.9832, norm 0.1700, swav 0.0000 LR: 6.779e-02 Score 99.263 Data time: 0.0795, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.6578 [2020-10-19 05:41:16,034][root][INFO] - ===> Epoch[4210](21049/5): Loss -0.8076, Sem 0.0200, dir -0.9847, norm 0.1571, swav 0.0000 LR: 6.779e-02 Score 99.335 Data time: 0.0534, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0117 [2020-10-19 05:41:18,006][root][INFO] - ===> Epoch[4210](21050/5): Loss -0.8094, Sem 0.0185, dir -0.9860, norm 0.1580, swav 0.0000 LR: 6.778e-02 Score 99.374 Data time: 0.0542, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8920 [2020-10-19 05:41:20,253][root][INFO] - ===> Epoch[4211](21051/5): Loss -0.8086, Sem 0.0196, dir -0.9862, norm 0.1580, swav 0.0000 LR: 6.778e-02 Score 99.333 Data time: 0.0594, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1563 [2020-10-19 05:41:22,511][root][INFO] - ===> Epoch[4211](21052/5): Loss -0.8188, Sem 0.0189, dir -0.9852, norm 0.1475, swav 0.0000 LR: 6.778e-02 Score 99.364 Data time: 0.1679, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1851 [2020-10-19 05:41:24,793][root][INFO] - ===> Epoch[4211](21053/5): Loss -0.8183, Sem 0.0175, dir -0.9863, norm 0.1505, swav 0.0000 LR: 6.778e-02 Score 99.408 Data time: 0.0957, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1768 [2020-10-19 05:41:26,794][root][INFO] - ===> Epoch[4211](21054/5): Loss -0.8106, Sem 0.0197, dir -0.9849, norm 0.1547, swav 0.0000 LR: 6.778e-02 Score 99.333 Data time: 0.0528, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8863 [2020-10-19 05:41:28,971][root][INFO] - ===> Epoch[4211](21055/5): Loss -0.8067, Sem 0.0199, dir -0.9860, norm 0.1593, swav 0.0000 LR: 6.778e-02 Score 99.319 Data time: 0.0711, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0667 [2020-10-19 05:41:31,967][root][INFO] - ===> Epoch[4212](21056/5): Loss -0.8009, Sem 0.0221, dir -0.9842, norm 0.1611, swav 0.0000 LR: 6.777e-02 Score 99.250 Data time: 0.0823, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.8949 [2020-10-19 05:41:34,153][root][INFO] - ===> Epoch[4212](21057/5): Loss -0.8210, Sem 0.0198, dir -0.9844, norm 0.1436, swav 0.0000 LR: 6.777e-02 Score 99.339 Data time: 0.0631, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0516 [2020-10-19 05:41:36,927][root][INFO] - ===> Epoch[4212](21058/5): Loss -0.8048, Sem 0.0193, dir -0.9848, norm 0.1607, swav 0.0000 LR: 6.777e-02 Score 99.350 Data time: 0.0711, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.6662 [2020-10-19 05:41:38,911][root][INFO] - ===> Epoch[4212](21059/5): Loss -0.8118, Sem 0.0201, dir -0.9856, norm 0.1537, swav 0.0000 LR: 6.777e-02 Score 99.335 Data time: 0.0587, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8677 [2020-10-19 05:41:40,877][root][INFO] - ===> Epoch[4212](21060/5): Loss -0.8117, Sem 0.0212, dir -0.9854, norm 0.1525, swav 0.0000 LR: 6.777e-02 Score 99.286 Data time: 0.0749, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8779 [2020-10-19 05:41:42,899][root][INFO] - ===> Epoch[4213](21061/5): Loss -0.8042, Sem 0.0213, dir -0.9854, norm 0.1600, swav 0.0000 LR: 6.777e-02 Score 99.301 Data time: 0.0848, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9178 [2020-10-19 05:41:45,077][root][INFO] - ===> Epoch[4213](21062/5): Loss -0.8129, Sem 0.0214, dir -0.9847, norm 0.1504, swav 0.0000 LR: 6.776e-02 Score 99.278 Data time: 0.0556, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0600 [2020-10-19 05:41:47,206][root][INFO] - ===> Epoch[4213](21063/5): Loss -0.8253, Sem 0.0184, dir -0.9860, norm 0.1423, swav 0.0000 LR: 6.776e-02 Score 99.369 Data time: 0.0684, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0309 [2020-10-19 05:41:49,211][root][INFO] - ===> Epoch[4213](21064/5): Loss -0.8209, Sem 0.0190, dir -0.9872, norm 0.1473, swav 0.0000 LR: 6.776e-02 Score 99.364 Data time: 0.0830, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9142 [2020-10-19 05:41:51,422][root][INFO] - ===> Epoch[4213](21065/5): Loss -0.8172, Sem 0.0198, dir -0.9853, norm 0.1484, swav 0.0000 LR: 6.776e-02 Score 99.341 Data time: 0.0957, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0939 [2020-10-19 05:41:53,541][root][INFO] - ===> Epoch[4214](21066/5): Loss -0.8126, Sem 0.0187, dir -0.9859, norm 0.1545, swav 0.0000 LR: 6.776e-02 Score 99.376 Data time: 0.0790, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0024 [2020-10-19 05:41:55,640][root][INFO] - ===> Epoch[4214](21067/5): Loss -0.8339, Sem 0.0193, dir -0.9867, norm 0.1334, swav 0.0000 LR: 6.776e-02 Score 99.333 Data time: 0.0633, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9670 [2020-10-19 05:41:57,588][root][INFO] - ===> Epoch[4214](21068/5): Loss -0.8079, Sem 0.0206, dir -0.9855, norm 0.1571, swav 0.0000 LR: 6.776e-02 Score 99.307 Data time: 0.0721, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8550 [2020-10-19 05:42:00,564][root][INFO] - ===> Epoch[4214](21069/5): Loss -0.8146, Sem 0.0206, dir -0.9858, norm 0.1506, swav 0.0000 LR: 6.775e-02 Score 99.310 Data time: 0.0797, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.8875 [2020-10-19 05:42:03,474][root][INFO] - ===> Epoch[4214](21070/5): Loss -0.8127, Sem 0.0194, dir -0.9841, norm 0.1520, swav 0.0000 LR: 6.775e-02 Score 99.352 Data time: 0.1062, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.7782 [2020-10-19 05:42:05,594][root][INFO] - ===> Epoch[4215](21071/5): Loss -0.8114, Sem 0.0193, dir -0.9862, norm 0.1554, swav 0.0000 LR: 6.775e-02 Score 99.348 Data time: 0.0732, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0082 [2020-10-19 05:42:08,341][root][INFO] - ===> Epoch[4215](21072/5): Loss -0.8212, Sem 0.0204, dir -0.9856, norm 0.1440, swav 0.0000 LR: 6.775e-02 Score 99.309 Data time: 0.0506, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.6384 [2020-10-19 05:42:10,322][root][INFO] - ===> Epoch[4215](21073/5): Loss -0.8266, Sem 0.0187, dir -0.9870, norm 0.1416, swav 0.0000 LR: 6.775e-02 Score 99.369 Data time: 0.0587, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9043 [2020-10-19 05:42:12,329][root][INFO] - ===> Epoch[4215](21074/5): Loss -0.8281, Sem 0.0188, dir -0.9861, norm 0.1392, swav 0.0000 LR: 6.775e-02 Score 99.364 Data time: 0.0773, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9275 [2020-10-19 05:42:14,768][root][INFO] - ===> Epoch[4215](21075/5): Loss -0.8173, Sem 0.0183, dir -0.9855, norm 0.1499, swav 0.0000 LR: 6.774e-02 Score 99.387 Data time: 0.0793, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.3284 [2020-10-19 05:42:16,636][root][INFO] - ===> Epoch[4216](21076/5): Loss -0.8265, Sem 0.0198, dir -0.9857, norm 0.1394, swav 0.0000 LR: 6.774e-02 Score 99.316 Data time: 0.0724, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.7484 [2020-10-19 05:42:18,722][root][INFO] - ===> Epoch[4216](21077/5): Loss -0.8015, Sem 0.0239, dir -0.9849, norm 0.1595, swav 0.0000 LR: 6.774e-02 Score 99.208 Data time: 0.0521, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9813 [2020-10-19 05:42:20,689][root][INFO] - ===> Epoch[4216](21078/5): Loss -0.8253, Sem 0.0198, dir -0.9857, norm 0.1406, swav 0.0000 LR: 6.774e-02 Score 99.340 Data time: 0.0911, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8593 [2020-10-19 05:42:22,716][root][INFO] - ===> Epoch[4216](21079/5): Loss -0.8289, Sem 0.0190, dir -0.9857, norm 0.1378, swav 0.0000 LR: 6.774e-02 Score 99.372 Data time: 0.0718, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9029 [2020-10-19 05:42:25,057][root][INFO] - ===> Epoch[4216](21080/5): Loss -0.8158, Sem 0.0202, dir -0.9861, norm 0.1501, swav 0.0000 LR: 6.774e-02 Score 99.309 Data time: 0.0876, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.2296 [2020-10-19 05:42:27,383][root][INFO] - ===> Epoch[4217](21081/5): Loss -0.8198, Sem 0.0190, dir -0.9849, norm 0.1461, swav 0.0000 LR: 6.773e-02 Score 99.376 Data time: 0.0663, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1946 [2020-10-19 05:42:30,075][root][INFO] - ===> Epoch[4217](21082/5): Loss -0.8110, Sem 0.0208, dir -0.9847, norm 0.1529, swav 0.0000 LR: 6.773e-02 Score 99.316 Data time: 0.0837, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.6004 [2020-10-19 05:42:32,522][root][INFO] - ===> Epoch[4217](21083/5): Loss -0.8419, Sem 0.0178, dir -0.9880, norm 0.1283, swav 0.0000 LR: 6.773e-02 Score 99.383 Data time: 0.0770, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.3340 [2020-10-19 05:42:34,540][root][INFO] - ===> Epoch[4217](21084/5): Loss -0.8160, Sem 0.0180, dir -0.9852, norm 0.1512, swav 0.0000 LR: 6.773e-02 Score 99.410 Data time: 0.0889, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9145 [2020-10-19 05:42:36,708][root][INFO] - ===> Epoch[4217](21085/5): Loss -0.8121, Sem 0.0213, dir -0.9842, norm 0.1508, swav 0.0000 LR: 6.773e-02 Score 99.278 Data time: 0.0659, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0468 [2020-10-19 05:42:39,339][root][INFO] - ===> Epoch[4218](21086/5): Loss -0.8237, Sem 0.0204, dir -0.9859, norm 0.1419, swav 0.0000 LR: 6.773e-02 Score 99.331 Data time: 0.0496, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.5166 [2020-10-19 05:42:42,059][root][INFO] - ===> Epoch[4218](21087/5): Loss -0.8118, Sem 0.0205, dir -0.9845, norm 0.1522, swav 0.0000 LR: 6.773e-02 Score 99.310 Data time: 0.1211, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.6311 [2020-10-19 05:42:43,975][root][INFO] - ===> Epoch[4218](21088/5): Loss -0.8256, Sem 0.0196, dir -0.9863, norm 0.1411, swav 0.0000 LR: 6.772e-02 Score 99.325 Data time: 0.0830, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.7842 [2020-10-19 05:42:46,014][root][INFO] - ===> Epoch[4218](21089/5): Loss -0.8210, Sem 0.0207, dir -0.9853, norm 0.1436, swav 0.0000 LR: 6.772e-02 Score 99.275 Data time: 0.0602, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9360 [2020-10-19 05:42:48,171][root][INFO] - ===> Epoch[4218](21090/5): Loss -0.8326, Sem 0.0188, dir -0.9866, norm 0.1352, swav 0.0000 LR: 6.772e-02 Score 99.374 Data time: 0.0882, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0637 [2020-10-19 05:42:50,428][root][INFO] - ===> Epoch[4219](21091/5): Loss -0.8081, Sem 0.0229, dir -0.9843, norm 0.1533, swav 0.0000 LR: 6.772e-02 Score 99.238 Data time: 0.0746, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1384 [2020-10-19 05:42:52,394][root][INFO] - ===> Epoch[4219](21092/5): Loss -0.8153, Sem 0.0199, dir -0.9868, norm 0.1516, swav 0.0000 LR: 6.772e-02 Score 99.325 Data time: 0.0860, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8682 [2020-10-19 05:42:54,687][root][INFO] - ===> Epoch[4219](21093/5): Loss -0.8126, Sem 0.0203, dir -0.9854, norm 0.1525, swav 0.0000 LR: 6.772e-02 Score 99.330 Data time: 0.0962, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1987 [2020-10-19 05:42:57,030][root][INFO] - ===> Epoch[4219](21094/5): Loss -0.8282, Sem 0.0179, dir -0.9865, norm 0.1404, swav 0.0000 LR: 6.771e-02 Score 99.406 Data time: 0.0719, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2275 [2020-10-19 05:42:58,990][root][INFO] - ===> Epoch[4219](21095/5): Loss -0.8139, Sem 0.0200, dir -0.9865, norm 0.1526, swav 0.0000 LR: 6.771e-02 Score 99.327 Data time: 0.0823, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8819 [2020-10-19 05:43:01,289][root][INFO] - ===> Epoch[4220](21096/5): Loss -0.8253, Sem 0.0187, dir -0.9854, norm 0.1414, swav 0.0000 LR: 6.771e-02 Score 99.360 Data time: 0.0892, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.2173 [2020-10-19 05:43:04,197][root][INFO] - ===> Epoch[4220](21097/5): Loss -0.8026, Sem 0.0223, dir -0.9842, norm 0.1593, swav 0.0000 LR: 6.771e-02 Score 99.287 Data time: 0.0705, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.7941 [2020-10-19 05:43:06,149][root][INFO] - ===> Epoch[4220](21098/5): Loss -0.8173, Sem 0.0213, dir -0.9856, norm 0.1471, swav 0.0000 LR: 6.771e-02 Score 99.321 Data time: 0.0674, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8785 [2020-10-19 05:43:08,646][root][INFO] - ===> Epoch[4220](21099/5): Loss -0.8211, Sem 0.0187, dir -0.9867, norm 0.1469, swav 0.0000 LR: 6.771e-02 Score 99.375 Data time: 0.0839, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.4094 [2020-10-19 05:43:10,744][root][INFO] - ===> Epoch[4220](21100/5): Loss -0.7939, Sem 0.0214, dir -0.9846, norm 0.1693, swav 0.0000 LR: 6.771e-02 Score 99.286 Data time: 0.0947, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9699 [2020-10-19 05:43:12,056][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 05:43:14,144][root][INFO] - ===> Epoch[4221](21101/5): Loss -0.8063, Sem 0.0204, dir -0.9847, norm 0.1580, swav 0.0000 LR: 6.770e-02 Score 99.331 Data time: 0.0841, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9100 [2020-10-19 05:43:16,552][root][INFO] - ===> Epoch[4221](21102/5): Loss -0.8272, Sem 0.0186, dir -0.9871, norm 0.1413, swav 0.0000 LR: 6.770e-02 Score 99.377 Data time: 0.0777, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.3105 [2020-10-19 05:43:18,786][root][INFO] - ===> Epoch[4221](21103/5): Loss -0.8050, Sem 0.0224, dir -0.9844, norm 0.1571, swav 0.0000 LR: 6.770e-02 Score 99.234 Data time: 0.0792, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1335 [2020-10-19 05:43:20,884][root][INFO] - ===> Epoch[4221](21104/5): Loss -0.8074, Sem 0.0187, dir -0.9850, norm 0.1589, swav 0.0000 LR: 6.770e-02 Score 99.384 Data time: 0.0862, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9913 [2020-10-19 05:43:22,972][root][INFO] - ===> Epoch[4221](21105/5): Loss -0.8119, Sem 0.0191, dir -0.9852, norm 0.1542, swav 0.0000 LR: 6.770e-02 Score 99.351 Data time: 0.0625, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9742 [2020-10-19 05:43:25,475][root][INFO] - ===> Epoch[4222](21106/5): Loss -0.8172, Sem 0.0205, dir -0.9858, norm 0.1481, swav 0.0000 LR: 6.770e-02 Score 99.319 Data time: 0.0819, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.4052 [2020-10-19 05:43:27,396][root][INFO] - ===> Epoch[4222](21107/5): Loss -0.7851, Sem 0.0230, dir -0.9818, norm 0.1736, swav 0.0000 LR: 6.769e-02 Score 99.226 Data time: 0.1051, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8077 [2020-10-19 05:43:29,666][root][INFO] - ===> Epoch[4222](21108/5): Loss -0.8115, Sem 0.0208, dir -0.9851, norm 0.1528, swav 0.0000 LR: 6.769e-02 Score 99.311 Data time: 0.0996, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1864 [2020-10-19 05:43:31,821][root][INFO] - ===> Epoch[4222](21109/5): Loss -0.8010, Sem 0.0217, dir -0.9836, norm 0.1609, swav 0.0000 LR: 6.769e-02 Score 99.282 Data time: 0.0731, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0299 [2020-10-19 05:43:34,102][root][INFO] - ===> Epoch[4222](21110/5): Loss -0.7994, Sem 0.0208, dir -0.9855, norm 0.1653, swav 0.0000 LR: 6.769e-02 Score 99.327 Data time: 0.0738, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1831 [2020-10-19 05:43:36,133][root][INFO] - ===> Epoch[4223](21111/5): Loss -0.8170, Sem 0.0175, dir -0.9852, norm 0.1506, swav 0.0000 LR: 6.769e-02 Score 99.404 Data time: 0.0828, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9473 [2020-10-19 05:43:38,455][root][INFO] - ===> Epoch[4223](21112/5): Loss -0.8097, Sem 0.0216, dir -0.9840, norm 0.1527, swav 0.0000 LR: 6.769e-02 Score 99.311 Data time: 0.0891, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.2150 [2020-10-19 05:43:40,778][root][INFO] - ===> Epoch[4223](21113/5): Loss -0.8011, Sem 0.0204, dir -0.9853, norm 0.1638, swav 0.0000 LR: 6.768e-02 Score 99.350 Data time: 0.0923, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.2012 [2020-10-19 05:43:43,034][root][INFO] - ===> Epoch[4223](21114/5): Loss -0.8144, Sem 0.0185, dir -0.9856, norm 0.1527, swav 0.0000 LR: 6.768e-02 Score 99.373 Data time: 0.0653, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1336 [2020-10-19 05:43:45,176][root][INFO] - ===> Epoch[4223](21115/5): Loss -0.8226, Sem 0.0206, dir -0.9855, norm 0.1423, swav 0.0000 LR: 6.768e-02 Score 99.329 Data time: 0.0531, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0441 [2020-10-19 05:43:47,646][root][INFO] - ===> Epoch[4224](21116/5): Loss -0.8168, Sem 0.0201, dir -0.9852, norm 0.1483, swav 0.0000 LR: 6.768e-02 Score 99.316 Data time: 0.0556, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.3778 [2020-10-19 05:43:50,116][root][INFO] - ===> Epoch[4224](21117/5): Loss -0.8195, Sem 0.0186, dir -0.9867, norm 0.1485, swav 0.0000 LR: 6.768e-02 Score 99.366 Data time: 0.0804, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.3941 [2020-10-19 05:43:52,302][root][INFO] - ===> Epoch[4224](21118/5): Loss -0.8256, Sem 0.0197, dir -0.9861, norm 0.1408, swav 0.0000 LR: 6.768e-02 Score 99.335 Data time: 0.0743, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.0882 [2020-10-19 05:43:54,655][root][INFO] - ===> Epoch[4224](21119/5): Loss -0.8203, Sem 0.0208, dir -0.9851, norm 0.1440, swav 0.0000 LR: 6.768e-02 Score 99.294 Data time: 0.0957, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2530 [2020-10-19 05:43:56,943][root][INFO] - ===> Epoch[4224](21120/5): Loss -0.8185, Sem 0.0187, dir -0.9860, norm 0.1488, swav 0.0000 LR: 6.767e-02 Score 99.375 Data time: 0.1146, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1743 [2020-10-19 05:43:59,162][root][INFO] - ===> Epoch[4225](21121/5): Loss -0.8235, Sem 0.0182, dir -0.9859, norm 0.1442, swav 0.0000 LR: 6.767e-02 Score 99.389 Data time: 0.0650, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.1240 [2020-10-19 05:44:01,579][root][INFO] - ===> Epoch[4225](21122/5): Loss -0.8172, Sem 0.0227, dir -0.9846, norm 0.1447, swav 0.0000 LR: 6.767e-02 Score 99.246 Data time: 0.0587, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.3169 [2020-10-19 05:44:03,851][root][INFO] - ===> Epoch[4225](21123/5): Loss -0.7889, Sem 0.0218, dir -0.9843, norm 0.1736, swav 0.0000 LR: 6.767e-02 Score 99.328 Data time: 0.0764, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2120 [2020-10-19 05:44:05,756][root][INFO] - ===> Epoch[4225](21124/5): Loss -0.8228, Sem 0.0200, dir -0.9863, norm 0.1435, swav 0.0000 LR: 6.767e-02 Score 99.302 Data time: 0.0747, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8027 [2020-10-19 05:44:07,811][root][INFO] - ===> Epoch[4225](21125/5): Loss -0.8140, Sem 0.0174, dir -0.9860, norm 0.1546, swav 0.0000 LR: 6.767e-02 Score 99.411 Data time: 0.0810, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9652 [2020-10-19 05:44:10,147][root][INFO] - ===> Epoch[4226](21126/5): Loss -0.8089, Sem 0.0187, dir -0.9844, norm 0.1567, swav 0.0000 LR: 6.766e-02 Score 99.374 Data time: 0.0899, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2231 [2020-10-19 05:44:12,522][root][INFO] - ===> Epoch[4226](21127/5): Loss -0.8222, Sem 0.0190, dir -0.9865, norm 0.1452, swav 0.0000 LR: 6.766e-02 Score 99.352 Data time: 0.0931, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2796 [2020-10-19 05:44:14,564][root][INFO] - ===> Epoch[4226](21128/5): Loss -0.7987, Sem 0.0225, dir -0.9852, norm 0.1640, swav 0.0000 LR: 6.766e-02 Score 99.275 Data time: 0.0776, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.9306 [2020-10-19 05:44:16,931][root][INFO] - ===> Epoch[4226](21129/5): Loss -0.8067, Sem 0.0203, dir -0.9841, norm 0.1571, swav 0.0000 LR: 6.766e-02 Score 99.316 Data time: 0.0948, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.2512 [2020-10-19 05:44:18,883][root][INFO] - ===> Epoch[4226](21130/5): Loss -0.7988, Sem 0.0217, dir -0.9856, norm 0.1652, swav 0.0000 LR: 6.766e-02 Score 99.263 Data time: 0.0853, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8473 [2020-10-19 05:44:21,406][root][INFO] - ===> Epoch[4227](21131/5): Loss -0.8011, Sem 0.0200, dir -0.9858, norm 0.1647, swav 0.0000 LR: 6.766e-02 Score 99.326 Data time: 0.0780, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 2.4187 [2020-10-19 05:44:23,360][root][INFO] - ===> Epoch[4227](21132/5): Loss -0.8087, Sem 0.0189, dir -0.9842, norm 0.1566, swav 0.0000 LR: 6.766e-02 Score 99.370 Data time: 0.0828, Forward time: 0.7750, Backward time: 1.1738, DDP time: 0.0030, Total iter time: 1.8384 [2020-10-19 05:44:25,432][root][INFO] - ===> Epoch[4227](21133/5): Loss -0.8150, Sem 0.0193, dir -0.9857, norm 0.1514, swav 0.0000 LR: 6.765e-02 Score 99.349 Data time: 0.0785, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9667 [2020-10-19 05:44:27,321][root][INFO] - ===> Epoch[4227](21134/5): Loss -0.8109, Sem 0.0217, dir -0.9857, norm 0.1530, swav 0.0000 LR: 6.765e-02 Score 99.272 Data time: 0.0484, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.7923 [2020-10-19 05:44:29,666][root][INFO] - ===> Epoch[4227](21135/5): Loss -0.7972, Sem 0.0218, dir -0.9842, norm 0.1652, swav 0.0000 LR: 6.765e-02 Score 99.279 Data time: 0.0919, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.2538 [2020-10-19 05:44:31,582][root][INFO] - ===> Epoch[4228](21136/5): Loss -0.8135, Sem 0.0205, dir -0.9858, norm 0.1518, swav 0.0000 LR: 6.765e-02 Score 99.318 Data time: 0.0919, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8171 [2020-10-19 05:44:33,489][root][INFO] - ===> Epoch[4228](21137/5): Loss -0.7876, Sem 0.0235, dir -0.9840, norm 0.1729, swav 0.0000 LR: 6.765e-02 Score 99.234 Data time: 0.0761, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8140 [2020-10-19 05:44:35,652][root][INFO] - ===> Epoch[4228](21138/5): Loss -0.8091, Sem 0.0214, dir -0.9854, norm 0.1548, swav 0.0000 LR: 6.765e-02 Score 99.268 Data time: 0.1777, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0733 [2020-10-19 05:44:37,724][root][INFO] - ===> Epoch[4228](21139/5): Loss -0.8113, Sem 0.0225, dir -0.9842, norm 0.1504, swav 0.0000 LR: 6.764e-02 Score 99.253 Data time: 0.0746, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9485 [2020-10-19 05:44:39,682][root][INFO] - ===> Epoch[4228](21140/5): Loss -0.8082, Sem 0.0201, dir -0.9843, norm 0.1560, swav 0.0000 LR: 6.764e-02 Score 99.317 Data time: 0.0631, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8556 [2020-10-19 05:44:42,026][root][INFO] - ===> Epoch[4229](21141/5): Loss -0.8196, Sem 0.0189, dir -0.9867, norm 0.1483, swav 0.0000 LR: 6.764e-02 Score 99.360 Data time: 0.0803, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.2524 [2020-10-19 05:44:44,535][root][INFO] - ===> Epoch[4229](21142/5): Loss -0.7996, Sem 0.0191, dir -0.9845, norm 0.1658, swav 0.0000 LR: 6.764e-02 Score 99.375 Data time: 0.0696, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.3921 [2020-10-19 05:44:46,638][root][INFO] - ===> Epoch[4229](21143/5): Loss -0.8013, Sem 0.0195, dir -0.9859, norm 0.1651, swav 0.0000 LR: 6.764e-02 Score 99.344 Data time: 0.0855, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9917 [2020-10-19 05:44:48,819][root][INFO] - ===> Epoch[4229](21144/5): Loss -0.8242, Sem 0.0175, dir -0.9868, norm 0.1452, swav 0.0000 LR: 6.764e-02 Score 99.424 Data time: 0.0900, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0643 [2020-10-19 05:44:51,028][root][INFO] - ===> Epoch[4229](21145/5): Loss -0.7738, Sem 0.0211, dir -0.9854, norm 0.1904, swav 0.0000 LR: 6.763e-02 Score 99.310 Data time: 0.0743, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0859 [2020-10-19 05:44:53,009][root][INFO] - ===> Epoch[4230](21146/5): Loss -0.8203, Sem 0.0245, dir -0.9853, norm 0.1404, swav 0.0000 LR: 6.763e-02 Score 99.205 Data time: 0.0675, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8840 [2020-10-19 05:44:55,240][root][INFO] - ===> Epoch[4230](21147/5): Loss -0.7844, Sem 0.0202, dir -0.9836, norm 0.1790, swav 0.0000 LR: 6.763e-02 Score 99.325 Data time: 0.0613, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1498 [2020-10-19 05:44:57,421][root][INFO] - ===> Epoch[4230](21148/5): Loss -0.8106, Sem 0.0187, dir -0.9866, norm 0.1573, swav 0.0000 LR: 6.763e-02 Score 99.359 Data time: 0.0713, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0852 [2020-10-19 05:44:59,521][root][INFO] - ===> Epoch[4230](21149/5): Loss -0.7640, Sem 0.0212, dir -0.9847, norm 0.1995, swav 0.0000 LR: 6.763e-02 Score 99.285 Data time: 0.0698, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9997 [2020-10-19 05:45:01,785][root][INFO] - ===> Epoch[4230](21150/5): Loss -0.7884, Sem 0.0208, dir -0.9857, norm 0.1766, swav 0.0000 LR: 6.763e-02 Score 99.312 Data time: 0.1280, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1674 [2020-10-19 05:45:04,778][root][INFO] - ===> Epoch[4231](21151/5): Loss -0.7927, Sem 0.0202, dir -0.9837, norm 0.1708, swav 0.0000 LR: 6.763e-02 Score 99.327 Data time: 0.0923, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.8700 [2020-10-19 05:45:06,839][root][INFO] - ===> Epoch[4231](21152/5): Loss -0.7695, Sem 0.0209, dir -0.9847, norm 0.1942, swav 0.0000 LR: 6.762e-02 Score 99.303 Data time: 0.0716, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9466 [2020-10-19 05:45:08,758][root][INFO] - ===> Epoch[4231](21153/5): Loss -0.7912, Sem 0.0253, dir -0.9834, norm 0.1670, swav 0.0000 LR: 6.762e-02 Score 99.140 Data time: 0.0719, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8352 [2020-10-19 05:45:10,991][root][INFO] - ===> Epoch[4231](21154/5): Loss -0.7671, Sem 0.0201, dir -0.9826, norm 0.1954, swav 0.0000 LR: 6.762e-02 Score 99.339 Data time: 0.0900, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1150 [2020-10-19 05:45:13,053][root][INFO] - ===> Epoch[4231](21155/5): Loss -0.7687, Sem 0.0212, dir -0.9846, norm 0.1947, swav 0.0000 LR: 6.762e-02 Score 99.304 Data time: 0.0856, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9822 [2020-10-19 05:45:15,361][root][INFO] - ===> Epoch[4232](21156/5): Loss -0.7550, Sem 0.0207, dir -0.9829, norm 0.2073, swav 0.0000 LR: 6.762e-02 Score 99.331 Data time: 0.0670, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1901 [2020-10-19 05:45:17,181][root][INFO] - ===> Epoch[4232](21157/5): Loss -0.7971, Sem 0.0260, dir -0.9843, norm 0.1613, swav 0.0000 LR: 6.762e-02 Score 99.191 Data time: 0.0854, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.7232 [2020-10-19 05:45:19,157][root][INFO] - ===> Epoch[4232](21158/5): Loss -0.7809, Sem 0.0225, dir -0.9848, norm 0.1814, swav 0.0000 LR: 6.761e-02 Score 99.261 Data time: 0.0831, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8844 [2020-10-19 05:45:21,674][root][INFO] - ===> Epoch[4232](21159/5): Loss -0.7805, Sem 0.0191, dir -0.9828, norm 0.1831, swav 0.0000 LR: 6.761e-02 Score 99.368 Data time: 0.1388, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.4141 [2020-10-19 05:45:23,770][root][INFO] - ===> Epoch[4232](21160/5): Loss -0.7995, Sem 0.0228, dir -0.9841, norm 0.1618, swav 0.0000 LR: 6.761e-02 Score 99.264 Data time: 0.0637, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9724 [2020-10-19 05:45:25,507][root][INFO] - ===> Epoch[4233](21161/5): Loss -0.7802, Sem 0.0207, dir -0.9839, norm 0.1830, swav 0.0000 LR: 6.761e-02 Score 99.314 Data time: 0.0638, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.6533 [2020-10-19 05:45:27,697][root][INFO] - ===> Epoch[4233](21162/5): Loss -0.8075, Sem 0.0225, dir -0.9846, norm 0.1546, swav 0.0000 LR: 6.761e-02 Score 99.243 Data time: 0.0563, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0956 [2020-10-19 05:45:30,130][root][INFO] - ===> Epoch[4233](21163/5): Loss -0.7805, Sem 0.0208, dir -0.9846, norm 0.1833, swav 0.0000 LR: 6.761e-02 Score 99.315 Data time: 0.2039, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.3455 [2020-10-19 05:45:33,305][root][INFO] - ===> Epoch[4233](21164/5): Loss -0.7993, Sem 0.0209, dir -0.9837, norm 0.1635, swav 0.0000 LR: 6.760e-02 Score 99.304 Data time: 0.0924, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 3.0486 [2020-10-19 05:45:35,675][root][INFO] - ===> Epoch[4233](21165/5): Loss -0.7729, Sem 0.0222, dir -0.9830, norm 0.1879, swav 0.0000 LR: 6.760e-02 Score 99.251 Data time: 0.0684, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.2634 [2020-10-19 05:45:37,922][root][INFO] - ===> Epoch[4234](21166/5): Loss -0.7960, Sem 0.0216, dir -0.9845, norm 0.1670, swav 0.0000 LR: 6.760e-02 Score 99.271 Data time: 0.0746, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1349 [2020-10-19 05:45:40,117][root][INFO] - ===> Epoch[4234](21167/5): Loss -0.8049, Sem 0.0202, dir -0.9858, norm 0.1606, swav 0.0000 LR: 6.760e-02 Score 99.319 Data time: 0.1516, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1040 [2020-10-19 05:45:42,588][root][INFO] - ===> Epoch[4234](21168/5): Loss -0.7910, Sem 0.0211, dir -0.9837, norm 0.1716, swav 0.0000 LR: 6.760e-02 Score 99.299 Data time: 0.0916, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.3531 [2020-10-19 05:45:44,827][root][INFO] - ===> Epoch[4234](21169/5): Loss -0.7990, Sem 0.0234, dir -0.9838, norm 0.1615, swav 0.0000 LR: 6.760e-02 Score 99.220 Data time: 0.0809, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1247 [2020-10-19 05:45:46,946][root][INFO] - ===> Epoch[4234](21170/5): Loss -0.7877, Sem 0.0224, dir -0.9832, norm 0.1730, swav 0.0000 LR: 6.760e-02 Score 99.233 Data time: 0.1036, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0150 [2020-10-19 05:45:49,164][root][INFO] - ===> Epoch[4235](21171/5): Loss -0.8132, Sem 0.0228, dir -0.9856, norm 0.1495, swav 0.0000 LR: 6.759e-02 Score 99.242 Data time: 0.0671, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1133 [2020-10-19 05:45:51,220][root][INFO] - ===> Epoch[4235](21172/5): Loss -0.8124, Sem 0.0198, dir -0.9849, norm 0.1527, swav 0.0000 LR: 6.759e-02 Score 99.332 Data time: 0.0832, Forward time: 0.7750, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9595 [2020-10-19 05:45:53,334][root][INFO] - ===> Epoch[4235](21173/5): Loss -0.8017, Sem 0.0247, dir -0.9853, norm 0.1589, swav 0.0000 LR: 6.759e-02 Score 99.238 Data time: 0.1231, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9909 [2020-10-19 05:45:55,234][root][INFO] - ===> Epoch[4235](21174/5): Loss -0.7991, Sem 0.0238, dir -0.9834, norm 0.1605, swav 0.0000 LR: 6.759e-02 Score 99.222 Data time: 0.0787, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.7782 [2020-10-19 05:45:57,281][root][INFO] - ===> Epoch[4235](21175/5): Loss -0.7876, Sem 0.0202, dir -0.9844, norm 0.1765, swav 0.0000 LR: 6.759e-02 Score 99.335 Data time: 0.0701, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9336 [2020-10-19 05:46:00,279][root][INFO] - ===> Epoch[4236](21176/5): Loss -0.8126, Sem 0.0196, dir -0.9850, norm 0.1528, swav 0.0000 LR: 6.759e-02 Score 99.329 Data time: 0.0716, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.8924 [2020-10-19 05:46:02,594][root][INFO] - ===> Epoch[4236](21177/5): Loss -0.7873, Sem 0.0247, dir -0.9835, norm 0.1714, swav 0.0000 LR: 6.758e-02 Score 99.167 Data time: 0.1607, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.2027 [2020-10-19 05:46:04,821][root][INFO] - ===> Epoch[4236](21178/5): Loss -0.7890, Sem 0.0228, dir -0.9830, norm 0.1712, swav 0.0000 LR: 6.758e-02 Score 99.240 Data time: 0.1000, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1105 [2020-10-19 05:46:06,858][root][INFO] - ===> Epoch[4236](21179/5): Loss -0.7970, Sem 0.0229, dir -0.9849, norm 0.1649, swav 0.0000 LR: 6.758e-02 Score 99.241 Data time: 0.0731, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9334 [2020-10-19 05:46:08,987][root][INFO] - ===> Epoch[4236](21180/5): Loss -0.8094, Sem 0.0235, dir -0.9838, norm 0.1509, swav 0.0000 LR: 6.758e-02 Score 99.206 Data time: 0.0703, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0526 [2020-10-19 05:46:11,249][root][INFO] - ===> Epoch[4237](21181/5): Loss -0.8020, Sem 0.0202, dir -0.9850, norm 0.1628, swav 0.0000 LR: 6.758e-02 Score 99.332 Data time: 0.0849, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1622 [2020-10-19 05:46:13,269][root][INFO] - ===> Epoch[4237](21182/5): Loss -0.8215, Sem 0.0195, dir -0.9869, norm 0.1459, swav 0.0000 LR: 6.758e-02 Score 99.338 Data time: 0.0587, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9016 [2020-10-19 05:46:15,417][root][INFO] - ===> Epoch[4237](21183/5): Loss -0.7939, Sem 0.0246, dir -0.9849, norm 0.1664, swav 0.0000 LR: 6.758e-02 Score 99.237 Data time: 0.0557, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0420 [2020-10-19 05:46:17,575][root][INFO] - ===> Epoch[4237](21184/5): Loss -0.7973, Sem 0.0206, dir -0.9850, norm 0.1670, swav 0.0000 LR: 6.757e-02 Score 99.320 Data time: 0.0958, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1066 [2020-10-19 05:46:20,022][root][INFO] - ===> Epoch[4237](21185/5): Loss -0.7834, Sem 0.0288, dir -0.9836, norm 0.1714, swav 0.0000 LR: 6.757e-02 Score 99.179 Data time: 0.0895, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.3401 [2020-10-19 05:46:21,992][root][INFO] - ===> Epoch[4238](21186/5): Loss -0.8018, Sem 0.0237, dir -0.9845, norm 0.1590, swav 0.0000 LR: 6.757e-02 Score 99.230 Data time: 0.0798, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8505 [2020-10-19 05:46:24,671][root][INFO] - ===> Epoch[4238](21187/5): Loss -0.7926, Sem 0.0203, dir -0.9858, norm 0.1729, swav 0.0000 LR: 6.757e-02 Score 99.326 Data time: 0.1636, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.5654 [2020-10-19 05:46:27,141][root][INFO] - ===> Epoch[4238](21188/5): Loss -0.7977, Sem 0.0227, dir -0.9838, norm 0.1634, swav 0.0000 LR: 6.757e-02 Score 99.225 Data time: 0.1027, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.3638 [2020-10-19 05:46:29,088][root][INFO] - ===> Epoch[4238](21189/5): Loss -0.8177, Sem 0.0212, dir -0.9843, norm 0.1455, swav 0.0000 LR: 6.757e-02 Score 99.290 Data time: 0.0446, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.8544 [2020-10-19 05:46:31,057][root][INFO] - ===> Epoch[4238](21190/5): Loss -0.7964, Sem 0.0222, dir -0.9847, norm 0.1662, swav 0.0000 LR: 6.756e-02 Score 99.260 Data time: 0.0944, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9006 [2020-10-19 05:46:33,188][root][INFO] - ===> Epoch[4239](21191/5): Loss -0.7862, Sem 0.0210, dir -0.9833, norm 0.1762, swav 0.0000 LR: 6.756e-02 Score 99.313 Data time: 0.0890, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0403 [2020-10-19 05:46:35,513][root][INFO] - ===> Epoch[4239](21192/5): Loss -0.7864, Sem 0.0234, dir -0.9849, norm 0.1751, swav 0.0000 LR: 6.756e-02 Score 99.219 Data time: 0.0900, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.2262 [2020-10-19 05:46:37,272][root][INFO] - ===> Epoch[4239](21193/5): Loss -0.7928, Sem 0.0228, dir -0.9840, norm 0.1685, swav 0.0000 LR: 6.756e-02 Score 99.259 Data time: 0.0581, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.6532 [2020-10-19 05:46:39,778][root][INFO] - ===> Epoch[4239](21194/5): Loss -0.7900, Sem 0.0211, dir -0.9859, norm 0.1749, swav 0.0000 LR: 6.756e-02 Score 99.294 Data time: 0.0600, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.4300 [2020-10-19 05:46:42,365][root][INFO] - ===> Epoch[4239](21195/5): Loss -0.7906, Sem 0.0200, dir -0.9861, norm 0.1756, swav 0.0000 LR: 6.756e-02 Score 99.316 Data time: 0.1034, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.4964 [2020-10-19 05:46:44,434][root][INFO] - ===> Epoch[4240](21196/5): Loss -0.8126, Sem 0.0194, dir -0.9851, norm 0.1531, swav 0.0000 LR: 6.755e-02 Score 99.342 Data time: 0.0816, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 1.9636 [2020-10-19 05:46:46,660][root][INFO] - ===> Epoch[4240](21197/5): Loss -0.7849, Sem 0.0224, dir -0.9836, norm 0.1763, swav 0.0000 LR: 6.755e-02 Score 99.251 Data time: 0.2836, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1359 [2020-10-19 05:46:48,795][root][INFO] - ===> Epoch[4240](21198/5): Loss -0.8013, Sem 0.0217, dir -0.9844, norm 0.1614, swav 0.0000 LR: 6.755e-02 Score 99.265 Data time: 0.0865, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.0424 [2020-10-19 05:46:51,049][root][INFO] - ===> Epoch[4240](21199/5): Loss -0.7844, Sem 0.0245, dir -0.9845, norm 0.1757, swav 0.0000 LR: 6.755e-02 Score 99.235 Data time: 0.1867, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.1499 [2020-10-19 05:46:53,388][root][INFO] - ===> Epoch[4240](21200/5): Loss -0.8033, Sem 0.0197, dir -0.9854, norm 0.1624, swav 0.0000 LR: 6.755e-02 Score 99.349 Data time: 0.1884, Forward time: 0.7751, Backward time: 1.1737, DDP time: 0.0030, Total iter time: 2.2423 [2020-10-19 05:46:54,801][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 05:46:54,980][root][INFO] - ===> Start testing [2020-10-19 05:47:34,597][root][INFO] - 68/68: Data time: 0.0025, Iter time: 0.1292 Loss 0.407 (AVG: 0.523) Score 92.092 (AVG: 90.780) mIOU 70.088 mAP 84.073 mAcc 77.518 IOU: 63.378 0.182 81.205 73.774 95.035 93.025 37.915 75.843 98.327 65.458 81.518 86.759 58.720 mAP: 81.488 10.259 93.804 87.364 98.998 98.560 62.040 96.606 99.737 86.688 92.359 95.208 89.841 mAcc: 79.254 1.367 86.201 82.913 96.331 97.167 41.772 95.379 99.180 78.206 89.671 95.358 64.937 [2020-10-19 05:47:34,599][root][INFO] - Finished test. Elapsed time: 39.6167 [2020-10-19 05:47:37,508][root][INFO] - [2020-10-19 05:47:37,508][root][INFO] - ################################################################ [2020-10-19 05:47:37,508][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 05:47:37,508][root][INFO] - ################################################################ [2020-10-19 05:47:37,508][root][INFO] - clutter : nan nan nan [2020-10-19 05:47:37,508][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 05:47:37,508][root][INFO] - board : 0.791 0.875 0.928 [2020-10-19 05:47:37,508][root][INFO] - bookcase : 0.232 0.335 0.514 [2020-10-19 05:47:37,508][root][INFO] - ceiling : 0.559 0.620 0.652 [2020-10-19 05:47:37,508][root][INFO] - chair : 0.845 0.923 0.932 [2020-10-19 05:47:37,508][root][INFO] - column : 0.219 0.344 0.451 [2020-10-19 05:47:37,508][root][INFO] - door : 0.745 0.878 0.933 [2020-10-19 05:47:37,509][root][INFO] - floor : 0.639 0.685 0.698 [2020-10-19 05:47:37,509][root][INFO] - sofa : 0.452 0.727 0.818 [2020-10-19 05:47:37,509][root][INFO] - table : 0.125 0.276 0.629 [2020-10-19 05:47:37,509][root][INFO] - wall : 0.536 0.759 0.849 [2020-10-19 05:47:37,509][root][INFO] - window : 0.585 0.762 0.777 [2020-10-19 05:47:37,509][root][INFO] - ---------------------------------------------------------------- [2020-10-19 05:47:37,509][root][INFO] - average : 0.477 0.599 0.682 [2020-10-19 05:47:37,509][root][INFO] - [2020-10-19 05:47:37,667][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 05:47:37,668][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 05:47:39,376][root][INFO] - ===> Epoch[4241](21201/5): Loss -0.7951, Sem 0.0221, dir -0.9845, norm 0.1673, swav 0.0000 LR: 6.755e-02 Score 99.263 Data time: 0.0653, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.7031 [2020-10-19 05:47:41,875][root][INFO] - ===> Epoch[4241](21202/5): Loss -0.8014, Sem 0.0211, dir -0.9842, norm 0.1618, swav 0.0000 LR: 6.755e-02 Score 99.298 Data time: 0.1464, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.3944 [2020-10-19 05:47:43,852][root][INFO] - ===> Epoch[4241](21203/5): Loss -0.8050, Sem 0.0219, dir -0.9840, norm 0.1572, swav 0.0000 LR: 6.754e-02 Score 99.261 Data time: 0.0860, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.8703 [2020-10-19 05:47:45,844][root][INFO] - ===> Epoch[4241](21204/5): Loss -0.8144, Sem 0.0237, dir -0.9840, norm 0.1459, swav 0.0000 LR: 6.754e-02 Score 99.223 Data time: 0.0888, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.8796 [2020-10-19 05:47:48,570][root][INFO] - ===> Epoch[4241](21205/5): Loss -0.8026, Sem 0.0231, dir -0.9848, norm 0.1592, swav 0.0000 LR: 6.754e-02 Score 99.253 Data time: 0.0721, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.6435 [2020-10-19 05:47:50,795][root][INFO] - ===> Epoch[4242](21206/5): Loss -0.7901, Sem 0.0212, dir -0.9847, norm 0.1733, swav 0.0000 LR: 6.754e-02 Score 99.348 Data time: 0.0852, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.1077 [2020-10-19 05:47:52,823][root][INFO] - ===> Epoch[4242](21207/5): Loss -0.7998, Sem 0.0228, dir -0.9836, norm 0.1610, swav 0.0000 LR: 6.754e-02 Score 99.245 Data time: 0.0880, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.9189 [2020-10-19 05:47:55,000][root][INFO] - ===> Epoch[4242](21208/5): Loss -0.8187, Sem 0.0203, dir -0.9853, norm 0.1463, swav 0.0000 LR: 6.754e-02 Score 99.316 Data time: 0.0697, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.0795 [2020-10-19 05:47:57,544][root][INFO] - ===> Epoch[4242](21209/5): Loss -0.7832, Sem 0.0219, dir -0.9836, norm 0.1785, swav 0.0000 LR: 6.753e-02 Score 99.267 Data time: 0.0787, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.4661 [2020-10-19 05:47:59,226][root][INFO] - ===> Epoch[4242](21210/5): Loss -0.8139, Sem 0.0219, dir -0.9848, norm 0.1491, swav 0.0000 LR: 6.753e-02 Score 99.269 Data time: 0.0779, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.5597 [2020-10-19 05:48:01,312][root][INFO] - ===> Epoch[4243](21211/5): Loss -0.8098, Sem 0.0205, dir -0.9861, norm 0.1557, swav 0.0000 LR: 6.753e-02 Score 99.315 Data time: 0.1088, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.9814 [2020-10-19 05:48:03,501][root][INFO] - ===> Epoch[4243](21212/5): Loss -0.8040, Sem 0.0272, dir -0.9847, norm 0.1535, swav 0.0000 LR: 6.753e-02 Score 99.189 Data time: 0.0544, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.0836 [2020-10-19 05:48:05,985][root][INFO] - ===> Epoch[4243](21213/5): Loss -0.8233, Sem 0.0190, dir -0.9856, norm 0.1432, swav 0.0000 LR: 6.753e-02 Score 99.344 Data time: 0.0819, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.3905 [2020-10-19 05:48:07,911][root][INFO] - ===> Epoch[4243](21214/5): Loss -0.8177, Sem 0.0207, dir -0.9843, norm 0.1459, swav 0.0000 LR: 6.753e-02 Score 99.304 Data time: 0.0824, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.8186 [2020-10-19 05:48:09,970][root][INFO] - ===> Epoch[4243](21215/5): Loss -0.8116, Sem 0.0272, dir -0.9851, norm 0.1462, swav 0.0000 LR: 6.753e-02 Score 99.188 Data time: 0.0834, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.9517 [2020-10-19 05:48:12,114][root][INFO] - ===> Epoch[4244](21216/5): Loss -0.7933, Sem 0.0262, dir -0.9842, norm 0.1647, swav 0.0000 LR: 6.752e-02 Score 99.189 Data time: 0.0940, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.0187 [2020-10-19 05:48:14,602][root][INFO] - ===> Epoch[4244](21217/5): Loss -0.8007, Sem 0.0229, dir -0.9840, norm 0.1603, swav 0.0000 LR: 6.752e-02 Score 99.246 Data time: 0.0600, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.3700 [2020-10-19 05:48:16,656][root][INFO] - ===> Epoch[4244](21218/5): Loss -0.8153, Sem 0.0206, dir -0.9858, norm 0.1500, swav 0.0000 LR: 6.752e-02 Score 99.305 Data time: 0.0861, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.9674 [2020-10-19 05:48:18,772][root][INFO] - ===> Epoch[4244](21219/5): Loss -0.8024, Sem 0.0225, dir -0.9836, norm 0.1588, swav 0.0000 LR: 6.752e-02 Score 99.253 Data time: 0.0989, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.0081 [2020-10-19 05:48:20,970][root][INFO] - ===> Epoch[4244](21220/5): Loss -0.8118, Sem 0.0243, dir -0.9848, norm 0.1488, swav 0.0000 LR: 6.752e-02 Score 99.186 Data time: 0.0854, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.0924 [2020-10-19 05:48:23,252][root][INFO] - ===> Epoch[4245](21221/5): Loss -0.8039, Sem 0.0209, dir -0.9844, norm 0.1596, swav 0.0000 LR: 6.752e-02 Score 99.302 Data time: 0.0698, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.1808 [2020-10-19 05:48:25,934][root][INFO] - ===> Epoch[4245](21222/5): Loss -0.7993, Sem 0.0213, dir -0.9850, norm 0.1644, swav 0.0000 LR: 6.751e-02 Score 99.289 Data time: 0.0653, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.5715 [2020-10-19 05:48:27,653][root][INFO] - ===> Epoch[4245](21223/5): Loss -0.8061, Sem 0.0214, dir -0.9857, norm 0.1582, swav 0.0000 LR: 6.751e-02 Score 99.282 Data time: 0.0766, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.6003 [2020-10-19 05:48:29,827][root][INFO] - ===> Epoch[4245](21224/5): Loss -0.8003, Sem 0.0194, dir -0.9863, norm 0.1667, swav 0.0000 LR: 6.751e-02 Score 99.369 Data time: 0.0605, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.0618 [2020-10-19 05:48:31,888][root][INFO] - ===> Epoch[4245](21225/5): Loss -0.8139, Sem 0.0241, dir -0.9833, norm 0.1453, swav 0.0000 LR: 6.751e-02 Score 99.196 Data time: 0.0846, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.9538 [2020-10-19 05:48:34,200][root][INFO] - ===> Epoch[4246](21226/5): Loss -0.7896, Sem 0.0198, dir -0.9839, norm 0.1745, swav 0.0000 LR: 6.751e-02 Score 99.343 Data time: 0.1007, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.1998 [2020-10-19 05:48:36,511][root][INFO] - ===> Epoch[4246](21227/5): Loss -0.8186, Sem 0.0219, dir -0.9853, norm 0.1448, swav 0.0000 LR: 6.751e-02 Score 99.277 Data time: 0.0587, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.2100 [2020-10-19 05:48:38,418][root][INFO] - ===> Epoch[4246](21228/5): Loss -0.8305, Sem 0.0201, dir -0.9859, norm 0.1353, swav 0.0000 LR: 6.750e-02 Score 99.318 Data time: 0.0545, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.8381 [2020-10-19 05:48:40,716][root][INFO] - ===> Epoch[4246](21229/5): Loss -0.8218, Sem 0.0190, dir -0.9857, norm 0.1449, swav 0.0000 LR: 6.750e-02 Score 99.350 Data time: 0.0735, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.2001 [2020-10-19 05:48:43,100][root][INFO] - ===> Epoch[4246](21230/5): Loss -0.8139, Sem 0.0224, dir -0.9849, norm 0.1486, swav 0.0000 LR: 6.750e-02 Score 99.260 Data time: 0.0878, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.2565 [2020-10-19 05:48:45,526][root][INFO] - ===> Epoch[4247](21231/5): Loss -0.7937, Sem 0.0203, dir -0.9845, norm 0.1705, swav 0.0000 LR: 6.750e-02 Score 99.326 Data time: 0.0857, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.3067 [2020-10-19 05:48:47,372][root][INFO] - ===> Epoch[4247](21232/5): Loss -0.8184, Sem 0.0232, dir -0.9847, norm 0.1430, swav 0.0000 LR: 6.750e-02 Score 99.240 Data time: 0.0557, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.7157 [2020-10-19 05:48:49,281][root][INFO] - ===> Epoch[4247](21233/5): Loss -0.8193, Sem 0.0201, dir -0.9849, norm 0.1455, swav 0.0000 LR: 6.750e-02 Score 99.335 Data time: 0.0636, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.8248 [2020-10-19 05:48:51,665][root][INFO] - ===> Epoch[4247](21234/5): Loss -0.8110, Sem 0.0191, dir -0.9855, norm 0.1554, swav 0.0000 LR: 6.750e-02 Score 99.366 Data time: 0.0646, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.2780 [2020-10-19 05:48:54,034][root][INFO] - ===> Epoch[4247](21235/5): Loss -0.8161, Sem 0.0206, dir -0.9851, norm 0.1485, swav 0.0000 LR: 6.749e-02 Score 99.300 Data time: 0.0810, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.2821 [2020-10-19 05:48:56,101][root][INFO] - ===> Epoch[4248](21236/5): Loss -0.8147, Sem 0.0195, dir -0.9858, norm 0.1517, swav 0.0000 LR: 6.749e-02 Score 99.344 Data time: 0.1126, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.9242 [2020-10-19 05:48:58,676][root][INFO] - ===> Epoch[4248](21237/5): Loss -0.8093, Sem 0.0183, dir -0.9848, norm 0.1571, swav 0.0000 LR: 6.749e-02 Score 99.396 Data time: 0.0733, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.4680 [2020-10-19 05:49:00,652][root][INFO] - ===> Epoch[4248](21238/5): Loss -0.8186, Sem 0.0205, dir -0.9853, norm 0.1462, swav 0.0000 LR: 6.749e-02 Score 99.309 Data time: 0.0739, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.8394 [2020-10-19 05:49:02,802][root][INFO] - ===> Epoch[4248](21239/5): Loss -0.8134, Sem 0.0207, dir -0.9852, norm 0.1512, swav 0.0000 LR: 6.749e-02 Score 99.310 Data time: 0.0862, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.0511 [2020-10-19 05:49:05,639][root][INFO] - ===> Epoch[4248](21240/5): Loss -0.7980, Sem 0.0205, dir -0.9836, norm 0.1651, swav 0.0000 LR: 6.749e-02 Score 99.308 Data time: 0.0866, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.7317 [2020-10-19 05:49:07,943][root][INFO] - ===> Epoch[4249](21241/5): Loss -0.8166, Sem 0.0209, dir -0.9849, norm 0.1474, swav 0.0000 LR: 6.748e-02 Score 99.305 Data time: 0.0667, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.2158 [2020-10-19 05:49:09,922][root][INFO] - ===> Epoch[4249](21242/5): Loss -0.8212, Sem 0.0204, dir -0.9861, norm 0.1445, swav 0.0000 LR: 6.748e-02 Score 99.313 Data time: 0.0823, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.8788 [2020-10-19 05:49:12,409][root][INFO] - ===> Epoch[4249](21243/5): Loss -0.8109, Sem 0.0201, dir -0.9840, norm 0.1530, swav 0.0000 LR: 6.748e-02 Score 99.318 Data time: 0.0932, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.3910 [2020-10-19 05:49:14,365][root][INFO] - ===> Epoch[4249](21244/5): Loss -0.8292, Sem 0.0192, dir -0.9863, norm 0.1379, swav 0.0000 LR: 6.748e-02 Score 99.344 Data time: 0.0777, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.8234 [2020-10-19 05:49:16,229][root][INFO] - ===> Epoch[4249](21245/5): Loss -0.8142, Sem 0.0193, dir -0.9847, norm 0.1512, swav 0.0000 LR: 6.748e-02 Score 99.354 Data time: 0.0780, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.7629 [2020-10-19 05:49:18,082][root][INFO] - ===> Epoch[4250](21246/5): Loss -0.8314, Sem 0.0206, dir -0.9862, norm 0.1342, swav 0.0000 LR: 6.748e-02 Score 99.307 Data time: 0.0625, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.7438 [2020-10-19 05:49:20,488][root][INFO] - ===> Epoch[4250](21247/5): Loss -0.8067, Sem 0.0200, dir -0.9843, norm 0.1576, swav 0.0000 LR: 6.747e-02 Score 99.331 Data time: 0.0609, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.3160 [2020-10-19 05:49:22,409][root][INFO] - ===> Epoch[4250](21248/5): Loss -0.8273, Sem 0.0187, dir -0.9863, norm 0.1403, swav 0.0000 LR: 6.747e-02 Score 99.371 Data time: 0.0715, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.8266 [2020-10-19 05:49:24,471][root][INFO] - ===> Epoch[4250](21249/5): Loss -0.8032, Sem 0.0216, dir -0.9844, norm 0.1596, swav 0.0000 LR: 6.747e-02 Score 99.278 Data time: 0.0884, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.9657 [2020-10-19 05:49:27,158][root][INFO] - ===> Epoch[4250](21250/5): Loss -0.8199, Sem 0.0190, dir -0.9860, norm 0.1470, swav 0.0000 LR: 6.747e-02 Score 99.363 Data time: 0.0863, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.5631 [2020-10-19 05:49:29,244][root][INFO] - ===> Epoch[4251](21251/5): Loss -0.8308, Sem 0.0191, dir -0.9860, norm 0.1362, swav 0.0000 LR: 6.747e-02 Score 99.366 Data time: 0.0744, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.9935 [2020-10-19 05:49:31,369][root][INFO] - ===> Epoch[4251](21252/5): Loss -0.8070, Sem 0.0217, dir -0.9857, norm 0.1570, swav 0.0000 LR: 6.747e-02 Score 99.303 Data time: 0.0958, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.0284 [2020-10-19 05:49:33,700][root][INFO] - ===> Epoch[4251](21253/5): Loss -0.8140, Sem 0.0200, dir -0.9856, norm 0.1516, swav 0.0000 LR: 6.747e-02 Score 99.310 Data time: 0.0861, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.2137 [2020-10-19 05:49:35,590][root][INFO] - ===> Epoch[4251](21254/5): Loss -0.8187, Sem 0.0179, dir -0.9859, norm 0.1493, swav 0.0000 LR: 6.746e-02 Score 99.400 Data time: 0.0843, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.7991 [2020-10-19 05:49:37,678][root][INFO] - ===> Epoch[4251](21255/5): Loss -0.8096, Sem 0.0210, dir -0.9846, norm 0.1540, swav 0.0000 LR: 6.746e-02 Score 99.302 Data time: 0.0814, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.9989 [2020-10-19 05:49:40,240][root][INFO] - ===> Epoch[4252](21256/5): Loss -0.8142, Sem 0.0204, dir -0.9870, norm 0.1524, swav 0.0000 LR: 6.746e-02 Score 99.327 Data time: 0.0899, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.4591 [2020-10-19 05:49:42,150][root][INFO] - ===> Epoch[4252](21257/5): Loss -0.8053, Sem 0.0220, dir -0.9850, norm 0.1577, swav 0.0000 LR: 6.746e-02 Score 99.273 Data time: 0.0823, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 1.7897 [2020-10-19 05:49:44,332][root][INFO] - ===> Epoch[4252](21258/5): Loss -0.8266, Sem 0.0187, dir -0.9860, norm 0.1406, swav 0.0000 LR: 6.746e-02 Score 99.362 Data time: 0.0604, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.0782 [2020-10-19 05:49:46,571][root][INFO] - ===> Epoch[4252](21259/5): Loss -0.8075, Sem 0.0193, dir -0.9850, norm 0.1582, swav 0.0000 LR: 6.746e-02 Score 99.340 Data time: 0.0819, Forward time: 0.7751, Backward time: 1.1736, DDP time: 0.0030, Total iter time: 2.1351 [2020-10-19 05:49:48,415][root][INFO] - ===> Epoch[4252](21260/5): Loss -0.8237, Sem 0.0217, dir -0.9845, norm 0.1391, swav 0.0000 LR: 6.745e-02 Score 99.301 Data time: 0.0796, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 1.7351 [2020-10-19 05:49:50,593][root][INFO] - ===> Epoch[4253](21261/5): Loss -0.8032, Sem 0.0221, dir -0.9838, norm 0.1585, swav 0.0000 LR: 6.745e-02 Score 99.289 Data time: 0.0508, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.0599 [2020-10-19 05:49:52,536][root][INFO] - ===> Epoch[4253](21262/5): Loss -0.8185, Sem 0.0216, dir -0.9853, norm 0.1452, swav 0.0000 LR: 6.745e-02 Score 99.290 Data time: 0.0630, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 1.8386 [2020-10-19 05:49:54,617][root][INFO] - ===> Epoch[4253](21263/5): Loss -0.8081, Sem 0.0203, dir -0.9837, norm 0.1553, swav 0.0000 LR: 6.745e-02 Score 99.327 Data time: 0.0846, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 1.9832 [2020-10-19 05:49:57,160][root][INFO] - ===> Epoch[4253](21264/5): Loss -0.8170, Sem 0.0205, dir -0.9843, norm 0.1468, swav 0.0000 LR: 6.745e-02 Score 99.315 Data time: 0.0844, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.4359 [2020-10-19 05:49:59,421][root][INFO] - ===> Epoch[4253](21265/5): Loss -0.8117, Sem 0.0207, dir -0.9852, norm 0.1529, swav 0.0000 LR: 6.745e-02 Score 99.317 Data time: 0.0845, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.1468 [2020-10-19 05:50:01,381][root][INFO] - ===> Epoch[4254](21266/5): Loss -0.8261, Sem 0.0187, dir -0.9872, norm 0.1424, swav 0.0000 LR: 6.745e-02 Score 99.380 Data time: 0.0729, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 1.8300 [2020-10-19 05:50:03,465][root][INFO] - ===> Epoch[4254](21267/5): Loss -0.8181, Sem 0.0202, dir -0.9854, norm 0.1470, swav 0.0000 LR: 6.744e-02 Score 99.324 Data time: 0.1089, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 1.9751 [2020-10-19 05:50:05,809][root][INFO] - ===> Epoch[4254](21268/5): Loss -0.8012, Sem 0.0191, dir -0.9848, norm 0.1645, swav 0.0000 LR: 6.744e-02 Score 99.368 Data time: 0.0839, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.2533 [2020-10-19 05:50:07,926][root][INFO] - ===> Epoch[4254](21269/5): Loss -0.8179, Sem 0.0210, dir -0.9853, norm 0.1464, swav 0.0000 LR: 6.744e-02 Score 99.303 Data time: 0.0722, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.0051 [2020-10-19 05:50:10,080][root][INFO] - ===> Epoch[4254](21270/5): Loss -0.8151, Sem 0.0184, dir -0.9856, norm 0.1522, swav 0.0000 LR: 6.744e-02 Score 99.383 Data time: 0.0448, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.0491 [2020-10-19 05:50:11,997][root][INFO] - ===> Epoch[4255](21271/5): Loss -0.8242, Sem 0.0199, dir -0.9869, norm 0.1429, swav 0.0000 LR: 6.744e-02 Score 99.331 Data time: 0.0687, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 1.8438 [2020-10-19 05:50:14,132][root][INFO] - ===> Epoch[4255](21272/5): Loss -0.8113, Sem 0.0181, dir -0.9845, norm 0.1550, swav 0.0000 LR: 6.744e-02 Score 99.382 Data time: 0.0741, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.0399 [2020-10-19 05:50:15,993][root][INFO] - ===> Epoch[4255](21273/5): Loss -0.8348, Sem 0.0192, dir -0.9872, norm 0.1331, swav 0.0000 LR: 6.743e-02 Score 99.362 Data time: 0.0616, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 1.7139 [2020-10-19 05:50:17,999][root][INFO] - ===> Epoch[4255](21274/5): Loss -0.8218, Sem 0.0194, dir -0.9858, norm 0.1446, swav 0.0000 LR: 6.743e-02 Score 99.345 Data time: 0.0749, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 1.9085 [2020-10-19 05:50:20,723][root][INFO] - ===> Epoch[4255](21275/5): Loss -0.7941, Sem 0.0211, dir -0.9833, norm 0.1681, swav 0.0000 LR: 6.743e-02 Score 99.307 Data time: 0.1073, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.6045 [2020-10-19 05:50:23,177][root][INFO] - ===> Epoch[4256](21276/5): Loss -0.8051, Sem 0.0229, dir -0.9845, norm 0.1565, swav 0.0000 LR: 6.743e-02 Score 99.263 Data time: 0.0582, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.3285 [2020-10-19 05:50:25,112][root][INFO] - ===> Epoch[4256](21277/5): Loss -0.8139, Sem 0.0188, dir -0.9861, norm 0.1535, swav 0.0000 LR: 6.743e-02 Score 99.385 Data time: 0.0591, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 1.8238 [2020-10-19 05:50:27,721][root][INFO] - ===> Epoch[4256](21278/5): Loss -0.8090, Sem 0.0194, dir -0.9850, norm 0.1567, swav 0.0000 LR: 6.743e-02 Score 99.357 Data time: 0.1037, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.5158 [2020-10-19 05:50:30,051][root][INFO] - ===> Epoch[4256](21279/5): Loss -0.8253, Sem 0.0205, dir -0.9862, norm 0.1404, swav 0.0000 LR: 6.742e-02 Score 99.299 Data time: 0.0875, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.2150 [2020-10-19 05:50:32,328][root][INFO] - ===> Epoch[4256](21280/5): Loss -0.8122, Sem 0.0196, dir -0.9857, norm 0.1539, swav 0.0000 LR: 6.742e-02 Score 99.351 Data time: 0.0743, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.1739 [2020-10-19 05:50:34,497][root][INFO] - ===> Epoch[4257](21281/5): Loss -0.8150, Sem 0.0205, dir -0.9850, norm 0.1495, swav 0.0000 LR: 6.742e-02 Score 99.309 Data time: 0.0724, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.0865 [2020-10-19 05:50:36,352][root][INFO] - ===> Epoch[4257](21282/5): Loss -0.8109, Sem 0.0213, dir -0.9846, norm 0.1524, swav 0.0000 LR: 6.742e-02 Score 99.292 Data time: 0.0874, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 1.7655 [2020-10-19 05:50:38,662][root][INFO] - ===> Epoch[4257](21283/5): Loss -0.8161, Sem 0.0215, dir -0.9861, norm 0.1485, swav 0.0000 LR: 6.742e-02 Score 99.279 Data time: 0.1121, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.2079 [2020-10-19 05:50:40,608][root][INFO] - ===> Epoch[4257](21284/5): Loss -0.8321, Sem 0.0190, dir -0.9871, norm 0.1361, swav 0.0000 LR: 6.742e-02 Score 99.361 Data time: 0.0857, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 1.8507 [2020-10-19 05:50:43,271][root][INFO] - ===> Epoch[4257](21285/5): Loss -0.8130, Sem 0.0232, dir -0.9854, norm 0.1492, swav 0.0000 LR: 6.742e-02 Score 99.267 Data time: 0.1469, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.5685 [2020-10-19 05:50:45,369][root][INFO] - ===> Epoch[4258](21286/5): Loss -0.8180, Sem 0.0199, dir -0.9851, norm 0.1472, swav 0.0000 LR: 6.741e-02 Score 99.348 Data time: 0.0881, Forward time: 0.7752, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 1.9943 [2020-10-19 05:50:47,591][root][INFO] - ===> Epoch[4258](21287/5): Loss -0.8145, Sem 0.0192, dir -0.9850, norm 0.1513, swav 0.0000 LR: 6.741e-02 Score 99.365 Data time: 0.0637, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.1057 [2020-10-19 05:50:49,751][root][INFO] - ===> Epoch[4258](21288/5): Loss -0.8288, Sem 0.0180, dir -0.9863, norm 0.1394, swav 0.0000 LR: 6.741e-02 Score 99.397 Data time: 0.0424, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.0652 [2020-10-19 05:50:52,144][root][INFO] - ===> Epoch[4258](21289/5): Loss -0.8119, Sem 0.0209, dir -0.9839, norm 0.1512, swav 0.0000 LR: 6.741e-02 Score 99.294 Data time: 0.0579, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.3163 [2020-10-19 05:50:54,299][root][INFO] - ===> Epoch[4258](21290/5): Loss -0.8164, Sem 0.0195, dir -0.9861, norm 0.1502, swav 0.0000 LR: 6.741e-02 Score 99.356 Data time: 0.0850, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.0522 [2020-10-19 05:50:56,252][root][INFO] - ===> Epoch[4259](21291/5): Loss -0.8186, Sem 0.0205, dir -0.9847, norm 0.1457, swav 0.0000 LR: 6.741e-02 Score 99.318 Data time: 0.0857, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 1.8134 [2020-10-19 05:50:58,161][root][INFO] - ===> Epoch[4259](21292/5): Loss -0.8189, Sem 0.0194, dir -0.9874, norm 0.1491, swav 0.0000 LR: 6.740e-02 Score 99.370 Data time: 0.0591, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 1.7943 [2020-10-19 05:51:00,499][root][INFO] - ===> Epoch[4259](21293/5): Loss -0.8119, Sem 0.0213, dir -0.9847, norm 0.1515, swav 0.0000 LR: 6.740e-02 Score 99.281 Data time: 0.0726, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.2109 [2020-10-19 05:51:02,937][root][INFO] - ===> Epoch[4259](21294/5): Loss -0.8128, Sem 0.0183, dir -0.9851, norm 0.1541, swav 0.0000 LR: 6.740e-02 Score 99.384 Data time: 0.0925, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.2837 [2020-10-19 05:51:04,840][root][INFO] - ===> Epoch[4259](21295/5): Loss -0.8236, Sem 0.0169, dir -0.9869, norm 0.1465, swav 0.0000 LR: 6.740e-02 Score 99.436 Data time: 0.0739, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 1.7736 [2020-10-19 05:51:06,921][root][INFO] - ===> Epoch[4260](21296/5): Loss -0.8040, Sem 0.0193, dir -0.9856, norm 0.1623, swav 0.0000 LR: 6.740e-02 Score 99.359 Data time: 0.1059, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 1.9772 [2020-10-19 05:51:09,115][root][INFO] - ===> Epoch[4260](21297/5): Loss -0.8056, Sem 0.0211, dir -0.9841, norm 0.1573, swav 0.0000 LR: 6.740e-02 Score 99.302 Data time: 0.0976, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.0984 [2020-10-19 05:51:11,017][root][INFO] - ===> Epoch[4260](21298/5): Loss -0.8191, Sem 0.0207, dir -0.9854, norm 0.1456, swav 0.0000 LR: 6.739e-02 Score 99.291 Data time: 0.0541, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 1.7730 [2020-10-19 05:51:13,398][root][INFO] - ===> Epoch[4260](21299/5): Loss -0.8146, Sem 0.0179, dir -0.9861, norm 0.1536, swav 0.0000 LR: 6.739e-02 Score 99.394 Data time: 0.1033, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.3052 [2020-10-19 05:51:15,502][root][INFO] - ===> Epoch[4260](21300/5): Loss -0.8074, Sem 0.0221, dir -0.9844, norm 0.1550, swav 0.0000 LR: 6.739e-02 Score 99.255 Data time: 0.0810, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 1.9948 [2020-10-19 05:51:16,495][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 05:51:18,410][root][INFO] - ===> Epoch[4261](21301/5): Loss -0.7939, Sem 0.0218, dir -0.9831, norm 0.1674, swav 0.0000 LR: 6.739e-02 Score 99.267 Data time: 0.0872, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 1.7159 [2020-10-19 05:51:20,620][root][INFO] - ===> Epoch[4261](21302/5): Loss -0.8142, Sem 0.0203, dir -0.9845, norm 0.1500, swav 0.0000 LR: 6.739e-02 Score 99.323 Data time: 0.0799, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.1001 [2020-10-19 05:51:22,824][root][INFO] - ===> Epoch[4261](21303/5): Loss -0.8325, Sem 0.0167, dir -0.9877, norm 0.1386, swav 0.0000 LR: 6.739e-02 Score 99.437 Data time: 0.0828, Forward time: 0.7752, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.1095 [2020-10-19 05:51:24,808][root][INFO] - ===> Epoch[4261](21304/5): Loss -0.8287, Sem 0.0180, dir -0.9863, norm 0.1396, swav 0.0000 LR: 6.739e-02 Score 99.392 Data time: 0.0628, Forward time: 0.7751, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.8658 [2020-10-19 05:51:26,909][root][INFO] - ===> Epoch[4261](21305/5): Loss -0.8099, Sem 0.0212, dir -0.9846, norm 0.1535, swav 0.0000 LR: 6.738e-02 Score 99.289 Data time: 0.0669, Forward time: 0.7751, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.0160 [2020-10-19 05:51:29,038][root][INFO] - ===> Epoch[4262](21306/5): Loss -0.8179, Sem 0.0226, dir -0.9844, norm 0.1439, swav 0.0000 LR: 6.738e-02 Score 99.234 Data time: 0.1859, Forward time: 0.7751, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.0285 [2020-10-19 05:51:31,472][root][INFO] - ===> Epoch[4262](21307/5): Loss -0.8069, Sem 0.0204, dir -0.9845, norm 0.1571, swav 0.0000 LR: 6.738e-02 Score 99.329 Data time: 0.0989, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.3415 [2020-10-19 05:51:33,613][root][INFO] - ===> Epoch[4262](21308/5): Loss -0.8032, Sem 0.0200, dir -0.9847, norm 0.1615, swav 0.0000 LR: 6.738e-02 Score 99.321 Data time: 0.0793, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.0139 [2020-10-19 05:51:35,626][root][INFO] - ===> Epoch[4262](21309/5): Loss -0.8195, Sem 0.0197, dir -0.9856, norm 0.1463, swav 0.0000 LR: 6.738e-02 Score 99.346 Data time: 0.0614, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.9106 [2020-10-19 05:51:37,883][root][INFO] - ===> Epoch[4262](21310/5): Loss -0.8236, Sem 0.0192, dir -0.9861, norm 0.1434, swav 0.0000 LR: 6.738e-02 Score 99.357 Data time: 0.0690, Forward time: 0.7751, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.1720 [2020-10-19 05:51:40,006][root][INFO] - ===> Epoch[4263](21311/5): Loss -0.8129, Sem 0.0214, dir -0.9858, norm 0.1515, swav 0.0000 LR: 6.737e-02 Score 99.301 Data time: 0.0728, Forward time: 0.7751, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.0249 [2020-10-19 05:51:42,830][root][INFO] - ===> Epoch[4263](21312/5): Loss -0.8204, Sem 0.0194, dir -0.9855, norm 0.1456, swav 0.0000 LR: 6.737e-02 Score 99.327 Data time: 0.0788, Forward time: 0.7751, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.7235 [2020-10-19 05:51:45,395][root][INFO] - ===> Epoch[4263](21313/5): Loss -0.8001, Sem 0.0187, dir -0.9839, norm 0.1652, swav 0.0000 LR: 6.737e-02 Score 99.367 Data time: 0.1187, Forward time: 0.7752, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.4586 [2020-10-19 05:51:47,449][root][INFO] - ===> Epoch[4263](21314/5): Loss -0.8209, Sem 0.0185, dir -0.9862, norm 0.1468, swav 0.0000 LR: 6.737e-02 Score 99.375 Data time: 0.0885, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.9417 [2020-10-19 05:51:49,458][root][INFO] - ===> Epoch[4263](21315/5): Loss -0.8117, Sem 0.0203, dir -0.9860, norm 0.1541, swav 0.0000 LR: 6.737e-02 Score 99.314 Data time: 0.0705, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.8983 [2020-10-19 05:51:51,637][root][INFO] - ===> Epoch[4264](21316/5): Loss -0.8168, Sem 0.0186, dir -0.9849, norm 0.1495, swav 0.0000 LR: 6.737e-02 Score 99.388 Data time: 0.1645, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.0963 [2020-10-19 05:51:54,142][root][INFO] - ===> Epoch[4264](21317/5): Loss -0.8074, Sem 0.0222, dir -0.9851, norm 0.1556, swav 0.0000 LR: 6.737e-02 Score 99.239 Data time: 0.1559, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.4180 [2020-10-19 05:51:56,303][root][INFO] - ===> Epoch[4264](21318/5): Loss -0.8192, Sem 0.0187, dir -0.9865, norm 0.1486, swav 0.0000 LR: 6.736e-02 Score 99.363 Data time: 0.0803, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.0606 [2020-10-19 05:51:58,275][root][INFO] - ===> Epoch[4264](21319/5): Loss -0.8063, Sem 0.0217, dir -0.9847, norm 0.1567, swav 0.0000 LR: 6.736e-02 Score 99.302 Data time: 0.0636, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.8930 [2020-10-19 05:52:00,345][root][INFO] - ===> Epoch[4264](21320/5): Loss -0.8176, Sem 0.0177, dir -0.9867, norm 0.1513, swav 0.0000 LR: 6.736e-02 Score 99.404 Data time: 0.0679, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.9853 [2020-10-19 05:52:02,540][root][INFO] - ===> Epoch[4265](21321/5): Loss -0.8177, Sem 0.0190, dir -0.9857, norm 0.1490, swav 0.0000 LR: 6.736e-02 Score 99.363 Data time: 0.0831, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.0864 [2020-10-19 05:52:04,498][root][INFO] - ===> Epoch[4265](21322/5): Loss -0.8173, Sem 0.0168, dir -0.9874, norm 0.1532, swav 0.0000 LR: 6.736e-02 Score 99.444 Data time: 0.3372, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.8646 [2020-10-19 05:52:07,266][root][INFO] - ===> Epoch[4265](21323/5): Loss -0.8056, Sem 0.0214, dir -0.9845, norm 0.1575, swav 0.0000 LR: 6.736e-02 Score 99.302 Data time: 0.1288, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.6591 [2020-10-19 05:52:09,275][root][INFO] - ===> Epoch[4265](21324/5): Loss -0.8196, Sem 0.0208, dir -0.9860, norm 0.1455, swav 0.0000 LR: 6.735e-02 Score 99.300 Data time: 0.0724, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.8768 [2020-10-19 05:52:11,443][root][INFO] - ===> Epoch[4265](21325/5): Loss -0.8060, Sem 0.0203, dir -0.9851, norm 0.1589, swav 0.0000 LR: 6.735e-02 Score 99.323 Data time: 0.0622, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.0571 [2020-10-19 05:52:13,451][root][INFO] - ===> Epoch[4266](21326/5): Loss -0.8093, Sem 0.0215, dir -0.9839, norm 0.1530, swav 0.0000 LR: 6.735e-02 Score 99.266 Data time: 0.0732, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.9353 [2020-10-19 05:52:16,041][root][INFO] - ===> Epoch[4266](21327/5): Loss -0.8060, Sem 0.0189, dir -0.9864, norm 0.1615, swav 0.0000 LR: 6.735e-02 Score 99.384 Data time: 0.0747, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.4732 [2020-10-19 05:52:19,014][root][INFO] - ===> Epoch[4266](21328/5): Loss -0.8119, Sem 0.0208, dir -0.9862, norm 0.1534, swav 0.0000 LR: 6.735e-02 Score 99.297 Data time: 0.0728, Forward time: 0.7752, Backward time: 1.1735, DDP time: 0.0030, Total iter time: 2.8650 [2020-10-19 05:52:21,006][root][INFO] - ===> Epoch[4266](21329/5): Loss -0.8141, Sem 0.0192, dir -0.9852, norm 0.1519, swav 0.0000 LR: 6.735e-02 Score 99.353 Data time: 0.0861, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.9204 [2020-10-19 05:52:22,942][root][INFO] - ===> Epoch[4266](21330/5): Loss -0.8083, Sem 0.0187, dir -0.9851, norm 0.1581, swav 0.0000 LR: 6.734e-02 Score 99.383 Data time: 0.0795, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.8329 [2020-10-19 05:52:25,100][root][INFO] - ===> Epoch[4267](21331/5): Loss -0.8227, Sem 0.0191, dir -0.9865, norm 0.1447, swav 0.0000 LR: 6.734e-02 Score 99.361 Data time: 0.0660, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.0528 [2020-10-19 05:52:27,131][root][INFO] - ===> Epoch[4267](21332/5): Loss -0.8149, Sem 0.0191, dir -0.9858, norm 0.1518, swav 0.0000 LR: 6.734e-02 Score 99.353 Data time: 0.0654, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.9399 [2020-10-19 05:52:29,463][root][INFO] - ===> Epoch[4267](21333/5): Loss -0.8038, Sem 0.0225, dir -0.9844, norm 0.1582, swav 0.0000 LR: 6.734e-02 Score 99.244 Data time: 0.0656, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.2355 [2020-10-19 05:52:31,616][root][INFO] - ===> Epoch[4267](21334/5): Loss -0.8070, Sem 0.0192, dir -0.9849, norm 0.1586, swav 0.0000 LR: 6.734e-02 Score 99.360 Data time: 0.0821, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.0494 [2020-10-19 05:52:33,338][root][INFO] - ===> Epoch[4267](21335/5): Loss -0.8204, Sem 0.0202, dir -0.9854, norm 0.1448, swav 0.0000 LR: 6.734e-02 Score 99.305 Data time: 0.0664, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.6083 [2020-10-19 05:52:35,835][root][INFO] - ===> Epoch[4268](21336/5): Loss -0.8013, Sem 0.0185, dir -0.9848, norm 0.1651, swav 0.0000 LR: 6.734e-02 Score 99.390 Data time: 0.0922, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.4097 [2020-10-19 05:52:38,008][root][INFO] - ===> Epoch[4268](21337/5): Loss -0.8254, Sem 0.0188, dir -0.9867, norm 0.1425, swav 0.0000 LR: 6.733e-02 Score 99.368 Data time: 0.0776, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.0482 [2020-10-19 05:52:39,800][root][INFO] - ===> Epoch[4268](21338/5): Loss -0.8253, Sem 0.0199, dir -0.9863, norm 0.1411, swav 0.0000 LR: 6.733e-02 Score 99.319 Data time: 0.0842, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.6865 [2020-10-19 05:52:41,980][root][INFO] - ===> Epoch[4268](21339/5): Loss -0.8095, Sem 0.0194, dir -0.9860, norm 0.1571, swav 0.0000 LR: 6.733e-02 Score 99.357 Data time: 0.0755, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.0777 [2020-10-19 05:52:44,159][root][INFO] - ===> Epoch[4268](21340/5): Loss -0.7995, Sem 0.0201, dir -0.9849, norm 0.1653, swav 0.0000 LR: 6.733e-02 Score 99.335 Data time: 0.0914, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.0326 [2020-10-19 05:52:46,454][root][INFO] - ===> Epoch[4269](21341/5): Loss -0.8235, Sem 0.0207, dir -0.9866, norm 0.1424, swav 0.0000 LR: 6.733e-02 Score 99.297 Data time: 0.0927, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.1994 [2020-10-19 05:52:48,128][root][INFO] - ===> Epoch[4269](21342/5): Loss -0.8277, Sem 0.0197, dir -0.9847, norm 0.1373, swav 0.0000 LR: 6.733e-02 Score 99.329 Data time: 0.0663, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.5545 [2020-10-19 05:52:50,376][root][INFO] - ===> Epoch[4269](21343/5): Loss -0.8191, Sem 0.0182, dir -0.9862, norm 0.1489, swav 0.0000 LR: 6.732e-02 Score 99.376 Data time: 0.0576, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.1774 [2020-10-19 05:52:52,720][root][INFO] - ===> Epoch[4269](21344/5): Loss -0.8213, Sem 0.0197, dir -0.9867, norm 0.1457, swav 0.0000 LR: 6.732e-02 Score 99.340 Data time: 0.0572, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.2608 [2020-10-19 05:52:54,968][root][INFO] - ===> Epoch[4269](21345/5): Loss -0.8038, Sem 0.0200, dir -0.9855, norm 0.1617, swav 0.0000 LR: 6.732e-02 Score 99.352 Data time: 0.0922, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.1537 [2020-10-19 05:52:56,819][root][INFO] - ===> Epoch[4270](21346/5): Loss -0.8096, Sem 0.0205, dir -0.9846, norm 0.1545, swav 0.0000 LR: 6.732e-02 Score 99.314 Data time: 0.0827, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.7136 [2020-10-19 05:52:58,916][root][INFO] - ===> Epoch[4270](21347/5): Loss -0.8137, Sem 0.0177, dir -0.9861, norm 0.1547, swav 0.0000 LR: 6.732e-02 Score 99.396 Data time: 0.0799, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.9854 [2020-10-19 05:53:01,019][root][INFO] - ===> Epoch[4270](21348/5): Loss -0.8138, Sem 0.0212, dir -0.9838, norm 0.1487, swav 0.0000 LR: 6.732e-02 Score 99.296 Data time: 0.0690, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.9692 [2020-10-19 05:53:03,703][root][INFO] - ===> Epoch[4270](21349/5): Loss -0.8070, Sem 0.0218, dir -0.9854, norm 0.1566, swav 0.0000 LR: 6.732e-02 Score 99.280 Data time: 0.0686, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.5730 [2020-10-19 05:53:06,059][root][INFO] - ===> Epoch[4270](21350/5): Loss -0.8172, Sem 0.0192, dir -0.9857, norm 0.1493, swav 0.0000 LR: 6.731e-02 Score 99.357 Data time: 0.0911, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.2326 [2020-10-19 05:53:08,350][root][INFO] - ===> Epoch[4271](21351/5): Loss -0.8091, Sem 0.0199, dir -0.9847, norm 0.1557, swav 0.0000 LR: 6.731e-02 Score 99.348 Data time: 0.0556, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.1503 [2020-10-19 05:53:10,822][root][INFO] - ===> Epoch[4271](21352/5): Loss -0.7950, Sem 0.0210, dir -0.9857, norm 0.1697, swav 0.0000 LR: 6.731e-02 Score 99.297 Data time: 0.1040, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.3953 [2020-10-19 05:53:12,847][root][INFO] - ===> Epoch[4271](21353/5): Loss -0.8124, Sem 0.0222, dir -0.9849, norm 0.1503, swav 0.0000 LR: 6.731e-02 Score 99.276 Data time: 0.0903, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.8794 [2020-10-19 05:53:15,423][root][INFO] - ===> Epoch[4271](21354/5): Loss -0.8155, Sem 0.0193, dir -0.9860, norm 0.1512, swav 0.0000 LR: 6.731e-02 Score 99.356 Data time: 0.0692, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.4763 [2020-10-19 05:53:17,821][root][INFO] - ===> Epoch[4271](21355/5): Loss -0.8181, Sem 0.0211, dir -0.9856, norm 0.1464, swav 0.0000 LR: 6.731e-02 Score 99.288 Data time: 0.0726, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.3046 [2020-10-19 05:53:20,295][root][INFO] - ===> Epoch[4272](21356/5): Loss -0.8082, Sem 0.0188, dir -0.9854, norm 0.1585, swav 0.0000 LR: 6.730e-02 Score 99.357 Data time: 0.0810, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.3545 [2020-10-19 05:53:22,702][root][INFO] - ===> Epoch[4272](21357/5): Loss -0.8074, Sem 0.0211, dir -0.9844, norm 0.1560, swav 0.0000 LR: 6.730e-02 Score 99.301 Data time: 0.0921, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.2985 [2020-10-19 05:53:24,615][root][INFO] - ===> Epoch[4272](21358/5): Loss -0.8209, Sem 0.0190, dir -0.9872, norm 0.1473, swav 0.0000 LR: 6.730e-02 Score 99.362 Data time: 0.0645, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.7803 [2020-10-19 05:53:26,719][root][INFO] - ===> Epoch[4272](21359/5): Loss -0.8153, Sem 0.0191, dir -0.9868, norm 0.1524, swav 0.0000 LR: 6.730e-02 Score 99.348 Data time: 0.0697, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.0078 [2020-10-19 05:53:28,924][root][INFO] - ===> Epoch[4272](21360/5): Loss -0.7903, Sem 0.0213, dir -0.9840, norm 0.1724, swav 0.0000 LR: 6.730e-02 Score 99.304 Data time: 0.0874, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.0936 [2020-10-19 05:53:31,244][root][INFO] - ===> Epoch[4273](21361/5): Loss -0.7996, Sem 0.0190, dir -0.9848, norm 0.1662, swav 0.0000 LR: 6.730e-02 Score 99.361 Data time: 0.1791, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.1962 [2020-10-19 05:53:33,434][root][INFO] - ===> Epoch[4273](21362/5): Loss -0.8187, Sem 0.0173, dir -0.9856, norm 0.1495, swav 0.0000 LR: 6.729e-02 Score 99.408 Data time: 0.0890, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.0619 [2020-10-19 05:53:35,105][root][INFO] - ===> Epoch[4273](21363/5): Loss -0.8360, Sem 0.0188, dir -0.9870, norm 0.1322, swav 0.0000 LR: 6.729e-02 Score 99.368 Data time: 0.0557, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.5792 [2020-10-19 05:53:36,980][root][INFO] - ===> Epoch[4273](21364/5): Loss -0.8117, Sem 0.0221, dir -0.9838, norm 0.1501, swav 0.0000 LR: 6.729e-02 Score 99.283 Data time: 0.1100, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.8204 [2020-10-19 05:53:39,356][root][INFO] - ===> Epoch[4273](21365/5): Loss -0.8040, Sem 0.0193, dir -0.9850, norm 0.1617, swav 0.0000 LR: 6.729e-02 Score 99.345 Data time: 0.0922, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.3269 [2020-10-19 05:53:41,646][root][INFO] - ===> Epoch[4274](21366/5): Loss -0.8007, Sem 0.0220, dir -0.9834, norm 0.1607, swav 0.0000 LR: 6.729e-02 Score 99.288 Data time: 0.1039, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.1739 [2020-10-19 05:53:44,656][root][INFO] - ===> Epoch[4274](21367/5): Loss -0.7942, Sem 0.0211, dir -0.9842, norm 0.1689, swav 0.0000 LR: 6.729e-02 Score 99.314 Data time: 0.1024, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.9214 [2020-10-19 05:53:46,541][root][INFO] - ===> Epoch[4274](21368/5): Loss -0.8130, Sem 0.0216, dir -0.9852, norm 0.1505, swav 0.0000 LR: 6.729e-02 Score 99.274 Data time: 0.0699, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.7834 [2020-10-19 05:53:48,769][root][INFO] - ===> Epoch[4274](21369/5): Loss -0.7984, Sem 0.0210, dir -0.9837, norm 0.1643, swav 0.0000 LR: 6.728e-02 Score 99.311 Data time: 0.0638, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.1578 [2020-10-19 05:53:50,978][root][INFO] - ===> Epoch[4274](21370/5): Loss -0.8069, Sem 0.0191, dir -0.9854, norm 0.1594, swav 0.0000 LR: 6.728e-02 Score 99.353 Data time: 0.0696, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.1261 [2020-10-19 05:53:52,883][root][INFO] - ===> Epoch[4275](21371/5): Loss -0.8166, Sem 0.0214, dir -0.9842, norm 0.1462, swav 0.0000 LR: 6.728e-02 Score 99.329 Data time: 0.0724, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.8046 [2020-10-19 05:53:55,026][root][INFO] - ===> Epoch[4275](21372/5): Loss -0.8010, Sem 0.0213, dir -0.9839, norm 0.1617, swav 0.0000 LR: 6.728e-02 Score 99.301 Data time: 0.0868, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.0549 [2020-10-19 05:53:57,085][root][INFO] - ===> Epoch[4275](21373/5): Loss -0.8077, Sem 0.0218, dir -0.9856, norm 0.1561, swav 0.0000 LR: 6.728e-02 Score 99.275 Data time: 0.0721, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.9479 [2020-10-19 05:53:59,338][root][INFO] - ===> Epoch[4275](21374/5): Loss -0.8232, Sem 0.0209, dir -0.9859, norm 0.1419, swav 0.0000 LR: 6.728e-02 Score 99.296 Data time: 0.0797, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.1803 [2020-10-19 05:54:01,768][root][INFO] - ===> Epoch[4275](21375/5): Loss -0.8277, Sem 0.0177, dir -0.9855, norm 0.1400, swav 0.0000 LR: 6.727e-02 Score 99.403 Data time: 0.0790, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.3106 [2020-10-19 05:54:04,055][root][INFO] - ===> Epoch[4276](21376/5): Loss -0.8110, Sem 0.0210, dir -0.9849, norm 0.1529, swav 0.0000 LR: 6.727e-02 Score 99.332 Data time: 0.0869, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.2023 [2020-10-19 05:54:06,926][root][INFO] - ===> Epoch[4276](21377/5): Loss -0.8170, Sem 0.0213, dir -0.9855, norm 0.1471, swav 0.0000 LR: 6.727e-02 Score 99.270 Data time: 0.0781, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.7527 [2020-10-19 05:54:08,785][root][INFO] - ===> Epoch[4276](21378/5): Loss -0.8183, Sem 0.0218, dir -0.9839, norm 0.1438, swav 0.0000 LR: 6.727e-02 Score 99.257 Data time: 0.0639, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.7680 [2020-10-19 05:54:11,343][root][INFO] - ===> Epoch[4276](21379/5): Loss -0.8150, Sem 0.0175, dir -0.9854, norm 0.1529, swav 0.0000 LR: 6.727e-02 Score 99.431 Data time: 0.0899, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.4687 [2020-10-19 05:54:13,133][root][INFO] - ===> Epoch[4276](21380/5): Loss -0.8295, Sem 0.0191, dir -0.9859, norm 0.1373, swav 0.0000 LR: 6.727e-02 Score 99.339 Data time: 0.0759, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.6719 [2020-10-19 05:54:15,087][root][INFO] - ===> Epoch[4277](21381/5): Loss -0.8082, Sem 0.0213, dir -0.9853, norm 0.1558, swav 0.0000 LR: 6.726e-02 Score 99.277 Data time: 0.1006, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.8794 [2020-10-19 05:54:17,226][root][INFO] - ===> Epoch[4277](21382/5): Loss -0.8265, Sem 0.0206, dir -0.9854, norm 0.1383, swav 0.0000 LR: 6.726e-02 Score 99.303 Data time: 0.0826, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.0571 [2020-10-19 05:54:19,244][root][INFO] - ===> Epoch[4277](21383/5): Loss -0.8176, Sem 0.0204, dir -0.9854, norm 0.1474, swav 0.0000 LR: 6.726e-02 Score 99.309 Data time: 0.0852, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.9070 [2020-10-19 05:54:21,779][root][INFO] - ===> Epoch[4277](21384/5): Loss -0.8109, Sem 0.0194, dir -0.9844, norm 0.1540, swav 0.0000 LR: 6.726e-02 Score 99.355 Data time: 0.0977, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.4256 [2020-10-19 05:54:24,126][root][INFO] - ===> Epoch[4277](21385/5): Loss -0.8132, Sem 0.0199, dir -0.9859, norm 0.1527, swav 0.0000 LR: 6.726e-02 Score 99.344 Data time: 0.0673, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.2458 [2020-10-19 05:54:26,994][root][INFO] - ===> Epoch[4278](21386/5): Loss -0.8152, Sem 0.0194, dir -0.9855, norm 0.1509, swav 0.0000 LR: 6.726e-02 Score 99.352 Data time: 0.0920, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.7758 [2020-10-19 05:54:29,171][root][INFO] - ===> Epoch[4278](21387/5): Loss -0.8009, Sem 0.0225, dir -0.9847, norm 0.1614, swav 0.0000 LR: 6.726e-02 Score 99.251 Data time: 0.0753, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.0699 [2020-10-19 05:54:31,070][root][INFO] - ===> Epoch[4278](21388/5): Loss -0.8028, Sem 0.0207, dir -0.9840, norm 0.1605, swav 0.0000 LR: 6.725e-02 Score 99.314 Data time: 0.0804, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.8037 [2020-10-19 05:54:32,942][root][INFO] - ===> Epoch[4278](21389/5): Loss -0.8132, Sem 0.0203, dir -0.9848, norm 0.1512, swav 0.0000 LR: 6.725e-02 Score 99.307 Data time: 0.0652, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.7674 [2020-10-19 05:54:35,743][root][INFO] - ===> Epoch[4278](21390/5): Loss -0.8105, Sem 0.0205, dir -0.9863, norm 0.1553, swav 0.0000 LR: 6.725e-02 Score 99.342 Data time: 0.0578, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.6945 [2020-10-19 05:54:37,863][root][INFO] - ===> Epoch[4279](21391/5): Loss -0.8083, Sem 0.0213, dir -0.9839, norm 0.1543, swav 0.0000 LR: 6.725e-02 Score 99.281 Data time: 0.0889, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.0284 [2020-10-19 05:54:39,886][root][INFO] - ===> Epoch[4279](21392/5): Loss -0.8102, Sem 0.0212, dir -0.9840, norm 0.1525, swav 0.0000 LR: 6.725e-02 Score 99.285 Data time: 0.0866, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.8917 [2020-10-19 05:54:41,963][root][INFO] - ===> Epoch[4279](21393/5): Loss -0.8042, Sem 0.0190, dir -0.9858, norm 0.1626, swav 0.0000 LR: 6.725e-02 Score 99.372 Data time: 0.0837, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.9701 [2020-10-19 05:54:43,777][root][INFO] - ===> Epoch[4279](21394/5): Loss -0.8095, Sem 0.0224, dir -0.9836, norm 0.1517, swav 0.0000 LR: 6.724e-02 Score 99.272 Data time: 0.0775, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.7231 [2020-10-19 05:54:46,109][root][INFO] - ===> Epoch[4279](21395/5): Loss -0.8084, Sem 0.0194, dir -0.9858, norm 0.1580, swav 0.0000 LR: 6.724e-02 Score 99.346 Data time: 0.0832, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.2087 [2020-10-19 05:54:47,831][root][INFO] - ===> Epoch[4280](21396/5): Loss -0.8102, Sem 0.0205, dir -0.9846, norm 0.1539, swav 0.0000 LR: 6.724e-02 Score 99.310 Data time: 0.0691, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.6259 [2020-10-19 05:54:50,195][root][INFO] - ===> Epoch[4280](21397/5): Loss -0.8024, Sem 0.0205, dir -0.9852, norm 0.1623, swav 0.0000 LR: 6.724e-02 Score 99.314 Data time: 0.2491, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.2726 [2020-10-19 05:54:52,843][root][INFO] - ===> Epoch[4280](21398/5): Loss -0.8198, Sem 0.0208, dir -0.9849, norm 0.1444, swav 0.0000 LR: 6.724e-02 Score 99.306 Data time: 0.0864, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.5227 [2020-10-19 05:54:55,101][root][INFO] - ===> Epoch[4280](21399/5): Loss -0.8271, Sem 0.0197, dir -0.9864, norm 0.1396, swav 0.0000 LR: 6.724e-02 Score 99.333 Data time: 0.0625, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.1588 [2020-10-19 05:54:57,242][root][INFO] - ===> Epoch[4280](21400/5): Loss -0.8166, Sem 0.0201, dir -0.9843, norm 0.1476, swav 0.0000 LR: 6.724e-02 Score 99.320 Data time: 0.0624, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.0637 [2020-10-19 05:54:58,254][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 05:54:58,418][root][INFO] - ===> Start testing [2020-10-19 05:55:37,630][root][INFO] - 68/68: Data time: 0.0025, Iter time: 0.1711 Loss 0.250 (AVG: 0.520) Score 95.565 (AVG: 90.787) mIOU 70.351 mAP 84.329 mAcc 77.838 IOU: 63.147 0.375 78.328 74.401 94.881 92.611 37.105 80.156 98.522 70.326 81.435 86.160 57.116 mAP: 82.592 10.244 95.172 88.173 98.930 98.388 60.201 95.940 99.767 88.086 93.174 94.973 90.637 mAcc: 78.682 2.370 88.811 82.459 96.908 95.958 42.329 94.001 99.356 82.468 91.449 95.528 61.569 [2020-10-19 05:55:37,632][root][INFO] - Finished test. Elapsed time: 39.2111 [2020-10-19 05:55:40,445][root][INFO] - [2020-10-19 05:55:40,445][root][INFO] - ################################################################ [2020-10-19 05:55:40,445][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 05:55:40,446][root][INFO] - ################################################################ [2020-10-19 05:55:40,446][root][INFO] - clutter : nan nan nan [2020-10-19 05:55:40,446][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 05:55:40,446][root][INFO] - board : 0.759 0.803 0.920 [2020-10-19 05:55:40,446][root][INFO] - bookcase : 0.269 0.378 0.569 [2020-10-19 05:55:40,446][root][INFO] - ceiling : 0.510 0.576 0.605 [2020-10-19 05:55:40,446][root][INFO] - chair : 0.800 0.880 0.908 [2020-10-19 05:55:40,446][root][INFO] - column : 0.225 0.339 0.385 [2020-10-19 05:55:40,446][root][INFO] - door : 0.677 0.797 0.875 [2020-10-19 05:55:40,446][root][INFO] - floor : 0.696 0.708 0.720 [2020-10-19 05:55:40,446][root][INFO] - sofa : 0.386 0.588 0.763 [2020-10-19 05:55:40,446][root][INFO] - table : 0.136 0.320 0.654 [2020-10-19 05:55:40,446][root][INFO] - wall : 0.518 0.721 0.821 [2020-10-19 05:55:40,446][root][INFO] - window : 0.539 0.720 0.759 [2020-10-19 05:55:40,446][root][INFO] - ---------------------------------------------------------------- [2020-10-19 05:55:40,446][root][INFO] - average : 0.460 0.569 0.665 [2020-10-19 05:55:40,446][root][INFO] - [2020-10-19 05:55:40,594][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 05:55:40,596][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 05:55:42,242][root][INFO] - ===> Epoch[4281](21401/5): Loss -0.8087, Sem 0.0206, dir -0.9846, norm 0.1552, swav 0.0000 LR: 6.723e-02 Score 99.306 Data time: 0.0584, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.6406 [2020-10-19 05:55:44,624][root][INFO] - ===> Epoch[4281](21402/5): Loss -0.8106, Sem 0.0185, dir -0.9858, norm 0.1567, swav 0.0000 LR: 6.723e-02 Score 99.380 Data time: 0.1025, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.2704 [2020-10-19 05:55:46,845][root][INFO] - ===> Epoch[4281](21403/5): Loss -0.8069, Sem 0.0214, dir -0.9847, norm 0.1564, swav 0.0000 LR: 6.723e-02 Score 99.280 Data time: 0.0777, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.1042 [2020-10-19 05:55:49,478][root][INFO] - ===> Epoch[4281](21404/5): Loss -0.7931, Sem 0.0212, dir -0.9843, norm 0.1700, swav 0.0000 LR: 6.723e-02 Score 99.294 Data time: 0.0745, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.5444 [2020-10-19 05:55:51,397][root][INFO] - ===> Epoch[4281](21405/5): Loss -0.8120, Sem 0.0222, dir -0.9846, norm 0.1505, swav 0.0000 LR: 6.723e-02 Score 99.257 Data time: 0.0847, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.8343 [2020-10-19 05:55:53,726][root][INFO] - ===> Epoch[4282](21406/5): Loss -0.8013, Sem 0.0176, dir -0.9857, norm 0.1668, swav 0.0000 LR: 6.723e-02 Score 99.409 Data time: 0.1033, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.2164 [2020-10-19 05:55:55,630][root][INFO] - ===> Epoch[4282](21407/5): Loss -0.8102, Sem 0.0191, dir -0.9861, norm 0.1567, swav 0.0000 LR: 6.722e-02 Score 99.366 Data time: 0.0885, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.7906 [2020-10-19 05:55:57,697][root][INFO] - ===> Epoch[4282](21408/5): Loss -0.8032, Sem 0.0221, dir -0.9848, norm 0.1595, swav 0.0000 LR: 6.722e-02 Score 99.265 Data time: 0.0805, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9636 [2020-10-19 05:55:59,598][root][INFO] - ===> Epoch[4282](21409/5): Loss -0.8194, Sem 0.0196, dir -0.9857, norm 0.1467, swav 0.0000 LR: 6.722e-02 Score 99.326 Data time: 0.0615, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.8226 [2020-10-19 05:56:02,030][root][INFO] - ===> Epoch[4282](21410/5): Loss -0.8115, Sem 0.0217, dir -0.9851, norm 0.1519, swav 0.0000 LR: 6.722e-02 Score 99.291 Data time: 0.0460, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.3156 [2020-10-19 05:56:04,149][root][INFO] - ===> Epoch[4283](21411/5): Loss -0.8121, Sem 0.0216, dir -0.9853, norm 0.1516, swav 0.0000 LR: 6.722e-02 Score 99.272 Data time: 0.0505, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.0768 [2020-10-19 05:56:06,959][root][INFO] - ===> Epoch[4283](21412/5): Loss -0.7943, Sem 0.0224, dir -0.9847, norm 0.1681, swav 0.0000 LR: 6.722e-02 Score 99.245 Data time: 0.0795, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.7132 [2020-10-19 05:56:08,793][root][INFO] - ===> Epoch[4283](21413/5): Loss -0.8065, Sem 0.0203, dir -0.9847, norm 0.1580, swav 0.0000 LR: 6.721e-02 Score 99.314 Data time: 0.0680, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 1.7051 [2020-10-19 05:56:11,638][root][INFO] - ===> Epoch[4283](21414/5): Loss -0.8142, Sem 0.0188, dir -0.9844, norm 0.1514, swav 0.0000 LR: 6.721e-02 Score 99.365 Data time: 0.1199, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.7412 [2020-10-19 05:56:13,804][root][INFO] - ===> Epoch[4283](21415/5): Loss -0.7956, Sem 0.0197, dir -0.9848, norm 0.1695, swav 0.0000 LR: 6.721e-02 Score 99.335 Data time: 0.0763, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.0409 [2020-10-19 05:56:15,934][root][INFO] - ===> Epoch[4284](21416/5): Loss -0.8135, Sem 0.0201, dir -0.9845, norm 0.1509, swav 0.0000 LR: 6.721e-02 Score 99.318 Data time: 0.0704, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.0212 [2020-10-19 05:56:17,974][root][INFO] - ===> Epoch[4284](21417/5): Loss -0.8113, Sem 0.0191, dir -0.9855, norm 0.1550, swav 0.0000 LR: 6.721e-02 Score 99.363 Data time: 0.0921, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9265 [2020-10-19 05:56:20,201][root][INFO] - ===> Epoch[4284](21418/5): Loss -0.8006, Sem 0.0217, dir -0.9840, norm 0.1617, swav 0.0000 LR: 6.721e-02 Score 99.277 Data time: 0.0796, Forward time: 0.7752, Backward time: 1.1734, DDP time: 0.0030, Total iter time: 2.1064 [2020-10-19 05:56:22,403][root][INFO] - ===> Epoch[4284](21419/5): Loss -0.7965, Sem 0.0198, dir -0.9856, norm 0.1693, swav 0.0000 LR: 6.721e-02 Score 99.334 Data time: 0.0887, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.0972 [2020-10-19 05:56:24,450][root][INFO] - ===> Epoch[4284](21420/5): Loss -0.8314, Sem 0.0201, dir -0.9868, norm 0.1353, swav 0.0000 LR: 6.720e-02 Score 99.315 Data time: 0.0559, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9192 [2020-10-19 05:56:26,588][root][INFO] - ===> Epoch[4285](21421/5): Loss -0.7986, Sem 0.0200, dir -0.9841, norm 0.1655, swav 0.0000 LR: 6.720e-02 Score 99.336 Data time: 0.0724, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.0513 [2020-10-19 05:56:28,719][root][INFO] - ===> Epoch[4285](21422/5): Loss -0.8094, Sem 0.0210, dir -0.9861, norm 0.1557, swav 0.0000 LR: 6.720e-02 Score 99.342 Data time: 0.0863, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.0352 [2020-10-19 05:56:31,030][root][INFO] - ===> Epoch[4285](21423/5): Loss -0.8218, Sem 0.0202, dir -0.9861, norm 0.1441, swav 0.0000 LR: 6.720e-02 Score 99.339 Data time: 0.0749, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.1913 [2020-10-19 05:56:33,042][root][INFO] - ===> Epoch[4285](21424/5): Loss -0.8058, Sem 0.0232, dir -0.9855, norm 0.1565, swav 0.0000 LR: 6.720e-02 Score 99.231 Data time: 0.0701, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9012 [2020-10-19 05:56:35,461][root][INFO] - ===> Epoch[4285](21425/5): Loss -0.8038, Sem 0.0222, dir -0.9848, norm 0.1588, swav 0.0000 LR: 6.720e-02 Score 99.254 Data time: 0.0810, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.3139 [2020-10-19 05:56:37,418][root][INFO] - ===> Epoch[4286](21426/5): Loss -0.8207, Sem 0.0198, dir -0.9866, norm 0.1461, swav 0.0000 LR: 6.719e-02 Score 99.334 Data time: 0.0833, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.8311 [2020-10-19 05:56:39,167][root][INFO] - ===> Epoch[4286](21427/5): Loss -0.8035, Sem 0.0239, dir -0.9836, norm 0.1563, swav 0.0000 LR: 6.719e-02 Score 99.204 Data time: 0.1295, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.6240 [2020-10-19 05:56:41,776][root][INFO] - ===> Epoch[4286](21428/5): Loss -0.8036, Sem 0.0204, dir -0.9857, norm 0.1618, swav 0.0000 LR: 6.719e-02 Score 99.364 Data time: 0.0887, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.5119 [2020-10-19 05:56:43,846][root][INFO] - ===> Epoch[4286](21429/5): Loss -0.8177, Sem 0.0195, dir -0.9856, norm 0.1483, swav 0.0000 LR: 6.719e-02 Score 99.332 Data time: 0.0833, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9557 [2020-10-19 05:56:46,247][root][INFO] - ===> Epoch[4286](21430/5): Loss -0.8029, Sem 0.0196, dir -0.9865, norm 0.1641, swav 0.0000 LR: 6.719e-02 Score 99.342 Data time: 0.0803, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.2953 [2020-10-19 05:56:48,418][root][INFO] - ===> Epoch[4287](21431/5): Loss -0.7970, Sem 0.0249, dir -0.9834, norm 0.1615, swav 0.0000 LR: 6.719e-02 Score 99.171 Data time: 0.0572, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.0738 [2020-10-19 05:56:50,522][root][INFO] - ===> Epoch[4287](21432/5): Loss -0.8194, Sem 0.0209, dir -0.9849, norm 0.1447, swav 0.0000 LR: 6.718e-02 Score 99.316 Data time: 0.1478, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.0088 [2020-10-19 05:56:52,835][root][INFO] - ===> Epoch[4287](21433/5): Loss -0.8044, Sem 0.0197, dir -0.9848, norm 0.1607, swav 0.0000 LR: 6.718e-02 Score 99.375 Data time: 0.0987, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.2213 [2020-10-19 05:56:55,348][root][INFO] - ===> Epoch[4287](21434/5): Loss -0.8082, Sem 0.0291, dir -0.9854, norm 0.1481, swav 0.0000 LR: 6.718e-02 Score 99.122 Data time: 0.0742, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.3751 [2020-10-19 05:56:57,460][root][INFO] - ===> Epoch[4287](21435/5): Loss -0.7956, Sem 0.0218, dir -0.9850, norm 0.1676, swav 0.0000 LR: 6.718e-02 Score 99.301 Data time: 0.0798, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9916 [2020-10-19 05:56:59,925][root][INFO] - ===> Epoch[4288](21436/5): Loss -0.8187, Sem 0.0261, dir -0.9853, norm 0.1405, swav 0.0000 LR: 6.718e-02 Score 99.166 Data time: 0.0836, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.3537 [2020-10-19 05:57:02,062][root][INFO] - ===> Epoch[4288](21437/5): Loss -0.7933, Sem 0.0327, dir -0.9833, norm 0.1574, swav 0.0000 LR: 6.718e-02 Score 98.978 Data time: 0.0958, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.0202 [2020-10-19 05:57:04,329][root][INFO] - ===> Epoch[4288](21438/5): Loss -0.8014, Sem 0.0236, dir -0.9847, norm 0.1597, swav 0.0000 LR: 6.718e-02 Score 99.242 Data time: 0.0769, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.1470 [2020-10-19 05:57:06,826][root][INFO] - ===> Epoch[4288](21439/5): Loss -0.7908, Sem 0.0347, dir -0.9839, norm 0.1584, swav 0.0000 LR: 6.717e-02 Score 98.856 Data time: 0.1216, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.4031 [2020-10-19 05:57:08,757][root][INFO] - ===> Epoch[4288](21440/5): Loss -0.7863, Sem 0.0347, dir -0.9828, norm 0.1617, swav 0.0000 LR: 6.717e-02 Score 98.989 Data time: 0.0828, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.8153 [2020-10-19 05:57:10,793][root][INFO] - ===> Epoch[4289](21441/5): Loss -0.7792, Sem 0.0317, dir -0.9830, norm 0.1721, swav 0.0000 LR: 6.717e-02 Score 98.979 Data time: 0.0627, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9401 [2020-10-19 05:57:13,175][root][INFO] - ===> Epoch[4289](21442/5): Loss -0.7807, Sem 0.0365, dir -0.9829, norm 0.1657, swav 0.0000 LR: 6.717e-02 Score 98.805 Data time: 0.1016, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.3032 [2020-10-19 05:57:15,083][root][INFO] - ===> Epoch[4289](21443/5): Loss -0.7964, Sem 0.0254, dir -0.9822, norm 0.1604, swav 0.0000 LR: 6.717e-02 Score 99.164 Data time: 0.0858, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.8088 [2020-10-19 05:57:16,969][root][INFO] - ===> Epoch[4289](21444/5): Loss -0.7980, Sem 0.0277, dir -0.9838, norm 0.1581, swav 0.0000 LR: 6.717e-02 Score 99.055 Data time: 0.0790, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.7862 [2020-10-19 05:57:19,455][root][INFO] - ===> Epoch[4289](21445/5): Loss -0.7964, Sem 0.0269, dir -0.9835, norm 0.1602, swav 0.0000 LR: 6.716e-02 Score 99.099 Data time: 0.1070, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.3841 [2020-10-19 05:57:21,928][root][INFO] - ===> Epoch[4290](21446/5): Loss -0.7890, Sem 0.0246, dir -0.9824, norm 0.1689, swav 0.0000 LR: 6.716e-02 Score 99.188 Data time: 0.3693, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.4041 [2020-10-19 05:57:24,218][root][INFO] - ===> Epoch[4290](21447/5): Loss -0.7995, Sem 0.0277, dir -0.9844, norm 0.1573, swav 0.0000 LR: 6.716e-02 Score 99.173 Data time: 0.1639, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.1770 [2020-10-19 05:57:26,504][root][INFO] - ===> Epoch[4290](21448/5): Loss -0.7873, Sem 0.0283, dir -0.9819, norm 0.1663, swav 0.0000 LR: 6.716e-02 Score 99.095 Data time: 0.0634, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.1922 [2020-10-19 05:57:28,624][root][INFO] - ===> Epoch[4290](21449/5): Loss -0.7978, Sem 0.0274, dir -0.9837, norm 0.1584, swav 0.0000 LR: 6.716e-02 Score 99.071 Data time: 0.0600, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.0441 [2020-10-19 05:57:30,808][root][INFO] - ===> Epoch[4290](21450/5): Loss -0.7838, Sem 0.0278, dir -0.9829, norm 0.1713, swav 0.0000 LR: 6.716e-02 Score 99.072 Data time: 0.0754, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.0806 [2020-10-19 05:57:32,921][root][INFO] - ===> Epoch[4291](21451/5): Loss -0.8169, Sem 0.0213, dir -0.9838, norm 0.1456, swav 0.0000 LR: 6.716e-02 Score 99.277 Data time: 0.0783, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.0170 [2020-10-19 05:57:35,199][root][INFO] - ===> Epoch[4291](21452/5): Loss -0.8028, Sem 0.0253, dir -0.9843, norm 0.1562, swav 0.0000 LR: 6.715e-02 Score 99.162 Data time: 0.0827, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.1824 [2020-10-19 05:57:37,560][root][INFO] - ===> Epoch[4291](21453/5): Loss -0.8180, Sem 0.0228, dir -0.9851, norm 0.1444, swav 0.0000 LR: 6.715e-02 Score 99.243 Data time: 0.0521, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.2413 [2020-10-19 05:57:39,872][root][INFO] - ===> Epoch[4291](21454/5): Loss -0.8001, Sem 0.0264, dir -0.9842, norm 0.1577, swav 0.0000 LR: 6.715e-02 Score 99.138 Data time: 0.0921, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.2216 [2020-10-19 05:57:42,076][root][INFO] - ===> Epoch[4291](21455/5): Loss -0.8076, Sem 0.0236, dir -0.9846, norm 0.1534, swav 0.0000 LR: 6.715e-02 Score 99.218 Data time: 0.0834, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.0966 [2020-10-19 05:57:44,127][root][INFO] - ===> Epoch[4292](21456/5): Loss -0.7958, Sem 0.0257, dir -0.9834, norm 0.1620, swav 0.0000 LR: 6.715e-02 Score 99.147 Data time: 0.0681, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9478 [2020-10-19 05:57:46,085][root][INFO] - ===> Epoch[4292](21457/5): Loss -0.8170, Sem 0.0242, dir -0.9863, norm 0.1452, swav 0.0000 LR: 6.715e-02 Score 99.242 Data time: 0.0828, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.8549 [2020-10-19 05:57:48,394][root][INFO] - ===> Epoch[4292](21458/5): Loss -0.8064, Sem 0.0241, dir -0.9828, norm 0.1523, swav 0.0000 LR: 6.714e-02 Score 99.201 Data time: 0.1379, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.1857 [2020-10-19 05:57:50,679][root][INFO] - ===> Epoch[4292](21459/5): Loss -0.8043, Sem 0.0231, dir -0.9855, norm 0.1580, swav 0.0000 LR: 6.714e-02 Score 99.237 Data time: 0.1181, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.1677 [2020-10-19 05:57:52,599][root][INFO] - ===> Epoch[4292](21460/5): Loss -0.7948, Sem 0.0227, dir -0.9827, norm 0.1652, swav 0.0000 LR: 6.714e-02 Score 99.253 Data time: 0.0847, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.8131 [2020-10-19 05:57:54,677][root][INFO] - ===> Epoch[4293](21461/5): Loss -0.8170, Sem 0.0217, dir -0.9845, norm 0.1458, swav 0.0000 LR: 6.714e-02 Score 99.274 Data time: 0.0951, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9582 [2020-10-19 05:57:56,836][root][INFO] - ===> Epoch[4293](21462/5): Loss -0.8087, Sem 0.0238, dir -0.9833, norm 0.1508, swav 0.0000 LR: 6.714e-02 Score 99.212 Data time: 0.0975, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.0650 [2020-10-19 05:57:58,954][root][INFO] - ===> Epoch[4293](21463/5): Loss -0.8077, Sem 0.0242, dir -0.9853, norm 0.1534, swav 0.0000 LR: 6.714e-02 Score 99.180 Data time: 0.0853, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9745 [2020-10-19 05:58:01,207][root][INFO] - ===> Epoch[4293](21464/5): Loss -0.8121, Sem 0.0224, dir -0.9848, norm 0.1503, swav 0.0000 LR: 6.713e-02 Score 99.277 Data time: 0.0665, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.1541 [2020-10-19 05:58:04,250][root][INFO] - ===> Epoch[4293](21465/5): Loss -0.8190, Sem 0.0218, dir -0.9853, norm 0.1445, swav 0.0000 LR: 6.713e-02 Score 99.276 Data time: 0.0537, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.9615 [2020-10-19 05:58:06,534][root][INFO] - ===> Epoch[4294](21466/5): Loss -0.8139, Sem 0.0236, dir -0.9850, norm 0.1475, swav 0.0000 LR: 6.713e-02 Score 99.225 Data time: 0.0534, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.2436 [2020-10-19 05:58:08,757][root][INFO] - ===> Epoch[4294](21467/5): Loss -0.8017, Sem 0.0239, dir -0.9848, norm 0.1592, swav 0.0000 LR: 6.713e-02 Score 99.214 Data time: 0.0850, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.1454 [2020-10-19 05:58:10,814][root][INFO] - ===> Epoch[4294](21468/5): Loss -0.8024, Sem 0.0296, dir -0.9829, norm 0.1508, swav 0.0000 LR: 6.713e-02 Score 99.092 Data time: 0.0901, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9411 [2020-10-19 05:58:12,723][root][INFO] - ===> Epoch[4294](21469/5): Loss -0.8179, Sem 0.0206, dir -0.9855, norm 0.1470, swav 0.0000 LR: 6.713e-02 Score 99.309 Data time: 0.1234, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.8215 [2020-10-19 05:58:15,237][root][INFO] - ===> Epoch[4294](21470/5): Loss -0.8087, Sem 0.0229, dir -0.9851, norm 0.1535, swav 0.0000 LR: 6.713e-02 Score 99.241 Data time: 0.0876, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.3982 [2020-10-19 05:58:17,306][root][INFO] - ===> Epoch[4295](21471/5): Loss -0.8166, Sem 0.0207, dir -0.9863, norm 0.1491, swav 0.0000 LR: 6.712e-02 Score 99.294 Data time: 0.0791, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9754 [2020-10-19 05:58:19,364][root][INFO] - ===> Epoch[4295](21472/5): Loss -0.7936, Sem 0.0299, dir -0.9821, norm 0.1586, swav 0.0000 LR: 6.712e-02 Score 99.044 Data time: 0.0837, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9965 [2020-10-19 05:58:21,528][root][INFO] - ===> Epoch[4295](21473/5): Loss -0.8051, Sem 0.0277, dir -0.9827, norm 0.1499, swav 0.0000 LR: 6.712e-02 Score 99.123 Data time: 0.0911, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.0639 [2020-10-19 05:58:23,583][root][INFO] - ===> Epoch[4295](21474/5): Loss -0.8109, Sem 0.0221, dir -0.9857, norm 0.1528, swav 0.0000 LR: 6.712e-02 Score 99.270 Data time: 0.0574, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9742 [2020-10-19 05:58:25,394][root][INFO] - ===> Epoch[4295](21475/5): Loss -0.8263, Sem 0.0226, dir -0.9859, norm 0.1370, swav 0.0000 LR: 6.712e-02 Score 99.247 Data time: 0.0535, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.7576 [2020-10-19 05:58:27,510][root][INFO] - ===> Epoch[4296](21476/5): Loss -0.8094, Sem 0.0272, dir -0.9839, norm 0.1473, swav 0.0000 LR: 6.712e-02 Score 99.104 Data time: 0.0366, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.0481 [2020-10-19 05:58:29,573][root][INFO] - ===> Epoch[4296](21477/5): Loss -0.7978, Sem 0.0260, dir -0.9824, norm 0.1587, swav 0.0000 LR: 6.711e-02 Score 99.171 Data time: 0.0428, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.0259 [2020-10-19 05:58:31,636][root][INFO] - ===> Epoch[4296](21478/5): Loss -0.8096, Sem 0.0222, dir -0.9831, norm 0.1513, swav 0.0000 LR: 6.711e-02 Score 99.259 Data time: 0.0353, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.0346 [2020-10-19 05:58:33,687][root][INFO] - ===> Epoch[4296](21479/5): Loss -0.8062, Sem 0.0228, dir -0.9845, norm 0.1555, swav 0.0000 LR: 6.711e-02 Score 99.230 Data time: 0.0463, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.0326 [2020-10-19 05:58:35,944][root][INFO] - ===> Epoch[4296](21480/5): Loss -0.8068, Sem 0.0222, dir -0.9845, norm 0.1555, swav 0.0000 LR: 6.711e-02 Score 99.252 Data time: 0.0942, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.1608 [2020-10-19 05:58:37,892][root][INFO] - ===> Epoch[4297](21481/5): Loss -0.8157, Sem 0.0229, dir -0.9846, norm 0.1459, swav 0.0000 LR: 6.711e-02 Score 99.229 Data time: 0.0743, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.8217 [2020-10-19 05:58:39,833][root][INFO] - ===> Epoch[4297](21482/5): Loss -0.8056, Sem 0.0228, dir -0.9834, norm 0.1550, swav 0.0000 LR: 6.711e-02 Score 99.220 Data time: 0.1327, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.8402 [2020-10-19 05:58:41,930][root][INFO] - ===> Epoch[4297](21483/5): Loss -0.8021, Sem 0.0221, dir -0.9833, norm 0.1592, swav 0.0000 LR: 6.710e-02 Score 99.272 Data time: 0.1282, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9725 [2020-10-19 05:58:44,378][root][INFO] - ===> Epoch[4297](21484/5): Loss -0.8007, Sem 0.0247, dir -0.9851, norm 0.1597, swav 0.0000 LR: 6.710e-02 Score 99.199 Data time: 0.1032, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.3513 [2020-10-19 05:58:46,703][root][INFO] - ===> Epoch[4297](21485/5): Loss -0.7987, Sem 0.0212, dir -0.9847, norm 0.1648, swav 0.0000 LR: 6.710e-02 Score 99.298 Data time: 0.0504, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.2072 [2020-10-19 05:58:48,905][root][INFO] - ===> Epoch[4298](21486/5): Loss -0.8158, Sem 0.0207, dir -0.9858, norm 0.1492, swav 0.0000 LR: 6.710e-02 Score 99.295 Data time: 0.0655, Forward time: 0.7752, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.1495 [2020-10-19 05:58:51,050][root][INFO] - ===> Epoch[4298](21487/5): Loss -0.7908, Sem 0.0227, dir -0.9826, norm 0.1691, swav 0.0000 LR: 6.710e-02 Score 99.232 Data time: 0.0743, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.0721 [2020-10-19 05:58:53,379][root][INFO] - ===> Epoch[4298](21488/5): Loss -0.8085, Sem 0.0236, dir -0.9837, norm 0.1515, swav 0.0000 LR: 6.710e-02 Score 99.204 Data time: 0.1067, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.2309 [2020-10-19 05:58:55,372][root][INFO] - ===> Epoch[4298](21489/5): Loss -0.8106, Sem 0.0205, dir -0.9857, norm 0.1546, swav 0.0000 LR: 6.710e-02 Score 99.316 Data time: 0.0850, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.8876 [2020-10-19 05:58:57,750][root][INFO] - ===> Epoch[4298](21490/5): Loss -0.8053, Sem 0.0198, dir -0.9848, norm 0.1597, swav 0.0000 LR: 6.709e-02 Score 99.344 Data time: 0.0626, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.2847 [2020-10-19 05:59:00,117][root][INFO] - ===> Epoch[4299](21491/5): Loss -0.7940, Sem 0.0241, dir -0.9832, norm 0.1650, swav 0.0000 LR: 6.709e-02 Score 99.192 Data time: 0.0904, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.2644 [2020-10-19 05:59:02,252][root][INFO] - ===> Epoch[4299](21492/5): Loss -0.7912, Sem 0.0235, dir -0.9836, norm 0.1689, swav 0.0000 LR: 6.709e-02 Score 99.214 Data time: 0.0924, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.0279 [2020-10-19 05:59:04,166][root][INFO] - ===> Epoch[4299](21493/5): Loss -0.8115, Sem 0.0233, dir -0.9858, norm 0.1510, swav 0.0000 LR: 6.709e-02 Score 99.208 Data time: 0.0752, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.7960 [2020-10-19 05:59:06,179][root][INFO] - ===> Epoch[4299](21494/5): Loss -0.7961, Sem 0.0234, dir -0.9834, norm 0.1638, swav 0.0000 LR: 6.709e-02 Score 99.220 Data time: 0.0887, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9405 [2020-10-19 05:59:08,253][root][INFO] - ===> Epoch[4299](21495/5): Loss -0.8015, Sem 0.0206, dir -0.9850, norm 0.1629, swav 0.0000 LR: 6.709e-02 Score 99.312 Data time: 0.0673, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9671 [2020-10-19 05:59:10,250][root][INFO] - ===> Epoch[4300](21496/5): Loss -0.8135, Sem 0.0209, dir -0.9860, norm 0.1516, swav 0.0000 LR: 6.708e-02 Score 99.309 Data time: 0.0803, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9255 [2020-10-19 05:59:12,550][root][INFO] - ===> Epoch[4300](21497/5): Loss -0.8108, Sem 0.0197, dir -0.9840, norm 0.1535, swav 0.0000 LR: 6.708e-02 Score 99.333 Data time: 0.0667, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1836 [2020-10-19 05:59:14,961][root][INFO] - ===> Epoch[4300](21498/5): Loss -0.8106, Sem 0.0215, dir -0.9850, norm 0.1529, swav 0.0000 LR: 6.708e-02 Score 99.280 Data time: 0.0604, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.3044 [2020-10-19 05:59:16,986][root][INFO] - ===> Epoch[4300](21499/5): Loss -0.8119, Sem 0.0212, dir -0.9846, norm 0.1515, swav 0.0000 LR: 6.708e-02 Score 99.303 Data time: 0.1635, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9686 [2020-10-19 05:59:19,092][root][INFO] - ===> Epoch[4300](21500/5): Loss -0.8119, Sem 0.0230, dir -0.9844, norm 0.1495, swav 0.0000 LR: 6.708e-02 Score 99.229 Data time: 0.0809, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0509 [2020-10-19 05:59:20,230][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 05:59:22,265][root][INFO] - ===> Epoch[4301](21501/5): Loss -0.8073, Sem 0.0208, dir -0.9858, norm 0.1577, swav 0.0000 LR: 6.708e-02 Score 99.297 Data time: 0.0811, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8584 [2020-10-19 05:59:24,407][root][INFO] - ===> Epoch[4301](21502/5): Loss -0.8067, Sem 0.0207, dir -0.9851, norm 0.1577, swav 0.0000 LR: 6.708e-02 Score 99.297 Data time: 0.0623, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0603 [2020-10-19 05:59:26,274][root][INFO] - ===> Epoch[4301](21503/5): Loss -0.8210, Sem 0.0206, dir -0.9868, norm 0.1452, swav 0.0000 LR: 6.707e-02 Score 99.342 Data time: 0.0702, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.7651 [2020-10-19 05:59:28,628][root][INFO] - ===> Epoch[4301](21504/5): Loss -0.8081, Sem 0.0212, dir -0.9846, norm 0.1553, swav 0.0000 LR: 6.707e-02 Score 99.296 Data time: 0.0586, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2520 [2020-10-19 05:59:30,817][root][INFO] - ===> Epoch[4301](21505/5): Loss -0.8185, Sem 0.0233, dir -0.9835, norm 0.1416, swav 0.0000 LR: 6.707e-02 Score 99.245 Data time: 0.0846, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1065 [2020-10-19 05:59:32,951][root][INFO] - ===> Epoch[4302](21506/5): Loss -0.8105, Sem 0.0216, dir -0.9848, norm 0.1527, swav 0.0000 LR: 6.707e-02 Score 99.278 Data time: 0.2181, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0203 [2020-10-19 05:59:35,536][root][INFO] - ===> Epoch[4302](21507/5): Loss -0.8201, Sem 0.0200, dir -0.9865, norm 0.1464, swav 0.0000 LR: 6.707e-02 Score 99.334 Data time: 0.1126, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.4807 [2020-10-19 05:59:37,461][root][INFO] - ===> Epoch[4302](21508/5): Loss -0.8254, Sem 0.0212, dir -0.9844, norm 0.1378, swav 0.0000 LR: 6.707e-02 Score 99.288 Data time: 0.0504, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8057 [2020-10-19 05:59:39,847][root][INFO] - ===> Epoch[4302](21509/5): Loss -0.8194, Sem 0.0189, dir -0.9855, norm 0.1472, swav 0.0000 LR: 6.706e-02 Score 99.377 Data time: 0.0939, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.3146 [2020-10-19 05:59:42,166][root][INFO] - ===> Epoch[4302](21510/5): Loss -0.8053, Sem 0.0218, dir -0.9844, norm 0.1574, swav 0.0000 LR: 6.706e-02 Score 99.269 Data time: 0.0864, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2300 [2020-10-19 05:59:45,003][root][INFO] - ===> Epoch[4303](21511/5): Loss -0.8205, Sem 0.0191, dir -0.9863, norm 0.1468, swav 0.0000 LR: 6.706e-02 Score 99.357 Data time: 0.1075, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.7139 [2020-10-19 05:59:46,914][root][INFO] - ===> Epoch[4303](21512/5): Loss -0.8156, Sem 0.0222, dir -0.9850, norm 0.1472, swav 0.0000 LR: 6.706e-02 Score 99.282 Data time: 0.0760, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8027 [2020-10-19 05:59:49,012][root][INFO] - ===> Epoch[4303](21513/5): Loss -0.8210, Sem 0.0204, dir -0.9845, norm 0.1431, swav 0.0000 LR: 6.706e-02 Score 99.315 Data time: 0.0716, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0094 [2020-10-19 05:59:51,101][root][INFO] - ===> Epoch[4303](21514/5): Loss -0.8205, Sem 0.0204, dir -0.9856, norm 0.1446, swav 0.0000 LR: 6.706e-02 Score 99.301 Data time: 0.0531, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0004 [2020-10-19 05:59:53,405][root][INFO] - ===> Epoch[4303](21515/5): Loss -0.8171, Sem 0.0210, dir -0.9854, norm 0.1473, swav 0.0000 LR: 6.705e-02 Score 99.296 Data time: 0.0928, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2247 [2020-10-19 05:59:55,955][root][INFO] - ===> Epoch[4304](21516/5): Loss -0.8284, Sem 0.0201, dir -0.9861, norm 0.1377, swav 0.0000 LR: 6.705e-02 Score 99.307 Data time: 0.0835, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.4452 [2020-10-19 05:59:57,979][root][INFO] - ===> Epoch[4304](21517/5): Loss -0.8165, Sem 0.0224, dir -0.9850, norm 0.1461, swav 0.0000 LR: 6.705e-02 Score 99.240 Data time: 0.0527, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9414 [2020-10-19 06:00:00,417][root][INFO] - ===> Epoch[4304](21518/5): Loss -0.8207, Sem 0.0192, dir -0.9855, norm 0.1456, swav 0.0000 LR: 6.705e-02 Score 99.359 Data time: 0.0641, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.3706 [2020-10-19 06:00:02,381][root][INFO] - ===> Epoch[4304](21519/5): Loss -0.8306, Sem 0.0183, dir -0.9867, norm 0.1378, swav 0.0000 LR: 6.705e-02 Score 99.363 Data time: 0.0777, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8738 [2020-10-19 06:00:05,442][root][INFO] - ===> Epoch[4304](21520/5): Loss -0.8110, Sem 0.0197, dir -0.9858, norm 0.1551, swav 0.0000 LR: 6.705e-02 Score 99.340 Data time: 0.0891, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.9596 [2020-10-19 06:00:07,374][root][INFO] - ===> Epoch[4305](21521/5): Loss -0.8000, Sem 0.0231, dir -0.9834, norm 0.1603, swav 0.0000 LR: 6.705e-02 Score 99.225 Data time: 0.0743, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8308 [2020-10-19 06:00:09,479][root][INFO] - ===> Epoch[4305](21522/5): Loss -0.8318, Sem 0.0177, dir -0.9870, norm 0.1375, swav 0.0000 LR: 6.704e-02 Score 99.396 Data time: 0.0788, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0088 [2020-10-19 06:00:11,764][root][INFO] - ===> Epoch[4305](21523/5): Loss -0.8003, Sem 0.0222, dir -0.9833, norm 0.1608, swav 0.0000 LR: 6.704e-02 Score 99.279 Data time: 0.1135, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1718 [2020-10-19 06:00:14,528][root][INFO] - ===> Epoch[4305](21524/5): Loss -0.8126, Sem 0.0193, dir -0.9852, norm 0.1532, swav 0.0000 LR: 6.704e-02 Score 99.347 Data time: 0.1552, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.6345 [2020-10-19 06:00:17,282][root][INFO] - ===> Epoch[4305](21525/5): Loss -0.8080, Sem 0.0199, dir -0.9849, norm 0.1570, swav 0.0000 LR: 6.704e-02 Score 99.358 Data time: 0.1374, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.6529 [2020-10-19 06:00:19,114][root][INFO] - ===> Epoch[4306](21526/5): Loss -0.8048, Sem 0.0207, dir -0.9846, norm 0.1591, swav 0.0000 LR: 6.704e-02 Score 99.310 Data time: 0.0798, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.7025 [2020-10-19 06:00:21,135][root][INFO] - ===> Epoch[4306](21527/5): Loss -0.8112, Sem 0.0287, dir -0.9851, norm 0.1451, swav 0.0000 LR: 6.704e-02 Score 99.157 Data time: 0.0951, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9330 [2020-10-19 06:00:23,041][root][INFO] - ===> Epoch[4306](21528/5): Loss -0.8027, Sem 0.0219, dir -0.9857, norm 0.1611, swav 0.0000 LR: 6.703e-02 Score 99.288 Data time: 0.0770, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8223 [2020-10-19 06:00:25,130][root][INFO] - ===> Epoch[4306](21529/5): Loss -0.8072, Sem 0.0212, dir -0.9853, norm 0.1568, swav 0.0000 LR: 6.703e-02 Score 99.313 Data time: 0.0881, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9770 [2020-10-19 06:00:27,397][root][INFO] - ===> Epoch[4306](21530/5): Loss -0.8051, Sem 0.0235, dir -0.9852, norm 0.1567, swav 0.0000 LR: 6.703e-02 Score 99.250 Data time: 0.0729, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1536 [2020-10-19 06:00:29,267][root][INFO] - ===> Epoch[4307](21531/5): Loss -0.8118, Sem 0.0229, dir -0.9853, norm 0.1506, swav 0.0000 LR: 6.703e-02 Score 99.226 Data time: 0.0632, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.7919 [2020-10-19 06:00:31,545][root][INFO] - ===> Epoch[4307](21532/5): Loss -0.8064, Sem 0.0219, dir -0.9838, norm 0.1556, swav 0.0000 LR: 6.703e-02 Score 99.270 Data time: 0.0632, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1942 [2020-10-19 06:00:34,713][root][INFO] - ===> Epoch[4307](21533/5): Loss -0.7989, Sem 0.0203, dir -0.9835, norm 0.1643, swav 0.0000 LR: 6.703e-02 Score 99.332 Data time: 0.0708, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 3.0724 [2020-10-19 06:00:36,722][root][INFO] - ===> Epoch[4307](21534/5): Loss -0.8232, Sem 0.0201, dir -0.9859, norm 0.1425, swav 0.0000 LR: 6.703e-02 Score 99.323 Data time: 0.0661, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9040 [2020-10-19 06:00:38,703][root][INFO] - ===> Epoch[4307](21535/5): Loss -0.8043, Sem 0.0226, dir -0.9841, norm 0.1572, swav 0.0000 LR: 6.702e-02 Score 99.228 Data time: 0.0904, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8759 [2020-10-19 06:00:41,097][root][INFO] - ===> Epoch[4308](21536/5): Loss -0.8119, Sem 0.0188, dir -0.9863, norm 0.1555, swav 0.0000 LR: 6.702e-02 Score 99.383 Data time: 0.0799, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2878 [2020-10-19 06:00:43,345][root][INFO] - ===> Epoch[4308](21537/5): Loss -0.8156, Sem 0.0214, dir -0.9859, norm 0.1489, swav 0.0000 LR: 6.702e-02 Score 99.264 Data time: 0.0287, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.1603 [2020-10-19 06:00:45,852][root][INFO] - ===> Epoch[4308](21538/5): Loss -0.8053, Sem 0.0182, dir -0.9848, norm 0.1613, swav 0.0000 LR: 6.702e-02 Score 99.395 Data time: 0.1000, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.4510 [2020-10-19 06:00:48,361][root][INFO] - ===> Epoch[4308](21539/5): Loss -0.8126, Sem 0.0224, dir -0.9840, norm 0.1490, swav 0.0000 LR: 6.702e-02 Score 99.256 Data time: 0.0801, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.3980 [2020-10-19 06:00:50,379][root][INFO] - ===> Epoch[4308](21540/5): Loss -0.8306, Sem 0.0192, dir -0.9863, norm 0.1365, swav 0.0000 LR: 6.702e-02 Score 99.346 Data time: 0.0708, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9030 [2020-10-19 06:00:52,414][root][INFO] - ===> Epoch[4309](21541/5): Loss -0.8128, Sem 0.0208, dir -0.9848, norm 0.1512, swav 0.0000 LR: 6.701e-02 Score 99.302 Data time: 0.0633, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9341 [2020-10-19 06:00:54,856][root][INFO] - ===> Epoch[4309](21542/5): Loss -0.8283, Sem 0.0203, dir -0.9869, norm 0.1382, swav 0.0000 LR: 6.701e-02 Score 99.327 Data time: 0.0814, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.3524 [2020-10-19 06:00:57,412][root][INFO] - ===> Epoch[4309](21543/5): Loss -0.7961, Sem 0.0229, dir -0.9821, norm 0.1631, swav 0.0000 LR: 6.701e-02 Score 99.235 Data time: 0.0707, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.4583 [2020-10-19 06:00:59,349][root][INFO] - ===> Epoch[4309](21544/5): Loss -0.7953, Sem 0.0218, dir -0.9844, norm 0.1674, swav 0.0000 LR: 6.701e-02 Score 99.271 Data time: 0.0599, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.8340 [2020-10-19 06:01:01,434][root][INFO] - ===> Epoch[4309](21545/5): Loss -0.8156, Sem 0.0225, dir -0.9843, norm 0.1462, swav 0.0000 LR: 6.701e-02 Score 99.230 Data time: 0.0570, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9984 [2020-10-19 06:01:03,511][root][INFO] - ===> Epoch[4310](21546/5): Loss -0.8341, Sem 0.0172, dir -0.9874, norm 0.1360, swav 0.0000 LR: 6.701e-02 Score 99.409 Data time: 0.0682, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.0093 [2020-10-19 06:01:05,798][root][INFO] - ===> Epoch[4310](21547/5): Loss -0.8186, Sem 0.0201, dir -0.9844, norm 0.1457, swav 0.0000 LR: 6.700e-02 Score 99.333 Data time: 0.0790, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.1890 [2020-10-19 06:01:08,118][root][INFO] - ===> Epoch[4310](21548/5): Loss -0.8118, Sem 0.0220, dir -0.9840, norm 0.1501, swav 0.0000 LR: 6.700e-02 Score 99.253 Data time: 0.0933, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.2055 [2020-10-19 06:01:10,173][root][INFO] - ===> Epoch[4310](21549/5): Loss -0.8258, Sem 0.0198, dir -0.9861, norm 0.1406, swav 0.0000 LR: 6.700e-02 Score 99.327 Data time: 0.0910, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9457 [2020-10-19 06:01:12,626][root][INFO] - ===> Epoch[4310](21550/5): Loss -0.8006, Sem 0.0221, dir -0.9842, norm 0.1614, swav 0.0000 LR: 6.700e-02 Score 99.296 Data time: 0.1012, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.3481 [2020-10-19 06:01:14,956][root][INFO] - ===> Epoch[4311](21551/5): Loss -0.8218, Sem 0.0184, dir -0.9851, norm 0.1450, swav 0.0000 LR: 6.700e-02 Score 99.383 Data time: 0.0848, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.2354 [2020-10-19 06:01:17,045][root][INFO] - ===> Epoch[4311](21552/5): Loss -0.8268, Sem 0.0182, dir -0.9864, norm 0.1415, swav 0.0000 LR: 6.700e-02 Score 99.387 Data time: 0.0814, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9845 [2020-10-19 06:01:19,322][root][INFO] - ===> Epoch[4311](21553/5): Loss -0.7993, Sem 0.0246, dir -0.9834, norm 0.1594, swav 0.0000 LR: 6.700e-02 Score 99.198 Data time: 0.0901, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.1639 [2020-10-19 06:01:21,486][root][INFO] - ===> Epoch[4311](21554/5): Loss -0.8101, Sem 0.0239, dir -0.9845, norm 0.1504, swav 0.0000 LR: 6.699e-02 Score 99.197 Data time: 0.0786, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.0636 [2020-10-19 06:01:23,611][root][INFO] - ===> Epoch[4311](21555/5): Loss -0.8092, Sem 0.0209, dir -0.9849, norm 0.1547, swav 0.0000 LR: 6.699e-02 Score 99.302 Data time: 0.0705, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.0293 [2020-10-19 06:01:26,500][root][INFO] - ===> Epoch[4312](21556/5): Loss -0.8058, Sem 0.0197, dir -0.9849, norm 0.1595, swav 0.0000 LR: 6.699e-02 Score 99.359 Data time: 0.0835, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.7958 [2020-10-19 06:01:28,607][root][INFO] - ===> Epoch[4312](21557/5): Loss -0.8158, Sem 0.0200, dir -0.9862, norm 0.1504, swav 0.0000 LR: 6.699e-02 Score 99.320 Data time: 0.0615, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9761 [2020-10-19 06:01:30,438][root][INFO] - ===> Epoch[4312](21558/5): Loss -0.8347, Sem 0.0186, dir -0.9862, norm 0.1329, swav 0.0000 LR: 6.699e-02 Score 99.362 Data time: 0.0848, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.7354 [2020-10-19 06:01:32,632][root][INFO] - ===> Epoch[4312](21559/5): Loss -0.8078, Sem 0.0187, dir -0.9849, norm 0.1583, swav 0.0000 LR: 6.699e-02 Score 99.385 Data time: 0.0870, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.0764 [2020-10-19 06:01:35,287][root][INFO] - ===> Epoch[4312](21560/5): Loss -0.8040, Sem 0.0233, dir -0.9861, norm 0.1588, swav 0.0000 LR: 6.698e-02 Score 99.237 Data time: 0.0848, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.5341 [2020-10-19 06:01:37,247][root][INFO] - ===> Epoch[4313](21561/5): Loss -0.8054, Sem 0.0199, dir -0.9849, norm 0.1596, swav 0.0000 LR: 6.698e-02 Score 99.331 Data time: 0.0856, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.8398 [2020-10-19 06:01:39,487][root][INFO] - ===> Epoch[4313](21562/5): Loss -0.8317, Sem 0.0181, dir -0.9862, norm 0.1364, swav 0.0000 LR: 6.698e-02 Score 99.386 Data time: 0.0729, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.1336 [2020-10-19 06:01:42,036][root][INFO] - ===> Epoch[4313](21563/5): Loss -0.7833, Sem 0.0225, dir -0.9827, norm 0.1769, swav 0.0000 LR: 6.698e-02 Score 99.272 Data time: 0.1096, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.4250 [2020-10-19 06:01:44,318][root][INFO] - ===> Epoch[4313](21564/5): Loss -0.8158, Sem 0.0192, dir -0.9863, norm 0.1514, swav 0.0000 LR: 6.698e-02 Score 99.354 Data time: 0.0693, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.1554 [2020-10-19 06:01:46,516][root][INFO] - ===> Epoch[4313](21565/5): Loss -0.7965, Sem 0.0199, dir -0.9849, norm 0.1685, swav 0.0000 LR: 6.698e-02 Score 99.331 Data time: 0.0986, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.1234 [2020-10-19 06:01:48,600][root][INFO] - ===> Epoch[4314](21566/5): Loss -0.8013, Sem 0.0253, dir -0.9827, norm 0.1561, swav 0.0000 LR: 6.697e-02 Score 99.163 Data time: 0.0929, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9609 [2020-10-19 06:01:50,687][root][INFO] - ===> Epoch[4314](21567/5): Loss -0.7986, Sem 0.0186, dir -0.9847, norm 0.1675, swav 0.0000 LR: 6.697e-02 Score 99.388 Data time: 0.0809, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.0022 [2020-10-19 06:01:52,684][root][INFO] - ===> Epoch[4314](21568/5): Loss -0.8088, Sem 0.0211, dir -0.9849, norm 0.1549, swav 0.0000 LR: 6.697e-02 Score 99.325 Data time: 0.0844, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9200 [2020-10-19 06:01:54,977][root][INFO] - ===> Epoch[4314](21569/5): Loss -0.8120, Sem 0.0211, dir -0.9859, norm 0.1529, swav 0.0000 LR: 6.697e-02 Score 99.289 Data time: 0.0890, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.1894 [2020-10-19 06:01:57,004][root][INFO] - ===> Epoch[4314](21570/5): Loss -0.8300, Sem 0.0199, dir -0.9861, norm 0.1362, swav 0.0000 LR: 6.697e-02 Score 99.316 Data time: 0.0778, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9288 [2020-10-19 06:01:59,021][root][INFO] - ===> Epoch[4315](21571/5): Loss -0.7979, Sem 0.0236, dir -0.9847, norm 0.1633, swav 0.0000 LR: 6.697e-02 Score 99.251 Data time: 0.0885, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9171 [2020-10-19 06:02:00,829][root][INFO] - ===> Epoch[4315](21572/5): Loss -0.8208, Sem 0.0192, dir -0.9858, norm 0.1457, swav 0.0000 LR: 6.697e-02 Score 99.340 Data time: 0.0843, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.6905 [2020-10-19 06:02:03,352][root][INFO] - ===> Epoch[4315](21573/5): Loss -0.8145, Sem 0.0202, dir -0.9849, norm 0.1502, swav 0.0000 LR: 6.696e-02 Score 99.326 Data time: 0.1109, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.4173 [2020-10-19 06:02:05,687][root][INFO] - ===> Epoch[4315](21574/5): Loss -0.8153, Sem 0.0211, dir -0.9862, norm 0.1498, swav 0.0000 LR: 6.696e-02 Score 99.298 Data time: 0.1002, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2284 [2020-10-19 06:02:08,020][root][INFO] - ===> Epoch[4315](21575/5): Loss -0.8150, Sem 0.0212, dir -0.9851, norm 0.1489, swav 0.0000 LR: 6.696e-02 Score 99.285 Data time: 0.0575, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2154 [2020-10-19 06:02:09,884][root][INFO] - ===> Epoch[4316](21576/5): Loss -0.8115, Sem 0.0216, dir -0.9853, norm 0.1522, swav 0.0000 LR: 6.696e-02 Score 99.274 Data time: 0.0767, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.7795 [2020-10-19 06:02:12,090][root][INFO] - ===> Epoch[4316](21577/5): Loss -0.8151, Sem 0.0199, dir -0.9850, norm 0.1500, swav 0.0000 LR: 6.696e-02 Score 99.337 Data time: 0.0608, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0972 [2020-10-19 06:02:14,291][root][INFO] - ===> Epoch[4316](21578/5): Loss -0.8181, Sem 0.0194, dir -0.9857, norm 0.1482, swav 0.0000 LR: 6.696e-02 Score 99.351 Data time: 0.0755, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1078 [2020-10-19 06:02:16,285][root][INFO] - ===> Epoch[4316](21579/5): Loss -0.8195, Sem 0.0199, dir -0.9859, norm 0.1465, swav 0.0000 LR: 6.695e-02 Score 99.325 Data time: 0.0608, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8794 [2020-10-19 06:02:18,526][root][INFO] - ===> Epoch[4316](21580/5): Loss -0.8051, Sem 0.0234, dir -0.9843, norm 0.1558, swav 0.0000 LR: 6.695e-02 Score 99.216 Data time: 0.1535, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1545 [2020-10-19 06:02:20,689][root][INFO] - ===> Epoch[4317](21581/5): Loss -0.8248, Sem 0.0195, dir -0.9859, norm 0.1416, swav 0.0000 LR: 6.695e-02 Score 99.332 Data time: 0.0782, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0502 [2020-10-19 06:02:22,773][root][INFO] - ===> Epoch[4317](21582/5): Loss -0.7999, Sem 0.0188, dir -0.9860, norm 0.1673, swav 0.0000 LR: 6.695e-02 Score 99.360 Data time: 0.0880, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9813 [2020-10-19 06:02:24,806][root][INFO] - ===> Epoch[4317](21583/5): Loss -0.8105, Sem 0.0185, dir -0.9840, norm 0.1550, swav 0.0000 LR: 6.695e-02 Score 99.394 Data time: 0.0812, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9118 [2020-10-19 06:02:26,927][root][INFO] - ===> Epoch[4317](21584/5): Loss -0.8053, Sem 0.0204, dir -0.9823, norm 0.1566, swav 0.0000 LR: 6.695e-02 Score 99.329 Data time: 0.0763, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0135 [2020-10-19 06:02:29,140][root][INFO] - ===> Epoch[4317](21585/5): Loss -0.8135, Sem 0.0214, dir -0.9832, norm 0.1484, swav 0.0000 LR: 6.695e-02 Score 99.279 Data time: 0.0639, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0935 [2020-10-19 06:02:31,404][root][INFO] - ===> Epoch[4318](21586/5): Loss -0.8111, Sem 0.0203, dir -0.9851, norm 0.1537, swav 0.0000 LR: 6.694e-02 Score 99.315 Data time: 0.0613, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1778 [2020-10-19 06:02:33,190][root][INFO] - ===> Epoch[4318](21587/5): Loss -0.8187, Sem 0.0208, dir -0.9855, norm 0.1460, swav 0.0000 LR: 6.694e-02 Score 99.286 Data time: 0.0788, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.7062 [2020-10-19 06:02:35,346][root][INFO] - ===> Epoch[4318](21588/5): Loss -0.8139, Sem 0.0207, dir -0.9867, norm 0.1521, swav 0.0000 LR: 6.694e-02 Score 99.294 Data time: 0.0896, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0475 [2020-10-19 06:02:37,740][root][INFO] - ===> Epoch[4318](21589/5): Loss -0.8041, Sem 0.0225, dir -0.9845, norm 0.1578, swav 0.0000 LR: 6.694e-02 Score 99.257 Data time: 0.0697, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2676 [2020-10-19 06:02:40,169][root][INFO] - ===> Epoch[4318](21590/5): Loss -0.8146, Sem 0.0238, dir -0.9850, norm 0.1466, swav 0.0000 LR: 6.694e-02 Score 99.196 Data time: 0.0675, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.3191 [2020-10-19 06:02:42,131][root][INFO] - ===> Epoch[4319](21591/5): Loss -0.8057, Sem 0.0208, dir -0.9851, norm 0.1585, swav 0.0000 LR: 6.694e-02 Score 99.312 Data time: 0.0802, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8887 [2020-10-19 06:02:44,054][root][INFO] - ===> Epoch[4319](21592/5): Loss -0.8192, Sem 0.0205, dir -0.9856, norm 0.1458, swav 0.0000 LR: 6.693e-02 Score 99.308 Data time: 0.0605, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8099 [2020-10-19 06:02:46,351][root][INFO] - ===> Epoch[4319](21593/5): Loss -0.8214, Sem 0.0199, dir -0.9863, norm 0.1450, swav 0.0000 LR: 6.693e-02 Score 99.325 Data time: 0.0743, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2077 [2020-10-19 06:02:48,885][root][INFO] - ===> Epoch[4319](21594/5): Loss -0.8269, Sem 0.0174, dir -0.9858, norm 0.1415, swav 0.0000 LR: 6.693e-02 Score 99.418 Data time: 0.0793, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.4357 [2020-10-19 06:02:50,965][root][INFO] - ===> Epoch[4319](21595/5): Loss -0.8168, Sem 0.0207, dir -0.9858, norm 0.1482, swav 0.0000 LR: 6.693e-02 Score 99.302 Data time: 0.0955, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9813 [2020-10-19 06:02:53,246][root][INFO] - ===> Epoch[4320](21596/5): Loss -0.8150, Sem 0.0223, dir -0.9854, norm 0.1480, swav 0.0000 LR: 6.693e-02 Score 99.253 Data time: 0.0731, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1599 [2020-10-19 06:02:55,322][root][INFO] - ===> Epoch[4320](21597/5): Loss -0.8149, Sem 0.0203, dir -0.9847, norm 0.1495, swav 0.0000 LR: 6.693e-02 Score 99.309 Data time: 0.2007, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9967 [2020-10-19 06:02:58,046][root][INFO] - ===> Epoch[4320](21598/5): Loss -0.8258, Sem 0.0186, dir -0.9851, norm 0.1406, swav 0.0000 LR: 6.692e-02 Score 99.363 Data time: 0.0900, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.6231 [2020-10-19 06:03:00,002][root][INFO] - ===> Epoch[4320](21599/5): Loss -0.8238, Sem 0.0205, dir -0.9869, norm 0.1425, swav 0.0000 LR: 6.692e-02 Score 99.308 Data time: 0.0742, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8425 [2020-10-19 06:03:02,254][root][INFO] - ===> Epoch[4320](21600/5): Loss -0.8152, Sem 0.0207, dir -0.9851, norm 0.1492, swav 0.0000 LR: 6.692e-02 Score 99.296 Data time: 0.1006, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1678 [2020-10-19 06:03:03,285][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 06:03:03,456][root][INFO] - ===> Start testing [2020-10-19 06:03:43,001][root][INFO] - 68/68: Data time: 0.0022, Iter time: 0.1333 Loss 0.286 (AVG: 0.529) Score 95.150 (AVG: 90.339) mIOU 70.220 mAP 85.428 mAcc 77.683 IOU: 61.529 1.792 80.878 73.726 94.194 92.008 27.755 80.811 97.561 74.654 81.433 85.838 60.684 mAP: 81.068 26.259 97.347 86.856 98.792 98.446 56.228 96.275 99.718 89.332 93.993 94.682 91.568 mAcc: 79.913 14.494 89.567 81.500 95.724 96.751 32.723 90.172 98.520 79.213 91.298 95.791 64.211 [2020-10-19 06:03:43,003][root][INFO] - Finished test. Elapsed time: 39.5446 [2020-10-19 06:03:46,495][root][INFO] - [2020-10-19 06:03:46,495][root][INFO] - ################################################################ [2020-10-19 06:03:46,495][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 06:03:46,495][root][INFO] - ################################################################ [2020-10-19 06:03:46,495][root][INFO] - clutter : nan nan nan [2020-10-19 06:03:46,495][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 06:03:46,495][root][INFO] - board : 0.810 0.892 0.920 [2020-10-19 06:03:46,495][root][INFO] - bookcase : 0.236 0.346 0.541 [2020-10-19 06:03:46,495][root][INFO] - ceiling : 0.379 0.411 0.472 [2020-10-19 06:03:46,495][root][INFO] - chair : 0.824 0.897 0.916 [2020-10-19 06:03:46,495][root][INFO] - column : 0.144 0.218 0.313 [2020-10-19 06:03:46,495][root][INFO] - door : 0.615 0.766 0.838 [2020-10-19 06:03:46,495][root][INFO] - floor : 0.892 0.901 0.928 [2020-10-19 06:03:46,495][root][INFO] - sofa : 0.435 0.717 0.818 [2020-10-19 06:03:46,495][root][INFO] - table : 0.151 0.333 0.609 [2020-10-19 06:03:46,495][root][INFO] - wall : 0.536 0.730 0.816 [2020-10-19 06:03:46,495][root][INFO] - window : 0.525 0.741 0.785 [2020-10-19 06:03:46,495][root][INFO] - ---------------------------------------------------------------- [2020-10-19 06:03:46,496][root][INFO] - average : 0.462 0.579 0.663 [2020-10-19 06:03:46,496][root][INFO] - [2020-10-19 06:03:46,655][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 06:03:46,656][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 06:03:48,194][root][INFO] - ===> Epoch[4321](21601/5): Loss -0.8184, Sem 0.0222, dir -0.9857, norm 0.1451, swav 0.0000 LR: 6.692e-02 Score 99.266 Data time: 0.0568, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.5327 [2020-10-19 06:03:50,557][root][INFO] - ===> Epoch[4321](21602/5): Loss -0.8134, Sem 0.0219, dir -0.9857, norm 0.1503, swav 0.0000 LR: 6.692e-02 Score 99.280 Data time: 0.0788, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2512 [2020-10-19 06:03:52,885][root][INFO] - ===> Epoch[4321](21603/5): Loss -0.8189, Sem 0.0211, dir -0.9838, norm 0.1438, swav 0.0000 LR: 6.692e-02 Score 99.271 Data time: 0.0970, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2169 [2020-10-19 06:03:56,221][root][INFO] - ===> Epoch[4321](21604/5): Loss -0.8255, Sem 0.0189, dir -0.9861, norm 0.1417, swav 0.0000 LR: 6.692e-02 Score 99.366 Data time: 0.1169, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 3.2173 [2020-10-19 06:03:58,379][root][INFO] - ===> Epoch[4321](21605/5): Loss -0.8114, Sem 0.0224, dir -0.9851, norm 0.1514, swav 0.0000 LR: 6.691e-02 Score 99.249 Data time: 0.0888, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0436 [2020-10-19 06:04:00,485][root][INFO] - ===> Epoch[4322](21606/5): Loss -0.8292, Sem 0.0195, dir -0.9872, norm 0.1385, swav 0.0000 LR: 6.691e-02 Score 99.368 Data time: 0.0764, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0074 [2020-10-19 06:04:02,452][root][INFO] - ===> Epoch[4322](21607/5): Loss -0.8272, Sem 0.0200, dir -0.9866, norm 0.1394, swav 0.0000 LR: 6.691e-02 Score 99.323 Data time: 0.1450, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8692 [2020-10-19 06:04:05,156][root][INFO] - ===> Epoch[4322](21608/5): Loss -0.7952, Sem 0.0208, dir -0.9843, norm 0.1683, swav 0.0000 LR: 6.691e-02 Score 99.305 Data time: 0.0877, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.6031 [2020-10-19 06:04:07,492][root][INFO] - ===> Epoch[4322](21609/5): Loss -0.8133, Sem 0.0208, dir -0.9850, norm 0.1509, swav 0.0000 LR: 6.691e-02 Score 99.296 Data time: 0.0485, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2312 [2020-10-19 06:04:09,253][root][INFO] - ===> Epoch[4322](21610/5): Loss -0.8066, Sem 0.0225, dir -0.9837, norm 0.1547, swav 0.0000 LR: 6.691e-02 Score 99.234 Data time: 0.0809, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.7037 [2020-10-19 06:04:11,087][root][INFO] - ===> Epoch[4323](21611/5): Loss -0.8209, Sem 0.0183, dir -0.9874, norm 0.1481, swav 0.0000 LR: 6.690e-02 Score 99.381 Data time: 0.0581, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.7416 [2020-10-19 06:04:13,165][root][INFO] - ===> Epoch[4323](21612/5): Loss -0.8156, Sem 0.0231, dir -0.9847, norm 0.1459, swav 0.0000 LR: 6.690e-02 Score 99.239 Data time: 0.0392, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0153 [2020-10-19 06:04:15,741][root][INFO] - ===> Epoch[4323](21613/5): Loss -0.8082, Sem 0.0200, dir -0.9849, norm 0.1567, swav 0.0000 LR: 6.690e-02 Score 99.328 Data time: 0.1038, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.4968 [2020-10-19 06:04:18,258][root][INFO] - ===> Epoch[4323](21614/5): Loss -0.8123, Sem 0.0189, dir -0.9857, norm 0.1545, swav 0.0000 LR: 6.690e-02 Score 99.364 Data time: 0.1059, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.3961 [2020-10-19 06:04:20,537][root][INFO] - ===> Epoch[4323](21615/5): Loss -0.8116, Sem 0.0215, dir -0.9850, norm 0.1519, swav 0.0000 LR: 6.690e-02 Score 99.276 Data time: 0.0591, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1579 [2020-10-19 06:04:22,792][root][INFO] - ===> Epoch[4324](21616/5): Loss -0.8115, Sem 0.0204, dir -0.9844, norm 0.1525, swav 0.0000 LR: 6.690e-02 Score 99.324 Data time: 0.0653, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1562 [2020-10-19 06:04:25,426][root][INFO] - ===> Epoch[4324](21617/5): Loss -0.8171, Sem 0.0203, dir -0.9862, norm 0.1488, swav 0.0000 LR: 6.689e-02 Score 99.325 Data time: 0.0751, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.5446 [2020-10-19 06:04:27,337][root][INFO] - ===> Epoch[4324](21618/5): Loss -0.8107, Sem 0.0208, dir -0.9852, norm 0.1537, swav 0.0000 LR: 6.689e-02 Score 99.324 Data time: 0.0606, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8013 [2020-10-19 06:04:29,364][root][INFO] - ===> Epoch[4324](21619/5): Loss -0.8098, Sem 0.0178, dir -0.9854, norm 0.1579, swav 0.0000 LR: 6.689e-02 Score 99.403 Data time: 0.0703, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9456 [2020-10-19 06:04:32,044][root][INFO] - ===> Epoch[4324](21620/5): Loss -0.8044, Sem 0.0229, dir -0.9843, norm 0.1570, swav 0.0000 LR: 6.689e-02 Score 99.232 Data time: 0.0918, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.5682 [2020-10-19 06:04:34,214][root][INFO] - ===> Epoch[4325](21621/5): Loss -0.8066, Sem 0.0172, dir -0.9853, norm 0.1615, swav 0.0000 LR: 6.689e-02 Score 99.427 Data time: 0.0857, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0562 [2020-10-19 06:04:36,425][root][INFO] - ===> Epoch[4325](21622/5): Loss -0.8277, Sem 0.0179, dir -0.9869, norm 0.1412, swav 0.0000 LR: 6.689e-02 Score 99.395 Data time: 0.0755, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0987 [2020-10-19 06:04:38,562][root][INFO] - ===> Epoch[4325](21623/5): Loss -0.8016, Sem 0.0224, dir -0.9856, norm 0.1617, swav 0.0000 LR: 6.689e-02 Score 99.240 Data time: 0.0753, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0404 [2020-10-19 06:04:40,630][root][INFO] - ===> Epoch[4325](21624/5): Loss -0.7887, Sem 0.0197, dir -0.9828, norm 0.1743, swav 0.0000 LR: 6.688e-02 Score 99.338 Data time: 0.0956, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9455 [2020-10-19 06:04:42,582][root][INFO] - ===> Epoch[4325](21625/5): Loss -0.8129, Sem 0.0200, dir -0.9848, norm 0.1520, swav 0.0000 LR: 6.688e-02 Score 99.325 Data time: 0.0816, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8465 [2020-10-19 06:04:44,767][root][INFO] - ===> Epoch[4326](21626/5): Loss -0.8074, Sem 0.0200, dir -0.9852, norm 0.1578, swav 0.0000 LR: 6.688e-02 Score 99.323 Data time: 0.0591, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0788 [2020-10-19 06:04:47,013][root][INFO] - ===> Epoch[4326](21627/5): Loss -0.8091, Sem 0.0193, dir -0.9865, norm 0.1582, swav 0.0000 LR: 6.688e-02 Score 99.365 Data time: 0.0677, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1471 [2020-10-19 06:04:49,089][root][INFO] - ===> Epoch[4326](21628/5): Loss -0.8129, Sem 0.0193, dir -0.9849, norm 0.1527, swav 0.0000 LR: 6.688e-02 Score 99.349 Data time: 0.0623, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9566 [2020-10-19 06:04:51,395][root][INFO] - ===> Epoch[4326](21629/5): Loss -0.8194, Sem 0.0193, dir -0.9855, norm 0.1469, swav 0.0000 LR: 6.688e-02 Score 99.347 Data time: 0.0891, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1976 [2020-10-19 06:04:53,441][root][INFO] - ===> Epoch[4326](21630/5): Loss -0.8325, Sem 0.0196, dir -0.9873, norm 0.1352, swav 0.0000 LR: 6.687e-02 Score 99.326 Data time: 0.0738, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9362 [2020-10-19 06:04:55,642][root][INFO] - ===> Epoch[4327](21631/5): Loss -0.8021, Sem 0.0180, dir -0.9847, norm 0.1646, swav 0.0000 LR: 6.687e-02 Score 99.414 Data time: 0.0822, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0846 [2020-10-19 06:04:58,269][root][INFO] - ===> Epoch[4327](21632/5): Loss -0.7911, Sem 0.0219, dir -0.9845, norm 0.1715, swav 0.0000 LR: 6.687e-02 Score 99.261 Data time: 0.0976, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.5132 [2020-10-19 06:05:00,732][root][INFO] - ===> Epoch[4327](21633/5): Loss -0.8237, Sem 0.0197, dir -0.9864, norm 0.1430, swav 0.0000 LR: 6.687e-02 Score 99.333 Data time: 0.0521, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.3172 [2020-10-19 06:05:02,585][root][INFO] - ===> Epoch[4327](21634/5): Loss -0.8074, Sem 0.0220, dir -0.9852, norm 0.1557, swav 0.0000 LR: 6.687e-02 Score 99.262 Data time: 0.0834, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.7743 [2020-10-19 06:05:04,959][root][INFO] - ===> Epoch[4327](21635/5): Loss -0.8083, Sem 0.0193, dir -0.9842, norm 0.1567, swav 0.0000 LR: 6.687e-02 Score 99.356 Data time: 0.0671, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2692 [2020-10-19 06:05:07,354][root][INFO] - ===> Epoch[4328](21636/5): Loss -0.8063, Sem 0.0170, dir -0.9870, norm 0.1637, swav 0.0000 LR: 6.687e-02 Score 99.422 Data time: 0.0954, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2925 [2020-10-19 06:05:09,364][root][INFO] - ===> Epoch[4328](21637/5): Loss -0.7798, Sem 0.0249, dir -0.9834, norm 0.1787, swav 0.0000 LR: 6.686e-02 Score 99.204 Data time: 0.1038, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8658 [2020-10-19 06:05:11,502][root][INFO] - ===> Epoch[4328](21638/5): Loss -0.8207, Sem 0.0200, dir -0.9860, norm 0.1453, swav 0.0000 LR: 6.686e-02 Score 99.323 Data time: 0.0420, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0613 [2020-10-19 06:05:13,937][root][INFO] - ===> Epoch[4328](21639/5): Loss -0.8043, Sem 0.0197, dir -0.9864, norm 0.1625, swav 0.0000 LR: 6.686e-02 Score 99.352 Data time: 0.0578, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.3724 [2020-10-19 06:05:16,462][root][INFO] - ===> Epoch[4328](21640/5): Loss -0.8118, Sem 0.0228, dir -0.9834, norm 0.1488, swav 0.0000 LR: 6.686e-02 Score 99.242 Data time: 0.0561, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.4148 [2020-10-19 06:05:18,436][root][INFO] - ===> Epoch[4329](21641/5): Loss -0.8265, Sem 0.0200, dir -0.9869, norm 0.1405, swav 0.0000 LR: 6.686e-02 Score 99.339 Data time: 0.0842, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9005 [2020-10-19 06:05:20,806][root][INFO] - ===> Epoch[4329](21642/5): Loss -0.8226, Sem 0.0182, dir -0.9848, norm 0.1440, swav 0.0000 LR: 6.686e-02 Score 99.390 Data time: 0.2575, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2489 [2020-10-19 06:05:23,153][root][INFO] - ===> Epoch[4329](21643/5): Loss -0.8085, Sem 0.0211, dir -0.9856, norm 0.1560, swav 0.0000 LR: 6.685e-02 Score 99.294 Data time: 0.0997, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2136 [2020-10-19 06:05:25,281][root][INFO] - ===> Epoch[4329](21644/5): Loss -0.7963, Sem 0.0239, dir -0.9854, norm 0.1652, swav 0.0000 LR: 6.685e-02 Score 99.191 Data time: 0.0683, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0175 [2020-10-19 06:05:27,673][root][INFO] - ===> Epoch[4329](21645/5): Loss -0.8027, Sem 0.0199, dir -0.9840, norm 0.1614, swav 0.0000 LR: 6.685e-02 Score 99.328 Data time: 0.1068, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2783 [2020-10-19 06:05:29,599][root][INFO] - ===> Epoch[4330](21646/5): Loss -0.8058, Sem 0.0214, dir -0.9845, norm 0.1574, swav 0.0000 LR: 6.685e-02 Score 99.290 Data time: 0.0798, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8098 [2020-10-19 06:05:31,637][root][INFO] - ===> Epoch[4330](21647/5): Loss -0.8035, Sem 0.0216, dir -0.9855, norm 0.1603, swav 0.0000 LR: 6.685e-02 Score 99.307 Data time: 0.0612, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9350 [2020-10-19 06:05:33,621][root][INFO] - ===> Epoch[4330](21648/5): Loss -0.8130, Sem 0.0203, dir -0.9857, norm 0.1525, swav 0.0000 LR: 6.685e-02 Score 99.329 Data time: 0.0699, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8919 [2020-10-19 06:05:36,032][root][INFO] - ===> Epoch[4330](21649/5): Loss -0.8181, Sem 0.0194, dir -0.9853, norm 0.1478, swav 0.0000 LR: 6.684e-02 Score 99.335 Data time: 0.0629, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.3037 [2020-10-19 06:05:38,230][root][INFO] - ===> Epoch[4330](21650/5): Loss -0.8061, Sem 0.0194, dir -0.9858, norm 0.1603, swav 0.0000 LR: 6.684e-02 Score 99.342 Data time: 0.0715, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1140 [2020-10-19 06:05:40,616][root][INFO] - ===> Epoch[4331](21651/5): Loss -0.8091, Sem 0.0191, dir -0.9851, norm 0.1569, swav 0.0000 LR: 6.684e-02 Score 99.365 Data time: 0.1699, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2849 [2020-10-19 06:05:43,030][root][INFO] - ===> Epoch[4331](21652/5): Loss -0.7940, Sem 0.0212, dir -0.9861, norm 0.1708, swav 0.0000 LR: 6.684e-02 Score 99.283 Data time: 0.0828, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2851 [2020-10-19 06:05:44,921][root][INFO] - ===> Epoch[4331](21653/5): Loss -0.8256, Sem 0.0210, dir -0.9854, norm 0.1388, swav 0.0000 LR: 6.684e-02 Score 99.308 Data time: 0.0671, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.7799 [2020-10-19 06:05:46,785][root][INFO] - ===> Epoch[4331](21654/5): Loss -0.8204, Sem 0.0190, dir -0.9858, norm 0.1465, swav 0.0000 LR: 6.684e-02 Score 99.363 Data time: 0.0797, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.7872 [2020-10-19 06:05:49,315][root][INFO] - ===> Epoch[4331](21655/5): Loss -0.8067, Sem 0.0216, dir -0.9860, norm 0.1577, swav 0.0000 LR: 6.684e-02 Score 99.281 Data time: 0.0748, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.4301 [2020-10-19 06:05:51,747][root][INFO] - ===> Epoch[4332](21656/5): Loss -0.8073, Sem 0.0205, dir -0.9853, norm 0.1575, swav 0.0000 LR: 6.683e-02 Score 99.322 Data time: 0.0991, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.3146 [2020-10-19 06:05:54,033][root][INFO] - ===> Epoch[4332](21657/5): Loss -0.8154, Sem 0.0186, dir -0.9852, norm 0.1512, swav 0.0000 LR: 6.683e-02 Score 99.387 Data time: 0.0931, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1629 [2020-10-19 06:05:56,231][root][INFO] - ===> Epoch[4332](21658/5): Loss -0.8291, Sem 0.0190, dir -0.9867, norm 0.1386, swav 0.0000 LR: 6.683e-02 Score 99.354 Data time: 0.0813, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0930 [2020-10-19 06:05:59,091][root][INFO] - ===> Epoch[4332](21659/5): Loss -0.8013, Sem 0.0239, dir -0.9838, norm 0.1586, swav 0.0000 LR: 6.683e-02 Score 99.218 Data time: 0.0706, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.7617 [2020-10-19 06:06:01,387][root][INFO] - ===> Epoch[4332](21660/5): Loss -0.8193, Sem 0.0203, dir -0.9854, norm 0.1457, swav 0.0000 LR: 6.683e-02 Score 99.321 Data time: 0.0620, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1909 [2020-10-19 06:06:03,505][root][INFO] - ===> Epoch[4333](21661/5): Loss -0.8200, Sem 0.0196, dir -0.9871, norm 0.1475, swav 0.0000 LR: 6.683e-02 Score 99.342 Data time: 0.0633, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0584 [2020-10-19 06:06:05,485][root][INFO] - ===> Epoch[4333](21662/5): Loss -0.8212, Sem 0.0191, dir -0.9855, norm 0.1452, swav 0.0000 LR: 6.682e-02 Score 99.379 Data time: 0.0774, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8690 [2020-10-19 06:06:07,511][root][INFO] - ===> Epoch[4333](21663/5): Loss -0.8088, Sem 0.0196, dir -0.9845, norm 0.1562, swav 0.0000 LR: 6.682e-02 Score 99.360 Data time: 0.0773, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9149 [2020-10-19 06:06:09,862][root][INFO] - ===> Epoch[4333](21664/5): Loss -0.8183, Sem 0.0197, dir -0.9862, norm 0.1482, swav 0.0000 LR: 6.682e-02 Score 99.331 Data time: 0.0615, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2362 [2020-10-19 06:06:11,888][root][INFO] - ===> Epoch[4333](21665/5): Loss -0.8222, Sem 0.0222, dir -0.9849, norm 0.1405, swav 0.0000 LR: 6.682e-02 Score 99.260 Data time: 0.0792, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9306 [2020-10-19 06:06:14,147][root][INFO] - ===> Epoch[4334](21666/5): Loss -0.8131, Sem 0.0206, dir -0.9849, norm 0.1513, swav 0.0000 LR: 6.682e-02 Score 99.325 Data time: 0.0917, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1489 [2020-10-19 06:06:16,257][root][INFO] - ===> Epoch[4334](21667/5): Loss -0.8164, Sem 0.0209, dir -0.9846, norm 0.1473, swav 0.0000 LR: 6.682e-02 Score 99.303 Data time: 0.0682, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0140 [2020-10-19 06:06:19,278][root][INFO] - ===> Epoch[4334](21668/5): Loss -0.8092, Sem 0.0185, dir -0.9853, norm 0.1577, swav 0.0000 LR: 6.681e-02 Score 99.397 Data time: 0.0885, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.9218 [2020-10-19 06:06:21,217][root][INFO] - ===> Epoch[4334](21669/5): Loss -0.8158, Sem 0.0202, dir -0.9858, norm 0.1499, swav 0.0000 LR: 6.681e-02 Score 99.313 Data time: 0.0882, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8173 [2020-10-19 06:06:23,286][root][INFO] - ===> Epoch[4334](21670/5): Loss -0.8174, Sem 0.0187, dir -0.9860, norm 0.1499, swav 0.0000 LR: 6.681e-02 Score 99.372 Data time: 0.0706, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9795 [2020-10-19 06:06:25,397][root][INFO] - ===> Epoch[4335](21671/5): Loss -0.8242, Sem 0.0199, dir -0.9852, norm 0.1411, swav 0.0000 LR: 6.681e-02 Score 99.308 Data time: 0.0680, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0305 [2020-10-19 06:06:28,077][root][INFO] - ===> Epoch[4335](21672/5): Loss -0.8031, Sem 0.0200, dir -0.9836, norm 0.1605, swav 0.0000 LR: 6.681e-02 Score 99.331 Data time: 0.1116, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.5935 [2020-10-19 06:06:29,908][root][INFO] - ===> Epoch[4335](21673/5): Loss -0.8217, Sem 0.0171, dir -0.9865, norm 0.1477, swav 0.0000 LR: 6.681e-02 Score 99.414 Data time: 0.0849, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.7100 [2020-10-19 06:06:32,611][root][INFO] - ===> Epoch[4335](21674/5): Loss -0.8169, Sem 0.0194, dir -0.9847, norm 0.1484, swav 0.0000 LR: 6.681e-02 Score 99.343 Data time: 0.1019, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.6272 [2020-10-19 06:06:34,609][root][INFO] - ===> Epoch[4335](21675/5): Loss -0.8261, Sem 0.0171, dir -0.9872, norm 0.1439, swav 0.0000 LR: 6.680e-02 Score 99.430 Data time: 0.0865, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8935 [2020-10-19 06:06:37,017][root][INFO] - ===> Epoch[4336](21676/5): Loss -0.8206, Sem 0.0215, dir -0.9851, norm 0.1429, swav 0.0000 LR: 6.680e-02 Score 99.270 Data time: 0.0775, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.3119 [2020-10-19 06:06:39,066][root][INFO] - ===> Epoch[4336](21677/5): Loss -0.8225, Sem 0.0204, dir -0.9854, norm 0.1426, swav 0.0000 LR: 6.680e-02 Score 99.318 Data time: 0.0786, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9449 [2020-10-19 06:06:41,158][root][INFO] - ===> Epoch[4336](21678/5): Loss -0.8126, Sem 0.0191, dir -0.9848, norm 0.1531, swav 0.0000 LR: 6.680e-02 Score 99.361 Data time: 0.0657, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9926 [2020-10-19 06:06:43,604][root][INFO] - ===> Epoch[4336](21679/5): Loss -0.8112, Sem 0.0178, dir -0.9857, norm 0.1567, swav 0.0000 LR: 6.680e-02 Score 99.400 Data time: 0.0966, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.3497 [2020-10-19 06:06:45,875][root][INFO] - ===> Epoch[4336](21680/5): Loss -0.8235, Sem 0.0194, dir -0.9859, norm 0.1430, swav 0.0000 LR: 6.680e-02 Score 99.336 Data time: 0.0727, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1339 [2020-10-19 06:06:48,023][root][INFO] - ===> Epoch[4337](21681/5): Loss -0.7941, Sem 0.0216, dir -0.9846, norm 0.1689, swav 0.0000 LR: 6.679e-02 Score 99.305 Data time: 0.0730, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0558 [2020-10-19 06:06:49,921][root][INFO] - ===> Epoch[4337](21682/5): Loss -0.8222, Sem 0.0176, dir -0.9870, norm 0.1472, swav 0.0000 LR: 6.679e-02 Score 99.400 Data time: 0.0621, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8247 [2020-10-19 06:06:52,302][root][INFO] - ===> Epoch[4337](21683/5): Loss -0.8176, Sem 0.0179, dir -0.9855, norm 0.1500, swav 0.0000 LR: 6.679e-02 Score 99.411 Data time: 0.0750, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2956 [2020-10-19 06:06:54,660][root][INFO] - ===> Epoch[4337](21684/5): Loss -0.8106, Sem 0.0215, dir -0.9835, norm 0.1514, swav 0.0000 LR: 6.679e-02 Score 99.265 Data time: 0.0855, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2638 [2020-10-19 06:06:57,025][root][INFO] - ===> Epoch[4337](21685/5): Loss -0.8211, Sem 0.0185, dir -0.9873, norm 0.1477, swav 0.0000 LR: 6.679e-02 Score 99.379 Data time: 0.1141, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2548 [2020-10-19 06:06:59,124][root][INFO] - ===> Epoch[4338](21686/5): Loss -0.8102, Sem 0.0182, dir -0.9844, norm 0.1560, swav 0.0000 LR: 6.679e-02 Score 99.393 Data time: 0.0819, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9908 [2020-10-19 06:07:01,142][root][INFO] - ===> Epoch[4338](21687/5): Loss -0.7885, Sem 0.0236, dir -0.9839, norm 0.1718, swav 0.0000 LR: 6.679e-02 Score 99.201 Data time: 0.0742, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9130 [2020-10-19 06:07:03,123][root][INFO] - ===> Epoch[4338](21688/5): Loss -0.8188, Sem 0.0188, dir -0.9854, norm 0.1478, swav 0.0000 LR: 6.678e-02 Score 99.359 Data time: 0.0642, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8654 [2020-10-19 06:07:05,326][root][INFO] - ===> Epoch[4338](21689/5): Loss -0.8057, Sem 0.0196, dir -0.9838, norm 0.1585, swav 0.0000 LR: 6.678e-02 Score 99.354 Data time: 0.0687, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1212 [2020-10-19 06:07:07,720][root][INFO] - ===> Epoch[4338](21690/5): Loss -0.8050, Sem 0.0190, dir -0.9848, norm 0.1608, swav 0.0000 LR: 6.678e-02 Score 99.368 Data time: 0.1422, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2997 [2020-10-19 06:07:10,240][root][INFO] - ===> Epoch[4339](21691/5): Loss -0.8097, Sem 0.0196, dir -0.9846, norm 0.1552, swav 0.0000 LR: 6.678e-02 Score 99.348 Data time: 0.0896, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.4031 [2020-10-19 06:07:12,382][root][INFO] - ===> Epoch[4339](21692/5): Loss -0.8022, Sem 0.0194, dir -0.9837, norm 0.1620, swav 0.0000 LR: 6.678e-02 Score 99.335 Data time: 0.0744, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0158 [2020-10-19 06:07:14,208][root][INFO] - ===> Epoch[4339](21693/5): Loss -0.8086, Sem 0.0193, dir -0.9863, norm 0.1584, swav 0.0000 LR: 6.678e-02 Score 99.344 Data time: 0.0725, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.7260 [2020-10-19 06:07:16,469][root][INFO] - ===> Epoch[4339](21694/5): Loss -0.8171, Sem 0.0171, dir -0.9864, norm 0.1521, swav 0.0000 LR: 6.677e-02 Score 99.430 Data time: 0.0633, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1702 [2020-10-19 06:07:18,787][root][INFO] - ===> Epoch[4339](21695/5): Loss -0.7970, Sem 0.0201, dir -0.9840, norm 0.1669, swav 0.0000 LR: 6.677e-02 Score 99.344 Data time: 0.1019, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2104 [2020-10-19 06:07:20,996][root][INFO] - ===> Epoch[4340](21696/5): Loss -0.8000, Sem 0.0197, dir -0.9831, norm 0.1634, swav 0.0000 LR: 6.677e-02 Score 99.326 Data time: 0.1032, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1211 [2020-10-19 06:07:22,947][root][INFO] - ===> Epoch[4340](21697/5): Loss -0.8085, Sem 0.0200, dir -0.9842, norm 0.1557, swav 0.0000 LR: 6.677e-02 Score 99.327 Data time: 0.0740, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8165 [2020-10-19 06:07:25,230][root][INFO] - ===> Epoch[4340](21698/5): Loss -0.8000, Sem 0.0197, dir -0.9853, norm 0.1657, swav 0.0000 LR: 6.677e-02 Score 99.337 Data time: 0.0732, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1992 [2020-10-19 06:07:27,576][root][INFO] - ===> Epoch[4340](21699/5): Loss -0.8094, Sem 0.0190, dir -0.9857, norm 0.1573, swav 0.0000 LR: 6.677e-02 Score 99.356 Data time: 0.1893, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2580 [2020-10-19 06:07:29,914][root][INFO] - ===> Epoch[4340](21700/5): Loss -0.7984, Sem 0.0191, dir -0.9840, norm 0.1664, swav 0.0000 LR: 6.676e-02 Score 99.357 Data time: 0.0984, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2145 [2020-10-19 06:07:30,906][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 06:07:32,988][root][INFO] - ===> Epoch[4341](21701/5): Loss -0.8133, Sem 0.0193, dir -0.9860, norm 0.1534, swav 0.0000 LR: 6.676e-02 Score 99.365 Data time: 0.0873, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9005 [2020-10-19 06:07:35,126][root][INFO] - ===> Epoch[4341](21702/5): Loss -0.8085, Sem 0.0186, dir -0.9860, norm 0.1589, swav 0.0000 LR: 6.676e-02 Score 99.394 Data time: 0.2372, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0485 [2020-10-19 06:07:37,327][root][INFO] - ===> Epoch[4341](21703/5): Loss -0.8139, Sem 0.0191, dir -0.9851, norm 0.1521, swav 0.0000 LR: 6.676e-02 Score 99.369 Data time: 0.0823, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0855 [2020-10-19 06:07:39,506][root][INFO] - ===> Epoch[4341](21704/5): Loss -0.8052, Sem 0.0214, dir -0.9855, norm 0.1590, swav 0.0000 LR: 6.676e-02 Score 99.285 Data time: 0.0788, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0767 [2020-10-19 06:07:41,624][root][INFO] - ===> Epoch[4341](21705/5): Loss -0.8014, Sem 0.0183, dir -0.9854, norm 0.1656, swav 0.0000 LR: 6.676e-02 Score 99.379 Data time: 0.0653, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0295 [2020-10-19 06:07:43,722][root][INFO] - ===> Epoch[4342](21706/5): Loss -0.8100, Sem 0.0181, dir -0.9842, norm 0.1562, swav 0.0000 LR: 6.676e-02 Score 99.394 Data time: 0.2631, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9825 [2020-10-19 06:07:46,026][root][INFO] - ===> Epoch[4342](21707/5): Loss -0.7915, Sem 0.0199, dir -0.9844, norm 0.1729, swav 0.0000 LR: 6.675e-02 Score 99.336 Data time: 0.0988, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2314 [2020-10-19 06:07:48,108][root][INFO] - ===> Epoch[4342](21708/5): Loss -0.8068, Sem 0.0213, dir -0.9849, norm 0.1568, swav 0.0000 LR: 6.675e-02 Score 99.292 Data time: 0.0753, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9678 [2020-10-19 06:07:50,189][root][INFO] - ===> Epoch[4342](21709/5): Loss -0.8079, Sem 0.0199, dir -0.9855, norm 0.1577, swav 0.0000 LR: 6.675e-02 Score 99.346 Data time: 0.0676, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9831 [2020-10-19 06:07:52,223][root][INFO] - ===> Epoch[4342](21710/5): Loss -0.8140, Sem 0.0206, dir -0.9861, norm 0.1516, swav 0.0000 LR: 6.675e-02 Score 99.313 Data time: 0.0606, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9412 [2020-10-19 06:07:54,369][root][INFO] - ===> Epoch[4343](21711/5): Loss -0.8085, Sem 0.0201, dir -0.9859, norm 0.1573, swav 0.0000 LR: 6.675e-02 Score 99.323 Data time: 0.0737, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0541 [2020-10-19 06:07:56,476][root][INFO] - ===> Epoch[4343](21712/5): Loss -0.8119, Sem 0.0212, dir -0.9844, norm 0.1513, swav 0.0000 LR: 6.675e-02 Score 99.323 Data time: 0.0800, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0092 [2020-10-19 06:07:59,011][root][INFO] - ===> Epoch[4343](21713/5): Loss -0.8097, Sem 0.0199, dir -0.9852, norm 0.1556, swav 0.0000 LR: 6.674e-02 Score 99.327 Data time: 0.0735, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.4189 [2020-10-19 06:08:01,125][root][INFO] - ===> Epoch[4343](21714/5): Loss -0.8237, Sem 0.0201, dir -0.9858, norm 0.1420, swav 0.0000 LR: 6.674e-02 Score 99.322 Data time: 0.1032, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9918 [2020-10-19 06:08:03,408][root][INFO] - ===> Epoch[4343](21715/5): Loss -0.8168, Sem 0.0191, dir -0.9866, norm 0.1506, swav 0.0000 LR: 6.674e-02 Score 99.366 Data time: 0.0977, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1603 [2020-10-19 06:08:05,636][root][INFO] - ===> Epoch[4344](21716/5): Loss -0.8140, Sem 0.0198, dir -0.9862, norm 0.1524, swav 0.0000 LR: 6.674e-02 Score 99.342 Data time: 0.0565, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1188 [2020-10-19 06:08:07,587][root][INFO] - ===> Epoch[4344](21717/5): Loss -0.8114, Sem 0.0187, dir -0.9847, norm 0.1546, swav 0.0000 LR: 6.674e-02 Score 99.383 Data time: 0.0582, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8663 [2020-10-19 06:08:10,104][root][INFO] - ===> Epoch[4344](21718/5): Loss -0.8023, Sem 0.0215, dir -0.9838, norm 0.1601, swav 0.0000 LR: 6.674e-02 Score 99.273 Data time: 0.0790, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.4641 [2020-10-19 06:08:12,055][root][INFO] - ===> Epoch[4344](21719/5): Loss -0.8263, Sem 0.0195, dir -0.9866, norm 0.1409, swav 0.0000 LR: 6.673e-02 Score 99.341 Data time: 0.0679, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8516 [2020-10-19 06:08:14,203][root][INFO] - ===> Epoch[4344](21720/5): Loss -0.8206, Sem 0.0203, dir -0.9865, norm 0.1456, swav 0.0000 LR: 6.673e-02 Score 99.301 Data time: 0.0962, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0438 [2020-10-19 06:08:16,664][root][INFO] - ===> Epoch[4345](21721/5): Loss -0.8103, Sem 0.0192, dir -0.9841, norm 0.1545, swav 0.0000 LR: 6.673e-02 Score 99.361 Data time: 0.0600, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.3333 [2020-10-19 06:08:18,613][root][INFO] - ===> Epoch[4345](21722/5): Loss -0.8105, Sem 0.0206, dir -0.9855, norm 0.1543, swav 0.0000 LR: 6.673e-02 Score 99.303 Data time: 0.0912, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8756 [2020-10-19 06:08:21,647][root][INFO] - ===> Epoch[4345](21723/5): Loss -0.8146, Sem 0.0191, dir -0.9856, norm 0.1519, swav 0.0000 LR: 6.673e-02 Score 99.357 Data time: 0.0797, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.9673 [2020-10-19 06:08:24,423][root][INFO] - ===> Epoch[4345](21724/5): Loss -0.8136, Sem 0.0174, dir -0.9857, norm 0.1548, swav 0.0000 LR: 6.673e-02 Score 99.430 Data time: 0.0758, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.6686 [2020-10-19 06:08:26,349][root][INFO] - ===> Epoch[4345](21725/5): Loss -0.8134, Sem 0.0208, dir -0.9847, norm 0.1505, swav 0.0000 LR: 6.673e-02 Score 99.307 Data time: 0.0813, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8299 [2020-10-19 06:08:28,825][root][INFO] - ===> Epoch[4346](21726/5): Loss -0.8042, Sem 0.0214, dir -0.9848, norm 0.1592, swav 0.0000 LR: 6.672e-02 Score 99.279 Data time: 0.0653, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.3815 [2020-10-19 06:08:31,244][root][INFO] - ===> Epoch[4346](21727/5): Loss -0.8221, Sem 0.0170, dir -0.9876, norm 0.1484, swav 0.0000 LR: 6.672e-02 Score 99.425 Data time: 0.0873, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.3227 [2020-10-19 06:08:33,289][root][INFO] - ===> Epoch[4346](21728/5): Loss -0.8205, Sem 0.0218, dir -0.9849, norm 0.1426, swav 0.0000 LR: 6.672e-02 Score 99.274 Data time: 0.0757, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9304 [2020-10-19 06:08:35,347][root][INFO] - ===> Epoch[4346](21729/5): Loss -0.8156, Sem 0.0203, dir -0.9850, norm 0.1491, swav 0.0000 LR: 6.672e-02 Score 99.303 Data time: 0.0894, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9468 [2020-10-19 06:08:37,770][root][INFO] - ===> Epoch[4346](21730/5): Loss -0.8096, Sem 0.0189, dir -0.9842, norm 0.1557, swav 0.0000 LR: 6.672e-02 Score 99.353 Data time: 0.1207, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.3234 [2020-10-19 06:08:40,490][root][INFO] - ===> Epoch[4347](21731/5): Loss -0.8121, Sem 0.0211, dir -0.9853, norm 0.1521, swav 0.0000 LR: 6.672e-02 Score 99.293 Data time: 0.0818, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.5826 [2020-10-19 06:08:42,507][root][INFO] - ===> Epoch[4347](21732/5): Loss -0.8110, Sem 0.0179, dir -0.9853, norm 0.1564, swav 0.0000 LR: 6.671e-02 Score 99.411 Data time: 0.0917, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9286 [2020-10-19 06:08:44,264][root][INFO] - ===> Epoch[4347](21733/5): Loss -0.8166, Sem 0.0209, dir -0.9851, norm 0.1476, swav 0.0000 LR: 6.671e-02 Score 99.298 Data time: 0.0533, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.6497 [2020-10-19 06:08:46,459][root][INFO] - ===> Epoch[4347](21734/5): Loss -0.8128, Sem 0.0201, dir -0.9850, norm 0.1522, swav 0.0000 LR: 6.671e-02 Score 99.319 Data time: 0.1158, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1275 [2020-10-19 06:08:49,044][root][INFO] - ===> Epoch[4347](21735/5): Loss -0.8067, Sem 0.0202, dir -0.9840, norm 0.1571, swav 0.0000 LR: 6.671e-02 Score 99.319 Data time: 0.0805, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.4787 [2020-10-19 06:08:51,687][root][INFO] - ===> Epoch[4348](21736/5): Loss -0.7999, Sem 0.0214, dir -0.9855, norm 0.1641, swav 0.0000 LR: 6.671e-02 Score 99.280 Data time: 0.0652, Forward time: 0.7754, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.5342 [2020-10-19 06:08:53,493][root][INFO] - ===> Epoch[4348](21737/5): Loss -0.8218, Sem 0.0223, dir -0.9863, norm 0.1422, swav 0.0000 LR: 6.671e-02 Score 99.249 Data time: 0.0662, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.6723 [2020-10-19 06:08:55,286][root][INFO] - ===> Epoch[4348](21738/5): Loss -0.8068, Sem 0.0231, dir -0.9845, norm 0.1545, swav 0.0000 LR: 6.671e-02 Score 99.215 Data time: 0.0631, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.7072 [2020-10-19 06:08:57,871][root][INFO] - ===> Epoch[4348](21739/5): Loss -0.8087, Sem 0.0204, dir -0.9839, norm 0.1548, swav 0.0000 LR: 6.670e-02 Score 99.311 Data time: 0.2878, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.4872 [2020-10-19 06:08:59,799][root][INFO] - ===> Epoch[4348](21740/5): Loss -0.8059, Sem 0.0218, dir -0.9846, norm 0.1569, swav 0.0000 LR: 6.670e-02 Score 99.295 Data time: 0.0797, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8383 [2020-10-19 06:09:02,108][root][INFO] - ===> Epoch[4349](21741/5): Loss -0.8247, Sem 0.0233, dir -0.9858, norm 0.1379, swav 0.0000 LR: 6.670e-02 Score 99.226 Data time: 0.0700, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1981 [2020-10-19 06:09:04,422][root][INFO] - ===> Epoch[4349](21742/5): Loss -0.8135, Sem 0.0212, dir -0.9857, norm 0.1509, swav 0.0000 LR: 6.670e-02 Score 99.303 Data time: 0.0735, Forward time: 0.7754, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.2267 [2020-10-19 06:09:06,392][root][INFO] - ===> Epoch[4349](21743/5): Loss -0.8199, Sem 0.0204, dir -0.9848, norm 0.1446, swav 0.0000 LR: 6.670e-02 Score 99.310 Data time: 0.0887, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8656 [2020-10-19 06:09:08,501][root][INFO] - ===> Epoch[4349](21744/5): Loss -0.8191, Sem 0.0206, dir -0.9852, norm 0.1454, swav 0.0000 LR: 6.670e-02 Score 99.292 Data time: 0.0761, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9919 [2020-10-19 06:09:10,698][root][INFO] - ===> Epoch[4349](21745/5): Loss -0.8157, Sem 0.0202, dir -0.9847, norm 0.1488, swav 0.0000 LR: 6.669e-02 Score 99.339 Data time: 0.0762, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0916 [2020-10-19 06:09:12,415][root][INFO] - ===> Epoch[4350](21746/5): Loss -0.8290, Sem 0.0216, dir -0.9852, norm 0.1346, swav 0.0000 LR: 6.669e-02 Score 99.281 Data time: 0.0957, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.6022 [2020-10-19 06:09:14,365][root][INFO] - ===> Epoch[4350](21747/5): Loss -0.8021, Sem 0.0214, dir -0.9848, norm 0.1614, swav 0.0000 LR: 6.669e-02 Score 99.268 Data time: 0.0892, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8603 [2020-10-19 06:09:17,034][root][INFO] - ===> Epoch[4350](21748/5): Loss -0.8122, Sem 0.0212, dir -0.9858, norm 0.1524, swav 0.0000 LR: 6.669e-02 Score 99.296 Data time: 0.0843, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.5903 [2020-10-19 06:09:19,011][root][INFO] - ===> Epoch[4350](21749/5): Loss -0.8259, Sem 0.0184, dir -0.9868, norm 0.1425, swav 0.0000 LR: 6.669e-02 Score 99.372 Data time: 0.0751, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8512 [2020-10-19 06:09:21,625][root][INFO] - ===> Epoch[4350](21750/5): Loss -0.8055, Sem 0.0189, dir -0.9853, norm 0.1609, swav 0.0000 LR: 6.669e-02 Score 99.385 Data time: 0.1586, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.5000 [2020-10-19 06:09:23,961][root][INFO] - ===> Epoch[4351](21751/5): Loss -0.8155, Sem 0.0197, dir -0.9858, norm 0.1506, swav 0.0000 LR: 6.668e-02 Score 99.349 Data time: 0.0878, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2080 [2020-10-19 06:09:26,280][root][INFO] - ===> Epoch[4351](21752/5): Loss -0.8181, Sem 0.0213, dir -0.9849, norm 0.1456, swav 0.0000 LR: 6.668e-02 Score 99.292 Data time: 0.0733, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1775 [2020-10-19 06:09:28,393][root][INFO] - ===> Epoch[4351](21753/5): Loss -0.8214, Sem 0.0213, dir -0.9842, norm 0.1415, swav 0.0000 LR: 6.668e-02 Score 99.274 Data time: 0.0643, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0098 [2020-10-19 06:09:30,767][root][INFO] - ===> Epoch[4351](21754/5): Loss -0.8054, Sem 0.0220, dir -0.9825, norm 0.1551, swav 0.0000 LR: 6.668e-02 Score 99.270 Data time: 0.0400, Forward time: 0.7754, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.2780 [2020-10-19 06:09:32,658][root][INFO] - ===> Epoch[4351](21755/5): Loss -0.8226, Sem 0.0185, dir -0.9854, norm 0.1443, swav 0.0000 LR: 6.668e-02 Score 99.377 Data time: 0.0783, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8234 [2020-10-19 06:09:35,012][root][INFO] - ===> Epoch[4352](21756/5): Loss -0.8231, Sem 0.0175, dir -0.9860, norm 0.1454, swav 0.0000 LR: 6.668e-02 Score 99.413 Data time: 0.0702, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2532 [2020-10-19 06:09:37,317][root][INFO] - ===> Epoch[4352](21757/5): Loss -0.8097, Sem 0.0226, dir -0.9841, norm 0.1518, swav 0.0000 LR: 6.668e-02 Score 99.241 Data time: 0.0885, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1797 [2020-10-19 06:09:39,549][root][INFO] - ===> Epoch[4352](21758/5): Loss -0.8076, Sem 0.0197, dir -0.9856, norm 0.1583, swav 0.0000 LR: 6.667e-02 Score 99.347 Data time: 0.0621, Forward time: 0.7754, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.0954 [2020-10-19 06:09:41,519][root][INFO] - ===> Epoch[4352](21759/5): Loss -0.8063, Sem 0.0221, dir -0.9845, norm 0.1560, swav 0.0000 LR: 6.667e-02 Score 99.284 Data time: 0.0734, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8573 [2020-10-19 06:09:43,477][root][INFO] - ===> Epoch[4352](21760/5): Loss -0.8229, Sem 0.0225, dir -0.9844, norm 0.1389, swav 0.0000 LR: 6.667e-02 Score 99.235 Data time: 0.1385, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8402 [2020-10-19 06:09:45,659][root][INFO] - ===> Epoch[4353](21761/5): Loss -0.7872, Sem 0.0206, dir -0.9840, norm 0.1762, swav 0.0000 LR: 6.667e-02 Score 99.323 Data time: 0.0732, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0608 [2020-10-19 06:09:47,938][root][INFO] - ===> Epoch[4353](21762/5): Loss -0.8136, Sem 0.0198, dir -0.9852, norm 0.1519, swav 0.0000 LR: 6.667e-02 Score 99.328 Data time: 0.0918, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1443 [2020-10-19 06:09:49,881][root][INFO] - ===> Epoch[4353](21763/5): Loss -0.8060, Sem 0.0217, dir -0.9862, norm 0.1585, swav 0.0000 LR: 6.667e-02 Score 99.261 Data time: 0.0642, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8287 [2020-10-19 06:09:52,206][root][INFO] - ===> Epoch[4353](21764/5): Loss -0.8184, Sem 0.0198, dir -0.9842, norm 0.1460, swav 0.0000 LR: 6.666e-02 Score 99.331 Data time: 0.0831, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2168 [2020-10-19 06:09:54,568][root][INFO] - ===> Epoch[4353](21765/5): Loss -0.8028, Sem 0.0215, dir -0.9842, norm 0.1598, swav 0.0000 LR: 6.666e-02 Score 99.289 Data time: 0.0875, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2375 [2020-10-19 06:09:57,087][root][INFO] - ===> Epoch[4354](21766/5): Loss -0.8227, Sem 0.0182, dir -0.9845, norm 0.1436, swav 0.0000 LR: 6.666e-02 Score 99.382 Data time: 0.0528, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.3891 [2020-10-19 06:09:59,190][root][INFO] - ===> Epoch[4354](21767/5): Loss -0.8201, Sem 0.0181, dir -0.9865, norm 0.1483, swav 0.0000 LR: 6.666e-02 Score 99.392 Data time: 0.0804, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0015 [2020-10-19 06:10:01,312][root][INFO] - ===> Epoch[4354](21768/5): Loss -0.8183, Sem 0.0196, dir -0.9864, norm 0.1484, swav 0.0000 LR: 6.666e-02 Score 99.340 Data time: 0.2054, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0242 [2020-10-19 06:10:03,505][root][INFO] - ===> Epoch[4354](21769/5): Loss -0.8049, Sem 0.0209, dir -0.9826, norm 0.1568, swav 0.0000 LR: 6.666e-02 Score 99.309 Data time: 0.0894, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0837 [2020-10-19 06:10:05,722][root][INFO] - ===> Epoch[4354](21770/5): Loss -0.8308, Sem 0.0183, dir -0.9876, norm 0.1385, swav 0.0000 LR: 6.665e-02 Score 99.373 Data time: 0.0770, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1026 [2020-10-19 06:10:07,560][root][INFO] - ===> Epoch[4355](21771/5): Loss -0.8081, Sem 0.0204, dir -0.9860, norm 0.1575, swav 0.0000 LR: 6.665e-02 Score 99.315 Data time: 0.0527, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.7296 [2020-10-19 06:10:09,704][root][INFO] - ===> Epoch[4355](21772/5): Loss -0.8251, Sem 0.0189, dir -0.9867, norm 0.1427, swav 0.0000 LR: 6.665e-02 Score 99.360 Data time: 0.0879, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0687 [2020-10-19 06:10:11,907][root][INFO] - ===> Epoch[4355](21773/5): Loss -0.8031, Sem 0.0200, dir -0.9860, norm 0.1630, swav 0.0000 LR: 6.665e-02 Score 99.345 Data time: 0.0841, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1071 [2020-10-19 06:10:14,001][root][INFO] - ===> Epoch[4355](21774/5): Loss -0.8145, Sem 0.0215, dir -0.9828, norm 0.1469, swav 0.0000 LR: 6.665e-02 Score 99.281 Data time: 0.0543, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9808 [2020-10-19 06:10:16,389][root][INFO] - ===> Epoch[4355](21775/5): Loss -0.8130, Sem 0.0210, dir -0.9853, norm 0.1513, swav 0.0000 LR: 6.665e-02 Score 99.307 Data time: 0.0679, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.3060 [2020-10-19 06:10:18,697][root][INFO] - ===> Epoch[4356](21776/5): Loss -0.8190, Sem 0.0184, dir -0.9855, norm 0.1481, swav 0.0000 LR: 6.665e-02 Score 99.373 Data time: 0.0607, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2200 [2020-10-19 06:10:20,504][root][INFO] - ===> Epoch[4356](21777/5): Loss -0.8273, Sem 0.0205, dir -0.9855, norm 0.1377, swav 0.0000 LR: 6.664e-02 Score 99.304 Data time: 0.0588, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.7092 [2020-10-19 06:10:22,588][root][INFO] - ===> Epoch[4356](21778/5): Loss -0.8080, Sem 0.0227, dir -0.9844, norm 0.1537, swav 0.0000 LR: 6.664e-02 Score 99.244 Data time: 0.0623, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9920 [2020-10-19 06:10:25,248][root][INFO] - ===> Epoch[4356](21779/5): Loss -0.8073, Sem 0.0198, dir -0.9843, norm 0.1573, swav 0.0000 LR: 6.664e-02 Score 99.362 Data time: 0.0817, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.5769 [2020-10-19 06:10:27,601][root][INFO] - ===> Epoch[4356](21780/5): Loss -0.8136, Sem 0.0181, dir -0.9861, norm 0.1544, swav 0.0000 LR: 6.664e-02 Score 99.378 Data time: 0.0836, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2397 [2020-10-19 06:10:29,654][root][INFO] - ===> Epoch[4357](21781/5): Loss -0.8183, Sem 0.0219, dir -0.9845, norm 0.1443, swav 0.0000 LR: 6.664e-02 Score 99.266 Data time: 0.0756, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9332 [2020-10-19 06:10:31,835][root][INFO] - ===> Epoch[4357](21782/5): Loss -0.8157, Sem 0.0199, dir -0.9852, norm 0.1496, swav 0.0000 LR: 6.664e-02 Score 99.316 Data time: 0.0576, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0983 [2020-10-19 06:10:33,739][root][INFO] - ===> Epoch[4357](21783/5): Loss -0.8218, Sem 0.0182, dir -0.9856, norm 0.1457, swav 0.0000 LR: 6.663e-02 Score 99.387 Data time: 0.0746, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8126 [2020-10-19 06:10:35,901][root][INFO] - ===> Epoch[4357](21784/5): Loss -0.8279, Sem 0.0161, dir -0.9874, norm 0.1435, swav 0.0000 LR: 6.663e-02 Score 99.441 Data time: 0.0939, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0717 [2020-10-19 06:10:37,911][root][INFO] - ===> Epoch[4357](21785/5): Loss -0.8181, Sem 0.0194, dir -0.9862, norm 0.1486, swav 0.0000 LR: 6.663e-02 Score 99.345 Data time: 0.0659, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8942 [2020-10-19 06:10:40,383][root][INFO] - ===> Epoch[4358](21786/5): Loss -0.8229, Sem 0.0189, dir -0.9862, norm 0.1445, swav 0.0000 LR: 6.663e-02 Score 99.361 Data time: 0.3217, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.3725 [2020-10-19 06:10:42,469][root][INFO] - ===> Epoch[4358](21787/5): Loss -0.8140, Sem 0.0197, dir -0.9842, norm 0.1504, swav 0.0000 LR: 6.663e-02 Score 99.332 Data time: 0.0866, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9502 [2020-10-19 06:10:45,027][root][INFO] - ===> Epoch[4358](21788/5): Loss -0.8069, Sem 0.0190, dir -0.9853, norm 0.1594, swav 0.0000 LR: 6.663e-02 Score 99.362 Data time: 0.0828, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.4603 [2020-10-19 06:10:47,014][root][INFO] - ===> Epoch[4358](21789/5): Loss -0.8150, Sem 0.0203, dir -0.9860, norm 0.1507, swav 0.0000 LR: 6.662e-02 Score 99.323 Data time: 0.0644, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8971 [2020-10-19 06:10:49,425][root][INFO] - ===> Epoch[4358](21790/5): Loss -0.8162, Sem 0.0183, dir -0.9859, norm 0.1514, swav 0.0000 LR: 6.662e-02 Score 99.380 Data time: 0.0553, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.3281 [2020-10-19 06:10:52,103][root][INFO] - ===> Epoch[4359](21791/5): Loss -0.8042, Sem 0.0204, dir -0.9838, norm 0.1592, swav 0.0000 LR: 6.662e-02 Score 99.309 Data time: 0.0889, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.6208 [2020-10-19 06:10:54,183][root][INFO] - ===> Epoch[4359](21792/5): Loss -0.8180, Sem 0.0183, dir -0.9858, norm 0.1495, swav 0.0000 LR: 6.662e-02 Score 99.404 Data time: 0.0587, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9755 [2020-10-19 06:10:56,354][root][INFO] - ===> Epoch[4359](21793/5): Loss -0.8270, Sem 0.0190, dir -0.9851, norm 0.1391, swav 0.0000 LR: 6.662e-02 Score 99.361 Data time: 0.0693, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0786 [2020-10-19 06:10:58,302][root][INFO] - ===> Epoch[4359](21794/5): Loss -0.8113, Sem 0.0195, dir -0.9854, norm 0.1546, swav 0.0000 LR: 6.662e-02 Score 99.343 Data time: 0.0730, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8416 [2020-10-19 06:11:00,164][root][INFO] - ===> Epoch[4359](21795/5): Loss -0.8288, Sem 0.0192, dir -0.9858, norm 0.1378, swav 0.0000 LR: 6.662e-02 Score 99.346 Data time: 0.0543, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.7587 [2020-10-19 06:11:02,791][root][INFO] - ===> Epoch[4360](21796/5): Loss -0.8091, Sem 0.0199, dir -0.9851, norm 0.1561, swav 0.0000 LR: 6.661e-02 Score 99.336 Data time: 0.0415, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.5355 [2020-10-19 06:11:05,100][root][INFO] - ===> Epoch[4360](21797/5): Loss -0.8268, Sem 0.0168, dir -0.9861, norm 0.1425, swav 0.0000 LR: 6.661e-02 Score 99.435 Data time: 0.1293, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.2355 [2020-10-19 06:11:07,552][root][INFO] - ===> Epoch[4360](21798/5): Loss -0.8266, Sem 0.0192, dir -0.9859, norm 0.1402, swav 0.0000 LR: 6.661e-02 Score 99.348 Data time: 0.0834, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.3387 [2020-10-19 06:11:09,629][root][INFO] - ===> Epoch[4360](21799/5): Loss -0.8080, Sem 0.0208, dir -0.9841, norm 0.1553, swav 0.0000 LR: 6.661e-02 Score 99.288 Data time: 0.0811, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9770 [2020-10-19 06:11:11,734][root][INFO] - ===> Epoch[4360](21800/5): Loss -0.8217, Sem 0.0208, dir -0.9853, norm 0.1429, swav 0.0000 LR: 6.661e-02 Score 99.290 Data time: 0.0693, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.0000 [2020-10-19 06:11:12,768][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 06:11:12,933][root][INFO] - ===> Start testing [2020-10-19 06:11:51,689][root][INFO] - 68/68: Data time: 0.0025, Iter time: 0.1304 Loss 0.173 (AVG: 0.523) Score 95.681 (AVG: 90.630) mIOU 71.081 mAP 85.271 mAcc 78.154 IOU: 62.241 0.996 78.331 73.564 93.724 92.804 39.937 82.296 96.967 71.329 81.951 86.334 63.579 mAP: 81.074 21.233 96.776 86.567 98.822 98.790 62.615 96.932 99.720 85.600 93.882 94.967 91.544 mAcc: 79.280 7.475 88.066 81.213 95.948 97.266 44.893 90.943 97.823 76.480 91.179 95.997 69.444 [2020-10-19 06:11:51,690][root][INFO] - Finished test. Elapsed time: 38.7551 [2020-10-19 06:11:54,691][root][INFO] - [2020-10-19 06:11:54,691][root][INFO] - ################################################################ [2020-10-19 06:11:54,692][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 06:11:54,692][root][INFO] - ################################################################ [2020-10-19 06:11:54,692][root][INFO] - clutter : nan nan nan [2020-10-19 06:11:54,692][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 06:11:54,692][root][INFO] - board : 0.809 0.901 0.943 [2020-10-19 06:11:54,692][root][INFO] - bookcase : 0.228 0.349 0.520 [2020-10-19 06:11:54,692][root][INFO] - ceiling : 0.364 0.389 0.456 [2020-10-19 06:11:54,692][root][INFO] - chair : 0.843 0.911 0.927 [2020-10-19 06:11:54,692][root][INFO] - column : 0.235 0.346 0.525 [2020-10-19 06:11:54,692][root][INFO] - door : 0.712 0.855 0.948 [2020-10-19 06:11:54,692][root][INFO] - floor : 0.711 0.724 0.752 [2020-10-19 06:11:54,692][root][INFO] - sofa : 0.370 0.636 0.727 [2020-10-19 06:11:54,692][root][INFO] - table : 0.144 0.332 0.647 [2020-10-19 06:11:54,692][root][INFO] - wall : 0.538 0.729 0.814 [2020-10-19 06:11:54,692][root][INFO] - window : 0.561 0.769 0.782 [2020-10-19 06:11:54,692][root][INFO] - ---------------------------------------------------------------- [2020-10-19 06:11:54,692][root][INFO] - average : 0.460 0.578 0.670 [2020-10-19 06:11:54,692][root][INFO] - [2020-10-19 06:11:54,847][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 06:11:54,848][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 06:11:56,827][root][INFO] - ===> Epoch[4361](21801/5): Loss -0.8185, Sem 0.0189, dir -0.9855, norm 0.1481, swav 0.0000 LR: 6.661e-02 Score 99.361 Data time: 0.0884, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.9729 [2020-10-19 06:11:59,250][root][INFO] - ===> Epoch[4361](21802/5): Loss -0.8303, Sem 0.0194, dir -0.9868, norm 0.1371, swav 0.0000 LR: 6.660e-02 Score 99.341 Data time: 0.0813, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.3023 [2020-10-19 06:12:01,660][root][INFO] - ===> Epoch[4361](21803/5): Loss -0.8019, Sem 0.0199, dir -0.9831, norm 0.1613, swav 0.0000 LR: 6.660e-02 Score 99.347 Data time: 0.0802, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.2893 [2020-10-19 06:12:03,247][root][INFO] - ===> Epoch[4361](21804/5): Loss -0.8271, Sem 0.0190, dir -0.9861, norm 0.1400, swav 0.0000 LR: 6.660e-02 Score 99.344 Data time: 0.0694, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.4690 [2020-10-19 06:12:05,180][root][INFO] - ===> Epoch[4361](21805/5): Loss -0.8067, Sem 0.0198, dir -0.9848, norm 0.1582, swav 0.0000 LR: 6.660e-02 Score 99.329 Data time: 0.0718, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8396 [2020-10-19 06:12:07,567][root][INFO] - ===> Epoch[4362](21806/5): Loss -0.8083, Sem 0.0189, dir -0.9861, norm 0.1589, swav 0.0000 LR: 6.660e-02 Score 99.369 Data time: 0.0764, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2516 [2020-10-19 06:12:09,684][root][INFO] - ===> Epoch[4362](21807/5): Loss -0.8090, Sem 0.0176, dir -0.9857, norm 0.1591, swav 0.0000 LR: 6.660e-02 Score 99.410 Data time: 0.0789, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0078 [2020-10-19 06:12:11,893][root][INFO] - ===> Epoch[4362](21808/5): Loss -0.8108, Sem 0.0214, dir -0.9850, norm 0.1528, swav 0.0000 LR: 6.660e-02 Score 99.272 Data time: 0.0872, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0960 [2020-10-19 06:12:14,055][root][INFO] - ===> Epoch[4362](21809/5): Loss -0.8311, Sem 0.0187, dir -0.9871, norm 0.1373, swav 0.0000 LR: 6.659e-02 Score 99.355 Data time: 0.1794, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0437 [2020-10-19 06:12:16,307][root][INFO] - ===> Epoch[4362](21810/5): Loss -0.7948, Sem 0.0205, dir -0.9833, norm 0.1680, swav 0.0000 LR: 6.659e-02 Score 99.313 Data time: 0.0989, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1502 [2020-10-19 06:12:18,338][root][INFO] - ===> Epoch[4363](21811/5): Loss -0.8241, Sem 0.0179, dir -0.9857, norm 0.1436, swav 0.0000 LR: 6.659e-02 Score 99.384 Data time: 0.3490, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8917 [2020-10-19 06:12:20,994][root][INFO] - ===> Epoch[4363](21812/5): Loss -0.8175, Sem 0.0180, dir -0.9861, norm 0.1507, swav 0.0000 LR: 6.659e-02 Score 99.392 Data time: 0.1150, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.5592 [2020-10-19 06:12:23,253][root][INFO] - ===> Epoch[4363](21813/5): Loss -0.8050, Sem 0.0214, dir -0.9852, norm 0.1587, swav 0.0000 LR: 6.659e-02 Score 99.303 Data time: 0.0589, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1314 [2020-10-19 06:12:25,596][root][INFO] - ===> Epoch[4363](21814/5): Loss -0.8096, Sem 0.0192, dir -0.9857, norm 0.1570, swav 0.0000 LR: 6.659e-02 Score 99.354 Data time: 0.0776, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2371 [2020-10-19 06:12:27,789][root][INFO] - ===> Epoch[4363](21815/5): Loss -0.8130, Sem 0.0229, dir -0.9837, norm 0.1478, swav 0.0000 LR: 6.658e-02 Score 99.220 Data time: 0.0712, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0825 [2020-10-19 06:12:29,779][root][INFO] - ===> Epoch[4364](21816/5): Loss -0.8179, Sem 0.0200, dir -0.9859, norm 0.1480, swav 0.0000 LR: 6.658e-02 Score 99.332 Data time: 0.0803, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9304 [2020-10-19 06:12:32,307][root][INFO] - ===> Epoch[4364](21817/5): Loss -0.8082, Sem 0.0193, dir -0.9853, norm 0.1578, swav 0.0000 LR: 6.658e-02 Score 99.360 Data time: 0.0600, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.4023 [2020-10-19 06:12:34,773][root][INFO] - ===> Epoch[4364](21818/5): Loss -0.8155, Sem 0.0179, dir -0.9864, norm 0.1530, swav 0.0000 LR: 6.658e-02 Score 99.421 Data time: 0.0679, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.3679 [2020-10-19 06:12:36,756][root][INFO] - ===> Epoch[4364](21819/5): Loss -0.8223, Sem 0.0197, dir -0.9864, norm 0.1444, swav 0.0000 LR: 6.658e-02 Score 99.332 Data time: 0.0598, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8608 [2020-10-19 06:12:39,536][root][INFO] - ===> Epoch[4364](21820/5): Loss -0.8130, Sem 0.0185, dir -0.9852, norm 0.1537, swav 0.0000 LR: 6.658e-02 Score 99.396 Data time: 0.0740, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.6750 [2020-10-19 06:12:41,408][root][INFO] - ===> Epoch[4365](21821/5): Loss -0.8129, Sem 0.0190, dir -0.9865, norm 0.1546, swav 0.0000 LR: 6.657e-02 Score 99.344 Data time: 0.0676, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 1.7663 [2020-10-19 06:12:43,495][root][INFO] - ===> Epoch[4365](21822/5): Loss -0.8058, Sem 0.0220, dir -0.9843, norm 0.1565, swav 0.0000 LR: 6.657e-02 Score 99.265 Data time: 0.0946, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0012 [2020-10-19 06:12:46,006][root][INFO] - ===> Epoch[4365](21823/5): Loss -0.7988, Sem 0.0190, dir -0.9851, norm 0.1673, swav 0.0000 LR: 6.657e-02 Score 99.368 Data time: 0.1056, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.4020 [2020-10-19 06:12:48,176][root][INFO] - ===> Epoch[4365](21824/5): Loss -0.8150, Sem 0.0220, dir -0.9869, norm 0.1499, swav 0.0000 LR: 6.657e-02 Score 99.303 Data time: 0.1233, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0732 [2020-10-19 06:12:50,439][root][INFO] - ===> Epoch[4365](21825/5): Loss -0.7996, Sem 0.0174, dir -0.9850, norm 0.1680, swav 0.0000 LR: 6.657e-02 Score 99.412 Data time: 0.0892, Forward time: 0.7753, Backward time: 1.1733, DDP time: 0.0030, Total iter time: 2.1681 [2020-10-19 06:12:52,657][root][INFO] - ===> Epoch[4366](21826/5): Loss -0.8242, Sem 0.0192, dir -0.9857, norm 0.1423, swav 0.0000 LR: 6.657e-02 Score 99.345 Data time: 0.1246, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1546 [2020-10-19 06:12:54,493][root][INFO] - ===> Epoch[4366](21827/5): Loss -0.7987, Sem 0.0231, dir -0.9835, norm 0.1617, swav 0.0000 LR: 6.657e-02 Score 99.215 Data time: 0.0525, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.7448 [2020-10-19 06:12:56,559][root][INFO] - ===> Epoch[4366](21828/5): Loss -0.8200, Sem 0.0191, dir -0.9855, norm 0.1464, swav 0.0000 LR: 6.656e-02 Score 99.360 Data time: 0.0819, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9832 [2020-10-19 06:12:58,705][root][INFO] - ===> Epoch[4366](21829/5): Loss -0.8097, Sem 0.0185, dir -0.9859, norm 0.1577, swav 0.0000 LR: 6.656e-02 Score 99.361 Data time: 0.0845, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0472 [2020-10-19 06:13:00,860][root][INFO] - ===> Epoch[4366](21830/5): Loss -0.8256, Sem 0.0186, dir -0.9860, norm 0.1418, swav 0.0000 LR: 6.656e-02 Score 99.370 Data time: 0.0851, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0390 [2020-10-19 06:13:03,492][root][INFO] - ===> Epoch[4367](21831/5): Loss -0.8080, Sem 0.0194, dir -0.9859, norm 0.1584, swav 0.0000 LR: 6.656e-02 Score 99.351 Data time: 0.1084, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.5148 [2020-10-19 06:13:05,665][root][INFO] - ===> Epoch[4367](21832/5): Loss -0.8209, Sem 0.0196, dir -0.9858, norm 0.1453, swav 0.0000 LR: 6.656e-02 Score 99.349 Data time: 0.0722, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0669 [2020-10-19 06:13:07,810][root][INFO] - ===> Epoch[4367](21833/5): Loss -0.8227, Sem 0.0177, dir -0.9865, norm 0.1461, swav 0.0000 LR: 6.656e-02 Score 99.412 Data time: 0.1612, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0304 [2020-10-19 06:13:10,097][root][INFO] - ===> Epoch[4367](21834/5): Loss -0.8190, Sem 0.0185, dir -0.9866, norm 0.1491, swav 0.0000 LR: 6.655e-02 Score 99.376 Data time: 0.0884, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2192 [2020-10-19 06:13:12,243][root][INFO] - ===> Epoch[4367](21835/5): Loss -0.8027, Sem 0.0200, dir -0.9853, norm 0.1626, swav 0.0000 LR: 6.655e-02 Score 99.319 Data time: 0.0779, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0424 [2020-10-19 06:13:14,505][root][INFO] - ===> Epoch[4368](21836/5): Loss -0.7999, Sem 0.0205, dir -0.9846, norm 0.1642, swav 0.0000 LR: 6.655e-02 Score 99.326 Data time: 0.0990, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1480 [2020-10-19 06:13:16,389][root][INFO] - ===> Epoch[4368](21837/5): Loss -0.8177, Sem 0.0223, dir -0.9847, norm 0.1447, swav 0.0000 LR: 6.655e-02 Score 99.257 Data time: 0.2224, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.7593 [2020-10-19 06:13:18,362][root][INFO] - ===> Epoch[4368](21838/5): Loss -0.8047, Sem 0.0198, dir -0.9849, norm 0.1604, swav 0.0000 LR: 6.655e-02 Score 99.336 Data time: 0.0869, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8876 [2020-10-19 06:13:20,465][root][INFO] - ===> Epoch[4368](21839/5): Loss -0.8164, Sem 0.0200, dir -0.9845, norm 0.1481, swav 0.0000 LR: 6.655e-02 Score 99.341 Data time: 0.0671, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9896 [2020-10-19 06:13:22,569][root][INFO] - ===> Epoch[4368](21840/5): Loss -0.8146, Sem 0.0186, dir -0.9866, norm 0.1535, swav 0.0000 LR: 6.654e-02 Score 99.387 Data time: 0.1136, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0175 [2020-10-19 06:13:24,362][root][INFO] - ===> Epoch[4369](21841/5): Loss -0.8199, Sem 0.0200, dir -0.9858, norm 0.1459, swav 0.0000 LR: 6.654e-02 Score 99.325 Data time: 0.0788, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.6772 [2020-10-19 06:13:26,999][root][INFO] - ===> Epoch[4369](21842/5): Loss -0.8036, Sem 0.0201, dir -0.9840, norm 0.1604, swav 0.0000 LR: 6.654e-02 Score 99.349 Data time: 0.0649, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.5499 [2020-10-19 06:13:29,254][root][INFO] - ===> Epoch[4369](21843/5): Loss -0.8193, Sem 0.0198, dir -0.9852, norm 0.1462, swav 0.0000 LR: 6.654e-02 Score 99.339 Data time: 0.0556, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1712 [2020-10-19 06:13:31,616][root][INFO] - ===> Epoch[4369](21844/5): Loss -0.8104, Sem 0.0192, dir -0.9863, norm 0.1567, swav 0.0000 LR: 6.654e-02 Score 99.342 Data time: 0.0709, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2677 [2020-10-19 06:13:33,838][root][INFO] - ===> Epoch[4369](21845/5): Loss -0.8085, Sem 0.0204, dir -0.9858, norm 0.1570, swav 0.0000 LR: 6.654e-02 Score 99.316 Data time: 0.0802, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1276 [2020-10-19 06:13:35,866][root][INFO] - ===> Epoch[4370](21846/5): Loss -0.7998, Sem 0.0207, dir -0.9834, norm 0.1629, swav 0.0000 LR: 6.654e-02 Score 99.315 Data time: 0.0769, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9070 [2020-10-19 06:13:37,923][root][INFO] - ===> Epoch[4370](21847/5): Loss -0.8185, Sem 0.0178, dir -0.9869, norm 0.1507, swav 0.0000 LR: 6.653e-02 Score 99.398 Data time: 0.0770, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9434 [2020-10-19 06:13:40,302][root][INFO] - ===> Epoch[4370](21848/5): Loss -0.8105, Sem 0.0197, dir -0.9852, norm 0.1550, swav 0.0000 LR: 6.653e-02 Score 99.344 Data time: 0.0817, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2544 [2020-10-19 06:13:42,137][root][INFO] - ===> Epoch[4370](21849/5): Loss -0.8233, Sem 0.0196, dir -0.9861, norm 0.1432, swav 0.0000 LR: 6.653e-02 Score 99.349 Data time: 0.0819, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.7248 [2020-10-19 06:13:44,145][root][INFO] - ===> Epoch[4370](21850/5): Loss -0.8102, Sem 0.0197, dir -0.9851, norm 0.1552, swav 0.0000 LR: 6.653e-02 Score 99.340 Data time: 0.1255, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8922 [2020-10-19 06:13:46,195][root][INFO] - ===> Epoch[4371](21851/5): Loss -0.8176, Sem 0.0198, dir -0.9864, norm 0.1490, swav 0.0000 LR: 6.653e-02 Score 99.334 Data time: 0.1180, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.9621 [2020-10-19 06:13:48,933][root][INFO] - ===> Epoch[4371](21852/5): Loss -0.8095, Sem 0.0197, dir -0.9852, norm 0.1561, swav 0.0000 LR: 6.653e-02 Score 99.333 Data time: 0.0814, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.6177 [2020-10-19 06:13:50,903][root][INFO] - ===> Epoch[4371](21853/5): Loss -0.8135, Sem 0.0214, dir -0.9850, norm 0.1501, swav 0.0000 LR: 6.652e-02 Score 99.285 Data time: 0.0600, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8558 [2020-10-19 06:13:52,877][root][INFO] - ===> Epoch[4371](21854/5): Loss -0.8312, Sem 0.0174, dir -0.9867, norm 0.1381, swav 0.0000 LR: 6.652e-02 Score 99.411 Data time: 0.0604, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8907 [2020-10-19 06:13:54,812][root][INFO] - ===> Epoch[4371](21855/5): Loss -0.8131, Sem 0.0207, dir -0.9866, norm 0.1529, swav 0.0000 LR: 6.652e-02 Score 99.296 Data time: 0.0538, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8322 [2020-10-19 06:13:57,676][root][INFO] - ===> Epoch[4372](21856/5): Loss -0.8241, Sem 0.0190, dir -0.9853, norm 0.1422, swav 0.0000 LR: 6.652e-02 Score 99.353 Data time: 0.0701, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.7960 [2020-10-19 06:14:00,119][root][INFO] - ===> Epoch[4372](21857/5): Loss -0.7996, Sem 0.0210, dir -0.9842, norm 0.1635, swav 0.0000 LR: 6.652e-02 Score 99.304 Data time: 0.0663, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.3433 [2020-10-19 06:14:02,220][root][INFO] - ===> Epoch[4372](21858/5): Loss -0.8184, Sem 0.0191, dir -0.9863, norm 0.1488, swav 0.0000 LR: 6.652e-02 Score 99.367 Data time: 0.0909, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0140 [2020-10-19 06:14:04,165][root][INFO] - ===> Epoch[4372](21859/5): Loss -0.8196, Sem 0.0209, dir -0.9856, norm 0.1452, swav 0.0000 LR: 6.652e-02 Score 99.306 Data time: 0.0732, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8393 [2020-10-19 06:14:06,180][root][INFO] - ===> Epoch[4372](21860/5): Loss -0.8161, Sem 0.0182, dir -0.9866, norm 0.1523, swav 0.0000 LR: 6.651e-02 Score 99.393 Data time: 0.0806, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9352 [2020-10-19 06:14:08,600][root][INFO] - ===> Epoch[4373](21861/5): Loss -0.8163, Sem 0.0203, dir -0.9839, norm 0.1473, swav 0.0000 LR: 6.651e-02 Score 99.304 Data time: 0.0867, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.3007 [2020-10-19 06:14:10,522][root][INFO] - ===> Epoch[4373](21862/5): Loss -0.8165, Sem 0.0200, dir -0.9856, norm 0.1492, swav 0.0000 LR: 6.651e-02 Score 99.329 Data time: 0.0670, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.7937 [2020-10-19 06:14:12,813][root][INFO] - ===> Epoch[4373](21863/5): Loss -0.8212, Sem 0.0194, dir -0.9850, norm 0.1445, swav 0.0000 LR: 6.651e-02 Score 99.373 Data time: 0.1729, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1869 [2020-10-19 06:14:14,981][root][INFO] - ===> Epoch[4373](21864/5): Loss -0.8106, Sem 0.0273, dir -0.9859, norm 0.1481, swav 0.0000 LR: 6.651e-02 Score 99.273 Data time: 0.0892, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0728 [2020-10-19 06:14:16,970][root][INFO] - ===> Epoch[4373](21865/5): Loss -0.8235, Sem 0.0197, dir -0.9864, norm 0.1433, swav 0.0000 LR: 6.651e-02 Score 99.338 Data time: 0.0850, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.8719 [2020-10-19 06:14:19,795][root][INFO] - ===> Epoch[4374](21866/5): Loss -0.8072, Sem 0.0212, dir -0.9855, norm 0.1572, swav 0.0000 LR: 6.650e-02 Score 99.290 Data time: 0.2146, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.6956 [2020-10-19 06:14:22,065][root][INFO] - ===> Epoch[4374](21867/5): Loss -0.8162, Sem 0.0226, dir -0.9855, norm 0.1467, swav 0.0000 LR: 6.650e-02 Score 99.223 Data time: 0.0816, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.1381 [2020-10-19 06:14:24,056][root][INFO] - ===> Epoch[4374](21868/5): Loss -0.8188, Sem 0.0196, dir -0.9867, norm 0.1483, swav 0.0000 LR: 6.650e-02 Score 99.346 Data time: 0.0731, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.8897 [2020-10-19 06:14:26,308][root][INFO] - ===> Epoch[4374](21869/5): Loss -0.8091, Sem 0.0261, dir -0.9840, norm 0.1488, swav 0.0000 LR: 6.650e-02 Score 99.141 Data time: 0.0843, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.1542 [2020-10-19 06:14:28,890][root][INFO] - ===> Epoch[4374](21870/5): Loss -0.8214, Sem 0.0202, dir -0.9860, norm 0.1444, swav 0.0000 LR: 6.650e-02 Score 99.331 Data time: 0.0793, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.4534 [2020-10-19 06:14:30,975][root][INFO] - ===> Epoch[4375](21871/5): Loss -0.8209, Sem 0.0211, dir -0.9864, norm 0.1444, swav 0.0000 LR: 6.650e-02 Score 99.280 Data time: 0.0932, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.9866 [2020-10-19 06:14:33,310][root][INFO] - ===> Epoch[4375](21872/5): Loss -0.8018, Sem 0.0213, dir -0.9858, norm 0.1627, swav 0.0000 LR: 6.649e-02 Score 99.288 Data time: 0.1299, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.2239 [2020-10-19 06:14:35,758][root][INFO] - ===> Epoch[4375](21873/5): Loss -0.8019, Sem 0.0208, dir -0.9833, norm 0.1606, swav 0.0000 LR: 6.649e-02 Score 99.312 Data time: 0.0864, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.3620 [2020-10-19 06:14:38,311][root][INFO] - ===> Epoch[4375](21874/5): Loss -0.8161, Sem 0.0207, dir -0.9860, norm 0.1492, swav 0.0000 LR: 6.649e-02 Score 99.290 Data time: 0.0879, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.4426 [2020-10-19 06:14:40,468][root][INFO] - ===> Epoch[4375](21875/5): Loss -0.8050, Sem 0.0206, dir -0.9860, norm 0.1603, swav 0.0000 LR: 6.649e-02 Score 99.301 Data time: 0.0925, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0412 [2020-10-19 06:14:42,773][root][INFO] - ===> Epoch[4376](21876/5): Loss -0.7984, Sem 0.0229, dir -0.9845, norm 0.1632, swav 0.0000 LR: 6.649e-02 Score 99.253 Data time: 0.0766, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1847 [2020-10-19 06:14:44,663][root][INFO] - ===> Epoch[4376](21877/5): Loss -0.8126, Sem 0.0226, dir -0.9854, norm 0.1502, swav 0.0000 LR: 6.649e-02 Score 99.236 Data time: 0.0671, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.8045 [2020-10-19 06:14:46,870][root][INFO] - ===> Epoch[4376](21878/5): Loss -0.7982, Sem 0.0208, dir -0.9834, norm 0.1643, swav 0.0000 LR: 6.649e-02 Score 99.297 Data time: 0.0510, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1122 [2020-10-19 06:14:49,010][root][INFO] - ===> Epoch[4376](21879/5): Loss -0.8196, Sem 0.0192, dir -0.9866, norm 0.1478, swav 0.0000 LR: 6.648e-02 Score 99.351 Data time: 0.0802, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0597 [2020-10-19 06:14:51,018][root][INFO] - ===> Epoch[4376](21880/5): Loss -0.8224, Sem 0.0186, dir -0.9869, norm 0.1459, swav 0.0000 LR: 6.648e-02 Score 99.378 Data time: 0.0662, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9122 [2020-10-19 06:14:52,977][root][INFO] - ===> Epoch[4377](21881/5): Loss -0.8247, Sem 0.0204, dir -0.9866, norm 0.1414, swav 0.0000 LR: 6.648e-02 Score 99.309 Data time: 0.0829, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.8569 [2020-10-19 06:14:55,648][root][INFO] - ===> Epoch[4377](21882/5): Loss -0.8039, Sem 0.0186, dir -0.9849, norm 0.1624, swav 0.0000 LR: 6.648e-02 Score 99.371 Data time: 0.0684, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.5648 [2020-10-19 06:14:57,782][root][INFO] - ===> Epoch[4377](21883/5): Loss -0.7995, Sem 0.0207, dir -0.9840, norm 0.1639, swav 0.0000 LR: 6.648e-02 Score 99.298 Data time: 0.0789, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0292 [2020-10-19 06:15:00,055][root][INFO] - ===> Epoch[4377](21884/5): Loss -0.8070, Sem 0.0216, dir -0.9843, norm 0.1558, swav 0.0000 LR: 6.648e-02 Score 99.273 Data time: 0.0736, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1701 [2020-10-19 06:15:02,262][root][INFO] - ===> Epoch[4377](21885/5): Loss -0.8118, Sem 0.0206, dir -0.9867, norm 0.1544, swav 0.0000 LR: 6.647e-02 Score 99.320 Data time: 0.0578, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1008 [2020-10-19 06:15:04,474][root][INFO] - ===> Epoch[4378](21886/5): Loss -0.8131, Sem 0.0226, dir -0.9855, norm 0.1498, swav 0.0000 LR: 6.647e-02 Score 99.235 Data time: 0.0835, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.1188 [2020-10-19 06:15:06,568][root][INFO] - ===> Epoch[4378](21887/5): Loss -0.8140, Sem 0.0191, dir -0.9856, norm 0.1525, swav 0.0000 LR: 6.647e-02 Score 99.360 Data time: 0.1016, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9961 [2020-10-19 06:15:08,608][root][INFO] - ===> Epoch[4378](21888/5): Loss -0.7901, Sem 0.0268, dir -0.9825, norm 0.1656, swav 0.0000 LR: 6.647e-02 Score 99.135 Data time: 0.0915, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9392 [2020-10-19 06:15:10,746][root][INFO] - ===> Epoch[4378](21889/5): Loss -0.8184, Sem 0.0188, dir -0.9856, norm 0.1485, swav 0.0000 LR: 6.647e-02 Score 99.372 Data time: 0.0932, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.0293 [2020-10-19 06:15:13,258][root][INFO] - ===> Epoch[4378](21890/5): Loss -0.8075, Sem 0.0228, dir -0.9842, norm 0.1539, swav 0.0000 LR: 6.647e-02 Score 99.245 Data time: 0.0696, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.4151 [2020-10-19 06:15:15,107][root][INFO] - ===> Epoch[4379](21891/5): Loss -0.8180, Sem 0.0192, dir -0.9857, norm 0.1485, swav 0.0000 LR: 6.646e-02 Score 99.345 Data time: 0.0717, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.7730 [2020-10-19 06:15:17,085][root][INFO] - ===> Epoch[4379](21892/5): Loss -0.8181, Sem 0.0216, dir -0.9857, norm 0.1460, swav 0.0000 LR: 6.646e-02 Score 99.278 Data time: 0.0645, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.8878 [2020-10-19 06:15:19,518][root][INFO] - ===> Epoch[4379](21893/5): Loss -0.8242, Sem 0.0198, dir -0.9850, norm 0.1411, swav 0.0000 LR: 6.646e-02 Score 99.327 Data time: 0.0657, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.3555 [2020-10-19 06:15:21,892][root][INFO] - ===> Epoch[4379](21894/5): Loss -0.8176, Sem 0.0215, dir -0.9861, norm 0.1471, swav 0.0000 LR: 6.646e-02 Score 99.262 Data time: 0.0797, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2615 [2020-10-19 06:15:23,669][root][INFO] - ===> Epoch[4379](21895/5): Loss -0.8160, Sem 0.0216, dir -0.9850, norm 0.1475, swav 0.0000 LR: 6.646e-02 Score 99.273 Data time: 0.0703, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.6626 [2020-10-19 06:15:25,957][root][INFO] - ===> Epoch[4380](21896/5): Loss -0.8198, Sem 0.0199, dir -0.9857, norm 0.1460, swav 0.0000 LR: 6.646e-02 Score 99.362 Data time: 0.0816, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.1896 [2020-10-19 06:15:28,108][root][INFO] - ===> Epoch[4380](21897/5): Loss -0.8203, Sem 0.0209, dir -0.9864, norm 0.1452, swav 0.0000 LR: 6.646e-02 Score 99.301 Data time: 0.0810, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.0416 [2020-10-19 06:15:30,110][root][INFO] - ===> Epoch[4380](21898/5): Loss -0.8148, Sem 0.0209, dir -0.9851, norm 0.1494, swav 0.0000 LR: 6.645e-02 Score 99.290 Data time: 0.0748, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.9377 [2020-10-19 06:15:32,881][root][INFO] - ===> Epoch[4380](21899/5): Loss -0.8143, Sem 0.0222, dir -0.9838, norm 0.1473, swav 0.0000 LR: 6.645e-02 Score 99.275 Data time: 0.0613, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.6677 [2020-10-19 06:15:35,194][root][INFO] - ===> Epoch[4380](21900/5): Loss -0.8153, Sem 0.0217, dir -0.9864, norm 0.1494, swav 0.0000 LR: 6.645e-02 Score 99.282 Data time: 0.0712, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2025 [2020-10-19 06:15:36,661][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 06:15:38,606][root][INFO] - ===> Epoch[4381](21901/5): Loss -0.8066, Sem 0.0229, dir -0.9852, norm 0.1556, swav 0.0000 LR: 6.645e-02 Score 99.235 Data time: 0.0608, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.7593 [2020-10-19 06:15:40,924][root][INFO] - ===> Epoch[4381](21902/5): Loss -0.8096, Sem 0.0273, dir -0.9862, norm 0.1492, swav 0.0000 LR: 6.645e-02 Score 99.180 Data time: 0.0702, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2416 [2020-10-19 06:15:43,031][root][INFO] - ===> Epoch[4381](21903/5): Loss -0.8107, Sem 0.0223, dir -0.9846, norm 0.1515, swav 0.0000 LR: 6.645e-02 Score 99.255 Data time: 0.0795, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0092 [2020-10-19 06:15:45,163][root][INFO] - ===> Epoch[4381](21904/5): Loss -0.8143, Sem 0.0198, dir -0.9850, norm 0.1510, swav 0.0000 LR: 6.644e-02 Score 99.346 Data time: 0.0803, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0255 [2020-10-19 06:15:48,121][root][INFO] - ===> Epoch[4381](21905/5): Loss -0.8241, Sem 0.0204, dir -0.9875, norm 0.1430, swav 0.0000 LR: 6.644e-02 Score 99.315 Data time: 0.0827, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.8526 [2020-10-19 06:15:50,000][root][INFO] - ===> Epoch[4382](21906/5): Loss -0.8304, Sem 0.0199, dir -0.9858, norm 0.1354, swav 0.0000 LR: 6.644e-02 Score 99.319 Data time: 0.0864, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.7416 [2020-10-19 06:15:52,334][root][INFO] - ===> Epoch[4382](21907/5): Loss -0.8171, Sem 0.0194, dir -0.9858, norm 0.1493, swav 0.0000 LR: 6.644e-02 Score 99.349 Data time: 0.1283, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2310 [2020-10-19 06:15:54,962][root][INFO] - ===> Epoch[4382](21908/5): Loss -0.8288, Sem 0.0202, dir -0.9866, norm 0.1377, swav 0.0000 LR: 6.644e-02 Score 99.319 Data time: 0.1067, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.5392 [2020-10-19 06:15:57,322][root][INFO] - ===> Epoch[4382](21909/5): Loss -0.7982, Sem 0.0227, dir -0.9843, norm 0.1634, swav 0.0000 LR: 6.644e-02 Score 99.263 Data time: 0.0828, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.2382 [2020-10-19 06:15:59,465][root][INFO] - ===> Epoch[4382](21910/5): Loss -0.8252, Sem 0.0194, dir -0.9863, norm 0.1417, swav 0.0000 LR: 6.644e-02 Score 99.353 Data time: 0.0967, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.0217 [2020-10-19 06:16:01,468][root][INFO] - ===> Epoch[4383](21911/5): Loss -0.8176, Sem 0.0208, dir -0.9858, norm 0.1474, swav 0.0000 LR: 6.643e-02 Score 99.295 Data time: 0.0713, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.8901 [2020-10-19 06:16:03,963][root][INFO] - ===> Epoch[4383](21912/5): Loss -0.8134, Sem 0.0204, dir -0.9855, norm 0.1517, swav 0.0000 LR: 6.643e-02 Score 99.322 Data time: 0.0998, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.3899 [2020-10-19 06:16:05,779][root][INFO] - ===> Epoch[4383](21913/5): Loss -0.8259, Sem 0.0202, dir -0.9858, norm 0.1397, swav 0.0000 LR: 6.643e-02 Score 99.314 Data time: 0.0764, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.7081 [2020-10-19 06:16:08,326][root][INFO] - ===> Epoch[4383](21914/5): Loss -0.8192, Sem 0.0198, dir -0.9857, norm 0.1468, swav 0.0000 LR: 6.643e-02 Score 99.336 Data time: 0.1192, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 2.4220 [2020-10-19 06:16:10,358][root][INFO] - ===> Epoch[4383](21915/5): Loss -0.8150, Sem 0.0202, dir -0.9859, norm 0.1507, swav 0.0000 LR: 6.643e-02 Score 99.320 Data time: 0.0800, Forward time: 0.7753, Backward time: 1.1732, DDP time: 0.0030, Total iter time: 1.9472 [2020-10-19 06:16:12,422][root][INFO] - ===> Epoch[4384](21916/5): Loss -0.8113, Sem 0.0198, dir -0.9844, norm 0.1532, swav 0.0000 LR: 6.643e-02 Score 99.339 Data time: 0.0849, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.9439 [2020-10-19 06:16:14,433][root][INFO] - ===> Epoch[4384](21917/5): Loss -0.8104, Sem 0.0213, dir -0.9847, norm 0.1531, swav 0.0000 LR: 6.642e-02 Score 99.297 Data time: 0.0878, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.8926 [2020-10-19 06:16:16,367][root][INFO] - ===> Epoch[4384](21918/5): Loss -0.8208, Sem 0.0204, dir -0.9856, norm 0.1444, swav 0.0000 LR: 6.642e-02 Score 99.304 Data time: 0.0689, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.8142 [2020-10-19 06:16:18,556][root][INFO] - ===> Epoch[4384](21919/5): Loss -0.8076, Sem 0.0208, dir -0.9846, norm 0.1562, swav 0.0000 LR: 6.642e-02 Score 99.317 Data time: 0.2223, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.0564 [2020-10-19 06:16:20,622][root][INFO] - ===> Epoch[4384](21920/5): Loss -0.8217, Sem 0.0190, dir -0.9855, norm 0.1448, swav 0.0000 LR: 6.642e-02 Score 99.363 Data time: 0.0862, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.0035 [2020-10-19 06:16:22,887][root][INFO] - ===> Epoch[4385](21921/5): Loss -0.8072, Sem 0.0203, dir -0.9844, norm 0.1569, swav 0.0000 LR: 6.642e-02 Score 99.329 Data time: 0.0916, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.1557 [2020-10-19 06:16:25,131][root][INFO] - ===> Epoch[4385](21922/5): Loss -0.8251, Sem 0.0196, dir -0.9871, norm 0.1424, swav 0.0000 LR: 6.642e-02 Score 99.348 Data time: 0.0638, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.1656 [2020-10-19 06:16:27,040][root][INFO] - ===> Epoch[4385](21923/5): Loss -0.7902, Sem 0.0223, dir -0.9840, norm 0.1715, swav 0.0000 LR: 6.641e-02 Score 99.234 Data time: 0.0847, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.8097 [2020-10-19 06:16:29,139][root][INFO] - ===> Epoch[4385](21924/5): Loss -0.8152, Sem 0.0175, dir -0.9857, norm 0.1529, swav 0.0000 LR: 6.641e-02 Score 99.406 Data time: 0.0909, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.9797 [2020-10-19 06:16:31,331][root][INFO] - ===> Epoch[4385](21925/5): Loss -0.8053, Sem 0.0202, dir -0.9851, norm 0.1597, swav 0.0000 LR: 6.641e-02 Score 99.330 Data time: 0.0861, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.0830 [2020-10-19 06:16:33,849][root][INFO] - ===> Epoch[4386](21926/5): Loss -0.8080, Sem 0.0192, dir -0.9845, norm 0.1573, swav 0.0000 LR: 6.641e-02 Score 99.355 Data time: 0.0775, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.4090 [2020-10-19 06:16:36,087][root][INFO] - ===> Epoch[4386](21927/5): Loss -0.8224, Sem 0.0178, dir -0.9870, norm 0.1468, swav 0.0000 LR: 6.641e-02 Score 99.422 Data time: 0.0606, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.1449 [2020-10-19 06:16:38,397][root][INFO] - ===> Epoch[4386](21928/5): Loss -0.7948, Sem 0.0222, dir -0.9835, norm 0.1664, swav 0.0000 LR: 6.641e-02 Score 99.257 Data time: 0.0686, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.2220 [2020-10-19 06:16:40,278][root][INFO] - ===> Epoch[4386](21929/5): Loss -0.8221, Sem 0.0217, dir -0.9850, norm 0.1412, swav 0.0000 LR: 6.641e-02 Score 99.270 Data time: 0.0742, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.7799 [2020-10-19 06:16:42,515][root][INFO] - ===> Epoch[4386](21930/5): Loss -0.7927, Sem 0.0206, dir -0.9838, norm 0.1706, swav 0.0000 LR: 6.640e-02 Score 99.327 Data time: 0.1094, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.1347 [2020-10-19 06:16:45,323][root][INFO] - ===> Epoch[4387](21931/5): Loss -0.8044, Sem 0.0224, dir -0.9834, norm 0.1566, swav 0.0000 LR: 6.640e-02 Score 99.245 Data time: 0.1814, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.7060 [2020-10-19 06:16:47,289][root][INFO] - ===> Epoch[4387](21932/5): Loss -0.8153, Sem 0.0200, dir -0.9846, norm 0.1492, swav 0.0000 LR: 6.640e-02 Score 99.317 Data time: 0.0843, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.8590 [2020-10-19 06:16:49,497][root][INFO] - ===> Epoch[4387](21933/5): Loss -0.8120, Sem 0.0209, dir -0.9839, norm 0.1510, swav 0.0000 LR: 6.640e-02 Score 99.302 Data time: 0.1495, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.1087 [2020-10-19 06:16:51,636][root][INFO] - ===> Epoch[4387](21934/5): Loss -0.7969, Sem 0.0177, dir -0.9852, norm 0.1706, swav 0.0000 LR: 6.640e-02 Score 99.417 Data time: 0.0919, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.0441 [2020-10-19 06:16:53,544][root][INFO] - ===> Epoch[4387](21935/5): Loss -0.8136, Sem 0.0215, dir -0.9868, norm 0.1516, swav 0.0000 LR: 6.640e-02 Score 99.267 Data time: 0.1085, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.7617 [2020-10-19 06:16:55,825][root][INFO] - ===> Epoch[4388](21936/5): Loss -0.7848, Sem 0.0212, dir -0.9852, norm 0.1792, swav 0.0000 LR: 6.639e-02 Score 99.302 Data time: 0.1010, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.1950 [2020-10-19 06:16:58,135][root][INFO] - ===> Epoch[4388](21937/5): Loss -0.8049, Sem 0.0194, dir -0.9842, norm 0.1600, swav 0.0000 LR: 6.639e-02 Score 99.350 Data time: 0.0587, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.2029 [2020-10-19 06:17:00,648][root][INFO] - ===> Epoch[4388](21938/5): Loss -0.8072, Sem 0.0190, dir -0.9861, norm 0.1599, swav 0.0000 LR: 6.639e-02 Score 99.353 Data time: 0.0516, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.4404 [2020-10-19 06:17:02,913][root][INFO] - ===> Epoch[4388](21939/5): Loss -0.8206, Sem 0.0195, dir -0.9861, norm 0.1460, swav 0.0000 LR: 6.639e-02 Score 99.354 Data time: 0.0702, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.1746 [2020-10-19 06:17:05,306][root][INFO] - ===> Epoch[4388](21940/5): Loss -0.7972, Sem 0.0216, dir -0.9828, norm 0.1639, swav 0.0000 LR: 6.639e-02 Score 99.281 Data time: 0.0911, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.2873 [2020-10-19 06:17:07,439][root][INFO] - ===> Epoch[4389](21941/5): Loss -0.8253, Sem 0.0194, dir -0.9855, norm 0.1408, swav 0.0000 LR: 6.639e-02 Score 99.345 Data time: 0.0863, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.0174 [2020-10-19 06:17:09,871][root][INFO] - ===> Epoch[4389](21942/5): Loss -0.8166, Sem 0.0190, dir -0.9851, norm 0.1495, swav 0.0000 LR: 6.638e-02 Score 99.360 Data time: 0.0858, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.3334 [2020-10-19 06:17:11,765][root][INFO] - ===> Epoch[4389](21943/5): Loss -0.8118, Sem 0.0209, dir -0.9847, norm 0.1521, swav 0.0000 LR: 6.638e-02 Score 99.309 Data time: 0.0682, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.7976 [2020-10-19 06:17:13,861][root][INFO] - ===> Epoch[4389](21944/5): Loss -0.8036, Sem 0.0193, dir -0.9850, norm 0.1621, swav 0.0000 LR: 6.638e-02 Score 99.358 Data time: 0.0982, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.9963 [2020-10-19 06:17:16,227][root][INFO] - ===> Epoch[4389](21945/5): Loss -0.8119, Sem 0.0198, dir -0.9848, norm 0.1531, swav 0.0000 LR: 6.638e-02 Score 99.340 Data time: 0.0816, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.2249 [2020-10-19 06:17:18,874][root][INFO] - ===> Epoch[4390](21946/5): Loss -0.8220, Sem 0.0189, dir -0.9863, norm 0.1453, swav 0.0000 LR: 6.638e-02 Score 99.374 Data time: 0.0562, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.5499 [2020-10-19 06:17:21,010][root][INFO] - ===> Epoch[4390](21947/5): Loss -0.8121, Sem 0.0206, dir -0.9846, norm 0.1518, swav 0.0000 LR: 6.638e-02 Score 99.329 Data time: 0.0671, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.0544 [2020-10-19 06:17:23,598][root][INFO] - ===> Epoch[4390](21948/5): Loss -0.8182, Sem 0.0194, dir -0.9861, norm 0.1485, swav 0.0000 LR: 6.638e-02 Score 99.354 Data time: 0.0732, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.4737 [2020-10-19 06:17:25,262][root][INFO] - ===> Epoch[4390](21949/5): Loss -0.8290, Sem 0.0197, dir -0.9855, norm 0.1368, swav 0.0000 LR: 6.637e-02 Score 99.336 Data time: 0.0735, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.5626 [2020-10-19 06:17:27,800][root][INFO] - ===> Epoch[4390](21950/5): Loss -0.8097, Sem 0.0218, dir -0.9846, norm 0.1532, swav 0.0000 LR: 6.637e-02 Score 99.276 Data time: 0.3194, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.4555 [2020-10-19 06:17:29,884][root][INFO] - ===> Epoch[4391](21951/5): Loss -0.8312, Sem 0.0188, dir -0.9865, norm 0.1365, swav 0.0000 LR: 6.637e-02 Score 99.359 Data time: 0.0927, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.9665 [2020-10-19 06:17:32,185][root][INFO] - ===> Epoch[4391](21952/5): Loss -0.8034, Sem 0.0198, dir -0.9851, norm 0.1618, swav 0.0000 LR: 6.637e-02 Score 99.353 Data time: 0.0837, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.2006 [2020-10-19 06:17:34,137][root][INFO] - ===> Epoch[4391](21953/5): Loss -0.8241, Sem 0.0192, dir -0.9860, norm 0.1427, swav 0.0000 LR: 6.637e-02 Score 99.339 Data time: 0.0789, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.8565 [2020-10-19 06:17:36,059][root][INFO] - ===> Epoch[4391](21954/5): Loss -0.8105, Sem 0.0200, dir -0.9860, norm 0.1554, swav 0.0000 LR: 6.637e-02 Score 99.347 Data time: 0.0757, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.8146 [2020-10-19 06:17:38,206][root][INFO] - ===> Epoch[4391](21955/5): Loss -0.8180, Sem 0.0206, dir -0.9856, norm 0.1470, swav 0.0000 LR: 6.636e-02 Score 99.311 Data time: 0.0580, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.0486 [2020-10-19 06:17:40,610][root][INFO] - ===> Epoch[4392](21956/5): Loss -0.8107, Sem 0.0187, dir -0.9835, norm 0.1541, swav 0.0000 LR: 6.636e-02 Score 99.374 Data time: 0.0396, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.3152 [2020-10-19 06:17:42,534][root][INFO] - ===> Epoch[4392](21957/5): Loss -0.8214, Sem 0.0212, dir -0.9860, norm 0.1434, swav 0.0000 LR: 6.636e-02 Score 99.290 Data time: 0.0846, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.8551 [2020-10-19 06:17:44,739][root][INFO] - ===> Epoch[4392](21958/5): Loss -0.8231, Sem 0.0224, dir -0.9849, norm 0.1394, swav 0.0000 LR: 6.636e-02 Score 99.228 Data time: 0.0982, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.1031 [2020-10-19 06:17:46,880][root][INFO] - ===> Epoch[4392](21959/5): Loss -0.8111, Sem 0.0208, dir -0.9852, norm 0.1533, swav 0.0000 LR: 6.636e-02 Score 99.307 Data time: 0.0615, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.0247 [2020-10-19 06:17:49,525][root][INFO] - ===> Epoch[4392](21960/5): Loss -0.8117, Sem 0.0181, dir -0.9856, norm 0.1557, swav 0.0000 LR: 6.636e-02 Score 99.402 Data time: 0.0879, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.5594 [2020-10-19 06:17:51,926][root][INFO] - ===> Epoch[4393](21961/5): Loss -0.8167, Sem 0.0198, dir -0.9847, norm 0.1483, swav 0.0000 LR: 6.636e-02 Score 99.357 Data time: 0.0730, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.2820 [2020-10-19 06:17:54,319][root][INFO] - ===> Epoch[4393](21962/5): Loss -0.8100, Sem 0.0215, dir -0.9859, norm 0.1544, swav 0.0000 LR: 6.635e-02 Score 99.291 Data time: 0.0749, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.3131 [2020-10-19 06:17:56,420][root][INFO] - ===> Epoch[4393](21963/5): Loss -0.8265, Sem 0.0193, dir -0.9868, norm 0.1409, swav 0.0000 LR: 6.635e-02 Score 99.357 Data time: 0.1544, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.9896 [2020-10-19 06:17:59,138][root][INFO] - ===> Epoch[4393](21964/5): Loss -0.8165, Sem 0.0192, dir -0.9858, norm 0.1502, swav 0.0000 LR: 6.635e-02 Score 99.345 Data time: 0.1916, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.5871 [2020-10-19 06:18:01,440][root][INFO] - ===> Epoch[4393](21965/5): Loss -0.8244, Sem 0.0193, dir -0.9852, norm 0.1415, swav 0.0000 LR: 6.635e-02 Score 99.362 Data time: 0.0961, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.1725 [2020-10-19 06:18:03,448][root][INFO] - ===> Epoch[4394](21966/5): Loss -0.8030, Sem 0.0210, dir -0.9851, norm 0.1611, swav 0.0000 LR: 6.635e-02 Score 99.295 Data time: 0.0751, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.8868 [2020-10-19 06:18:05,958][root][INFO] - ===> Epoch[4394](21967/5): Loss -0.8106, Sem 0.0220, dir -0.9853, norm 0.1527, swav 0.0000 LR: 6.635e-02 Score 99.327 Data time: 0.0583, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.4138 [2020-10-19 06:18:08,095][root][INFO] - ===> Epoch[4394](21968/5): Loss -0.8103, Sem 0.0254, dir -0.9844, norm 0.1488, swav 0.0000 LR: 6.634e-02 Score 99.180 Data time: 0.0554, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.0623 [2020-10-19 06:18:09,899][root][INFO] - ===> Epoch[4394](21969/5): Loss -0.8092, Sem 0.0180, dir -0.9849, norm 0.1576, swav 0.0000 LR: 6.634e-02 Score 99.391 Data time: 0.0730, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.7111 [2020-10-19 06:18:11,850][root][INFO] - ===> Epoch[4394](21970/5): Loss -0.8289, Sem 0.0193, dir -0.9868, norm 0.1385, swav 0.0000 LR: 6.634e-02 Score 99.340 Data time: 0.0709, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.8529 [2020-10-19 06:18:13,916][root][INFO] - ===> Epoch[4395](21971/5): Loss -0.7975, Sem 0.0187, dir -0.9856, norm 0.1694, swav 0.0000 LR: 6.634e-02 Score 99.376 Data time: 0.0669, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.9477 [2020-10-19 06:18:15,818][root][INFO] - ===> Epoch[4395](21972/5): Loss -0.8260, Sem 0.0211, dir -0.9856, norm 0.1385, swav 0.0000 LR: 6.634e-02 Score 99.281 Data time: 0.0733, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.7966 [2020-10-19 06:18:18,646][root][INFO] - ===> Epoch[4395](21973/5): Loss -0.8000, Sem 0.0202, dir -0.9859, norm 0.1657, swav 0.0000 LR: 6.634e-02 Score 99.318 Data time: 0.0687, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.7227 [2020-10-19 06:18:20,981][root][INFO] - ===> Epoch[4395](21974/5): Loss -0.8137, Sem 0.0225, dir -0.9847, norm 0.1485, swav 0.0000 LR: 6.633e-02 Score 99.245 Data time: 0.0764, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.2260 [2020-10-19 06:18:23,408][root][INFO] - ===> Epoch[4395](21975/5): Loss -0.7948, Sem 0.0199, dir -0.9856, norm 0.1709, swav 0.0000 LR: 6.633e-02 Score 99.335 Data time: 0.0754, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.3093 [2020-10-19 06:18:25,893][root][INFO] - ===> Epoch[4396](21976/5): Loss -0.8079, Sem 0.0204, dir -0.9853, norm 0.1571, swav 0.0000 LR: 6.633e-02 Score 99.323 Data time: 0.0810, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.3832 [2020-10-19 06:18:28,124][root][INFO] - ===> Epoch[4396](21977/5): Loss -0.8136, Sem 0.0200, dir -0.9852, norm 0.1516, swav 0.0000 LR: 6.633e-02 Score 99.326 Data time: 0.0804, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.0894 [2020-10-19 06:18:30,482][root][INFO] - ===> Epoch[4396](21978/5): Loss -0.8152, Sem 0.0210, dir -0.9854, norm 0.1492, swav 0.0000 LR: 6.633e-02 Score 99.310 Data time: 0.0888, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.2504 [2020-10-19 06:18:32,564][root][INFO] - ===> Epoch[4396](21979/5): Loss -0.8231, Sem 0.0188, dir -0.9866, norm 0.1447, swav 0.0000 LR: 6.633e-02 Score 99.362 Data time: 0.0916, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.9567 [2020-10-19 06:18:34,585][root][INFO] - ===> Epoch[4396](21980/5): Loss -0.8182, Sem 0.0209, dir -0.9857, norm 0.1466, swav 0.0000 LR: 6.633e-02 Score 99.291 Data time: 0.0754, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.9144 [2020-10-19 06:18:37,372][root][INFO] - ===> Epoch[4397](21981/5): Loss -0.8038, Sem 0.0211, dir -0.9854, norm 0.1605, swav 0.0000 LR: 6.632e-02 Score 99.291 Data time: 0.0761, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.6840 [2020-10-19 06:18:39,614][root][INFO] - ===> Epoch[4397](21982/5): Loss -0.8272, Sem 0.0210, dir -0.9851, norm 0.1368, swav 0.0000 LR: 6.632e-02 Score 99.284 Data time: 0.0834, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.1303 [2020-10-19 06:18:41,734][root][INFO] - ===> Epoch[4397](21983/5): Loss -0.8324, Sem 0.0176, dir -0.9870, norm 0.1371, swav 0.0000 LR: 6.632e-02 Score 99.406 Data time: 0.0906, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.0023 [2020-10-19 06:18:43,772][root][INFO] - ===> Epoch[4397](21984/5): Loss -0.8151, Sem 0.0206, dir -0.9852, norm 0.1494, swav 0.0000 LR: 6.632e-02 Score 99.311 Data time: 0.0684, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.9216 [2020-10-19 06:18:45,977][root][INFO] - ===> Epoch[4397](21985/5): Loss -0.8098, Sem 0.0192, dir -0.9854, norm 0.1564, swav 0.0000 LR: 6.632e-02 Score 99.359 Data time: 0.0840, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.1304 [2020-10-19 06:18:48,174][root][INFO] - ===> Epoch[4398](21986/5): Loss -0.8173, Sem 0.0190, dir -0.9856, norm 0.1493, swav 0.0000 LR: 6.632e-02 Score 99.367 Data time: 0.0712, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.1121 [2020-10-19 06:18:50,828][root][INFO] - ===> Epoch[4398](21987/5): Loss -0.8246, Sem 0.0220, dir -0.9863, norm 0.1398, swav 0.0000 LR: 6.631e-02 Score 99.262 Data time: 0.0632, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.5561 [2020-10-19 06:18:52,839][root][INFO] - ===> Epoch[4398](21988/5): Loss -0.8168, Sem 0.0194, dir -0.9868, norm 0.1506, swav 0.0000 LR: 6.631e-02 Score 99.359 Data time: 0.0729, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.9168 [2020-10-19 06:18:54,636][root][INFO] - ===> Epoch[4398](21989/5): Loss -0.8216, Sem 0.0211, dir -0.9857, norm 0.1430, swav 0.0000 LR: 6.631e-02 Score 99.297 Data time: 0.0592, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.6975 [2020-10-19 06:18:56,508][root][INFO] - ===> Epoch[4398](21990/5): Loss -0.8164, Sem 0.0210, dir -0.9857, norm 0.1483, swav 0.0000 LR: 6.631e-02 Score 99.301 Data time: 0.0707, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.7932 [2020-10-19 06:18:58,804][root][INFO] - ===> Epoch[4399](21991/5): Loss -0.7979, Sem 0.0209, dir -0.9848, norm 0.1659, swav 0.0000 LR: 6.631e-02 Score 99.307 Data time: 0.0985, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.2023 [2020-10-19 06:19:00,780][root][INFO] - ===> Epoch[4399](21992/5): Loss -0.8106, Sem 0.0210, dir -0.9860, norm 0.1544, swav 0.0000 LR: 6.631e-02 Score 99.308 Data time: 0.0482, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.8403 [2020-10-19 06:19:03,318][root][INFO] - ===> Epoch[4399](21993/5): Loss -0.8178, Sem 0.0211, dir -0.9849, norm 0.1460, swav 0.0000 LR: 6.630e-02 Score 99.303 Data time: 0.0633, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.5095 [2020-10-19 06:19:05,520][root][INFO] - ===> Epoch[4399](21994/5): Loss -0.8194, Sem 0.0187, dir -0.9866, norm 0.1484, swav 0.0000 LR: 6.630e-02 Score 99.352 Data time: 0.0630, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.0904 [2020-10-19 06:19:07,763][root][INFO] - ===> Epoch[4399](21995/5): Loss -0.7887, Sem 0.0205, dir -0.9840, norm 0.1748, swav 0.0000 LR: 6.630e-02 Score 99.323 Data time: 0.0722, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.1586 [2020-10-19 06:19:10,307][root][INFO] - ===> Epoch[4400](21996/5): Loss -0.8081, Sem 0.0204, dir -0.9856, norm 0.1571, swav 0.0000 LR: 6.630e-02 Score 99.322 Data time: 0.0786, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.4274 [2020-10-19 06:19:12,579][root][INFO] - ===> Epoch[4400](21997/5): Loss -0.8115, Sem 0.0196, dir -0.9853, norm 0.1542, swav 0.0000 LR: 6.630e-02 Score 99.337 Data time: 0.0776, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.1619 [2020-10-19 06:19:14,531][root][INFO] - ===> Epoch[4400](21998/5): Loss -0.8066, Sem 0.0211, dir -0.9839, norm 0.1562, swav 0.0000 LR: 6.630e-02 Score 99.282 Data time: 0.0805, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.8483 [2020-10-19 06:19:16,386][root][INFO] - ===> Epoch[4400](21999/5): Loss -0.8192, Sem 0.0191, dir -0.9866, norm 0.1483, swav 0.0000 LR: 6.630e-02 Score 99.363 Data time: 0.0689, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.7553 [2020-10-19 06:19:18,573][root][INFO] - ===> Epoch[4400](22000/5): Loss -0.8017, Sem 0.0193, dir -0.9851, norm 0.1641, swav 0.0000 LR: 6.629e-02 Score 99.347 Data time: 0.1616, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.0979 [2020-10-19 06:19:19,487][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 06:19:19,653][root][INFO] - ===> Start testing [2020-10-19 06:19:58,568][root][INFO] - 68/68: Data time: 0.0021, Iter time: 0.1101 Loss 0.479 (AVG: 0.561) Score 87.387 (AVG: 90.139) mIOU 69.692 mAP 84.265 mAcc 76.662 IOU: 61.743 1.139 81.184 72.485 93.918 91.582 28.514 80.064 97.378 73.605 80.359 85.338 58.688 mAP: 81.173 23.370 95.235 85.893 99.001 98.470 54.486 95.599 99.723 85.611 92.716 94.575 89.586 mAcc: 79.334 6.108 87.448 81.722 95.070 97.519 31.001 91.796 98.682 80.278 87.781 96.024 63.843 [2020-10-19 06:19:58,574][root][INFO] - Finished test. Elapsed time: 38.9142 [2020-10-19 06:20:02,187][root][INFO] - [2020-10-19 06:20:02,187][root][INFO] - ################################################################ [2020-10-19 06:20:02,187][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 06:20:02,187][root][INFO] - ################################################################ [2020-10-19 06:20:02,187][root][INFO] - clutter : nan nan nan [2020-10-19 06:20:02,187][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 06:20:02,187][root][INFO] - board : 0.745 0.761 0.901 [2020-10-19 06:20:02,187][root][INFO] - bookcase : 0.251 0.366 0.512 [2020-10-19 06:20:02,187][root][INFO] - ceiling : 0.591 0.639 0.716 [2020-10-19 06:20:02,187][root][INFO] - chair : 0.837 0.914 0.936 [2020-10-19 06:20:02,187][root][INFO] - column : 0.157 0.221 0.340 [2020-10-19 06:20:02,187][root][INFO] - door : 0.742 0.875 0.936 [2020-10-19 06:20:02,187][root][INFO] - floor : 0.786 0.790 0.846 [2020-10-19 06:20:02,187][root][INFO] - sofa : 0.438 0.727 0.727 [2020-10-19 06:20:02,187][root][INFO] - table : 0.146 0.333 0.676 [2020-10-19 06:20:02,188][root][INFO] - wall : 0.571 0.782 0.857 [2020-10-19 06:20:02,188][root][INFO] - window : 0.559 0.764 0.781 [2020-10-19 06:20:02,188][root][INFO] - ---------------------------------------------------------------- [2020-10-19 06:20:02,188][root][INFO] - average : 0.485 0.598 0.686 [2020-10-19 06:20:02,188][root][INFO] - [2020-10-19 06:20:02,322][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 06:20:02,323][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 06:20:04,296][root][INFO] - ===> Epoch[4401](22001/5): Loss -0.8081, Sem 0.0205, dir -0.9857, norm 0.1571, swav 0.0000 LR: 6.629e-02 Score 99.331 Data time: 0.0952, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.9676 [2020-10-19 06:20:06,100][root][INFO] - ===> Epoch[4401](22002/5): Loss -0.8189, Sem 0.0190, dir -0.9845, norm 0.1466, swav 0.0000 LR: 6.629e-02 Score 99.373 Data time: 0.0569, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 1.6762 [2020-10-19 06:20:08,658][root][INFO] - ===> Epoch[4401](22003/5): Loss -0.8020, Sem 0.0204, dir -0.9859, norm 0.1635, swav 0.0000 LR: 6.629e-02 Score 99.325 Data time: 0.0738, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.4895 [2020-10-19 06:20:11,146][root][INFO] - ===> Epoch[4401](22004/5): Loss -0.8059, Sem 0.0204, dir -0.9841, norm 0.1578, swav 0.0000 LR: 6.629e-02 Score 99.310 Data time: 0.0745, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0030, Total iter time: 2.3923 [2020-10-19 06:20:13,398][root][INFO] - ===> Epoch[4401](22005/5): Loss -0.8014, Sem 0.0213, dir -0.9833, norm 0.1606, swav 0.0000 LR: 6.629e-02 Score 99.283 Data time: 0.0632, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1397 [2020-10-19 06:20:16,253][root][INFO] - ===> Epoch[4402](22006/5): Loss -0.7991, Sem 0.0208, dir -0.9855, norm 0.1656, swav 0.0000 LR: 6.628e-02 Score 99.315 Data time: 0.0610, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.7701 [2020-10-19 06:20:18,425][root][INFO] - ===> Epoch[4402](22007/5): Loss -0.7994, Sem 0.0190, dir -0.9844, norm 0.1661, swav 0.0000 LR: 6.628e-02 Score 99.359 Data time: 0.0738, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.1078 [2020-10-19 06:20:20,262][root][INFO] - ===> Epoch[4402](22008/5): Loss -0.8165, Sem 0.0215, dir -0.9846, norm 0.1465, swav 0.0000 LR: 6.628e-02 Score 99.264 Data time: 0.0699, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7439 [2020-10-19 06:20:22,353][root][INFO] - ===> Epoch[4402](22009/5): Loss -0.8214, Sem 0.0208, dir -0.9856, norm 0.1434, swav 0.0000 LR: 6.628e-02 Score 99.298 Data time: 0.1134, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0039 [2020-10-19 06:20:24,325][root][INFO] - ===> Epoch[4402](22010/5): Loss -0.7926, Sem 0.0222, dir -0.9843, norm 0.1695, swav 0.0000 LR: 6.628e-02 Score 99.243 Data time: 0.1146, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8763 [2020-10-19 06:20:26,422][root][INFO] - ===> Epoch[4403](22011/5): Loss -0.8169, Sem 0.0227, dir -0.9852, norm 0.1456, swav 0.0000 LR: 6.628e-02 Score 99.243 Data time: 0.0818, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9917 [2020-10-19 06:20:28,514][root][INFO] - ===> Epoch[4403](22012/5): Loss -0.7974, Sem 0.0195, dir -0.9853, norm 0.1684, swav 0.0000 LR: 6.627e-02 Score 99.358 Data time: 0.0798, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9854 [2020-10-19 06:20:30,667][root][INFO] - ===> Epoch[4403](22013/5): Loss -0.8173, Sem 0.0185, dir -0.9852, norm 0.1494, swav 0.0000 LR: 6.627e-02 Score 99.397 Data time: 0.0807, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0480 [2020-10-19 06:20:32,556][root][INFO] - ===> Epoch[4403](22014/5): Loss -0.8126, Sem 0.0216, dir -0.9856, norm 0.1514, swav 0.0000 LR: 6.627e-02 Score 99.289 Data time: 0.0700, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8017 [2020-10-19 06:20:34,763][root][INFO] - ===> Epoch[4403](22015/5): Loss -0.8146, Sem 0.0207, dir -0.9850, norm 0.1497, swav 0.0000 LR: 6.627e-02 Score 99.320 Data time: 0.2395, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1083 [2020-10-19 06:20:37,053][root][INFO] - ===> Epoch[4404](22016/5): Loss -0.7963, Sem 0.0212, dir -0.9836, norm 0.1661, swav 0.0000 LR: 6.627e-02 Score 99.304 Data time: 0.0884, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1849 [2020-10-19 06:20:38,726][root][INFO] - ===> Epoch[4404](22017/5): Loss -0.8242, Sem 0.0203, dir -0.9861, norm 0.1417, swav 0.0000 LR: 6.627e-02 Score 99.325 Data time: 0.0671, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.5479 [2020-10-19 06:20:40,758][root][INFO] - ===> Epoch[4404](22018/5): Loss -0.8185, Sem 0.0186, dir -0.9847, norm 0.1476, swav 0.0000 LR: 6.627e-02 Score 99.363 Data time: 0.1093, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9461 [2020-10-19 06:20:42,880][root][INFO] - ===> Epoch[4404](22019/5): Loss -0.8138, Sem 0.0179, dir -0.9855, norm 0.1538, swav 0.0000 LR: 6.626e-02 Score 99.389 Data time: 0.0804, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0209 [2020-10-19 06:20:44,883][root][INFO] - ===> Epoch[4404](22020/5): Loss -0.8011, Sem 0.0221, dir -0.9852, norm 0.1619, swav 0.0000 LR: 6.626e-02 Score 99.263 Data time: 0.1016, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9056 [2020-10-19 06:20:47,130][root][INFO] - ===> Epoch[4405](22021/5): Loss -0.8102, Sem 0.0194, dir -0.9843, norm 0.1546, swav 0.0000 LR: 6.626e-02 Score 99.346 Data time: 0.0909, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1236 [2020-10-19 06:20:49,026][root][INFO] - ===> Epoch[4405](22022/5): Loss -0.8241, Sem 0.0201, dir -0.9862, norm 0.1420, swav 0.0000 LR: 6.626e-02 Score 99.337 Data time: 0.0749, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7843 [2020-10-19 06:20:51,263][root][INFO] - ===> Epoch[4405](22023/5): Loss -0.8232, Sem 0.0197, dir -0.9859, norm 0.1430, swav 0.0000 LR: 6.626e-02 Score 99.348 Data time: 0.0639, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1353 [2020-10-19 06:20:53,278][root][INFO] - ===> Epoch[4405](22024/5): Loss -0.7991, Sem 0.0209, dir -0.9837, norm 0.1638, swav 0.0000 LR: 6.626e-02 Score 99.316 Data time: 0.0634, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9094 [2020-10-19 06:20:55,296][root][INFO] - ===> Epoch[4405](22025/5): Loss -0.8141, Sem 0.0201, dir -0.9866, norm 0.1523, swav 0.0000 LR: 6.625e-02 Score 99.328 Data time: 0.0740, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9285 [2020-10-19 06:20:57,757][root][INFO] - ===> Epoch[4406](22026/5): Loss -0.8172, Sem 0.0188, dir -0.9859, norm 0.1498, swav 0.0000 LR: 6.625e-02 Score 99.361 Data time: 0.0779, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3584 [2020-10-19 06:20:59,679][root][INFO] - ===> Epoch[4406](22027/5): Loss -0.7961, Sem 0.0215, dir -0.9846, norm 0.1671, swav 0.0000 LR: 6.625e-02 Score 99.317 Data time: 0.0636, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8099 [2020-10-19 06:21:02,022][root][INFO] - ===> Epoch[4406](22028/5): Loss -0.8153, Sem 0.0216, dir -0.9849, norm 0.1480, swav 0.0000 LR: 6.625e-02 Score 99.264 Data time: 0.0696, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2596 [2020-10-19 06:21:04,628][root][INFO] - ===> Epoch[4406](22029/5): Loss -0.8153, Sem 0.0210, dir -0.9851, norm 0.1488, swav 0.0000 LR: 6.625e-02 Score 99.305 Data time: 0.0745, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4992 [2020-10-19 06:21:06,934][root][INFO] - ===> Epoch[4406](22030/5): Loss -0.8138, Sem 0.0194, dir -0.9852, norm 0.1520, swav 0.0000 LR: 6.625e-02 Score 99.348 Data time: 0.0663, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2097 [2020-10-19 06:21:08,592][root][INFO] - ===> Epoch[4407](22031/5): Loss -0.8226, Sem 0.0203, dir -0.9858, norm 0.1430, swav 0.0000 LR: 6.625e-02 Score 99.323 Data time: 0.0785, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.5822 [2020-10-19 06:21:10,848][root][INFO] - ===> Epoch[4407](22032/5): Loss -0.8125, Sem 0.0186, dir -0.9862, norm 0.1550, swav 0.0000 LR: 6.624e-02 Score 99.393 Data time: 0.0968, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1705 [2020-10-19 06:21:12,786][root][INFO] - ===> Epoch[4407](22033/5): Loss -0.8318, Sem 0.0179, dir -0.9871, norm 0.1374, swav 0.0000 LR: 6.624e-02 Score 99.395 Data time: 0.0722, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7845 [2020-10-19 06:21:15,348][root][INFO] - ===> Epoch[4407](22034/5): Loss -0.8019, Sem 0.0216, dir -0.9843, norm 0.1609, swav 0.0000 LR: 6.624e-02 Score 99.276 Data time: 0.2186, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4809 [2020-10-19 06:21:17,909][root][INFO] - ===> Epoch[4407](22035/5): Loss -0.8001, Sem 0.0200, dir -0.9841, norm 0.1640, swav 0.0000 LR: 6.624e-02 Score 99.322 Data time: 0.0912, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4429 [2020-10-19 06:21:20,536][root][INFO] - ===> Epoch[4408](22036/5): Loss -0.7999, Sem 0.0186, dir -0.9854, norm 0.1670, swav 0.0000 LR: 6.624e-02 Score 99.380 Data time: 0.0387, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5256 [2020-10-19 06:21:22,505][root][INFO] - ===> Epoch[4408](22037/5): Loss -0.8075, Sem 0.0205, dir -0.9847, norm 0.1568, swav 0.0000 LR: 6.624e-02 Score 99.312 Data time: 0.0809, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8903 [2020-10-19 06:21:24,490][root][INFO] - ===> Epoch[4408](22038/5): Loss -0.8075, Sem 0.0228, dir -0.9838, norm 0.1536, swav 0.0000 LR: 6.623e-02 Score 99.240 Data time: 0.1933, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8936 [2020-10-19 06:21:26,493][root][INFO] - ===> Epoch[4408](22039/5): Loss -0.8229, Sem 0.0185, dir -0.9854, norm 0.1439, swav 0.0000 LR: 6.623e-02 Score 99.374 Data time: 0.0837, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9081 [2020-10-19 06:21:28,589][root][INFO] - ===> Epoch[4408](22040/5): Loss -0.8164, Sem 0.0180, dir -0.9849, norm 0.1504, swav 0.0000 LR: 6.623e-02 Score 99.404 Data time: 0.0793, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9860 [2020-10-19 06:21:30,794][root][INFO] - ===> Epoch[4409](22041/5): Loss -0.8185, Sem 0.0196, dir -0.9855, norm 0.1474, swav 0.0000 LR: 6.623e-02 Score 99.325 Data time: 0.1805, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0894 [2020-10-19 06:21:33,154][root][INFO] - ===> Epoch[4409](22042/5): Loss -0.7855, Sem 0.0225, dir -0.9825, norm 0.1746, swav 0.0000 LR: 6.623e-02 Score 99.262 Data time: 0.1025, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2348 [2020-10-19 06:21:35,197][root][INFO] - ===> Epoch[4409](22043/5): Loss -0.8295, Sem 0.0179, dir -0.9872, norm 0.1398, swav 0.0000 LR: 6.623e-02 Score 99.386 Data time: 0.0763, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9266 [2020-10-19 06:21:37,102][root][INFO] - ===> Epoch[4409](22044/5): Loss -0.8069, Sem 0.0179, dir -0.9847, norm 0.1599, swav 0.0000 LR: 6.622e-02 Score 99.411 Data time: 0.0756, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7997 [2020-10-19 06:21:39,074][root][INFO] - ===> Epoch[4409](22045/5): Loss -0.8184, Sem 0.0188, dir -0.9859, norm 0.1487, swav 0.0000 LR: 6.622e-02 Score 99.359 Data time: 0.0702, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8726 [2020-10-19 06:21:41,047][root][INFO] - ===> Epoch[4410](22046/5): Loss -0.8079, Sem 0.0208, dir -0.9864, norm 0.1578, swav 0.0000 LR: 6.622e-02 Score 99.310 Data time: 0.0699, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8629 [2020-10-19 06:21:43,529][root][INFO] - ===> Epoch[4410](22047/5): Loss -0.8076, Sem 0.0217, dir -0.9839, norm 0.1546, swav 0.0000 LR: 6.622e-02 Score 99.271 Data time: 0.0537, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3734 [2020-10-19 06:21:45,790][root][INFO] - ===> Epoch[4410](22048/5): Loss -0.8108, Sem 0.0186, dir -0.9860, norm 0.1566, swav 0.0000 LR: 6.622e-02 Score 99.387 Data time: 0.0679, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1796 [2020-10-19 06:21:47,931][root][INFO] - ===> Epoch[4410](22049/5): Loss -0.8174, Sem 0.0202, dir -0.9861, norm 0.1485, swav 0.0000 LR: 6.622e-02 Score 99.330 Data time: 0.0650, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0321 [2020-10-19 06:21:50,057][root][INFO] - ===> Epoch[4410](22050/5): Loss -0.8144, Sem 0.0220, dir -0.9854, norm 0.1489, swav 0.0000 LR: 6.622e-02 Score 99.272 Data time: 0.0921, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0361 [2020-10-19 06:21:52,852][root][INFO] - ===> Epoch[4411](22051/5): Loss -0.8004, Sem 0.0174, dir -0.9855, norm 0.1677, swav 0.0000 LR: 6.621e-02 Score 99.416 Data time: 0.2821, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.6924 [2020-10-19 06:21:55,397][root][INFO] - ===> Epoch[4411](22052/5): Loss -0.8192, Sem 0.0171, dir -0.9861, norm 0.1498, swav 0.0000 LR: 6.621e-02 Score 99.423 Data time: 0.1253, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4513 [2020-10-19 06:21:57,904][root][INFO] - ===> Epoch[4411](22053/5): Loss -0.7906, Sem 0.0227, dir -0.9841, norm 0.1708, swav 0.0000 LR: 6.621e-02 Score 99.234 Data time: 0.0517, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4050 [2020-10-19 06:21:59,968][root][INFO] - ===> Epoch[4411](22054/5): Loss -0.8220, Sem 0.0172, dir -0.9874, norm 0.1482, swav 0.0000 LR: 6.621e-02 Score 99.420 Data time: 0.0726, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9503 [2020-10-19 06:22:02,124][root][INFO] - ===> Epoch[4411](22055/5): Loss -0.8131, Sem 0.0195, dir -0.9854, norm 0.1528, swav 0.0000 LR: 6.621e-02 Score 99.344 Data time: 0.0710, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0629 [2020-10-19 06:22:04,591][root][INFO] - ===> Epoch[4412](22056/5): Loss -0.8064, Sem 0.0231, dir -0.9849, norm 0.1554, swav 0.0000 LR: 6.621e-02 Score 99.229 Data time: 0.0792, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3555 [2020-10-19 06:22:06,813][root][INFO] - ===> Epoch[4412](22057/5): Loss -0.8169, Sem 0.0198, dir -0.9856, norm 0.1490, swav 0.0000 LR: 6.620e-02 Score 99.355 Data time: 0.0798, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1138 [2020-10-19 06:22:09,625][root][INFO] - ===> Epoch[4412](22058/5): Loss -0.8097, Sem 0.0219, dir -0.9849, norm 0.1534, swav 0.0000 LR: 6.620e-02 Score 99.266 Data time: 0.0815, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.6919 [2020-10-19 06:22:11,784][root][INFO] - ===> Epoch[4412](22059/5): Loss -0.8190, Sem 0.0198, dir -0.9857, norm 0.1468, swav 0.0000 LR: 6.620e-02 Score 99.335 Data time: 0.0755, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0080 [2020-10-19 06:22:13,863][root][INFO] - ===> Epoch[4412](22060/5): Loss -0.8135, Sem 0.0198, dir -0.9846, norm 0.1513, swav 0.0000 LR: 6.620e-02 Score 99.334 Data time: 0.0638, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9672 [2020-10-19 06:22:15,551][root][INFO] - ===> Epoch[4413](22061/5): Loss -0.8248, Sem 0.0199, dir -0.9862, norm 0.1415, swav 0.0000 LR: 6.620e-02 Score 99.327 Data time: 0.0584, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.5896 [2020-10-19 06:22:17,903][root][INFO] - ===> Epoch[4413](22062/5): Loss -0.8288, Sem 0.0197, dir -0.9850, norm 0.1364, swav 0.0000 LR: 6.620e-02 Score 99.326 Data time: 0.0690, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2538 [2020-10-19 06:22:19,991][root][INFO] - ===> Epoch[4413](22063/5): Loss -0.8124, Sem 0.0244, dir -0.9850, norm 0.1483, swav 0.0000 LR: 6.619e-02 Score 99.200 Data time: 0.0645, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9691 [2020-10-19 06:22:22,004][root][INFO] - ===> Epoch[4413](22064/5): Loss -0.8308, Sem 0.0171, dir -0.9867, norm 0.1388, swav 0.0000 LR: 6.619e-02 Score 99.416 Data time: 0.0576, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9159 [2020-10-19 06:22:23,886][root][INFO] - ===> Epoch[4413](22065/5): Loss -0.8223, Sem 0.0192, dir -0.9866, norm 0.1451, swav 0.0000 LR: 6.619e-02 Score 99.356 Data time: 0.0601, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8078 [2020-10-19 06:22:26,607][root][INFO] - ===> Epoch[4414](22066/5): Loss -0.8250, Sem 0.0173, dir -0.9863, norm 0.1439, swav 0.0000 LR: 6.619e-02 Score 99.427 Data time: 0.0553, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.6203 [2020-10-19 06:22:28,748][root][INFO] - ===> Epoch[4414](22067/5): Loss -0.8154, Sem 0.0235, dir -0.9835, norm 0.1446, swav 0.0000 LR: 6.619e-02 Score 99.221 Data time: 0.0698, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0633 [2020-10-19 06:22:31,020][root][INFO] - ===> Epoch[4414](22068/5): Loss -0.8119, Sem 0.0226, dir -0.9843, norm 0.1498, swav 0.0000 LR: 6.619e-02 Score 99.256 Data time: 0.0743, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1693 [2020-10-19 06:22:33,261][root][INFO] - ===> Epoch[4414](22069/5): Loss -0.8263, Sem 0.0188, dir -0.9874, norm 0.1423, swav 0.0000 LR: 6.619e-02 Score 99.367 Data time: 0.0711, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0975 [2020-10-19 06:22:35,086][root][INFO] - ===> Epoch[4414](22070/5): Loss -0.8227, Sem 0.0188, dir -0.9862, norm 0.1447, swav 0.0000 LR: 6.618e-02 Score 99.365 Data time: 0.0613, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7407 [2020-10-19 06:22:37,053][root][INFO] - ===> Epoch[4415](22071/5): Loss -0.8308, Sem 0.0198, dir -0.9866, norm 0.1360, swav 0.0000 LR: 6.618e-02 Score 99.329 Data time: 0.0566, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8825 [2020-10-19 06:22:39,409][root][INFO] - ===> Epoch[4415](22072/5): Loss -0.8154, Sem 0.0208, dir -0.9844, norm 0.1481, swav 0.0000 LR: 6.618e-02 Score 99.303 Data time: 0.0604, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2874 [2020-10-19 06:22:41,983][root][INFO] - ===> Epoch[4415](22073/5): Loss -0.8046, Sem 0.0209, dir -0.9846, norm 0.1591, swav 0.0000 LR: 6.618e-02 Score 99.314 Data time: 0.0808, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4931 [2020-10-19 06:22:44,265][root][INFO] - ===> Epoch[4415](22074/5): Loss -0.8334, Sem 0.0184, dir -0.9864, norm 0.1346, swav 0.0000 LR: 6.618e-02 Score 99.375 Data time: 0.1340, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1514 [2020-10-19 06:22:46,212][root][INFO] - ===> Epoch[4415](22075/5): Loss -0.8313, Sem 0.0209, dir -0.9862, norm 0.1340, swav 0.0000 LR: 6.618e-02 Score 99.290 Data time: 0.0832, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8314 [2020-10-19 06:22:48,807][root][INFO] - ===> Epoch[4416](22076/5): Loss -0.8108, Sem 0.0185, dir -0.9858, norm 0.1565, swav 0.0000 LR: 6.617e-02 Score 99.391 Data time: 0.0748, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4962 [2020-10-19 06:22:50,722][root][INFO] - ===> Epoch[4416](22077/5): Loss -0.8223, Sem 0.0202, dir -0.9858, norm 0.1434, swav 0.0000 LR: 6.617e-02 Score 99.316 Data time: 0.0773, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8332 [2020-10-19 06:22:53,021][root][INFO] - ===> Epoch[4416](22078/5): Loss -0.8127, Sem 0.0212, dir -0.9861, norm 0.1521, swav 0.0000 LR: 6.617e-02 Score 99.302 Data time: 0.0774, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1952 [2020-10-19 06:22:55,258][root][INFO] - ===> Epoch[4416](22079/5): Loss -0.8192, Sem 0.0202, dir -0.9856, norm 0.1461, swav 0.0000 LR: 6.617e-02 Score 99.316 Data time: 0.0660, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1191 [2020-10-19 06:22:57,222][root][INFO] - ===> Epoch[4416](22080/5): Loss -0.8270, Sem 0.0208, dir -0.9856, norm 0.1378, swav 0.0000 LR: 6.617e-02 Score 99.315 Data time: 0.0834, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8641 [2020-10-19 06:22:59,242][root][INFO] - ===> Epoch[4417](22081/5): Loss -0.8212, Sem 0.0177, dir -0.9868, norm 0.1479, swav 0.0000 LR: 6.617e-02 Score 99.407 Data time: 0.0976, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8951 [2020-10-19 06:23:01,320][root][INFO] - ===> Epoch[4417](22082/5): Loss -0.8303, Sem 0.0197, dir -0.9864, norm 0.1364, swav 0.0000 LR: 6.617e-02 Score 99.328 Data time: 0.0592, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9595 [2020-10-19 06:23:03,668][root][INFO] - ===> Epoch[4417](22083/5): Loss -0.8085, Sem 0.0219, dir -0.9845, norm 0.1541, swav 0.0000 LR: 6.616e-02 Score 99.286 Data time: 0.0716, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2580 [2020-10-19 06:23:06,208][root][INFO] - ===> Epoch[4417](22084/5): Loss -0.8192, Sem 0.0207, dir -0.9858, norm 0.1459, swav 0.0000 LR: 6.616e-02 Score 99.313 Data time: 0.1025, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4325 [2020-10-19 06:23:07,904][root][INFO] - ===> Epoch[4417](22085/5): Loss -0.8352, Sem 0.0202, dir -0.9862, norm 0.1308, swav 0.0000 LR: 6.616e-02 Score 99.313 Data time: 0.0750, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.5902 [2020-10-19 06:23:10,854][root][INFO] - ===> Epoch[4418](22086/5): Loss -0.8197, Sem 0.0186, dir -0.9856, norm 0.1473, swav 0.0000 LR: 6.616e-02 Score 99.389 Data time: 0.1319, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.8454 [2020-10-19 06:23:13,286][root][INFO] - ===> Epoch[4418](22087/5): Loss -0.8265, Sem 0.0192, dir -0.9861, norm 0.1404, swav 0.0000 LR: 6.616e-02 Score 99.351 Data time: 0.0868, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3324 [2020-10-19 06:23:15,480][root][INFO] - ===> Epoch[4418](22088/5): Loss -0.8323, Sem 0.0185, dir -0.9862, norm 0.1354, swav 0.0000 LR: 6.616e-02 Score 99.387 Data time: 0.2724, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0797 [2020-10-19 06:23:17,829][root][INFO] - ===> Epoch[4418](22089/5): Loss -0.8221, Sem 0.0205, dir -0.9852, norm 0.1426, swav 0.0000 LR: 6.615e-02 Score 99.311 Data time: 0.1175, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2456 [2020-10-19 06:23:19,768][root][INFO] - ===> Epoch[4418](22090/5): Loss -0.8325, Sem 0.0201, dir -0.9865, norm 0.1339, swav 0.0000 LR: 6.615e-02 Score 99.332 Data time: 0.0868, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8320 [2020-10-19 06:23:22,025][root][INFO] - ===> Epoch[4419](22091/5): Loss -0.7960, Sem 0.0201, dir -0.9856, norm 0.1695, swav 0.0000 LR: 6.615e-02 Score 99.345 Data time: 0.3694, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1589 [2020-10-19 06:23:24,392][root][INFO] - ===> Epoch[4419](22092/5): Loss -0.8226, Sem 0.0214, dir -0.9854, norm 0.1414, swav 0.0000 LR: 6.615e-02 Score 99.297 Data time: 0.0886, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2709 [2020-10-19 06:23:26,676][root][INFO] - ===> Epoch[4419](22093/5): Loss -0.8259, Sem 0.0199, dir -0.9864, norm 0.1406, swav 0.0000 LR: 6.615e-02 Score 99.344 Data time: 0.0755, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1386 [2020-10-19 06:23:28,698][root][INFO] - ===> Epoch[4419](22094/5): Loss -0.8288, Sem 0.0169, dir -0.9864, norm 0.1408, swav 0.0000 LR: 6.615e-02 Score 99.423 Data time: 0.0516, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9209 [2020-10-19 06:23:30,904][root][INFO] - ===> Epoch[4419](22095/5): Loss -0.8122, Sem 0.0188, dir -0.9860, norm 0.1550, swav 0.0000 LR: 6.614e-02 Score 99.356 Data time: 0.0764, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1185 [2020-10-19 06:23:33,195][root][INFO] - ===> Epoch[4420](22096/5): Loss -0.8180, Sem 0.0194, dir -0.9852, norm 0.1478, swav 0.0000 LR: 6.614e-02 Score 99.349 Data time: 0.0849, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1734 [2020-10-19 06:23:35,477][root][INFO] - ===> Epoch[4420](22097/5): Loss -0.8107, Sem 0.0195, dir -0.9854, norm 0.1551, swav 0.0000 LR: 6.614e-02 Score 99.350 Data time: 0.0725, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1823 [2020-10-19 06:23:37,482][root][INFO] - ===> Epoch[4420](22098/5): Loss -0.8135, Sem 0.0199, dir -0.9854, norm 0.1520, swav 0.0000 LR: 6.614e-02 Score 99.344 Data time: 0.0785, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9158 [2020-10-19 06:23:39,432][root][INFO] - ===> Epoch[4420](22099/5): Loss -0.8229, Sem 0.0194, dir -0.9860, norm 0.1437, swav 0.0000 LR: 6.614e-02 Score 99.350 Data time: 0.1020, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8474 [2020-10-19 06:23:41,918][root][INFO] - ===> Epoch[4420](22100/5): Loss -0.8272, Sem 0.0189, dir -0.9858, norm 0.1398, swav 0.0000 LR: 6.614e-02 Score 99.361 Data time: 0.1288, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3828 [2020-10-19 06:23:43,472][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 06:23:45,598][root][INFO] - ===> Epoch[4421](22101/5): Loss -0.8332, Sem 0.0186, dir -0.9871, norm 0.1353, swav 0.0000 LR: 6.614e-02 Score 99.373 Data time: 0.0910, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9510 [2020-10-19 06:23:47,684][root][INFO] - ===> Epoch[4421](22102/5): Loss -0.8273, Sem 0.0201, dir -0.9857, norm 0.1383, swav 0.0000 LR: 6.613e-02 Score 99.319 Data time: 0.1011, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9711 [2020-10-19 06:23:50,389][root][INFO] - ===> Epoch[4421](22103/5): Loss -0.8282, Sem 0.0161, dir -0.9878, norm 0.1435, swav 0.0000 LR: 6.613e-02 Score 99.471 Data time: 0.0921, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.5986 [2020-10-19 06:23:52,270][root][INFO] - ===> Epoch[4421](22104/5): Loss -0.8056, Sem 0.0205, dir -0.9843, norm 0.1581, swav 0.0000 LR: 6.613e-02 Score 99.307 Data time: 0.0617, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7562 [2020-10-19 06:23:54,014][root][INFO] - ===> Epoch[4421](22105/5): Loss -0.8135, Sem 0.0211, dir -0.9858, norm 0.1512, swav 0.0000 LR: 6.613e-02 Score 99.293 Data time: 0.0735, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.6549 [2020-10-19 06:23:56,086][root][INFO] - ===> Epoch[4422](22106/5): Loss -0.8331, Sem 0.0170, dir -0.9876, norm 0.1374, swav 0.0000 LR: 6.613e-02 Score 99.435 Data time: 0.0498, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9781 [2020-10-19 06:23:58,209][root][INFO] - ===> Epoch[4422](22107/5): Loss -0.8151, Sem 0.0210, dir -0.9852, norm 0.1491, swav 0.0000 LR: 6.613e-02 Score 99.310 Data time: 0.0880, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0262 [2020-10-19 06:24:00,344][root][INFO] - ===> Epoch[4422](22108/5): Loss -0.8079, Sem 0.0205, dir -0.9847, norm 0.1563, swav 0.0000 LR: 6.612e-02 Score 99.320 Data time: 0.0805, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0242 [2020-10-19 06:24:02,587][root][INFO] - ===> Epoch[4422](22109/5): Loss -0.8247, Sem 0.0201, dir -0.9861, norm 0.1413, swav 0.0000 LR: 6.612e-02 Score 99.335 Data time: 0.0834, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1464 [2020-10-19 06:24:04,820][root][INFO] - ===> Epoch[4422](22110/5): Loss -0.8221, Sem 0.0184, dir -0.9854, norm 0.1448, swav 0.0000 LR: 6.612e-02 Score 99.380 Data time: 0.0778, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1200 [2020-10-19 06:24:06,745][root][INFO] - ===> Epoch[4423](22111/5): Loss -0.8205, Sem 0.0160, dir -0.9847, norm 0.1483, swav 0.0000 LR: 6.612e-02 Score 99.463 Data time: 0.1271, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8085 [2020-10-19 06:24:09,464][root][INFO] - ===> Epoch[4423](22112/5): Loss -0.8196, Sem 0.0197, dir -0.9859, norm 0.1465, swav 0.0000 LR: 6.612e-02 Score 99.332 Data time: 0.0928, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.6424 [2020-10-19 06:24:11,277][root][INFO] - ===> Epoch[4423](22113/5): Loss -0.8290, Sem 0.0207, dir -0.9865, norm 0.1368, swav 0.0000 LR: 6.612e-02 Score 99.303 Data time: 0.0809, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.6952 [2020-10-19 06:24:13,018][root][INFO] - ===> Epoch[4423](22114/5): Loss -0.8190, Sem 0.0201, dir -0.9864, norm 0.1473, swav 0.0000 LR: 6.611e-02 Score 99.327 Data time: 0.0594, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.6540 [2020-10-19 06:24:15,182][root][INFO] - ===> Epoch[4423](22115/5): Loss -0.8088, Sem 0.0189, dir -0.9844, norm 0.1567, swav 0.0000 LR: 6.611e-02 Score 99.360 Data time: 0.0623, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0706 [2020-10-19 06:24:17,257][root][INFO] - ===> Epoch[4424](22116/5): Loss -0.8111, Sem 0.0192, dir -0.9856, norm 0.1553, swav 0.0000 LR: 6.611e-02 Score 99.364 Data time: 0.0783, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9914 [2020-10-19 06:24:19,510][root][INFO] - ===> Epoch[4424](22117/5): Loss -0.8134, Sem 0.0193, dir -0.9863, norm 0.1536, swav 0.0000 LR: 6.611e-02 Score 99.348 Data time: 0.0627, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1456 [2020-10-19 06:24:21,589][root][INFO] - ===> Epoch[4424](22118/5): Loss -0.8167, Sem 0.0174, dir -0.9865, norm 0.1524, swav 0.0000 LR: 6.611e-02 Score 99.421 Data time: 0.0748, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9804 [2020-10-19 06:24:23,588][root][INFO] - ===> Epoch[4424](22119/5): Loss -0.8163, Sem 0.0194, dir -0.9858, norm 0.1500, swav 0.0000 LR: 6.611e-02 Score 99.346 Data time: 0.0934, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8997 [2020-10-19 06:24:25,968][root][INFO] - ===> Epoch[4424](22120/5): Loss -0.8220, Sem 0.0193, dir -0.9860, norm 0.1448, swav 0.0000 LR: 6.611e-02 Score 99.344 Data time: 0.0775, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2828 [2020-10-19 06:24:28,346][root][INFO] - ===> Epoch[4425](22121/5): Loss -0.8162, Sem 0.0193, dir -0.9850, norm 0.1495, swav 0.0000 LR: 6.610e-02 Score 99.347 Data time: 0.0750, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2712 [2020-10-19 06:24:30,996][root][INFO] - ===> Epoch[4425](22122/5): Loss -0.8108, Sem 0.0183, dir -0.9859, norm 0.1568, swav 0.0000 LR: 6.610e-02 Score 99.391 Data time: 0.1110, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.5613 [2020-10-19 06:24:32,888][root][INFO] - ===> Epoch[4425](22123/5): Loss -0.8370, Sem 0.0191, dir -0.9869, norm 0.1308, swav 0.0000 LR: 6.610e-02 Score 99.364 Data time: 0.0926, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7789 [2020-10-19 06:24:35,026][root][INFO] - ===> Epoch[4425](22124/5): Loss -0.7988, Sem 0.0200, dir -0.9850, norm 0.1662, swav 0.0000 LR: 6.610e-02 Score 99.338 Data time: 0.0903, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0280 [2020-10-19 06:24:37,038][root][INFO] - ===> Epoch[4425](22125/5): Loss -0.8258, Sem 0.0205, dir -0.9847, norm 0.1384, swav 0.0000 LR: 6.610e-02 Score 99.296 Data time: 0.0646, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8867 [2020-10-19 06:24:39,462][root][INFO] - ===> Epoch[4426](22126/5): Loss -0.8148, Sem 0.0183, dir -0.9864, norm 0.1533, swav 0.0000 LR: 6.610e-02 Score 99.417 Data time: 0.0738, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3524 [2020-10-19 06:24:41,495][root][INFO] - ===> Epoch[4426](22127/5): Loss -0.8108, Sem 0.0209, dir -0.9854, norm 0.1537, swav 0.0000 LR: 6.609e-02 Score 99.294 Data time: 0.0686, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9017 [2020-10-19 06:24:44,133][root][INFO] - ===> Epoch[4426](22128/5): Loss -0.8085, Sem 0.0194, dir -0.9851, norm 0.1572, swav 0.0000 LR: 6.609e-02 Score 99.339 Data time: 0.0681, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.5372 [2020-10-19 06:24:46,196][root][INFO] - ===> Epoch[4426](22129/5): Loss -0.8180, Sem 0.0192, dir -0.9860, norm 0.1489, swav 0.0000 LR: 6.609e-02 Score 99.347 Data time: 0.0607, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9645 [2020-10-19 06:24:48,497][root][INFO] - ===> Epoch[4426](22130/5): Loss -0.8013, Sem 0.0190, dir -0.9841, norm 0.1638, swav 0.0000 LR: 6.609e-02 Score 99.364 Data time: 0.0990, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2432 [2020-10-19 06:24:50,819][root][INFO] - ===> Epoch[4427](22131/5): Loss -0.8080, Sem 0.0192, dir -0.9853, norm 0.1581, swav 0.0000 LR: 6.609e-02 Score 99.365 Data time: 0.0896, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2005 [2020-10-19 06:24:52,568][root][INFO] - ===> Epoch[4427](22132/5): Loss -0.8264, Sem 0.0222, dir -0.9867, norm 0.1381, swav 0.0000 LR: 6.609e-02 Score 99.287 Data time: 0.0628, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.6598 [2020-10-19 06:24:55,003][root][INFO] - ===> Epoch[4427](22133/5): Loss -0.8132, Sem 0.0181, dir -0.9865, norm 0.1551, swav 0.0000 LR: 6.608e-02 Score 99.393 Data time: 0.0694, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3459 [2020-10-19 06:24:57,156][root][INFO] - ===> Epoch[4427](22134/5): Loss -0.7927, Sem 0.0195, dir -0.9834, norm 0.1711, swav 0.0000 LR: 6.608e-02 Score 99.351 Data time: 0.0886, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0385 [2020-10-19 06:24:59,600][root][INFO] - ===> Epoch[4427](22135/5): Loss -0.7760, Sem 0.0183, dir -0.9845, norm 0.1902, swav 0.0000 LR: 6.608e-02 Score 99.409 Data time: 0.0797, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3131 [2020-10-19 06:25:01,810][root][INFO] - ===> Epoch[4428](22136/5): Loss -0.8165, Sem 0.0185, dir -0.9872, norm 0.1522, swav 0.0000 LR: 6.608e-02 Score 99.366 Data time: 0.0736, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0879 [2020-10-19 06:25:03,806][root][INFO] - ===> Epoch[4428](22137/5): Loss -0.7938, Sem 0.0211, dir -0.9853, norm 0.1704, swav 0.0000 LR: 6.608e-02 Score 99.294 Data time: 0.0845, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8971 [2020-10-19 06:25:06,865][root][INFO] - ===> Epoch[4428](22138/5): Loss -0.8155, Sem 0.0202, dir -0.9855, norm 0.1497, swav 0.0000 LR: 6.608e-02 Score 99.322 Data time: 0.0656, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.9306 [2020-10-19 06:25:08,820][root][INFO] - ===> Epoch[4428](22139/5): Loss -0.8098, Sem 0.0188, dir -0.9856, norm 0.1569, swav 0.0000 LR: 6.608e-02 Score 99.366 Data time: 0.0866, Forward time: 0.7753, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8755 [2020-10-19 06:25:10,996][root][INFO] - ===> Epoch[4428](22140/5): Loss -0.8141, Sem 0.0194, dir -0.9845, norm 0.1510, swav 0.0000 LR: 6.607e-02 Score 99.350 Data time: 0.0909, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0631 [2020-10-19 06:25:12,703][root][INFO] - ===> Epoch[4429](22141/5): Loss -0.8201, Sem 0.0194, dir -0.9863, norm 0.1468, swav 0.0000 LR: 6.607e-02 Score 99.339 Data time: 0.0974, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.5851 [2020-10-19 06:25:14,502][root][INFO] - ===> Epoch[4429](22142/5): Loss -0.8144, Sem 0.0203, dir -0.9852, norm 0.1505, swav 0.0000 LR: 6.607e-02 Score 99.324 Data time: 0.0683, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.6884 [2020-10-19 06:25:16,976][root][INFO] - ===> Epoch[4429](22143/5): Loss -0.8072, Sem 0.0181, dir -0.9862, norm 0.1609, swav 0.0000 LR: 6.607e-02 Score 99.403 Data time: 0.0839, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3552 [2020-10-19 06:25:19,215][root][INFO] - ===> Epoch[4429](22144/5): Loss -0.8075, Sem 0.0194, dir -0.9848, norm 0.1579, swav 0.0000 LR: 6.607e-02 Score 99.347 Data time: 0.2132, Forward time: 0.7754, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1152 [2020-10-19 06:25:21,187][root][INFO] - ===> Epoch[4429](22145/5): Loss -0.8183, Sem 0.0198, dir -0.9851, norm 0.1470, swav 0.0000 LR: 6.607e-02 Score 99.342 Data time: 0.1059, Forward time: 0.7754, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8538 [2020-10-19 06:25:23,032][root][INFO] - ===> Epoch[4430](22146/5): Loss -0.8249, Sem 0.0206, dir -0.9868, norm 0.1413, swav 0.0000 LR: 6.606e-02 Score 99.301 Data time: 0.1532, Forward time: 0.7754, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.7320 [2020-10-19 06:25:25,563][root][INFO] - ===> Epoch[4430](22147/5): Loss -0.8158, Sem 0.0189, dir -0.9864, norm 0.1517, swav 0.0000 LR: 6.606e-02 Score 99.380 Data time: 0.0746, Forward time: 0.7754, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.4356 [2020-10-19 06:25:27,576][root][INFO] - ===> Epoch[4430](22148/5): Loss -0.8232, Sem 0.0173, dir -0.9855, norm 0.1451, swav 0.0000 LR: 6.606e-02 Score 99.410 Data time: 0.0728, Forward time: 0.7754, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9073 [2020-10-19 06:25:29,318][root][INFO] - ===> Epoch[4430](22149/5): Loss -0.8260, Sem 0.0204, dir -0.9860, norm 0.1395, swav 0.0000 LR: 6.606e-02 Score 99.300 Data time: 0.0672, Forward time: 0.7754, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.6587 [2020-10-19 06:25:31,930][root][INFO] - ===> Epoch[4430](22150/5): Loss -0.8175, Sem 0.0189, dir -0.9868, norm 0.1504, swav 0.0000 LR: 6.606e-02 Score 99.370 Data time: 0.0795, Forward time: 0.7754, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.5223 [2020-10-19 06:25:34,281][root][INFO] - ===> Epoch[4431](22151/5): Loss -0.8172, Sem 0.0210, dir -0.9849, norm 0.1467, swav 0.0000 LR: 6.606e-02 Score 99.299 Data time: 0.0896, Forward time: 0.7754, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2411 [2020-10-19 06:25:36,877][root][INFO] - ===> Epoch[4431](22152/5): Loss -0.8219, Sem 0.0184, dir -0.9850, norm 0.1447, swav 0.0000 LR: 6.606e-02 Score 99.381 Data time: 0.0794, Forward time: 0.7754, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.4647 [2020-10-19 06:25:38,583][root][INFO] - ===> Epoch[4431](22153/5): Loss -0.8229, Sem 0.0185, dir -0.9866, norm 0.1452, swav 0.0000 LR: 6.605e-02 Score 99.383 Data time: 0.0645, Forward time: 0.7754, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.6002 [2020-10-19 06:25:41,603][root][INFO] - ===> Epoch[4431](22154/5): Loss -0.8144, Sem 0.0198, dir -0.9861, norm 0.1519, swav 0.0000 LR: 6.605e-02 Score 99.337 Data time: 0.1197, Forward time: 0.7754, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.9262 [2020-10-19 06:25:44,043][root][INFO] - ===> Epoch[4431](22155/5): Loss -0.8185, Sem 0.0212, dir -0.9865, norm 0.1469, swav 0.0000 LR: 6.605e-02 Score 99.301 Data time: 0.1375, Forward time: 0.7754, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3054 [2020-10-19 06:25:46,783][root][INFO] - ===> Epoch[4432](22156/5): Loss -0.8257, Sem 0.0180, dir -0.9867, norm 0.1430, swav 0.0000 LR: 6.605e-02 Score 99.382 Data time: 0.0828, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.6149 [2020-10-19 06:25:48,808][root][INFO] - ===> Epoch[4432](22157/5): Loss -0.8173, Sem 0.0196, dir -0.9845, norm 0.1476, swav 0.0000 LR: 6.605e-02 Score 99.350 Data time: 0.0868, Forward time: 0.7754, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9099 [2020-10-19 06:25:50,795][root][INFO] - ===> Epoch[4432](22158/5): Loss -0.8210, Sem 0.0210, dir -0.9854, norm 0.1434, swav 0.0000 LR: 6.605e-02 Score 99.298 Data time: 0.0767, Forward time: 0.7754, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8819 [2020-10-19 06:25:53,475][root][INFO] - ===> Epoch[4432](22159/5): Loss -0.8184, Sem 0.0223, dir -0.9852, norm 0.1446, swav 0.0000 LR: 6.604e-02 Score 99.281 Data time: 0.0839, Forward time: 0.7754, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.5714 [2020-10-19 06:25:55,426][root][INFO] - ===> Epoch[4432](22160/5): Loss -0.8267, Sem 0.0195, dir -0.9870, norm 0.1408, swav 0.0000 LR: 6.604e-02 Score 99.348 Data time: 0.0696, Forward time: 0.7754, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8381 [2020-10-19 06:25:58,115][root][INFO] - ===> Epoch[4433](22161/5): Loss -0.8200, Sem 0.0193, dir -0.9865, norm 0.1471, swav 0.0000 LR: 6.604e-02 Score 99.345 Data time: 0.0623, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.5837 [2020-10-19 06:26:00,422][root][INFO] - ===> Epoch[4433](22162/5): Loss -0.8062, Sem 0.0226, dir -0.9855, norm 0.1567, swav 0.0000 LR: 6.604e-02 Score 99.295 Data time: 0.0888, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1990 [2020-10-19 06:26:02,795][root][INFO] - ===> Epoch[4433](22163/5): Loss -0.8355, Sem 0.0192, dir -0.9876, norm 0.1329, swav 0.0000 LR: 6.604e-02 Score 99.349 Data time: 0.0930, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2410 [2020-10-19 06:26:05,054][root][INFO] - ===> Epoch[4433](22164/5): Loss -0.8208, Sem 0.0180, dir -0.9856, norm 0.1468, swav 0.0000 LR: 6.604e-02 Score 99.397 Data time: 0.0621, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1443 [2020-10-19 06:26:06,997][root][INFO] - ===> Epoch[4433](22165/5): Loss -0.8250, Sem 0.0201, dir -0.9857, norm 0.1406, swav 0.0000 LR: 6.603e-02 Score 99.303 Data time: 0.0611, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8467 [2020-10-19 06:26:09,344][root][INFO] - ===> Epoch[4434](22166/5): Loss -0.8230, Sem 0.0209, dir -0.9857, norm 0.1418, swav 0.0000 LR: 6.603e-02 Score 99.296 Data time: 0.0528, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2767 [2020-10-19 06:26:11,941][root][INFO] - ===> Epoch[4434](22167/5): Loss -0.8028, Sem 0.0304, dir -0.9860, norm 0.1529, swav 0.0000 LR: 6.603e-02 Score 99.153 Data time: 0.0940, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.5075 [2020-10-19 06:26:14,067][root][INFO] - ===> Epoch[4434](22168/5): Loss -0.8035, Sem 0.0233, dir -0.9839, norm 0.1571, swav 0.0000 LR: 6.603e-02 Score 99.193 Data time: 0.0945, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0185 [2020-10-19 06:26:16,607][root][INFO] - ===> Epoch[4434](22169/5): Loss -0.8154, Sem 0.0229, dir -0.9862, norm 0.1479, swav 0.0000 LR: 6.603e-02 Score 99.260 Data time: 0.0888, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4347 [2020-10-19 06:26:18,507][root][INFO] - ===> Epoch[4434](22170/5): Loss -0.8120, Sem 0.0192, dir -0.9859, norm 0.1547, swav 0.0000 LR: 6.603e-02 Score 99.353 Data time: 0.0724, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8000 [2020-10-19 06:26:20,615][root][INFO] - ===> Epoch[4435](22171/5): Loss -0.8206, Sem 0.0217, dir -0.9851, norm 0.1427, swav 0.0000 LR: 6.603e-02 Score 99.289 Data time: 0.0741, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0152 [2020-10-19 06:26:22,775][root][INFO] - ===> Epoch[4435](22172/5): Loss -0.7964, Sem 0.0235, dir -0.9844, norm 0.1646, swav 0.0000 LR: 6.602e-02 Score 99.195 Data time: 0.0552, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0622 [2020-10-19 06:26:25,174][root][INFO] - ===> Epoch[4435](22173/5): Loss -0.8158, Sem 0.0212, dir -0.9858, norm 0.1488, swav 0.0000 LR: 6.602e-02 Score 99.287 Data time: 0.0915, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2927 [2020-10-19 06:26:27,380][root][INFO] - ===> Epoch[4435](22174/5): Loss -0.8015, Sem 0.0216, dir -0.9840, norm 0.1608, swav 0.0000 LR: 6.602e-02 Score 99.265 Data time: 0.1381, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0914 [2020-10-19 06:26:29,564][root][INFO] - ===> Epoch[4435](22175/5): Loss -0.8042, Sem 0.0273, dir -0.9850, norm 0.1534, swav 0.0000 LR: 6.602e-02 Score 99.177 Data time: 0.0923, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0881 [2020-10-19 06:26:31,374][root][INFO] - ===> Epoch[4436](22176/5): Loss -0.8185, Sem 0.0201, dir -0.9861, norm 0.1476, swav 0.0000 LR: 6.602e-02 Score 99.310 Data time: 0.0700, Forward time: 0.7754, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.7002 [2020-10-19 06:26:34,340][root][INFO] - ===> Epoch[4436](22177/5): Loss -0.8227, Sem 0.0223, dir -0.9849, norm 0.1399, swav 0.0000 LR: 6.602e-02 Score 99.252 Data time: 0.0690, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.8722 [2020-10-19 06:26:36,391][root][INFO] - ===> Epoch[4436](22178/5): Loss -0.8119, Sem 0.0234, dir -0.9854, norm 0.1501, swav 0.0000 LR: 6.601e-02 Score 99.225 Data time: 0.0735, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9500 [2020-10-19 06:26:38,305][root][INFO] - ===> Epoch[4436](22179/5): Loss -0.8144, Sem 0.0226, dir -0.9849, norm 0.1479, swav 0.0000 LR: 6.601e-02 Score 99.255 Data time: 0.0809, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7989 [2020-10-19 06:26:40,576][root][INFO] - ===> Epoch[4436](22180/5): Loss -0.8039, Sem 0.0199, dir -0.9849, norm 0.1611, swav 0.0000 LR: 6.601e-02 Score 99.350 Data time: 0.0817, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1624 [2020-10-19 06:26:42,967][root][INFO] - ===> Epoch[4437](22181/5): Loss -0.8186, Sem 0.0216, dir -0.9857, norm 0.1456, swav 0.0000 LR: 6.601e-02 Score 99.277 Data time: 0.0626, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2769 [2020-10-19 06:26:45,018][root][INFO] - ===> Epoch[4437](22182/5): Loss -0.8165, Sem 0.0228, dir -0.9853, norm 0.1460, swav 0.0000 LR: 6.601e-02 Score 99.237 Data time: 0.0516, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9480 [2020-10-19 06:26:46,896][root][INFO] - ===> Epoch[4437](22183/5): Loss -0.8225, Sem 0.0219, dir -0.9862, norm 0.1419, swav 0.0000 LR: 6.601e-02 Score 99.264 Data time: 0.0609, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8273 [2020-10-19 06:26:48,813][root][INFO] - ===> Epoch[4437](22184/5): Loss -0.8177, Sem 0.0207, dir -0.9854, norm 0.1470, swav 0.0000 LR: 6.600e-02 Score 99.287 Data time: 0.0537, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8437 [2020-10-19 06:26:51,289][root][INFO] - ===> Epoch[4437](22185/5): Loss -0.7918, Sem 0.0202, dir -0.9860, norm 0.1740, swav 0.0000 LR: 6.600e-02 Score 99.341 Data time: 0.1019, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3731 [2020-10-19 06:26:53,849][root][INFO] - ===> Epoch[4438](22186/5): Loss -0.8222, Sem 0.0200, dir -0.9854, norm 0.1432, swav 0.0000 LR: 6.600e-02 Score 99.324 Data time: 0.1019, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4420 [2020-10-19 06:26:56,478][root][INFO] - ===> Epoch[4438](22187/5): Loss -0.7960, Sem 0.0321, dir -0.9843, norm 0.1561, swav 0.0000 LR: 6.600e-02 Score 99.142 Data time: 0.0947, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.5155 [2020-10-19 06:26:58,421][root][INFO] - ===> Epoch[4438](22188/5): Loss -0.8257, Sem 0.0193, dir -0.9874, norm 0.1424, swav 0.0000 LR: 6.600e-02 Score 99.348 Data time: 0.0918, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8304 [2020-10-19 06:27:00,568][root][INFO] - ===> Epoch[4438](22189/5): Loss -0.8020, Sem 0.0229, dir -0.9841, norm 0.1592, swav 0.0000 LR: 6.600e-02 Score 99.241 Data time: 0.0643, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0554 [2020-10-19 06:27:02,674][root][INFO] - ===> Epoch[4438](22190/5): Loss -0.8138, Sem 0.0222, dir -0.9853, norm 0.1493, swav 0.0000 LR: 6.600e-02 Score 99.263 Data time: 0.0799, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0035 [2020-10-19 06:27:05,474][root][INFO] - ===> Epoch[4439](22191/5): Loss -0.8218, Sem 0.0213, dir -0.9853, norm 0.1422, swav 0.0000 LR: 6.599e-02 Score 99.299 Data time: 0.1997, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.6792 [2020-10-19 06:27:07,966][root][INFO] - ===> Epoch[4439](22192/5): Loss -0.7926, Sem 0.0260, dir -0.9855, norm 0.1669, swav 0.0000 LR: 6.599e-02 Score 99.170 Data time: 0.1168, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3729 [2020-10-19 06:27:10,509][root][INFO] - ===> Epoch[4439](22193/5): Loss -0.8244, Sem 0.0211, dir -0.9852, norm 0.1397, swav 0.0000 LR: 6.599e-02 Score 99.277 Data time: 0.1127, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4082 [2020-10-19 06:27:12,836][root][INFO] - ===> Epoch[4439](22194/5): Loss -0.8233, Sem 0.0219, dir -0.9849, norm 0.1397, swav 0.0000 LR: 6.599e-02 Score 99.243 Data time: 0.0621, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2132 [2020-10-19 06:27:15,182][root][INFO] - ===> Epoch[4439](22195/5): Loss -0.8061, Sem 0.0226, dir -0.9859, norm 0.1572, swav 0.0000 LR: 6.599e-02 Score 99.266 Data time: 0.1065, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2469 [2020-10-19 06:27:17,311][root][INFO] - ===> Epoch[4440](22196/5): Loss -0.8265, Sem 0.0206, dir -0.9864, norm 0.1393, swav 0.0000 LR: 6.599e-02 Score 99.306 Data time: 0.0808, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0040 [2020-10-19 06:27:19,692][root][INFO] - ===> Epoch[4440](22197/5): Loss -0.8124, Sem 0.0257, dir -0.9843, norm 0.1462, swav 0.0000 LR: 6.598e-02 Score 99.163 Data time: 0.2322, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2930 [2020-10-19 06:27:22,101][root][INFO] - ===> Epoch[4440](22198/5): Loss -0.7862, Sem 0.0242, dir -0.9832, norm 0.1727, swav 0.0000 LR: 6.598e-02 Score 99.201 Data time: 0.1041, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3179 [2020-10-19 06:27:24,501][root][INFO] - ===> Epoch[4440](22199/5): Loss -0.7958, Sem 0.0229, dir -0.9841, norm 0.1654, swav 0.0000 LR: 6.598e-02 Score 99.245 Data time: 0.0673, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2596 [2020-10-19 06:27:26,450][root][INFO] - ===> Epoch[4440](22200/5): Loss -0.8135, Sem 0.0205, dir -0.9861, norm 0.1521, swav 0.0000 LR: 6.598e-02 Score 99.321 Data time: 0.0736, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8405 [2020-10-19 06:27:28,298][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 06:27:28,461][root][INFO] - ===> Start testing [2020-10-19 06:28:06,539][root][INFO] - 68/68: Data time: 0.0535, Iter time: 0.2018 Loss 1.220 (AVG: 0.531) Score 78.924 (AVG: 90.451) mIOU 69.964 mAP 84.999 mAcc 78.190 IOU: 61.711 0.607 73.428 75.571 94.060 91.822 38.148 76.039 98.479 77.417 80.069 86.109 56.071 mAP: 80.985 15.302 95.969 88.759 98.412 98.429 63.273 96.846 99.740 91.067 92.567 94.347 89.299 mAcc: 77.854 3.008 93.041 84.522 95.207 96.616 42.205 96.061 99.349 80.426 88.181 94.449 65.555 [2020-10-19 06:28:06,550][root][INFO] - Finished test. Elapsed time: 38.0778 [2020-10-19 06:28:09,543][root][INFO] - [2020-10-19 06:28:09,543][root][INFO] - ################################################################ [2020-10-19 06:28:09,543][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 06:28:09,543][root][INFO] - ################################################################ [2020-10-19 06:28:09,543][root][INFO] - clutter : nan nan nan [2020-10-19 06:28:09,543][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 06:28:09,543][root][INFO] - board : 0.785 0.895 0.945 [2020-10-19 06:28:09,543][root][INFO] - bookcase : 0.269 0.401 0.545 [2020-10-19 06:28:09,543][root][INFO] - ceiling : 0.413 0.437 0.479 [2020-10-19 06:28:09,544][root][INFO] - chair : 0.825 0.899 0.927 [2020-10-19 06:28:09,544][root][INFO] - column : 0.203 0.315 0.417 [2020-10-19 06:28:09,544][root][INFO] - door : 0.693 0.826 0.948 [2020-10-19 06:28:09,544][root][INFO] - floor : 0.513 0.539 0.578 [2020-10-19 06:28:09,544][root][INFO] - sofa : 0.419 0.704 0.818 [2020-10-19 06:28:09,544][root][INFO] - table : 0.131 0.264 0.646 [2020-10-19 06:28:09,544][root][INFO] - wall : 0.410 0.602 0.699 [2020-10-19 06:28:09,544][root][INFO] - window : 0.520 0.715 0.763 [2020-10-19 06:28:09,544][root][INFO] - ---------------------------------------------------------------- [2020-10-19 06:28:09,544][root][INFO] - average : 0.432 0.550 0.647 [2020-10-19 06:28:09,544][root][INFO] - [2020-10-19 06:28:09,699][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 06:28:09,700][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 06:28:11,517][root][INFO] - ===> Epoch[4441](22201/5): Loss -0.7859, Sem 0.0216, dir -0.9856, norm 0.1781, swav 0.0000 LR: 6.598e-02 Score 99.281 Data time: 0.0693, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8106 [2020-10-19 06:28:13,500][root][INFO] - ===> Epoch[4441](22202/5): Loss -0.7995, Sem 0.0229, dir -0.9824, norm 0.1601, swav 0.0000 LR: 6.598e-02 Score 99.225 Data time: 0.0781, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8443 [2020-10-19 06:28:15,855][root][INFO] - ===> Epoch[4441](22203/5): Loss -0.7957, Sem 0.0219, dir -0.9852, norm 0.1676, swav 0.0000 LR: 6.597e-02 Score 99.273 Data time: 0.0718, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2562 [2020-10-19 06:28:18,187][root][INFO] - ===> Epoch[4441](22204/5): Loss -0.8121, Sem 0.0214, dir -0.9854, norm 0.1518, swav 0.0000 LR: 6.597e-02 Score 99.295 Data time: 0.0699, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2428 [2020-10-19 06:28:20,310][root][INFO] - ===> Epoch[4441](22205/5): Loss -0.7951, Sem 0.0209, dir -0.9841, norm 0.1682, swav 0.0000 LR: 6.597e-02 Score 99.293 Data time: 0.0880, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0142 [2020-10-19 06:28:22,500][root][INFO] - ===> Epoch[4442](22206/5): Loss -0.8071, Sem 0.0246, dir -0.9839, norm 0.1522, swav 0.0000 LR: 6.597e-02 Score 99.178 Data time: 0.0754, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0724 [2020-10-19 06:28:24,925][root][INFO] - ===> Epoch[4442](22207/5): Loss -0.7917, Sem 0.0224, dir -0.9851, norm 0.1710, swav 0.0000 LR: 6.597e-02 Score 99.265 Data time: 0.1124, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3204 [2020-10-19 06:28:26,951][root][INFO] - ===> Epoch[4442](22208/5): Loss -0.8148, Sem 0.0211, dir -0.9853, norm 0.1495, swav 0.0000 LR: 6.597e-02 Score 99.292 Data time: 0.0693, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9151 [2020-10-19 06:28:29,474][root][INFO] - ===> Epoch[4442](22209/5): Loss -0.7991, Sem 0.0243, dir -0.9839, norm 0.1606, swav 0.0000 LR: 6.597e-02 Score 99.224 Data time: 0.0622, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4267 [2020-10-19 06:28:31,673][root][INFO] - ===> Epoch[4442](22210/5): Loss -0.8247, Sem 0.0199, dir -0.9850, norm 0.1403, swav 0.0000 LR: 6.596e-02 Score 99.338 Data time: 0.0769, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1223 [2020-10-19 06:28:34,056][root][INFO] - ===> Epoch[4443](22211/5): Loss -0.8016, Sem 0.0224, dir -0.9850, norm 0.1609, swav 0.0000 LR: 6.596e-02 Score 99.261 Data time: 0.0630, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2632 [2020-10-19 06:28:36,004][root][INFO] - ===> Epoch[4443](22212/5): Loss -0.8216, Sem 0.0209, dir -0.9864, norm 0.1439, swav 0.0000 LR: 6.596e-02 Score 99.311 Data time: 0.0821, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8453 [2020-10-19 06:28:38,127][root][INFO] - ===> Epoch[4443](22213/5): Loss -0.8196, Sem 0.0231, dir -0.9842, norm 0.1416, swav 0.0000 LR: 6.596e-02 Score 99.234 Data time: 0.0858, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9980 [2020-10-19 06:28:39,992][root][INFO] - ===> Epoch[4443](22214/5): Loss -0.8136, Sem 0.0234, dir -0.9856, norm 0.1486, swav 0.0000 LR: 6.596e-02 Score 99.229 Data time: 0.0631, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7548 [2020-10-19 06:28:41,878][root][INFO] - ===> Epoch[4443](22215/5): Loss -0.8212, Sem 0.0226, dir -0.9853, norm 0.1415, swav 0.0000 LR: 6.596e-02 Score 99.235 Data time: 0.0681, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8003 [2020-10-19 06:28:44,439][root][INFO] - ===> Epoch[4444](22216/5): Loss -0.8217, Sem 0.0214, dir -0.9860, norm 0.1429, swav 0.0000 LR: 6.595e-02 Score 99.281 Data time: 0.0838, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4547 [2020-10-19 06:28:47,003][root][INFO] - ===> Epoch[4444](22217/5): Loss -0.8095, Sem 0.0205, dir -0.9852, norm 0.1552, swav 0.0000 LR: 6.595e-02 Score 99.324 Data time: 0.0591, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4388 [2020-10-19 06:28:49,278][root][INFO] - ===> Epoch[4444](22218/5): Loss -0.8023, Sem 0.0224, dir -0.9843, norm 0.1595, swav 0.0000 LR: 6.595e-02 Score 99.276 Data time: 0.0722, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1791 [2020-10-19 06:28:51,446][root][INFO] - ===> Epoch[4444](22219/5): Loss -0.8192, Sem 0.0216, dir -0.9864, norm 0.1457, swav 0.0000 LR: 6.595e-02 Score 99.257 Data time: 0.0823, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0659 [2020-10-19 06:28:53,940][root][INFO] - ===> Epoch[4444](22220/5): Loss -0.8092, Sem 0.0238, dir -0.9846, norm 0.1516, swav 0.0000 LR: 6.595e-02 Score 99.214 Data time: 0.2530, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3891 [2020-10-19 06:28:56,293][root][INFO] - ===> Epoch[4445](22221/5): Loss -0.8179, Sem 0.0211, dir -0.9867, norm 0.1478, swav 0.0000 LR: 6.595e-02 Score 99.310 Data time: 0.1061, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2351 [2020-10-19 06:28:58,752][root][INFO] - ===> Epoch[4445](22222/5): Loss -0.8105, Sem 0.0260, dir -0.9850, norm 0.1484, swav 0.0000 LR: 6.595e-02 Score 99.114 Data time: 0.0687, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3396 [2020-10-19 06:29:01,120][root][INFO] - ===> Epoch[4445](22223/5): Loss -0.8160, Sem 0.0197, dir -0.9848, norm 0.1490, swav 0.0000 LR: 6.594e-02 Score 99.366 Data time: 0.0725, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2610 [2020-10-19 06:29:02,810][root][INFO] - ===> Epoch[4445](22224/5): Loss -0.8228, Sem 0.0208, dir -0.9865, norm 0.1429, swav 0.0000 LR: 6.594e-02 Score 99.285 Data time: 0.0577, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.5919 [2020-10-19 06:29:05,638][root][INFO] - ===> Epoch[4445](22225/5): Loss -0.8078, Sem 0.0221, dir -0.9847, norm 0.1548, swav 0.0000 LR: 6.594e-02 Score 99.268 Data time: 0.1234, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.7287 [2020-10-19 06:29:07,648][root][INFO] - ===> Epoch[4446](22226/5): Loss -0.8242, Sem 0.0211, dir -0.9856, norm 0.1403, swav 0.0000 LR: 6.594e-02 Score 99.289 Data time: 0.0629, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8832 [2020-10-19 06:29:10,117][root][INFO] - ===> Epoch[4446](22227/5): Loss -0.8199, Sem 0.0208, dir -0.9859, norm 0.1452, swav 0.0000 LR: 6.594e-02 Score 99.307 Data time: 0.0778, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3465 [2020-10-19 06:29:12,641][root][INFO] - ===> Epoch[4446](22228/5): Loss -0.7845, Sem 0.0225, dir -0.9833, norm 0.1763, swav 0.0000 LR: 6.594e-02 Score 99.257 Data time: 0.0896, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3990 [2020-10-19 06:29:14,718][root][INFO] - ===> Epoch[4446](22229/5): Loss -0.8154, Sem 0.0224, dir -0.9846, norm 0.1468, swav 0.0000 LR: 6.593e-02 Score 99.242 Data time: 0.0600, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9356 [2020-10-19 06:29:16,773][root][INFO] - ===> Epoch[4446](22230/5): Loss -0.8277, Sem 0.0224, dir -0.9868, norm 0.1367, swav 0.0000 LR: 6.593e-02 Score 99.273 Data time: 0.0729, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9534 [2020-10-19 06:29:18,859][root][INFO] - ===> Epoch[4447](22231/5): Loss -0.8251, Sem 0.0214, dir -0.9862, norm 0.1398, swav 0.0000 LR: 6.593e-02 Score 99.277 Data time: 0.0802, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9756 [2020-10-19 06:29:21,266][root][INFO] - ===> Epoch[4447](22232/5): Loss -0.8086, Sem 0.0243, dir -0.9830, norm 0.1501, swav 0.0000 LR: 6.593e-02 Score 99.210 Data time: 0.0520, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2971 [2020-10-19 06:29:23,091][root][INFO] - ===> Epoch[4447](22233/5): Loss -0.8136, Sem 0.0216, dir -0.9868, norm 0.1516, swav 0.0000 LR: 6.593e-02 Score 99.271 Data time: 0.0567, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7466 [2020-10-19 06:29:25,251][root][INFO] - ===> Epoch[4447](22234/5): Loss -0.7927, Sem 0.0304, dir -0.9841, norm 0.1610, swav 0.0000 LR: 6.593e-02 Score 99.038 Data time: 0.0764, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0671 [2020-10-19 06:29:27,842][root][INFO] - ===> Epoch[4447](22235/5): Loss -0.7999, Sem 0.0210, dir -0.9843, norm 0.1634, swav 0.0000 LR: 6.592e-02 Score 99.321 Data time: 0.3326, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4829 [2020-10-19 06:29:29,838][root][INFO] - ===> Epoch[4448](22236/5): Loss -0.8169, Sem 0.0231, dir -0.9848, norm 0.1448, swav 0.0000 LR: 6.592e-02 Score 99.222 Data time: 0.0576, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8724 [2020-10-19 06:29:31,944][root][INFO] - ===> Epoch[4448](22237/5): Loss -0.8163, Sem 0.0220, dir -0.9856, norm 0.1474, swav 0.0000 LR: 6.592e-02 Score 99.274 Data time: 0.0655, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0133 [2020-10-19 06:29:34,723][root][INFO] - ===> Epoch[4448](22238/5): Loss -0.8066, Sem 0.0252, dir -0.9837, norm 0.1520, swav 0.0000 LR: 6.592e-02 Score 99.150 Data time: 0.0703, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.6792 [2020-10-19 06:29:37,796][root][INFO] - ===> Epoch[4448](22239/5): Loss -0.8086, Sem 0.0208, dir -0.9852, norm 0.1558, swav 0.0000 LR: 6.592e-02 Score 99.322 Data time: 0.0775, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.9451 [2020-10-19 06:29:39,625][root][INFO] - ===> Epoch[4448](22240/5): Loss -0.7986, Sem 0.0223, dir -0.9851, norm 0.1642, swav 0.0000 LR: 6.592e-02 Score 99.273 Data time: 0.0802, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7131 [2020-10-19 06:29:41,767][root][INFO] - ===> Epoch[4449](22241/5): Loss -0.8058, Sem 0.0250, dir -0.9850, norm 0.1542, swav 0.0000 LR: 6.592e-02 Score 99.173 Data time: 0.0882, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0397 [2020-10-19 06:29:43,838][root][INFO] - ===> Epoch[4449](22242/5): Loss -0.8120, Sem 0.0231, dir -0.9843, norm 0.1492, swav 0.0000 LR: 6.591e-02 Score 99.220 Data time: 0.0724, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9302 [2020-10-19 06:29:46,880][root][INFO] - ===> Epoch[4449](22243/5): Loss -0.8095, Sem 0.0223, dir -0.9853, norm 0.1535, swav 0.0000 LR: 6.591e-02 Score 99.260 Data time: 0.1291, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.9471 [2020-10-19 06:29:49,096][root][INFO] - ===> Epoch[4449](22244/5): Loss -0.7916, Sem 0.0269, dir -0.9826, norm 0.1640, swav 0.0000 LR: 6.591e-02 Score 99.109 Data time: 0.1654, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0998 [2020-10-19 06:29:51,040][root][INFO] - ===> Epoch[4449](22245/5): Loss -0.8036, Sem 0.0233, dir -0.9844, norm 0.1575, swav 0.0000 LR: 6.591e-02 Score 99.233 Data time: 0.0877, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8366 [2020-10-19 06:29:53,162][root][INFO] - ===> Epoch[4450](22246/5): Loss -0.8198, Sem 0.0229, dir -0.9858, norm 0.1430, swav 0.0000 LR: 6.591e-02 Score 99.241 Data time: 0.0785, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0098 [2020-10-19 06:29:55,293][root][INFO] - ===> Epoch[4450](22247/5): Loss -0.8151, Sem 0.0215, dir -0.9863, norm 0.1496, swav 0.0000 LR: 6.591e-02 Score 99.292 Data time: 0.0690, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0316 [2020-10-19 06:29:57,327][root][INFO] - ===> Epoch[4450](22248/5): Loss -0.8072, Sem 0.0265, dir -0.9834, norm 0.1498, swav 0.0000 LR: 6.590e-02 Score 99.160 Data time: 0.0586, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9307 [2020-10-19 06:29:59,524][root][INFO] - ===> Epoch[4450](22249/5): Loss -0.8123, Sem 0.0214, dir -0.9847, norm 0.1511, swav 0.0000 LR: 6.590e-02 Score 99.298 Data time: 0.0636, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1036 [2020-10-19 06:30:01,665][root][INFO] - ===> Epoch[4450](22250/5): Loss -0.8140, Sem 0.0226, dir -0.9849, norm 0.1484, swav 0.0000 LR: 6.590e-02 Score 99.277 Data time: 0.0636, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0346 [2020-10-19 06:30:03,817][root][INFO] - ===> Epoch[4451](22251/5): Loss -0.8111, Sem 0.0237, dir -0.9850, norm 0.1502, swav 0.0000 LR: 6.590e-02 Score 99.218 Data time: 0.0808, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0446 [2020-10-19 06:30:06,141][root][INFO] - ===> Epoch[4451](22252/5): Loss -0.7948, Sem 0.0246, dir -0.9847, norm 0.1653, swav 0.0000 LR: 6.590e-02 Score 99.197 Data time: 0.0719, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2102 [2020-10-19 06:30:08,831][root][INFO] - ===> Epoch[4451](22253/5): Loss -0.8129, Sem 0.0222, dir -0.9843, norm 0.1492, swav 0.0000 LR: 6.590e-02 Score 99.263 Data time: 0.1123, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.5730 [2020-10-19 06:30:11,090][root][INFO] - ===> Epoch[4451](22254/5): Loss -0.8096, Sem 0.0230, dir -0.9839, norm 0.1512, swav 0.0000 LR: 6.589e-02 Score 99.238 Data time: 0.0793, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1122 [2020-10-19 06:30:13,202][root][INFO] - ===> Epoch[4451](22255/5): Loss -0.8125, Sem 0.0218, dir -0.9848, norm 0.1505, swav 0.0000 LR: 6.589e-02 Score 99.273 Data time: 0.0926, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9792 [2020-10-19 06:30:15,098][root][INFO] - ===> Epoch[4452](22256/5): Loss -0.8018, Sem 0.0251, dir -0.9847, norm 0.1578, swav 0.0000 LR: 6.589e-02 Score 99.156 Data time: 0.0705, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8047 [2020-10-19 06:30:17,189][root][INFO] - ===> Epoch[4452](22257/5): Loss -0.8129, Sem 0.0227, dir -0.9859, norm 0.1503, swav 0.0000 LR: 6.589e-02 Score 99.256 Data time: 0.0792, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9651 [2020-10-19 06:30:19,208][root][INFO] - ===> Epoch[4452](22258/5): Loss -0.8121, Sem 0.0194, dir -0.9845, norm 0.1531, swav 0.0000 LR: 6.589e-02 Score 99.346 Data time: 0.0830, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8828 [2020-10-19 06:30:21,102][root][INFO] - ===> Epoch[4452](22259/5): Loss -0.8000, Sem 0.0248, dir -0.9841, norm 0.1593, swav 0.0000 LR: 6.589e-02 Score 99.181 Data time: 0.0785, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7697 [2020-10-19 06:30:23,598][root][INFO] - ===> Epoch[4452](22260/5): Loss -0.8051, Sem 0.0225, dir -0.9836, norm 0.1560, swav 0.0000 LR: 6.589e-02 Score 99.252 Data time: 0.0718, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3702 [2020-10-19 06:30:25,733][root][INFO] - ===> Epoch[4453](22261/5): Loss -0.8022, Sem 0.0225, dir -0.9847, norm 0.1599, swav 0.0000 LR: 6.588e-02 Score 99.239 Data time: 0.0794, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0110 [2020-10-19 06:30:28,269][root][INFO] - ===> Epoch[4453](22262/5): Loss -0.8095, Sem 0.0248, dir -0.9839, norm 0.1496, swav 0.0000 LR: 6.588e-02 Score 99.259 Data time: 0.0770, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4043 [2020-10-19 06:30:30,493][root][INFO] - ===> Epoch[4453](22263/5): Loss -0.8361, Sem 0.0175, dir -0.9875, norm 0.1340, swav 0.0000 LR: 6.588e-02 Score 99.404 Data time: 0.0669, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1004 [2020-10-19 06:30:32,352][root][INFO] - ===> Epoch[4453](22264/5): Loss -0.8113, Sem 0.0231, dir -0.9835, norm 0.1491, swav 0.0000 LR: 6.588e-02 Score 99.209 Data time: 0.0796, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7396 [2020-10-19 06:30:34,817][root][INFO] - ===> Epoch[4453](22265/5): Loss -0.8284, Sem 0.0187, dir -0.9861, norm 0.1391, swav 0.0000 LR: 6.588e-02 Score 99.367 Data time: 0.0653, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3556 [2020-10-19 06:30:37,443][root][INFO] - ===> Epoch[4454](22266/5): Loss -0.7956, Sem 0.0228, dir -0.9849, norm 0.1665, swav 0.0000 LR: 6.588e-02 Score 99.253 Data time: 0.0942, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4986 [2020-10-19 06:30:39,331][root][INFO] - ===> Epoch[4454](22267/5): Loss -0.8175, Sem 0.0212, dir -0.9855, norm 0.1467, swav 0.0000 LR: 6.587e-02 Score 99.290 Data time: 0.0810, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7551 [2020-10-19 06:30:41,366][root][INFO] - ===> Epoch[4454](22268/5): Loss -0.8038, Sem 0.0257, dir -0.9840, norm 0.1546, swav 0.0000 LR: 6.587e-02 Score 99.184 Data time: 0.0666, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9163 [2020-10-19 06:30:43,706][root][INFO] - ===> Epoch[4454](22269/5): Loss -0.8111, Sem 0.0223, dir -0.9844, norm 0.1510, swav 0.0000 LR: 6.587e-02 Score 99.255 Data time: 0.0908, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2365 [2020-10-19 06:30:46,090][root][INFO] - ===> Epoch[4454](22270/5): Loss -0.7992, Sem 0.0226, dir -0.9840, norm 0.1622, swav 0.0000 LR: 6.587e-02 Score 99.259 Data time: 0.0588, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2833 [2020-10-19 06:30:48,460][root][INFO] - ===> Epoch[4455](22271/5): Loss -0.8095, Sem 0.0224, dir -0.9849, norm 0.1530, swav 0.0000 LR: 6.587e-02 Score 99.266 Data time: 0.0553, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2664 [2020-10-19 06:30:50,441][root][INFO] - ===> Epoch[4455](22272/5): Loss -0.8098, Sem 0.0231, dir -0.9838, norm 0.1509, swav 0.0000 LR: 6.587e-02 Score 99.246 Data time: 0.0780, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9055 [2020-10-19 06:30:52,421][root][INFO] - ===> Epoch[4455](22273/5): Loss -0.8069, Sem 0.0211, dir -0.9845, norm 0.1565, swav 0.0000 LR: 6.587e-02 Score 99.283 Data time: 0.0897, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8469 [2020-10-19 06:30:54,884][root][INFO] - ===> Epoch[4455](22274/5): Loss -0.8022, Sem 0.0205, dir -0.9839, norm 0.1612, swav 0.0000 LR: 6.586e-02 Score 99.310 Data time: 0.0596, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3516 [2020-10-19 06:30:57,275][root][INFO] - ===> Epoch[4455](22275/5): Loss -0.8112, Sem 0.0191, dir -0.9866, norm 0.1563, swav 0.0000 LR: 6.586e-02 Score 99.342 Data time: 0.1025, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3008 [2020-10-19 06:30:59,368][root][INFO] - ===> Epoch[4456](22276/5): Loss -0.8172, Sem 0.0204, dir -0.9856, norm 0.1481, swav 0.0000 LR: 6.586e-02 Score 99.310 Data time: 0.0686, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9779 [2020-10-19 06:31:01,353][root][INFO] - ===> Epoch[4456](22277/5): Loss -0.7996, Sem 0.0238, dir -0.9843, norm 0.1609, swav 0.0000 LR: 6.586e-02 Score 99.239 Data time: 0.3052, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8766 [2020-10-19 06:31:03,536][root][INFO] - ===> Epoch[4456](22278/5): Loss -0.7975, Sem 0.0215, dir -0.9837, norm 0.1648, swav 0.0000 LR: 6.586e-02 Score 99.285 Data time: 0.0989, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0747 [2020-10-19 06:31:05,346][root][INFO] - ===> Epoch[4456](22279/5): Loss -0.7999, Sem 0.0237, dir -0.9836, norm 0.1600, swav 0.0000 LR: 6.586e-02 Score 99.219 Data time: 0.0595, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.6964 [2020-10-19 06:31:07,137][root][INFO] - ===> Epoch[4456](22280/5): Loss -0.8123, Sem 0.0217, dir -0.9845, norm 0.1505, swav 0.0000 LR: 6.585e-02 Score 99.276 Data time: 0.0639, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.6987 [2020-10-19 06:31:09,808][root][INFO] - ===> Epoch[4457](22281/5): Loss -0.8046, Sem 0.0194, dir -0.9849, norm 0.1609, swav 0.0000 LR: 6.585e-02 Score 99.353 Data time: 0.2967, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.6011 [2020-10-19 06:31:12,321][root][INFO] - ===> Epoch[4457](22282/5): Loss -0.8133, Sem 0.0213, dir -0.9850, norm 0.1504, swav 0.0000 LR: 6.585e-02 Score 99.305 Data time: 0.0891, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3849 [2020-10-19 06:31:14,493][root][INFO] - ===> Epoch[4457](22283/5): Loss -0.8151, Sem 0.0202, dir -0.9840, norm 0.1487, swav 0.0000 LR: 6.585e-02 Score 99.327 Data time: 0.0656, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0488 [2020-10-19 06:31:16,841][root][INFO] - ===> Epoch[4457](22284/5): Loss -0.8100, Sem 0.0211, dir -0.9845, norm 0.1534, swav 0.0000 LR: 6.585e-02 Score 99.293 Data time: 0.0711, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2612 [2020-10-19 06:31:19,050][root][INFO] - ===> Epoch[4457](22285/5): Loss -0.7923, Sem 0.0182, dir -0.9839, norm 0.1733, swav 0.0000 LR: 6.585e-02 Score 99.405 Data time: 0.0899, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1042 [2020-10-19 06:31:21,264][root][INFO] - ===> Epoch[4458](22286/5): Loss -0.8179, Sem 0.0207, dir -0.9857, norm 0.1470, swav 0.0000 LR: 6.584e-02 Score 99.290 Data time: 0.0543, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0838 [2020-10-19 06:31:23,511][root][INFO] - ===> Epoch[4458](22287/5): Loss -0.8190, Sem 0.0218, dir -0.9849, norm 0.1441, swav 0.0000 LR: 6.584e-02 Score 99.266 Data time: 0.0833, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1676 [2020-10-19 06:31:25,665][root][INFO] - ===> Epoch[4458](22288/5): Loss -0.7903, Sem 0.0191, dir -0.9840, norm 0.1745, swav 0.0000 LR: 6.584e-02 Score 99.380 Data time: 0.0939, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0540 [2020-10-19 06:31:27,723][root][INFO] - ===> Epoch[4458](22289/5): Loss -0.8111, Sem 0.0206, dir -0.9856, norm 0.1539, swav 0.0000 LR: 6.584e-02 Score 99.318 Data time: 0.0547, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9313 [2020-10-19 06:31:29,743][root][INFO] - ===> Epoch[4458](22290/5): Loss -0.7979, Sem 0.0213, dir -0.9836, norm 0.1644, swav 0.0000 LR: 6.584e-02 Score 99.297 Data time: 0.0739, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9309 [2020-10-19 06:31:31,887][root][INFO] - ===> Epoch[4459](22291/5): Loss -0.8069, Sem 0.0214, dir -0.9861, norm 0.1578, swav 0.0000 LR: 6.584e-02 Score 99.300 Data time: 0.0651, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0358 [2020-10-19 06:31:34,770][root][INFO] - ===> Epoch[4459](22292/5): Loss -0.8153, Sem 0.0185, dir -0.9855, norm 0.1517, swav 0.0000 LR: 6.584e-02 Score 99.387 Data time: 0.0490, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.7835 [2020-10-19 06:31:36,802][root][INFO] - ===> Epoch[4459](22293/5): Loss -0.8089, Sem 0.0212, dir -0.9839, norm 0.1538, swav 0.0000 LR: 6.583e-02 Score 99.284 Data time: 0.0631, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9475 [2020-10-19 06:31:38,960][root][INFO] - ===> Epoch[4459](22294/5): Loss -0.8052, Sem 0.0216, dir -0.9842, norm 0.1575, swav 0.0000 LR: 6.583e-02 Score 99.281 Data time: 0.0875, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0861 [2020-10-19 06:31:41,109][root][INFO] - ===> Epoch[4459](22295/5): Loss -0.8189, Sem 0.0185, dir -0.9854, norm 0.1480, swav 0.0000 LR: 6.583e-02 Score 99.378 Data time: 0.0809, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0413 [2020-10-19 06:31:42,945][root][INFO] - ===> Epoch[4460](22296/5): Loss -0.8175, Sem 0.0195, dir -0.9857, norm 0.1487, swav 0.0000 LR: 6.583e-02 Score 99.336 Data time: 0.0815, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7401 [2020-10-19 06:31:45,089][root][INFO] - ===> Epoch[4460](22297/5): Loss -0.8019, Sem 0.0217, dir -0.9843, norm 0.1607, swav 0.0000 LR: 6.583e-02 Score 99.276 Data time: 0.0991, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0137 [2020-10-19 06:31:47,508][root][INFO] - ===> Epoch[4460](22298/5): Loss -0.8087, Sem 0.0191, dir -0.9836, norm 0.1558, swav 0.0000 LR: 6.583e-02 Score 99.371 Data time: 0.0730, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3011 [2020-10-19 06:31:49,454][root][INFO] - ===> Epoch[4460](22299/5): Loss -0.7997, Sem 0.0206, dir -0.9857, norm 0.1654, swav 0.0000 LR: 6.582e-02 Score 99.324 Data time: 0.0914, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8234 [2020-10-19 06:31:51,649][root][INFO] - ===> Epoch[4460](22300/5): Loss -0.8282, Sem 0.0179, dir -0.9870, norm 0.1409, swav 0.0000 LR: 6.582e-02 Score 99.401 Data time: 0.1170, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0923 [2020-10-19 06:31:52,689][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 06:31:54,817][root][INFO] - ===> Epoch[4461](22301/5): Loss -0.7973, Sem 0.0207, dir -0.9844, norm 0.1664, swav 0.0000 LR: 6.582e-02 Score 99.310 Data time: 0.0886, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9606 [2020-10-19 06:31:57,279][root][INFO] - ===> Epoch[4461](22302/5): Loss -0.8115, Sem 0.0218, dir -0.9865, norm 0.1532, swav 0.0000 LR: 6.582e-02 Score 99.323 Data time: 0.0673, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3558 [2020-10-19 06:31:59,350][root][INFO] - ===> Epoch[4461](22303/5): Loss -0.8211, Sem 0.0184, dir -0.9859, norm 0.1464, swav 0.0000 LR: 6.582e-02 Score 99.370 Data time: 0.3719, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9711 [2020-10-19 06:32:01,980][root][INFO] - ===> Epoch[4461](22304/5): Loss -0.8036, Sem 0.0216, dir -0.9837, norm 0.1585, swav 0.0000 LR: 6.582e-02 Score 99.298 Data time: 0.2446, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.5099 [2020-10-19 06:32:03,870][root][INFO] - ===> Epoch[4461](22305/5): Loss -0.8129, Sem 0.0188, dir -0.9855, norm 0.1538, swav 0.0000 LR: 6.581e-02 Score 99.382 Data time: 0.0665, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.7763 [2020-10-19 06:32:06,033][root][INFO] - ===> Epoch[4462](22306/5): Loss -0.8006, Sem 0.0211, dir -0.9829, norm 0.1612, swav 0.0000 LR: 6.581e-02 Score 99.274 Data time: 0.0729, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0651 [2020-10-19 06:32:08,428][root][INFO] - ===> Epoch[4462](22307/5): Loss -0.8271, Sem 0.0209, dir -0.9866, norm 0.1386, swav 0.0000 LR: 6.581e-02 Score 99.294 Data time: 0.0690, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2946 [2020-10-19 06:32:10,766][root][INFO] - ===> Epoch[4462](22308/5): Loss -0.8196, Sem 0.0179, dir -0.9869, norm 0.1495, swav 0.0000 LR: 6.581e-02 Score 99.391 Data time: 0.0743, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2456 [2020-10-19 06:32:13,413][root][INFO] - ===> Epoch[4462](22309/5): Loss -0.8170, Sem 0.0194, dir -0.9864, norm 0.1500, swav 0.0000 LR: 6.581e-02 Score 99.347 Data time: 0.0762, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.5437 [2020-10-19 06:32:15,315][root][INFO] - ===> Epoch[4462](22310/5): Loss -0.8136, Sem 0.0193, dir -0.9861, norm 0.1532, swav 0.0000 LR: 6.581e-02 Score 99.367 Data time: 0.0625, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.7941 [2020-10-19 06:32:17,564][root][INFO] - ===> Epoch[4463](22311/5): Loss -0.8017, Sem 0.0213, dir -0.9842, norm 0.1612, swav 0.0000 LR: 6.581e-02 Score 99.285 Data time: 0.1992, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1645 [2020-10-19 06:32:19,630][root][INFO] - ===> Epoch[4463](22312/5): Loss -0.8280, Sem 0.0209, dir -0.9851, norm 0.1362, swav 0.0000 LR: 6.580e-02 Score 99.289 Data time: 0.0927, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9996 [2020-10-19 06:32:21,816][root][INFO] - ===> Epoch[4463](22313/5): Loss -0.8179, Sem 0.0186, dir -0.9855, norm 0.1490, swav 0.0000 LR: 6.580e-02 Score 99.369 Data time: 0.0926, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0841 [2020-10-19 06:32:24,324][root][INFO] - ===> Epoch[4463](22314/5): Loss -0.8274, Sem 0.0198, dir -0.9865, norm 0.1393, swav 0.0000 LR: 6.580e-02 Score 99.328 Data time: 0.0654, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.4005 [2020-10-19 06:32:26,205][root][INFO] - ===> Epoch[4463](22315/5): Loss -0.8221, Sem 0.0188, dir -0.9858, norm 0.1449, swav 0.0000 LR: 6.580e-02 Score 99.370 Data time: 0.0662, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8111 [2020-10-19 06:32:28,507][root][INFO] - ===> Epoch[4464](22316/5): Loss -0.8183, Sem 0.0202, dir -0.9860, norm 0.1474, swav 0.0000 LR: 6.580e-02 Score 99.312 Data time: 0.0759, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1925 [2020-10-19 06:32:31,201][root][INFO] - ===> Epoch[4464](22317/5): Loss -0.7717, Sem 0.0225, dir -0.9825, norm 0.1882, swav 0.0000 LR: 6.580e-02 Score 99.293 Data time: 0.0917, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.5660 [2020-10-19 06:32:33,442][root][INFO] - ===> Epoch[4464](22318/5): Loss -0.8246, Sem 0.0183, dir -0.9861, norm 0.1431, swav 0.0000 LR: 6.579e-02 Score 99.398 Data time: 0.0765, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1214 [2020-10-19 06:32:35,891][root][INFO] - ===> Epoch[4464](22319/5): Loss -0.8202, Sem 0.0195, dir -0.9865, norm 0.1467, swav 0.0000 LR: 6.579e-02 Score 99.343 Data time: 0.0900, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3489 [2020-10-19 06:32:38,112][root][INFO] - ===> Epoch[4464](22320/5): Loss -0.8039, Sem 0.0186, dir -0.9849, norm 0.1624, swav 0.0000 LR: 6.579e-02 Score 99.384 Data time: 0.0563, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1146 [2020-10-19 06:32:40,595][root][INFO] - ===> Epoch[4465](22321/5): Loss -0.8145, Sem 0.0203, dir -0.9856, norm 0.1508, swav 0.0000 LR: 6.579e-02 Score 99.314 Data time: 0.0678, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3795 [2020-10-19 06:32:42,593][root][INFO] - ===> Epoch[4465](22322/5): Loss -0.8050, Sem 0.0195, dir -0.9853, norm 0.1609, swav 0.0000 LR: 6.579e-02 Score 99.347 Data time: 0.0770, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8995 [2020-10-19 06:32:44,936][root][INFO] - ===> Epoch[4465](22323/5): Loss -0.8040, Sem 0.0208, dir -0.9845, norm 0.1597, swav 0.0000 LR: 6.579e-02 Score 99.321 Data time: 0.0807, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2363 [2020-10-19 06:32:46,703][root][INFO] - ===> Epoch[4465](22324/5): Loss -0.8080, Sem 0.0187, dir -0.9841, norm 0.1573, swav 0.0000 LR: 6.578e-02 Score 99.380 Data time: 0.0789, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.6555 [2020-10-19 06:32:48,505][root][INFO] - ===> Epoch[4465](22325/5): Loss -0.8170, Sem 0.0209, dir -0.9849, norm 0.1470, swav 0.0000 LR: 6.578e-02 Score 99.293 Data time: 0.0724, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.7143 [2020-10-19 06:32:50,624][root][INFO] - ===> Epoch[4466](22326/5): Loss -0.7945, Sem 0.0209, dir -0.9841, norm 0.1686, swav 0.0000 LR: 6.578e-02 Score 99.304 Data time: 0.1325, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0175 [2020-10-19 06:32:53,097][root][INFO] - ===> Epoch[4466](22327/5): Loss -0.8065, Sem 0.0178, dir -0.9855, norm 0.1612, swav 0.0000 LR: 6.578e-02 Score 99.407 Data time: 0.0915, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3662 [2020-10-19 06:32:55,105][root][INFO] - ===> Epoch[4466](22328/5): Loss -0.8177, Sem 0.0182, dir -0.9869, norm 0.1510, swav 0.0000 LR: 6.578e-02 Score 99.395 Data time: 0.0750, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8951 [2020-10-19 06:32:57,367][root][INFO] - ===> Epoch[4466](22329/5): Loss -0.8170, Sem 0.0195, dir -0.9846, norm 0.1480, swav 0.0000 LR: 6.578e-02 Score 99.339 Data time: 0.0904, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1709 [2020-10-19 06:32:59,274][root][INFO] - ===> Epoch[4466](22330/5): Loss -0.8140, Sem 0.0222, dir -0.9842, norm 0.1479, swav 0.0000 LR: 6.578e-02 Score 99.251 Data time: 0.0496, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8052 [2020-10-19 06:33:01,377][root][INFO] - ===> Epoch[4467](22331/5): Loss -0.8220, Sem 0.0191, dir -0.9860, norm 0.1449, swav 0.0000 LR: 6.577e-02 Score 99.346 Data time: 0.0709, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0286 [2020-10-19 06:33:03,378][root][INFO] - ===> Epoch[4467](22332/5): Loss -0.8069, Sem 0.0202, dir -0.9856, norm 0.1585, swav 0.0000 LR: 6.577e-02 Score 99.329 Data time: 0.0647, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9008 [2020-10-19 06:33:05,776][root][INFO] - ===> Epoch[4467](22333/5): Loss -0.8216, Sem 0.0179, dir -0.9865, norm 0.1470, swav 0.0000 LR: 6.577e-02 Score 99.413 Data time: 0.0633, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3020 [2020-10-19 06:33:08,045][root][INFO] - ===> Epoch[4467](22334/5): Loss -0.8121, Sem 0.0224, dir -0.9839, norm 0.1494, swav 0.0000 LR: 6.577e-02 Score 99.269 Data time: 0.0811, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1870 [2020-10-19 06:33:10,514][root][INFO] - ===> Epoch[4467](22335/5): Loss -0.8214, Sem 0.0185, dir -0.9849, norm 0.1450, swav 0.0000 LR: 6.577e-02 Score 99.383 Data time: 0.1098, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3499 [2020-10-19 06:33:12,870][root][INFO] - ===> Epoch[4468](22336/5): Loss -0.8336, Sem 0.0201, dir -0.9864, norm 0.1327, swav 0.0000 LR: 6.577e-02 Score 99.325 Data time: 0.2143, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2314 [2020-10-19 06:33:15,216][root][INFO] - ===> Epoch[4468](22337/5): Loss -0.8038, Sem 0.0177, dir -0.9851, norm 0.1635, swav 0.0000 LR: 6.576e-02 Score 99.412 Data time: 0.0942, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2390 [2020-10-19 06:33:16,869][root][INFO] - ===> Epoch[4468](22338/5): Loss -0.8132, Sem 0.0204, dir -0.9854, norm 0.1518, swav 0.0000 LR: 6.576e-02 Score 99.303 Data time: 0.0646, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.5447 [2020-10-19 06:33:19,162][root][INFO] - ===> Epoch[4468](22339/5): Loss -0.8241, Sem 0.0178, dir -0.9861, norm 0.1441, swav 0.0000 LR: 6.576e-02 Score 99.405 Data time: 0.1060, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2062 [2020-10-19 06:33:21,566][root][INFO] - ===> Epoch[4468](22340/5): Loss -0.8042, Sem 0.0208, dir -0.9832, norm 0.1582, swav 0.0000 LR: 6.576e-02 Score 99.304 Data time: 0.0686, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2872 [2020-10-19 06:33:23,740][root][INFO] - ===> Epoch[4469](22341/5): Loss -0.8062, Sem 0.0207, dir -0.9841, norm 0.1572, swav 0.0000 LR: 6.576e-02 Score 99.312 Data time: 0.0837, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0802 [2020-10-19 06:33:25,712][root][INFO] - ===> Epoch[4469](22342/5): Loss -0.8290, Sem 0.0203, dir -0.9862, norm 0.1370, swav 0.0000 LR: 6.576e-02 Score 99.328 Data time: 0.0666, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8818 [2020-10-19 06:33:28,179][root][INFO] - ===> Epoch[4469](22343/5): Loss -0.7957, Sem 0.0204, dir -0.9850, norm 0.1689, swav 0.0000 LR: 6.576e-02 Score 99.330 Data time: 0.0947, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3847 [2020-10-19 06:33:30,246][root][INFO] - ===> Epoch[4469](22344/5): Loss -0.8088, Sem 0.0213, dir -0.9845, norm 0.1544, swav 0.0000 LR: 6.575e-02 Score 99.286 Data time: 0.0961, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9721 [2020-10-19 06:33:32,301][root][INFO] - ===> Epoch[4469](22345/5): Loss -0.8142, Sem 0.0193, dir -0.9853, norm 0.1518, swav 0.0000 LR: 6.575e-02 Score 99.342 Data time: 0.0858, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9723 [2020-10-19 06:33:34,640][root][INFO] - ===> Epoch[4470](22346/5): Loss -0.7896, Sem 0.0201, dir -0.9823, norm 0.1726, swav 0.0000 LR: 6.575e-02 Score 99.337 Data time: 0.0657, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2327 [2020-10-19 06:33:36,781][root][INFO] - ===> Epoch[4470](22347/5): Loss -0.8257, Sem 0.0193, dir -0.9868, norm 0.1418, swav 0.0000 LR: 6.575e-02 Score 99.349 Data time: 0.0589, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0399 [2020-10-19 06:33:39,163][root][INFO] - ===> Epoch[4470](22348/5): Loss -0.7781, Sem 0.0207, dir -0.9829, norm 0.1841, swav 0.0000 LR: 6.575e-02 Score 99.333 Data time: 0.0559, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3029 [2020-10-19 06:33:41,135][root][INFO] - ===> Epoch[4470](22349/5): Loss -0.8025, Sem 0.0247, dir -0.9846, norm 0.1574, swav 0.0000 LR: 6.575e-02 Score 99.194 Data time: 0.0638, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9091 [2020-10-19 06:33:43,134][root][INFO] - ===> Epoch[4470](22350/5): Loss -0.8165, Sem 0.0183, dir -0.9859, norm 0.1511, swav 0.0000 LR: 6.574e-02 Score 99.388 Data time: 0.1780, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9073 [2020-10-19 06:33:45,722][root][INFO] - ===> Epoch[4471](22351/5): Loss -0.8096, Sem 0.0189, dir -0.9839, norm 0.1555, swav 0.0000 LR: 6.574e-02 Score 99.379 Data time: 0.1165, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.4977 [2020-10-19 06:33:48,112][root][INFO] - ===> Epoch[4471](22352/5): Loss -0.8010, Sem 0.0232, dir -0.9832, norm 0.1590, swav 0.0000 LR: 6.574e-02 Score 99.247 Data time: 0.0841, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2720 [2020-10-19 06:33:50,081][root][INFO] - ===> Epoch[4471](22353/5): Loss -0.7945, Sem 0.0193, dir -0.9841, norm 0.1703, swav 0.0000 LR: 6.574e-02 Score 99.354 Data time: 0.0819, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8798 [2020-10-19 06:33:52,381][root][INFO] - ===> Epoch[4471](22354/5): Loss -0.8153, Sem 0.0190, dir -0.9855, norm 0.1513, swav 0.0000 LR: 6.574e-02 Score 99.351 Data time: 0.0549, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1788 [2020-10-19 06:33:54,499][root][INFO] - ===> Epoch[4471](22355/5): Loss -0.8248, Sem 0.0177, dir -0.9864, norm 0.1440, swav 0.0000 LR: 6.574e-02 Score 99.399 Data time: 0.0566, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0357 [2020-10-19 06:33:56,754][root][INFO] - ===> Epoch[4472](22356/5): Loss -0.8084, Sem 0.0227, dir -0.9835, norm 0.1524, swav 0.0000 LR: 6.573e-02 Score 99.247 Data time: 0.0630, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1586 [2020-10-19 06:33:59,217][root][INFO] - ===> Epoch[4472](22357/5): Loss -0.8096, Sem 0.0206, dir -0.9839, norm 0.1537, swav 0.0000 LR: 6.573e-02 Score 99.304 Data time: 0.0797, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3891 [2020-10-19 06:34:01,453][root][INFO] - ===> Epoch[4472](22358/5): Loss -0.8232, Sem 0.0224, dir -0.9859, norm 0.1402, swav 0.0000 LR: 6.573e-02 Score 99.257 Data time: 0.0668, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1110 [2020-10-19 06:34:03,263][root][INFO] - ===> Epoch[4472](22359/5): Loss -0.7983, Sem 0.0212, dir -0.9854, norm 0.1659, swav 0.0000 LR: 6.573e-02 Score 99.287 Data time: 0.0557, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.7141 [2020-10-19 06:34:05,385][root][INFO] - ===> Epoch[4472](22360/5): Loss -0.8154, Sem 0.0194, dir -0.9855, norm 0.1508, swav 0.0000 LR: 6.573e-02 Score 99.354 Data time: 0.0422, Forward time: 0.7754, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0364 [2020-10-19 06:34:08,060][root][INFO] - ===> Epoch[4473](22361/5): Loss -0.8137, Sem 0.0205, dir -0.9839, norm 0.1498, swav 0.0000 LR: 6.573e-02 Score 99.298 Data time: 0.0474, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.6123 [2020-10-19 06:34:10,209][root][INFO] - ===> Epoch[4473](22362/5): Loss -0.8141, Sem 0.0214, dir -0.9853, norm 0.1498, swav 0.0000 LR: 6.573e-02 Score 99.278 Data time: 0.0768, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0909 [2020-10-19 06:34:12,592][root][INFO] - ===> Epoch[4473](22363/5): Loss -0.8071, Sem 0.0213, dir -0.9859, norm 0.1576, swav 0.0000 LR: 6.572e-02 Score 99.281 Data time: 0.0804, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2856 [2020-10-19 06:34:14,489][root][INFO] - ===> Epoch[4473](22364/5): Loss -0.8131, Sem 0.0202, dir -0.9852, norm 0.1520, swav 0.0000 LR: 6.572e-02 Score 99.326 Data time: 0.0688, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7727 [2020-10-19 06:34:16,962][root][INFO] - ===> Epoch[4473](22365/5): Loss -0.8176, Sem 0.0173, dir -0.9868, norm 0.1520, swav 0.0000 LR: 6.572e-02 Score 99.426 Data time: 0.0790, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3749 [2020-10-19 06:34:19,430][root][INFO] - ===> Epoch[4474](22366/5): Loss -0.8017, Sem 0.0208, dir -0.9860, norm 0.1635, swav 0.0000 LR: 6.572e-02 Score 99.292 Data time: 0.0700, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3515 [2020-10-19 06:34:21,523][root][INFO] - ===> Epoch[4474](22367/5): Loss -0.8113, Sem 0.0205, dir -0.9840, norm 0.1521, swav 0.0000 LR: 6.572e-02 Score 99.301 Data time: 0.0590, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9570 [2020-10-19 06:34:23,936][root][INFO] - ===> Epoch[4474](22368/5): Loss -0.8194, Sem 0.0179, dir -0.9867, norm 0.1493, swav 0.0000 LR: 6.572e-02 Score 99.394 Data time: 0.0514, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3293 [2020-10-19 06:34:26,370][root][INFO] - ===> Epoch[4474](22369/5): Loss -0.8131, Sem 0.0200, dir -0.9843, norm 0.1512, swav 0.0000 LR: 6.571e-02 Score 99.343 Data time: 0.0897, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3622 [2020-10-19 06:34:28,663][root][INFO] - ===> Epoch[4474](22370/5): Loss -0.8158, Sem 0.0199, dir -0.9851, norm 0.1494, swav 0.0000 LR: 6.571e-02 Score 99.339 Data time: 0.0737, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1780 [2020-10-19 06:34:30,685][root][INFO] - ===> Epoch[4475](22371/5): Loss -0.8033, Sem 0.0219, dir -0.9836, norm 0.1584, swav 0.0000 LR: 6.571e-02 Score 99.273 Data time: 0.0906, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9134 [2020-10-19 06:34:33,092][root][INFO] - ===> Epoch[4475](22372/5): Loss -0.8080, Sem 0.0187, dir -0.9862, norm 0.1594, swav 0.0000 LR: 6.571e-02 Score 99.387 Data time: 0.0855, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3022 [2020-10-19 06:34:35,258][root][INFO] - ===> Epoch[4475](22373/5): Loss -0.8050, Sem 0.0195, dir -0.9857, norm 0.1612, swav 0.0000 LR: 6.571e-02 Score 99.349 Data time: 0.0844, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0275 [2020-10-19 06:34:37,571][root][INFO] - ===> Epoch[4475](22374/5): Loss -0.8119, Sem 0.0198, dir -0.9852, norm 0.1536, swav 0.0000 LR: 6.571e-02 Score 99.336 Data time: 0.0682, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1918 [2020-10-19 06:34:39,501][root][INFO] - ===> Epoch[4475](22375/5): Loss -0.8226, Sem 0.0181, dir -0.9867, norm 0.1459, swav 0.0000 LR: 6.570e-02 Score 99.401 Data time: 0.0786, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8214 [2020-10-19 06:34:42,159][root][INFO] - ===> Epoch[4476](22376/5): Loss -0.8154, Sem 0.0196, dir -0.9862, norm 0.1512, swav 0.0000 LR: 6.570e-02 Score 99.337 Data time: 0.0823, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.5245 [2020-10-19 06:34:44,375][root][INFO] - ===> Epoch[4476](22377/5): Loss -0.8174, Sem 0.0205, dir -0.9849, norm 0.1470, swav 0.0000 LR: 6.570e-02 Score 99.295 Data time: 0.0763, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0951 [2020-10-19 06:34:46,192][root][INFO] - ===> Epoch[4476](22378/5): Loss -0.8279, Sem 0.0189, dir -0.9870, norm 0.1402, swav 0.0000 LR: 6.570e-02 Score 99.344 Data time: 0.0726, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.6955 [2020-10-19 06:34:48,441][root][INFO] - ===> Epoch[4476](22379/5): Loss -0.7972, Sem 0.0211, dir -0.9852, norm 0.1668, swav 0.0000 LR: 6.570e-02 Score 99.288 Data time: 0.1237, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1538 [2020-10-19 06:34:50,788][root][INFO] - ===> Epoch[4476](22380/5): Loss -0.8135, Sem 0.0191, dir -0.9861, norm 0.1535, swav 0.0000 LR: 6.570e-02 Score 99.362 Data time: 0.0817, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2389 [2020-10-19 06:34:53,626][root][INFO] - ===> Epoch[4477](22381/5): Loss -0.8155, Sem 0.0187, dir -0.9868, norm 0.1526, swav 0.0000 LR: 6.570e-02 Score 99.364 Data time: 0.0832, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.7320 [2020-10-19 06:34:56,268][root][INFO] - ===> Epoch[4477](22382/5): Loss -0.8066, Sem 0.0177, dir -0.9853, norm 0.1610, swav 0.0000 LR: 6.569e-02 Score 99.404 Data time: 0.0826, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4905 [2020-10-19 06:34:58,205][root][INFO] - ===> Epoch[4477](22383/5): Loss -0.8074, Sem 0.0219, dir -0.9839, norm 0.1546, swav 0.0000 LR: 6.569e-02 Score 99.271 Data time: 0.0651, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8065 [2020-10-19 06:35:00,176][root][INFO] - ===> Epoch[4477](22384/5): Loss -0.8038, Sem 0.0191, dir -0.9854, norm 0.1625, swav 0.0000 LR: 6.569e-02 Score 99.350 Data time: 0.0714, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8685 [2020-10-19 06:35:02,211][root][INFO] - ===> Epoch[4477](22385/5): Loss -0.8181, Sem 0.0194, dir -0.9863, norm 0.1487, swav 0.0000 LR: 6.569e-02 Score 99.337 Data time: 0.0785, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9305 [2020-10-19 06:35:04,483][root][INFO] - ===> Epoch[4478](22386/5): Loss -0.7972, Sem 0.0204, dir -0.9850, norm 0.1675, swav 0.0000 LR: 6.569e-02 Score 99.318 Data time: 0.0546, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1421 [2020-10-19 06:35:06,833][root][INFO] - ===> Epoch[4478](22387/5): Loss -0.8157, Sem 0.0194, dir -0.9857, norm 0.1506, swav 0.0000 LR: 6.569e-02 Score 99.359 Data time: 0.0667, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2334 [2020-10-19 06:35:09,322][root][INFO] - ===> Epoch[4478](22388/5): Loss -0.8094, Sem 0.0195, dir -0.9863, norm 0.1574, swav 0.0000 LR: 6.568e-02 Score 99.353 Data time: 0.0696, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3896 [2020-10-19 06:35:11,344][root][INFO] - ===> Epoch[4478](22389/5): Loss -0.8198, Sem 0.0208, dir -0.9850, norm 0.1444, swav 0.0000 LR: 6.568e-02 Score 99.296 Data time: 0.1380, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9120 [2020-10-19 06:35:13,660][root][INFO] - ===> Epoch[4478](22390/5): Loss -0.8145, Sem 0.0178, dir -0.9861, norm 0.1538, swav 0.0000 LR: 6.568e-02 Score 99.414 Data time: 0.1017, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1703 [2020-10-19 06:35:16,081][root][INFO] - ===> Epoch[4479](22391/5): Loss -0.8119, Sem 0.0202, dir -0.9852, norm 0.1531, swav 0.0000 LR: 6.568e-02 Score 99.342 Data time: 0.1044, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2800 [2020-10-19 06:35:18,724][root][INFO] - ===> Epoch[4479](22392/5): Loss -0.8240, Sem 0.0203, dir -0.9861, norm 0.1417, swav 0.0000 LR: 6.568e-02 Score 99.314 Data time: 0.0795, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5022 [2020-10-19 06:35:20,660][root][INFO] - ===> Epoch[4479](22393/5): Loss -0.8285, Sem 0.0182, dir -0.9871, norm 0.1405, swav 0.0000 LR: 6.568e-02 Score 99.393 Data time: 0.0757, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8528 [2020-10-19 06:35:22,825][root][INFO] - ===> Epoch[4479](22394/5): Loss -0.8206, Sem 0.0193, dir -0.9860, norm 0.1461, swav 0.0000 LR: 6.567e-02 Score 99.352 Data time: 0.0839, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0652 [2020-10-19 06:35:25,406][root][INFO] - ===> Epoch[4479](22395/5): Loss -0.8095, Sem 0.0212, dir -0.9841, norm 0.1533, swav 0.0000 LR: 6.567e-02 Score 99.305 Data time: 0.0545, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4550 [2020-10-19 06:35:27,870][root][INFO] - ===> Epoch[4480](22396/5): Loss -0.8038, Sem 0.0212, dir -0.9841, norm 0.1591, swav 0.0000 LR: 6.567e-02 Score 99.296 Data time: 0.0738, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3585 [2020-10-19 06:35:30,149][root][INFO] - ===> Epoch[4480](22397/5): Loss -0.8194, Sem 0.0204, dir -0.9853, norm 0.1455, swav 0.0000 LR: 6.567e-02 Score 99.314 Data time: 0.1114, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1570 [2020-10-19 06:35:33,086][root][INFO] - ===> Epoch[4480](22398/5): Loss -0.8208, Sem 0.0178, dir -0.9858, norm 0.1471, swav 0.0000 LR: 6.567e-02 Score 99.414 Data time: 0.0712, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.8084 [2020-10-19 06:35:35,025][root][INFO] - ===> Epoch[4480](22399/5): Loss -0.8320, Sem 0.0195, dir -0.9874, norm 0.1360, swav 0.0000 LR: 6.567e-02 Score 99.337 Data time: 0.0793, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8255 [2020-10-19 06:35:37,223][root][INFO] - ===> Epoch[4480](22400/5): Loss -0.8193, Sem 0.0191, dir -0.9860, norm 0.1476, swav 0.0000 LR: 6.567e-02 Score 99.357 Data time: 0.0922, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0740 [2020-10-19 06:35:38,203][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 06:35:38,357][root][INFO] - ===> Start testing [2020-10-19 06:36:17,908][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1206 Loss 0.640 (AVG: 0.521) Score 89.877 (AVG: 90.863) mIOU 70.803 mAP 85.024 mAcc 78.236 IOU: 64.058 0.829 81.878 75.528 94.772 91.607 35.678 78.645 98.261 75.630 79.800 86.052 57.695 mAP: 81.483 18.365 96.302 88.330 98.873 98.725 57.900 96.448 99.767 91.497 92.622 94.527 90.467 mAcc: 78.318 4.831 90.169 83.685 95.935 98.038 38.432 93.399 99.013 84.688 90.407 96.181 63.967 [2020-10-19 06:36:17,910][root][INFO] - Finished test. Elapsed time: 39.5508 [2020-10-19 06:36:21,228][root][INFO] - [2020-10-19 06:36:21,228][root][INFO] - ################################################################ [2020-10-19 06:36:21,228][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 06:36:21,228][root][INFO] - ################################################################ [2020-10-19 06:36:21,228][root][INFO] - clutter : nan nan nan [2020-10-19 06:36:21,228][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 06:36:21,228][root][INFO] - board : 0.768 0.852 0.923 [2020-10-19 06:36:21,228][root][INFO] - bookcase : 0.245 0.371 0.550 [2020-10-19 06:36:21,229][root][INFO] - ceiling : 0.444 0.509 0.610 [2020-10-19 06:36:21,229][root][INFO] - chair : 0.841 0.911 0.933 [2020-10-19 06:36:21,229][root][INFO] - column : 0.205 0.293 0.445 [2020-10-19 06:36:21,229][root][INFO] - door : 0.796 0.938 0.971 [2020-10-19 06:36:21,229][root][INFO] - floor : 0.593 0.636 0.648 [2020-10-19 06:36:21,229][root][INFO] - sofa : 0.422 0.682 0.809 [2020-10-19 06:36:21,229][root][INFO] - table : 0.135 0.316 0.611 [2020-10-19 06:36:21,229][root][INFO] - wall : 0.537 0.729 0.842 [2020-10-19 06:36:21,229][root][INFO] - window : 0.544 0.766 0.781 [2020-10-19 06:36:21,229][root][INFO] - ---------------------------------------------------------------- [2020-10-19 06:36:21,229][root][INFO] - average : 0.461 0.584 0.677 [2020-10-19 06:36:21,229][root][INFO] - [2020-10-19 06:36:21,386][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 06:36:21,388][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 06:36:22,945][root][INFO] - ===> Epoch[4481](22401/5): Loss -0.8098, Sem 0.0217, dir -0.9850, norm 0.1534, swav 0.0000 LR: 6.566e-02 Score 99.275 Data time: 0.0524, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.5522 [2020-10-19 06:36:25,508][root][INFO] - ===> Epoch[4481](22402/5): Loss -0.8209, Sem 0.0178, dir -0.9859, norm 0.1472, swav 0.0000 LR: 6.566e-02 Score 99.410 Data time: 0.0828, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4673 [2020-10-19 06:36:27,338][root][INFO] - ===> Epoch[4481](22403/5): Loss -0.8306, Sem 0.0175, dir -0.9872, norm 0.1392, swav 0.0000 LR: 6.566e-02 Score 99.405 Data time: 0.0770, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7201 [2020-10-19 06:36:29,433][root][INFO] - ===> Epoch[4481](22404/5): Loss -0.8171, Sem 0.0193, dir -0.9845, norm 0.1481, swav 0.0000 LR: 6.566e-02 Score 99.358 Data time: 0.1631, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9903 [2020-10-19 06:36:31,616][root][INFO] - ===> Epoch[4481](22405/5): Loss -0.8425, Sem 0.0180, dir -0.9879, norm 0.1274, swav 0.0000 LR: 6.566e-02 Score 99.397 Data time: 0.0797, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1099 [2020-10-19 06:36:33,824][root][INFO] - ===> Epoch[4482](22406/5): Loss -0.8175, Sem 0.0177, dir -0.9860, norm 0.1508, swav 0.0000 LR: 6.566e-02 Score 99.415 Data time: 0.1084, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0946 [2020-10-19 06:36:36,591][root][INFO] - ===> Epoch[4482](22407/5): Loss -0.8220, Sem 0.0187, dir -0.9860, norm 0.1452, swav 0.0000 LR: 6.565e-02 Score 99.376 Data time: 0.0643, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.6865 [2020-10-19 06:36:38,534][root][INFO] - ===> Epoch[4482](22408/5): Loss -0.8096, Sem 0.0199, dir -0.9865, norm 0.1569, swav 0.0000 LR: 6.565e-02 Score 99.338 Data time: 0.0897, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8619 [2020-10-19 06:36:41,217][root][INFO] - ===> Epoch[4482](22409/5): Loss -0.8187, Sem 0.0218, dir -0.9847, norm 0.1442, swav 0.0000 LR: 6.565e-02 Score 99.270 Data time: 0.0738, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5985 [2020-10-19 06:36:43,182][root][INFO] - ===> Epoch[4482](22410/5): Loss -0.8184, Sem 0.0180, dir -0.9867, norm 0.1503, swav 0.0000 LR: 6.565e-02 Score 99.387 Data time: 0.0692, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8639 [2020-10-19 06:36:45,862][root][INFO] - ===> Epoch[4483](22411/5): Loss -0.8017, Sem 0.0236, dir -0.9849, norm 0.1596, swav 0.0000 LR: 6.565e-02 Score 99.235 Data time: 0.0570, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5947 [2020-10-19 06:36:47,758][root][INFO] - ===> Epoch[4483](22412/5): Loss -0.8191, Sem 0.0179, dir -0.9863, norm 0.1493, swav 0.0000 LR: 6.565e-02 Score 99.389 Data time: 0.0818, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8140 [2020-10-19 06:36:49,753][root][INFO] - ===> Epoch[4483](22413/5): Loss -0.8199, Sem 0.0192, dir -0.9853, norm 0.1463, swav 0.0000 LR: 6.565e-02 Score 99.343 Data time: 0.0914, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8834 [2020-10-19 06:36:51,968][root][INFO] - ===> Epoch[4483](22414/5): Loss -0.8040, Sem 0.0208, dir -0.9857, norm 0.1609, swav 0.0000 LR: 6.564e-02 Score 99.296 Data time: 0.0873, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0847 [2020-10-19 06:36:54,961][root][INFO] - ===> Epoch[4483](22415/5): Loss -0.8096, Sem 0.0176, dir -0.9854, norm 0.1583, swav 0.0000 LR: 6.564e-02 Score 99.408 Data time: 0.0708, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.8812 [2020-10-19 06:36:57,226][root][INFO] - ===> Epoch[4484](22416/5): Loss -0.8242, Sem 0.0189, dir -0.9869, norm 0.1439, swav 0.0000 LR: 6.564e-02 Score 99.364 Data time: 0.0615, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1438 [2020-10-19 06:36:59,302][root][INFO] - ===> Epoch[4484](22417/5): Loss -0.8041, Sem 0.0193, dir -0.9853, norm 0.1619, swav 0.0000 LR: 6.564e-02 Score 99.343 Data time: 0.0845, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9836 [2020-10-19 06:37:01,135][root][INFO] - ===> Epoch[4484](22418/5): Loss -0.8059, Sem 0.0207, dir -0.9845, norm 0.1578, swav 0.0000 LR: 6.564e-02 Score 99.308 Data time: 0.0692, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7187 [2020-10-19 06:37:03,741][root][INFO] - ===> Epoch[4484](22419/5): Loss -0.8194, Sem 0.0205, dir -0.9858, norm 0.1460, swav 0.0000 LR: 6.564e-02 Score 99.309 Data time: 0.0874, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5096 [2020-10-19 06:37:05,801][root][INFO] - ===> Epoch[4484](22420/5): Loss -0.8147, Sem 0.0192, dir -0.9871, norm 0.1532, swav 0.0000 LR: 6.563e-02 Score 99.376 Data time: 0.0825, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9400 [2020-10-19 06:37:08,090][root][INFO] - ===> Epoch[4485](22421/5): Loss -0.8195, Sem 0.0195, dir -0.9858, norm 0.1469, swav 0.0000 LR: 6.563e-02 Score 99.327 Data time: 0.0804, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1796 [2020-10-19 06:37:10,499][root][INFO] - ===> Epoch[4485](22422/5): Loss -0.8262, Sem 0.0188, dir -0.9850, norm 0.1401, swav 0.0000 LR: 6.563e-02 Score 99.357 Data time: 0.0677, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2823 [2020-10-19 06:37:12,922][root][INFO] - ===> Epoch[4485](22423/5): Loss -0.8301, Sem 0.0177, dir -0.9871, norm 0.1393, swav 0.0000 LR: 6.563e-02 Score 99.417 Data time: 0.0708, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3135 [2020-10-19 06:37:14,849][root][INFO] - ===> Epoch[4485](22424/5): Loss -0.8226, Sem 0.0203, dir -0.9856, norm 0.1427, swav 0.0000 LR: 6.563e-02 Score 99.323 Data time: 0.0720, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8228 [2020-10-19 06:37:17,246][root][INFO] - ===> Epoch[4485](22425/5): Loss -0.8212, Sem 0.0180, dir -0.9869, norm 0.1477, swav 0.0000 LR: 6.563e-02 Score 99.401 Data time: 0.0961, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2836 [2020-10-19 06:37:19,414][root][INFO] - ===> Epoch[4486](22426/5): Loss -0.8165, Sem 0.0178, dir -0.9870, norm 0.1527, swav 0.0000 LR: 6.562e-02 Score 99.407 Data time: 0.0641, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0331 [2020-10-19 06:37:21,320][root][INFO] - ===> Epoch[4486](22427/5): Loss -0.8282, Sem 0.0210, dir -0.9859, norm 0.1367, swav 0.0000 LR: 6.562e-02 Score 99.287 Data time: 0.0750, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8063 [2020-10-19 06:37:23,262][root][INFO] - ===> Epoch[4486](22428/5): Loss -0.8292, Sem 0.0175, dir -0.9863, norm 0.1395, swav 0.0000 LR: 6.562e-02 Score 99.410 Data time: 0.0832, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8420 [2020-10-19 06:37:25,569][root][INFO] - ===> Epoch[4486](22429/5): Loss -0.8163, Sem 0.0203, dir -0.9846, norm 0.1479, swav 0.0000 LR: 6.562e-02 Score 99.350 Data time: 0.0424, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1947 [2020-10-19 06:37:27,366][root][INFO] - ===> Epoch[4486](22430/5): Loss -0.8106, Sem 0.0193, dir -0.9852, norm 0.1552, swav 0.0000 LR: 6.562e-02 Score 99.351 Data time: 0.0749, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.6988 [2020-10-19 06:37:29,894][root][INFO] - ===> Epoch[4487](22431/5): Loss -0.8303, Sem 0.0191, dir -0.9865, norm 0.1371, swav 0.0000 LR: 6.562e-02 Score 99.367 Data time: 0.1093, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4309 [2020-10-19 06:37:32,048][root][INFO] - ===> Epoch[4487](22432/5): Loss -0.8167, Sem 0.0188, dir -0.9867, norm 0.1512, swav 0.0000 LR: 6.562e-02 Score 99.381 Data time: 0.0900, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0184 [2020-10-19 06:37:34,399][root][INFO] - ===> Epoch[4487](22433/5): Loss -0.8133, Sem 0.0205, dir -0.9851, norm 0.1512, swav 0.0000 LR: 6.561e-02 Score 99.314 Data time: 0.1052, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2506 [2020-10-19 06:37:36,444][root][INFO] - ===> Epoch[4487](22434/5): Loss -0.8265, Sem 0.0192, dir -0.9864, norm 0.1407, swav 0.0000 LR: 6.561e-02 Score 99.346 Data time: 0.0831, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9301 [2020-10-19 06:37:38,360][root][INFO] - ===> Epoch[4487](22435/5): Loss -0.8211, Sem 0.0196, dir -0.9862, norm 0.1455, swav 0.0000 LR: 6.561e-02 Score 99.336 Data time: 0.0787, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8375 [2020-10-19 06:37:40,658][root][INFO] - ===> Epoch[4488](22436/5): Loss -0.8160, Sem 0.0218, dir -0.9848, norm 0.1470, swav 0.0000 LR: 6.561e-02 Score 99.261 Data time: 0.0617, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2056 [2020-10-19 06:37:42,791][root][INFO] - ===> Epoch[4488](22437/5): Loss -0.8343, Sem 0.0175, dir -0.9883, norm 0.1365, swav 0.0000 LR: 6.561e-02 Score 99.408 Data time: 0.0737, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0583 [2020-10-19 06:37:45,175][root][INFO] - ===> Epoch[4488](22438/5): Loss -0.8287, Sem 0.0182, dir -0.9847, norm 0.1379, swav 0.0000 LR: 6.561e-02 Score 99.375 Data time: 0.0936, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2864 [2020-10-19 06:37:47,445][root][INFO] - ===> Epoch[4488](22439/5): Loss -0.8154, Sem 0.0216, dir -0.9843, norm 0.1473, swav 0.0000 LR: 6.560e-02 Score 99.271 Data time: 0.1066, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1644 [2020-10-19 06:37:49,776][root][INFO] - ===> Epoch[4488](22440/5): Loss -0.8301, Sem 0.0177, dir -0.9855, norm 0.1378, swav 0.0000 LR: 6.560e-02 Score 99.414 Data time: 0.0790, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2092 [2020-10-19 06:37:51,770][root][INFO] - ===> Epoch[4489](22441/5): Loss -0.8336, Sem 0.0190, dir -0.9870, norm 0.1344, swav 0.0000 LR: 6.560e-02 Score 99.343 Data time: 0.0733, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9221 [2020-10-19 06:37:54,017][root][INFO] - ===> Epoch[4489](22442/5): Loss -0.8195, Sem 0.0197, dir -0.9862, norm 0.1470, swav 0.0000 LR: 6.560e-02 Score 99.339 Data time: 0.0730, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1525 [2020-10-19 06:37:56,028][root][INFO] - ===> Epoch[4489](22443/5): Loss -0.8286, Sem 0.0175, dir -0.9870, norm 0.1409, swav 0.0000 LR: 6.560e-02 Score 99.407 Data time: 0.0913, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9166 [2020-10-19 06:37:58,764][root][INFO] - ===> Epoch[4489](22444/5): Loss -0.8249, Sem 0.0177, dir -0.9866, norm 0.1440, swav 0.0000 LR: 6.560e-02 Score 99.405 Data time: 0.1016, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.6138 [2020-10-19 06:38:01,141][root][INFO] - ===> Epoch[4489](22445/5): Loss -0.8256, Sem 0.0190, dir -0.9866, norm 0.1421, swav 0.0000 LR: 6.559e-02 Score 99.353 Data time: 0.0711, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2632 [2020-10-19 06:38:03,334][root][INFO] - ===> Epoch[4490](22446/5): Loss -0.8398, Sem 0.0178, dir -0.9869, norm 0.1293, swav 0.0000 LR: 6.559e-02 Score 99.386 Data time: 0.0863, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0951 [2020-10-19 06:38:05,719][root][INFO] - ===> Epoch[4490](22447/5): Loss -0.8374, Sem 0.0175, dir -0.9853, norm 0.1305, swav 0.0000 LR: 6.559e-02 Score 99.404 Data time: 0.0702, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2919 [2020-10-19 06:38:07,820][root][INFO] - ===> Epoch[4490](22448/5): Loss -0.8304, Sem 0.0195, dir -0.9863, norm 0.1364, swav 0.0000 LR: 6.559e-02 Score 99.342 Data time: 0.0668, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0050 [2020-10-19 06:38:10,056][root][INFO] - ===> Epoch[4490](22449/5): Loss -0.8325, Sem 0.0189, dir -0.9876, norm 0.1362, swav 0.0000 LR: 6.559e-02 Score 99.352 Data time: 0.0764, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1528 [2020-10-19 06:38:12,401][root][INFO] - ===> Epoch[4490](22450/5): Loss -0.8171, Sem 0.0206, dir -0.9861, norm 0.1484, swav 0.0000 LR: 6.559e-02 Score 99.304 Data time: 0.0678, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2389 [2020-10-19 06:38:14,405][root][INFO] - ===> Epoch[4491](22451/5): Loss -0.8351, Sem 0.0188, dir -0.9866, norm 0.1327, swav 0.0000 LR: 6.559e-02 Score 99.386 Data time: 0.0684, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9059 [2020-10-19 06:38:16,583][root][INFO] - ===> Epoch[4491](22452/5): Loss -0.8348, Sem 0.0191, dir -0.9850, norm 0.1311, swav 0.0000 LR: 6.558e-02 Score 99.341 Data time: 0.0433, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0790 [2020-10-19 06:38:19,360][root][INFO] - ===> Epoch[4491](22453/5): Loss -0.7969, Sem 0.0193, dir -0.9847, norm 0.1684, swav 0.0000 LR: 6.558e-02 Score 99.364 Data time: 0.1003, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.7009 [2020-10-19 06:38:21,524][root][INFO] - ===> Epoch[4491](22454/5): Loss -0.8260, Sem 0.0198, dir -0.9867, norm 0.1410, swav 0.0000 LR: 6.558e-02 Score 99.337 Data time: 0.0856, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0325 [2020-10-19 06:38:23,492][root][INFO] - ===> Epoch[4491](22455/5): Loss -0.8226, Sem 0.0191, dir -0.9851, norm 0.1434, swav 0.0000 LR: 6.558e-02 Score 99.352 Data time: 0.0854, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8567 [2020-10-19 06:38:25,418][root][INFO] - ===> Epoch[4492](22456/5): Loss -0.8313, Sem 0.0197, dir -0.9865, norm 0.1354, swav 0.0000 LR: 6.558e-02 Score 99.334 Data time: 0.0653, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8211 [2020-10-19 06:38:27,544][root][INFO] - ===> Epoch[4492](22457/5): Loss -0.8287, Sem 0.0178, dir -0.9851, norm 0.1386, swav 0.0000 LR: 6.558e-02 Score 99.407 Data time: 0.0782, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0455 [2020-10-19 06:38:29,693][root][INFO] - ===> Epoch[4492](22458/5): Loss -0.8255, Sem 0.0189, dir -0.9863, norm 0.1418, swav 0.0000 LR: 6.557e-02 Score 99.371 Data time: 0.0570, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0358 [2020-10-19 06:38:31,966][root][INFO] - ===> Epoch[4492](22459/5): Loss -0.8356, Sem 0.0191, dir -0.9863, norm 0.1316, swav 0.0000 LR: 6.557e-02 Score 99.365 Data time: 0.0717, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1974 [2020-10-19 06:38:34,163][root][INFO] - ===> Epoch[4492](22460/5): Loss -0.8229, Sem 0.0206, dir -0.9858, norm 0.1424, swav 0.0000 LR: 6.557e-02 Score 99.312 Data time: 0.0844, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1030 [2020-10-19 06:38:36,168][root][INFO] - ===> Epoch[4493](22461/5): Loss -0.8299, Sem 0.0180, dir -0.9862, norm 0.1384, swav 0.0000 LR: 6.557e-02 Score 99.400 Data time: 0.0947, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9255 [2020-10-19 06:38:38,886][root][INFO] - ===> Epoch[4493](22462/5): Loss -0.8328, Sem 0.0202, dir -0.9861, norm 0.1331, swav 0.0000 LR: 6.557e-02 Score 99.330 Data time: 0.0819, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.6038 [2020-10-19 06:38:41,134][root][INFO] - ===> Epoch[4493](22463/5): Loss -0.8284, Sem 0.0195, dir -0.9861, norm 0.1381, swav 0.0000 LR: 6.557e-02 Score 99.334 Data time: 0.1146, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1368 [2020-10-19 06:38:43,305][root][INFO] - ===> Epoch[4493](22464/5): Loss -0.8224, Sem 0.0193, dir -0.9868, norm 0.1451, swav 0.0000 LR: 6.556e-02 Score 99.354 Data time: 0.0769, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0475 [2020-10-19 06:38:45,519][root][INFO] - ===> Epoch[4493](22465/5): Loss -0.8422, Sem 0.0174, dir -0.9879, norm 0.1284, swav 0.0000 LR: 6.556e-02 Score 99.409 Data time: 0.0663, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1299 [2020-10-19 06:38:48,018][root][INFO] - ===> Epoch[4494](22466/5): Loss -0.8157, Sem 0.0196, dir -0.9851, norm 0.1498, swav 0.0000 LR: 6.556e-02 Score 99.342 Data time: 0.0741, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4082 [2020-10-19 06:38:49,990][root][INFO] - ===> Epoch[4494](22467/5): Loss -0.8319, Sem 0.0202, dir -0.9856, norm 0.1334, swav 0.0000 LR: 6.556e-02 Score 99.303 Data time: 0.0629, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8557 [2020-10-19 06:38:52,654][root][INFO] - ===> Epoch[4494](22468/5): Loss -0.8221, Sem 0.0192, dir -0.9864, norm 0.1452, swav 0.0000 LR: 6.556e-02 Score 99.353 Data time: 0.0957, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5747 [2020-10-19 06:38:54,919][root][INFO] - ===> Epoch[4494](22469/5): Loss -0.8322, Sem 0.0170, dir -0.9874, norm 0.1382, swav 0.0000 LR: 6.556e-02 Score 99.430 Data time: 0.0721, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1570 [2020-10-19 06:38:57,312][root][INFO] - ===> Epoch[4494](22470/5): Loss -0.8222, Sem 0.0219, dir -0.9846, norm 0.1406, swav 0.0000 LR: 6.556e-02 Score 99.252 Data time: 0.1036, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2983 [2020-10-19 06:38:59,501][root][INFO] - ===> Epoch[4495](22471/5): Loss -0.8314, Sem 0.0174, dir -0.9873, norm 0.1384, swav 0.0000 LR: 6.555e-02 Score 99.417 Data time: 0.0811, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0734 [2020-10-19 06:39:01,780][root][INFO] - ===> Epoch[4495](22472/5): Loss -0.8366, Sem 0.0177, dir -0.9870, norm 0.1327, swav 0.0000 LR: 6.555e-02 Score 99.387 Data time: 0.1778, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1756 [2020-10-19 06:39:04,079][root][INFO] - ===> Epoch[4495](22473/5): Loss -0.8295, Sem 0.0198, dir -0.9857, norm 0.1364, swav 0.0000 LR: 6.555e-02 Score 99.357 Data time: 0.0992, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1741 [2020-10-19 06:39:05,873][root][INFO] - ===> Epoch[4495](22474/5): Loss -0.8302, Sem 0.0201, dir -0.9862, norm 0.1358, swav 0.0000 LR: 6.555e-02 Score 99.326 Data time: 0.0557, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.6777 [2020-10-19 06:39:07,825][root][INFO] - ===> Epoch[4495](22475/5): Loss -0.8380, Sem 0.0163, dir -0.9874, norm 0.1331, swav 0.0000 LR: 6.555e-02 Score 99.440 Data time: 0.1656, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8704 [2020-10-19 06:39:10,180][root][INFO] - ===> Epoch[4496](22476/5): Loss -0.8158, Sem 0.0201, dir -0.9840, norm 0.1481, swav 0.0000 LR: 6.555e-02 Score 99.337 Data time: 0.0891, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2330 [2020-10-19 06:39:12,776][root][INFO] - ===> Epoch[4496](22477/5): Loss -0.8027, Sem 0.0237, dir -0.9859, norm 0.1596, swav 0.0000 LR: 6.554e-02 Score 99.290 Data time: 0.1151, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4515 [2020-10-19 06:39:14,952][root][INFO] - ===> Epoch[4496](22478/5): Loss -0.8275, Sem 0.0192, dir -0.9861, norm 0.1394, swav 0.0000 LR: 6.554e-02 Score 99.359 Data time: 0.0733, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0745 [2020-10-19 06:39:17,012][root][INFO] - ===> Epoch[4496](22479/5): Loss -0.8234, Sem 0.0180, dir -0.9864, norm 0.1450, swav 0.0000 LR: 6.554e-02 Score 99.393 Data time: 0.0902, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9860 [2020-10-19 06:39:19,344][root][INFO] - ===> Epoch[4496](22480/5): Loss -0.8297, Sem 0.0184, dir -0.9869, norm 0.1388, swav 0.0000 LR: 6.554e-02 Score 99.379 Data time: 0.0543, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2204 [2020-10-19 06:39:21,918][root][INFO] - ===> Epoch[4497](22481/5): Loss -0.8253, Sem 0.0191, dir -0.9850, norm 0.1405, swav 0.0000 LR: 6.554e-02 Score 99.363 Data time: 0.0454, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5127 [2020-10-19 06:39:24,152][root][INFO] - ===> Epoch[4497](22482/5): Loss -0.8032, Sem 0.0211, dir -0.9831, norm 0.1589, swav 0.0000 LR: 6.554e-02 Score 99.314 Data time: 0.0833, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1860 [2020-10-19 06:39:26,313][root][INFO] - ===> Epoch[4497](22483/5): Loss -0.8332, Sem 0.0180, dir -0.9862, norm 0.1351, swav 0.0000 LR: 6.553e-02 Score 99.394 Data time: 0.0682, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0681 [2020-10-19 06:39:28,895][root][INFO] - ===> Epoch[4497](22484/5): Loss -0.8199, Sem 0.0189, dir -0.9864, norm 0.1476, swav 0.0000 LR: 6.553e-02 Score 99.353 Data time: 0.0683, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5039 [2020-10-19 06:39:31,530][root][INFO] - ===> Epoch[4497](22485/5): Loss -0.8190, Sem 0.0208, dir -0.9863, norm 0.1464, swav 0.0000 LR: 6.553e-02 Score 99.304 Data time: 0.0776, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.5376 [2020-10-19 06:39:33,987][root][INFO] - ===> Epoch[4498](22486/5): Loss -0.8344, Sem 0.0184, dir -0.9862, norm 0.1334, swav 0.0000 LR: 6.553e-02 Score 99.368 Data time: 0.0842, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.3467 [2020-10-19 06:39:36,215][root][INFO] - ===> Epoch[4498](22487/5): Loss -0.8205, Sem 0.0183, dir -0.9859, norm 0.1471, swav 0.0000 LR: 6.553e-02 Score 99.384 Data time: 0.0859, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.1163 [2020-10-19 06:39:38,503][root][INFO] - ===> Epoch[4498](22488/5): Loss -0.8192, Sem 0.0203, dir -0.9854, norm 0.1460, swav 0.0000 LR: 6.553e-02 Score 99.315 Data time: 0.0995, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.1767 [2020-10-19 06:39:40,409][root][INFO] - ===> Epoch[4498](22489/5): Loss -0.8339, Sem 0.0174, dir -0.9874, norm 0.1361, swav 0.0000 LR: 6.553e-02 Score 99.426 Data time: 0.0877, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7876 [2020-10-19 06:39:42,514][root][INFO] - ===> Epoch[4498](22490/5): Loss -0.8184, Sem 0.0197, dir -0.9854, norm 0.1473, swav 0.0000 LR: 6.552e-02 Score 99.345 Data time: 0.0771, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0112 [2020-10-19 06:39:44,590][root][INFO] - ===> Epoch[4499](22491/5): Loss -0.8237, Sem 0.0177, dir -0.9857, norm 0.1443, swav 0.0000 LR: 6.552e-02 Score 99.414 Data time: 0.0556, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9816 [2020-10-19 06:39:46,469][root][INFO] - ===> Epoch[4499](22492/5): Loss -0.8216, Sem 0.0199, dir -0.9853, norm 0.1439, swav 0.0000 LR: 6.552e-02 Score 99.328 Data time: 0.0695, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7913 [2020-10-19 06:39:48,519][root][INFO] - ===> Epoch[4499](22493/5): Loss -0.8089, Sem 0.0196, dir -0.9864, norm 0.1579, swav 0.0000 LR: 6.552e-02 Score 99.347 Data time: 0.0544, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9413 [2020-10-19 06:39:50,887][root][INFO] - ===> Epoch[4499](22494/5): Loss -0.8148, Sem 0.0211, dir -0.9849, norm 0.1491, swav 0.0000 LR: 6.552e-02 Score 99.301 Data time: 0.0948, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2953 [2020-10-19 06:39:52,798][root][INFO] - ===> Epoch[4499](22495/5): Loss -0.8279, Sem 0.0179, dir -0.9858, norm 0.1400, swav 0.0000 LR: 6.552e-02 Score 99.414 Data time: 0.0690, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7985 [2020-10-19 06:39:55,511][root][INFO] - ===> Epoch[4500](22496/5): Loss -0.8085, Sem 0.0193, dir -0.9853, norm 0.1576, swav 0.0000 LR: 6.551e-02 Score 99.365 Data time: 0.0600, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.6196 [2020-10-19 06:39:57,868][root][INFO] - ===> Epoch[4500](22497/5): Loss -0.8325, Sem 0.0182, dir -0.9871, norm 0.1364, swav 0.0000 LR: 6.551e-02 Score 99.388 Data time: 0.0697, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.2877 [2020-10-19 06:39:59,966][root][INFO] - ===> Epoch[4500](22498/5): Loss -0.8142, Sem 0.0201, dir -0.9862, norm 0.1518, swav 0.0000 LR: 6.551e-02 Score 99.337 Data time: 0.0837, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9896 [2020-10-19 06:40:01,975][root][INFO] - ===> Epoch[4500](22499/5): Loss -0.8197, Sem 0.0230, dir -0.9839, norm 0.1412, swav 0.0000 LR: 6.551e-02 Score 99.223 Data time: 0.0798, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8895 [2020-10-19 06:40:03,850][root][INFO] - ===> Epoch[4500](22500/5): Loss -0.8272, Sem 0.0202, dir -0.9866, norm 0.1392, swav 0.0000 LR: 6.551e-02 Score 99.319 Data time: 0.0717, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7669 [2020-10-19 06:40:05,176][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 06:40:07,466][root][INFO] - ===> Epoch[4501](22501/5): Loss -0.8244, Sem 0.0209, dir -0.9857, norm 0.1404, swav 0.0000 LR: 6.551e-02 Score 99.299 Data time: 0.1095, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1101 [2020-10-19 06:40:09,434][root][INFO] - ===> Epoch[4501](22502/5): Loss -0.8274, Sem 0.0184, dir -0.9862, norm 0.1403, swav 0.0000 LR: 6.551e-02 Score 99.385 Data time: 0.0707, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8475 [2020-10-19 06:40:11,783][root][INFO] - ===> Epoch[4501](22503/5): Loss -0.8147, Sem 0.0196, dir -0.9862, norm 0.1518, swav 0.0000 LR: 6.550e-02 Score 99.350 Data time: 0.0859, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2742 [2020-10-19 06:40:13,796][root][INFO] - ===> Epoch[4501](22504/5): Loss -0.8335, Sem 0.0195, dir -0.9870, norm 0.1341, swav 0.0000 LR: 6.550e-02 Score 99.336 Data time: 0.0623, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9186 [2020-10-19 06:40:16,431][root][INFO] - ===> Epoch[4501](22505/5): Loss -0.8264, Sem 0.0198, dir -0.9863, norm 0.1401, swav 0.0000 LR: 6.550e-02 Score 99.316 Data time: 0.1630, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5609 [2020-10-19 06:40:18,882][root][INFO] - ===> Epoch[4502](22506/5): Loss -0.8223, Sem 0.0209, dir -0.9857, norm 0.1426, swav 0.0000 LR: 6.550e-02 Score 99.294 Data time: 0.1065, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3475 [2020-10-19 06:40:21,066][root][INFO] - ===> Epoch[4502](22507/5): Loss -0.7986, Sem 0.0198, dir -0.9849, norm 0.1665, swav 0.0000 LR: 6.550e-02 Score 99.362 Data time: 0.0968, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0534 [2020-10-19 06:40:23,109][root][INFO] - ===> Epoch[4502](22508/5): Loss -0.8264, Sem 0.0191, dir -0.9860, norm 0.1404, swav 0.0000 LR: 6.550e-02 Score 99.362 Data time: 0.0802, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9552 [2020-10-19 06:40:25,739][root][INFO] - ===> Epoch[4502](22509/5): Loss -0.8257, Sem 0.0190, dir -0.9865, norm 0.1418, swav 0.0000 LR: 6.549e-02 Score 99.352 Data time: 0.0628, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5055 [2020-10-19 06:40:28,340][root][INFO] - ===> Epoch[4502](22510/5): Loss -0.8362, Sem 0.0171, dir -0.9882, norm 0.1350, swav 0.0000 LR: 6.549e-02 Score 99.437 Data time: 0.0577, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5211 [2020-10-19 06:40:30,396][root][INFO] - ===> Epoch[4503](22511/5): Loss -0.8338, Sem 0.0198, dir -0.9863, norm 0.1327, swav 0.0000 LR: 6.549e-02 Score 99.324 Data time: 0.0645, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9588 [2020-10-19 06:40:32,358][root][INFO] - ===> Epoch[4503](22512/5): Loss -0.8263, Sem 0.0203, dir -0.9854, norm 0.1388, swav 0.0000 LR: 6.549e-02 Score 99.317 Data time: 0.0875, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8899 [2020-10-19 06:40:34,656][root][INFO] - ===> Epoch[4503](22513/5): Loss -0.8227, Sem 0.0210, dir -0.9860, norm 0.1422, swav 0.0000 LR: 6.549e-02 Score 99.287 Data time: 0.0492, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1819 [2020-10-19 06:40:36,781][root][INFO] - ===> Epoch[4503](22514/5): Loss -0.8283, Sem 0.0196, dir -0.9866, norm 0.1387, swav 0.0000 LR: 6.549e-02 Score 99.332 Data time: 0.0923, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0414 [2020-10-19 06:40:38,979][root][INFO] - ===> Epoch[4503](22515/5): Loss -0.8222, Sem 0.0196, dir -0.9854, norm 0.1436, swav 0.0000 LR: 6.548e-02 Score 99.332 Data time: 0.0776, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0873 [2020-10-19 06:40:41,070][root][INFO] - ===> Epoch[4504](22516/5): Loss -0.8274, Sem 0.0179, dir -0.9865, norm 0.1412, swav 0.0000 LR: 6.548e-02 Score 99.401 Data time: 0.0602, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9926 [2020-10-19 06:40:43,030][root][INFO] - ===> Epoch[4504](22517/5): Loss -0.8313, Sem 0.0176, dir -0.9866, norm 0.1377, swav 0.0000 LR: 6.548e-02 Score 99.405 Data time: 0.0600, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8597 [2020-10-19 06:40:45,215][root][INFO] - ===> Epoch[4504](22518/5): Loss -0.8294, Sem 0.0206, dir -0.9864, norm 0.1363, swav 0.0000 LR: 6.548e-02 Score 99.316 Data time: 0.1226, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0732 [2020-10-19 06:40:47,577][root][INFO] - ===> Epoch[4504](22519/5): Loss -0.8185, Sem 0.0213, dir -0.9864, norm 0.1466, swav 0.0000 LR: 6.548e-02 Score 99.276 Data time: 0.1317, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2543 [2020-10-19 06:40:49,952][root][INFO] - ===> Epoch[4504](22520/5): Loss -0.8211, Sem 0.0200, dir -0.9851, norm 0.1440, swav 0.0000 LR: 6.548e-02 Score 99.341 Data time: 0.0456, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2588 [2020-10-19 06:40:52,285][root][INFO] - ===> Epoch[4505](22521/5): Loss -0.8106, Sem 0.0225, dir -0.9846, norm 0.1514, swav 0.0000 LR: 6.548e-02 Score 99.252 Data time: 0.0672, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.2329 [2020-10-19 06:40:54,458][root][INFO] - ===> Epoch[4505](22522/5): Loss -0.8239, Sem 0.0191, dir -0.9864, norm 0.1434, swav 0.0000 LR: 6.547e-02 Score 99.349 Data time: 0.0819, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0966 [2020-10-19 06:40:56,357][root][INFO] - ===> Epoch[4505](22523/5): Loss -0.8239, Sem 0.0232, dir -0.9859, norm 0.1388, swav 0.0000 LR: 6.547e-02 Score 99.213 Data time: 0.0637, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7793 [2020-10-19 06:40:58,616][root][INFO] - ===> Epoch[4505](22524/5): Loss -0.8246, Sem 0.0197, dir -0.9860, norm 0.1417, swav 0.0000 LR: 6.547e-02 Score 99.347 Data time: 0.0568, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.1739 [2020-10-19 06:41:01,325][root][INFO] - ===> Epoch[4505](22525/5): Loss -0.8179, Sem 0.0229, dir -0.9859, norm 0.1452, swav 0.0000 LR: 6.547e-02 Score 99.317 Data time: 0.0614, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.6263 [2020-10-19 06:41:03,610][root][INFO] - ===> Epoch[4506](22526/5): Loss -0.8230, Sem 0.0220, dir -0.9860, norm 0.1410, swav 0.0000 LR: 6.547e-02 Score 99.271 Data time: 0.0586, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.1974 [2020-10-19 06:41:05,703][root][INFO] - ===> Epoch[4506](22527/5): Loss -0.8237, Sem 0.0210, dir -0.9845, norm 0.1399, swav 0.0000 LR: 6.547e-02 Score 99.308 Data time: 0.0757, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.9870 [2020-10-19 06:41:07,522][root][INFO] - ===> Epoch[4506](22528/5): Loss -0.8254, Sem 0.0206, dir -0.9867, norm 0.1407, swav 0.0000 LR: 6.546e-02 Score 99.316 Data time: 0.0694, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.7078 [2020-10-19 06:41:09,443][root][INFO] - ===> Epoch[4506](22529/5): Loss -0.8225, Sem 0.0226, dir -0.9865, norm 0.1414, swav 0.0000 LR: 6.546e-02 Score 99.300 Data time: 0.0561, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.8492 [2020-10-19 06:41:11,609][root][INFO] - ===> Epoch[4506](22530/5): Loss -0.8196, Sem 0.0196, dir -0.9862, norm 0.1469, swav 0.0000 LR: 6.546e-02 Score 99.369 Data time: 0.1138, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.0818 [2020-10-19 06:41:13,678][root][INFO] - ===> Epoch[4507](22531/5): Loss -0.8262, Sem 0.0208, dir -0.9867, norm 0.1397, swav 0.0000 LR: 6.546e-02 Score 99.322 Data time: 0.1151, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.9495 [2020-10-19 06:41:16,150][root][INFO] - ===> Epoch[4507](22532/5): Loss -0.8274, Sem 0.0214, dir -0.9860, norm 0.1371, swav 0.0000 LR: 6.546e-02 Score 99.277 Data time: 0.1079, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.3830 [2020-10-19 06:41:18,232][root][INFO] - ===> Epoch[4507](22533/5): Loss -0.8267, Sem 0.0182, dir -0.9867, norm 0.1418, swav 0.0000 LR: 6.546e-02 Score 99.393 Data time: 0.0700, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9548 [2020-10-19 06:41:20,606][root][INFO] - ===> Epoch[4507](22534/5): Loss -0.8129, Sem 0.0219, dir -0.9853, norm 0.1505, swav 0.0000 LR: 6.545e-02 Score 99.286 Data time: 0.0830, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.2917 [2020-10-19 06:41:23,346][root][INFO] - ===> Epoch[4507](22535/5): Loss -0.8160, Sem 0.0205, dir -0.9856, norm 0.1491, swav 0.0000 LR: 6.545e-02 Score 99.317 Data time: 0.0861, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.6325 [2020-10-19 06:41:25,401][root][INFO] - ===> Epoch[4508](22536/5): Loss -0.8344, Sem 0.0203, dir -0.9874, norm 0.1327, swav 0.0000 LR: 6.545e-02 Score 99.313 Data time: 0.0791, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.9553 [2020-10-19 06:41:27,415][root][INFO] - ===> Epoch[4508](22537/5): Loss -0.8159, Sem 0.0211, dir -0.9856, norm 0.1486, swav 0.0000 LR: 6.545e-02 Score 99.289 Data time: 0.0736, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.9135 [2020-10-19 06:41:30,032][root][INFO] - ===> Epoch[4508](22538/5): Loss -0.8264, Sem 0.0165, dir -0.9868, norm 0.1439, swav 0.0000 LR: 6.545e-02 Score 99.447 Data time: 0.1380, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.5074 [2020-10-19 06:41:32,276][root][INFO] - ===> Epoch[4508](22539/5): Loss -0.8249, Sem 0.0206, dir -0.9865, norm 0.1410, swav 0.0000 LR: 6.545e-02 Score 99.326 Data time: 0.0670, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.1157 [2020-10-19 06:41:34,244][root][INFO] - ===> Epoch[4508](22540/5): Loss -0.8206, Sem 0.0216, dir -0.9854, norm 0.1431, swav 0.0000 LR: 6.545e-02 Score 99.288 Data time: 0.0856, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8653 [2020-10-19 06:41:36,497][root][INFO] - ===> Epoch[4509](22541/5): Loss -0.8154, Sem 0.0206, dir -0.9851, norm 0.1491, swav 0.0000 LR: 6.544e-02 Score 99.305 Data time: 0.0567, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.1592 [2020-10-19 06:41:38,414][root][INFO] - ===> Epoch[4509](22542/5): Loss -0.8102, Sem 0.0201, dir -0.9865, norm 0.1561, swav 0.0000 LR: 6.544e-02 Score 99.325 Data time: 0.0980, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8469 [2020-10-19 06:41:40,593][root][INFO] - ===> Epoch[4509](22543/5): Loss -0.8310, Sem 0.0163, dir -0.9881, norm 0.1408, swav 0.0000 LR: 6.544e-02 Score 99.462 Data time: 0.0642, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0814 [2020-10-19 06:41:42,592][root][INFO] - ===> Epoch[4509](22544/5): Loss -0.8254, Sem 0.0188, dir -0.9848, norm 0.1406, swav 0.0000 LR: 6.544e-02 Score 99.363 Data time: 0.0560, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9076 [2020-10-19 06:41:44,962][root][INFO] - ===> Epoch[4509](22545/5): Loss -0.8113, Sem 0.0234, dir -0.9854, norm 0.1507, swav 0.0000 LR: 6.544e-02 Score 99.266 Data time: 0.0790, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3109 [2020-10-19 06:41:46,853][root][INFO] - ===> Epoch[4510](22546/5): Loss -0.8211, Sem 0.0198, dir -0.9861, norm 0.1452, swav 0.0000 LR: 6.544e-02 Score 99.338 Data time: 0.0642, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7764 [2020-10-19 06:41:48,890][root][INFO] - ===> Epoch[4510](22547/5): Loss -0.7979, Sem 0.0201, dir -0.9832, norm 0.1652, swav 0.0000 LR: 6.543e-02 Score 99.326 Data time: 0.3172, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9801 [2020-10-19 06:41:51,352][root][INFO] - ===> Epoch[4510](22548/5): Loss -0.8081, Sem 0.0199, dir -0.9860, norm 0.1579, swav 0.0000 LR: 6.543e-02 Score 99.337 Data time: 0.1726, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3617 [2020-10-19 06:41:53,140][root][INFO] - ===> Epoch[4510](22549/5): Loss -0.8081, Sem 0.0225, dir -0.9848, norm 0.1542, swav 0.0000 LR: 6.543e-02 Score 99.256 Data time: 0.0924, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.6475 [2020-10-19 06:41:55,505][root][INFO] - ===> Epoch[4510](22550/5): Loss -0.7979, Sem 0.0231, dir -0.9852, norm 0.1642, swav 0.0000 LR: 6.543e-02 Score 99.239 Data time: 0.0726, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2758 [2020-10-19 06:41:57,346][root][INFO] - ===> Epoch[4511](22551/5): Loss -0.8137, Sem 0.0194, dir -0.9879, norm 0.1547, swav 0.0000 LR: 6.543e-02 Score 99.341 Data time: 0.0652, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7291 [2020-10-19 06:41:59,589][root][INFO] - ===> Epoch[4511](22552/5): Loss -0.8071, Sem 0.0215, dir -0.9849, norm 0.1564, swav 0.0000 LR: 6.543e-02 Score 99.287 Data time: 0.0456, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1442 [2020-10-19 06:42:02,286][root][INFO] - ===> Epoch[4511](22553/5): Loss -0.8167, Sem 0.0189, dir -0.9865, norm 0.1509, swav 0.0000 LR: 6.542e-02 Score 99.378 Data time: 0.1530, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.6032 [2020-10-19 06:42:04,261][root][INFO] - ===> Epoch[4511](22554/5): Loss -0.8145, Sem 0.0190, dir -0.9848, norm 0.1513, swav 0.0000 LR: 6.542e-02 Score 99.362 Data time: 0.0695, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8566 [2020-10-19 06:42:06,644][root][INFO] - ===> Epoch[4511](22555/5): Loss -0.7917, Sem 0.0202, dir -0.9848, norm 0.1730, swav 0.0000 LR: 6.542e-02 Score 99.318 Data time: 0.0882, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2790 [2020-10-19 06:42:08,957][root][INFO] - ===> Epoch[4512](22556/5): Loss -0.8188, Sem 0.0174, dir -0.9866, norm 0.1505, swav 0.0000 LR: 6.542e-02 Score 99.421 Data time: 0.0898, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1976 [2020-10-19 06:42:10,906][root][INFO] - ===> Epoch[4512](22557/5): Loss -0.8037, Sem 0.0228, dir -0.9831, norm 0.1566, swav 0.0000 LR: 6.542e-02 Score 99.246 Data time: 0.0492, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8179 [2020-10-19 06:42:13,004][root][INFO] - ===> Epoch[4512](22558/5): Loss -0.8050, Sem 0.0228, dir -0.9863, norm 0.1586, swav 0.0000 LR: 6.542e-02 Score 99.262 Data time: 0.0708, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0221 [2020-10-19 06:42:14,847][root][INFO] - ===> Epoch[4512](22559/5): Loss -0.8216, Sem 0.0189, dir -0.9863, norm 0.1458, swav 0.0000 LR: 6.542e-02 Score 99.356 Data time: 0.2362, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7473 [2020-10-19 06:42:17,053][root][INFO] - ===> Epoch[4512](22560/5): Loss -0.8062, Sem 0.0183, dir -0.9850, norm 0.1605, swav 0.0000 LR: 6.541e-02 Score 99.378 Data time: 0.0752, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1219 [2020-10-19 06:42:19,439][root][INFO] - ===> Epoch[4513](22561/5): Loss -0.8158, Sem 0.0199, dir -0.9864, norm 0.1507, swav 0.0000 LR: 6.541e-02 Score 99.324 Data time: 0.0822, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2809 [2020-10-19 06:42:21,396][root][INFO] - ===> Epoch[4513](22562/5): Loss -0.7994, Sem 0.0213, dir -0.9832, norm 0.1625, swav 0.0000 LR: 6.541e-02 Score 99.292 Data time: 0.0791, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8393 [2020-10-19 06:42:23,119][root][INFO] - ===> Epoch[4513](22563/5): Loss -0.7947, Sem 0.0236, dir -0.9844, norm 0.1661, swav 0.0000 LR: 6.541e-02 Score 99.197 Data time: 0.0637, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.6171 [2020-10-19 06:42:25,009][root][INFO] - ===> Epoch[4513](22564/5): Loss -0.8192, Sem 0.0183, dir -0.9875, norm 0.1500, swav 0.0000 LR: 6.541e-02 Score 99.387 Data time: 0.0763, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8110 [2020-10-19 06:42:27,178][root][INFO] - ===> Epoch[4513](22565/5): Loss -0.8199, Sem 0.0177, dir -0.9853, norm 0.1477, swav 0.0000 LR: 6.541e-02 Score 99.386 Data time: 0.0655, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0577 [2020-10-19 06:42:29,276][root][INFO] - ===> Epoch[4514](22566/5): Loss -0.7951, Sem 0.0216, dir -0.9837, norm 0.1669, swav 0.0000 LR: 6.540e-02 Score 99.279 Data time: 0.0676, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0120 [2020-10-19 06:42:31,583][root][INFO] - ===> Epoch[4514](22567/5): Loss -0.8140, Sem 0.0199, dir -0.9843, norm 0.1505, swav 0.0000 LR: 6.540e-02 Score 99.347 Data time: 0.0746, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2139 [2020-10-19 06:42:33,991][root][INFO] - ===> Epoch[4514](22568/5): Loss -0.8122, Sem 0.0186, dir -0.9866, norm 0.1558, swav 0.0000 LR: 6.540e-02 Score 99.367 Data time: 0.0687, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2920 [2020-10-19 06:42:35,796][root][INFO] - ===> Epoch[4514](22569/5): Loss -0.8138, Sem 0.0201, dir -0.9857, norm 0.1518, swav 0.0000 LR: 6.540e-02 Score 99.320 Data time: 0.0641, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7102 [2020-10-19 06:42:37,944][root][INFO] - ===> Epoch[4514](22570/5): Loss -0.8141, Sem 0.0188, dir -0.9861, norm 0.1533, swav 0.0000 LR: 6.540e-02 Score 99.372 Data time: 0.0648, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0588 [2020-10-19 06:42:40,211][root][INFO] - ===> Epoch[4515](22571/5): Loss -0.7827, Sem 0.0212, dir -0.9837, norm 0.1798, swav 0.0000 LR: 6.540e-02 Score 99.312 Data time: 0.0979, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1225 [2020-10-19 06:42:42,442][root][INFO] - ===> Epoch[4515](22572/5): Loss -0.8160, Sem 0.0227, dir -0.9855, norm 0.1468, swav 0.0000 LR: 6.540e-02 Score 99.217 Data time: 0.0714, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1006 [2020-10-19 06:42:44,169][root][INFO] - ===> Epoch[4515](22573/5): Loss -0.8228, Sem 0.0177, dir -0.9864, norm 0.1459, swav 0.0000 LR: 6.539e-02 Score 99.393 Data time: 0.0614, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.6391 [2020-10-19 06:42:46,289][root][INFO] - ===> Epoch[4515](22574/5): Loss -0.8049, Sem 0.0184, dir -0.9854, norm 0.1621, swav 0.0000 LR: 6.539e-02 Score 99.385 Data time: 0.0909, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0263 [2020-10-19 06:42:48,739][root][INFO] - ===> Epoch[4515](22575/5): Loss -0.7869, Sem 0.0193, dir -0.9852, norm 0.1790, swav 0.0000 LR: 6.539e-02 Score 99.357 Data time: 0.0803, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3255 [2020-10-19 06:42:51,505][root][INFO] - ===> Epoch[4516](22576/5): Loss -0.8039, Sem 0.0200, dir -0.9856, norm 0.1618, swav 0.0000 LR: 6.539e-02 Score 99.336 Data time: 0.0946, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.6548 [2020-10-19 06:42:53,450][root][INFO] - ===> Epoch[4516](22577/5): Loss -0.7950, Sem 0.0219, dir -0.9841, norm 0.1672, swav 0.0000 LR: 6.539e-02 Score 99.264 Data time: 0.0611, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8271 [2020-10-19 06:42:55,951][root][INFO] - ===> Epoch[4516](22578/5): Loss -0.8016, Sem 0.0181, dir -0.9853, norm 0.1656, swav 0.0000 LR: 6.539e-02 Score 99.392 Data time: 0.0622, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4040 [2020-10-19 06:42:57,813][root][INFO] - ===> Epoch[4516](22579/5): Loss -0.8220, Sem 0.0180, dir -0.9869, norm 0.1468, swav 0.0000 LR: 6.538e-02 Score 99.391 Data time: 0.0762, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7846 [2020-10-19 06:42:59,931][root][INFO] - ===> Epoch[4516](22580/5): Loss -0.7993, Sem 0.0202, dir -0.9849, norm 0.1655, swav 0.0000 LR: 6.538e-02 Score 99.313 Data time: 0.0827, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0016 [2020-10-19 06:43:02,170][root][INFO] - ===> Epoch[4517](22581/5): Loss -0.7704, Sem 0.0210, dir -0.9834, norm 0.1920, swav 0.0000 LR: 6.538e-02 Score 99.287 Data time: 0.1000, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1218 [2020-10-19 06:43:04,384][root][INFO] - ===> Epoch[4517](22582/5): Loss -0.7971, Sem 0.0200, dir -0.9836, norm 0.1665, swav 0.0000 LR: 6.538e-02 Score 99.328 Data time: 0.0607, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0941 [2020-10-19 06:43:06,420][root][INFO] - ===> Epoch[4517](22583/5): Loss -0.7884, Sem 0.0179, dir -0.9865, norm 0.1802, swav 0.0000 LR: 6.538e-02 Score 99.398 Data time: 0.0784, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9429 [2020-10-19 06:43:08,514][root][INFO] - ===> Epoch[4517](22584/5): Loss -0.8099, Sem 0.0204, dir -0.9860, norm 0.1557, swav 0.0000 LR: 6.538e-02 Score 99.319 Data time: 0.0923, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0052 [2020-10-19 06:43:10,504][root][INFO] - ===> Epoch[4517](22585/5): Loss -0.8190, Sem 0.0186, dir -0.9872, norm 0.1496, swav 0.0000 LR: 6.537e-02 Score 99.379 Data time: 0.0774, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8728 [2020-10-19 06:43:12,988][root][INFO] - ===> Epoch[4518](22586/5): Loss -0.8145, Sem 0.0207, dir -0.9853, norm 0.1502, swav 0.0000 LR: 6.537e-02 Score 99.310 Data time: 0.0752, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3780 [2020-10-19 06:43:15,229][root][INFO] - ===> Epoch[4518](22587/5): Loss -0.8332, Sem 0.0185, dir -0.9862, norm 0.1345, swav 0.0000 LR: 6.537e-02 Score 99.374 Data time: 0.0827, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1285 [2020-10-19 06:43:17,213][root][INFO] - ===> Epoch[4518](22588/5): Loss -0.8069, Sem 0.0188, dir -0.9855, norm 0.1597, swav 0.0000 LR: 6.537e-02 Score 99.381 Data time: 0.0898, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8718 [2020-10-19 06:43:19,472][root][INFO] - ===> Epoch[4518](22589/5): Loss -0.8034, Sem 0.0195, dir -0.9842, norm 0.1613, swav 0.0000 LR: 6.537e-02 Score 99.348 Data time: 0.0846, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1737 [2020-10-19 06:43:21,885][root][INFO] - ===> Epoch[4518](22590/5): Loss -0.7941, Sem 0.0210, dir -0.9852, norm 0.1702, swav 0.0000 LR: 6.537e-02 Score 99.313 Data time: 0.0889, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2843 [2020-10-19 06:43:24,293][root][INFO] - ===> Epoch[4519](22591/5): Loss -0.8207, Sem 0.0173, dir -0.9865, norm 0.1486, swav 0.0000 LR: 6.537e-02 Score 99.422 Data time: 0.0580, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2952 [2020-10-19 06:43:26,619][root][INFO] - ===> Epoch[4519](22592/5): Loss -0.7991, Sem 0.0182, dir -0.9852, norm 0.1679, swav 0.0000 LR: 6.536e-02 Score 99.388 Data time: 0.0721, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2407 [2020-10-19 06:43:28,622][root][INFO] - ===> Epoch[4519](22593/5): Loss -0.8160, Sem 0.0178, dir -0.9870, norm 0.1532, swav 0.0000 LR: 6.536e-02 Score 99.394 Data time: 0.0551, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8963 [2020-10-19 06:43:30,717][root][INFO] - ===> Epoch[4519](22594/5): Loss -0.8006, Sem 0.0201, dir -0.9845, norm 0.1638, swav 0.0000 LR: 6.536e-02 Score 99.339 Data time: 0.0760, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0124 [2020-10-19 06:43:32,861][root][INFO] - ===> Epoch[4519](22595/5): Loss -0.8184, Sem 0.0195, dir -0.9854, norm 0.1474, swav 0.0000 LR: 6.536e-02 Score 99.339 Data time: 0.0793, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0240 [2020-10-19 06:43:34,935][root][INFO] - ===> Epoch[4520](22596/5): Loss -0.8221, Sem 0.0190, dir -0.9860, norm 0.1449, swav 0.0000 LR: 6.536e-02 Score 99.368 Data time: 0.0524, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9503 [2020-10-19 06:43:36,907][root][INFO] - ===> Epoch[4520](22597/5): Loss -0.8075, Sem 0.0203, dir -0.9848, norm 0.1570, swav 0.0000 LR: 6.536e-02 Score 99.321 Data time: 0.0987, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8859 [2020-10-19 06:43:39,538][root][INFO] - ===> Epoch[4520](22598/5): Loss -0.8194, Sem 0.0178, dir -0.9865, norm 0.1493, swav 0.0000 LR: 6.535e-02 Score 99.418 Data time: 0.4242, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.5127 [2020-10-19 06:43:41,679][root][INFO] - ===> Epoch[4520](22599/5): Loss -0.8151, Sem 0.0181, dir -0.9867, norm 0.1535, swav 0.0000 LR: 6.535e-02 Score 99.401 Data time: 0.0866, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0162 [2020-10-19 06:43:43,891][root][INFO] - ===> Epoch[4520](22600/5): Loss -0.8129, Sem 0.0198, dir -0.9843, norm 0.1516, swav 0.0000 LR: 6.535e-02 Score 99.324 Data time: 0.1751, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1042 [2020-10-19 06:43:45,076][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 06:43:45,248][root][INFO] - ===> Start testing [2020-10-19 06:44:24,638][root][INFO] - 68/68: Data time: 0.0025, Iter time: 0.1565 Loss 0.235 (AVG: 0.515) Score 95.824 (AVG: 90.752) mIOU 70.889 mAP 84.554 mAcc 77.969 IOU: 63.018 0.428 78.319 74.455 94.736 91.631 35.364 79.828 97.430 78.539 81.000 86.128 60.681 mAP: 80.241 13.670 97.717 87.189 98.857 98.581 55.942 96.745 99.736 91.642 91.941 94.758 92.183 mAcc: 77.736 2.370 92.830 83.195 96.431 97.106 39.128 91.839 98.136 84.846 88.374 96.616 64.986 [2020-10-19 06:44:24,641][root][INFO] - Finished test. Elapsed time: 39.3891 [2020-10-19 06:44:28,139][root][INFO] - [2020-10-19 06:44:28,139][root][INFO] - ################################################################ [2020-10-19 06:44:28,139][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 06:44:28,139][root][INFO] - ################################################################ [2020-10-19 06:44:28,140][root][INFO] - clutter : nan nan nan [2020-10-19 06:44:28,140][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 06:44:28,140][root][INFO] - board : 0.815 0.916 0.947 [2020-10-19 06:44:28,140][root][INFO] - bookcase : 0.207 0.329 0.497 [2020-10-19 06:44:28,140][root][INFO] - ceiling : 0.481 0.539 0.689 [2020-10-19 06:44:28,140][root][INFO] - chair : 0.824 0.909 0.917 [2020-10-19 06:44:28,140][root][INFO] - column : 0.177 0.285 0.436 [2020-10-19 06:44:28,140][root][INFO] - door : 0.745 0.878 0.941 [2020-10-19 06:44:28,140][root][INFO] - floor : 0.826 0.874 0.918 [2020-10-19 06:44:28,140][root][INFO] - sofa : 0.540 0.818 0.818 [2020-10-19 06:44:28,140][root][INFO] - table : 0.141 0.335 0.643 [2020-10-19 06:44:28,140][root][INFO] - wall : 0.516 0.707 0.809 [2020-10-19 06:44:28,140][root][INFO] - window : 0.549 0.766 0.766 [2020-10-19 06:44:28,140][root][INFO] - ---------------------------------------------------------------- [2020-10-19 06:44:28,140][root][INFO] - average : 0.485 0.613 0.698 [2020-10-19 06:44:28,140][root][INFO] - [2020-10-19 06:44:28,294][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 06:44:28,296][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 06:44:30,503][root][INFO] - ===> Epoch[4521](22601/5): Loss -0.8226, Sem 0.0200, dir -0.9851, norm 0.1425, swav 0.0000 LR: 6.535e-02 Score 99.347 Data time: 0.0805, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2012 [2020-10-19 06:44:32,792][root][INFO] - ===> Epoch[4521](22602/5): Loss -0.8223, Sem 0.0180, dir -0.9860, norm 0.1457, swav 0.0000 LR: 6.535e-02 Score 99.402 Data time: 0.1003, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1759 [2020-10-19 06:44:35,138][root][INFO] - ===> Epoch[4521](22603/5): Loss -0.8084, Sem 0.0220, dir -0.9847, norm 0.1543, swav 0.0000 LR: 6.535e-02 Score 99.285 Data time: 0.0978, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2409 [2020-10-19 06:44:37,362][root][INFO] - ===> Epoch[4521](22604/5): Loss -0.8217, Sem 0.0198, dir -0.9867, norm 0.1451, swav 0.0000 LR: 6.534e-02 Score 99.331 Data time: 0.0878, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1291 [2020-10-19 06:44:39,312][root][INFO] - ===> Epoch[4521](22605/5): Loss -0.8166, Sem 0.0188, dir -0.9859, norm 0.1505, swav 0.0000 LR: 6.534e-02 Score 99.372 Data time: 0.0885, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8610 [2020-10-19 06:44:41,651][root][INFO] - ===> Epoch[4522](22606/5): Loss -0.8044, Sem 0.0180, dir -0.9855, norm 0.1631, swav 0.0000 LR: 6.534e-02 Score 99.401 Data time: 0.1484, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2237 [2020-10-19 06:44:43,689][root][INFO] - ===> Epoch[4522](22607/5): Loss -0.8067, Sem 0.0222, dir -0.9852, norm 0.1562, swav 0.0000 LR: 6.534e-02 Score 99.286 Data time: 0.1163, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9222 [2020-10-19 06:44:46,283][root][INFO] - ===> Epoch[4522](22608/5): Loss -0.8115, Sem 0.0187, dir -0.9864, norm 0.1561, swav 0.0000 LR: 6.534e-02 Score 99.369 Data time: 0.0760, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.5228 [2020-10-19 06:44:48,547][root][INFO] - ===> Epoch[4522](22609/5): Loss -0.8154, Sem 0.0185, dir -0.9862, norm 0.1523, swav 0.0000 LR: 6.534e-02 Score 99.398 Data time: 0.0426, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1806 [2020-10-19 06:44:50,605][root][INFO] - ===> Epoch[4522](22610/5): Loss -0.7991, Sem 0.0212, dir -0.9859, norm 0.1656, swav 0.0000 LR: 6.534e-02 Score 99.291 Data time: 0.0649, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0010 [2020-10-19 06:44:52,636][root][INFO] - ===> Epoch[4523](22611/5): Loss -0.8159, Sem 0.0199, dir -0.9842, norm 0.1484, swav 0.0000 LR: 6.533e-02 Score 99.334 Data time: 0.0853, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9845 [2020-10-19 06:44:54,861][root][INFO] - ===> Epoch[4523](22612/5): Loss -0.7980, Sem 0.0166, dir -0.9875, norm 0.1728, swav 0.0000 LR: 6.533e-02 Score 99.441 Data time: 0.0749, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1196 [2020-10-19 06:44:57,683][root][INFO] - ===> Epoch[4523](22613/5): Loss -0.8102, Sem 0.0196, dir -0.9853, norm 0.1555, swav 0.0000 LR: 6.533e-02 Score 99.333 Data time: 0.0622, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.7445 [2020-10-19 06:44:59,889][root][INFO] - ===> Epoch[4523](22614/5): Loss -0.8093, Sem 0.0208, dir -0.9855, norm 0.1555, swav 0.0000 LR: 6.533e-02 Score 99.305 Data time: 0.0850, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1137 [2020-10-19 06:45:01,897][root][INFO] - ===> Epoch[4523](22615/5): Loss -0.8024, Sem 0.0227, dir -0.9851, norm 0.1600, swav 0.0000 LR: 6.533e-02 Score 99.227 Data time: 0.0887, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8816 [2020-10-19 06:45:04,505][root][INFO] - ===> Epoch[4524](22616/5): Loss -0.8258, Sem 0.0193, dir -0.9871, norm 0.1420, swav 0.0000 LR: 6.533e-02 Score 99.357 Data time: 0.0638, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4718 [2020-10-19 06:45:06,492][root][INFO] - ===> Epoch[4524](22617/5): Loss -0.8158, Sem 0.0205, dir -0.9859, norm 0.1496, swav 0.0000 LR: 6.532e-02 Score 99.309 Data time: 0.0588, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9107 [2020-10-19 06:45:08,950][root][INFO] - ===> Epoch[4524](22618/5): Loss -0.8193, Sem 0.0174, dir -0.9853, norm 0.1486, swav 0.0000 LR: 6.532e-02 Score 99.424 Data time: 0.0579, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3680 [2020-10-19 06:45:11,560][root][INFO] - ===> Epoch[4524](22619/5): Loss -0.8218, Sem 0.0186, dir -0.9856, norm 0.1453, swav 0.0000 LR: 6.532e-02 Score 99.373 Data time: 0.0758, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5465 [2020-10-19 06:45:13,856][root][INFO] - ===> Epoch[4524](22620/5): Loss -0.8232, Sem 0.0197, dir -0.9850, norm 0.1421, swav 0.0000 LR: 6.532e-02 Score 99.344 Data time: 0.0782, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1793 [2020-10-19 06:45:15,829][root][INFO] - ===> Epoch[4525](22621/5): Loss -0.8306, Sem 0.0198, dir -0.9865, norm 0.1361, swav 0.0000 LR: 6.532e-02 Score 99.338 Data time: 0.0980, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8754 [2020-10-19 06:45:17,890][root][INFO] - ===> Epoch[4525](22622/5): Loss -0.8168, Sem 0.0220, dir -0.9845, norm 0.1457, swav 0.0000 LR: 6.532e-02 Score 99.270 Data time: 0.0518, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9585 [2020-10-19 06:45:20,115][root][INFO] - ===> Epoch[4525](22623/5): Loss -0.8381, Sem 0.0162, dir -0.9860, norm 0.1316, swav 0.0000 LR: 6.531e-02 Score 99.465 Data time: 0.0706, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1627 [2020-10-19 06:45:22,127][root][INFO] - ===> Epoch[4525](22624/5): Loss -0.8224, Sem 0.0206, dir -0.9864, norm 0.1433, swav 0.0000 LR: 6.531e-02 Score 99.301 Data time: 0.0905, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9107 [2020-10-19 06:45:24,497][root][INFO] - ===> Epoch[4525](22625/5): Loss -0.8112, Sem 0.0211, dir -0.9857, norm 0.1534, swav 0.0000 LR: 6.531e-02 Score 99.329 Data time: 0.0673, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2546 [2020-10-19 06:45:26,633][root][INFO] - ===> Epoch[4526](22626/5): Loss -0.8249, Sem 0.0194, dir -0.9860, norm 0.1417, swav 0.0000 LR: 6.531e-02 Score 99.348 Data time: 0.0758, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0509 [2020-10-19 06:45:28,798][root][INFO] - ===> Epoch[4526](22627/5): Loss -0.8112, Sem 0.0183, dir -0.9850, norm 0.1555, swav 0.0000 LR: 6.531e-02 Score 99.393 Data time: 0.0644, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0547 [2020-10-19 06:45:30,846][root][INFO] - ===> Epoch[4526](22628/5): Loss -0.8169, Sem 0.0212, dir -0.9843, norm 0.1463, swav 0.0000 LR: 6.531e-02 Score 99.285 Data time: 0.0579, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9445 [2020-10-19 06:45:32,983][root][INFO] - ===> Epoch[4526](22629/5): Loss -0.8205, Sem 0.0226, dir -0.9867, norm 0.1436, swav 0.0000 LR: 6.531e-02 Score 99.242 Data time: 0.0722, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0655 [2020-10-19 06:45:35,160][root][INFO] - ===> Epoch[4526](22630/5): Loss -0.8232, Sem 0.0170, dir -0.9864, norm 0.1462, swav 0.0000 LR: 6.530e-02 Score 99.423 Data time: 0.0866, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0599 [2020-10-19 06:45:37,719][root][INFO] - ===> Epoch[4527](22631/5): Loss -0.8108, Sem 0.0195, dir -0.9854, norm 0.1550, swav 0.0000 LR: 6.530e-02 Score 99.354 Data time: 0.1032, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4401 [2020-10-19 06:45:39,810][root][INFO] - ===> Epoch[4527](22632/5): Loss -0.8356, Sem 0.0209, dir -0.9856, norm 0.1291, swav 0.0000 LR: 6.530e-02 Score 99.289 Data time: 0.0904, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9520 [2020-10-19 06:45:41,755][root][INFO] - ===> Epoch[4527](22633/5): Loss -0.8373, Sem 0.0189, dir -0.9869, norm 0.1307, swav 0.0000 LR: 6.530e-02 Score 99.378 Data time: 0.0610, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8485 [2020-10-19 06:45:44,045][root][INFO] - ===> Epoch[4527](22634/5): Loss -0.8203, Sem 0.0195, dir -0.9847, norm 0.1449, swav 0.0000 LR: 6.530e-02 Score 99.346 Data time: 0.0694, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2032 [2020-10-19 06:45:46,096][root][INFO] - ===> Epoch[4527](22635/5): Loss -0.8303, Sem 0.0193, dir -0.9860, norm 0.1364, swav 0.0000 LR: 6.530e-02 Score 99.339 Data time: 0.0562, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9379 [2020-10-19 06:45:48,199][root][INFO] - ===> Epoch[4528](22636/5): Loss -0.8274, Sem 0.0203, dir -0.9873, norm 0.1396, swav 0.0000 LR: 6.529e-02 Score 99.347 Data time: 0.0758, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0289 [2020-10-19 06:45:50,342][root][INFO] - ===> Epoch[4528](22637/5): Loss -0.8111, Sem 0.0201, dir -0.9849, norm 0.1538, swav 0.0000 LR: 6.529e-02 Score 99.342 Data time: 0.0651, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0381 [2020-10-19 06:45:52,168][root][INFO] - ===> Epoch[4528](22638/5): Loss -0.8264, Sem 0.0191, dir -0.9858, norm 0.1403, swav 0.0000 LR: 6.529e-02 Score 99.341 Data time: 0.0729, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7266 [2020-10-19 06:45:54,116][root][INFO] - ===> Epoch[4528](22639/5): Loss -0.8215, Sem 0.0212, dir -0.9866, norm 0.1439, swav 0.0000 LR: 6.529e-02 Score 99.301 Data time: 0.0780, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8458 [2020-10-19 06:45:56,746][root][INFO] - ===> Epoch[4528](22640/5): Loss -0.8331, Sem 0.0191, dir -0.9869, norm 0.1347, swav 0.0000 LR: 6.529e-02 Score 99.361 Data time: 0.0737, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.5142 [2020-10-19 06:45:59,037][root][INFO] - ===> Epoch[4529](22641/5): Loss -0.8304, Sem 0.0181, dir -0.9864, norm 0.1378, swav 0.0000 LR: 6.529e-02 Score 99.398 Data time: 0.0878, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1681 [2020-10-19 06:46:01,296][root][INFO] - ===> Epoch[4529](22642/5): Loss -0.8307, Sem 0.0180, dir -0.9866, norm 0.1379, swav 0.0000 LR: 6.528e-02 Score 99.403 Data time: 0.0984, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1251 [2020-10-19 06:46:03,255][root][INFO] - ===> Epoch[4529](22643/5): Loss -0.8409, Sem 0.0180, dir -0.9868, norm 0.1279, swav 0.0000 LR: 6.528e-02 Score 99.383 Data time: 0.0476, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8396 [2020-10-19 06:46:05,322][root][INFO] - ===> Epoch[4529](22644/5): Loss -0.8074, Sem 0.0177, dir -0.9857, norm 0.1606, swav 0.0000 LR: 6.528e-02 Score 99.410 Data time: 0.0736, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0171 [2020-10-19 06:46:07,764][root][INFO] - ===> Epoch[4529](22645/5): Loss -0.8059, Sem 0.0209, dir -0.9853, norm 0.1585, swav 0.0000 LR: 6.528e-02 Score 99.305 Data time: 0.0983, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3436 [2020-10-19 06:46:09,798][root][INFO] - ===> Epoch[4530](22646/5): Loss -0.8211, Sem 0.0192, dir -0.9858, norm 0.1455, swav 0.0000 LR: 6.528e-02 Score 99.335 Data time: 0.0705, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9086 [2020-10-19 06:46:11,751][root][INFO] - ===> Epoch[4530](22647/5): Loss -0.8177, Sem 0.0204, dir -0.9856, norm 0.1475, swav 0.0000 LR: 6.528e-02 Score 99.306 Data time: 0.1587, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8653 [2020-10-19 06:46:13,839][root][INFO] - ===> Epoch[4530](22648/5): Loss -0.8035, Sem 0.0197, dir -0.9859, norm 0.1627, swav 0.0000 LR: 6.528e-02 Score 99.341 Data time: 0.0878, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9832 [2020-10-19 06:46:16,156][root][INFO] - ===> Epoch[4530](22649/5): Loss -0.8236, Sem 0.0182, dir -0.9872, norm 0.1454, swav 0.0000 LR: 6.527e-02 Score 99.378 Data time: 0.0787, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1806 [2020-10-19 06:46:18,064][root][INFO] - ===> Epoch[4530](22650/5): Loss -0.8154, Sem 0.0180, dir -0.9844, norm 0.1510, swav 0.0000 LR: 6.527e-02 Score 99.407 Data time: 0.0812, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8033 [2020-10-19 06:46:20,509][root][INFO] - ===> Epoch[4531](22651/5): Loss -0.7963, Sem 0.0214, dir -0.9844, norm 0.1667, swav 0.0000 LR: 6.527e-02 Score 99.294 Data time: 0.0707, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3472 [2020-10-19 06:46:22,694][root][INFO] - ===> Epoch[4531](22652/5): Loss -0.8151, Sem 0.0174, dir -0.9874, norm 0.1548, swav 0.0000 LR: 6.527e-02 Score 99.422 Data time: 0.0790, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0749 [2020-10-19 06:46:24,677][root][INFO] - ===> Epoch[4531](22653/5): Loss -0.7926, Sem 0.0185, dir -0.9843, norm 0.1731, swav 0.0000 LR: 6.527e-02 Score 99.380 Data time: 0.0697, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8779 [2020-10-19 06:46:26,861][root][INFO] - ===> Epoch[4531](22654/5): Loss -0.8107, Sem 0.0211, dir -0.9852, norm 0.1533, swav 0.0000 LR: 6.527e-02 Score 99.287 Data time: 0.1059, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0751 [2020-10-19 06:46:29,292][root][INFO] - ===> Epoch[4531](22655/5): Loss -0.7807, Sem 0.0200, dir -0.9833, norm 0.1826, swav 0.0000 LR: 6.526e-02 Score 99.339 Data time: 0.0958, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3199 [2020-10-19 06:46:31,599][root][INFO] - ===> Epoch[4532](22656/5): Loss -0.8113, Sem 0.0191, dir -0.9861, norm 0.1557, swav 0.0000 LR: 6.526e-02 Score 99.354 Data time: 0.0947, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1840 [2020-10-19 06:46:33,733][root][INFO] - ===> Epoch[4532](22657/5): Loss -0.7959, Sem 0.0200, dir -0.9851, norm 0.1691, swav 0.0000 LR: 6.526e-02 Score 99.332 Data time: 0.0923, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0183 [2020-10-19 06:46:35,653][root][INFO] - ===> Epoch[4532](22658/5): Loss -0.8049, Sem 0.0208, dir -0.9843, norm 0.1587, swav 0.0000 LR: 6.526e-02 Score 99.289 Data time: 0.0626, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8113 [2020-10-19 06:46:38,133][root][INFO] - ===> Epoch[4532](22659/5): Loss -0.8022, Sem 0.0185, dir -0.9851, norm 0.1643, swav 0.0000 LR: 6.526e-02 Score 99.397 Data time: 0.0650, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4086 [2020-10-19 06:46:40,652][root][INFO] - ===> Epoch[4532](22660/5): Loss -0.8219, Sem 0.0186, dir -0.9868, norm 0.1462, swav 0.0000 LR: 6.526e-02 Score 99.378 Data time: 0.0602, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4340 [2020-10-19 06:46:42,788][root][INFO] - ===> Epoch[4533](22661/5): Loss -0.7984, Sem 0.0200, dir -0.9849, norm 0.1666, swav 0.0000 LR: 6.526e-02 Score 99.330 Data time: 0.0740, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0270 [2020-10-19 06:46:45,222][root][INFO] - ===> Epoch[4533](22662/5): Loss -0.8023, Sem 0.0194, dir -0.9852, norm 0.1635, swav 0.0000 LR: 6.525e-02 Score 99.346 Data time: 0.0591, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3322 [2020-10-19 06:46:47,577][root][INFO] - ===> Epoch[4533](22663/5): Loss -0.8146, Sem 0.0186, dir -0.9852, norm 0.1520, swav 0.0000 LR: 6.525e-02 Score 99.385 Data time: 0.0833, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2717 [2020-10-19 06:46:50,320][root][INFO] - ===> Epoch[4533](22664/5): Loss -0.8127, Sem 0.0209, dir -0.9862, norm 0.1526, swav 0.0000 LR: 6.525e-02 Score 99.302 Data time: 0.0727, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.6304 [2020-10-19 06:46:52,475][root][INFO] - ===> Epoch[4533](22665/5): Loss -0.8255, Sem 0.0178, dir -0.9853, norm 0.1421, swav 0.0000 LR: 6.525e-02 Score 99.397 Data time: 0.0639, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0489 [2020-10-19 06:46:54,741][root][INFO] - ===> Epoch[4534](22666/5): Loss -0.8068, Sem 0.0202, dir -0.9855, norm 0.1585, swav 0.0000 LR: 6.525e-02 Score 99.323 Data time: 0.0866, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1640 [2020-10-19 06:46:56,886][root][INFO] - ===> Epoch[4534](22667/5): Loss -0.8315, Sem 0.0185, dir -0.9871, norm 0.1370, swav 0.0000 LR: 6.525e-02 Score 99.362 Data time: 0.0774, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0435 [2020-10-19 06:46:59,216][root][INFO] - ===> Epoch[4534](22668/5): Loss -0.8149, Sem 0.0192, dir -0.9849, norm 0.1509, swav 0.0000 LR: 6.524e-02 Score 99.355 Data time: 0.1027, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2415 [2020-10-19 06:47:01,332][root][INFO] - ===> Epoch[4534](22669/5): Loss -0.8219, Sem 0.0169, dir -0.9866, norm 0.1477, swav 0.0000 LR: 6.524e-02 Score 99.438 Data time: 0.0600, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0070 [2020-10-19 06:47:03,655][root][INFO] - ===> Epoch[4534](22670/5): Loss -0.8233, Sem 0.0181, dir -0.9860, norm 0.1447, swav 0.0000 LR: 6.524e-02 Score 99.399 Data time: 0.0628, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2389 [2020-10-19 06:47:05,767][root][INFO] - ===> Epoch[4535](22671/5): Loss -0.8191, Sem 0.0212, dir -0.9866, norm 0.1464, swav 0.0000 LR: 6.524e-02 Score 99.285 Data time: 0.0799, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0278 [2020-10-19 06:47:08,187][root][INFO] - ===> Epoch[4535](22672/5): Loss -0.8082, Sem 0.0215, dir -0.9835, norm 0.1538, swav 0.0000 LR: 6.524e-02 Score 99.283 Data time: 0.0571, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2981 [2020-10-19 06:47:10,362][root][INFO] - ===> Epoch[4535](22673/5): Loss -0.8283, Sem 0.0161, dir -0.9871, norm 0.1427, swav 0.0000 LR: 6.524e-02 Score 99.464 Data time: 0.0956, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0794 [2020-10-19 06:47:12,422][root][INFO] - ===> Epoch[4535](22674/5): Loss -0.8261, Sem 0.0188, dir -0.9855, norm 0.1406, swav 0.0000 LR: 6.523e-02 Score 99.358 Data time: 0.0581, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9533 [2020-10-19 06:47:14,953][root][INFO] - ===> Epoch[4535](22675/5): Loss -0.8137, Sem 0.0206, dir -0.9852, norm 0.1509, swav 0.0000 LR: 6.523e-02 Score 99.318 Data time: 0.0707, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4292 [2020-10-19 06:47:16,905][root][INFO] - ===> Epoch[4536](22676/5): Loss -0.8303, Sem 0.0202, dir -0.9860, norm 0.1356, swav 0.0000 LR: 6.523e-02 Score 99.312 Data time: 0.0685, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8565 [2020-10-19 06:47:19,664][root][INFO] - ===> Epoch[4536](22677/5): Loss -0.8174, Sem 0.0190, dir -0.9848, norm 0.1484, swav 0.0000 LR: 6.523e-02 Score 99.359 Data time: 0.0725, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.6572 [2020-10-19 06:47:21,895][root][INFO] - ===> Epoch[4536](22678/5): Loss -0.8199, Sem 0.0204, dir -0.9854, norm 0.1451, swav 0.0000 LR: 6.523e-02 Score 99.311 Data time: 0.0619, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1177 [2020-10-19 06:47:23,912][root][INFO] - ===> Epoch[4536](22679/5): Loss -0.8281, Sem 0.0201, dir -0.9868, norm 0.1386, swav 0.0000 LR: 6.523e-02 Score 99.340 Data time: 0.0856, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9171 [2020-10-19 06:47:26,422][root][INFO] - ===> Epoch[4536](22680/5): Loss -0.8243, Sem 0.0171, dir -0.9868, norm 0.1454, swav 0.0000 LR: 6.523e-02 Score 99.407 Data time: 0.0784, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3848 [2020-10-19 06:47:28,954][root][INFO] - ===> Epoch[4537](22681/5): Loss -0.8046, Sem 0.0191, dir -0.9848, norm 0.1610, swav 0.0000 LR: 6.522e-02 Score 99.377 Data time: 0.0993, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4124 [2020-10-19 06:47:31,167][root][INFO] - ===> Epoch[4537](22682/5): Loss -0.8276, Sem 0.0190, dir -0.9860, norm 0.1394, swav 0.0000 LR: 6.522e-02 Score 99.355 Data time: 0.0996, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0904 [2020-10-19 06:47:33,209][root][INFO] - ===> Epoch[4537](22683/5): Loss -0.8242, Sem 0.0185, dir -0.9862, norm 0.1435, swav 0.0000 LR: 6.522e-02 Score 99.371 Data time: 0.0825, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9090 [2020-10-19 06:47:35,568][root][INFO] - ===> Epoch[4537](22684/5): Loss -0.8278, Sem 0.0183, dir -0.9876, norm 0.1415, swav 0.0000 LR: 6.522e-02 Score 99.402 Data time: 0.0757, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2527 [2020-10-19 06:47:37,837][root][INFO] - ===> Epoch[4537](22685/5): Loss -0.8210, Sem 0.0203, dir -0.9854, norm 0.1441, swav 0.0000 LR: 6.522e-02 Score 99.317 Data time: 0.0700, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1859 [2020-10-19 06:47:39,765][root][INFO] - ===> Epoch[4538](22686/5): Loss -0.8176, Sem 0.0202, dir -0.9853, norm 0.1475, swav 0.0000 LR: 6.522e-02 Score 99.318 Data time: 0.0704, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8201 [2020-10-19 06:47:42,662][root][INFO] - ===> Epoch[4538](22687/5): Loss -0.8168, Sem 0.0206, dir -0.9862, norm 0.1489, swav 0.0000 LR: 6.521e-02 Score 99.325 Data time: 0.0923, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.7834 [2020-10-19 06:47:44,809][root][INFO] - ===> Epoch[4538](22688/5): Loss -0.8330, Sem 0.0179, dir -0.9868, norm 0.1359, swav 0.0000 LR: 6.521e-02 Score 99.394 Data time: 0.0687, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0326 [2020-10-19 06:47:47,030][root][INFO] - ===> Epoch[4538](22689/5): Loss -0.8237, Sem 0.0213, dir -0.9849, norm 0.1400, swav 0.0000 LR: 6.521e-02 Score 99.290 Data time: 0.0592, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1242 [2020-10-19 06:47:49,365][root][INFO] - ===> Epoch[4538](22690/5): Loss -0.8300, Sem 0.0185, dir -0.9865, norm 0.1379, swav 0.0000 LR: 6.521e-02 Score 99.371 Data time: 0.0800, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2582 [2020-10-19 06:47:51,449][root][INFO] - ===> Epoch[4539](22691/5): Loss -0.8279, Sem 0.0204, dir -0.9857, norm 0.1374, swav 0.0000 LR: 6.521e-02 Score 99.322 Data time: 0.0779, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9887 [2020-10-19 06:47:53,594][root][INFO] - ===> Epoch[4539](22692/5): Loss -0.8330, Sem 0.0185, dir -0.9873, norm 0.1358, swav 0.0000 LR: 6.521e-02 Score 99.355 Data time: 0.0743, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0278 [2020-10-19 06:47:55,546][root][INFO] - ===> Epoch[4539](22693/5): Loss -0.8112, Sem 0.0193, dir -0.9855, norm 0.1550, swav 0.0000 LR: 6.520e-02 Score 99.363 Data time: 0.0738, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8403 [2020-10-19 06:47:57,759][root][INFO] - ===> Epoch[4539](22694/5): Loss -0.8210, Sem 0.0187, dir -0.9862, norm 0.1465, swav 0.0000 LR: 6.520e-02 Score 99.383 Data time: 0.0770, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0961 [2020-10-19 06:48:00,320][root][INFO] - ===> Epoch[4539](22695/5): Loss -0.8296, Sem 0.0175, dir -0.9871, norm 0.1400, swav 0.0000 LR: 6.520e-02 Score 99.415 Data time: 0.0772, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4412 [2020-10-19 06:48:02,589][root][INFO] - ===> Epoch[4540](22696/5): Loss -0.8063, Sem 0.0184, dir -0.9852, norm 0.1605, swav 0.0000 LR: 6.520e-02 Score 99.384 Data time: 0.0590, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1574 [2020-10-19 06:48:05,057][root][INFO] - ===> Epoch[4540](22697/5): Loss -0.8358, Sem 0.0187, dir -0.9868, norm 0.1324, swav 0.0000 LR: 6.520e-02 Score 99.362 Data time: 0.0764, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3563 [2020-10-19 06:48:06,974][root][INFO] - ===> Epoch[4540](22698/5): Loss -0.8176, Sem 0.0194, dir -0.9860, norm 0.1490, swav 0.0000 LR: 6.520e-02 Score 99.350 Data time: 0.0469, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8156 [2020-10-19 06:48:09,587][root][INFO] - ===> Epoch[4540](22699/5): Loss -0.8133, Sem 0.0195, dir -0.9851, norm 0.1523, swav 0.0000 LR: 6.520e-02 Score 99.350 Data time: 0.0738, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5377 [2020-10-19 06:48:11,895][root][INFO] - ===> Epoch[4540](22700/5): Loss -0.8239, Sem 0.0189, dir -0.9864, norm 0.1436, swav 0.0000 LR: 6.519e-02 Score 99.361 Data time: 0.0563, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.1939 [2020-10-19 06:48:12,869][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 06:48:14,872][root][INFO] - ===> Epoch[4541](22701/5): Loss -0.8285, Sem 0.0181, dir -0.9868, norm 0.1401, swav 0.0000 LR: 6.519e-02 Score 99.390 Data time: 0.0790, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7912 [2020-10-19 06:48:16,809][root][INFO] - ===> Epoch[4541](22702/5): Loss -0.8191, Sem 0.0179, dir -0.9872, norm 0.1502, swav 0.0000 LR: 6.519e-02 Score 99.412 Data time: 0.0820, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8397 [2020-10-19 06:48:19,125][root][INFO] - ===> Epoch[4541](22703/5): Loss -0.8184, Sem 0.0185, dir -0.9852, norm 0.1484, swav 0.0000 LR: 6.519e-02 Score 99.380 Data time: 0.0893, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2059 [2020-10-19 06:48:21,185][root][INFO] - ===> Epoch[4541](22704/5): Loss -0.8046, Sem 0.0208, dir -0.9862, norm 0.1608, swav 0.0000 LR: 6.519e-02 Score 99.333 Data time: 0.0745, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9527 [2020-10-19 06:48:23,454][root][INFO] - ===> Epoch[4541](22705/5): Loss -0.8290, Sem 0.0200, dir -0.9861, norm 0.1371, swav 0.0000 LR: 6.519e-02 Score 99.331 Data time: 0.0657, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1703 [2020-10-19 06:48:25,692][root][INFO] - ===> Epoch[4542](22706/5): Loss -0.8164, Sem 0.0193, dir -0.9873, norm 0.1516, swav 0.0000 LR: 6.518e-02 Score 99.345 Data time: 0.0754, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1479 [2020-10-19 06:48:27,824][root][INFO] - ===> Epoch[4542](22707/5): Loss -0.8242, Sem 0.0196, dir -0.9864, norm 0.1426, swav 0.0000 LR: 6.518e-02 Score 99.350 Data time: 0.0816, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0377 [2020-10-19 06:48:30,323][root][INFO] - ===> Epoch[4542](22708/5): Loss -0.8158, Sem 0.0181, dir -0.9865, norm 0.1527, swav 0.0000 LR: 6.518e-02 Score 99.406 Data time: 0.0829, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3835 [2020-10-19 06:48:32,427][root][INFO] - ===> Epoch[4542](22709/5): Loss -0.8179, Sem 0.0197, dir -0.9859, norm 0.1484, swav 0.0000 LR: 6.518e-02 Score 99.327 Data time: 0.0777, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9965 [2020-10-19 06:48:34,857][root][INFO] - ===> Epoch[4542](22710/5): Loss -0.8217, Sem 0.0198, dir -0.9858, norm 0.1443, swav 0.0000 LR: 6.518e-02 Score 99.325 Data time: 0.1022, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3023 [2020-10-19 06:48:36,673][root][INFO] - ===> Epoch[4543](22711/5): Loss -0.8276, Sem 0.0195, dir -0.9855, norm 0.1384, swav 0.0000 LR: 6.518e-02 Score 99.330 Data time: 0.0565, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7041 [2020-10-19 06:48:38,754][root][INFO] - ===> Epoch[4543](22712/5): Loss -0.8210, Sem 0.0199, dir -0.9866, norm 0.1456, swav 0.0000 LR: 6.517e-02 Score 99.331 Data time: 0.0942, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9830 [2020-10-19 06:48:40,917][root][INFO] - ===> Epoch[4543](22713/5): Loss -0.8266, Sem 0.0194, dir -0.9863, norm 0.1403, swav 0.0000 LR: 6.517e-02 Score 99.351 Data time: 0.0816, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0354 [2020-10-19 06:48:42,916][root][INFO] - ===> Epoch[4543](22714/5): Loss -0.8119, Sem 0.0206, dir -0.9831, norm 0.1505, swav 0.0000 LR: 6.517e-02 Score 99.317 Data time: 0.0754, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8860 [2020-10-19 06:48:45,024][root][INFO] - ===> Epoch[4543](22715/5): Loss -0.8238, Sem 0.0201, dir -0.9864, norm 0.1425, swav 0.0000 LR: 6.517e-02 Score 99.323 Data time: 0.0755, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0040 [2020-10-19 06:48:47,343][root][INFO] - ===> Epoch[4544](22716/5): Loss -0.8201, Sem 0.0204, dir -0.9863, norm 0.1458, swav 0.0000 LR: 6.517e-02 Score 99.326 Data time: 0.0805, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2163 [2020-10-19 06:48:49,655][root][INFO] - ===> Epoch[4544](22717/5): Loss -0.8234, Sem 0.0187, dir -0.9856, norm 0.1434, swav 0.0000 LR: 6.517e-02 Score 99.363 Data time: 0.0750, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2009 [2020-10-19 06:48:51,595][root][INFO] - ===> Epoch[4544](22718/5): Loss -0.8256, Sem 0.0213, dir -0.9859, norm 0.1391, swav 0.0000 LR: 6.517e-02 Score 99.286 Data time: 0.0797, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8320 [2020-10-19 06:48:54,120][root][INFO] - ===> Epoch[4544](22719/5): Loss -0.8212, Sem 0.0222, dir -0.9865, norm 0.1431, swav 0.0000 LR: 6.516e-02 Score 99.317 Data time: 0.0846, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4221 [2020-10-19 06:48:56,532][root][INFO] - ===> Epoch[4544](22720/5): Loss -0.8247, Sem 0.0203, dir -0.9848, norm 0.1398, swav 0.0000 LR: 6.516e-02 Score 99.318 Data time: 0.0827, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2706 [2020-10-19 06:48:58,593][root][INFO] - ===> Epoch[4545](22721/5): Loss -0.8169, Sem 0.0213, dir -0.9847, norm 0.1465, swav 0.0000 LR: 6.516e-02 Score 99.322 Data time: 0.0889, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9465 [2020-10-19 06:49:00,892][root][INFO] - ===> Epoch[4545](22722/5): Loss -0.8249, Sem 0.0194, dir -0.9861, norm 0.1417, swav 0.0000 LR: 6.516e-02 Score 99.354 Data time: 0.0795, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1856 [2020-10-19 06:49:03,128][root][INFO] - ===> Epoch[4545](22723/5): Loss -0.8345, Sem 0.0168, dir -0.9881, norm 0.1367, swav 0.0000 LR: 6.516e-02 Score 99.431 Data time: 0.0777, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1341 [2020-10-19 06:49:05,474][root][INFO] - ===> Epoch[4545](22724/5): Loss -0.8184, Sem 0.0234, dir -0.9846, norm 0.1428, swav 0.0000 LR: 6.516e-02 Score 99.235 Data time: 0.0698, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2501 [2020-10-19 06:49:07,256][root][INFO] - ===> Epoch[4545](22725/5): Loss -0.8216, Sem 0.0206, dir -0.9861, norm 0.1439, swav 0.0000 LR: 6.515e-02 Score 99.329 Data time: 0.0528, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.6863 [2020-10-19 06:49:09,276][root][INFO] - ===> Epoch[4546](22726/5): Loss -0.8343, Sem 0.0207, dir -0.9858, norm 0.1308, swav 0.0000 LR: 6.515e-02 Score 99.316 Data time: 0.0581, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9400 [2020-10-19 06:49:11,547][root][INFO] - ===> Epoch[4546](22727/5): Loss -0.8186, Sem 0.0257, dir -0.9859, norm 0.1416, swav 0.0000 LR: 6.515e-02 Score 99.228 Data time: 0.0657, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2112 [2020-10-19 06:49:13,804][root][INFO] - ===> Epoch[4546](22728/5): Loss -0.8126, Sem 0.0212, dir -0.9852, norm 0.1514, swav 0.0000 LR: 6.515e-02 Score 99.304 Data time: 0.0704, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1582 [2020-10-19 06:49:16,051][root][INFO] - ===> Epoch[4546](22729/5): Loss -0.8123, Sem 0.0199, dir -0.9862, norm 0.1540, swav 0.0000 LR: 6.515e-02 Score 99.352 Data time: 0.0931, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1459 [2020-10-19 06:49:17,966][root][INFO] - ===> Epoch[4546](22730/5): Loss -0.8186, Sem 0.0222, dir -0.9851, norm 0.1443, swav 0.0000 LR: 6.515e-02 Score 99.246 Data time: 0.0790, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7951 [2020-10-19 06:49:20,483][root][INFO] - ===> Epoch[4547](22731/5): Loss -0.8289, Sem 0.0183, dir -0.9875, norm 0.1403, swav 0.0000 LR: 6.514e-02 Score 99.423 Data time: 0.0761, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3985 [2020-10-19 06:49:22,520][root][INFO] - ===> Epoch[4547](22732/5): Loss -0.8086, Sem 0.0243, dir -0.9850, norm 0.1522, swav 0.0000 LR: 6.514e-02 Score 99.230 Data time: 0.0981, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9414 [2020-10-19 06:49:24,520][root][INFO] - ===> Epoch[4547](22733/5): Loss -0.8245, Sem 0.0207, dir -0.9855, norm 0.1402, swav 0.0000 LR: 6.514e-02 Score 99.311 Data time: 0.0794, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9137 [2020-10-19 06:49:26,897][root][INFO] - ===> Epoch[4547](22734/5): Loss -0.8264, Sem 0.0189, dir -0.9863, norm 0.1410, swav 0.0000 LR: 6.514e-02 Score 99.362 Data time: 0.0647, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2771 [2020-10-19 06:49:28,642][root][INFO] - ===> Epoch[4547](22735/5): Loss -0.8055, Sem 0.0209, dir -0.9861, norm 0.1596, swav 0.0000 LR: 6.514e-02 Score 99.307 Data time: 0.0566, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.6636 [2020-10-19 06:49:30,733][root][INFO] - ===> Epoch[4548](22736/5): Loss -0.8273, Sem 0.0189, dir -0.9869, norm 0.1406, swav 0.0000 LR: 6.514e-02 Score 99.366 Data time: 0.0636, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0158 [2020-10-19 06:49:33,160][root][INFO] - ===> Epoch[4548](22737/5): Loss -0.8189, Sem 0.0211, dir -0.9853, norm 0.1453, swav 0.0000 LR: 6.514e-02 Score 99.300 Data time: 0.1240, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3351 [2020-10-19 06:49:35,477][root][INFO] - ===> Epoch[4548](22738/5): Loss -0.8019, Sem 0.0223, dir -0.9853, norm 0.1611, swav 0.0000 LR: 6.513e-02 Score 99.293 Data time: 0.0884, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2190 [2020-10-19 06:49:37,480][root][INFO] - ===> Epoch[4548](22739/5): Loss -0.8228, Sem 0.0226, dir -0.9864, norm 0.1410, swav 0.0000 LR: 6.513e-02 Score 99.233 Data time: 0.0786, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8844 [2020-10-19 06:49:39,458][root][INFO] - ===> Epoch[4548](22740/5): Loss -0.8077, Sem 0.0203, dir -0.9851, norm 0.1570, swav 0.0000 LR: 6.513e-02 Score 99.309 Data time: 0.0719, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8842 [2020-10-19 06:49:41,669][root][INFO] - ===> Epoch[4549](22741/5): Loss -0.8057, Sem 0.0229, dir -0.9849, norm 0.1563, swav 0.0000 LR: 6.513e-02 Score 99.245 Data time: 0.0496, Forward time: 0.7753, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1006 [2020-10-19 06:49:43,777][root][INFO] - ===> Epoch[4549](22742/5): Loss -0.7980, Sem 0.0228, dir -0.9852, norm 0.1644, swav 0.0000 LR: 6.513e-02 Score 99.244 Data time: 0.0879, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0271 [2020-10-19 06:49:46,400][root][INFO] - ===> Epoch[4549](22743/5): Loss -0.8152, Sem 0.0184, dir -0.9853, norm 0.1517, swav 0.0000 LR: 6.513e-02 Score 99.379 Data time: 0.1177, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4957 [2020-10-19 06:49:48,262][root][INFO] - ===> Epoch[4549](22744/5): Loss -0.8196, Sem 0.0219, dir -0.9854, norm 0.1439, swav 0.0000 LR: 6.512e-02 Score 99.270 Data time: 0.0801, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7833 [2020-10-19 06:49:50,187][root][INFO] - ===> Epoch[4549](22745/5): Loss -0.8188, Sem 0.0221, dir -0.9860, norm 0.1452, swav 0.0000 LR: 6.512e-02 Score 99.263 Data time: 0.1557, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8183 [2020-10-19 06:49:52,272][root][INFO] - ===> Epoch[4550](22746/5): Loss -0.8130, Sem 0.0221, dir -0.9863, norm 0.1513, swav 0.0000 LR: 6.512e-02 Score 99.270 Data time: 0.0741, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9838 [2020-10-19 06:49:54,304][root][INFO] - ===> Epoch[4550](22747/5): Loss -0.8194, Sem 0.0219, dir -0.9852, norm 0.1439, swav 0.0000 LR: 6.512e-02 Score 99.252 Data time: 0.1849, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9003 [2020-10-19 06:49:56,419][root][INFO] - ===> Epoch[4550](22748/5): Loss -0.8187, Sem 0.0209, dir -0.9871, norm 0.1475, swav 0.0000 LR: 6.512e-02 Score 99.320 Data time: 0.0944, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0086 [2020-10-19 06:49:58,486][root][INFO] - ===> Epoch[4550](22749/5): Loss -0.8232, Sem 0.0191, dir -0.9864, norm 0.1440, swav 0.0000 LR: 6.512e-02 Score 99.367 Data time: 0.0789, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9531 [2020-10-19 06:50:00,675][root][INFO] - ===> Epoch[4550](22750/5): Loss -0.7905, Sem 0.0217, dir -0.9837, norm 0.1715, swav 0.0000 LR: 6.512e-02 Score 99.285 Data time: 0.0804, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1025 [2020-10-19 06:50:02,831][root][INFO] - ===> Epoch[4551](22751/5): Loss -0.8146, Sem 0.0221, dir -0.9850, norm 0.1483, swav 0.0000 LR: 6.511e-02 Score 99.253 Data time: 0.0724, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0362 [2020-10-19 06:50:04,759][root][INFO] - ===> Epoch[4551](22752/5): Loss -0.8234, Sem 0.0197, dir -0.9864, norm 0.1433, swav 0.0000 LR: 6.511e-02 Score 99.337 Data time: 0.0723, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8203 [2020-10-19 06:50:06,785][root][INFO] - ===> Epoch[4551](22753/5): Loss -0.8136, Sem 0.0219, dir -0.9845, norm 0.1490, swav 0.0000 LR: 6.511e-02 Score 99.289 Data time: 0.1546, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9346 [2020-10-19 06:50:09,445][root][INFO] - ===> Epoch[4551](22754/5): Loss -0.8071, Sem 0.0217, dir -0.9862, norm 0.1573, swav 0.0000 LR: 6.511e-02 Score 99.282 Data time: 0.1097, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.5421 [2020-10-19 06:50:12,079][root][INFO] - ===> Epoch[4551](22755/5): Loss -0.8033, Sem 0.0187, dir -0.9855, norm 0.1635, swav 0.0000 LR: 6.511e-02 Score 99.383 Data time: 0.1688, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.5230 [2020-10-19 06:50:14,328][root][INFO] - ===> Epoch[4552](22756/5): Loss -0.8170, Sem 0.0206, dir -0.9865, norm 0.1490, swav 0.0000 LR: 6.511e-02 Score 99.321 Data time: 0.0936, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0920 [2020-10-19 06:50:16,319][root][INFO] - ===> Epoch[4552](22757/5): Loss -0.8189, Sem 0.0209, dir -0.9834, norm 0.1436, swav 0.0000 LR: 6.510e-02 Score 99.292 Data time: 0.0692, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8965 [2020-10-19 06:50:18,373][root][INFO] - ===> Epoch[4552](22758/5): Loss -0.8252, Sem 0.0199, dir -0.9862, norm 0.1411, swav 0.0000 LR: 6.510e-02 Score 99.337 Data time: 0.0821, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9527 [2020-10-19 06:50:21,142][root][INFO] - ===> Epoch[4552](22759/5): Loss -0.8203, Sem 0.0194, dir -0.9864, norm 0.1467, swav 0.0000 LR: 6.510e-02 Score 99.360 Data time: 0.0553, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.6611 [2020-10-19 06:50:23,303][root][INFO] - ===> Epoch[4552](22760/5): Loss -0.8136, Sem 0.0215, dir -0.9848, norm 0.1497, swav 0.0000 LR: 6.510e-02 Score 99.275 Data time: 0.0913, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0898 [2020-10-19 06:50:25,543][root][INFO] - ===> Epoch[4553](22761/5): Loss -0.8222, Sem 0.0216, dir -0.9866, norm 0.1428, swav 0.0000 LR: 6.510e-02 Score 99.324 Data time: 0.0825, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1323 [2020-10-19 06:50:27,626][root][INFO] - ===> Epoch[4553](22762/5): Loss -0.8284, Sem 0.0185, dir -0.9857, norm 0.1388, swav 0.0000 LR: 6.510e-02 Score 99.372 Data time: 0.0691, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0023 [2020-10-19 06:50:29,705][root][INFO] - ===> Epoch[4553](22763/5): Loss -0.8186, Sem 0.0210, dir -0.9856, norm 0.1459, swav 0.0000 LR: 6.509e-02 Score 99.300 Data time: 0.0686, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9698 [2020-10-19 06:50:31,560][root][INFO] - ===> Epoch[4553](22764/5): Loss -0.8332, Sem 0.0212, dir -0.9863, norm 0.1319, swav 0.0000 LR: 6.509e-02 Score 99.278 Data time: 0.0673, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7412 [2020-10-19 06:50:33,783][root][INFO] - ===> Epoch[4553](22765/5): Loss -0.8295, Sem 0.0197, dir -0.9861, norm 0.1369, swav 0.0000 LR: 6.509e-02 Score 99.353 Data time: 0.0799, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1283 [2020-10-19 06:50:35,947][root][INFO] - ===> Epoch[4554](22766/5): Loss -0.8286, Sem 0.0179, dir -0.9850, norm 0.1386, swav 0.0000 LR: 6.509e-02 Score 99.405 Data time: 0.0762, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0451 [2020-10-19 06:50:38,133][root][INFO] - ===> Epoch[4554](22767/5): Loss -0.8108, Sem 0.0203, dir -0.9861, norm 0.1550, swav 0.0000 LR: 6.509e-02 Score 99.339 Data time: 0.0648, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0822 [2020-10-19 06:50:41,065][root][INFO] - ===> Epoch[4554](22768/5): Loss -0.8084, Sem 0.0205, dir -0.9851, norm 0.1563, swav 0.0000 LR: 6.509e-02 Score 99.347 Data time: 0.0693, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.8401 [2020-10-19 06:50:43,200][root][INFO] - ===> Epoch[4554](22769/5): Loss -0.8319, Sem 0.0196, dir -0.9863, norm 0.1348, swav 0.0000 LR: 6.509e-02 Score 99.331 Data time: 0.0805, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0248 [2020-10-19 06:50:45,156][root][INFO] - ===> Epoch[4554](22770/5): Loss -0.8180, Sem 0.0211, dir -0.9854, norm 0.1463, swav 0.0000 LR: 6.508e-02 Score 99.303 Data time: 0.0745, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8510 [2020-10-19 06:50:47,432][root][INFO] - ===> Epoch[4555](22771/5): Loss -0.8086, Sem 0.0181, dir -0.9858, norm 0.1591, swav 0.0000 LR: 6.508e-02 Score 99.394 Data time: 0.0872, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1837 [2020-10-19 06:50:49,895][root][INFO] - ===> Epoch[4555](22772/5): Loss -0.8231, Sem 0.0193, dir -0.9848, norm 0.1424, swav 0.0000 LR: 6.508e-02 Score 99.352 Data time: 0.0792, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3457 [2020-10-19 06:50:51,978][root][INFO] - ===> Epoch[4555](22773/5): Loss -0.8311, Sem 0.0188, dir -0.9864, norm 0.1366, swav 0.0000 LR: 6.508e-02 Score 99.370 Data time: 0.0899, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9817 [2020-10-19 06:50:54,151][root][INFO] - ===> Epoch[4555](22774/5): Loss -0.8038, Sem 0.0186, dir -0.9858, norm 0.1634, swav 0.0000 LR: 6.508e-02 Score 99.373 Data time: 0.0808, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0585 [2020-10-19 06:50:56,347][root][INFO] - ===> Epoch[4555](22775/5): Loss -0.8150, Sem 0.0178, dir -0.9861, norm 0.1533, swav 0.0000 LR: 6.508e-02 Score 99.401 Data time: 0.0809, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0981 [2020-10-19 06:50:58,471][root][INFO] - ===> Epoch[4556](22776/5): Loss -0.8245, Sem 0.0190, dir -0.9858, norm 0.1423, swav 0.0000 LR: 6.507e-02 Score 99.360 Data time: 0.0819, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0137 [2020-10-19 06:51:01,034][root][INFO] - ===> Epoch[4556](22777/5): Loss -0.8096, Sem 0.0198, dir -0.9853, norm 0.1559, swav 0.0000 LR: 6.507e-02 Score 99.350 Data time: 0.1407, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4544 [2020-10-19 06:51:02,768][root][INFO] - ===> Epoch[4556](22778/5): Loss -0.8284, Sem 0.0172, dir -0.9873, norm 0.1417, swav 0.0000 LR: 6.507e-02 Score 99.423 Data time: 0.0699, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.6151 [2020-10-19 06:51:04,697][root][INFO] - ===> Epoch[4556](22779/5): Loss -0.8086, Sem 0.0202, dir -0.9839, norm 0.1551, swav 0.0000 LR: 6.507e-02 Score 99.312 Data time: 0.0792, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8304 [2020-10-19 06:51:07,629][root][INFO] - ===> Epoch[4556](22780/5): Loss -0.8279, Sem 0.0198, dir -0.9864, norm 0.1387, swav 0.0000 LR: 6.507e-02 Score 99.341 Data time: 0.0793, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.8433 [2020-10-19 06:51:10,102][root][INFO] - ===> Epoch[4557](22781/5): Loss -0.8294, Sem 0.0194, dir -0.9853, norm 0.1365, swav 0.0000 LR: 6.507e-02 Score 99.337 Data time: 0.0635, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3612 [2020-10-19 06:51:12,293][root][INFO] - ===> Epoch[4557](22782/5): Loss -0.8330, Sem 0.0189, dir -0.9875, norm 0.1356, swav 0.0000 LR: 6.506e-02 Score 99.379 Data time: 0.0701, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1157 [2020-10-19 06:51:14,771][root][INFO] - ===> Epoch[4557](22783/5): Loss -0.8176, Sem 0.0176, dir -0.9854, norm 0.1502, swav 0.0000 LR: 6.506e-02 Score 99.409 Data time: 0.0851, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3751 [2020-10-19 06:51:17,145][root][INFO] - ===> Epoch[4557](22784/5): Loss -0.8100, Sem 0.0233, dir -0.9856, norm 0.1523, swav 0.0000 LR: 6.506e-02 Score 99.230 Data time: 0.0737, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2483 [2020-10-19 06:51:18,987][root][INFO] - ===> Epoch[4557](22785/5): Loss -0.8095, Sem 0.0214, dir -0.9858, norm 0.1550, swav 0.0000 LR: 6.506e-02 Score 99.272 Data time: 0.0671, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7399 [2020-10-19 06:51:21,119][root][INFO] - ===> Epoch[4558](22786/5): Loss -0.8254, Sem 0.0192, dir -0.9867, norm 0.1420, swav 0.0000 LR: 6.506e-02 Score 99.351 Data time: 0.2365, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0072 [2020-10-19 06:51:23,244][root][INFO] - ===> Epoch[4558](22787/5): Loss -0.8109, Sem 0.0195, dir -0.9859, norm 0.1555, swav 0.0000 LR: 6.506e-02 Score 99.344 Data time: 0.0987, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0773 [2020-10-19 06:51:25,611][root][INFO] - ===> Epoch[4558](22788/5): Loss -0.8271, Sem 0.0177, dir -0.9865, norm 0.1416, swav 0.0000 LR: 6.506e-02 Score 99.413 Data time: 0.0858, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2510 [2020-10-19 06:51:27,590][root][INFO] - ===> Epoch[4558](22789/5): Loss -0.8277, Sem 0.0193, dir -0.9857, norm 0.1387, swav 0.0000 LR: 6.505e-02 Score 99.347 Data time: 0.0787, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8775 [2020-10-19 06:51:29,672][root][INFO] - ===> Epoch[4558](22790/5): Loss -0.8211, Sem 0.0197, dir -0.9855, norm 0.1447, swav 0.0000 LR: 6.505e-02 Score 99.330 Data time: 0.0660, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9865 [2020-10-19 06:51:31,974][root][INFO] - ===> Epoch[4559](22791/5): Loss -0.8167, Sem 0.0207, dir -0.9847, norm 0.1473, swav 0.0000 LR: 6.505e-02 Score 99.302 Data time: 0.0742, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2077 [2020-10-19 06:51:34,462][root][INFO] - ===> Epoch[4559](22792/5): Loss -0.8223, Sem 0.0205, dir -0.9861, norm 0.1434, swav 0.0000 LR: 6.505e-02 Score 99.320 Data time: 0.2417, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3838 [2020-10-19 06:51:37,063][root][INFO] - ===> Epoch[4559](22793/5): Loss -0.8267, Sem 0.0191, dir -0.9864, norm 0.1406, swav 0.0000 LR: 6.505e-02 Score 99.363 Data time: 0.1544, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.5141 [2020-10-19 06:51:39,075][root][INFO] - ===> Epoch[4559](22794/5): Loss -0.8103, Sem 0.0201, dir -0.9865, norm 0.1562, swav 0.0000 LR: 6.505e-02 Score 99.332 Data time: 0.0624, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8989 [2020-10-19 06:51:41,626][root][INFO] - ===> Epoch[4559](22795/5): Loss -0.8237, Sem 0.0191, dir -0.9852, norm 0.1424, swav 0.0000 LR: 6.504e-02 Score 99.370 Data time: 0.0667, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4598 [2020-10-19 06:51:44,305][root][INFO] - ===> Epoch[4560](22796/5): Loss -0.8210, Sem 0.0192, dir -0.9856, norm 0.1454, swav 0.0000 LR: 6.504e-02 Score 99.361 Data time: 0.0837, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.6086 [2020-10-19 06:51:46,210][root][INFO] - ===> Epoch[4560](22797/5): Loss -0.8139, Sem 0.0218, dir -0.9853, norm 0.1495, swav 0.0000 LR: 6.504e-02 Score 99.263 Data time: 0.0814, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7916 [2020-10-19 06:51:48,938][root][INFO] - ===> Epoch[4560](22798/5): Loss -0.8279, Sem 0.0197, dir -0.9864, norm 0.1388, swav 0.0000 LR: 6.504e-02 Score 99.329 Data time: 0.0625, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.6342 [2020-10-19 06:51:50,695][root][INFO] - ===> Epoch[4560](22799/5): Loss -0.8255, Sem 0.0197, dir -0.9859, norm 0.1406, swav 0.0000 LR: 6.504e-02 Score 99.335 Data time: 0.0747, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.6609 [2020-10-19 06:51:53,042][root][INFO] - ===> Epoch[4560](22800/5): Loss -0.8149, Sem 0.0207, dir -0.9856, norm 0.1500, swav 0.0000 LR: 6.504e-02 Score 99.310 Data time: 0.0819, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2289 [2020-10-19 06:51:54,229][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 06:51:54,389][root][INFO] - ===> Start testing [2020-10-19 06:52:33,405][root][INFO] - 68/68: Data time: 0.0020, Iter time: 0.0890 Loss 0.056 (AVG: 0.540) Score 98.040 (AVG: 90.292) mIOU 69.386 mAP 84.727 mAcc 77.734 IOU: 61.854 0.428 79.260 74.088 93.618 91.638 28.905 78.853 97.179 70.549 79.280 86.223 60.139 mAP: 81.762 18.712 97.483 87.124 98.953 98.482 54.843 96.071 99.699 89.425 92.963 94.816 91.112 mAcc: 76.543 3.920 92.245 83.491 94.737 97.496 33.226 92.643 99.381 85.576 90.834 95.632 64.814 [2020-10-19 06:52:33,411][root][INFO] - Finished test. Elapsed time: 39.0152 [2020-10-19 06:52:36,280][root][INFO] - [2020-10-19 06:52:36,280][root][INFO] - ################################################################ [2020-10-19 06:52:36,280][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 06:52:36,280][root][INFO] - ################################################################ [2020-10-19 06:52:36,280][root][INFO] - clutter : nan nan nan [2020-10-19 06:52:36,280][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 06:52:36,280][root][INFO] - board : 0.796 0.884 0.943 [2020-10-19 06:52:36,280][root][INFO] - bookcase : 0.237 0.357 0.529 [2020-10-19 06:52:36,280][root][INFO] - ceiling : 0.450 0.504 0.586 [2020-10-19 06:52:36,280][root][INFO] - chair : 0.839 0.915 0.929 [2020-10-19 06:52:36,280][root][INFO] - column : 0.185 0.267 0.428 [2020-10-19 06:52:36,280][root][INFO] - door : 0.748 0.908 0.968 [2020-10-19 06:52:36,280][root][INFO] - floor : 0.587 0.588 0.640 [2020-10-19 06:52:36,280][root][INFO] - sofa : 0.457 0.727 0.727 [2020-10-19 06:52:36,280][root][INFO] - table : 0.134 0.299 0.605 [2020-10-19 06:52:36,281][root][INFO] - wall : 0.511 0.710 0.807 [2020-10-19 06:52:36,281][root][INFO] - window : 0.476 0.667 0.708 [2020-10-19 06:52:36,281][root][INFO] - ---------------------------------------------------------------- [2020-10-19 06:52:36,281][root][INFO] - average : 0.452 0.569 0.656 [2020-10-19 06:52:36,281][root][INFO] - [2020-10-19 06:52:36,427][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 06:52:36,428][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 06:52:37,913][root][INFO] - ===> Epoch[4561](22801/5): Loss -0.8211, Sem 0.0193, dir -0.9854, norm 0.1451, swav 0.0000 LR: 6.503e-02 Score 99.357 Data time: 0.0562, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.4801 [2020-10-19 06:52:40,047][root][INFO] - ===> Epoch[4561](22802/5): Loss -0.8103, Sem 0.0219, dir -0.9848, norm 0.1525, swav 0.0000 LR: 6.503e-02 Score 99.271 Data time: 0.0845, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0271 [2020-10-19 06:52:42,053][root][INFO] - ===> Epoch[4561](22803/5): Loss -0.8296, Sem 0.0191, dir -0.9858, norm 0.1370, swav 0.0000 LR: 6.503e-02 Score 99.363 Data time: 0.0844, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8944 [2020-10-19 06:52:44,162][root][INFO] - ===> Epoch[4561](22804/5): Loss -0.8088, Sem 0.0194, dir -0.9856, norm 0.1573, swav 0.0000 LR: 6.503e-02 Score 99.359 Data time: 0.0688, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0105 [2020-10-19 06:52:46,517][root][INFO] - ===> Epoch[4561](22805/5): Loss -0.8199, Sem 0.0187, dir -0.9859, norm 0.1472, swav 0.0000 LR: 6.503e-02 Score 99.373 Data time: 0.1033, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2724 [2020-10-19 06:52:49,049][root][INFO] - ===> Epoch[4562](22806/5): Loss -0.8113, Sem 0.0197, dir -0.9842, norm 0.1532, swav 0.0000 LR: 6.503e-02 Score 99.338 Data time: 0.0559, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4148 [2020-10-19 06:52:51,273][root][INFO] - ===> Epoch[4562](22807/5): Loss -0.7974, Sem 0.0189, dir -0.9866, norm 0.1704, swav 0.0000 LR: 6.503e-02 Score 99.384 Data time: 0.0622, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1181 [2020-10-19 06:52:53,820][root][INFO] - ===> Epoch[4562](22808/5): Loss -0.8205, Sem 0.0207, dir -0.9863, norm 0.1450, swav 0.0000 LR: 6.502e-02 Score 99.326 Data time: 0.0895, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4633 [2020-10-19 06:52:56,032][root][INFO] - ===> Epoch[4562](22809/5): Loss -0.8124, Sem 0.0189, dir -0.9853, norm 0.1540, swav 0.0000 LR: 6.502e-02 Score 99.377 Data time: 0.0931, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0977 [2020-10-19 06:52:57,837][root][INFO] - ===> Epoch[4562](22810/5): Loss -0.8265, Sem 0.0195, dir -0.9866, norm 0.1406, swav 0.0000 LR: 6.502e-02 Score 99.338 Data time: 0.0647, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.6972 [2020-10-19 06:52:59,966][root][INFO] - ===> Epoch[4563](22811/5): Loss -0.8061, Sem 0.0212, dir -0.9843, norm 0.1570, swav 0.0000 LR: 6.502e-02 Score 99.284 Data time: 0.0764, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0479 [2020-10-19 06:53:02,212][root][INFO] - ===> Epoch[4563](22812/5): Loss -0.8275, Sem 0.0195, dir -0.9862, norm 0.1392, swav 0.0000 LR: 6.502e-02 Score 99.325 Data time: 0.0635, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1342 [2020-10-19 06:53:04,624][root][INFO] - ===> Epoch[4563](22813/5): Loss -0.8193, Sem 0.0204, dir -0.9858, norm 0.1461, swav 0.0000 LR: 6.502e-02 Score 99.339 Data time: 0.0645, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3142 [2020-10-19 06:53:06,787][root][INFO] - ===> Epoch[4563](22814/5): Loss -0.8222, Sem 0.0188, dir -0.9860, norm 0.1450, swav 0.0000 LR: 6.501e-02 Score 99.367 Data time: 0.0975, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0588 [2020-10-19 06:53:09,213][root][INFO] - ===> Epoch[4563](22815/5): Loss -0.8169, Sem 0.0172, dir -0.9860, norm 0.1519, swav 0.0000 LR: 6.501e-02 Score 99.434 Data time: 0.0982, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3026 [2020-10-19 06:53:11,339][root][INFO] - ===> Epoch[4564](22816/5): Loss -0.8237, Sem 0.0208, dir -0.9852, norm 0.1407, swav 0.0000 LR: 6.501e-02 Score 99.298 Data time: 0.0803, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0257 [2020-10-19 06:53:13,336][root][INFO] - ===> Epoch[4564](22817/5): Loss -0.8166, Sem 0.0165, dir -0.9859, norm 0.1528, swav 0.0000 LR: 6.501e-02 Score 99.441 Data time: 0.0764, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8919 [2020-10-19 06:53:15,646][root][INFO] - ===> Epoch[4564](22818/5): Loss -0.8240, Sem 0.0182, dir -0.9875, norm 0.1454, swav 0.0000 LR: 6.501e-02 Score 99.384 Data time: 0.1113, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2039 [2020-10-19 06:53:18,204][root][INFO] - ===> Epoch[4564](22819/5): Loss -0.8068, Sem 0.0211, dir -0.9853, norm 0.1573, swav 0.0000 LR: 6.501e-02 Score 99.283 Data time: 0.1475, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4346 [2020-10-19 06:53:20,699][root][INFO] - ===> Epoch[4564](22820/5): Loss -0.8213, Sem 0.0176, dir -0.9860, norm 0.1471, swav 0.0000 LR: 6.500e-02 Score 99.404 Data time: 0.0843, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3826 [2020-10-19 06:53:22,909][root][INFO] - ===> Epoch[4565](22821/5): Loss -0.8147, Sem 0.0184, dir -0.9855, norm 0.1524, swav 0.0000 LR: 6.500e-02 Score 99.374 Data time: 0.0823, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1122 [2020-10-19 06:53:25,089][root][INFO] - ===> Epoch[4565](22822/5): Loss -0.8097, Sem 0.0203, dir -0.9850, norm 0.1549, swav 0.0000 LR: 6.500e-02 Score 99.316 Data time: 0.0990, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0856 [2020-10-19 06:53:27,233][root][INFO] - ===> Epoch[4565](22823/5): Loss -0.8322, Sem 0.0185, dir -0.9864, norm 0.1357, swav 0.0000 LR: 6.500e-02 Score 99.377 Data time: 0.0969, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0197 [2020-10-19 06:53:29,387][root][INFO] - ===> Epoch[4565](22824/5): Loss -0.8038, Sem 0.0170, dir -0.9868, norm 0.1661, swav 0.0000 LR: 6.500e-02 Score 99.425 Data time: 0.0563, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0654 [2020-10-19 06:53:31,928][root][INFO] - ===> Epoch[4565](22825/5): Loss -0.8306, Sem 0.0187, dir -0.9866, norm 0.1373, swav 0.0000 LR: 6.500e-02 Score 99.363 Data time: 0.0602, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4651 [2020-10-19 06:53:34,065][root][INFO] - ===> Epoch[4566](22826/5): Loss -0.7981, Sem 0.0198, dir -0.9852, norm 0.1673, swav 0.0000 LR: 6.500e-02 Score 99.335 Data time: 0.0594, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0480 [2020-10-19 06:53:36,236][root][INFO] - ===> Epoch[4566](22827/5): Loss -0.8206, Sem 0.0191, dir -0.9858, norm 0.1462, swav 0.0000 LR: 6.499e-02 Score 99.361 Data time: 0.0804, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0804 [2020-10-19 06:53:38,352][root][INFO] - ===> Epoch[4566](22828/5): Loss -0.8063, Sem 0.0183, dir -0.9861, norm 0.1615, swav 0.0000 LR: 6.499e-02 Score 99.388 Data time: 0.0563, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9970 [2020-10-19 06:53:40,956][root][INFO] - ===> Epoch[4566](22829/5): Loss -0.8135, Sem 0.0185, dir -0.9861, norm 0.1541, swav 0.0000 LR: 6.499e-02 Score 99.382 Data time: 0.0754, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.5187 [2020-10-19 06:53:43,932][root][INFO] - ===> Epoch[4566](22830/5): Loss -0.8077, Sem 0.0200, dir -0.9864, norm 0.1588, swav 0.0000 LR: 6.499e-02 Score 99.325 Data time: 0.0750, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.8693 [2020-10-19 06:53:45,977][root][INFO] - ===> Epoch[4567](22831/5): Loss -0.8104, Sem 0.0189, dir -0.9853, norm 0.1560, swav 0.0000 LR: 6.499e-02 Score 99.368 Data time: 0.0641, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9411 [2020-10-19 06:53:48,095][root][INFO] - ===> Epoch[4567](22832/5): Loss -0.8319, Sem 0.0192, dir -0.9860, norm 0.1350, swav 0.0000 LR: 6.499e-02 Score 99.363 Data time: 0.0626, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0385 [2020-10-19 06:53:50,530][root][INFO] - ===> Epoch[4567](22833/5): Loss -0.8059, Sem 0.0190, dir -0.9846, norm 0.1597, swav 0.0000 LR: 6.498e-02 Score 99.357 Data time: 0.0632, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3394 [2020-10-19 06:53:52,663][root][INFO] - ===> Epoch[4567](22834/5): Loss -0.8245, Sem 0.0196, dir -0.9857, norm 0.1416, swav 0.0000 LR: 6.498e-02 Score 99.337 Data time: 0.0765, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0385 [2020-10-19 06:53:54,568][root][INFO] - ===> Epoch[4567](22835/5): Loss -0.8286, Sem 0.0189, dir -0.9867, norm 0.1393, swav 0.0000 LR: 6.498e-02 Score 99.361 Data time: 0.2234, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7917 [2020-10-19 06:53:57,186][root][INFO] - ===> Epoch[4568](22836/5): Loss -0.7967, Sem 0.0218, dir -0.9847, norm 0.1663, swav 0.0000 LR: 6.498e-02 Score 99.275 Data time: 0.1142, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5062 [2020-10-19 06:53:59,564][root][INFO] - ===> Epoch[4568](22837/5): Loss -0.8286, Sem 0.0164, dir -0.9858, norm 0.1407, swav 0.0000 LR: 6.498e-02 Score 99.451 Data time: 0.0545, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2419 [2020-10-19 06:54:01,954][root][INFO] - ===> Epoch[4568](22838/5): Loss -0.8230, Sem 0.0178, dir -0.9861, norm 0.1453, swav 0.0000 LR: 6.498e-02 Score 99.385 Data time: 0.0647, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3178 [2020-10-19 06:54:04,566][root][INFO] - ===> Epoch[4568](22839/5): Loss -0.8107, Sem 0.0205, dir -0.9850, norm 0.1539, swav 0.0000 LR: 6.498e-02 Score 99.317 Data time: 0.0819, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5545 [2020-10-19 06:54:06,322][root][INFO] - ===> Epoch[4568](22840/5): Loss -0.8185, Sem 0.0181, dir -0.9860, norm 0.1495, swav 0.0000 LR: 6.497e-02 Score 99.395 Data time: 0.0767, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.6341 [2020-10-19 06:54:08,340][root][INFO] - ===> Epoch[4569](22841/5): Loss -0.8048, Sem 0.0229, dir -0.9818, norm 0.1541, swav 0.0000 LR: 6.497e-02 Score 99.241 Data time: 0.0616, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9344 [2020-10-19 06:54:10,443][root][INFO] - ===> Epoch[4569](22842/5): Loss -0.8294, Sem 0.0195, dir -0.9863, norm 0.1374, swav 0.0000 LR: 6.497e-02 Score 99.333 Data time: 0.0786, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0240 [2020-10-19 06:54:12,739][root][INFO] - ===> Epoch[4569](22843/5): Loss -0.8173, Sem 0.0208, dir -0.9854, norm 0.1473, swav 0.0000 LR: 6.497e-02 Score 99.308 Data time: 0.0792, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1863 [2020-10-19 06:54:15,194][root][INFO] - ===> Epoch[4569](22844/5): Loss -0.7926, Sem 0.0186, dir -0.9854, norm 0.1742, swav 0.0000 LR: 6.497e-02 Score 99.384 Data time: 0.0774, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3763 [2020-10-19 06:54:17,734][root][INFO] - ===> Epoch[4569](22845/5): Loss -0.8243, Sem 0.0207, dir -0.9858, norm 0.1408, swav 0.0000 LR: 6.497e-02 Score 99.302 Data time: 0.0721, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4222 [2020-10-19 06:54:19,697][root][INFO] - ===> Epoch[4570](22846/5): Loss -0.8280, Sem 0.0189, dir -0.9867, norm 0.1397, swav 0.0000 LR: 6.496e-02 Score 99.361 Data time: 0.0879, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8631 [2020-10-19 06:54:22,024][root][INFO] - ===> Epoch[4570](22847/5): Loss -0.8202, Sem 0.0209, dir -0.9862, norm 0.1450, swav 0.0000 LR: 6.496e-02 Score 99.299 Data time: 0.0816, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2173 [2020-10-19 06:54:24,009][root][INFO] - ===> Epoch[4570](22848/5): Loss -0.8250, Sem 0.0191, dir -0.9867, norm 0.1426, swav 0.0000 LR: 6.496e-02 Score 99.373 Data time: 0.0727, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8930 [2020-10-19 06:54:26,847][root][INFO] - ===> Epoch[4570](22849/5): Loss -0.8243, Sem 0.0206, dir -0.9853, norm 0.1405, swav 0.0000 LR: 6.496e-02 Score 99.297 Data time: 0.1130, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.7159 [2020-10-19 06:54:29,084][root][INFO] - ===> Epoch[4570](22850/5): Loss -0.8129, Sem 0.0183, dir -0.9855, norm 0.1544, swav 0.0000 LR: 6.496e-02 Score 99.393 Data time: 0.0555, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1149 [2020-10-19 06:54:31,538][root][INFO] - ===> Epoch[4571](22851/5): Loss -0.8264, Sem 0.0181, dir -0.9869, norm 0.1424, swav 0.0000 LR: 6.496e-02 Score 99.398 Data time: 0.0454, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3872 [2020-10-19 06:54:33,302][root][INFO] - ===> Epoch[4571](22852/5): Loss -0.8320, Sem 0.0196, dir -0.9869, norm 0.1353, swav 0.0000 LR: 6.495e-02 Score 99.341 Data time: 0.0750, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7241 [2020-10-19 06:54:36,200][root][INFO] - ===> Epoch[4571](22853/5): Loss -0.8114, Sem 0.0201, dir -0.9849, norm 0.1534, swav 0.0000 LR: 6.495e-02 Score 99.328 Data time: 0.0803, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.7850 [2020-10-19 06:54:38,461][root][INFO] - ===> Epoch[4571](22854/5): Loss -0.8039, Sem 0.0204, dir -0.9854, norm 0.1612, swav 0.0000 LR: 6.495e-02 Score 99.337 Data time: 0.0679, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1456 [2020-10-19 06:54:40,719][root][INFO] - ===> Epoch[4571](22855/5): Loss -0.8125, Sem 0.0210, dir -0.9849, norm 0.1515, swav 0.0000 LR: 6.495e-02 Score 99.298 Data time: 0.0642, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1667 [2020-10-19 06:54:42,776][root][INFO] - ===> Epoch[4572](22856/5): Loss -0.8150, Sem 0.0193, dir -0.9873, norm 0.1529, swav 0.0000 LR: 6.495e-02 Score 99.336 Data time: 0.0803, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9707 [2020-10-19 06:54:44,873][root][INFO] - ===> Epoch[4572](22857/5): Loss -0.8072, Sem 0.0203, dir -0.9858, norm 0.1583, swav 0.0000 LR: 6.495e-02 Score 99.315 Data time: 0.0631, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9689 [2020-10-19 06:54:46,929][root][INFO] - ===> Epoch[4572](22858/5): Loss -0.8290, Sem 0.0180, dir -0.9868, norm 0.1397, swav 0.0000 LR: 6.495e-02 Score 99.400 Data time: 0.0640, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9861 [2020-10-19 06:54:48,976][root][INFO] - ===> Epoch[4572](22859/5): Loss -0.8150, Sem 0.0187, dir -0.9858, norm 0.1521, swav 0.0000 LR: 6.494e-02 Score 99.377 Data time: 0.0790, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9802 [2020-10-19 06:54:50,822][root][INFO] - ===> Epoch[4572](22860/5): Loss -0.8283, Sem 0.0187, dir -0.9869, norm 0.1398, swav 0.0000 LR: 6.494e-02 Score 99.367 Data time: 0.0958, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7476 [2020-10-19 06:54:53,309][root][INFO] - ===> Epoch[4573](22861/5): Loss -0.8033, Sem 0.0229, dir -0.9840, norm 0.1578, swav 0.0000 LR: 6.494e-02 Score 99.243 Data time: 0.1389, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4187 [2020-10-19 06:54:55,620][root][INFO] - ===> Epoch[4573](22862/5): Loss -0.8142, Sem 0.0211, dir -0.9847, norm 0.1494, swav 0.0000 LR: 6.494e-02 Score 99.294 Data time: 0.0896, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1851 [2020-10-19 06:54:58,385][root][INFO] - ===> Epoch[4573](22863/5): Loss -0.8195, Sem 0.0172, dir -0.9870, norm 0.1503, swav 0.0000 LR: 6.494e-02 Score 99.413 Data time: 0.0762, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.6735 [2020-10-19 06:55:00,653][root][INFO] - ===> Epoch[4573](22864/5): Loss -0.8231, Sem 0.0210, dir -0.9859, norm 0.1417, swav 0.0000 LR: 6.494e-02 Score 99.318 Data time: 0.0948, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1809 [2020-10-19 06:55:02,623][root][INFO] - ===> Epoch[4573](22865/5): Loss -0.8301, Sem 0.0185, dir -0.9868, norm 0.1382, swav 0.0000 LR: 6.493e-02 Score 99.373 Data time: 0.0732, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8580 [2020-10-19 06:55:05,147][root][INFO] - ===> Epoch[4574](22866/5): Loss -0.8252, Sem 0.0201, dir -0.9863, norm 0.1410, swav 0.0000 LR: 6.493e-02 Score 99.340 Data time: 0.0682, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4509 [2020-10-19 06:55:07,124][root][INFO] - ===> Epoch[4574](22867/5): Loss -0.8157, Sem 0.0189, dir -0.9856, norm 0.1509, swav 0.0000 LR: 6.493e-02 Score 99.362 Data time: 0.0607, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8959 [2020-10-19 06:55:09,299][root][INFO] - ===> Epoch[4574](22868/5): Loss -0.8346, Sem 0.0190, dir -0.9876, norm 0.1340, swav 0.0000 LR: 6.493e-02 Score 99.357 Data time: 0.0777, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0964 [2020-10-19 06:55:11,989][root][INFO] - ===> Epoch[4574](22869/5): Loss -0.7932, Sem 0.0200, dir -0.9843, norm 0.1712, swav 0.0000 LR: 6.493e-02 Score 99.332 Data time: 0.0781, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.5984 [2020-10-19 06:55:14,420][root][INFO] - ===> Epoch[4574](22870/5): Loss -0.8223, Sem 0.0190, dir -0.9871, norm 0.1457, swav 0.0000 LR: 6.493e-02 Score 99.373 Data time: 0.0740, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.3266 [2020-10-19 06:55:16,301][root][INFO] - ===> Epoch[4575](22871/5): Loss -0.8335, Sem 0.0200, dir -0.9867, norm 0.1332, swav 0.0000 LR: 6.492e-02 Score 99.326 Data time: 0.0780, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.7795 [2020-10-19 06:55:18,790][root][INFO] - ===> Epoch[4575](22872/5): Loss -0.8113, Sem 0.0178, dir -0.9860, norm 0.1569, swav 0.0000 LR: 6.492e-02 Score 99.410 Data time: 0.0559, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.3745 [2020-10-19 06:55:21,876][root][INFO] - ===> Epoch[4575](22873/5): Loss -0.8057, Sem 0.0201, dir -0.9850, norm 0.1592, swav 0.0000 LR: 6.492e-02 Score 99.336 Data time: 0.1609, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 3.0151 [2020-10-19 06:55:24,287][root][INFO] - ===> Epoch[4575](22874/5): Loss -0.8189, Sem 0.0181, dir -0.9847, norm 0.1476, swav 0.0000 LR: 6.492e-02 Score 99.395 Data time: 0.0693, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.2728 [2020-10-19 06:55:26,306][root][INFO] - ===> Epoch[4575](22875/5): Loss -0.8373, Sem 0.0182, dir -0.9860, norm 0.1304, swav 0.0000 LR: 6.492e-02 Score 99.385 Data time: 0.0860, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.8803 [2020-10-19 06:55:28,471][root][INFO] - ===> Epoch[4576](22876/5): Loss -0.8243, Sem 0.0198, dir -0.9871, norm 0.1431, swav 0.0000 LR: 6.492e-02 Score 99.339 Data time: 0.0687, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.0645 [2020-10-19 06:55:30,792][root][INFO] - ===> Epoch[4576](22877/5): Loss -0.8129, Sem 0.0191, dir -0.9845, norm 0.1525, swav 0.0000 LR: 6.492e-02 Score 99.363 Data time: 0.0917, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.2256 [2020-10-19 06:55:32,817][root][INFO] - ===> Epoch[4576](22878/5): Loss -0.8170, Sem 0.0180, dir -0.9862, norm 0.1512, swav 0.0000 LR: 6.491e-02 Score 99.402 Data time: 0.0823, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.9219 [2020-10-19 06:55:35,007][root][INFO] - ===> Epoch[4576](22879/5): Loss -0.8215, Sem 0.0200, dir -0.9856, norm 0.1441, swav 0.0000 LR: 6.491e-02 Score 99.330 Data time: 0.0734, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.0982 [2020-10-19 06:55:37,161][root][INFO] - ===> Epoch[4576](22880/5): Loss -0.8257, Sem 0.0194, dir -0.9860, norm 0.1408, swav 0.0000 LR: 6.491e-02 Score 99.338 Data time: 0.0551, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.0892 [2020-10-19 06:55:39,271][root][INFO] - ===> Epoch[4577](22881/5): Loss -0.8226, Sem 0.0183, dir -0.9869, norm 0.1460, swav 0.0000 LR: 6.491e-02 Score 99.403 Data time: 0.0927, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.0097 [2020-10-19 06:55:41,369][root][INFO] - ===> Epoch[4577](22882/5): Loss -0.8267, Sem 0.0192, dir -0.9855, norm 0.1396, swav 0.0000 LR: 6.491e-02 Score 99.342 Data time: 0.0805, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.9894 [2020-10-19 06:55:43,478][root][INFO] - ===> Epoch[4577](22883/5): Loss -0.8260, Sem 0.0163, dir -0.9865, norm 0.1442, swav 0.0000 LR: 6.491e-02 Score 99.448 Data time: 0.0691, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.0157 [2020-10-19 06:55:45,398][root][INFO] - ===> Epoch[4577](22884/5): Loss -0.8333, Sem 0.0221, dir -0.9848, norm 0.1294, swav 0.0000 LR: 6.490e-02 Score 99.235 Data time: 0.0652, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.8415 [2020-10-19 06:55:47,599][root][INFO] - ===> Epoch[4577](22885/5): Loss -0.8167, Sem 0.0208, dir -0.9850, norm 0.1475, swav 0.0000 LR: 6.490e-02 Score 99.317 Data time: 0.0816, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.0815 [2020-10-19 06:55:50,171][root][INFO] - ===> Epoch[4578](22886/5): Loss -0.8130, Sem 0.0192, dir -0.9851, norm 0.1529, swav 0.0000 LR: 6.490e-02 Score 99.352 Data time: 0.1034, Forward time: 0.7755, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.4637 [2020-10-19 06:55:52,434][root][INFO] - ===> Epoch[4578](22887/5): Loss -0.8176, Sem 0.0195, dir -0.9852, norm 0.1481, swav 0.0000 LR: 6.490e-02 Score 99.347 Data time: 0.0738, Forward time: 0.7755, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.1227 [2020-10-19 06:55:54,978][root][INFO] - ===> Epoch[4578](22888/5): Loss -0.8300, Sem 0.0175, dir -0.9875, norm 0.1400, swav 0.0000 LR: 6.490e-02 Score 99.432 Data time: 0.0865, Forward time: 0.7755, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.4121 [2020-10-19 06:55:56,989][root][INFO] - ===> Epoch[4578](22889/5): Loss -0.8402, Sem 0.0179, dir -0.9873, norm 0.1292, swav 0.0000 LR: 6.490e-02 Score 99.389 Data time: 0.0876, Forward time: 0.7755, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.9166 [2020-10-19 06:55:59,570][root][INFO] - ===> Epoch[4578](22890/5): Loss -0.8318, Sem 0.0186, dir -0.9866, norm 0.1362, swav 0.0000 LR: 6.489e-02 Score 99.372 Data time: 0.0568, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.4654 [2020-10-19 06:56:01,521][root][INFO] - ===> Epoch[4579](22891/5): Loss -0.8274, Sem 0.0174, dir -0.9865, norm 0.1417, swav 0.0000 LR: 6.489e-02 Score 99.427 Data time: 0.0766, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.8236 [2020-10-19 06:56:03,625][root][INFO] - ===> Epoch[4579](22892/5): Loss -0.8239, Sem 0.0188, dir -0.9865, norm 0.1437, swav 0.0000 LR: 6.489e-02 Score 99.361 Data time: 0.0773, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.9817 [2020-10-19 06:56:05,789][root][INFO] - ===> Epoch[4579](22893/5): Loss -0.8428, Sem 0.0178, dir -0.9865, norm 0.1259, swav 0.0000 LR: 6.489e-02 Score 99.389 Data time: 0.0870, Forward time: 0.7755, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.0503 [2020-10-19 06:56:08,040][root][INFO] - ===> Epoch[4579](22894/5): Loss -0.8125, Sem 0.0195, dir -0.9849, norm 0.1529, swav 0.0000 LR: 6.489e-02 Score 99.349 Data time: 0.0726, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.1291 [2020-10-19 06:56:10,189][root][INFO] - ===> Epoch[4579](22895/5): Loss -0.8280, Sem 0.0180, dir -0.9873, norm 0.1413, swav 0.0000 LR: 6.489e-02 Score 99.400 Data time: 0.0804, Forward time: 0.7755, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.0338 [2020-10-19 06:56:12,116][root][INFO] - ===> Epoch[4580](22896/5): Loss -0.8166, Sem 0.0200, dir -0.9860, norm 0.1494, swav 0.0000 LR: 6.489e-02 Score 99.325 Data time: 0.0683, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.8154 [2020-10-19 06:56:14,449][root][INFO] - ===> Epoch[4580](22897/5): Loss -0.8176, Sem 0.0186, dir -0.9847, norm 0.1485, swav 0.0000 LR: 6.488e-02 Score 99.379 Data time: 0.0559, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.2355 [2020-10-19 06:56:17,057][root][INFO] - ===> Epoch[4580](22898/5): Loss -0.8141, Sem 0.0200, dir -0.9856, norm 0.1516, swav 0.0000 LR: 6.488e-02 Score 99.338 Data time: 0.0696, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.5281 [2020-10-19 06:56:19,621][root][INFO] - ===> Epoch[4580](22899/5): Loss -0.8330, Sem 0.0185, dir -0.9859, norm 0.1343, swav 0.0000 LR: 6.488e-02 Score 99.372 Data time: 0.0851, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.4576 [2020-10-19 06:56:21,664][root][INFO] - ===> Epoch[4580](22900/5): Loss -0.8235, Sem 0.0197, dir -0.9871, norm 0.1438, swav 0.0000 LR: 6.488e-02 Score 99.329 Data time: 0.0783, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.9437 [2020-10-19 06:56:22,751][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 06:56:24,318][root][INFO] - ===> Epoch[4581](22901/5): Loss -0.8374, Sem 0.0194, dir -0.9870, norm 0.1303, swav 0.0000 LR: 6.488e-02 Score 99.344 Data time: 0.0658, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.3944 [2020-10-19 06:56:26,783][root][INFO] - ===> Epoch[4581](22902/5): Loss -0.8099, Sem 0.0207, dir -0.9852, norm 0.1546, swav 0.0000 LR: 6.488e-02 Score 99.304 Data time: 0.0511, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.3739 [2020-10-19 06:56:28,934][root][INFO] - ===> Epoch[4581](22903/5): Loss -0.8351, Sem 0.0170, dir -0.9868, norm 0.1347, swav 0.0000 LR: 6.487e-02 Score 99.430 Data time: 0.0668, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.0697 [2020-10-19 06:56:31,050][root][INFO] - ===> Epoch[4581](22904/5): Loss -0.8312, Sem 0.0190, dir -0.9869, norm 0.1367, swav 0.0000 LR: 6.487e-02 Score 99.357 Data time: 0.1157, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.0461 [2020-10-19 06:56:33,148][root][INFO] - ===> Epoch[4581](22905/5): Loss -0.8211, Sem 0.0211, dir -0.9850, norm 0.1428, swav 0.0000 LR: 6.487e-02 Score 99.291 Data time: 0.0823, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.9948 [2020-10-19 06:56:35,258][root][INFO] - ===> Epoch[4582](22906/5): Loss -0.8209, Sem 0.0205, dir -0.9850, norm 0.1436, swav 0.0000 LR: 6.487e-02 Score 99.340 Data time: 0.0880, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.0046 [2020-10-19 06:56:37,616][root][INFO] - ===> Epoch[4582](22907/5): Loss -0.8139, Sem 0.0185, dir -0.9870, norm 0.1546, swav 0.0000 LR: 6.487e-02 Score 99.376 Data time: 0.0729, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.2447 [2020-10-19 06:56:39,861][root][INFO] - ===> Epoch[4582](22908/5): Loss -0.8290, Sem 0.0187, dir -0.9865, norm 0.1388, swav 0.0000 LR: 6.487e-02 Score 99.380 Data time: 0.0805, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.1366 [2020-10-19 06:56:42,323][root][INFO] - ===> Epoch[4582](22909/5): Loss -0.8231, Sem 0.0200, dir -0.9851, norm 0.1420, swav 0.0000 LR: 6.486e-02 Score 99.312 Data time: 0.0966, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.3487 [2020-10-19 06:56:44,887][root][INFO] - ===> Epoch[4582](22910/5): Loss -0.8178, Sem 0.0195, dir -0.9846, norm 0.1473, swav 0.0000 LR: 6.486e-02 Score 99.349 Data time: 0.0879, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.4524 [2020-10-19 06:56:46,687][root][INFO] - ===> Epoch[4583](22911/5): Loss -0.8229, Sem 0.0216, dir -0.9847, norm 0.1402, swav 0.0000 LR: 6.486e-02 Score 99.264 Data time: 0.0842, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.6921 [2020-10-19 06:56:48,599][root][INFO] - ===> Epoch[4583](22912/5): Loss -0.8237, Sem 0.0166, dir -0.9876, norm 0.1473, swav 0.0000 LR: 6.486e-02 Score 99.453 Data time: 0.0763, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7976 [2020-10-19 06:56:50,919][root][INFO] - ===> Epoch[4583](22913/5): Loss -0.8144, Sem 0.0202, dir -0.9861, norm 0.1515, swav 0.0000 LR: 6.486e-02 Score 99.329 Data time: 0.0799, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2030 [2020-10-19 06:56:53,085][root][INFO] - ===> Epoch[4583](22914/5): Loss -0.8203, Sem 0.0196, dir -0.9863, norm 0.1463, swav 0.0000 LR: 6.486e-02 Score 99.340 Data time: 0.0625, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0483 [2020-10-19 06:56:55,185][root][INFO] - ===> Epoch[4583](22915/5): Loss -0.8201, Sem 0.0190, dir -0.9850, norm 0.1458, swav 0.0000 LR: 6.486e-02 Score 99.355 Data time: 0.0638, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.9878 [2020-10-19 06:56:57,379][root][INFO] - ===> Epoch[4584](22916/5): Loss -0.8400, Sem 0.0174, dir -0.9872, norm 0.1298, swav 0.0000 LR: 6.485e-02 Score 99.399 Data time: 0.0864, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1034 [2020-10-19 06:56:59,835][root][INFO] - ===> Epoch[4584](22917/5): Loss -0.7904, Sem 0.0210, dir -0.9843, norm 0.1729, swav 0.0000 LR: 6.485e-02 Score 99.306 Data time: 0.0769, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.3154 [2020-10-19 06:57:02,174][root][INFO] - ===> Epoch[4584](22918/5): Loss -0.8288, Sem 0.0183, dir -0.9876, norm 0.1404, swav 0.0000 LR: 6.485e-02 Score 99.401 Data time: 0.0785, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.2249 [2020-10-19 06:57:04,184][root][INFO] - ===> Epoch[4584](22919/5): Loss -0.8211, Sem 0.0193, dir -0.9852, norm 0.1448, swav 0.0000 LR: 6.485e-02 Score 99.354 Data time: 0.0865, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.9010 [2020-10-19 06:57:06,113][root][INFO] - ===> Epoch[4584](22920/5): Loss -0.8197, Sem 0.0194, dir -0.9870, norm 0.1478, swav 0.0000 LR: 6.485e-02 Score 99.350 Data time: 0.0586, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8250 [2020-10-19 06:57:08,151][root][INFO] - ===> Epoch[4585](22921/5): Loss -0.8140, Sem 0.0199, dir -0.9854, norm 0.1515, swav 0.0000 LR: 6.485e-02 Score 99.345 Data time: 0.0601, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9545 [2020-10-19 06:57:10,602][root][INFO] - ===> Epoch[4585](22922/5): Loss -0.8167, Sem 0.0200, dir -0.9861, norm 0.1494, swav 0.0000 LR: 6.484e-02 Score 99.325 Data time: 0.0767, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.3400 [2020-10-19 06:57:12,831][root][INFO] - ===> Epoch[4585](22923/5): Loss -0.8339, Sem 0.0193, dir -0.9868, norm 0.1336, swav 0.0000 LR: 6.484e-02 Score 99.339 Data time: 0.0540, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.1175 [2020-10-19 06:57:15,040][root][INFO] - ===> Epoch[4585](22924/5): Loss -0.8172, Sem 0.0209, dir -0.9855, norm 0.1474, swav 0.0000 LR: 6.484e-02 Score 99.309 Data time: 0.0638, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.1157 [2020-10-19 06:57:17,094][root][INFO] - ===> Epoch[4585](22925/5): Loss -0.8357, Sem 0.0185, dir -0.9865, norm 0.1323, swav 0.0000 LR: 6.484e-02 Score 99.374 Data time: 0.0794, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.9568 [2020-10-19 06:57:19,305][root][INFO] - ===> Epoch[4586](22926/5): Loss -0.8206, Sem 0.0187, dir -0.9867, norm 0.1474, swav 0.0000 LR: 6.484e-02 Score 99.374 Data time: 0.0967, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.0914 [2020-10-19 06:57:21,324][root][INFO] - ===> Epoch[4586](22927/5): Loss -0.8068, Sem 0.0191, dir -0.9849, norm 0.1590, swav 0.0000 LR: 6.484e-02 Score 99.368 Data time: 0.0862, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.8905 [2020-10-19 06:57:23,493][root][INFO] - ===> Epoch[4586](22928/5): Loss -0.8242, Sem 0.0177, dir -0.9862, norm 0.1443, swav 0.0000 LR: 6.483e-02 Score 99.412 Data time: 0.0528, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.0510 [2020-10-19 06:57:25,729][root][INFO] - ===> Epoch[4586](22929/5): Loss -0.8209, Sem 0.0202, dir -0.9857, norm 0.1446, swav 0.0000 LR: 6.483e-02 Score 99.320 Data time: 0.0947, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.1471 [2020-10-19 06:57:28,247][root][INFO] - ===> Epoch[4586](22930/5): Loss -0.8170, Sem 0.0190, dir -0.9854, norm 0.1494, swav 0.0000 LR: 6.483e-02 Score 99.353 Data time: 0.1453, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.4071 [2020-10-19 06:57:30,397][root][INFO] - ===> Epoch[4587](22931/5): Loss -0.8204, Sem 0.0202, dir -0.9853, norm 0.1447, swav 0.0000 LR: 6.483e-02 Score 99.327 Data time: 0.1017, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9069 [2020-10-19 06:57:32,249][root][INFO] - ===> Epoch[4587](22932/5): Loss -0.8349, Sem 0.0173, dir -0.9860, norm 0.1339, swav 0.0000 LR: 6.483e-02 Score 99.431 Data time: 0.0614, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7442 [2020-10-19 06:57:34,250][root][INFO] - ===> Epoch[4587](22933/5): Loss -0.8199, Sem 0.0192, dir -0.9866, norm 0.1476, swav 0.0000 LR: 6.483e-02 Score 99.345 Data time: 0.0561, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9000 [2020-10-19 06:57:36,118][root][INFO] - ===> Epoch[4587](22934/5): Loss -0.8075, Sem 0.0209, dir -0.9856, norm 0.1572, swav 0.0000 LR: 6.483e-02 Score 99.312 Data time: 0.0663, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7737 [2020-10-19 06:57:38,797][root][INFO] - ===> Epoch[4587](22935/5): Loss -0.8150, Sem 0.0188, dir -0.9864, norm 0.1526, swav 0.0000 LR: 6.482e-02 Score 99.376 Data time: 0.0796, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5821 [2020-10-19 06:57:41,511][root][INFO] - ===> Epoch[4588](22936/5): Loss -0.8308, Sem 0.0177, dir -0.9859, norm 0.1375, swav 0.0000 LR: 6.482e-02 Score 99.404 Data time: 0.0799, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.5959 [2020-10-19 06:57:43,406][root][INFO] - ===> Epoch[4588](22937/5): Loss -0.8203, Sem 0.0190, dir -0.9862, norm 0.1469, swav 0.0000 LR: 6.482e-02 Score 99.371 Data time: 0.0868, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7874 [2020-10-19 06:57:45,472][root][INFO] - ===> Epoch[4588](22938/5): Loss -0.8126, Sem 0.0181, dir -0.9866, norm 0.1560, swav 0.0000 LR: 6.482e-02 Score 99.398 Data time: 0.0883, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9377 [2020-10-19 06:57:47,459][root][INFO] - ===> Epoch[4588](22939/5): Loss -0.8153, Sem 0.0196, dir -0.9860, norm 0.1511, swav 0.0000 LR: 6.482e-02 Score 99.341 Data time: 0.0713, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8720 [2020-10-19 06:57:50,139][root][INFO] - ===> Epoch[4588](22940/5): Loss -0.8351, Sem 0.0185, dir -0.9860, norm 0.1323, swav 0.0000 LR: 6.482e-02 Score 99.370 Data time: 0.1288, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5557 [2020-10-19 06:57:52,472][root][INFO] - ===> Epoch[4589](22941/5): Loss -0.8232, Sem 0.0197, dir -0.9850, norm 0.1422, swav 0.0000 LR: 6.481e-02 Score 99.326 Data time: 0.0896, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2227 [2020-10-19 06:57:55,351][root][INFO] - ===> Epoch[4589](22942/5): Loss -0.8157, Sem 0.0211, dir -0.9858, norm 0.1489, swav 0.0000 LR: 6.481e-02 Score 99.311 Data time: 0.0750, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.7606 [2020-10-19 06:57:57,410][root][INFO] - ===> Epoch[4589](22943/5): Loss -0.8156, Sem 0.0169, dir -0.9865, norm 0.1541, swav 0.0000 LR: 6.481e-02 Score 99.429 Data time: 0.0876, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9499 [2020-10-19 06:57:59,462][root][INFO] - ===> Epoch[4589](22944/5): Loss -0.8407, Sem 0.0173, dir -0.9869, norm 0.1289, swav 0.0000 LR: 6.481e-02 Score 99.420 Data time: 0.0436, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.9439 [2020-10-19 06:58:01,577][root][INFO] - ===> Epoch[4589](22945/5): Loss -0.8084, Sem 0.0193, dir -0.9861, norm 0.1584, swav 0.0000 LR: 6.481e-02 Score 99.346 Data time: 0.0848, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0298 [2020-10-19 06:58:04,021][root][INFO] - ===> Epoch[4590](22946/5): Loss -0.8225, Sem 0.0173, dir -0.9864, norm 0.1466, swav 0.0000 LR: 6.481e-02 Score 99.418 Data time: 0.0728, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.3192 [2020-10-19 06:58:06,360][root][INFO] - ===> Epoch[4590](22947/5): Loss -0.8092, Sem 0.0190, dir -0.9864, norm 0.1581, swav 0.0000 LR: 6.481e-02 Score 99.366 Data time: 0.0741, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.2521 [2020-10-19 06:58:08,620][root][INFO] - ===> Epoch[4590](22948/5): Loss -0.8240, Sem 0.0185, dir -0.9867, norm 0.1442, swav 0.0000 LR: 6.480e-02 Score 99.377 Data time: 0.0745, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.1545 [2020-10-19 06:58:10,720][root][INFO] - ===> Epoch[4590](22949/5): Loss -0.8051, Sem 0.0195, dir -0.9863, norm 0.1617, swav 0.0000 LR: 6.480e-02 Score 99.362 Data time: 0.0699, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.9830 [2020-10-19 06:58:12,514][root][INFO] - ===> Epoch[4590](22950/5): Loss -0.8286, Sem 0.0213, dir -0.9861, norm 0.1361, swav 0.0000 LR: 6.480e-02 Score 99.282 Data time: 0.0803, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.6733 [2020-10-19 06:58:14,826][root][INFO] - ===> Epoch[4591](22951/5): Loss -0.8070, Sem 0.0210, dir -0.9858, norm 0.1579, swav 0.0000 LR: 6.480e-02 Score 99.302 Data time: 0.1103, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.1984 [2020-10-19 06:58:16,702][root][INFO] - ===> Epoch[4591](22952/5): Loss -0.8259, Sem 0.0174, dir -0.9865, norm 0.1433, swav 0.0000 LR: 6.480e-02 Score 99.425 Data time: 0.0769, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7692 [2020-10-19 06:58:18,919][root][INFO] - ===> Epoch[4591](22953/5): Loss -0.7900, Sem 0.0197, dir -0.9852, norm 0.1756, swav 0.0000 LR: 6.480e-02 Score 99.344 Data time: 0.0580, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0853 [2020-10-19 06:58:20,803][root][INFO] - ===> Epoch[4591](22954/5): Loss -0.8212, Sem 0.0223, dir -0.9852, norm 0.1418, swav 0.0000 LR: 6.479e-02 Score 99.254 Data time: 0.0839, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7815 [2020-10-19 06:58:22,980][root][INFO] - ===> Epoch[4591](22955/5): Loss -0.8096, Sem 0.0198, dir -0.9864, norm 0.1570, swav 0.0000 LR: 6.479e-02 Score 99.339 Data time: 0.0895, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0643 [2020-10-19 06:58:25,456][root][INFO] - ===> Epoch[4592](22956/5): Loss -0.8284, Sem 0.0184, dir -0.9868, norm 0.1400, swav 0.0000 LR: 6.479e-02 Score 99.399 Data time: 0.0554, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3581 [2020-10-19 06:58:27,702][root][INFO] - ===> Epoch[4592](22957/5): Loss -0.8015, Sem 0.0201, dir -0.9856, norm 0.1640, swav 0.0000 LR: 6.479e-02 Score 99.315 Data time: 0.0774, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.1551 [2020-10-19 06:58:29,474][root][INFO] - ===> Epoch[4592](22958/5): Loss -0.8170, Sem 0.0202, dir -0.9862, norm 0.1490, swav 0.0000 LR: 6.479e-02 Score 99.331 Data time: 0.0757, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.6676 [2020-10-19 06:58:31,649][root][INFO] - ===> Epoch[4592](22959/5): Loss -0.7887, Sem 0.0237, dir -0.9824, norm 0.1700, swav 0.0000 LR: 6.479e-02 Score 99.234 Data time: 0.0509, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0786 [2020-10-19 06:58:34,305][root][INFO] - ===> Epoch[4592](22960/5): Loss -0.8077, Sem 0.0211, dir -0.9863, norm 0.1575, swav 0.0000 LR: 6.478e-02 Score 99.294 Data time: 0.0632, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.5686 [2020-10-19 06:58:36,662][root][INFO] - ===> Epoch[4593](22961/5): Loss -0.7874, Sem 0.0209, dir -0.9865, norm 0.1783, swav 0.0000 LR: 6.478e-02 Score 99.314 Data time: 0.0795, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.2402 [2020-10-19 06:58:38,693][root][INFO] - ===> Epoch[4593](22962/5): Loss -0.7991, Sem 0.0176, dir -0.9875, norm 0.1707, swav 0.0000 LR: 6.478e-02 Score 99.418 Data time: 0.0606, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.9174 [2020-10-19 06:58:40,962][root][INFO] - ===> Epoch[4593](22963/5): Loss -0.8063, Sem 0.0196, dir -0.9867, norm 0.1608, swav 0.0000 LR: 6.478e-02 Score 99.351 Data time: 0.0540, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 2.1722 [2020-10-19 06:58:43,026][root][INFO] - ===> Epoch[4593](22964/5): Loss -0.7911, Sem 0.0201, dir -0.9857, norm 0.1745, swav 0.0000 LR: 6.478e-02 Score 99.324 Data time: 0.0771, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.9939 [2020-10-19 06:58:45,022][root][INFO] - ===> Epoch[4593](22965/5): Loss -0.8035, Sem 0.0215, dir -0.9841, norm 0.1591, swav 0.0000 LR: 6.478e-02 Score 99.266 Data time: 0.0808, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.8973 [2020-10-19 06:58:46,916][root][INFO] - ===> Epoch[4594](22966/5): Loss -0.7960, Sem 0.0209, dir -0.9857, norm 0.1688, swav 0.0000 LR: 6.478e-02 Score 99.305 Data time: 0.1550, Forward time: 0.7754, Backward time: 1.1732, DDP time: 0.0031, Total iter time: 1.7794 [2020-10-19 06:58:49,054][root][INFO] - ===> Epoch[4594](22967/5): Loss -0.8177, Sem 0.0202, dir -0.9857, norm 0.1478, swav 0.0000 LR: 6.477e-02 Score 99.328 Data time: 0.0841, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0340 [2020-10-19 06:58:51,045][root][INFO] - ===> Epoch[4594](22968/5): Loss -0.8052, Sem 0.0240, dir -0.9852, norm 0.1560, swav 0.0000 LR: 6.477e-02 Score 99.195 Data time: 0.0771, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9016 [2020-10-19 06:58:53,425][root][INFO] - ===> Epoch[4594](22969/5): Loss -0.8345, Sem 0.0177, dir -0.9870, norm 0.1348, swav 0.0000 LR: 6.477e-02 Score 99.400 Data time: 0.0693, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2772 [2020-10-19 06:58:55,423][root][INFO] - ===> Epoch[4594](22970/5): Loss -0.8013, Sem 0.0208, dir -0.9859, norm 0.1638, swav 0.0000 LR: 6.477e-02 Score 99.291 Data time: 0.0686, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9217 [2020-10-19 06:58:57,972][root][INFO] - ===> Epoch[4595](22971/5): Loss -0.8167, Sem 0.0190, dir -0.9858, norm 0.1501, swav 0.0000 LR: 6.477e-02 Score 99.372 Data time: 0.0838, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4411 [2020-10-19 06:59:00,036][root][INFO] - ===> Epoch[4595](22972/5): Loss -0.8262, Sem 0.0185, dir -0.9880, norm 0.1434, swav 0.0000 LR: 6.477e-02 Score 99.373 Data time: 0.0675, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9334 [2020-10-19 06:59:01,835][root][INFO] - ===> Epoch[4595](22973/5): Loss -0.8073, Sem 0.0204, dir -0.9852, norm 0.1574, swav 0.0000 LR: 6.476e-02 Score 99.340 Data time: 0.0694, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.6955 [2020-10-19 06:59:03,817][root][INFO] - ===> Epoch[4595](22974/5): Loss -0.8116, Sem 0.0210, dir -0.9838, norm 0.1513, swav 0.0000 LR: 6.476e-02 Score 99.284 Data time: 0.0824, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8988 [2020-10-19 06:59:06,088][root][INFO] - ===> Epoch[4595](22975/5): Loss -0.8089, Sem 0.0184, dir -0.9855, norm 0.1582, swav 0.0000 LR: 6.476e-02 Score 99.379 Data time: 0.0645, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1704 [2020-10-19 06:59:08,710][root][INFO] - ===> Epoch[4596](22976/5): Loss -0.8106, Sem 0.0195, dir -0.9843, norm 0.1541, swav 0.0000 LR: 6.476e-02 Score 99.341 Data time: 0.0726, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5110 [2020-10-19 06:59:10,785][root][INFO] - ===> Epoch[4596](22977/5): Loss -0.8215, Sem 0.0188, dir -0.9868, norm 0.1466, swav 0.0000 LR: 6.476e-02 Score 99.380 Data time: 0.0836, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9670 [2020-10-19 06:59:12,625][root][INFO] - ===> Epoch[4596](22978/5): Loss -0.8270, Sem 0.0189, dir -0.9861, norm 0.1402, swav 0.0000 LR: 6.476e-02 Score 99.371 Data time: 0.0706, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7262 [2020-10-19 06:59:14,869][root][INFO] - ===> Epoch[4596](22979/5): Loss -0.7988, Sem 0.0229, dir -0.9841, norm 0.1625, swav 0.0000 LR: 6.475e-02 Score 99.244 Data time: 0.1127, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1500 [2020-10-19 06:59:16,872][root][INFO] - ===> Epoch[4596](22980/5): Loss -0.8281, Sem 0.0186, dir -0.9861, norm 0.1395, swav 0.0000 LR: 6.475e-02 Score 99.373 Data time: 0.0900, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8856 [2020-10-19 06:59:18,903][root][INFO] - ===> Epoch[4597](22981/5): Loss -0.8218, Sem 0.0201, dir -0.9859, norm 0.1441, swav 0.0000 LR: 6.475e-02 Score 99.326 Data time: 0.0791, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9362 [2020-10-19 06:59:21,372][root][INFO] - ===> Epoch[4597](22982/5): Loss -0.8138, Sem 0.0208, dir -0.9857, norm 0.1511, swav 0.0000 LR: 6.475e-02 Score 99.310 Data time: 0.0584, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3823 [2020-10-19 06:59:23,635][root][INFO] - ===> Epoch[4597](22983/5): Loss -0.8171, Sem 0.0196, dir -0.9847, norm 0.1480, swav 0.0000 LR: 6.475e-02 Score 99.325 Data time: 0.1069, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1681 [2020-10-19 06:59:25,694][root][INFO] - ===> Epoch[4597](22984/5): Loss -0.8352, Sem 0.0173, dir -0.9870, norm 0.1345, swav 0.0000 LR: 6.475e-02 Score 99.411 Data time: 0.0583, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9626 [2020-10-19 06:59:27,860][root][INFO] - ===> Epoch[4597](22985/5): Loss -0.8281, Sem 0.0186, dir -0.9875, norm 0.1407, swav 0.0000 LR: 6.475e-02 Score 99.361 Data time: 0.0777, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0769 [2020-10-19 06:59:29,822][root][INFO] - ===> Epoch[4598](22986/5): Loss -0.8276, Sem 0.0188, dir -0.9860, norm 0.1396, swav 0.0000 LR: 6.474e-02 Score 99.379 Data time: 0.0606, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8631 [2020-10-19 06:59:32,480][root][INFO] - ===> Epoch[4598](22987/5): Loss -0.8070, Sem 0.0171, dir -0.9852, norm 0.1611, swav 0.0000 LR: 6.474e-02 Score 99.431 Data time: 0.1124, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5583 [2020-10-19 06:59:34,656][root][INFO] - ===> Epoch[4598](22988/5): Loss -0.8240, Sem 0.0205, dir -0.9852, norm 0.1407, swav 0.0000 LR: 6.474e-02 Score 99.304 Data time: 0.1206, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0539 [2020-10-19 06:59:36,654][root][INFO] - ===> Epoch[4598](22989/5): Loss -0.8256, Sem 0.0185, dir -0.9861, norm 0.1420, swav 0.0000 LR: 6.474e-02 Score 99.390 Data time: 0.1160, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8892 [2020-10-19 06:59:39,101][root][INFO] - ===> Epoch[4598](22990/5): Loss -0.8223, Sem 0.0179, dir -0.9864, norm 0.1461, swav 0.0000 LR: 6.474e-02 Score 99.399 Data time: 0.2180, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3439 [2020-10-19 06:59:41,622][root][INFO] - ===> Epoch[4599](22991/5): Loss -0.8322, Sem 0.0196, dir -0.9869, norm 0.1350, swav 0.0000 LR: 6.474e-02 Score 99.337 Data time: 0.1114, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4107 [2020-10-19 06:59:43,868][root][INFO] - ===> Epoch[4599](22992/5): Loss -0.8356, Sem 0.0170, dir -0.9872, norm 0.1346, swav 0.0000 LR: 6.473e-02 Score 99.432 Data time: 0.0715, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1148 [2020-10-19 06:59:46,101][root][INFO] - ===> Epoch[4599](22993/5): Loss -0.8199, Sem 0.0192, dir -0.9851, norm 0.1460, swav 0.0000 LR: 6.473e-02 Score 99.363 Data time: 0.1062, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1269 [2020-10-19 06:59:48,189][root][INFO] - ===> Epoch[4599](22994/5): Loss -0.8352, Sem 0.0169, dir -0.9872, norm 0.1351, swav 0.0000 LR: 6.473e-02 Score 99.426 Data time: 0.1098, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9673 [2020-10-19 06:59:49,934][root][INFO] - ===> Epoch[4599](22995/5): Loss -0.8356, Sem 0.0190, dir -0.9867, norm 0.1321, swav 0.0000 LR: 6.473e-02 Score 99.349 Data time: 0.0733, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.6513 [2020-10-19 06:59:52,521][root][INFO] - ===> Epoch[4600](22996/5): Loss -0.8030, Sem 0.0222, dir -0.9834, norm 0.1583, swav 0.0000 LR: 6.473e-02 Score 99.278 Data time: 0.0664, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4778 [2020-10-19 06:59:54,845][root][INFO] - ===> Epoch[4600](22997/5): Loss -0.8102, Sem 0.0188, dir -0.9850, norm 0.1559, swav 0.0000 LR: 6.473e-02 Score 99.383 Data time: 0.0965, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2184 [2020-10-19 06:59:56,860][root][INFO] - ===> Epoch[4600](22998/5): Loss -0.8182, Sem 0.0208, dir -0.9855, norm 0.1465, swav 0.0000 LR: 6.472e-02 Score 99.299 Data time: 0.0988, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8921 [2020-10-19 06:59:59,195][root][INFO] - ===> Epoch[4600](22999/5): Loss -0.8109, Sem 0.0204, dir -0.9858, norm 0.1545, swav 0.0000 LR: 6.472e-02 Score 99.324 Data time: 0.0571, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2146 [2020-10-19 07:00:01,479][root][INFO] - ===> Epoch[4600](23000/5): Loss -0.8127, Sem 0.0193, dir -0.9857, norm 0.1537, swav 0.0000 LR: 6.472e-02 Score 99.344 Data time: 0.3446, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1875 [2020-10-19 07:00:02,379][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 07:00:02,540][root][INFO] - ===> Start testing [2020-10-19 07:00:41,224][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1206 Loss 0.238 (AVG: 0.553) Score 94.666 (AVG: 90.375) mIOU 70.292 mAP 85.080 mAcc 77.853 IOU: 62.483 0.502 80.218 74.442 93.599 91.843 38.234 77.971 96.977 73.948 80.520 85.861 57.194 mAP: 81.654 18.541 96.667 87.364 98.931 98.533 59.711 96.386 99.595 90.783 92.939 94.587 90.347 mAcc: 78.030 3.737 89.499 82.128 94.778 97.364 46.003 91.956 99.482 82.192 91.166 95.911 59.843 [2020-10-19 07:00:41,228][root][INFO] - Finished test. Elapsed time: 38.6840 [2020-10-19 07:00:44,066][root][INFO] - [2020-10-19 07:00:44,066][root][INFO] - ################################################################ [2020-10-19 07:00:44,066][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 07:00:44,066][root][INFO] - ################################################################ [2020-10-19 07:00:44,066][root][INFO] - clutter : nan nan nan [2020-10-19 07:00:44,066][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 07:00:44,066][root][INFO] - board : 0.751 0.823 0.899 [2020-10-19 07:00:44,066][root][INFO] - bookcase : 0.214 0.321 0.523 [2020-10-19 07:00:44,067][root][INFO] - ceiling : 0.456 0.506 0.582 [2020-10-19 07:00:44,067][root][INFO] - chair : 0.830 0.900 0.930 [2020-10-19 07:00:44,067][root][INFO] - column : 0.248 0.339 0.417 [2020-10-19 07:00:44,067][root][INFO] - door : 0.771 0.921 0.945 [2020-10-19 07:00:44,067][root][INFO] - floor : 0.786 0.834 0.859 [2020-10-19 07:00:44,067][root][INFO] - sofa : 0.432 0.708 0.809 [2020-10-19 07:00:44,067][root][INFO] - table : 0.110 0.289 0.620 [2020-10-19 07:00:44,067][root][INFO] - wall : 0.522 0.726 0.820 [2020-10-19 07:00:44,067][root][INFO] - window : 0.502 0.741 0.766 [2020-10-19 07:00:44,067][root][INFO] - ---------------------------------------------------------------- [2020-10-19 07:00:44,067][root][INFO] - average : 0.468 0.592 0.681 [2020-10-19 07:00:44,067][root][INFO] - [2020-10-19 07:00:44,227][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 07:00:44,228][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 07:00:46,146][root][INFO] - ===> Epoch[4601](23001/5): Loss -0.8080, Sem 0.0169, dir -0.9860, norm 0.1610, swav 0.0000 LR: 6.472e-02 Score 99.433 Data time: 0.0831, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9117 [2020-10-19 07:00:48,417][root][INFO] - ===> Epoch[4601](23002/5): Loss -0.8211, Sem 0.0198, dir -0.9865, norm 0.1456, swav 0.0000 LR: 6.472e-02 Score 99.334 Data time: 0.0877, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1435 [2020-10-19 07:00:50,255][root][INFO] - ===> Epoch[4601](23003/5): Loss -0.8103, Sem 0.0207, dir -0.9850, norm 0.1540, swav 0.0000 LR: 6.472e-02 Score 99.310 Data time: 0.0780, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7512 [2020-10-19 07:00:52,663][root][INFO] - ===> Epoch[4601](23004/5): Loss -0.7921, Sem 0.0200, dir -0.9833, norm 0.1713, swav 0.0000 LR: 6.472e-02 Score 99.334 Data time: 0.0967, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3449 [2020-10-19 07:00:55,107][root][INFO] - ===> Epoch[4601](23005/5): Loss -0.8241, Sem 0.0207, dir -0.9865, norm 0.1417, swav 0.0000 LR: 6.471e-02 Score 99.310 Data time: 0.0546, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3687 [2020-10-19 07:00:56,886][root][INFO] - ===> Epoch[4602](23006/5): Loss -0.8009, Sem 0.0204, dir -0.9845, norm 0.1632, swav 0.0000 LR: 6.471e-02 Score 99.311 Data time: 0.0504, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7038 [2020-10-19 07:00:58,869][root][INFO] - ===> Epoch[4602](23007/5): Loss -0.8219, Sem 0.0162, dir -0.9866, norm 0.1485, swav 0.0000 LR: 6.471e-02 Score 99.474 Data time: 0.0739, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9072 [2020-10-19 07:01:00,778][root][INFO] - ===> Epoch[4602](23008/5): Loss -0.8167, Sem 0.0170, dir -0.9868, norm 0.1531, swav 0.0000 LR: 6.471e-02 Score 99.438 Data time: 0.0704, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8032 [2020-10-19 07:01:03,053][root][INFO] - ===> Epoch[4602](23009/5): Loss -0.8159, Sem 0.0208, dir -0.9852, norm 0.1484, swav 0.0000 LR: 6.471e-02 Score 99.307 Data time: 0.0929, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1782 [2020-10-19 07:01:05,078][root][INFO] - ===> Epoch[4602](23010/5): Loss -0.8201, Sem 0.0191, dir -0.9857, norm 0.1464, swav 0.0000 LR: 6.471e-02 Score 99.362 Data time: 0.0769, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9317 [2020-10-19 07:01:07,249][root][INFO] - ===> Epoch[4603](23011/5): Loss -0.8279, Sem 0.0180, dir -0.9870, norm 0.1412, swav 0.0000 LR: 6.470e-02 Score 99.400 Data time: 0.0638, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0485 [2020-10-19 07:01:09,956][root][INFO] - ===> Epoch[4603](23012/5): Loss -0.8144, Sem 0.0188, dir -0.9859, norm 0.1527, swav 0.0000 LR: 6.470e-02 Score 99.359 Data time: 0.0496, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.6018 [2020-10-19 07:01:11,975][root][INFO] - ===> Epoch[4603](23013/5): Loss -0.7991, Sem 0.0207, dir -0.9850, norm 0.1652, swav 0.0000 LR: 6.470e-02 Score 99.353 Data time: 0.0719, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9409 [2020-10-19 07:01:14,031][root][INFO] - ===> Epoch[4603](23014/5): Loss -0.8069, Sem 0.0211, dir -0.9842, norm 0.1562, swav 0.0000 LR: 6.470e-02 Score 99.290 Data time: 0.0854, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9335 [2020-10-19 07:01:16,127][root][INFO] - ===> Epoch[4603](23015/5): Loss -0.8172, Sem 0.0190, dir -0.9853, norm 0.1492, swav 0.0000 LR: 6.470e-02 Score 99.363 Data time: 0.0664, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9983 [2020-10-19 07:01:18,555][root][INFO] - ===> Epoch[4604](23016/5): Loss -0.8190, Sem 0.0199, dir -0.9854, norm 0.1465, swav 0.0000 LR: 6.470e-02 Score 99.338 Data time: 0.0713, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3303 [2020-10-19 07:01:21,257][root][INFO] - ===> Epoch[4604](23017/5): Loss -0.8378, Sem 0.0175, dir -0.9881, norm 0.1328, swav 0.0000 LR: 6.469e-02 Score 99.408 Data time: 0.0923, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.6069 [2020-10-19 07:01:23,560][root][INFO] - ===> Epoch[4604](23018/5): Loss -0.8151, Sem 0.0198, dir -0.9841, norm 0.1491, swav 0.0000 LR: 6.469e-02 Score 99.335 Data time: 0.0820, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1944 [2020-10-19 07:01:25,503][root][INFO] - ===> Epoch[4604](23019/5): Loss -0.8182, Sem 0.0202, dir -0.9864, norm 0.1481, swav 0.0000 LR: 6.469e-02 Score 99.350 Data time: 0.0748, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8458 [2020-10-19 07:01:27,676][root][INFO] - ===> Epoch[4604](23020/5): Loss -0.8197, Sem 0.0202, dir -0.9846, norm 0.1448, swav 0.0000 LR: 6.469e-02 Score 99.312 Data time: 0.0894, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0828 [2020-10-19 07:01:29,967][root][INFO] - ===> Epoch[4605](23021/5): Loss -0.7918, Sem 0.0198, dir -0.9844, norm 0.1728, swav 0.0000 LR: 6.469e-02 Score 99.348 Data time: 0.1195, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1907 [2020-10-19 07:01:32,293][root][INFO] - ===> Epoch[4605](23022/5): Loss -0.8268, Sem 0.0189, dir -0.9871, norm 0.1414, swav 0.0000 LR: 6.469e-02 Score 99.355 Data time: 0.0818, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2080 [2020-10-19 07:01:34,507][root][INFO] - ===> Epoch[4605](23023/5): Loss -0.8093, Sem 0.0204, dir -0.9851, norm 0.1554, swav 0.0000 LR: 6.469e-02 Score 99.327 Data time: 0.0742, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1061 [2020-10-19 07:01:36,361][root][INFO] - ===> Epoch[4605](23024/5): Loss -0.8239, Sem 0.0161, dir -0.9865, norm 0.1465, swav 0.0000 LR: 6.468e-02 Score 99.466 Data time: 0.0789, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7543 [2020-10-19 07:01:39,029][root][INFO] - ===> Epoch[4605](23025/5): Loss -0.8148, Sem 0.0195, dir -0.9869, norm 0.1527, swav 0.0000 LR: 6.468e-02 Score 99.343 Data time: 0.0833, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5638 [2020-10-19 07:01:41,179][root][INFO] - ===> Epoch[4606](23026/5): Loss -0.8120, Sem 0.0196, dir -0.9858, norm 0.1542, swav 0.0000 LR: 6.468e-02 Score 99.340 Data time: 0.0732, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0248 [2020-10-19 07:01:43,068][root][INFO] - ===> Epoch[4606](23027/5): Loss -0.8130, Sem 0.0222, dir -0.9843, norm 0.1490, swav 0.0000 LR: 6.468e-02 Score 99.258 Data time: 0.0664, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7899 [2020-10-19 07:01:45,275][root][INFO] - ===> Epoch[4606](23028/5): Loss -0.8230, Sem 0.0169, dir -0.9873, norm 0.1474, swav 0.0000 LR: 6.468e-02 Score 99.432 Data time: 0.0770, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1262 [2020-10-19 07:01:47,407][root][INFO] - ===> Epoch[4606](23029/5): Loss -0.8264, Sem 0.0193, dir -0.9851, norm 0.1393, swav 0.0000 LR: 6.468e-02 Score 99.355 Data time: 0.0939, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0204 [2020-10-19 07:01:49,213][root][INFO] - ===> Epoch[4606](23030/5): Loss -0.8163, Sem 0.0199, dir -0.9860, norm 0.1498, swav 0.0000 LR: 6.467e-02 Score 99.329 Data time: 0.0738, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7021 [2020-10-19 07:01:51,965][root][INFO] - ===> Epoch[4607](23031/5): Loss -0.8190, Sem 0.0185, dir -0.9847, norm 0.1472, swav 0.0000 LR: 6.467e-02 Score 99.393 Data time: 0.0923, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.6497 [2020-10-19 07:01:54,220][root][INFO] - ===> Epoch[4607](23032/5): Loss -0.8148, Sem 0.0201, dir -0.9858, norm 0.1509, swav 0.0000 LR: 6.467e-02 Score 99.321 Data time: 0.1017, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1452 [2020-10-19 07:01:56,086][root][INFO] - ===> Epoch[4607](23033/5): Loss -0.8283, Sem 0.0195, dir -0.9858, norm 0.1381, swav 0.0000 LR: 6.467e-02 Score 99.338 Data time: 0.0596, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7554 [2020-10-19 07:01:58,765][root][INFO] - ===> Epoch[4607](23034/5): Loss -0.8142, Sem 0.0186, dir -0.9861, norm 0.1532, swav 0.0000 LR: 6.467e-02 Score 99.374 Data time: 0.0707, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.6007 [2020-10-19 07:02:01,064][root][INFO] - ===> Epoch[4607](23035/5): Loss -0.8282, Sem 0.0171, dir -0.9877, norm 0.1424, swav 0.0000 LR: 6.467e-02 Score 99.418 Data time: 0.1481, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2210 [2020-10-19 07:02:03,328][root][INFO] - ===> Epoch[4608](23036/5): Loss -0.8067, Sem 0.0196, dir -0.9849, norm 0.1585, swav 0.0000 LR: 6.466e-02 Score 99.364 Data time: 0.0906, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1611 [2020-10-19 07:02:05,346][root][INFO] - ===> Epoch[4608](23037/5): Loss -0.8077, Sem 0.0202, dir -0.9855, norm 0.1576, swav 0.0000 LR: 6.466e-02 Score 99.331 Data time: 0.0954, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9159 [2020-10-19 07:02:07,196][root][INFO] - ===> Epoch[4608](23038/5): Loss -0.8220, Sem 0.0198, dir -0.9864, norm 0.1446, swav 0.0000 LR: 6.466e-02 Score 99.333 Data time: 0.0823, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7531 [2020-10-19 07:02:09,431][root][INFO] - ===> Epoch[4608](23039/5): Loss -0.8109, Sem 0.0202, dir -0.9851, norm 0.1540, swav 0.0000 LR: 6.466e-02 Score 99.320 Data time: 0.0716, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1520 [2020-10-19 07:02:11,453][root][INFO] - ===> Epoch[4608](23040/5): Loss -0.8152, Sem 0.0197, dir -0.9865, norm 0.1516, swav 0.0000 LR: 6.466e-02 Score 99.341 Data time: 0.0662, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9137 [2020-10-19 07:02:13,161][root][INFO] - ===> Epoch[4609](23041/5): Loss -0.8128, Sem 0.0178, dir -0.9850, norm 0.1544, swav 0.0000 LR: 6.466e-02 Score 99.412 Data time: 0.0687, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.6151 [2020-10-19 07:02:15,709][root][INFO] - ===> Epoch[4609](23042/5): Loss -0.8289, Sem 0.0188, dir -0.9863, norm 0.1386, swav 0.0000 LR: 6.466e-02 Score 99.363 Data time: 0.0662, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4550 [2020-10-19 07:02:18,037][root][INFO] - ===> Epoch[4609](23043/5): Loss -0.8256, Sem 0.0211, dir -0.9857, norm 0.1390, swav 0.0000 LR: 6.465e-02 Score 99.289 Data time: 0.0652, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2358 [2020-10-19 07:02:20,221][root][INFO] - ===> Epoch[4609](23044/5): Loss -0.8086, Sem 0.0235, dir -0.9859, norm 0.1538, swav 0.0000 LR: 6.465e-02 Score 99.254 Data time: 0.0599, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1002 [2020-10-19 07:02:22,432][root][INFO] - ===> Epoch[4609](23045/5): Loss -0.8186, Sem 0.0168, dir -0.9866, norm 0.1512, swav 0.0000 LR: 6.465e-02 Score 99.435 Data time: 0.0812, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1367 [2020-10-19 07:02:24,522][root][INFO] - ===> Epoch[4610](23046/5): Loss -0.8220, Sem 0.0202, dir -0.9844, norm 0.1422, swav 0.0000 LR: 6.465e-02 Score 99.317 Data time: 0.0723, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9789 [2020-10-19 07:02:26,914][root][INFO] - ===> Epoch[4610](23047/5): Loss -0.8204, Sem 0.0202, dir -0.9860, norm 0.1455, swav 0.0000 LR: 6.465e-02 Score 99.326 Data time: 0.0797, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2901 [2020-10-19 07:02:28,624][root][INFO] - ===> Epoch[4610](23048/5): Loss -0.8306, Sem 0.0170, dir -0.9875, norm 0.1400, swav 0.0000 LR: 6.465e-02 Score 99.429 Data time: 0.0672, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.5948 [2020-10-19 07:02:30,689][root][INFO] - ===> Epoch[4610](23049/5): Loss -0.8209, Sem 0.0197, dir -0.9867, norm 0.1462, swav 0.0000 LR: 6.464e-02 Score 99.346 Data time: 0.0552, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9624 [2020-10-19 07:02:33,033][root][INFO] - ===> Epoch[4610](23050/5): Loss -0.8059, Sem 0.0247, dir -0.9853, norm 0.1547, swav 0.0000 LR: 6.464e-02 Score 99.310 Data time: 0.1000, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2623 [2020-10-19 07:02:34,883][root][INFO] - ===> Epoch[4611](23051/5): Loss -0.8299, Sem 0.0174, dir -0.9870, norm 0.1397, swav 0.0000 LR: 6.464e-02 Score 99.416 Data time: 0.0625, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7477 [2020-10-19 07:02:37,598][root][INFO] - ===> Epoch[4611](23052/5): Loss -0.8141, Sem 0.0260, dir -0.9855, norm 0.1455, swav 0.0000 LR: 6.464e-02 Score 99.189 Data time: 0.0753, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.6469 [2020-10-19 07:02:39,763][root][INFO] - ===> Epoch[4611](23053/5): Loss -0.8222, Sem 0.0207, dir -0.9851, norm 0.1422, swav 0.0000 LR: 6.464e-02 Score 99.304 Data time: 0.0602, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0456 [2020-10-19 07:02:41,504][root][INFO] - ===> Epoch[4611](23054/5): Loss -0.8292, Sem 0.0181, dir -0.9873, norm 0.1400, swav 0.0000 LR: 6.464e-02 Score 99.387 Data time: 0.0606, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.6382 [2020-10-19 07:02:43,609][root][INFO] - ===> Epoch[4611](23055/5): Loss -0.8223, Sem 0.0205, dir -0.9852, norm 0.1424, swav 0.0000 LR: 6.464e-02 Score 99.309 Data time: 0.0831, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9917 [2020-10-19 07:02:45,973][root][INFO] - ===> Epoch[4612](23056/5): Loss -0.8244, Sem 0.0171, dir -0.9870, norm 0.1455, swav 0.0000 LR: 6.463e-02 Score 99.438 Data time: 0.0888, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2484 [2020-10-19 07:02:48,204][root][INFO] - ===> Epoch[4612](23057/5): Loss -0.8014, Sem 0.0208, dir -0.9855, norm 0.1633, swav 0.0000 LR: 6.463e-02 Score 99.317 Data time: 0.0745, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1269 [2020-10-19 07:02:50,396][root][INFO] - ===> Epoch[4612](23058/5): Loss -0.8278, Sem 0.0184, dir -0.9862, norm 0.1399, swav 0.0000 LR: 6.463e-02 Score 99.379 Data time: 0.0859, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0904 [2020-10-19 07:02:52,729][root][INFO] - ===> Epoch[4612](23059/5): Loss -0.8147, Sem 0.0182, dir -0.9852, norm 0.1524, swav 0.0000 LR: 6.463e-02 Score 99.382 Data time: 0.0723, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2383 [2020-10-19 07:02:54,681][root][INFO] - ===> Epoch[4612](23060/5): Loss -0.7982, Sem 0.0200, dir -0.9861, norm 0.1679, swav 0.0000 LR: 6.463e-02 Score 99.331 Data time: 0.0527, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8463 [2020-10-19 07:02:57,000][root][INFO] - ===> Epoch[4613](23061/5): Loss -0.8277, Sem 0.0188, dir -0.9872, norm 0.1407, swav 0.0000 LR: 6.463e-02 Score 99.370 Data time: 0.0698, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2691 [2020-10-19 07:02:59,013][root][INFO] - ===> Epoch[4613](23062/5): Loss -0.8142, Sem 0.0205, dir -0.9858, norm 0.1512, swav 0.0000 LR: 6.462e-02 Score 99.308 Data time: 0.0776, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8937 [2020-10-19 07:03:01,271][root][INFO] - ===> Epoch[4613](23063/5): Loss -0.8363, Sem 0.0182, dir -0.9870, norm 0.1325, swav 0.0000 LR: 6.462e-02 Score 99.389 Data time: 0.0831, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1859 [2020-10-19 07:03:03,570][root][INFO] - ===> Epoch[4613](23064/5): Loss -0.8080, Sem 0.0196, dir -0.9849, norm 0.1573, swav 0.0000 LR: 6.462e-02 Score 99.346 Data time: 0.1030, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1932 [2020-10-19 07:03:05,708][root][INFO] - ===> Epoch[4613](23065/5): Loss -0.8239, Sem 0.0192, dir -0.9864, norm 0.1433, swav 0.0000 LR: 6.462e-02 Score 99.349 Data time: 0.0837, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0256 [2020-10-19 07:03:08,001][root][INFO] - ===> Epoch[4614](23066/5): Loss -0.8285, Sem 0.0188, dir -0.9864, norm 0.1391, swav 0.0000 LR: 6.462e-02 Score 99.368 Data time: 0.1711, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1941 [2020-10-19 07:03:10,949][root][INFO] - ===> Epoch[4614](23067/5): Loss -0.8035, Sem 0.0175, dir -0.9854, norm 0.1644, swav 0.0000 LR: 6.462e-02 Score 99.425 Data time: 0.1262, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.8445 [2020-10-19 07:03:12,986][root][INFO] - ===> Epoch[4614](23068/5): Loss -0.8349, Sem 0.0195, dir -0.9865, norm 0.1321, swav 0.0000 LR: 6.461e-02 Score 99.343 Data time: 0.0647, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8993 [2020-10-19 07:03:15,040][root][INFO] - ===> Epoch[4614](23069/5): Loss -0.8155, Sem 0.0230, dir -0.9850, norm 0.1464, swav 0.0000 LR: 6.461e-02 Score 99.234 Data time: 0.0485, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9716 [2020-10-19 07:03:17,540][root][INFO] - ===> Epoch[4614](23070/5): Loss -0.7998, Sem 0.0211, dir -0.9846, norm 0.1638, swav 0.0000 LR: 6.461e-02 Score 99.305 Data time: 0.0865, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4570 [2020-10-19 07:03:20,001][root][INFO] - ===> Epoch[4615](23071/5): Loss -0.8176, Sem 0.0192, dir -0.9870, norm 0.1501, swav 0.0000 LR: 6.461e-02 Score 99.356 Data time: 0.0637, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3533 [2020-10-19 07:03:22,382][root][INFO] - ===> Epoch[4615](23072/5): Loss -0.8118, Sem 0.0188, dir -0.9855, norm 0.1549, swav 0.0000 LR: 6.461e-02 Score 99.379 Data time: 0.0533, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3096 [2020-10-19 07:03:24,326][root][INFO] - ===> Epoch[4615](23073/5): Loss -0.8000, Sem 0.0198, dir -0.9864, norm 0.1666, swav 0.0000 LR: 6.461e-02 Score 99.339 Data time: 0.0708, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9124 [2020-10-19 07:03:26,708][root][INFO] - ===> Epoch[4615](23074/5): Loss -0.8234, Sem 0.0182, dir -0.9857, norm 0.1440, swav 0.0000 LR: 6.461e-02 Score 99.386 Data time: 0.0665, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2734 [2020-10-19 07:03:28,944][root][INFO] - ===> Epoch[4615](23075/5): Loss -0.8199, Sem 0.0196, dir -0.9859, norm 0.1464, swav 0.0000 LR: 6.460e-02 Score 99.338 Data time: 0.0997, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1738 [2020-10-19 07:03:30,930][root][INFO] - ===> Epoch[4616](23076/5): Loss -0.8117, Sem 0.0189, dir -0.9849, norm 0.1543, swav 0.0000 LR: 6.460e-02 Score 99.354 Data time: 0.0839, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8756 [2020-10-19 07:03:33,123][root][INFO] - ===> Epoch[4616](23077/5): Loss -0.8227, Sem 0.0181, dir -0.9872, norm 0.1463, swav 0.0000 LR: 6.460e-02 Score 99.385 Data time: 0.0539, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1186 [2020-10-19 07:03:35,153][root][INFO] - ===> Epoch[4616](23078/5): Loss -0.8207, Sem 0.0171, dir -0.9863, norm 0.1485, swav 0.0000 LR: 6.460e-02 Score 99.426 Data time: 0.0876, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9613 [2020-10-19 07:03:37,428][root][INFO] - ===> Epoch[4616](23079/5): Loss -0.8237, Sem 0.0191, dir -0.9871, norm 0.1443, swav 0.0000 LR: 6.460e-02 Score 99.354 Data time: 0.0647, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1485 [2020-10-19 07:03:39,753][root][INFO] - ===> Epoch[4616](23080/5): Loss -0.8175, Sem 0.0167, dir -0.9851, norm 0.1510, swav 0.0000 LR: 6.460e-02 Score 99.450 Data time: 0.0828, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2355 [2020-10-19 07:03:42,136][root][INFO] - ===> Epoch[4617](23081/5): Loss -0.8049, Sem 0.0211, dir -0.9853, norm 0.1592, swav 0.0000 LR: 6.459e-02 Score 99.296 Data time: 0.0706, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2867 [2020-10-19 07:03:43,913][root][INFO] - ===> Epoch[4617](23082/5): Loss -0.8246, Sem 0.0176, dir -0.9864, norm 0.1442, swav 0.0000 LR: 6.459e-02 Score 99.410 Data time: 0.0709, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7035 [2020-10-19 07:03:45,944][root][INFO] - ===> Epoch[4617](23083/5): Loss -0.8285, Sem 0.0193, dir -0.9858, norm 0.1380, swav 0.0000 LR: 6.459e-02 Score 99.348 Data time: 0.0472, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9372 [2020-10-19 07:03:47,908][root][INFO] - ===> Epoch[4617](23084/5): Loss -0.8156, Sem 0.0234, dir -0.9856, norm 0.1466, swav 0.0000 LR: 6.459e-02 Score 99.220 Data time: 0.0735, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9026 [2020-10-19 07:03:49,982][root][INFO] - ===> Epoch[4617](23085/5): Loss -0.8286, Sem 0.0175, dir -0.9868, norm 0.1408, swav 0.0000 LR: 6.459e-02 Score 99.425 Data time: 0.0749, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9716 [2020-10-19 07:03:51,875][root][INFO] - ===> Epoch[4618](23086/5): Loss -0.8249, Sem 0.0191, dir -0.9859, norm 0.1419, swav 0.0000 LR: 6.459e-02 Score 99.351 Data time: 0.0814, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8274 [2020-10-19 07:03:54,236][root][INFO] - ===> Epoch[4618](23087/5): Loss -0.8119, Sem 0.0217, dir -0.9843, norm 0.1506, swav 0.0000 LR: 6.458e-02 Score 99.309 Data time: 0.0857, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2478 [2020-10-19 07:03:56,328][root][INFO] - ===> Epoch[4618](23088/5): Loss -0.8294, Sem 0.0202, dir -0.9861, norm 0.1365, swav 0.0000 LR: 6.458e-02 Score 99.305 Data time: 0.0955, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9718 [2020-10-19 07:03:58,710][root][INFO] - ===> Epoch[4618](23089/5): Loss -0.8171, Sem 0.0209, dir -0.9850, norm 0.1471, swav 0.0000 LR: 6.458e-02 Score 99.296 Data time: 0.0856, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2845 [2020-10-19 07:04:01,179][root][INFO] - ===> Epoch[4618](23090/5): Loss -0.8319, Sem 0.0186, dir -0.9867, norm 0.1362, swav 0.0000 LR: 6.458e-02 Score 99.386 Data time: 0.0721, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3763 [2020-10-19 07:04:03,104][root][INFO] - ===> Epoch[4619](23091/5): Loss -0.8317, Sem 0.0183, dir -0.9870, norm 0.1370, swav 0.0000 LR: 6.458e-02 Score 99.402 Data time: 0.0590, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8379 [2020-10-19 07:04:05,287][root][INFO] - ===> Epoch[4619](23092/5): Loss -0.8284, Sem 0.0203, dir -0.9865, norm 0.1378, swav 0.0000 LR: 6.458e-02 Score 99.323 Data time: 0.0474, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1260 [2020-10-19 07:04:07,289][root][INFO] - ===> Epoch[4619](23093/5): Loss -0.8383, Sem 0.0181, dir -0.9871, norm 0.1307, swav 0.0000 LR: 6.458e-02 Score 99.405 Data time: 0.0753, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9163 [2020-10-19 07:04:09,422][root][INFO] - ===> Epoch[4619](23094/5): Loss -0.8209, Sem 0.0192, dir -0.9866, norm 0.1465, swav 0.0000 LR: 6.457e-02 Score 99.353 Data time: 0.0536, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0232 [2020-10-19 07:04:11,735][root][INFO] - ===> Epoch[4619](23095/5): Loss -0.8289, Sem 0.0194, dir -0.9849, norm 0.1366, swav 0.0000 LR: 6.457e-02 Score 99.356 Data time: 0.1283, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2216 [2020-10-19 07:04:13,907][root][INFO] - ===> Epoch[4620](23096/5): Loss -0.8261, Sem 0.0193, dir -0.9863, norm 0.1409, swav 0.0000 LR: 6.457e-02 Score 99.356 Data time: 0.0870, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0463 [2020-10-19 07:04:16,169][root][INFO] - ===> Epoch[4620](23097/5): Loss -0.8267, Sem 0.0202, dir -0.9859, norm 0.1391, swav 0.0000 LR: 6.457e-02 Score 99.328 Data time: 0.0904, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1504 [2020-10-19 07:04:18,329][root][INFO] - ===> Epoch[4620](23098/5): Loss -0.8344, Sem 0.0200, dir -0.9856, norm 0.1313, swav 0.0000 LR: 6.457e-02 Score 99.326 Data time: 0.0680, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0553 [2020-10-19 07:04:20,643][root][INFO] - ===> Epoch[4620](23099/5): Loss -0.8088, Sem 0.0214, dir -0.9858, norm 0.1556, swav 0.0000 LR: 6.457e-02 Score 99.288 Data time: 0.0811, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2197 [2020-10-19 07:04:23,089][root][INFO] - ===> Epoch[4620](23100/5): Loss -0.8041, Sem 0.0179, dir -0.9856, norm 0.1636, swav 0.0000 LR: 6.456e-02 Score 99.398 Data time: 0.0730, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3417 [2020-10-19 07:04:24,085][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 07:04:26,067][root][INFO] - ===> Epoch[4621](23101/5): Loss -0.8360, Sem 0.0171, dir -0.9875, norm 0.1344, swav 0.0000 LR: 6.456e-02 Score 99.418 Data time: 0.0947, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8097 [2020-10-19 07:04:28,441][root][INFO] - ===> Epoch[4621](23102/5): Loss -0.8175, Sem 0.0176, dir -0.9872, norm 0.1521, swav 0.0000 LR: 6.456e-02 Score 99.385 Data time: 0.0652, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2704 [2020-10-19 07:04:30,603][root][INFO] - ===> Epoch[4621](23103/5): Loss -0.8237, Sem 0.0181, dir -0.9870, norm 0.1452, swav 0.0000 LR: 6.456e-02 Score 99.393 Data time: 0.0740, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0803 [2020-10-19 07:04:32,713][root][INFO] - ===> Epoch[4621](23104/5): Loss -0.8224, Sem 0.0174, dir -0.9858, norm 0.1460, swav 0.0000 LR: 6.456e-02 Score 99.426 Data time: 0.0734, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0233 [2020-10-19 07:04:34,956][root][INFO] - ===> Epoch[4621](23105/5): Loss -0.7974, Sem 0.0238, dir -0.9841, norm 0.1628, swav 0.0000 LR: 6.456e-02 Score 99.236 Data time: 0.0688, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1426 [2020-10-19 07:04:36,823][root][INFO] - ===> Epoch[4622](23106/5): Loss -0.8277, Sem 0.0168, dir -0.9870, norm 0.1425, swav 0.0000 LR: 6.455e-02 Score 99.441 Data time: 0.0795, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7748 [2020-10-19 07:04:39,676][root][INFO] - ===> Epoch[4622](23107/5): Loss -0.8043, Sem 0.0220, dir -0.9840, norm 0.1577, swav 0.0000 LR: 6.455e-02 Score 99.267 Data time: 0.0942, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.7598 [2020-10-19 07:04:41,928][root][INFO] - ===> Epoch[4622](23108/5): Loss -0.8243, Sem 0.0197, dir -0.9872, norm 0.1432, swav 0.0000 LR: 6.455e-02 Score 99.338 Data time: 0.0856, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1377 [2020-10-19 07:04:44,000][root][INFO] - ===> Epoch[4622](23109/5): Loss -0.8337, Sem 0.0184, dir -0.9873, norm 0.1351, swav 0.0000 LR: 6.455e-02 Score 99.393 Data time: 0.0960, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9947 [2020-10-19 07:04:46,230][root][INFO] - ===> Epoch[4622](23110/5): Loss -0.8178, Sem 0.0207, dir -0.9849, norm 0.1464, swav 0.0000 LR: 6.455e-02 Score 99.304 Data time: 0.0923, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1026 [2020-10-19 07:04:48,558][root][INFO] - ===> Epoch[4623](23111/5): Loss -0.8115, Sem 0.0219, dir -0.9853, norm 0.1519, swav 0.0000 LR: 6.455e-02 Score 99.274 Data time: 0.0711, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2404 [2020-10-19 07:04:50,557][root][INFO] - ===> Epoch[4623](23112/5): Loss -0.8367, Sem 0.0184, dir -0.9876, norm 0.1325, swav 0.0000 LR: 6.455e-02 Score 99.373 Data time: 0.0812, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9182 [2020-10-19 07:04:52,801][root][INFO] - ===> Epoch[4623](23113/5): Loss -0.8161, Sem 0.0178, dir -0.9856, norm 0.1518, swav 0.0000 LR: 6.454e-02 Score 99.412 Data time: 0.0729, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1357 [2020-10-19 07:04:55,115][root][INFO] - ===> Epoch[4623](23114/5): Loss -0.8149, Sem 0.0181, dir -0.9862, norm 0.1532, swav 0.0000 LR: 6.454e-02 Score 99.389 Data time: 0.0740, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2119 [2020-10-19 07:04:57,792][root][INFO] - ===> Epoch[4623](23115/5): Loss -0.8257, Sem 0.0198, dir -0.9870, norm 0.1415, swav 0.0000 LR: 6.454e-02 Score 99.336 Data time: 0.0641, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5768 [2020-10-19 07:04:59,856][root][INFO] - ===> Epoch[4624](23116/5): Loss -0.8164, Sem 0.0185, dir -0.9856, norm 0.1507, swav 0.0000 LR: 6.454e-02 Score 99.384 Data time: 0.0652, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9574 [2020-10-19 07:05:01,703][root][INFO] - ===> Epoch[4624](23117/5): Loss -0.8365, Sem 0.0189, dir -0.9861, norm 0.1308, swav 0.0000 LR: 6.454e-02 Score 99.393 Data time: 0.0655, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7588 [2020-10-19 07:05:03,665][root][INFO] - ===> Epoch[4624](23118/5): Loss -0.8198, Sem 0.0181, dir -0.9858, norm 0.1480, swav 0.0000 LR: 6.454e-02 Score 99.384 Data time: 0.0946, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8437 [2020-10-19 07:05:05,807][root][INFO] - ===> Epoch[4624](23119/5): Loss -0.8157, Sem 0.0184, dir -0.9854, norm 0.1513, swav 0.0000 LR: 6.453e-02 Score 99.401 Data time: 0.0881, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0824 [2020-10-19 07:05:08,354][root][INFO] - ===> Epoch[4624](23120/5): Loss -0.8126, Sem 0.0187, dir -0.9849, norm 0.1536, swav 0.0000 LR: 6.453e-02 Score 99.373 Data time: 0.0599, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4461 [2020-10-19 07:05:10,489][root][INFO] - ===> Epoch[4625](23121/5): Loss -0.8349, Sem 0.0188, dir -0.9865, norm 0.1329, swav 0.0000 LR: 6.453e-02 Score 99.376 Data time: 0.0784, Forward time: 0.7754, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0561 [2020-10-19 07:05:12,601][root][INFO] - ===> Epoch[4625](23122/5): Loss -0.8176, Sem 0.0199, dir -0.9866, norm 0.1491, swav 0.0000 LR: 6.453e-02 Score 99.338 Data time: 0.0769, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0156 [2020-10-19 07:05:14,577][root][INFO] - ===> Epoch[4625](23123/5): Loss -0.8284, Sem 0.0189, dir -0.9860, norm 0.1387, swav 0.0000 LR: 6.453e-02 Score 99.354 Data time: 0.0528, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8730 [2020-10-19 07:05:16,626][root][INFO] - ===> Epoch[4625](23124/5): Loss -0.8135, Sem 0.0169, dir -0.9866, norm 0.1561, swav 0.0000 LR: 6.453e-02 Score 99.427 Data time: 0.0808, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9388 [2020-10-19 07:05:18,901][root][INFO] - ===> Epoch[4625](23125/5): Loss -0.8233, Sem 0.0197, dir -0.9849, norm 0.1419, swav 0.0000 LR: 6.452e-02 Score 99.325 Data time: 0.2174, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1685 [2020-10-19 07:05:21,074][root][INFO] - ===> Epoch[4626](23126/5): Loss -0.8124, Sem 0.0189, dir -0.9854, norm 0.1540, swav 0.0000 LR: 6.452e-02 Score 99.390 Data time: 0.0966, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0516 [2020-10-19 07:05:22,903][root][INFO] - ===> Epoch[4626](23127/5): Loss -0.8367, Sem 0.0182, dir -0.9867, norm 0.1319, swav 0.0000 LR: 6.452e-02 Score 99.389 Data time: 0.0830, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7307 [2020-10-19 07:05:25,000][root][INFO] - ===> Epoch[4626](23128/5): Loss -0.8138, Sem 0.0182, dir -0.9873, norm 0.1553, swav 0.0000 LR: 6.452e-02 Score 99.368 Data time: 0.0769, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9906 [2020-10-19 07:05:27,217][root][INFO] - ===> Epoch[4626](23129/5): Loss -0.8174, Sem 0.0188, dir -0.9856, norm 0.1494, swav 0.0000 LR: 6.452e-02 Score 99.364 Data time: 0.0876, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1077 [2020-10-19 07:05:29,539][root][INFO] - ===> Epoch[4626](23130/5): Loss -0.8137, Sem 0.0189, dir -0.9859, norm 0.1532, swav 0.0000 LR: 6.452e-02 Score 99.356 Data time: 0.1015, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1956 [2020-10-19 07:05:31,684][root][INFO] - ===> Epoch[4627](23131/5): Loss -0.8246, Sem 0.0186, dir -0.9861, norm 0.1429, swav 0.0000 LR: 6.452e-02 Score 99.366 Data time: 0.0991, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0509 [2020-10-19 07:05:33,610][root][INFO] - ===> Epoch[4627](23132/5): Loss -0.8215, Sem 0.0186, dir -0.9869, norm 0.1467, swav 0.0000 LR: 6.451e-02 Score 99.371 Data time: 0.0851, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8237 [2020-10-19 07:05:36,408][root][INFO] - ===> Epoch[4627](23133/5): Loss -0.8009, Sem 0.0177, dir -0.9844, norm 0.1658, swav 0.0000 LR: 6.451e-02 Score 99.417 Data time: 0.0789, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.7182 [2020-10-19 07:05:38,461][root][INFO] - ===> Epoch[4627](23134/5): Loss -0.8139, Sem 0.0193, dir -0.9869, norm 0.1536, swav 0.0000 LR: 6.451e-02 Score 99.337 Data time: 0.0653, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9887 [2020-10-19 07:05:40,922][root][INFO] - ===> Epoch[4627](23135/5): Loss -0.7955, Sem 0.0189, dir -0.9848, norm 0.1705, swav 0.0000 LR: 6.451e-02 Score 99.370 Data time: 0.0917, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3610 [2020-10-19 07:05:43,154][root][INFO] - ===> Epoch[4628](23136/5): Loss -0.8229, Sem 0.0182, dir -0.9860, norm 0.1449, swav 0.0000 LR: 6.451e-02 Score 99.391 Data time: 0.0795, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1100 [2020-10-19 07:05:45,308][root][INFO] - ===> Epoch[4628](23137/5): Loss -0.8196, Sem 0.0173, dir -0.9874, norm 0.1505, swav 0.0000 LR: 6.451e-02 Score 99.407 Data time: 0.0775, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0573 [2020-10-19 07:05:47,559][root][INFO] - ===> Epoch[4628](23138/5): Loss -0.8182, Sem 0.0182, dir -0.9858, norm 0.1494, swav 0.0000 LR: 6.450e-02 Score 99.395 Data time: 0.0654, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1457 [2020-10-19 07:05:49,895][root][INFO] - ===> Epoch[4628](23139/5): Loss -0.8106, Sem 0.0217, dir -0.9857, norm 0.1534, swav 0.0000 LR: 6.450e-02 Score 99.281 Data time: 0.0865, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2618 [2020-10-19 07:05:51,738][root][INFO] - ===> Epoch[4628](23140/5): Loss -0.8253, Sem 0.0195, dir -0.9858, norm 0.1409, swav 0.0000 LR: 6.450e-02 Score 99.334 Data time: 0.0715, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7275 [2020-10-19 07:05:53,842][root][INFO] - ===> Epoch[4629](23141/5): Loss -0.7996, Sem 0.0193, dir -0.9850, norm 0.1662, swav 0.0000 LR: 6.450e-02 Score 99.352 Data time: 0.0960, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0083 [2020-10-19 07:05:56,192][root][INFO] - ===> Epoch[4629](23142/5): Loss -0.8379, Sem 0.0184, dir -0.9871, norm 0.1309, swav 0.0000 LR: 6.450e-02 Score 99.400 Data time: 0.0770, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2435 [2020-10-19 07:05:58,369][root][INFO] - ===> Epoch[4629](23143/5): Loss -0.8039, Sem 0.0195, dir -0.9859, norm 0.1626, swav 0.0000 LR: 6.450e-02 Score 99.348 Data time: 0.2383, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1009 [2020-10-19 07:06:00,965][root][INFO] - ===> Epoch[4629](23144/5): Loss -0.8255, Sem 0.0200, dir -0.9856, norm 0.1401, swav 0.0000 LR: 6.449e-02 Score 99.324 Data time: 0.2435, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4914 [2020-10-19 07:06:03,016][root][INFO] - ===> Epoch[4629](23145/5): Loss -0.8192, Sem 0.0188, dir -0.9864, norm 0.1485, swav 0.0000 LR: 6.449e-02 Score 99.367 Data time: 0.0906, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9347 [2020-10-19 07:06:05,046][root][INFO] - ===> Epoch[4630](23146/5): Loss -0.8206, Sem 0.0206, dir -0.9858, norm 0.1447, swav 0.0000 LR: 6.449e-02 Score 99.319 Data time: 0.0619, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9287 [2020-10-19 07:06:06,977][root][INFO] - ===> Epoch[4630](23147/5): Loss -0.8397, Sem 0.0188, dir -0.9874, norm 0.1290, swav 0.0000 LR: 6.449e-02 Score 99.360 Data time: 0.0730, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8526 [2020-10-19 07:06:09,382][root][INFO] - ===> Epoch[4630](23148/5): Loss -0.8165, Sem 0.0198, dir -0.9858, norm 0.1495, swav 0.0000 LR: 6.449e-02 Score 99.350 Data time: 0.1806, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2827 [2020-10-19 07:06:11,920][root][INFO] - ===> Epoch[4630](23149/5): Loss -0.8182, Sem 0.0209, dir -0.9839, norm 0.1448, swav 0.0000 LR: 6.449e-02 Score 99.294 Data time: 0.0756, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3988 [2020-10-19 07:06:14,488][root][INFO] - ===> Epoch[4630](23150/5): Loss -0.8357, Sem 0.0173, dir -0.9876, norm 0.1346, swav 0.0000 LR: 6.449e-02 Score 99.417 Data time: 0.0753, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4549 [2020-10-19 07:06:16,503][root][INFO] - ===> Epoch[4631](23151/5): Loss -0.8358, Sem 0.0175, dir -0.9870, norm 0.1337, swav 0.0000 LR: 6.448e-02 Score 99.417 Data time: 0.0780, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9128 [2020-10-19 07:06:18,533][root][INFO] - ===> Epoch[4631](23152/5): Loss -0.8261, Sem 0.0191, dir -0.9861, norm 0.1409, swav 0.0000 LR: 6.448e-02 Score 99.358 Data time: 0.0652, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8922 [2020-10-19 07:06:20,547][root][INFO] - ===> Epoch[4631](23153/5): Loss -0.8158, Sem 0.0185, dir -0.9846, norm 0.1503, swav 0.0000 LR: 6.448e-02 Score 99.380 Data time: 0.0636, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9453 [2020-10-19 07:06:22,550][root][INFO] - ===> Epoch[4631](23154/5): Loss -0.8154, Sem 0.0219, dir -0.9841, norm 0.1468, swav 0.0000 LR: 6.448e-02 Score 99.264 Data time: 0.0583, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9022 [2020-10-19 07:06:24,830][root][INFO] - ===> Epoch[4631](23155/5): Loss -0.8331, Sem 0.0172, dir -0.9877, norm 0.1374, swav 0.0000 LR: 6.448e-02 Score 99.420 Data time: 0.0638, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1874 [2020-10-19 07:06:26,810][root][INFO] - ===> Epoch[4632](23156/5): Loss -0.8249, Sem 0.0180, dir -0.9863, norm 0.1434, swav 0.0000 LR: 6.448e-02 Score 99.406 Data time: 0.0746, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8864 [2020-10-19 07:06:28,887][root][INFO] - ===> Epoch[4632](23157/5): Loss -0.8329, Sem 0.0177, dir -0.9874, norm 0.1368, swav 0.0000 LR: 6.447e-02 Score 99.401 Data time: 0.1335, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9751 [2020-10-19 07:06:31,154][root][INFO] - ===> Epoch[4632](23158/5): Loss -0.8228, Sem 0.0182, dir -0.9865, norm 0.1454, swav 0.0000 LR: 6.447e-02 Score 99.384 Data time: 0.0966, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1684 [2020-10-19 07:06:33,463][root][INFO] - ===> Epoch[4632](23159/5): Loss -0.8407, Sem 0.0166, dir -0.9878, norm 0.1305, swav 0.0000 LR: 6.447e-02 Score 99.431 Data time: 0.0587, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1869 [2020-10-19 07:06:35,816][root][INFO] - ===> Epoch[4632](23160/5): Loss -0.8038, Sem 0.0210, dir -0.9849, norm 0.1601, swav 0.0000 LR: 6.447e-02 Score 99.304 Data time: 0.0971, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2598 [2020-10-19 07:06:38,077][root][INFO] - ===> Epoch[4633](23161/5): Loss -0.8259, Sem 0.0170, dir -0.9863, norm 0.1435, swav 0.0000 LR: 6.447e-02 Score 99.437 Data time: 0.0750, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1449 [2020-10-19 07:06:40,344][root][INFO] - ===> Epoch[4633](23162/5): Loss -0.8398, Sem 0.0171, dir -0.9877, norm 0.1307, swav 0.0000 LR: 6.447e-02 Score 99.423 Data time: 0.0842, Forward time: 0.7754, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1601 [2020-10-19 07:06:42,263][root][INFO] - ===> Epoch[4633](23163/5): Loss -0.8194, Sem 0.0192, dir -0.9849, norm 0.1463, swav 0.0000 LR: 6.446e-02 Score 99.372 Data time: 0.0864, Forward time: 0.7754, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8246 [2020-10-19 07:06:44,141][root][INFO] - ===> Epoch[4633](23164/5): Loss -0.8296, Sem 0.0177, dir -0.9861, norm 0.1388, swav 0.0000 LR: 6.446e-02 Score 99.406 Data time: 0.0796, Forward time: 0.7754, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.7844 [2020-10-19 07:06:47,082][root][INFO] - ===> Epoch[4633](23165/5): Loss -0.8207, Sem 0.0197, dir -0.9862, norm 0.1457, swav 0.0000 LR: 6.446e-02 Score 99.342 Data time: 0.1191, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.8053 [2020-10-19 07:06:49,110][root][INFO] - ===> Epoch[4634](23166/5): Loss -0.8383, Sem 0.0172, dir -0.9875, norm 0.1319, swav 0.0000 LR: 6.446e-02 Score 99.403 Data time: 0.0544, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8996 [2020-10-19 07:06:51,370][root][INFO] - ===> Epoch[4634](23167/5): Loss -0.8345, Sem 0.0197, dir -0.9863, norm 0.1321, swav 0.0000 LR: 6.446e-02 Score 99.339 Data time: 0.1463, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1505 [2020-10-19 07:06:53,915][root][INFO] - ===> Epoch[4634](23168/5): Loss -0.8279, Sem 0.0170, dir -0.9869, norm 0.1420, swav 0.0000 LR: 6.446e-02 Score 99.454 Data time: 0.0756, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.4434 [2020-10-19 07:06:56,078][root][INFO] - ===> Epoch[4634](23169/5): Loss -0.8251, Sem 0.0194, dir -0.9859, norm 0.1414, swav 0.0000 LR: 6.446e-02 Score 99.344 Data time: 0.0654, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0523 [2020-10-19 07:06:58,060][root][INFO] - ===> Epoch[4634](23170/5): Loss -0.8252, Sem 0.0186, dir -0.9853, norm 0.1415, swav 0.0000 LR: 6.445e-02 Score 99.375 Data time: 0.0777, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8938 [2020-10-19 07:07:00,196][root][INFO] - ===> Epoch[4635](23171/5): Loss -0.8274, Sem 0.0188, dir -0.9857, norm 0.1395, swav 0.0000 LR: 6.445e-02 Score 99.378 Data time: 0.0782, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0136 [2020-10-19 07:07:02,326][root][INFO] - ===> Epoch[4635](23172/5): Loss -0.8262, Sem 0.0191, dir -0.9876, norm 0.1423, swav 0.0000 LR: 6.445e-02 Score 99.347 Data time: 0.0714, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0355 [2020-10-19 07:07:05,125][root][INFO] - ===> Epoch[4635](23173/5): Loss -0.8243, Sem 0.0172, dir -0.9866, norm 0.1451, swav 0.0000 LR: 6.445e-02 Score 99.421 Data time: 0.1230, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.6855 [2020-10-19 07:07:07,235][root][INFO] - ===> Epoch[4635](23174/5): Loss -0.8245, Sem 0.0195, dir -0.9864, norm 0.1424, swav 0.0000 LR: 6.445e-02 Score 99.361 Data time: 0.0587, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9660 [2020-10-19 07:07:09,549][root][INFO] - ===> Epoch[4635](23175/5): Loss -0.8280, Sem 0.0188, dir -0.9852, norm 0.1384, swav 0.0000 LR: 6.445e-02 Score 99.374 Data time: 0.0504, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2423 [2020-10-19 07:07:12,055][root][INFO] - ===> Epoch[4636](23176/5): Loss -0.8243, Sem 0.0179, dir -0.9864, norm 0.1441, swav 0.0000 LR: 6.444e-02 Score 99.402 Data time: 0.0565, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4810 [2020-10-19 07:07:14,225][root][INFO] - ===> Epoch[4636](23177/5): Loss -0.8397, Sem 0.0181, dir -0.9881, norm 0.1303, swav 0.0000 LR: 6.444e-02 Score 99.388 Data time: 0.0828, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1034 [2020-10-19 07:07:16,340][root][INFO] - ===> Epoch[4636](23178/5): Loss -0.8100, Sem 0.0211, dir -0.9852, norm 0.1541, swav 0.0000 LR: 6.444e-02 Score 99.299 Data time: 0.0652, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0078 [2020-10-19 07:07:18,475][root][INFO] - ===> Epoch[4636](23179/5): Loss -0.8292, Sem 0.0202, dir -0.9861, norm 0.1367, swav 0.0000 LR: 6.444e-02 Score 99.319 Data time: 0.0780, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0823 [2020-10-19 07:07:21,044][root][INFO] - ===> Epoch[4636](23180/5): Loss -0.8244, Sem 0.0176, dir -0.9857, norm 0.1437, swav 0.0000 LR: 6.444e-02 Score 99.396 Data time: 0.1202, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4899 [2020-10-19 07:07:23,164][root][INFO] - ===> Epoch[4637](23181/5): Loss -0.8448, Sem 0.0179, dir -0.9877, norm 0.1250, swav 0.0000 LR: 6.444e-02 Score 99.397 Data time: 0.0653, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0069 [2020-10-19 07:07:25,599][root][INFO] - ===> Epoch[4637](23182/5): Loss -0.8232, Sem 0.0211, dir -0.9852, norm 0.1409, swav 0.0000 LR: 6.444e-02 Score 99.305 Data time: 0.0629, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3506 [2020-10-19 07:07:28,245][root][INFO] - ===> Epoch[4637](23183/5): Loss -0.8137, Sem 0.0196, dir -0.9855, norm 0.1523, swav 0.0000 LR: 6.443e-02 Score 99.350 Data time: 0.0469, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.5860 [2020-10-19 07:07:30,483][root][INFO] - ===> Epoch[4637](23184/5): Loss -0.8319, Sem 0.0176, dir -0.9872, norm 0.1378, swav 0.0000 LR: 6.443e-02 Score 99.420 Data time: 0.0733, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1974 [2020-10-19 07:07:32,566][root][INFO] - ===> Epoch[4637](23185/5): Loss -0.8355, Sem 0.0179, dir -0.9868, norm 0.1334, swav 0.0000 LR: 6.443e-02 Score 99.401 Data time: 0.0718, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9660 [2020-10-19 07:07:34,594][root][INFO] - ===> Epoch[4638](23186/5): Loss -0.8271, Sem 0.0212, dir -0.9855, norm 0.1373, swav 0.0000 LR: 6.443e-02 Score 99.288 Data time: 0.0674, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9370 [2020-10-19 07:07:36,421][root][INFO] - ===> Epoch[4638](23187/5): Loss -0.8284, Sem 0.0201, dir -0.9864, norm 0.1379, swav 0.0000 LR: 6.443e-02 Score 99.327 Data time: 0.0565, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7401 [2020-10-19 07:07:38,923][root][INFO] - ===> Epoch[4638](23188/5): Loss -0.8161, Sem 0.0205, dir -0.9865, norm 0.1500, swav 0.0000 LR: 6.443e-02 Score 99.344 Data time: 0.0535, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4442 [2020-10-19 07:07:41,056][root][INFO] - ===> Epoch[4638](23189/5): Loss -0.8230, Sem 0.0204, dir -0.9861, norm 0.1427, swav 0.0000 LR: 6.442e-02 Score 99.304 Data time: 0.1610, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0428 [2020-10-19 07:07:43,522][root][INFO] - ===> Epoch[4638](23190/5): Loss -0.8190, Sem 0.0204, dir -0.9863, norm 0.1469, swav 0.0000 LR: 6.442e-02 Score 99.325 Data time: 0.0994, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3603 [2020-10-19 07:07:45,474][root][INFO] - ===> Epoch[4639](23191/5): Loss -0.8415, Sem 0.0181, dir -0.9877, norm 0.1281, swav 0.0000 LR: 6.442e-02 Score 99.392 Data time: 0.0836, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8747 [2020-10-19 07:07:47,665][root][INFO] - ===> Epoch[4639](23192/5): Loss -0.8336, Sem 0.0179, dir -0.9860, norm 0.1345, swav 0.0000 LR: 6.442e-02 Score 99.398 Data time: 0.1021, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1064 [2020-10-19 07:07:49,593][root][INFO] - ===> Epoch[4639](23193/5): Loss -0.8235, Sem 0.0199, dir -0.9859, norm 0.1426, swav 0.0000 LR: 6.442e-02 Score 99.351 Data time: 0.0825, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8436 [2020-10-19 07:07:51,887][root][INFO] - ===> Epoch[4639](23194/5): Loss -0.8196, Sem 0.0192, dir -0.9862, norm 0.1474, swav 0.0000 LR: 6.442e-02 Score 99.360 Data time: 0.0685, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1785 [2020-10-19 07:07:54,089][root][INFO] - ===> Epoch[4639](23195/5): Loss -0.8122, Sem 0.0188, dir -0.9853, norm 0.1543, swav 0.0000 LR: 6.441e-02 Score 99.368 Data time: 0.0954, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1033 [2020-10-19 07:07:56,156][root][INFO] - ===> Epoch[4640](23196/5): Loss -0.8189, Sem 0.0191, dir -0.9856, norm 0.1475, swav 0.0000 LR: 6.441e-02 Score 99.353 Data time: 0.0939, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9415 [2020-10-19 07:07:58,055][root][INFO] - ===> Epoch[4640](23197/5): Loss -0.8149, Sem 0.0214, dir -0.9857, norm 0.1495, swav 0.0000 LR: 6.441e-02 Score 99.285 Data time: 0.0826, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.7972 [2020-10-19 07:08:00,001][root][INFO] - ===> Epoch[4640](23198/5): Loss -0.8293, Sem 0.0199, dir -0.9869, norm 0.1377, swav 0.0000 LR: 6.441e-02 Score 99.332 Data time: 0.0836, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8836 [2020-10-19 07:08:02,185][root][INFO] - ===> Epoch[4640](23199/5): Loss -0.8199, Sem 0.0185, dir -0.9872, norm 0.1488, swav 0.0000 LR: 6.441e-02 Score 99.375 Data time: 0.0718, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0969 [2020-10-19 07:08:04,301][root][INFO] - ===> Epoch[4640](23200/5): Loss -0.8266, Sem 0.0187, dir -0.9859, norm 0.1407, swav 0.0000 LR: 6.441e-02 Score 99.377 Data time: 0.0831, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0241 [2020-10-19 07:08:05,296][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 07:08:05,450][root][INFO] - ===> Start testing [2020-10-19 07:08:45,165][root][INFO] - 68/68: Data time: 0.0025, Iter time: 0.1558 Loss 0.331 (AVG: 0.533) Score 92.414 (AVG: 90.611) mIOU 70.118 mAP 84.563 mAcc 77.712 IOU: 62.611 1.021 83.365 74.124 94.016 92.145 31.555 79.244 97.802 68.468 80.703 86.382 60.095 mAP: 81.128 21.004 97.500 87.257 98.889 98.616 52.675 96.588 99.716 86.939 93.069 94.537 91.404 mAcc: 79.801 6.472 92.520 82.634 95.111 97.165 33.588 92.779 99.280 80.979 89.195 96.070 64.659 [2020-10-19 07:08:45,167][root][INFO] - Finished test. Elapsed time: 39.7149 [2020-10-19 07:08:48,694][root][INFO] - [2020-10-19 07:08:48,694][root][INFO] - ################################################################ [2020-10-19 07:08:48,694][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 07:08:48,694][root][INFO] - ################################################################ [2020-10-19 07:08:48,694][root][INFO] - clutter : nan nan nan [2020-10-19 07:08:48,694][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 07:08:48,694][root][INFO] - board : 0.787 0.969 0.969 [2020-10-19 07:08:48,694][root][INFO] - bookcase : 0.248 0.366 0.515 [2020-10-19 07:08:48,695][root][INFO] - ceiling : 0.550 0.626 0.657 [2020-10-19 07:08:48,695][root][INFO] - chair : 0.824 0.899 0.933 [2020-10-19 07:08:48,695][root][INFO] - column : 0.211 0.290 0.370 [2020-10-19 07:08:48,695][root][INFO] - door : 0.760 0.938 0.957 [2020-10-19 07:08:48,695][root][INFO] - floor : 0.935 0.962 0.997 [2020-10-19 07:08:48,695][root][INFO] - sofa : 0.437 0.690 0.818 [2020-10-19 07:08:48,695][root][INFO] - table : 0.114 0.263 0.627 [2020-10-19 07:08:48,695][root][INFO] - wall : 0.508 0.703 0.803 [2020-10-19 07:08:48,695][root][INFO] - window : 0.509 0.709 0.750 [2020-10-19 07:08:48,695][root][INFO] - ---------------------------------------------------------------- [2020-10-19 07:08:48,695][root][INFO] - average : 0.490 0.618 0.700 [2020-10-19 07:08:48,695][root][INFO] - [2020-10-19 07:08:48,861][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 07:08:48,862][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 07:08:50,531][root][INFO] - ===> Epoch[4641](23201/5): Loss -0.8093, Sem 0.0203, dir -0.9856, norm 0.1560, swav 0.0000 LR: 6.441e-02 Score 99.337 Data time: 0.0532, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.6636 [2020-10-19 07:08:52,746][root][INFO] - ===> Epoch[4641](23202/5): Loss -0.8343, Sem 0.0190, dir -0.9869, norm 0.1336, swav 0.0000 LR: 6.440e-02 Score 99.377 Data time: 0.1107, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1249 [2020-10-19 07:08:54,943][root][INFO] - ===> Epoch[4641](23203/5): Loss -0.8178, Sem 0.0188, dir -0.9857, norm 0.1491, swav 0.0000 LR: 6.440e-02 Score 99.362 Data time: 0.0943, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0809 [2020-10-19 07:08:57,370][root][INFO] - ===> Epoch[4641](23204/5): Loss -0.8254, Sem 0.0198, dir -0.9867, norm 0.1415, swav 0.0000 LR: 6.440e-02 Score 99.339 Data time: 0.0834, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3315 [2020-10-19 07:08:59,558][root][INFO] - ===> Epoch[4641](23205/5): Loss -0.8047, Sem 0.0205, dir -0.9852, norm 0.1601, swav 0.0000 LR: 6.440e-02 Score 99.325 Data time: 0.0691, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0794 [2020-10-19 07:09:01,683][root][INFO] - ===> Epoch[4642](23206/5): Loss -0.8358, Sem 0.0190, dir -0.9871, norm 0.1322, swav 0.0000 LR: 6.440e-02 Score 99.356 Data time: 0.0725, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0303 [2020-10-19 07:09:03,680][root][INFO] - ===> Epoch[4642](23207/5): Loss -0.8067, Sem 0.0222, dir -0.9858, norm 0.1569, swav 0.0000 LR: 6.440e-02 Score 99.264 Data time: 0.0743, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8911 [2020-10-19 07:09:06,158][root][INFO] - ===> Epoch[4642](23208/5): Loss -0.8130, Sem 0.0208, dir -0.9851, norm 0.1513, swav 0.0000 LR: 6.439e-02 Score 99.311 Data time: 0.0707, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3833 [2020-10-19 07:09:08,705][root][INFO] - ===> Epoch[4642](23209/5): Loss -0.8084, Sem 0.0204, dir -0.9861, norm 0.1573, swav 0.0000 LR: 6.439e-02 Score 99.327 Data time: 0.0578, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.4586 [2020-10-19 07:09:10,981][root][INFO] - ===> Epoch[4642](23210/5): Loss -0.8173, Sem 0.0239, dir -0.9877, norm 0.1465, swav 0.0000 LR: 6.439e-02 Score 99.359 Data time: 0.0650, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1894 [2020-10-19 07:09:12,870][root][INFO] - ===> Epoch[4643](23211/5): Loss -0.8285, Sem 0.0194, dir -0.9865, norm 0.1386, swav 0.0000 LR: 6.439e-02 Score 99.338 Data time: 0.0603, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8050 [2020-10-19 07:09:15,163][root][INFO] - ===> Epoch[4643](23212/5): Loss -0.8046, Sem 0.0238, dir -0.9854, norm 0.1570, swav 0.0000 LR: 6.439e-02 Score 99.217 Data time: 0.0926, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2056 [2020-10-19 07:09:17,955][root][INFO] - ===> Epoch[4643](23213/5): Loss -0.8090, Sem 0.0217, dir -0.9849, norm 0.1542, swav 0.0000 LR: 6.439e-02 Score 99.277 Data time: 0.0805, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.6878 [2020-10-19 07:09:20,282][root][INFO] - ===> Epoch[4643](23214/5): Loss -0.7979, Sem 0.0273, dir -0.9862, norm 0.1611, swav 0.0000 LR: 6.438e-02 Score 99.212 Data time: 0.0750, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2227 [2020-10-19 07:09:22,001][root][INFO] - ===> Epoch[4643](23215/5): Loss -0.8236, Sem 0.0218, dir -0.9860, norm 0.1406, swav 0.0000 LR: 6.438e-02 Score 99.290 Data time: 0.0946, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.6239 [2020-10-19 07:09:23,797][root][INFO] - ===> Epoch[4644](23216/5): Loss -0.7862, Sem 0.0243, dir -0.9844, norm 0.1739, swav 0.0000 LR: 6.438e-02 Score 99.214 Data time: 0.0654, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.6956 [2020-10-19 07:09:26,117][root][INFO] - ===> Epoch[4644](23217/5): Loss -0.8098, Sem 0.0199, dir -0.9848, norm 0.1552, swav 0.0000 LR: 6.438e-02 Score 99.344 Data time: 0.0554, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2315 [2020-10-19 07:09:28,287][root][INFO] - ===> Epoch[4644](23218/5): Loss -0.7762, Sem 0.0283, dir -0.9855, norm 0.1810, swav 0.0000 LR: 6.438e-02 Score 99.163 Data time: 0.0593, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0949 [2020-10-19 07:09:30,322][root][INFO] - ===> Epoch[4644](23219/5): Loss -0.8033, Sem 0.0290, dir -0.9851, norm 0.1528, swav 0.0000 LR: 6.438e-02 Score 99.221 Data time: 0.0777, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9424 [2020-10-19 07:09:32,632][root][INFO] - ===> Epoch[4644](23220/5): Loss -0.8147, Sem 0.0189, dir -0.9859, norm 0.1523, swav 0.0000 LR: 6.438e-02 Score 99.377 Data time: 0.0952, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2055 [2020-10-19 07:09:35,439][root][INFO] - ===> Epoch[4645](23221/5): Loss -0.7724, Sem 0.0256, dir -0.9845, norm 0.1865, swav 0.0000 LR: 6.437e-02 Score 99.177 Data time: 0.0794, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.6963 [2020-10-19 07:09:37,477][root][INFO] - ===> Epoch[4645](23222/5): Loss -0.7964, Sem 0.0216, dir -0.9866, norm 0.1686, swav 0.0000 LR: 6.437e-02 Score 99.282 Data time: 0.0912, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9281 [2020-10-19 07:09:39,429][root][INFO] - ===> Epoch[4645](23223/5): Loss -0.7983, Sem 0.0235, dir -0.9848, norm 0.1630, swav 0.0000 LR: 6.437e-02 Score 99.235 Data time: 0.0758, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8432 [2020-10-19 07:09:41,855][root][INFO] - ===> Epoch[4645](23224/5): Loss -0.8179, Sem 0.0206, dir -0.9854, norm 0.1469, swav 0.0000 LR: 6.437e-02 Score 99.331 Data time: 0.0532, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3144 [2020-10-19 07:09:44,273][root][INFO] - ===> Epoch[4645](23225/5): Loss -0.7683, Sem 0.0245, dir -0.9835, norm 0.1907, swav 0.0000 LR: 6.437e-02 Score 99.195 Data time: 0.1136, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3116 [2020-10-19 07:09:46,402][root][INFO] - ===> Epoch[4646](23226/5): Loss -0.7994, Sem 0.0206, dir -0.9851, norm 0.1650, swav 0.0000 LR: 6.437e-02 Score 99.326 Data time: 0.0758, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0033 [2020-10-19 07:09:48,524][root][INFO] - ===> Epoch[4646](23227/5): Loss -0.8074, Sem 0.0209, dir -0.9859, norm 0.1576, swav 0.0000 LR: 6.436e-02 Score 99.307 Data time: 0.0820, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0065 [2020-10-19 07:09:50,451][root][INFO] - ===> Epoch[4646](23228/5): Loss -0.8247, Sem 0.0201, dir -0.9868, norm 0.1420, swav 0.0000 LR: 6.436e-02 Score 99.325 Data time: 0.0891, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8132 [2020-10-19 07:09:52,657][root][INFO] - ===> Epoch[4646](23229/5): Loss -0.8010, Sem 0.0216, dir -0.9864, norm 0.1638, swav 0.0000 LR: 6.436e-02 Score 99.270 Data time: 0.0786, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1049 [2020-10-19 07:09:54,620][root][INFO] - ===> Epoch[4646](23230/5): Loss -0.8240, Sem 0.0210, dir -0.9860, norm 0.1410, swav 0.0000 LR: 6.436e-02 Score 99.293 Data time: 0.0707, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8636 [2020-10-19 07:09:57,002][root][INFO] - ===> Epoch[4647](23231/5): Loss -0.8184, Sem 0.0203, dir -0.9847, norm 0.1460, swav 0.0000 LR: 6.436e-02 Score 99.336 Data time: 0.0674, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2739 [2020-10-19 07:09:59,517][root][INFO] - ===> Epoch[4647](23232/5): Loss -0.8077, Sem 0.0198, dir -0.9848, norm 0.1573, swav 0.0000 LR: 6.436e-02 Score 99.350 Data time: 0.1519, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3989 [2020-10-19 07:10:01,535][root][INFO] - ===> Epoch[4647](23233/5): Loss -0.8292, Sem 0.0189, dir -0.9862, norm 0.1382, swav 0.0000 LR: 6.435e-02 Score 99.361 Data time: 0.0703, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9000 [2020-10-19 07:10:03,484][root][INFO] - ===> Epoch[4647](23234/5): Loss -0.8252, Sem 0.0218, dir -0.9863, norm 0.1393, swav 0.0000 LR: 6.435e-02 Score 99.261 Data time: 0.0607, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8502 [2020-10-19 07:10:05,535][root][INFO] - ===> Epoch[4647](23235/5): Loss -0.8177, Sem 0.0212, dir -0.9851, norm 0.1462, swav 0.0000 LR: 6.435e-02 Score 99.281 Data time: 0.0894, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9499 [2020-10-19 07:10:07,535][root][INFO] - ===> Epoch[4648](23236/5): Loss -0.8298, Sem 0.0183, dir -0.9870, norm 0.1389, swav 0.0000 LR: 6.435e-02 Score 99.398 Data time: 0.0517, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8911 [2020-10-19 07:10:09,945][root][INFO] - ===> Epoch[4648](23237/5): Loss -0.8317, Sem 0.0191, dir -0.9868, norm 0.1360, swav 0.0000 LR: 6.435e-02 Score 99.354 Data time: 0.0632, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3362 [2020-10-19 07:10:12,054][root][INFO] - ===> Epoch[4648](23238/5): Loss -0.8124, Sem 0.0228, dir -0.9850, norm 0.1498, swav 0.0000 LR: 6.435e-02 Score 99.247 Data time: 0.0843, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0091 [2020-10-19 07:10:14,222][root][INFO] - ===> Epoch[4648](23239/5): Loss -0.8249, Sem 0.0200, dir -0.9868, norm 0.1419, swav 0.0000 LR: 6.435e-02 Score 99.322 Data time: 0.1449, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0587 [2020-10-19 07:10:16,627][root][INFO] - ===> Epoch[4648](23240/5): Loss -0.8281, Sem 0.0181, dir -0.9859, norm 0.1397, swav 0.0000 LR: 6.434e-02 Score 99.379 Data time: 0.2406, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2975 [2020-10-19 07:10:18,735][root][INFO] - ===> Epoch[4649](23241/5): Loss -0.8167, Sem 0.0221, dir -0.9852, norm 0.1463, swav 0.0000 LR: 6.434e-02 Score 99.303 Data time: 0.0819, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9990 [2020-10-19 07:10:21,076][root][INFO] - ===> Epoch[4649](23242/5): Loss -0.8273, Sem 0.0189, dir -0.9856, norm 0.1394, swav 0.0000 LR: 6.434e-02 Score 99.386 Data time: 0.0817, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2284 [2020-10-19 07:10:23,021][root][INFO] - ===> Epoch[4649](23243/5): Loss -0.8363, Sem 0.0183, dir -0.9876, norm 0.1330, swav 0.0000 LR: 6.434e-02 Score 99.373 Data time: 0.1319, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8267 [2020-10-19 07:10:25,250][root][INFO] - ===> Epoch[4649](23244/5): Loss -0.8267, Sem 0.0201, dir -0.9863, norm 0.1396, swav 0.0000 LR: 6.434e-02 Score 99.328 Data time: 0.1040, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1242 [2020-10-19 07:10:27,405][root][INFO] - ===> Epoch[4649](23245/5): Loss -0.8311, Sem 0.0191, dir -0.9867, norm 0.1365, swav 0.0000 LR: 6.434e-02 Score 99.361 Data time: 0.0825, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0464 [2020-10-19 07:10:30,100][root][INFO] - ===> Epoch[4650](23246/5): Loss -0.8240, Sem 0.0214, dir -0.9855, norm 0.1401, swav 0.0000 LR: 6.433e-02 Score 99.269 Data time: 0.1053, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.5772 [2020-10-19 07:10:32,732][root][INFO] - ===> Epoch[4650](23247/5): Loss -0.8188, Sem 0.0172, dir -0.9855, norm 0.1496, swav 0.0000 LR: 6.433e-02 Score 99.425 Data time: 0.0694, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.5392 [2020-10-19 07:10:34,760][root][INFO] - ===> Epoch[4650](23248/5): Loss -0.8321, Sem 0.0202, dir -0.9868, norm 0.1345, swav 0.0000 LR: 6.433e-02 Score 99.317 Data time: 0.0935, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9091 [2020-10-19 07:10:37,400][root][INFO] - ===> Epoch[4650](23249/5): Loss -0.8200, Sem 0.0202, dir -0.9849, norm 0.1448, swav 0.0000 LR: 6.433e-02 Score 99.324 Data time: 0.0861, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.5349 [2020-10-19 07:10:39,385][root][INFO] - ===> Epoch[4650](23250/5): Loss -0.8268, Sem 0.0210, dir -0.9862, norm 0.1385, swav 0.0000 LR: 6.433e-02 Score 99.290 Data time: 0.1123, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8863 [2020-10-19 07:10:41,927][root][INFO] - ===> Epoch[4651](23251/5): Loss -0.8073, Sem 0.0353, dir -0.9858, norm 0.1432, swav 0.0000 LR: 6.433e-02 Score 99.024 Data time: 0.0875, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.4357 [2020-10-19 07:10:44,504][root][INFO] - ===> Epoch[4651](23252/5): Loss -0.7861, Sem 0.0350, dir -0.9869, norm 0.1657, swav 0.0000 LR: 6.432e-02 Score 98.991 Data time: 0.0871, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.4810 [2020-10-19 07:10:46,521][root][INFO] - ===> Epoch[4651](23253/5): Loss -0.8347, Sem 0.0182, dir -0.9866, norm 0.1337, swav 0.0000 LR: 6.432e-02 Score 99.391 Data time: 0.0712, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9055 [2020-10-19 07:10:48,438][root][INFO] - ===> Epoch[4651](23254/5): Loss -0.8046, Sem 0.0230, dir -0.9851, norm 0.1575, swav 0.0000 LR: 6.432e-02 Score 99.229 Data time: 0.0731, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8204 [2020-10-19 07:10:50,515][root][INFO] - ===> Epoch[4651](23255/5): Loss -0.8115, Sem 0.0251, dir -0.9857, norm 0.1490, swav 0.0000 LR: 6.432e-02 Score 99.141 Data time: 0.1119, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9843 [2020-10-19 07:10:52,707][root][INFO] - ===> Epoch[4652](23256/5): Loss -0.8101, Sem 0.0197, dir -0.9865, norm 0.1567, swav 0.0000 LR: 6.432e-02 Score 99.357 Data time: 0.0939, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0855 [2020-10-19 07:10:54,930][root][INFO] - ===> Epoch[4652](23257/5): Loss -0.7929, Sem 0.0222, dir -0.9844, norm 0.1694, swav 0.0000 LR: 6.432e-02 Score 99.283 Data time: 0.0842, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1094 [2020-10-19 07:10:56,852][root][INFO] - ===> Epoch[4652](23258/5): Loss -0.8076, Sem 0.0211, dir -0.9853, norm 0.1566, swav 0.0000 LR: 6.432e-02 Score 99.297 Data time: 0.1041, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8224 [2020-10-19 07:10:59,123][root][INFO] - ===> Epoch[4652](23259/5): Loss -0.8006, Sem 0.0244, dir -0.9853, norm 0.1604, swav 0.0000 LR: 6.431e-02 Score 99.216 Data time: 0.1302, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1996 [2020-10-19 07:11:01,604][root][INFO] - ===> Epoch[4652](23260/5): Loss -0.8118, Sem 0.0202, dir -0.9865, norm 0.1545, swav 0.0000 LR: 6.431e-02 Score 99.340 Data time: 0.0974, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3777 [2020-10-19 07:11:03,912][root][INFO] - ===> Epoch[4653](23261/5): Loss -0.8079, Sem 0.0226, dir -0.9851, norm 0.1545, swav 0.0000 LR: 6.431e-02 Score 99.317 Data time: 0.0534, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2217 [2020-10-19 07:11:05,844][root][INFO] - ===> Epoch[4653](23262/5): Loss -0.8038, Sem 0.0201, dir -0.9857, norm 0.1618, swav 0.0000 LR: 6.431e-02 Score 99.336 Data time: 0.0666, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8712 [2020-10-19 07:11:07,954][root][INFO] - ===> Epoch[4653](23263/5): Loss -0.7992, Sem 0.0235, dir -0.9847, norm 0.1620, swav 0.0000 LR: 6.431e-02 Score 99.211 Data time: 0.0721, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0323 [2020-10-19 07:11:09,897][root][INFO] - ===> Epoch[4653](23264/5): Loss -0.8136, Sem 0.0212, dir -0.9862, norm 0.1513, swav 0.0000 LR: 6.431e-02 Score 99.303 Data time: 0.0754, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8355 [2020-10-19 07:11:11,957][root][INFO] - ===> Epoch[4653](23265/5): Loss -0.8015, Sem 0.0246, dir -0.9839, norm 0.1578, swav 0.0000 LR: 6.430e-02 Score 99.202 Data time: 0.0555, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9660 [2020-10-19 07:11:14,257][root][INFO] - ===> Epoch[4654](23266/5): Loss -0.8020, Sem 0.0195, dir -0.9841, norm 0.1626, swav 0.0000 LR: 6.430e-02 Score 99.362 Data time: 0.0760, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2089 [2020-10-19 07:11:16,281][root][INFO] - ===> Epoch[4654](23267/5): Loss -0.8267, Sem 0.0201, dir -0.9863, norm 0.1394, swav 0.0000 LR: 6.430e-02 Score 99.301 Data time: 0.0798, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.9198 [2020-10-19 07:11:18,479][root][INFO] - ===> Epoch[4654](23268/5): Loss -0.7535, Sem 0.0415, dir -0.9832, norm 0.1882, swav 0.0000 LR: 6.430e-02 Score 98.962 Data time: 0.0942, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.0920 [2020-10-19 07:11:20,443][root][INFO] - ===> Epoch[4654](23269/5): Loss -0.8044, Sem 0.0220, dir -0.9852, norm 0.1588, swav 0.0000 LR: 6.430e-02 Score 99.292 Data time: 0.3323, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.8558 [2020-10-19 07:11:23,242][root][INFO] - ===> Epoch[4654](23270/5): Loss -0.7988, Sem 0.0215, dir -0.9851, norm 0.1648, swav 0.0000 LR: 6.430e-02 Score 99.353 Data time: 0.0963, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.7268 [2020-10-19 07:11:25,339][root][INFO] - ===> Epoch[4655](23271/5): Loss -0.7920, Sem 0.0237, dir -0.9841, norm 0.1684, swav 0.0000 LR: 6.429e-02 Score 99.243 Data time: 0.0592, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.9880 [2020-10-19 07:11:27,432][root][INFO] - ===> Epoch[4655](23272/5): Loss -0.8076, Sem 0.0204, dir -0.9848, norm 0.1568, swav 0.0000 LR: 6.429e-02 Score 99.333 Data time: 0.0761, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.0393 [2020-10-19 07:11:29,651][root][INFO] - ===> Epoch[4655](23273/5): Loss -0.8055, Sem 0.0227, dir -0.9855, norm 0.1573, swav 0.0000 LR: 6.429e-02 Score 99.248 Data time: 0.0912, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.1387 [2020-10-19 07:11:31,576][root][INFO] - ===> Epoch[4655](23274/5): Loss -0.8143, Sem 0.0184, dir -0.9867, norm 0.1540, swav 0.0000 LR: 6.429e-02 Score 99.394 Data time: 0.0684, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.8290 [2020-10-19 07:11:33,676][root][INFO] - ===> Epoch[4655](23275/5): Loss -0.8170, Sem 0.0186, dir -0.9863, norm 0.1507, swav 0.0000 LR: 6.429e-02 Score 99.394 Data time: 0.0822, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.0204 [2020-10-19 07:11:36,503][root][INFO] - ===> Epoch[4656](23276/5): Loss -0.8000, Sem 0.0212, dir -0.9853, norm 0.1641, swav 0.0000 LR: 6.429e-02 Score 99.305 Data time: 0.0766, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.7196 [2020-10-19 07:11:38,866][root][INFO] - ===> Epoch[4656](23277/5): Loss -0.8141, Sem 0.0207, dir -0.9860, norm 0.1512, swav 0.0000 LR: 6.429e-02 Score 99.305 Data time: 0.0771, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.2701 [2020-10-19 07:11:41,017][root][INFO] - ===> Epoch[4656](23278/5): Loss -0.7826, Sem 0.0231, dir -0.9837, norm 0.1781, swav 0.0000 LR: 6.428e-02 Score 99.240 Data time: 0.0890, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.0611 [2020-10-19 07:11:42,837][root][INFO] - ===> Epoch[4656](23279/5): Loss -0.8145, Sem 0.0199, dir -0.9854, norm 0.1511, swav 0.0000 LR: 6.428e-02 Score 99.335 Data time: 0.0796, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.7128 [2020-10-19 07:11:44,817][root][INFO] - ===> Epoch[4656](23280/5): Loss -0.8002, Sem 0.0240, dir -0.9846, norm 0.1604, swav 0.0000 LR: 6.428e-02 Score 99.200 Data time: 0.0713, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.7779 [2020-10-19 07:11:47,180][root][INFO] - ===> Epoch[4657](23281/5): Loss -0.7914, Sem 0.0247, dir -0.9851, norm 0.1689, swav 0.0000 LR: 6.428e-02 Score 99.224 Data time: 0.0727, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.2889 [2020-10-19 07:11:49,807][root][INFO] - ===> Epoch[4657](23282/5): Loss -0.7744, Sem 0.0318, dir -0.9840, norm 0.1779, swav 0.0000 LR: 6.428e-02 Score 99.077 Data time: 0.1260, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.5149 [2020-10-19 07:11:51,880][root][INFO] - ===> Epoch[4657](23283/5): Loss -0.8053, Sem 0.0246, dir -0.9850, norm 0.1551, swav 0.0000 LR: 6.428e-02 Score 99.201 Data time: 0.0685, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.9358 [2020-10-19 07:11:53,684][root][INFO] - ===> Epoch[4657](23284/5): Loss -0.7888, Sem 0.0325, dir -0.9853, norm 0.1639, swav 0.0000 LR: 6.427e-02 Score 98.972 Data time: 0.0671, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.7065 [2020-10-19 07:11:56,498][root][INFO] - ===> Epoch[4657](23285/5): Loss -0.7295, Sem 0.0758, dir -0.9846, norm 0.1793, swav 0.0000 LR: 6.427e-02 Score 98.573 Data time: 0.0892, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.7174 [2020-10-19 07:11:58,765][root][INFO] - ===> Epoch[4658](23286/5): Loss -0.8037, Sem 0.0260, dir -0.9842, norm 0.1544, swav 0.0000 LR: 6.427e-02 Score 99.147 Data time: 0.0872, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.1195 [2020-10-19 07:12:01,055][root][INFO] - ===> Epoch[4658](23287/5): Loss -0.7908, Sem 0.0323, dir -0.9849, norm 0.1618, swav 0.0000 LR: 6.427e-02 Score 98.944 Data time: 0.0901, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.1679 [2020-10-19 07:12:03,227][root][INFO] - ===> Epoch[4658](23288/5): Loss -0.8202, Sem 0.0222, dir -0.9879, norm 0.1456, swav 0.0000 LR: 6.427e-02 Score 99.288 Data time: 0.0669, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.0434 [2020-10-19 07:12:05,913][root][INFO] - ===> Epoch[4658](23289/5): Loss -0.7287, Sem 0.0305, dir -0.9824, norm 0.2233, swav 0.0000 LR: 6.427e-02 Score 99.021 Data time: 0.0587, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.5981 [2020-10-19 07:12:08,294][root][INFO] - ===> Epoch[4658](23290/5): Loss -0.7937, Sem 0.0223, dir -0.9851, norm 0.1691, swav 0.0000 LR: 6.426e-02 Score 99.261 Data time: 0.0551, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2781 [2020-10-19 07:12:10,453][root][INFO] - ===> Epoch[4659](23291/5): Loss -0.7813, Sem 0.0253, dir -0.9833, norm 0.1767, swav 0.0000 LR: 6.426e-02 Score 99.164 Data time: 0.0649, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0879 [2020-10-19 07:12:12,298][root][INFO] - ===> Epoch[4659](23292/5): Loss -0.7913, Sem 0.0246, dir -0.9828, norm 0.1670, swav 0.0000 LR: 6.426e-02 Score 99.193 Data time: 0.0564, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.7345 [2020-10-19 07:12:14,182][root][INFO] - ===> Epoch[4659](23293/5): Loss -0.7610, Sem 0.0262, dir -0.9816, norm 0.1944, swav 0.0000 LR: 6.426e-02 Score 99.155 Data time: 0.0755, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8006 [2020-10-19 07:12:16,528][root][INFO] - ===> Epoch[4659](23294/5): Loss -0.7622, Sem 0.0276, dir -0.9830, norm 0.1932, swav 0.0000 LR: 6.426e-02 Score 99.144 Data time: 0.0839, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2316 [2020-10-19 07:12:18,955][root][INFO] - ===> Epoch[4659](23295/5): Loss -0.7958, Sem 0.0262, dir -0.9855, norm 0.1635, swav 0.0000 LR: 6.426e-02 Score 99.106 Data time: 0.0629, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3034 [2020-10-19 07:12:20,888][root][INFO] - ===> Epoch[4660](23296/5): Loss -0.7846, Sem 0.0247, dir -0.9833, norm 0.1740, swav 0.0000 LR: 6.426e-02 Score 99.183 Data time: 0.0628, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8330 [2020-10-19 07:12:22,974][root][INFO] - ===> Epoch[4660](23297/5): Loss -0.7955, Sem 0.0237, dir -0.9846, norm 0.1654, swav 0.0000 LR: 6.425e-02 Score 99.206 Data time: 0.0658, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9941 [2020-10-19 07:12:25,251][root][INFO] - ===> Epoch[4660](23298/5): Loss -0.7795, Sem 0.0252, dir -0.9821, norm 0.1774, swav 0.0000 LR: 6.425e-02 Score 99.210 Data time: 0.0815, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1838 [2020-10-19 07:12:27,330][root][INFO] - ===> Epoch[4660](23299/5): Loss -0.7798, Sem 0.0359, dir -0.9845, norm 0.1687, swav 0.0000 LR: 6.425e-02 Score 99.060 Data time: 0.0620, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9618 [2020-10-19 07:12:29,722][root][INFO] - ===> Epoch[4660](23300/5): Loss -0.7868, Sem 0.0266, dir -0.9847, norm 0.1713, swav 0.0000 LR: 6.425e-02 Score 99.175 Data time: 0.1190, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2616 [2020-10-19 07:12:30,882][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 07:12:32,712][root][INFO] - ===> Epoch[4661](23301/5): Loss -0.7780, Sem 0.0290, dir -0.9819, norm 0.1749, swav 0.0000 LR: 6.425e-02 Score 99.046 Data time: 0.0825, Forward time: 0.7755, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.6495 [2020-10-19 07:12:34,502][root][INFO] - ===> Epoch[4661](23302/5): Loss -0.8036, Sem 0.0234, dir -0.9841, norm 0.1571, swav 0.0000 LR: 6.425e-02 Score 99.208 Data time: 0.0793, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.6809 [2020-10-19 07:12:36,962][root][INFO] - ===> Epoch[4661](23303/5): Loss -0.8056, Sem 0.0240, dir -0.9843, norm 0.1547, swav 0.0000 LR: 6.424e-02 Score 99.196 Data time: 0.0648, Forward time: 0.7755, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.3542 [2020-10-19 07:12:38,990][root][INFO] - ===> Epoch[4661](23304/5): Loss -0.7776, Sem 0.0304, dir -0.9835, norm 0.1755, swav 0.0000 LR: 6.424e-02 Score 99.081 Data time: 0.0810, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.9159 [2020-10-19 07:12:40,939][root][INFO] - ===> Epoch[4661](23305/5): Loss -0.7802, Sem 0.0239, dir -0.9835, norm 0.1793, swav 0.0000 LR: 6.424e-02 Score 99.230 Data time: 0.0838, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.8296 [2020-10-19 07:12:42,802][root][INFO] - ===> Epoch[4662](23306/5): Loss -0.8110, Sem 0.0235, dir -0.9852, norm 0.1507, swav 0.0000 LR: 6.424e-02 Score 99.210 Data time: 0.0787, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.7568 [2020-10-19 07:12:45,355][root][INFO] - ===> Epoch[4662](23307/5): Loss -0.7936, Sem 0.0298, dir -0.9846, norm 0.1612, swav 0.0000 LR: 6.424e-02 Score 99.092 Data time: 0.1221, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.4586 [2020-10-19 07:12:47,302][root][INFO] - ===> Epoch[4662](23308/5): Loss -0.8077, Sem 0.0218, dir -0.9837, norm 0.1542, swav 0.0000 LR: 6.424e-02 Score 99.266 Data time: 0.0900, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.8533 [2020-10-19 07:12:49,441][root][INFO] - ===> Epoch[4662](23309/5): Loss -0.7607, Sem 0.0290, dir -0.9805, norm 0.1909, swav 0.0000 LR: 6.423e-02 Score 99.111 Data time: 0.0694, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.0418 [2020-10-19 07:12:51,819][root][INFO] - ===> Epoch[4662](23310/5): Loss -0.8041, Sem 0.0212, dir -0.9845, norm 0.1593, swav 0.0000 LR: 6.423e-02 Score 99.292 Data time: 0.0924, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.2553 [2020-10-19 07:12:54,307][root][INFO] - ===> Epoch[4663](23311/5): Loss -0.7920, Sem 0.0248, dir -0.9832, norm 0.1663, swav 0.0000 LR: 6.423e-02 Score 99.178 Data time: 0.0710, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.3535 [2020-10-19 07:12:56,905][root][INFO] - ===> Epoch[4663](23312/5): Loss -0.8099, Sem 0.0240, dir -0.9855, norm 0.1516, swav 0.0000 LR: 6.423e-02 Score 99.218 Data time: 0.1160, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.4710 [2020-10-19 07:12:59,061][root][INFO] - ===> Epoch[4663](23313/5): Loss -0.8070, Sem 0.0279, dir -0.9844, norm 0.1496, swav 0.0000 LR: 6.423e-02 Score 99.072 Data time: 0.0804, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.0352 [2020-10-19 07:13:01,475][root][INFO] - ===> Epoch[4663](23314/5): Loss -0.8073, Sem 0.0235, dir -0.9834, norm 0.1527, swav 0.0000 LR: 6.423e-02 Score 99.216 Data time: 0.0795, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.2759 [2020-10-19 07:13:03,592][root][INFO] - ===> Epoch[4663](23315/5): Loss -0.7476, Sem 0.0560, dir -0.9815, norm 0.1780, swav 0.0000 LR: 6.423e-02 Score 98.698 Data time: 0.0824, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.9915 [2020-10-19 07:13:06,014][root][INFO] - ===> Epoch[4664](23316/5): Loss -0.7856, Sem 0.0260, dir -0.9831, norm 0.1715, swav 0.0000 LR: 6.422e-02 Score 99.145 Data time: 0.0748, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.3219 [2020-10-19 07:13:08,397][root][INFO] - ===> Epoch[4664](23317/5): Loss -0.7946, Sem 0.0372, dir -0.9837, norm 0.1519, swav 0.0000 LR: 6.422e-02 Score 98.884 Data time: 0.0654, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.2808 [2020-10-19 07:13:10,596][root][INFO] - ===> Epoch[4664](23318/5): Loss -0.7876, Sem 0.0314, dir -0.9836, norm 0.1647, swav 0.0000 LR: 6.422e-02 Score 98.989 Data time: 0.0646, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.1083 [2020-10-19 07:13:12,705][root][INFO] - ===> Epoch[4664](23319/5): Loss -0.8072, Sem 0.0270, dir -0.9845, norm 0.1503, swav 0.0000 LR: 6.422e-02 Score 99.117 Data time: 0.0541, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.9935 [2020-10-19 07:13:14,685][root][INFO] - ===> Epoch[4664](23320/5): Loss -0.7903, Sem 0.0317, dir -0.9813, norm 0.1594, swav 0.0000 LR: 6.422e-02 Score 98.954 Data time: 0.0693, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.9149 [2020-10-19 07:13:16,974][root][INFO] - ===> Epoch[4665](23321/5): Loss -0.7672, Sem 0.0422, dir -0.9832, norm 0.1738, swav 0.0000 LR: 6.422e-02 Score 98.933 Data time: 0.0941, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.1728 [2020-10-19 07:13:19,924][root][INFO] - ===> Epoch[4665](23322/5): Loss -0.7895, Sem 0.0265, dir -0.9832, norm 0.1672, swav 0.0000 LR: 6.421e-02 Score 99.128 Data time: 0.0902, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.8448 [2020-10-19 07:13:22,424][root][INFO] - ===> Epoch[4665](23323/5): Loss -0.7732, Sem 0.0291, dir -0.9823, norm 0.1801, swav 0.0000 LR: 6.421e-02 Score 99.073 Data time: 0.0753, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3699 [2020-10-19 07:13:24,464][root][INFO] - ===> Epoch[4665](23324/5): Loss -0.7752, Sem 0.0389, dir -0.9825, norm 0.1685, swav 0.0000 LR: 6.421e-02 Score 98.840 Data time: 0.0911, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.9384 [2020-10-19 07:13:26,652][root][INFO] - ===> Epoch[4665](23325/5): Loss -0.7918, Sem 0.0262, dir -0.9850, norm 0.1671, swav 0.0000 LR: 6.421e-02 Score 99.142 Data time: 0.1317, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.0888 [2020-10-19 07:13:28,750][root][INFO] - ===> Epoch[4666](23326/5): Loss -0.7867, Sem 0.0279, dir -0.9821, norm 0.1675, swav 0.0000 LR: 6.421e-02 Score 99.077 Data time: 0.0898, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.0072 [2020-10-19 07:13:30,810][root][INFO] - ===> Epoch[4666](23327/5): Loss -0.7910, Sem 0.0284, dir -0.9828, norm 0.1633, swav 0.0000 LR: 6.421e-02 Score 99.067 Data time: 0.0734, Forward time: 0.7756, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.9714 [2020-10-19 07:13:33,423][root][INFO] - ===> Epoch[4666](23328/5): Loss -0.8047, Sem 0.0253, dir -0.9840, norm 0.1540, swav 0.0000 LR: 6.421e-02 Score 99.160 Data time: 0.0739, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.5306 [2020-10-19 07:13:35,888][root][INFO] - ===> Epoch[4666](23329/5): Loss -0.7761, Sem 0.0312, dir -0.9836, norm 0.1763, swav 0.0000 LR: 6.420e-02 Score 99.046 Data time: 0.0906, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3949 [2020-10-19 07:13:37,876][root][INFO] - ===> Epoch[4666](23330/5): Loss -0.8030, Sem 0.0246, dir -0.9842, norm 0.1565, swav 0.0000 LR: 6.420e-02 Score 99.220 Data time: 0.0643, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8659 [2020-10-19 07:13:40,204][root][INFO] - ===> Epoch[4667](23331/5): Loss -0.7883, Sem 0.0299, dir -0.9825, norm 0.1643, swav 0.0000 LR: 6.420e-02 Score 99.069 Data time: 0.0879, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2426 [2020-10-19 07:13:42,639][root][INFO] - ===> Epoch[4667](23332/5): Loss -0.7857, Sem 0.0309, dir -0.9818, norm 0.1652, swav 0.0000 LR: 6.420e-02 Score 98.997 Data time: 0.0725, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3136 [2020-10-19 07:13:44,701][root][INFO] - ===> Epoch[4667](23333/5): Loss -0.7885, Sem 0.0318, dir -0.9833, norm 0.1629, swav 0.0000 LR: 6.420e-02 Score 99.003 Data time: 0.0751, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9649 [2020-10-19 07:13:47,175][root][INFO] - ===> Epoch[4667](23334/5): Loss -0.7994, Sem 0.0248, dir -0.9832, norm 0.1590, swav 0.0000 LR: 6.420e-02 Score 99.180 Data time: 0.0885, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3626 [2020-10-19 07:13:49,541][root][INFO] - ===> Epoch[4667](23335/5): Loss -0.7983, Sem 0.0265, dir -0.9835, norm 0.1587, swav 0.0000 LR: 6.419e-02 Score 99.134 Data time: 0.0907, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2681 [2020-10-19 07:13:52,120][root][INFO] - ===> Epoch[4668](23336/5): Loss -0.7821, Sem 0.0290, dir -0.9831, norm 0.1720, swav 0.0000 LR: 6.419e-02 Score 99.065 Data time: 0.0513, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.4727 [2020-10-19 07:13:54,526][root][INFO] - ===> Epoch[4668](23337/5): Loss -0.7980, Sem 0.0267, dir -0.9839, norm 0.1592, swav 0.0000 LR: 6.419e-02 Score 99.166 Data time: 0.0923, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3111 [2020-10-19 07:13:57,129][root][INFO] - ===> Epoch[4668](23338/5): Loss -0.7876, Sem 0.0255, dir -0.9844, norm 0.1713, swav 0.0000 LR: 6.419e-02 Score 99.168 Data time: 0.0817, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.4684 [2020-10-19 07:13:59,590][root][INFO] - ===> Epoch[4668](23339/5): Loss -0.7885, Sem 0.0293, dir -0.9824, norm 0.1645, swav 0.0000 LR: 6.419e-02 Score 99.027 Data time: 0.0698, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3335 [2020-10-19 07:14:01,311][root][INFO] - ===> Epoch[4668](23340/5): Loss -0.7781, Sem 0.0337, dir -0.9842, norm 0.1724, swav 0.0000 LR: 6.419e-02 Score 98.878 Data time: 0.0754, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.5098 [2020-10-19 07:14:03,475][root][INFO] - ===> Epoch[4669](23341/5): Loss -0.8008, Sem 0.0251, dir -0.9851, norm 0.1591, swav 0.0000 LR: 6.418e-02 Score 99.158 Data time: 0.0734, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0592 [2020-10-19 07:14:05,777][root][INFO] - ===> Epoch[4669](23342/5): Loss -0.7943, Sem 0.0268, dir -0.9838, norm 0.1628, swav 0.0000 LR: 6.418e-02 Score 99.099 Data time: 0.0924, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1700 [2020-10-19 07:14:08,315][root][INFO] - ===> Epoch[4669](23343/5): Loss -0.7819, Sem 0.0356, dir -0.9827, norm 0.1653, swav 0.0000 LR: 6.418e-02 Score 98.863 Data time: 0.1213, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.4180 [2020-10-19 07:14:10,374][root][INFO] - ===> Epoch[4669](23344/5): Loss -0.8004, Sem 0.0250, dir -0.9839, norm 0.1586, swav 0.0000 LR: 6.418e-02 Score 99.161 Data time: 0.0628, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9483 [2020-10-19 07:14:12,597][root][INFO] - ===> Epoch[4669](23345/5): Loss -0.7888, Sem 0.0257, dir -0.9822, norm 0.1678, swav 0.0000 LR: 6.418e-02 Score 99.153 Data time: 0.0554, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1255 [2020-10-19 07:14:14,737][root][INFO] - ===> Epoch[4670](23346/5): Loss -0.7924, Sem 0.0314, dir -0.9826, norm 0.1588, swav 0.0000 LR: 6.418e-02 Score 99.012 Data time: 0.0842, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0352 [2020-10-19 07:14:17,531][root][INFO] - ===> Epoch[4670](23347/5): Loss -0.7807, Sem 0.0301, dir -0.9830, norm 0.1721, swav 0.0000 LR: 6.418e-02 Score 99.048 Data time: 0.0604, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.6851 [2020-10-19 07:14:19,340][root][INFO] - ===> Epoch[4670](23348/5): Loss -0.7933, Sem 0.0321, dir -0.9829, norm 0.1575, swav 0.0000 LR: 6.417e-02 Score 98.969 Data time: 0.0630, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.7092 [2020-10-19 07:14:21,602][root][INFO] - ===> Epoch[4670](23349/5): Loss -0.7793, Sem 0.0248, dir -0.9826, norm 0.1786, swav 0.0000 LR: 6.417e-02 Score 99.161 Data time: 0.0856, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1695 [2020-10-19 07:14:23,481][root][INFO] - ===> Epoch[4670](23350/5): Loss -0.7947, Sem 0.0281, dir -0.9825, norm 0.1597, swav 0.0000 LR: 6.417e-02 Score 99.094 Data time: 0.0702, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.7458 [2020-10-19 07:14:25,586][root][INFO] - ===> Epoch[4671](23351/5): Loss -0.7848, Sem 0.0317, dir -0.9808, norm 0.1642, swav 0.0000 LR: 6.417e-02 Score 98.964 Data time: 0.0856, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0140 [2020-10-19 07:14:27,694][root][INFO] - ===> Epoch[4671](23352/5): Loss -0.7784, Sem 0.0311, dir -0.9825, norm 0.1730, swav 0.0000 LR: 6.417e-02 Score 99.035 Data time: 0.1159, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0111 [2020-10-19 07:14:29,775][root][INFO] - ===> Epoch[4671](23353/5): Loss -0.7906, Sem 0.0244, dir -0.9844, norm 0.1693, swav 0.0000 LR: 6.417e-02 Score 99.194 Data time: 0.0895, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9733 [2020-10-19 07:14:32,090][root][INFO] - ===> Epoch[4671](23354/5): Loss -0.7787, Sem 0.0352, dir -0.9809, norm 0.1670, swav 0.0000 LR: 6.416e-02 Score 98.876 Data time: 0.0724, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1858 [2020-10-19 07:14:33,932][root][INFO] - ===> Epoch[4671](23355/5): Loss -0.7887, Sem 0.0284, dir -0.9840, norm 0.1669, swav 0.0000 LR: 6.416e-02 Score 99.068 Data time: 0.0654, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.7349 [2020-10-19 07:14:35,953][root][INFO] - ===> Epoch[4672](23356/5): Loss -0.7943, Sem 0.0283, dir -0.9825, norm 0.1600, swav 0.0000 LR: 6.416e-02 Score 99.080 Data time: 0.0908, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9260 [2020-10-19 07:14:38,448][root][INFO] - ===> Epoch[4672](23357/5): Loss -0.7957, Sem 0.0294, dir -0.9821, norm 0.1570, swav 0.0000 LR: 6.416e-02 Score 99.035 Data time: 0.0618, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3787 [2020-10-19 07:14:40,831][root][INFO] - ===> Epoch[4672](23358/5): Loss -0.7988, Sem 0.0286, dir -0.9816, norm 0.1542, swav 0.0000 LR: 6.416e-02 Score 99.054 Data time: 0.0598, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2849 [2020-10-19 07:14:43,015][root][INFO] - ===> Epoch[4672](23359/5): Loss -0.7811, Sem 0.0302, dir -0.9827, norm 0.1714, swav 0.0000 LR: 6.416e-02 Score 99.046 Data time: 0.0786, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1054 [2020-10-19 07:14:45,333][root][INFO] - ===> Epoch[4672](23360/5): Loss -0.7725, Sem 0.0292, dir -0.9801, norm 0.1784, swav 0.0000 LR: 6.415e-02 Score 99.052 Data time: 0.0798, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2157 [2020-10-19 07:14:47,498][root][INFO] - ===> Epoch[4673](23361/5): Loss -0.7671, Sem 0.0319, dir -0.9797, norm 0.1808, swav 0.0000 LR: 6.415e-02 Score 98.940 Data time: 0.1212, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0427 [2020-10-19 07:14:49,828][root][INFO] - ===> Epoch[4673](23362/5): Loss -0.7952, Sem 0.0269, dir -0.9810, norm 0.1588, swav 0.0000 LR: 6.415e-02 Score 99.110 Data time: 0.1057, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2211 [2020-10-19 07:14:52,094][root][INFO] - ===> Epoch[4673](23363/5): Loss -0.7664, Sem 0.0375, dir -0.9834, norm 0.1794, swav 0.0000 LR: 6.415e-02 Score 98.968 Data time: 0.1009, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1564 [2020-10-19 07:14:54,107][root][INFO] - ===> Epoch[4673](23364/5): Loss -0.7945, Sem 0.0296, dir -0.9829, norm 0.1588, swav 0.0000 LR: 6.415e-02 Score 99.014 Data time: 0.0880, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9382 [2020-10-19 07:14:56,536][root][INFO] - ===> Epoch[4673](23365/5): Loss -0.7827, Sem 0.0278, dir -0.9812, norm 0.1708, swav 0.0000 LR: 6.415e-02 Score 99.081 Data time: 0.0745, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3337 [2020-10-19 07:14:58,831][root][INFO] - ===> Epoch[4674](23366/5): Loss -0.7809, Sem 0.0312, dir -0.9824, norm 0.1702, swav 0.0000 LR: 6.415e-02 Score 98.954 Data time: 0.0807, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2074 [2020-10-19 07:15:01,029][root][INFO] - ===> Epoch[4674](23367/5): Loss -0.7768, Sem 0.0302, dir -0.9817, norm 0.1746, swav 0.0000 LR: 6.414e-02 Score 98.980 Data time: 0.0878, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1080 [2020-10-19 07:15:03,081][root][INFO] - ===> Epoch[4674](23368/5): Loss -0.7945, Sem 0.0263, dir -0.9828, norm 0.1620, swav 0.0000 LR: 6.414e-02 Score 99.146 Data time: 0.0791, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9588 [2020-10-19 07:15:05,564][root][INFO] - ===> Epoch[4674](23369/5): Loss -0.7686, Sem 0.0415, dir -0.9818, norm 0.1716, swav 0.0000 LR: 6.414e-02 Score 98.850 Data time: 0.0591, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3903 [2020-10-19 07:15:07,977][root][INFO] - ===> Epoch[4674](23370/5): Loss -0.7807, Sem 0.0308, dir -0.9832, norm 0.1717, swav 0.0000 LR: 6.414e-02 Score 99.052 Data time: 0.0785, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3158 [2020-10-19 07:15:10,140][root][INFO] - ===> Epoch[4675](23371/5): Loss -0.7368, Sem 0.0403, dir -0.9736, norm 0.1965, swav 0.0000 LR: 6.414e-02 Score 98.763 Data time: 0.0900, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0452 [2020-10-19 07:15:11,888][root][INFO] - ===> Epoch[4675](23372/5): Loss -0.7639, Sem 0.0341, dir -0.9778, norm 0.1798, swav 0.0000 LR: 6.414e-02 Score 98.912 Data time: 0.0517, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.6496 [2020-10-19 07:15:13,894][root][INFO] - ===> Epoch[4675](23373/5): Loss -0.7542, Sem 0.0432, dir -0.9775, norm 0.1801, swav 0.0000 LR: 6.413e-02 Score 98.749 Data time: 0.0747, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9332 [2020-10-19 07:15:16,431][root][INFO] - ===> Epoch[4675](23374/5): Loss -0.7589, Sem 0.0351, dir -0.9772, norm 0.1832, swav 0.0000 LR: 6.413e-02 Score 98.881 Data time: 0.1126, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.4434 [2020-10-19 07:15:18,634][root][INFO] - ===> Epoch[4675](23375/5): Loss -0.7079, Sem 0.0538, dir -0.9743, norm 0.2127, swav 0.0000 LR: 6.413e-02 Score 98.495 Data time: 0.0410, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1000 [2020-10-19 07:15:20,709][root][INFO] - ===> Epoch[4676](23376/5): Loss -0.7823, Sem 0.0360, dir -0.9800, norm 0.1617, swav 0.0000 LR: 6.413e-02 Score 98.862 Data time: 0.0667, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0108 [2020-10-19 07:15:22,797][root][INFO] - ===> Epoch[4676](23377/5): Loss -0.7063, Sem 0.0697, dir -0.9727, norm 0.1967, swav 0.0000 LR: 6.413e-02 Score 97.937 Data time: 0.0551, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0321 [2020-10-19 07:15:25,107][root][INFO] - ===> Epoch[4676](23378/5): Loss -0.7100, Sem 0.0619, dir -0.9730, norm 0.2011, swav 0.0000 LR: 6.413e-02 Score 98.083 Data time: 0.0736, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2636 [2020-10-19 07:15:27,207][root][INFO] - ===> Epoch[4676](23379/5): Loss -0.7325, Sem 0.0648, dir -0.9789, norm 0.1816, swav 0.0000 LR: 6.412e-02 Score 98.167 Data time: 0.0820, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9956 [2020-10-19 07:15:29,274][root][INFO] - ===> Epoch[4676](23380/5): Loss -0.6930, Sem 0.0983, dir -0.9759, norm 0.1846, swav 0.0000 LR: 6.412e-02 Score 97.252 Data time: 0.0887, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9626 [2020-10-19 07:15:31,418][root][INFO] - ===> Epoch[4677](23381/5): Loss -0.7210, Sem 0.0672, dir -0.9745, norm 0.1863, swav 0.0000 LR: 6.412e-02 Score 98.004 Data time: 0.0499, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0529 [2020-10-19 07:15:34,055][root][INFO] - ===> Epoch[4677](23382/5): Loss -0.6130, Sem 0.1448, dir -0.9707, norm 0.2129, swav 0.0000 LR: 6.412e-02 Score 96.709 Data time: 0.0797, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.5733 [2020-10-19 07:15:36,738][root][INFO] - ===> Epoch[4677](23383/5): Loss -0.6763, Sem 0.0864, dir -0.9706, norm 0.2079, swav 0.0000 LR: 6.412e-02 Score 97.574 Data time: 0.0837, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.6088 [2020-10-19 07:15:39,025][root][INFO] - ===> Epoch[4677](23384/5): Loss -0.7026, Sem 0.0743, dir -0.9746, norm 0.1977, swav 0.0000 LR: 6.412e-02 Score 97.643 Data time: 0.0773, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1646 [2020-10-19 07:15:40,998][root][INFO] - ===> Epoch[4677](23385/5): Loss -0.6957, Sem 0.0804, dir -0.9725, norm 0.1964, swav 0.0000 LR: 6.412e-02 Score 97.595 Data time: 0.0679, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8659 [2020-10-19 07:15:43,196][root][INFO] - ===> Epoch[4678](23386/5): Loss -0.6705, Sem 0.0939, dir -0.9692, norm 0.2048, swav 0.0000 LR: 6.411e-02 Score 97.398 Data time: 0.0574, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1157 [2020-10-19 07:15:45,333][root][INFO] - ===> Epoch[4678](23387/5): Loss -0.5890, Sem 0.1412, dir -0.9675, norm 0.2373, swav 0.0000 LR: 6.411e-02 Score 95.863 Data time: 0.0787, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0379 [2020-10-19 07:15:47,843][root][INFO] - ===> Epoch[4678](23388/5): Loss -0.5873, Sem 0.1451, dir -0.9670, norm 0.2346, swav 0.0000 LR: 6.411e-02 Score 96.518 Data time: 0.0813, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3878 [2020-10-19 07:15:50,213][root][INFO] - ===> Epoch[4678](23389/5): Loss -0.6012, Sem 0.1321, dir -0.9644, norm 0.2311, swav 0.0000 LR: 6.411e-02 Score 96.494 Data time: 0.0778, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2816 [2020-10-19 07:15:52,460][root][INFO] - ===> Epoch[4678](23390/5): Loss -0.5569, Sem 0.1726, dir -0.9633, norm 0.2339, swav 0.0000 LR: 6.411e-02 Score 94.691 Data time: 0.0552, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1392 [2020-10-19 07:15:54,238][root][INFO] - ===> Epoch[4679](23391/5): Loss -0.5795, Sem 0.1391, dir -0.9562, norm 0.2376, swav 0.0000 LR: 6.411e-02 Score 96.017 Data time: 0.0542, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.7138 [2020-10-19 07:15:56,471][root][INFO] - ===> Epoch[4679](23392/5): Loss -0.5106, Sem 0.1917, dir -0.9634, norm 0.2611, swav 0.0000 LR: 6.410e-02 Score 94.681 Data time: 0.0638, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1693 [2020-10-19 07:15:58,712][root][INFO] - ===> Epoch[4679](23393/5): Loss -0.5811, Sem 0.1396, dir -0.9670, norm 0.2463, swav 0.0000 LR: 6.410e-02 Score 95.954 Data time: 0.0672, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1420 [2020-10-19 07:16:01,162][root][INFO] - ===> Epoch[4679](23394/5): Loss -0.6252, Sem 0.1237, dir -0.9659, norm 0.2170, swav 0.0000 LR: 6.410e-02 Score 96.143 Data time: 0.0814, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3518 [2020-10-19 07:16:03,839][root][INFO] - ===> Epoch[4679](23395/5): Loss -0.5181, Sem 0.1971, dir -0.9585, norm 0.2433, swav 0.0000 LR: 6.410e-02 Score 93.781 Data time: 0.0894, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.5645 [2020-10-19 07:16:05,776][root][INFO] - ===> Epoch[4680](23396/5): Loss -0.6016, Sem 0.1223, dir -0.9606, norm 0.2367, swav 0.0000 LR: 6.410e-02 Score 96.509 Data time: 0.0678, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8038 [2020-10-19 07:16:07,843][root][INFO] - ===> Epoch[4680](23397/5): Loss -0.5784, Sem 0.1463, dir -0.9610, norm 0.2362, swav 0.0000 LR: 6.410e-02 Score 95.936 Data time: 0.1325, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9767 [2020-10-19 07:16:10,420][root][INFO] - ===> Epoch[4680](23398/5): Loss -0.6010, Sem 0.1178, dir -0.9622, norm 0.2434, swav 0.0000 LR: 6.409e-02 Score 96.465 Data time: 0.2302, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.4758 [2020-10-19 07:16:12,640][root][INFO] - ===> Epoch[4680](23399/5): Loss -0.6044, Sem 0.1101, dir -0.9619, norm 0.2473, swav 0.0000 LR: 6.409e-02 Score 96.781 Data time: 0.0956, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0931 [2020-10-19 07:16:14,847][root][INFO] - ===> Epoch[4680](23400/5): Loss -0.5918, Sem 0.1184, dir -0.9566, norm 0.2464, swav 0.0000 LR: 6.409e-02 Score 96.410 Data time: 0.0537, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1168 [2020-10-19 07:16:16,562][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 07:16:16,735][root][INFO] - ===> Start testing [2020-10-19 07:16:54,105][root][INFO] - 68/68: Data time: 0.0510, Iter time: 0.1957 Loss 1.083 (AVG: 0.646) Score 76.728 (AVG: 85.698) mIOU 60.961 mAP 79.695 mAcc 72.502 IOU: 50.514 0.000 57.264 70.735 88.693 81.786 27.416 66.844 94.766 61.526 60.993 80.535 51.426 mAP: 73.342 1.538 83.862 85.125 97.996 95.587 54.070 89.296 99.673 86.973 88.015 92.117 88.444 mAcc: 67.787 0.000 64.532 80.208 92.306 93.153 45.610 84.773 95.692 78.049 94.130 89.524 56.760 [2020-10-19 07:16:54,107][root][INFO] - Finished test. Elapsed time: 37.3695 [2020-10-19 07:16:57,052][root][INFO] - [2020-10-19 07:16:57,052][root][INFO] - ################################################################ [2020-10-19 07:16:57,052][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 07:16:57,052][root][INFO] - ################################################################ [2020-10-19 07:16:57,052][root][INFO] - clutter : nan nan nan [2020-10-19 07:16:57,052][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 07:16:57,052][root][INFO] - board : 0.467 0.653 0.753 [2020-10-19 07:16:57,052][root][INFO] - bookcase : 0.299 0.461 0.532 [2020-10-19 07:16:57,052][root][INFO] - ceiling : 0.384 0.419 0.484 [2020-10-19 07:16:57,052][root][INFO] - chair : 0.685 0.803 0.836 [2020-10-19 07:16:57,052][root][INFO] - column : 0.145 0.262 0.372 [2020-10-19 07:16:57,052][root][INFO] - door : 0.555 0.787 0.922 [2020-10-19 07:16:57,052][root][INFO] - floor : 0.824 0.868 0.944 [2020-10-19 07:16:57,052][root][INFO] - sofa : 0.305 0.580 0.647 [2020-10-19 07:16:57,052][root][INFO] - table : 0.158 0.434 0.623 [2020-10-19 07:16:57,052][root][INFO] - wall : 0.360 0.533 0.680 [2020-10-19 07:16:57,052][root][INFO] - window : 0.425 0.687 0.701 [2020-10-19 07:16:57,053][root][INFO] - ---------------------------------------------------------------- [2020-10-19 07:16:57,053][root][INFO] - average : 0.384 0.541 0.624 [2020-10-19 07:16:57,053][root][INFO] - [2020-10-19 07:16:57,209][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 07:16:57,211][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 07:16:58,894][root][INFO] - ===> Epoch[4681](23401/5): Loss -0.6480, Sem 0.0827, dir -0.9629, norm 0.2322, swav 0.0000 LR: 6.409e-02 Score 97.443 Data time: 0.0626, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.6772 [2020-10-19 07:17:00,964][root][INFO] - ===> Epoch[4681](23402/5): Loss -0.6557, Sem 0.0924, dir -0.9651, norm 0.2170, swav 0.0000 LR: 6.409e-02 Score 97.213 Data time: 0.0577, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9851 [2020-10-19 07:17:03,296][root][INFO] - ===> Epoch[4681](23403/5): Loss -0.5958, Sem 0.1262, dir -0.9624, norm 0.2404, swav 0.0000 LR: 6.409e-02 Score 96.388 Data time: 0.0711, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2395 [2020-10-19 07:17:05,733][root][INFO] - ===> Epoch[4681](23404/5): Loss -0.6478, Sem 0.0874, dir -0.9641, norm 0.2289, swav 0.0000 LR: 6.409e-02 Score 97.320 Data time: 0.0796, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3474 [2020-10-19 07:17:07,835][root][INFO] - ===> Epoch[4681](23405/5): Loss -0.6045, Sem 0.0881, dir -0.9634, norm 0.2708, swav 0.0000 LR: 6.408e-02 Score 97.414 Data time: 0.0536, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9903 [2020-10-19 07:17:09,910][root][INFO] - ===> Epoch[4682](23406/5): Loss -0.6416, Sem 0.0820, dir -0.9642, norm 0.2406, swav 0.0000 LR: 6.408e-02 Score 97.453 Data time: 0.0881, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9931 [2020-10-19 07:17:12,055][root][INFO] - ===> Epoch[4682](23407/5): Loss -0.6162, Sem 0.1109, dir -0.9614, norm 0.2342, swav 0.0000 LR: 6.408e-02 Score 96.668 Data time: 0.0724, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0463 [2020-10-19 07:17:14,463][root][INFO] - ===> Epoch[4682](23408/5): Loss -0.6177, Sem 0.1003, dir -0.9633, norm 0.2454, swav 0.0000 LR: 6.408e-02 Score 96.953 Data time: 0.0738, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3470 [2020-10-19 07:17:16,606][root][INFO] - ===> Epoch[4682](23409/5): Loss -0.6610, Sem 0.0838, dir -0.9682, norm 0.2234, swav 0.0000 LR: 6.408e-02 Score 97.573 Data time: 0.0776, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0362 [2020-10-19 07:17:18,781][root][INFO] - ===> Epoch[4682](23410/5): Loss -0.6531, Sem 0.0817, dir -0.9663, norm 0.2314, swav 0.0000 LR: 6.408e-02 Score 97.538 Data time: 0.0829, Forward time: 0.7755, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0818 [2020-10-19 07:17:21,747][root][INFO] - ===> Epoch[4683](23411/5): Loss -0.6459, Sem 0.0870, dir -0.9668, norm 0.2339, swav 0.0000 LR: 6.407e-02 Score 97.255 Data time: 0.0632, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.8541 [2020-10-19 07:17:23,757][root][INFO] - ===> Epoch[4683](23412/5): Loss -0.6606, Sem 0.0846, dir -0.9670, norm 0.2219, swav 0.0000 LR: 6.407e-02 Score 97.398 Data time: 0.0588, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9313 [2020-10-19 07:17:26,196][root][INFO] - ===> Epoch[4683](23413/5): Loss -0.6327, Sem 0.0815, dir -0.9665, norm 0.2524, swav 0.0000 LR: 6.407e-02 Score 97.443 Data time: 0.1324, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3688 [2020-10-19 07:17:28,514][root][INFO] - ===> Epoch[4683](23414/5): Loss -0.6311, Sem 0.0835, dir -0.9622, norm 0.2476, swav 0.0000 LR: 6.407e-02 Score 97.420 Data time: 0.1097, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1954 [2020-10-19 07:17:30,570][root][INFO] - ===> Epoch[4683](23415/5): Loss -0.6662, Sem 0.0606, dir -0.9677, norm 0.2409, swav 0.0000 LR: 6.407e-02 Score 98.143 Data time: 0.0871, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9334 [2020-10-19 07:17:32,507][root][INFO] - ===> Epoch[4684](23416/5): Loss -0.6776, Sem 0.0702, dir -0.9692, norm 0.2214, swav 0.0000 LR: 6.407e-02 Score 97.843 Data time: 0.0896, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8558 [2020-10-19 07:17:34,858][root][INFO] - ===> Epoch[4684](23417/5): Loss -0.6574, Sem 0.0730, dir -0.9675, norm 0.2371, swav 0.0000 LR: 6.406e-02 Score 97.684 Data time: 0.0786, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2933 [2020-10-19 07:17:37,254][root][INFO] - ===> Epoch[4684](23418/5): Loss -0.6842, Sem 0.0624, dir -0.9692, norm 0.2226, swav 0.0000 LR: 6.406e-02 Score 98.009 Data time: 0.0724, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3063 [2020-10-19 07:17:39,674][root][INFO] - ===> Epoch[4684](23419/5): Loss -0.6725, Sem 0.0713, dir -0.9696, norm 0.2258, swav 0.0000 LR: 6.406e-02 Score 97.772 Data time: 0.0985, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3221 [2020-10-19 07:17:41,705][root][INFO] - ===> Epoch[4684](23420/5): Loss -0.6895, Sem 0.0642, dir -0.9694, norm 0.2156, swav 0.0000 LR: 6.406e-02 Score 98.007 Data time: 0.0871, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9351 [2020-10-19 07:17:43,575][root][INFO] - ===> Epoch[4685](23421/5): Loss -0.7099, Sem 0.0611, dir -0.9723, norm 0.2014, swav 0.0000 LR: 6.406e-02 Score 98.028 Data time: 0.0537, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7753 [2020-10-19 07:17:45,826][root][INFO] - ===> Epoch[4685](23422/5): Loss -0.6839, Sem 0.0632, dir -0.9689, norm 0.2219, swav 0.0000 LR: 6.406e-02 Score 98.054 Data time: 0.0874, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1549 [2020-10-19 07:17:48,289][root][INFO] - ===> Epoch[4685](23423/5): Loss -0.6941, Sem 0.0575, dir -0.9725, norm 0.2209, swav 0.0000 LR: 6.406e-02 Score 98.205 Data time: 0.0699, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3494 [2020-10-19 07:17:50,184][root][INFO] - ===> Epoch[4685](23424/5): Loss -0.6940, Sem 0.0580, dir -0.9715, norm 0.2196, swav 0.0000 LR: 6.405e-02 Score 98.110 Data time: 0.0839, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8143 [2020-10-19 07:17:52,089][root][INFO] - ===> Epoch[4685](23425/5): Loss -0.6972, Sem 0.0658, dir -0.9707, norm 0.2078, swav 0.0000 LR: 6.405e-02 Score 97.968 Data time: 0.0819, Forward time: 0.7756, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.7904 [2020-10-19 07:17:54,737][root][INFO] - ===> Epoch[4686](23426/5): Loss -0.6687, Sem 0.0749, dir -0.9694, norm 0.2259, swav 0.0000 LR: 6.405e-02 Score 97.900 Data time: 0.0695, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.5570 [2020-10-19 07:17:56,904][root][INFO] - ===> Epoch[4686](23427/5): Loss -0.7139, Sem 0.0503, dir -0.9717, norm 0.2075, swav 0.0000 LR: 6.405e-02 Score 98.395 Data time: 0.0558, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0826 [2020-10-19 07:17:58,990][root][INFO] - ===> Epoch[4686](23428/5): Loss -0.7000, Sem 0.0608, dir -0.9722, norm 0.2115, swav 0.0000 LR: 6.405e-02 Score 98.155 Data time: 0.0865, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0207 [2020-10-19 07:18:01,241][root][INFO] - ===> Epoch[4686](23429/5): Loss -0.7068, Sem 0.0536, dir -0.9727, norm 0.2123, swav 0.0000 LR: 6.405e-02 Score 98.327 Data time: 0.0573, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1452 [2020-10-19 07:18:03,167][root][INFO] - ===> Epoch[4686](23430/5): Loss -0.7017, Sem 0.0547, dir -0.9737, norm 0.2174, swav 0.0000 LR: 6.404e-02 Score 98.224 Data time: 0.0790, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8731 [2020-10-19 07:18:05,786][root][INFO] - ===> Epoch[4687](23431/5): Loss -0.7080, Sem 0.0509, dir -0.9737, norm 0.2148, swav 0.0000 LR: 6.404e-02 Score 98.352 Data time: 0.0625, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.5237 [2020-10-19 07:18:07,942][root][INFO] - ===> Epoch[4687](23432/5): Loss -0.7230, Sem 0.0469, dir -0.9729, norm 0.2029, swav 0.0000 LR: 6.404e-02 Score 98.497 Data time: 0.0787, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0573 [2020-10-19 07:18:10,129][root][INFO] - ===> Epoch[4687](23433/5): Loss -0.6921, Sem 0.0620, dir -0.9726, norm 0.2184, swav 0.0000 LR: 6.404e-02 Score 98.072 Data time: 0.0828, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0785 [2020-10-19 07:18:12,393][root][INFO] - ===> Epoch[4687](23434/5): Loss -0.7464, Sem 0.0448, dir -0.9750, norm 0.1838, swav 0.0000 LR: 6.404e-02 Score 98.535 Data time: 0.0841, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1593 [2020-10-19 07:18:14,355][root][INFO] - ===> Epoch[4687](23435/5): Loss -0.7397, Sem 0.0414, dir -0.9755, norm 0.1944, swav 0.0000 LR: 6.404e-02 Score 98.653 Data time: 0.0654, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8700 [2020-10-19 07:18:17,595][root][INFO] - ===> Epoch[4688](23436/5): Loss -0.7159, Sem 0.0507, dir -0.9744, norm 0.2078, swav 0.0000 LR: 6.403e-02 Score 98.407 Data time: 0.1180, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 3.1324 [2020-10-19 07:18:19,589][root][INFO] - ===> Epoch[4688](23437/5): Loss -0.7191, Sem 0.0472, dir -0.9741, norm 0.2079, swav 0.0000 LR: 6.403e-02 Score 98.450 Data time: 0.0736, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8798 [2020-10-19 07:18:21,943][root][INFO] - ===> Epoch[4688](23438/5): Loss -0.7155, Sem 0.0620, dir -0.9731, norm 0.1957, swav 0.0000 LR: 6.403e-02 Score 98.070 Data time: 0.0757, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2617 [2020-10-19 07:18:24,106][root][INFO] - ===> Epoch[4688](23439/5): Loss -0.7278, Sem 0.0429, dir -0.9718, norm 0.2010, swav 0.0000 LR: 6.403e-02 Score 98.608 Data time: 0.0625, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0676 [2020-10-19 07:18:26,627][root][INFO] - ===> Epoch[4688](23440/5): Loss -0.7357, Sem 0.0443, dir -0.9776, norm 0.1976, swav 0.0000 LR: 6.403e-02 Score 98.566 Data time: 0.0628, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4351 [2020-10-19 07:18:29,083][root][INFO] - ===> Epoch[4689](23441/5): Loss -0.7354, Sem 0.0426, dir -0.9757, norm 0.1977, swav 0.0000 LR: 6.403e-02 Score 98.589 Data time: 0.0457, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3510 [2020-10-19 07:18:30,878][root][INFO] - ===> Epoch[4689](23442/5): Loss -0.7282, Sem 0.0538, dir -0.9724, norm 0.1904, swav 0.0000 LR: 6.403e-02 Score 98.220 Data time: 0.0606, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7519 [2020-10-19 07:18:33,418][root][INFO] - ===> Epoch[4689](23443/5): Loss -0.7301, Sem 0.0466, dir -0.9738, norm 0.1971, swav 0.0000 LR: 6.402e-02 Score 98.515 Data time: 0.0780, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4224 [2020-10-19 07:18:35,627][root][INFO] - ===> Epoch[4689](23444/5): Loss -0.7437, Sem 0.0445, dir -0.9746, norm 0.1864, swav 0.0000 LR: 6.402e-02 Score 98.535 Data time: 0.0813, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1051 [2020-10-19 07:18:37,582][root][INFO] - ===> Epoch[4689](23445/5): Loss -0.7360, Sem 0.0472, dir -0.9748, norm 0.1915, swav 0.0000 LR: 6.402e-02 Score 98.479 Data time: 0.0869, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8482 [2020-10-19 07:18:39,326][root][INFO] - ===> Epoch[4690](23446/5): Loss -0.7547, Sem 0.0404, dir -0.9769, norm 0.1818, swav 0.0000 LR: 6.402e-02 Score 98.680 Data time: 0.0612, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.6460 [2020-10-19 07:18:41,818][root][INFO] - ===> Epoch[4690](23447/5): Loss -0.7274, Sem 0.0483, dir -0.9740, norm 0.1982, swav 0.0000 LR: 6.402e-02 Score 98.487 Data time: 0.0691, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3846 [2020-10-19 07:18:44,216][root][INFO] - ===> Epoch[4690](23448/5): Loss -0.7418, Sem 0.0424, dir -0.9759, norm 0.1917, swav 0.0000 LR: 6.402e-02 Score 98.635 Data time: 0.0799, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2960 [2020-10-19 07:18:46,500][root][INFO] - ===> Epoch[4690](23449/5): Loss -0.7507, Sem 0.0414, dir -0.9761, norm 0.1841, swav 0.0000 LR: 6.401e-02 Score 98.610 Data time: 0.0805, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1567 [2020-10-19 07:18:48,910][root][INFO] - ===> Epoch[4690](23450/5): Loss -0.7239, Sem 0.0421, dir -0.9762, norm 0.2103, swav 0.0000 LR: 6.401e-02 Score 98.673 Data time: 0.0755, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3078 [2020-10-19 07:18:51,168][root][INFO] - ===> Epoch[4691](23451/5): Loss -0.7446, Sem 0.0449, dir -0.9744, norm 0.1850, swav 0.0000 LR: 6.401e-02 Score 98.563 Data time: 0.0797, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1634 [2020-10-19 07:18:53,323][root][INFO] - ===> Epoch[4691](23452/5): Loss -0.7452, Sem 0.0389, dir -0.9759, norm 0.1919, swav 0.0000 LR: 6.401e-02 Score 98.705 Data time: 0.1020, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0429 [2020-10-19 07:18:56,035][root][INFO] - ===> Epoch[4691](23453/5): Loss -0.7409, Sem 0.0341, dir -0.9760, norm 0.2010, swav 0.0000 LR: 6.401e-02 Score 98.888 Data time: 0.0802, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.6218 [2020-10-19 07:18:58,568][root][INFO] - ===> Epoch[4691](23454/5): Loss -0.7416, Sem 0.0404, dir -0.9765, norm 0.1945, swav 0.0000 LR: 6.401e-02 Score 98.675 Data time: 0.0904, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4217 [2020-10-19 07:19:00,639][root][INFO] - ===> Epoch[4691](23455/5): Loss -0.7349, Sem 0.0457, dir -0.9755, norm 0.1949, swav 0.0000 LR: 6.400e-02 Score 98.656 Data time: 0.0892, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9651 [2020-10-19 07:19:02,615][root][INFO] - ===> Epoch[4692](23456/5): Loss -0.7622, Sem 0.0400, dir -0.9772, norm 0.1751, swav 0.0000 LR: 6.400e-02 Score 98.712 Data time: 0.0617, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8618 [2020-10-19 07:19:04,654][root][INFO] - ===> Epoch[4692](23457/5): Loss -0.7499, Sem 0.0365, dir -0.9780, norm 0.1916, swav 0.0000 LR: 6.400e-02 Score 98.806 Data time: 0.0542, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9642 [2020-10-19 07:19:07,079][root][INFO] - ===> Epoch[4692](23458/5): Loss -0.7669, Sem 0.0336, dir -0.9773, norm 0.1768, swav 0.0000 LR: 6.400e-02 Score 98.880 Data time: 0.1048, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3315 [2020-10-19 07:19:09,066][root][INFO] - ===> Epoch[4692](23459/5): Loss -0.7612, Sem 0.0353, dir -0.9775, norm 0.1810, swav 0.0000 LR: 6.400e-02 Score 98.810 Data time: 0.0832, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8411 [2020-10-19 07:19:11,012][root][INFO] - ===> Epoch[4692](23460/5): Loss -0.7559, Sem 0.0373, dir -0.9794, norm 0.1862, swav 0.0000 LR: 6.400e-02 Score 98.774 Data time: 0.0678, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8383 [2020-10-19 07:19:13,129][root][INFO] - ===> Epoch[4693](23461/5): Loss -0.7556, Sem 0.0374, dir -0.9810, norm 0.1880, swav 0.0000 LR: 6.400e-02 Score 98.772 Data time: 0.0665, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0067 [2020-10-19 07:19:15,222][root][INFO] - ===> Epoch[4693](23462/5): Loss -0.7657, Sem 0.0324, dir -0.9780, norm 0.1800, swav 0.0000 LR: 6.399e-02 Score 98.884 Data time: 0.0753, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0063 [2020-10-19 07:19:17,334][root][INFO] - ===> Epoch[4693](23463/5): Loss -0.7520, Sem 0.0359, dir -0.9783, norm 0.1904, swav 0.0000 LR: 6.399e-02 Score 98.834 Data time: 0.0848, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9890 [2020-10-19 07:19:19,632][root][INFO] - ===> Epoch[4693](23464/5): Loss -0.7597, Sem 0.0331, dir -0.9787, norm 0.1859, swav 0.0000 LR: 6.399e-02 Score 98.933 Data time: 0.0670, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2071 [2020-10-19 07:19:21,926][root][INFO] - ===> Epoch[4693](23465/5): Loss -0.7663, Sem 0.0343, dir -0.9798, norm 0.1793, swav 0.0000 LR: 6.399e-02 Score 98.891 Data time: 0.0775, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1900 [2020-10-19 07:19:24,559][root][INFO] - ===> Epoch[4694](23466/5): Loss -0.7584, Sem 0.0359, dir -0.9770, norm 0.1826, swav 0.0000 LR: 6.399e-02 Score 98.798 Data time: 0.0725, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.5224 [2020-10-19 07:19:26,608][root][INFO] - ===> Epoch[4694](23467/5): Loss -0.7493, Sem 0.0340, dir -0.9786, norm 0.1953, swav 0.0000 LR: 6.399e-02 Score 98.863 Data time: 0.0762, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9475 [2020-10-19 07:19:28,738][root][INFO] - ===> Epoch[4694](23468/5): Loss -0.7619, Sem 0.0304, dir -0.9794, norm 0.1871, swav 0.0000 LR: 6.398e-02 Score 99.022 Data time: 0.0758, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0201 [2020-10-19 07:19:30,807][root][INFO] - ===> Epoch[4694](23469/5): Loss -0.7570, Sem 0.0357, dir -0.9780, norm 0.1854, swav 0.0000 LR: 6.398e-02 Score 98.817 Data time: 0.0799, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9670 [2020-10-19 07:19:33,017][root][INFO] - ===> Epoch[4694](23470/5): Loss -0.7613, Sem 0.0343, dir -0.9782, norm 0.1826, swav 0.0000 LR: 6.398e-02 Score 98.955 Data time: 0.0525, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1030 [2020-10-19 07:19:35,467][root][INFO] - ===> Epoch[4695](23471/5): Loss -0.7466, Sem 0.0351, dir -0.9759, norm 0.1942, swav 0.0000 LR: 6.398e-02 Score 98.832 Data time: 0.0858, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3846 [2020-10-19 07:19:37,631][root][INFO] - ===> Epoch[4695](23472/5): Loss -0.7509, Sem 0.0319, dir -0.9765, norm 0.1937, swav 0.0000 LR: 6.398e-02 Score 98.935 Data time: 0.0758, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0448 [2020-10-19 07:19:39,701][root][INFO] - ===> Epoch[4695](23473/5): Loss -0.7567, Sem 0.0353, dir -0.9779, norm 0.1859, swav 0.0000 LR: 6.398e-02 Score 98.863 Data time: 0.1674, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9805 [2020-10-19 07:19:41,820][root][INFO] - ===> Epoch[4695](23474/5): Loss -0.7631, Sem 0.0314, dir -0.9773, norm 0.1827, swav 0.0000 LR: 6.397e-02 Score 98.938 Data time: 0.0875, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0155 [2020-10-19 07:19:44,094][root][INFO] - ===> Epoch[4695](23475/5): Loss -0.7787, Sem 0.0306, dir -0.9784, norm 0.1692, swav 0.0000 LR: 6.397e-02 Score 98.977 Data time: 0.0541, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1724 [2020-10-19 07:19:46,245][root][INFO] - ===> Epoch[4696](23476/5): Loss -0.7570, Sem 0.0352, dir -0.9784, norm 0.1862, swav 0.0000 LR: 6.397e-02 Score 98.870 Data time: 0.0913, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0787 [2020-10-19 07:19:48,867][root][INFO] - ===> Epoch[4696](23477/5): Loss -0.7698, Sem 0.0293, dir -0.9798, norm 0.1807, swav 0.0000 LR: 6.397e-02 Score 99.002 Data time: 0.0793, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5266 [2020-10-19 07:19:51,086][root][INFO] - ===> Epoch[4696](23478/5): Loss -0.7653, Sem 0.0333, dir -0.9776, norm 0.1790, swav 0.0000 LR: 6.397e-02 Score 98.879 Data time: 0.0629, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1264 [2020-10-19 07:19:53,800][root][INFO] - ===> Epoch[4696](23479/5): Loss -0.7436, Sem 0.0467, dir -0.9791, norm 0.1888, swav 0.0000 LR: 6.397e-02 Score 98.699 Data time: 0.0717, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.6433 [2020-10-19 07:19:55,936][root][INFO] - ===> Epoch[4696](23480/5): Loss -0.7757, Sem 0.0302, dir -0.9781, norm 0.1721, swav 0.0000 LR: 6.397e-02 Score 98.987 Data time: 0.0807, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0178 [2020-10-19 07:19:57,827][root][INFO] - ===> Epoch[4697](23481/5): Loss -0.7775, Sem 0.0327, dir -0.9797, norm 0.1695, swav 0.0000 LR: 6.396e-02 Score 98.888 Data time: 0.0795, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7939 [2020-10-19 07:19:59,777][root][INFO] - ===> Epoch[4697](23482/5): Loss -0.7708, Sem 0.0307, dir -0.9796, norm 0.1781, swav 0.0000 LR: 6.396e-02 Score 98.971 Data time: 0.0920, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8635 [2020-10-19 07:20:01,917][root][INFO] - ===> Epoch[4697](23483/5): Loss -0.7811, Sem 0.0296, dir -0.9809, norm 0.1703, swav 0.0000 LR: 6.396e-02 Score 99.057 Data time: 0.0668, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0219 [2020-10-19 07:20:03,733][root][INFO] - ===> Epoch[4697](23484/5): Loss -0.7580, Sem 0.0373, dir -0.9773, norm 0.1820, swav 0.0000 LR: 6.396e-02 Score 98.787 Data time: 0.2103, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7377 [2020-10-19 07:20:05,954][root][INFO] - ===> Epoch[4697](23485/5): Loss -0.7703, Sem 0.0307, dir -0.9796, norm 0.1786, swav 0.0000 LR: 6.396e-02 Score 99.004 Data time: 0.1197, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1290 [2020-10-19 07:20:08,279][root][INFO] - ===> Epoch[4698](23486/5): Loss -0.7687, Sem 0.0295, dir -0.9793, norm 0.1811, swav 0.0000 LR: 6.396e-02 Score 99.025 Data time: 0.0862, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2061 [2020-10-19 07:20:10,149][root][INFO] - ===> Epoch[4698](23487/5): Loss -0.7603, Sem 0.0283, dir -0.9783, norm 0.1897, swav 0.0000 LR: 6.395e-02 Score 99.072 Data time: 0.0824, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7855 [2020-10-19 07:20:12,345][root][INFO] - ===> Epoch[4698](23488/5): Loss -0.7803, Sem 0.0352, dir -0.9814, norm 0.1659, swav 0.0000 LR: 6.395e-02 Score 98.938 Data time: 0.0573, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0909 [2020-10-19 07:20:14,253][root][INFO] - ===> Epoch[4698](23489/5): Loss -0.7680, Sem 0.0317, dir -0.9793, norm 0.1796, swav 0.0000 LR: 6.395e-02 Score 98.969 Data time: 0.0710, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8309 [2020-10-19 07:20:16,417][root][INFO] - ===> Epoch[4698](23490/5): Loss -0.7737, Sem 0.0286, dir -0.9799, norm 0.1777, swav 0.0000 LR: 6.395e-02 Score 99.053 Data time: 0.0937, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0686 [2020-10-19 07:20:18,129][root][INFO] - ===> Epoch[4699](23491/5): Loss -0.7812, Sem 0.0326, dir -0.9788, norm 0.1651, swav 0.0000 LR: 6.395e-02 Score 98.937 Data time: 0.0774, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.6061 [2020-10-19 07:20:20,330][root][INFO] - ===> Epoch[4699](23492/5): Loss -0.7906, Sem 0.0258, dir -0.9824, norm 0.1661, swav 0.0000 LR: 6.395e-02 Score 99.137 Data time: 0.1997, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1131 [2020-10-19 07:20:22,427][root][INFO] - ===> Epoch[4699](23493/5): Loss -0.7422, Sem 0.0343, dir -0.9738, norm 0.1972, swav 0.0000 LR: 6.395e-02 Score 98.860 Data time: 0.0867, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0274 [2020-10-19 07:20:24,631][root][INFO] - ===> Epoch[4699](23494/5): Loss -0.7721, Sem 0.0291, dir -0.9779, norm 0.1767, swav 0.0000 LR: 6.394e-02 Score 99.044 Data time: 0.0708, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0999 [2020-10-19 07:20:26,701][root][INFO] - ===> Epoch[4699](23495/5): Loss -0.7698, Sem 0.0284, dir -0.9814, norm 0.1832, swav 0.0000 LR: 6.394e-02 Score 99.051 Data time: 0.0741, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9902 [2020-10-19 07:20:28,582][root][INFO] - ===> Epoch[4700](23496/5): Loss -0.7925, Sem 0.0255, dir -0.9827, norm 0.1647, swav 0.0000 LR: 6.394e-02 Score 99.145 Data time: 0.0647, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7634 [2020-10-19 07:20:31,228][root][INFO] - ===> Epoch[4700](23497/5): Loss -0.7870, Sem 0.0269, dir -0.9824, norm 0.1685, swav 0.0000 LR: 6.394e-02 Score 99.125 Data time: 0.1546, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.5489 [2020-10-19 07:20:33,343][root][INFO] - ===> Epoch[4700](23498/5): Loss -0.7957, Sem 0.0274, dir -0.9818, norm 0.1587, swav 0.0000 LR: 6.394e-02 Score 99.101 Data time: 0.0700, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0107 [2020-10-19 07:20:35,492][root][INFO] - ===> Epoch[4700](23499/5): Loss -0.7710, Sem 0.0313, dir -0.9791, norm 0.1768, swav 0.0000 LR: 6.394e-02 Score 98.964 Data time: 0.0818, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0721 [2020-10-19 07:20:37,910][root][INFO] - ===> Epoch[4700](23500/5): Loss -0.7743, Sem 0.0280, dir -0.9806, norm 0.1782, swav 0.0000 LR: 6.393e-02 Score 99.081 Data time: 0.0704, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3319 [2020-10-19 07:20:38,933][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 07:20:40,938][root][INFO] - ===> Epoch[4701](23501/5): Loss -0.7972, Sem 0.0242, dir -0.9824, norm 0.1610, swav 0.0000 LR: 6.393e-02 Score 99.197 Data time: 0.0896, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8319 [2020-10-19 07:20:43,020][root][INFO] - ===> Epoch[4701](23502/5): Loss -0.7372, Sem 0.0394, dir -0.9775, norm 0.2008, swav 0.0000 LR: 6.393e-02 Score 98.873 Data time: 0.0756, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9633 [2020-10-19 07:20:45,167][root][INFO] - ===> Epoch[4701](23503/5): Loss -0.7761, Sem 0.0321, dir -0.9786, norm 0.1703, swav 0.0000 LR: 6.393e-02 Score 98.912 Data time: 0.0787, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0485 [2020-10-19 07:20:47,781][root][INFO] - ===> Epoch[4701](23504/5): Loss -0.7762, Sem 0.0277, dir -0.9808, norm 0.1769, swav 0.0000 LR: 6.393e-02 Score 99.057 Data time: 0.0585, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.5116 [2020-10-19 07:20:50,064][root][INFO] - ===> Epoch[4701](23505/5): Loss -0.6914, Sem 0.0330, dir -0.9705, norm 0.2462, swav 0.0000 LR: 6.393e-02 Score 98.951 Data time: 0.0949, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2051 [2020-10-19 07:20:52,112][root][INFO] - ===> Epoch[4702](23506/5): Loss -0.7779, Sem 0.0318, dir -0.9805, norm 0.1708, swav 0.0000 LR: 6.392e-02 Score 98.927 Data time: 0.0720, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9289 [2020-10-19 07:20:54,368][root][INFO] - ===> Epoch[4702](23507/5): Loss -0.7618, Sem 0.0287, dir -0.9794, norm 0.1889, swav 0.0000 LR: 6.392e-02 Score 99.049 Data time: 0.0567, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1682 [2020-10-19 07:20:56,482][root][INFO] - ===> Epoch[4702](23508/5): Loss -0.7868, Sem 0.0300, dir -0.9818, norm 0.1650, swav 0.0000 LR: 6.392e-02 Score 99.053 Data time: 0.0582, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0461 [2020-10-19 07:20:58,073][root][INFO] - ===> Epoch[4702](23509/5): Loss -0.8082, Sem 0.0244, dir -0.9839, norm 0.1513, swav 0.0000 LR: 6.392e-02 Score 99.168 Data time: 0.0864, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.5072 [2020-10-19 07:21:00,416][root][INFO] - ===> Epoch[4702](23510/5): Loss -0.7450, Sem 0.0403, dir -0.9790, norm 0.1937, swav 0.0000 LR: 6.392e-02 Score 98.726 Data time: 0.0822, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2725 [2020-10-19 07:21:02,695][root][INFO] - ===> Epoch[4703](23511/5): Loss -0.7868, Sem 0.0324, dir -0.9802, norm 0.1611, swav 0.0000 LR: 6.392e-02 Score 98.929 Data time: 0.0860, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1630 [2020-10-19 07:21:05,148][root][INFO] - ===> Epoch[4703](23512/5): Loss -0.7250, Sem 0.0389, dir -0.9749, norm 0.2110, swav 0.0000 LR: 6.392e-02 Score 98.810 Data time: 0.1097, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3588 [2020-10-19 07:21:07,376][root][INFO] - ===> Epoch[4703](23513/5): Loss -0.7935, Sem 0.0269, dir -0.9827, norm 0.1623, swav 0.0000 LR: 6.391e-02 Score 99.089 Data time: 0.0931, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0884 [2020-10-19 07:21:09,627][root][INFO] - ===> Epoch[4703](23514/5): Loss -0.7692, Sem 0.0324, dir -0.9798, norm 0.1782, swav 0.0000 LR: 6.391e-02 Score 98.942 Data time: 0.0541, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1503 [2020-10-19 07:21:11,747][root][INFO] - ===> Epoch[4703](23515/5): Loss -0.7639, Sem 0.0330, dir -0.9776, norm 0.1807, swav 0.0000 LR: 6.391e-02 Score 98.891 Data time: 0.0870, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0718 [2020-10-19 07:21:14,172][root][INFO] - ===> Epoch[4704](23516/5): Loss -0.7766, Sem 0.0324, dir -0.9804, norm 0.1715, swav 0.0000 LR: 6.391e-02 Score 98.982 Data time: 0.0905, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3181 [2020-10-19 07:21:16,438][root][INFO] - ===> Epoch[4704](23517/5): Loss -0.7678, Sem 0.0313, dir -0.9803, norm 0.1811, swav 0.0000 LR: 6.391e-02 Score 99.000 Data time: 0.0662, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1612 [2020-10-19 07:21:18,468][root][INFO] - ===> Epoch[4704](23518/5): Loss -0.7709, Sem 0.0330, dir -0.9798, norm 0.1758, swav 0.0000 LR: 6.391e-02 Score 98.903 Data time: 0.0495, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9543 [2020-10-19 07:21:21,026][root][INFO] - ===> Epoch[4704](23519/5): Loss -0.7493, Sem 0.0324, dir -0.9788, norm 0.1971, swav 0.0000 LR: 6.390e-02 Score 98.966 Data time: 0.1924, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4513 [2020-10-19 07:21:23,080][root][INFO] - ===> Epoch[4704](23520/5): Loss -0.7817, Sem 0.0306, dir -0.9802, norm 0.1680, swav 0.0000 LR: 6.390e-02 Score 98.995 Data time: 0.0669, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9280 [2020-10-19 07:21:25,106][root][INFO] - ===> Epoch[4705](23521/5): Loss -0.7633, Sem 0.0381, dir -0.9799, norm 0.1784, swav 0.0000 LR: 6.390e-02 Score 98.732 Data time: 0.0726, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9133 [2020-10-19 07:21:27,322][root][INFO] - ===> Epoch[4705](23522/5): Loss -0.7736, Sem 0.0341, dir -0.9797, norm 0.1720, swav 0.0000 LR: 6.390e-02 Score 98.898 Data time: 0.0544, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1078 [2020-10-19 07:21:29,625][root][INFO] - ===> Epoch[4705](23523/5): Loss -0.7732, Sem 0.0300, dir -0.9805, norm 0.1773, swav 0.0000 LR: 6.390e-02 Score 98.988 Data time: 0.0626, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1932 [2020-10-19 07:21:31,870][root][INFO] - ===> Epoch[4705](23524/5): Loss -0.7832, Sem 0.0287, dir -0.9810, norm 0.1692, swav 0.0000 LR: 6.390e-02 Score 99.077 Data time: 0.0948, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1496 [2020-10-19 07:21:34,886][root][INFO] - ===> Epoch[4705](23525/5): Loss -0.7716, Sem 0.0300, dir -0.9799, norm 0.1782, swav 0.0000 LR: 6.389e-02 Score 99.042 Data time: 0.0826, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.8935 [2020-10-19 07:21:37,565][root][INFO] - ===> Epoch[4706](23526/5): Loss -0.7766, Sem 0.0332, dir -0.9788, norm 0.1690, swav 0.0000 LR: 6.389e-02 Score 98.921 Data time: 0.0644, Forward time: 0.7755, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.5788 [2020-10-19 07:21:40,164][root][INFO] - ===> Epoch[4706](23527/5): Loss -0.7790, Sem 0.0301, dir -0.9811, norm 0.1721, swav 0.0000 LR: 6.389e-02 Score 99.029 Data time: 0.0661, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5078 [2020-10-19 07:21:42,479][root][INFO] - ===> Epoch[4706](23528/5): Loss -0.7691, Sem 0.0296, dir -0.9808, norm 0.1820, swav 0.0000 LR: 6.389e-02 Score 99.043 Data time: 0.0605, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2007 [2020-10-19 07:21:44,396][root][INFO] - ===> Epoch[4706](23529/5): Loss -0.8064, Sem 0.0246, dir -0.9823, norm 0.1514, swav 0.0000 LR: 6.389e-02 Score 99.189 Data time: 0.0541, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8186 [2020-10-19 07:21:46,658][root][INFO] - ===> Epoch[4706](23530/5): Loss -0.7742, Sem 0.0325, dir -0.9802, norm 0.1736, swav 0.0000 LR: 6.389e-02 Score 98.971 Data time: 0.0804, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1972 [2020-10-19 07:21:48,804][root][INFO] - ===> Epoch[4707](23531/5): Loss -0.7994, Sem 0.0271, dir -0.9831, norm 0.1566, swav 0.0000 LR: 6.389e-02 Score 99.095 Data time: 0.0938, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0215 [2020-10-19 07:21:52,063][root][INFO] - ===> Epoch[4707](23532/5): Loss -0.7860, Sem 0.0288, dir -0.9807, norm 0.1660, swav 0.0000 LR: 6.388e-02 Score 99.039 Data time: 0.0612, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 3.1495 [2020-10-19 07:21:54,238][root][INFO] - ===> Epoch[4707](23533/5): Loss -0.7879, Sem 0.0312, dir -0.9816, norm 0.1625, swav 0.0000 LR: 6.388e-02 Score 98.957 Data time: 0.0687, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0945 [2020-10-19 07:21:56,303][root][INFO] - ===> Epoch[4707](23534/5): Loss -0.7764, Sem 0.0299, dir -0.9815, norm 0.1752, swav 0.0000 LR: 6.388e-02 Score 99.088 Data time: 0.0868, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9485 [2020-10-19 07:21:58,205][root][INFO] - ===> Epoch[4707](23535/5): Loss -0.7970, Sem 0.0277, dir -0.9822, norm 0.1574, swav 0.0000 LR: 6.388e-02 Score 99.058 Data time: 0.0736, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7867 [2020-10-19 07:22:00,859][root][INFO] - ===> Epoch[4708](23536/5): Loss -0.7971, Sem 0.0262, dir -0.9833, norm 0.1600, swav 0.0000 LR: 6.388e-02 Score 99.136 Data time: 0.0810, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5545 [2020-10-19 07:22:02,932][root][INFO] - ===> Epoch[4708](23537/5): Loss -0.7814, Sem 0.0278, dir -0.9810, norm 0.1717, swav 0.0000 LR: 6.388e-02 Score 99.112 Data time: 0.0672, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9660 [2020-10-19 07:22:05,124][root][INFO] - ===> Epoch[4708](23538/5): Loss -0.7903, Sem 0.0251, dir -0.9812, norm 0.1658, swav 0.0000 LR: 6.387e-02 Score 99.156 Data time: 0.0656, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1016 [2020-10-19 07:22:07,001][root][INFO] - ===> Epoch[4708](23539/5): Loss -0.7542, Sem 0.0304, dir -0.9790, norm 0.1944, swav 0.0000 LR: 6.387e-02 Score 99.006 Data time: 0.0658, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7807 [2020-10-19 07:22:09,606][root][INFO] - ===> Epoch[4708](23540/5): Loss -0.7738, Sem 0.0321, dir -0.9806, norm 0.1748, swav 0.0000 LR: 6.387e-02 Score 98.959 Data time: 0.0664, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5192 [2020-10-19 07:22:12,131][root][INFO] - ===> Epoch[4709](23541/5): Loss -0.7690, Sem 0.0270, dir -0.9798, norm 0.1838, swav 0.0000 LR: 6.387e-02 Score 99.088 Data time: 0.0935, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4372 [2020-10-19 07:22:14,377][root][INFO] - ===> Epoch[4709](23542/5): Loss -0.7974, Sem 0.0259, dir -0.9837, norm 0.1603, swav 0.0000 LR: 6.387e-02 Score 99.135 Data time: 0.0585, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1256 [2020-10-19 07:22:16,336][root][INFO] - ===> Epoch[4709](23543/5): Loss -0.7957, Sem 0.0293, dir -0.9815, norm 0.1565, swav 0.0000 LR: 6.387e-02 Score 99.041 Data time: 0.0793, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8839 [2020-10-19 07:22:18,519][root][INFO] - ===> Epoch[4709](23544/5): Loss -0.7852, Sem 0.0291, dir -0.9818, norm 0.1675, swav 0.0000 LR: 6.386e-02 Score 99.063 Data time: 0.1975, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.0771 [2020-10-19 07:22:20,803][root][INFO] - ===> Epoch[4709](23545/5): Loss -0.7716, Sem 0.0286, dir -0.9809, norm 0.1806, swav 0.0000 LR: 6.386e-02 Score 99.036 Data time: 0.1153, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2270 [2020-10-19 07:22:23,410][root][INFO] - ===> Epoch[4710](23546/5): Loss -0.7903, Sem 0.0285, dir -0.9817, norm 0.1629, swav 0.0000 LR: 6.386e-02 Score 99.085 Data time: 0.0947, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4913 [2020-10-19 07:22:25,355][root][INFO] - ===> Epoch[4710](23547/5): Loss -0.7768, Sem 0.0286, dir -0.9806, norm 0.1751, swav 0.0000 LR: 6.386e-02 Score 99.039 Data time: 0.0752, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8571 [2020-10-19 07:22:27,191][root][INFO] - ===> Epoch[4710](23548/5): Loss -0.7960, Sem 0.0260, dir -0.9825, norm 0.1604, swav 0.0000 LR: 6.386e-02 Score 99.115 Data time: 0.0669, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7476 [2020-10-19 07:22:29,261][root][INFO] - ===> Epoch[4710](23549/5): Loss -0.7813, Sem 0.0292, dir -0.9807, norm 0.1701, swav 0.0000 LR: 6.386e-02 Score 99.052 Data time: 0.1572, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9631 [2020-10-19 07:22:31,556][root][INFO] - ===> Epoch[4710](23550/5): Loss -0.7872, Sem 0.0269, dir -0.9815, norm 0.1673, swav 0.0000 LR: 6.386e-02 Score 99.072 Data time: 0.0938, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1861 [2020-10-19 07:22:33,824][root][INFO] - ===> Epoch[4711](23551/5): Loss -0.7856, Sem 0.0256, dir -0.9806, norm 0.1695, swav 0.0000 LR: 6.385e-02 Score 99.154 Data time: 0.0878, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1570 [2020-10-19 07:22:35,860][root][INFO] - ===> Epoch[4711](23552/5): Loss -0.7821, Sem 0.0305, dir -0.9799, norm 0.1673, swav 0.0000 LR: 6.385e-02 Score 98.994 Data time: 0.0896, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9364 [2020-10-19 07:22:37,952][root][INFO] - ===> Epoch[4711](23553/5): Loss -0.7703, Sem 0.0299, dir -0.9810, norm 0.1807, swav 0.0000 LR: 6.385e-02 Score 99.046 Data time: 0.0829, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9759 [2020-10-19 07:22:39,820][root][INFO] - ===> Epoch[4711](23554/5): Loss -0.7888, Sem 0.0256, dir -0.9819, norm 0.1675, swav 0.0000 LR: 6.385e-02 Score 99.150 Data time: 0.0571, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8154 [2020-10-19 07:22:42,084][root][INFO] - ===> Epoch[4711](23555/5): Loss -0.7916, Sem 0.0279, dir -0.9817, norm 0.1623, swav 0.0000 LR: 6.385e-02 Score 99.097 Data time: 0.0915, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1671 [2020-10-19 07:22:44,464][root][INFO] - ===> Epoch[4712](23556/5): Loss -0.7830, Sem 0.0265, dir -0.9814, norm 0.1720, swav 0.0000 LR: 6.385e-02 Score 99.126 Data time: 0.0901, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2659 [2020-10-19 07:22:46,813][root][INFO] - ===> Epoch[4712](23557/5): Loss -0.7937, Sem 0.0230, dir -0.9835, norm 0.1668, swav 0.0000 LR: 6.384e-02 Score 99.230 Data time: 0.0746, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2497 [2020-10-19 07:22:49,863][root][INFO] - ===> Epoch[4712](23558/5): Loss -0.7846, Sem 0.0265, dir -0.9810, norm 0.1699, swav 0.0000 LR: 6.384e-02 Score 99.130 Data time: 0.1256, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.9431 [2020-10-19 07:22:52,506][root][INFO] - ===> Epoch[4712](23559/5): Loss -0.7881, Sem 0.0242, dir -0.9820, norm 0.1697, swav 0.0000 LR: 6.384e-02 Score 99.198 Data time: 0.0976, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5125 [2020-10-19 07:22:54,896][root][INFO] - ===> Epoch[4712](23560/5): Loss -0.7919, Sem 0.0276, dir -0.9815, norm 0.1620, swav 0.0000 LR: 6.384e-02 Score 99.079 Data time: 0.1336, Forward time: 0.7756, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2859 [2020-10-19 07:22:56,804][root][INFO] - ===> Epoch[4713](23561/5): Loss -0.7798, Sem 0.0258, dir -0.9823, norm 0.1767, swav 0.0000 LR: 6.384e-02 Score 99.135 Data time: 0.0591, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8074 [2020-10-19 07:22:58,750][root][INFO] - ===> Epoch[4713](23562/5): Loss -0.7826, Sem 0.0306, dir -0.9815, norm 0.1683, swav 0.0000 LR: 6.384e-02 Score 99.019 Data time: 0.1178, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8486 [2020-10-19 07:23:01,417][root][INFO] - ===> Epoch[4713](23563/5): Loss -0.7851, Sem 0.0261, dir -0.9819, norm 0.1707, swav 0.0000 LR: 6.383e-02 Score 99.145 Data time: 0.0938, Forward time: 0.7756, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5874 [2020-10-19 07:23:03,818][root][INFO] - ===> Epoch[4713](23564/5): Loss -0.7946, Sem 0.0254, dir -0.9827, norm 0.1627, swav 0.0000 LR: 6.383e-02 Score 99.147 Data time: 0.0719, Forward time: 0.7756, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2983 [2020-10-19 07:23:05,669][root][INFO] - ===> Epoch[4713](23565/5): Loss -0.7884, Sem 0.0261, dir -0.9822, norm 0.1678, swav 0.0000 LR: 6.383e-02 Score 99.129 Data time: 0.0669, Forward time: 0.7755, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7845 [2020-10-19 07:23:08,122][root][INFO] - ===> Epoch[4714](23566/5): Loss -0.7947, Sem 0.0269, dir -0.9822, norm 0.1606, swav 0.0000 LR: 6.383e-02 Score 99.102 Data time: 0.0979, Forward time: 0.7756, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3746 [2020-10-19 07:23:10,434][root][INFO] - ===> Epoch[4714](23567/5): Loss -0.8062, Sem 0.0229, dir -0.9850, norm 0.1559, swav 0.0000 LR: 6.383e-02 Score 99.234 Data time: 0.0818, Forward time: 0.7756, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1972 [2020-10-19 07:23:12,341][root][INFO] - ===> Epoch[4714](23568/5): Loss -0.7747, Sem 0.0227, dir -0.9825, norm 0.1851, swav 0.0000 LR: 6.383e-02 Score 99.242 Data time: 0.0827, Forward time: 0.7756, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8234 [2020-10-19 07:23:14,350][root][INFO] - ===> Epoch[4714](23569/5): Loss -0.7812, Sem 0.0268, dir -0.9798, norm 0.1719, swav 0.0000 LR: 6.383e-02 Score 99.141 Data time: 0.0768, Forward time: 0.7756, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.9085 [2020-10-19 07:23:16,327][root][INFO] - ===> Epoch[4714](23570/5): Loss -0.7886, Sem 0.0282, dir -0.9820, norm 0.1651, swav 0.0000 LR: 6.382e-02 Score 99.032 Data time: 0.1172, Forward time: 0.7756, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.8760 [2020-10-19 07:23:18,426][root][INFO] - ===> Epoch[4715](23571/5): Loss -0.7816, Sem 0.0282, dir -0.9818, norm 0.1720, swav 0.0000 LR: 6.382e-02 Score 99.058 Data time: 0.0777, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0071 [2020-10-19 07:23:20,306][root][INFO] - ===> Epoch[4715](23572/5): Loss -0.7738, Sem 0.0304, dir -0.9808, norm 0.1766, swav 0.0000 LR: 6.382e-02 Score 99.033 Data time: 0.0939, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7776 [2020-10-19 07:23:22,780][root][INFO] - ===> Epoch[4715](23573/5): Loss -0.8088, Sem 0.0226, dir -0.9845, norm 0.1532, swav 0.0000 LR: 6.382e-02 Score 99.259 Data time: 0.0841, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3821 [2020-10-19 07:23:24,756][root][INFO] - ===> Epoch[4715](23574/5): Loss -0.8126, Sem 0.0235, dir -0.9842, norm 0.1480, swav 0.0000 LR: 6.382e-02 Score 99.213 Data time: 0.0706, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8601 [2020-10-19 07:23:27,146][root][INFO] - ===> Epoch[4715](23575/5): Loss -0.7698, Sem 0.0297, dir -0.9792, norm 0.1797, swav 0.0000 LR: 6.382e-02 Score 99.001 Data time: 0.1450, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2894 [2020-10-19 07:23:30,185][root][INFO] - ===> Epoch[4716](23576/5): Loss -0.7826, Sem 0.0281, dir -0.9815, norm 0.1708, swav 0.0000 LR: 6.381e-02 Score 99.081 Data time: 0.1246, Forward time: 0.7756, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.9607 [2020-10-19 07:23:32,512][root][INFO] - ===> Epoch[4716](23577/5): Loss -0.8061, Sem 0.0252, dir -0.9838, norm 0.1525, swav 0.0000 LR: 6.381e-02 Score 99.157 Data time: 0.1393, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2209 [2020-10-19 07:23:34,550][root][INFO] - ===> Epoch[4716](23578/5): Loss -0.7731, Sem 0.0255, dir -0.9833, norm 0.1846, swav 0.0000 LR: 6.381e-02 Score 99.171 Data time: 0.0746, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9348 [2020-10-19 07:23:37,054][root][INFO] - ===> Epoch[4716](23579/5): Loss -0.7878, Sem 0.0230, dir -0.9817, norm 0.1709, swav 0.0000 LR: 6.381e-02 Score 99.231 Data time: 0.0838, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4254 [2020-10-19 07:23:38,999][root][INFO] - ===> Epoch[4716](23580/5): Loss -0.7924, Sem 0.0249, dir -0.9817, norm 0.1644, swav 0.0000 LR: 6.381e-02 Score 99.159 Data time: 0.0696, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8407 [2020-10-19 07:23:41,017][root][INFO] - ===> Epoch[4717](23581/5): Loss -0.7821, Sem 0.0275, dir -0.9843, norm 0.1746, swav 0.0000 LR: 6.381e-02 Score 99.148 Data time: 0.0559, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9526 [2020-10-19 07:23:43,409][root][INFO] - ===> Epoch[4717](23582/5): Loss -0.7759, Sem 0.0305, dir -0.9807, norm 0.1743, swav 0.0000 LR: 6.380e-02 Score 99.018 Data time: 0.0741, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3197 [2020-10-19 07:23:45,877][root][INFO] - ===> Epoch[4717](23583/5): Loss -0.7946, Sem 0.0236, dir -0.9833, norm 0.1651, swav 0.0000 LR: 6.380e-02 Score 99.200 Data time: 0.0853, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3583 [2020-10-19 07:23:47,914][root][INFO] - ===> Epoch[4717](23584/5): Loss -0.7920, Sem 0.0249, dir -0.9832, norm 0.1662, swav 0.0000 LR: 6.380e-02 Score 99.176 Data time: 0.0839, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9713 [2020-10-19 07:23:50,581][root][INFO] - ===> Epoch[4717](23585/5): Loss -0.7636, Sem 0.0238, dir -0.9800, norm 0.1926, swav 0.0000 LR: 6.380e-02 Score 99.221 Data time: 0.0673, Forward time: 0.7756, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.5533 [2020-10-19 07:23:52,498][root][INFO] - ===> Epoch[4718](23586/5): Loss -0.8051, Sem 0.0240, dir -0.9850, norm 0.1559, swav 0.0000 LR: 6.380e-02 Score 99.215 Data time: 0.0843, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8246 [2020-10-19 07:23:54,631][root][INFO] - ===> Epoch[4718](23587/5): Loss -0.7755, Sem 0.0264, dir -0.9811, norm 0.1792, swav 0.0000 LR: 6.380e-02 Score 99.117 Data time: 0.0657, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0340 [2020-10-19 07:23:56,657][root][INFO] - ===> Epoch[4718](23588/5): Loss -0.7960, Sem 0.0247, dir -0.9835, norm 0.1628, swav 0.0000 LR: 6.380e-02 Score 99.179 Data time: 0.0530, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8962 [2020-10-19 07:23:58,700][root][INFO] - ===> Epoch[4718](23589/5): Loss -0.8059, Sem 0.0218, dir -0.9822, norm 0.1545, swav 0.0000 LR: 6.379e-02 Score 99.290 Data time: 0.0462, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9855 [2020-10-19 07:24:00,595][root][INFO] - ===> Epoch[4718](23590/5): Loss -0.8017, Sem 0.0225, dir -0.9848, norm 0.1606, swav 0.0000 LR: 6.379e-02 Score 99.246 Data time: 0.0843, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7990 [2020-10-19 07:24:02,909][root][INFO] - ===> Epoch[4719](23591/5): Loss -0.7750, Sem 0.0280, dir -0.9810, norm 0.1780, swav 0.0000 LR: 6.379e-02 Score 99.059 Data time: 0.0511, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2113 [2020-10-19 07:24:05,124][root][INFO] - ===> Epoch[4719](23592/5): Loss -0.7881, Sem 0.0202, dir -0.9831, norm 0.1747, swav 0.0000 LR: 6.379e-02 Score 99.319 Data time: 0.0994, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1096 [2020-10-19 07:24:07,663][root][INFO] - ===> Epoch[4719](23593/5): Loss -0.8101, Sem 0.0254, dir -0.9846, norm 0.1491, swav 0.0000 LR: 6.379e-02 Score 99.147 Data time: 0.0670, Forward time: 0.7756, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.4032 [2020-10-19 07:24:09,589][root][INFO] - ===> Epoch[4719](23594/5): Loss -0.8008, Sem 0.0269, dir -0.9819, norm 0.1542, swav 0.0000 LR: 6.379e-02 Score 99.092 Data time: 0.0820, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8382 [2020-10-19 07:24:11,932][root][INFO] - ===> Epoch[4719](23595/5): Loss -0.8017, Sem 0.0208, dir -0.9844, norm 0.1618, swav 0.0000 LR: 6.378e-02 Score 99.315 Data time: 0.0726, Forward time: 0.7756, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2607 [2020-10-19 07:24:14,281][root][INFO] - ===> Epoch[4720](23596/5): Loss -0.8040, Sem 0.0213, dir -0.9844, norm 0.1592, swav 0.0000 LR: 6.378e-02 Score 99.287 Data time: 0.0579, Forward time: 0.7756, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.1034 [2020-10-19 07:24:16,566][root][INFO] - ===> Epoch[4720](23597/5): Loss -0.8023, Sem 0.0230, dir -0.9834, norm 0.1580, swav 0.0000 LR: 6.378e-02 Score 99.228 Data time: 0.0735, Forward time: 0.7756, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2137 [2020-10-19 07:24:19,021][root][INFO] - ===> Epoch[4720](23598/5): Loss -0.7918, Sem 0.0241, dir -0.9834, norm 0.1675, swav 0.0000 LR: 6.378e-02 Score 99.209 Data time: 0.1072, Forward time: 0.7756, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.3435 [2020-10-19 07:24:21,351][root][INFO] - ===> Epoch[4720](23599/5): Loss -0.7914, Sem 0.0254, dir -0.9829, norm 0.1661, swav 0.0000 LR: 6.378e-02 Score 99.136 Data time: 0.0734, Forward time: 0.7756, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2039 [2020-10-19 07:24:23,199][root][INFO] - ===> Epoch[4720](23600/5): Loss -0.8124, Sem 0.0224, dir -0.9845, norm 0.1497, swav 0.0000 LR: 6.378e-02 Score 99.228 Data time: 0.0611, Forward time: 0.7756, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 1.7493 [2020-10-19 07:24:24,283][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 07:24:24,436][root][INFO] - ===> Start testing [2020-10-19 07:25:03,550][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1261 Loss 0.226 (AVG: 0.469) Score 94.379 (AVG: 90.807) mIOU 69.593 mAP 83.616 mAcc 75.954 IOU: 62.768 0.303 86.100 75.031 95.117 91.857 32.444 78.525 98.623 59.143 81.017 86.557 57.228 mAP: 81.857 6.932 94.991 87.612 98.881 98.582 57.799 96.861 99.730 83.655 93.606 95.321 91.180 mAcc: 81.976 1.094 92.166 81.613 96.738 96.293 36.658 93.029 99.551 61.523 87.546 95.616 63.596 [2020-10-19 07:25:03,555][root][INFO] - Finished test. Elapsed time: 39.1134 [2020-10-19 07:25:06,386][root][INFO] - [2020-10-19 07:25:06,386][root][INFO] - ################################################################ [2020-10-19 07:25:06,386][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 07:25:06,386][root][INFO] - ################################################################ [2020-10-19 07:25:06,387][root][INFO] - clutter : nan nan nan [2020-10-19 07:25:06,387][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 07:25:06,387][root][INFO] - board : 0.795 0.878 0.905 [2020-10-19 07:25:06,387][root][INFO] - bookcase : 0.178 0.281 0.474 [2020-10-19 07:25:06,387][root][INFO] - ceiling : 0.485 0.529 0.642 [2020-10-19 07:25:06,387][root][INFO] - chair : 0.815 0.911 0.929 [2020-10-19 07:25:06,387][root][INFO] - column : 0.202 0.323 0.360 [2020-10-19 07:25:06,387][root][INFO] - door : 0.767 0.907 0.972 [2020-10-19 07:25:06,387][root][INFO] - floor : 0.622 0.650 0.675 [2020-10-19 07:25:06,387][root][INFO] - sofa : 0.320 0.438 0.545 [2020-10-19 07:25:06,387][root][INFO] - table : 0.134 0.363 0.694 [2020-10-19 07:25:06,387][root][INFO] - wall : 0.503 0.698 0.809 [2020-10-19 07:25:06,387][root][INFO] - window : 0.524 0.721 0.738 [2020-10-19 07:25:06,387][root][INFO] - ---------------------------------------------------------------- [2020-10-19 07:25:06,387][root][INFO] - average : 0.445 0.558 0.645 [2020-10-19 07:25:06,387][root][INFO] - [2020-10-19 07:25:06,523][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 07:25:06,524][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 07:25:07,888][root][INFO] - ===> Epoch[4721](23601/5): Loss -0.7906, Sem 0.0219, dir -0.9844, norm 0.1720, swav 0.0000 LR: 6.377e-02 Score 99.266 Data time: 0.0515, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.3578 [2020-10-19 07:25:09,896][root][INFO] - ===> Epoch[4721](23602/5): Loss -0.7990, Sem 0.0244, dir -0.9816, norm 0.1582, swav 0.0000 LR: 6.377e-02 Score 99.175 Data time: 0.0712, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9223 [2020-10-19 07:25:12,142][root][INFO] - ===> Epoch[4721](23603/5): Loss -0.7694, Sem 0.0263, dir -0.9829, norm 0.1872, swav 0.0000 LR: 6.377e-02 Score 99.136 Data time: 0.0872, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1291 [2020-10-19 07:25:14,196][root][INFO] - ===> Epoch[4721](23604/5): Loss -0.8006, Sem 0.0211, dir -0.9843, norm 0.1626, swav 0.0000 LR: 6.377e-02 Score 99.282 Data time: 0.1043, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9344 [2020-10-19 07:25:17,032][root][INFO] - ===> Epoch[4721](23605/5): Loss -0.7810, Sem 0.0259, dir -0.9812, norm 0.1743, swav 0.0000 LR: 6.377e-02 Score 99.146 Data time: 0.2174, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.7504 [2020-10-19 07:25:19,466][root][INFO] - ===> Epoch[4722](23606/5): Loss -0.8074, Sem 0.0236, dir -0.9846, norm 0.1535, swav 0.0000 LR: 6.377e-02 Score 99.199 Data time: 0.0908, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3218 [2020-10-19 07:25:21,575][root][INFO] - ===> Epoch[4722](23607/5): Loss -0.7994, Sem 0.0229, dir -0.9847, norm 0.1624, swav 0.0000 LR: 6.377e-02 Score 99.222 Data time: 0.1074, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0085 [2020-10-19 07:25:23,717][root][INFO] - ===> Epoch[4722](23608/5): Loss -0.7921, Sem 0.0212, dir -0.9853, norm 0.1720, swav 0.0000 LR: 6.376e-02 Score 99.311 Data time: 0.0790, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0413 [2020-10-19 07:25:25,826][root][INFO] - ===> Epoch[4722](23609/5): Loss -0.7755, Sem 0.0231, dir -0.9824, norm 0.1838, swav 0.0000 LR: 6.376e-02 Score 99.228 Data time: 0.1087, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0140 [2020-10-19 07:25:28,112][root][INFO] - ===> Epoch[4722](23610/5): Loss -0.7983, Sem 0.0242, dir -0.9832, norm 0.1608, swav 0.0000 LR: 6.376e-02 Score 99.197 Data time: 0.0766, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1851 [2020-10-19 07:25:30,088][root][INFO] - ===> Epoch[4723](23611/5): Loss -0.7904, Sem 0.0233, dir -0.9826, norm 0.1689, swav 0.0000 LR: 6.376e-02 Score 99.205 Data time: 0.0777, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8717 [2020-10-19 07:25:31,887][root][INFO] - ===> Epoch[4723](23612/5): Loss -0.7867, Sem 0.0255, dir -0.9839, norm 0.1717, swav 0.0000 LR: 6.376e-02 Score 99.161 Data time: 0.0411, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7013 [2020-10-19 07:25:34,017][root][INFO] - ===> Epoch[4723](23613/5): Loss -0.7760, Sem 0.0242, dir -0.9811, norm 0.1809, swav 0.0000 LR: 6.376e-02 Score 99.184 Data time: 0.0947, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0505 [2020-10-19 07:25:36,467][root][INFO] - ===> Epoch[4723](23614/5): Loss -0.8016, Sem 0.0222, dir -0.9831, norm 0.1594, swav 0.0000 LR: 6.375e-02 Score 99.244 Data time: 0.0684, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3286 [2020-10-19 07:25:38,734][root][INFO] - ===> Epoch[4723](23615/5): Loss -0.7860, Sem 0.0231, dir -0.9839, norm 0.1748, swav 0.0000 LR: 6.375e-02 Score 99.227 Data time: 0.0570, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1755 [2020-10-19 07:25:40,643][root][INFO] - ===> Epoch[4724](23616/5): Loss -0.8069, Sem 0.0231, dir -0.9834, norm 0.1534, swav 0.0000 LR: 6.375e-02 Score 99.229 Data time: 0.0738, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8127 [2020-10-19 07:25:42,789][root][INFO] - ===> Epoch[4724](23617/5): Loss -0.7982, Sem 0.0229, dir -0.9836, norm 0.1625, swav 0.0000 LR: 6.375e-02 Score 99.233 Data time: 0.0792, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0346 [2020-10-19 07:25:45,177][root][INFO] - ===> Epoch[4724](23618/5): Loss -0.7730, Sem 0.0247, dir -0.9818, norm 0.1841, swav 0.0000 LR: 6.375e-02 Score 99.179 Data time: 0.0971, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3087 [2020-10-19 07:25:47,538][root][INFO] - ===> Epoch[4724](23619/5): Loss -0.7962, Sem 0.0230, dir -0.9823, norm 0.1631, swav 0.0000 LR: 6.375e-02 Score 99.208 Data time: 0.0903, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2495 [2020-10-19 07:25:49,477][root][INFO] - ===> Epoch[4724](23620/5): Loss -0.8140, Sem 0.0221, dir -0.9851, norm 0.1490, swav 0.0000 LR: 6.374e-02 Score 99.263 Data time: 0.0787, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8279 [2020-10-19 07:25:51,915][root][INFO] - ===> Epoch[4725](23621/5): Loss -0.8071, Sem 0.0222, dir -0.9832, norm 0.1539, swav 0.0000 LR: 6.374e-02 Score 99.230 Data time: 0.0708, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3486 [2020-10-19 07:25:54,341][root][INFO] - ===> Epoch[4725](23622/5): Loss -0.8088, Sem 0.0231, dir -0.9846, norm 0.1527, swav 0.0000 LR: 6.374e-02 Score 99.233 Data time: 0.0581, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3322 [2020-10-19 07:25:56,485][root][INFO] - ===> Epoch[4725](23623/5): Loss -0.8001, Sem 0.0230, dir -0.9826, norm 0.1594, swav 0.0000 LR: 6.374e-02 Score 99.242 Data time: 0.0866, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0907 [2020-10-19 07:25:58,436][root][INFO] - ===> Epoch[4725](23624/5): Loss -0.8189, Sem 0.0211, dir -0.9851, norm 0.1452, swav 0.0000 LR: 6.374e-02 Score 99.296 Data time: 0.0744, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8410 [2020-10-19 07:26:00,675][root][INFO] - ===> Epoch[4725](23625/5): Loss -0.8174, Sem 0.0208, dir -0.9848, norm 0.1466, swav 0.0000 LR: 6.374e-02 Score 99.313 Data time: 0.0666, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1559 [2020-10-19 07:26:03,098][root][INFO] - ===> Epoch[4726](23626/5): Loss -0.8005, Sem 0.0203, dir -0.9839, norm 0.1631, swav 0.0000 LR: 6.374e-02 Score 99.321 Data time: 0.0780, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.3354 [2020-10-19 07:26:05,355][root][INFO] - ===> Epoch[4726](23627/5): Loss -0.8113, Sem 0.0227, dir -0.9839, norm 0.1499, swav 0.0000 LR: 6.373e-02 Score 99.234 Data time: 0.0784, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1334 [2020-10-19 07:26:07,757][root][INFO] - ===> Epoch[4726](23628/5): Loss -0.8014, Sem 0.0232, dir -0.9850, norm 0.1604, swav 0.0000 LR: 6.373e-02 Score 99.237 Data time: 0.0593, Forward time: 0.7756, Backward time: 1.1731, DDP time: 0.0031, Total iter time: 2.2949 [2020-10-19 07:26:09,695][root][INFO] - ===> Epoch[4726](23629/5): Loss -0.8188, Sem 0.0229, dir -0.9842, norm 0.1425, swav 0.0000 LR: 6.373e-02 Score 99.225 Data time: 0.0741, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.8657 [2020-10-19 07:26:12,587][root][INFO] - ===> Epoch[4726](23630/5): Loss -0.8079, Sem 0.0212, dir -0.9833, norm 0.1543, swav 0.0000 LR: 6.373e-02 Score 99.288 Data time: 0.2414, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.7951 [2020-10-19 07:26:14,629][root][INFO] - ===> Epoch[4727](23631/5): Loss -0.8062, Sem 0.0241, dir -0.9840, norm 0.1537, swav 0.0000 LR: 6.373e-02 Score 99.223 Data time: 0.0667, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9190 [2020-10-19 07:26:16,914][root][INFO] - ===> Epoch[4727](23632/5): Loss -0.8123, Sem 0.0224, dir -0.9837, norm 0.1490, swav 0.0000 LR: 6.373e-02 Score 99.238 Data time: 0.1009, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1814 [2020-10-19 07:26:18,982][root][INFO] - ===> Epoch[4727](23633/5): Loss -0.8122, Sem 0.0194, dir -0.9843, norm 0.1527, swav 0.0000 LR: 6.372e-02 Score 99.346 Data time: 0.0817, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9450 [2020-10-19 07:26:21,219][root][INFO] - ===> Epoch[4727](23634/5): Loss -0.7956, Sem 0.0234, dir -0.9831, norm 0.1641, swav 0.0000 LR: 6.372e-02 Score 99.236 Data time: 0.0999, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1310 [2020-10-19 07:26:23,125][root][INFO] - ===> Epoch[4727](23635/5): Loss -0.8200, Sem 0.0204, dir -0.9855, norm 0.1452, swav 0.0000 LR: 6.372e-02 Score 99.329 Data time: 0.0773, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7688 [2020-10-19 07:26:25,211][root][INFO] - ===> Epoch[4728](23636/5): Loss -0.8180, Sem 0.0234, dir -0.9831, norm 0.1417, swav 0.0000 LR: 6.372e-02 Score 99.201 Data time: 0.0640, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9921 [2020-10-19 07:26:27,398][root][INFO] - ===> Epoch[4728](23637/5): Loss -0.8038, Sem 0.0223, dir -0.9848, norm 0.1587, swav 0.0000 LR: 6.372e-02 Score 99.257 Data time: 0.0606, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0973 [2020-10-19 07:26:30,186][root][INFO] - ===> Epoch[4728](23638/5): Loss -0.7755, Sem 0.0292, dir -0.9816, norm 0.1769, swav 0.0000 LR: 6.372e-02 Score 99.176 Data time: 0.2879, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.6828 [2020-10-19 07:26:32,364][root][INFO] - ===> Epoch[4728](23639/5): Loss -0.8067, Sem 0.0215, dir -0.9844, norm 0.1562, swav 0.0000 LR: 6.371e-02 Score 99.286 Data time: 0.0835, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0493 [2020-10-19 07:26:34,584][root][INFO] - ===> Epoch[4728](23640/5): Loss -0.8041, Sem 0.0230, dir -0.9832, norm 0.1562, swav 0.0000 LR: 6.371e-02 Score 99.234 Data time: 0.1226, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.1219 [2020-10-19 07:26:36,761][root][INFO] - ===> Epoch[4729](23641/5): Loss -0.7977, Sem 0.0245, dir -0.9836, norm 0.1614, swav 0.0000 LR: 6.371e-02 Score 99.180 Data time: 0.0857, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.0575 [2020-10-19 07:26:38,625][root][INFO] - ===> Epoch[4729](23642/5): Loss -0.8070, Sem 0.0227, dir -0.9832, norm 0.1535, swav 0.0000 LR: 6.371e-02 Score 99.235 Data time: 0.0863, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7628 [2020-10-19 07:26:40,647][root][INFO] - ===> Epoch[4729](23643/5): Loss -0.8234, Sem 0.0210, dir -0.9855, norm 0.1411, swav 0.0000 LR: 6.371e-02 Score 99.290 Data time: 0.0927, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.9290 [2020-10-19 07:26:42,506][root][INFO] - ===> Epoch[4729](23644/5): Loss -0.8115, Sem 0.0237, dir -0.9849, norm 0.1497, swav 0.0000 LR: 6.371e-02 Score 99.207 Data time: 0.0721, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 1.7512 [2020-10-19 07:26:44,787][root][INFO] - ===> Epoch[4729](23645/5): Loss -0.8141, Sem 0.0195, dir -0.9852, norm 0.1516, swav 0.0000 LR: 6.371e-02 Score 99.351 Data time: 0.0622, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.2143 [2020-10-19 07:26:47,557][root][INFO] - ===> Epoch[4730](23646/5): Loss -0.8124, Sem 0.0198, dir -0.9849, norm 0.1527, swav 0.0000 LR: 6.370e-02 Score 99.335 Data time: 0.1391, Forward time: 0.7756, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.6645 [2020-10-19 07:26:50,164][root][INFO] - ===> Epoch[4730](23647/5): Loss -0.7921, Sem 0.0245, dir -0.9829, norm 0.1664, swav 0.0000 LR: 6.370e-02 Score 99.188 Data time: 0.1171, Forward time: 0.7757, Backward time: 1.1730, DDP time: 0.0031, Total iter time: 2.4746 [2020-10-19 07:26:52,110][root][INFO] - ===> Epoch[4730](23648/5): Loss -0.8143, Sem 0.0224, dir -0.9837, norm 0.1469, swav 0.0000 LR: 6.370e-02 Score 99.232 Data time: 0.0862, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8315 [2020-10-19 07:26:54,220][root][INFO] - ===> Epoch[4730](23649/5): Loss -0.8151, Sem 0.0200, dir -0.9848, norm 0.1497, swav 0.0000 LR: 6.370e-02 Score 99.340 Data time: 0.0691, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0084 [2020-10-19 07:26:56,630][root][INFO] - ===> Epoch[4730](23650/5): Loss -0.8118, Sem 0.0220, dir -0.9846, norm 0.1508, swav 0.0000 LR: 6.370e-02 Score 99.262 Data time: 0.1097, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2922 [2020-10-19 07:26:59,038][root][INFO] - ===> Epoch[4731](23651/5): Loss -0.8187, Sem 0.0231, dir -0.9849, norm 0.1431, swav 0.0000 LR: 6.370e-02 Score 99.206 Data time: 0.0716, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2838 [2020-10-19 07:27:00,942][root][INFO] - ===> Epoch[4731](23652/5): Loss -0.8038, Sem 0.0248, dir -0.9827, norm 0.1541, swav 0.0000 LR: 6.369e-02 Score 99.229 Data time: 0.0651, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8135 [2020-10-19 07:27:02,948][root][INFO] - ===> Epoch[4731](23653/5): Loss -0.8115, Sem 0.0222, dir -0.9840, norm 0.1503, swav 0.0000 LR: 6.369e-02 Score 99.256 Data time: 0.1478, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9148 [2020-10-19 07:27:05,202][root][INFO] - ===> Epoch[4731](23654/5): Loss -0.8093, Sem 0.0210, dir -0.9851, norm 0.1548, swav 0.0000 LR: 6.369e-02 Score 99.290 Data time: 0.0924, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1411 [2020-10-19 07:27:07,345][root][INFO] - ===> Epoch[4731](23655/5): Loss -0.8196, Sem 0.0207, dir -0.9852, norm 0.1448, swav 0.0000 LR: 6.369e-02 Score 99.298 Data time: 0.0726, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.0202 [2020-10-19 07:27:09,600][root][INFO] - ===> Epoch[4732](23656/5): Loss -0.7837, Sem 0.0253, dir -0.9827, norm 0.1737, swav 0.0000 LR: 6.369e-02 Score 99.159 Data time: 0.0792, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1688 [2020-10-19 07:27:11,536][root][INFO] - ===> Epoch[4732](23657/5): Loss -0.8080, Sem 0.0227, dir -0.9846, norm 0.1540, swav 0.0000 LR: 6.369e-02 Score 99.236 Data time: 0.0806, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8270 [2020-10-19 07:27:13,804][root][INFO] - ===> Epoch[4732](23658/5): Loss -0.8092, Sem 0.0254, dir -0.9833, norm 0.1487, swav 0.0000 LR: 6.368e-02 Score 99.136 Data time: 0.0585, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1623 [2020-10-19 07:27:15,788][root][INFO] - ===> Epoch[4732](23659/5): Loss -0.8150, Sem 0.0202, dir -0.9853, norm 0.1501, swav 0.0000 LR: 6.368e-02 Score 99.311 Data time: 0.0875, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8957 [2020-10-19 07:27:17,789][root][INFO] - ===> Epoch[4732](23660/5): Loss -0.8077, Sem 0.0224, dir -0.9838, norm 0.1536, swav 0.0000 LR: 6.368e-02 Score 99.266 Data time: 0.0868, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8891 [2020-10-19 07:27:19,799][root][INFO] - ===> Epoch[4733](23661/5): Loss -0.8284, Sem 0.0208, dir -0.9855, norm 0.1363, swav 0.0000 LR: 6.368e-02 Score 99.293 Data time: 0.3821, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8973 [2020-10-19 07:27:22,401][root][INFO] - ===> Epoch[4733](23662/5): Loss -0.7978, Sem 0.0259, dir -0.9827, norm 0.1590, swav 0.0000 LR: 6.368e-02 Score 99.166 Data time: 0.1812, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.4842 [2020-10-19 07:27:24,298][root][INFO] - ===> Epoch[4733](23663/5): Loss -0.8109, Sem 0.0215, dir -0.9848, norm 0.1524, swav 0.0000 LR: 6.368e-02 Score 99.296 Data time: 0.0754, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.7832 [2020-10-19 07:27:26,341][root][INFO] - ===> Epoch[4733](23664/5): Loss -0.8005, Sem 0.0246, dir -0.9838, norm 0.1588, swav 0.0000 LR: 6.368e-02 Score 99.174 Data time: 0.1004, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.9437 [2020-10-19 07:27:29,077][root][INFO] - ===> Epoch[4733](23665/5): Loss -0.8150, Sem 0.0198, dir -0.9848, norm 0.1500, swav 0.0000 LR: 6.367e-02 Score 99.327 Data time: 0.0836, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.6139 [2020-10-19 07:27:30,881][root][INFO] - ===> Epoch[4734](23666/5): Loss -0.8239, Sem 0.0218, dir -0.9853, norm 0.1397, swav 0.0000 LR: 6.367e-02 Score 99.270 Data time: 0.1076, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.6914 [2020-10-19 07:27:33,295][root][INFO] - ===> Epoch[4734](23667/5): Loss -0.8216, Sem 0.0220, dir -0.9847, norm 0.1411, swav 0.0000 LR: 6.367e-02 Score 99.260 Data time: 0.0781, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3088 [2020-10-19 07:27:35,543][root][INFO] - ===> Epoch[4734](23668/5): Loss -0.8069, Sem 0.0263, dir -0.9854, norm 0.1522, swav 0.0000 LR: 6.367e-02 Score 99.216 Data time: 0.0626, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.1529 [2020-10-19 07:27:38,060][root][INFO] - ===> Epoch[4734](23669/5): Loss -0.7941, Sem 0.0211, dir -0.9831, norm 0.1679, swav 0.0000 LR: 6.367e-02 Score 99.291 Data time: 0.0822, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.4074 [2020-10-19 07:27:40,005][root][INFO] - ===> Epoch[4734](23670/5): Loss -0.8089, Sem 0.0242, dir -0.9838, norm 0.1507, swav 0.0000 LR: 6.367e-02 Score 99.182 Data time: 0.0739, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8259 [2020-10-19 07:27:41,948][root][INFO] - ===> Epoch[4735](23671/5): Loss -0.8121, Sem 0.0246, dir -0.9851, norm 0.1484, swav 0.0000 LR: 6.366e-02 Score 99.204 Data time: 0.0885, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8416 [2020-10-19 07:27:44,324][root][INFO] - ===> Epoch[4735](23672/5): Loss -0.8154, Sem 0.0203, dir -0.9852, norm 0.1495, swav 0.0000 LR: 6.366e-02 Score 99.313 Data time: 0.0675, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.2564 [2020-10-19 07:27:46,255][root][INFO] - ===> Epoch[4735](23673/5): Loss -0.8174, Sem 0.0227, dir -0.9843, norm 0.1441, swav 0.0000 LR: 6.366e-02 Score 99.247 Data time: 0.0781, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.8524 [2020-10-19 07:27:48,164][root][INFO] - ===> Epoch[4735](23674/5): Loss -0.8196, Sem 0.0204, dir -0.9858, norm 0.1458, swav 0.0000 LR: 6.366e-02 Score 99.313 Data time: 0.0561, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 1.7871 [2020-10-19 07:27:50,639][root][INFO] - ===> Epoch[4735](23675/5): Loss -0.8030, Sem 0.0219, dir -0.9842, norm 0.1593, swav 0.0000 LR: 6.366e-02 Score 99.294 Data time: 0.0986, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.3649 [2020-10-19 07:27:53,179][root][INFO] - ===> Epoch[4736](23676/5): Loss -0.8005, Sem 0.0259, dir -0.9839, norm 0.1575, swav 0.0000 LR: 6.366e-02 Score 99.133 Data time: 0.1335, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.4312 [2020-10-19 07:27:54,996][root][INFO] - ===> Epoch[4736](23677/5): Loss -0.8093, Sem 0.0228, dir -0.9840, norm 0.1519, swav 0.0000 LR: 6.365e-02 Score 99.242 Data time: 0.1234, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.7345 [2020-10-19 07:27:57,191][root][INFO] - ===> Epoch[4736](23678/5): Loss -0.8119, Sem 0.0217, dir -0.9850, norm 0.1514, swav 0.0000 LR: 6.365e-02 Score 99.259 Data time: 0.0824, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.1310 [2020-10-19 07:27:59,763][root][INFO] - ===> Epoch[4736](23679/5): Loss -0.7733, Sem 0.0281, dir -0.9840, norm 0.1825, swav 0.0000 LR: 6.365e-02 Score 99.092 Data time: 0.0689, Forward time: 0.7757, Backward time: 1.1729, DDP time: 0.0031, Total iter time: 2.4575 [2020-10-19 07:28:01,537][root][INFO] - ===> Epoch[4736](23680/5): Loss -0.7880, Sem 0.0223, dir -0.9827, norm 0.1724, swav 0.0000 LR: 6.365e-02 Score 99.257 Data time: 0.0765, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.6874 [2020-10-19 07:28:03,286][root][INFO] - ===> Epoch[4737](23681/5): Loss -0.8200, Sem 0.0213, dir -0.9851, norm 0.1437, swav 0.0000 LR: 6.365e-02 Score 99.285 Data time: 0.0644, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.6438 [2020-10-19 07:28:05,618][root][INFO] - ===> Epoch[4737](23682/5): Loss -0.7994, Sem 0.0227, dir -0.9850, norm 0.1629, swav 0.0000 LR: 6.365e-02 Score 99.251 Data time: 0.0675, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.2480 [2020-10-19 07:28:07,528][root][INFO] - ===> Epoch[4737](23683/5): Loss -0.8033, Sem 0.0224, dir -0.9847, norm 0.1590, swav 0.0000 LR: 6.365e-02 Score 99.252 Data time: 0.0826, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.8083 [2020-10-19 07:28:09,937][root][INFO] - ===> Epoch[4737](23684/5): Loss -0.8135, Sem 0.0236, dir -0.9845, norm 0.1474, swav 0.0000 LR: 6.364e-02 Score 99.234 Data time: 0.0715, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.2798 [2020-10-19 07:28:12,485][root][INFO] - ===> Epoch[4737](23685/5): Loss -0.8037, Sem 0.0210, dir -0.9845, norm 0.1599, swav 0.0000 LR: 6.364e-02 Score 99.285 Data time: 0.0890, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.4694 [2020-10-19 07:28:14,455][root][INFO] - ===> Epoch[4738](23686/5): Loss -0.8147, Sem 0.0228, dir -0.9837, norm 0.1461, swav 0.0000 LR: 6.364e-02 Score 99.227 Data time: 0.0819, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.8630 [2020-10-19 07:28:16,658][root][INFO] - ===> Epoch[4738](23687/5): Loss -0.8059, Sem 0.0234, dir -0.9843, norm 0.1550, swav 0.0000 LR: 6.364e-02 Score 99.216 Data time: 0.0625, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.1005 [2020-10-19 07:28:18,677][root][INFO] - ===> Epoch[4738](23688/5): Loss -0.8160, Sem 0.0208, dir -0.9847, norm 0.1479, swav 0.0000 LR: 6.364e-02 Score 99.303 Data time: 0.0792, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.9389 [2020-10-19 07:28:20,878][root][INFO] - ===> Epoch[4738](23689/5): Loss -0.8192, Sem 0.0209, dir -0.9847, norm 0.1446, swav 0.0000 LR: 6.364e-02 Score 99.304 Data time: 0.0718, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.0924 [2020-10-19 07:28:23,488][root][INFO] - ===> Epoch[4738](23690/5): Loss -0.8107, Sem 0.0220, dir -0.9850, norm 0.1523, swav 0.0000 LR: 6.363e-02 Score 99.256 Data time: 0.0773, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.5074 [2020-10-19 07:28:25,710][root][INFO] - ===> Epoch[4739](23691/5): Loss -0.8168, Sem 0.0225, dir -0.9850, norm 0.1457, swav 0.0000 LR: 6.363e-02 Score 99.234 Data time: 0.0779, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.1159 [2020-10-19 07:28:27,604][root][INFO] - ===> Epoch[4739](23692/5): Loss -0.8046, Sem 0.0224, dir -0.9840, norm 0.1569, swav 0.0000 LR: 6.363e-02 Score 99.263 Data time: 0.0731, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.7762 [2020-10-19 07:28:29,556][root][INFO] - ===> Epoch[4739](23693/5): Loss -0.8263, Sem 0.0188, dir -0.9862, norm 0.1411, swav 0.0000 LR: 6.363e-02 Score 99.360 Data time: 0.0528, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.8281 [2020-10-19 07:28:31,772][root][INFO] - ===> Epoch[4739](23694/5): Loss -0.8096, Sem 0.0234, dir -0.9841, norm 0.1512, swav 0.0000 LR: 6.363e-02 Score 99.264 Data time: 0.0839, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.1298 [2020-10-19 07:28:34,052][root][INFO] - ===> Epoch[4739](23695/5): Loss -0.8198, Sem 0.0191, dir -0.9855, norm 0.1466, swav 0.0000 LR: 6.363e-02 Score 99.368 Data time: 0.0592, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.1642 [2020-10-19 07:28:36,219][root][INFO] - ===> Epoch[4740](23696/5): Loss -0.8063, Sem 0.0218, dir -0.9853, norm 0.1572, swav 0.0000 LR: 6.362e-02 Score 99.275 Data time: 0.0730, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.0613 [2020-10-19 07:28:38,243][root][INFO] - ===> Epoch[4740](23697/5): Loss -0.8271, Sem 0.0194, dir -0.9862, norm 0.1397, swav 0.0000 LR: 6.362e-02 Score 99.340 Data time: 0.1679, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.9249 [2020-10-19 07:28:40,803][root][INFO] - ===> Epoch[4740](23698/5): Loss -0.7971, Sem 0.0224, dir -0.9833, norm 0.1637, swav 0.0000 LR: 6.362e-02 Score 99.270 Data time: 0.0925, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.4590 [2020-10-19 07:28:43,037][root][INFO] - ===> Epoch[4740](23699/5): Loss -0.8043, Sem 0.0238, dir -0.9842, norm 0.1561, swav 0.0000 LR: 6.362e-02 Score 99.203 Data time: 0.0678, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.1014 [2020-10-19 07:28:45,615][root][INFO] - ===> Epoch[4740](23700/5): Loss -0.8109, Sem 0.0196, dir -0.9860, norm 0.1554, swav 0.0000 LR: 6.362e-02 Score 99.351 Data time: 0.0808, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.4821 [2020-10-19 07:28:47,337][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 07:28:49,413][root][INFO] - ===> Epoch[4741](23701/5): Loss -0.8150, Sem 0.0199, dir -0.9841, norm 0.1491, swav 0.0000 LR: 6.362e-02 Score 99.333 Data time: 0.0798, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.7887 [2020-10-19 07:28:51,306][root][INFO] - ===> Epoch[4741](23702/5): Loss -0.8022, Sem 0.0256, dir -0.9833, norm 0.1556, swav 0.0000 LR: 6.362e-02 Score 99.145 Data time: 0.0588, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.7714 [2020-10-19 07:28:53,628][root][INFO] - ===> Epoch[4741](23703/5): Loss -0.7981, Sem 0.0188, dir -0.9858, norm 0.1690, swav 0.0000 LR: 6.361e-02 Score 99.375 Data time: 0.0761, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.2337 [2020-10-19 07:28:55,672][root][INFO] - ===> Epoch[4741](23704/5): Loss -0.8228, Sem 0.0192, dir -0.9849, norm 0.1430, swav 0.0000 LR: 6.361e-02 Score 99.341 Data time: 0.0842, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.9450 [2020-10-19 07:28:57,971][root][INFO] - ===> Epoch[4741](23705/5): Loss -0.7959, Sem 0.0210, dir -0.9840, norm 0.1672, swav 0.0000 LR: 6.361e-02 Score 99.305 Data time: 0.1040, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.1687 [2020-10-19 07:29:00,114][root][INFO] - ===> Epoch[4742](23706/5): Loss -0.7970, Sem 0.0233, dir -0.9833, norm 0.1630, swav 0.0000 LR: 6.361e-02 Score 99.235 Data time: 0.0905, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.0264 [2020-10-19 07:29:01,962][root][INFO] - ===> Epoch[4742](23707/5): Loss -0.8088, Sem 0.0224, dir -0.9849, norm 0.1536, swav 0.0000 LR: 6.361e-02 Score 99.254 Data time: 0.0722, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.7647 [2020-10-19 07:29:04,103][root][INFO] - ===> Epoch[4742](23708/5): Loss -0.8137, Sem 0.0187, dir -0.9855, norm 0.1531, swav 0.0000 LR: 6.361e-02 Score 99.370 Data time: 0.0933, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.0581 [2020-10-19 07:29:06,021][root][INFO] - ===> Epoch[4742](23709/5): Loss -0.8056, Sem 0.0197, dir -0.9851, norm 0.1599, swav 0.0000 LR: 6.360e-02 Score 99.344 Data time: 0.0880, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 1.8082 [2020-10-19 07:29:08,467][root][INFO] - ===> Epoch[4742](23710/5): Loss -0.8101, Sem 0.0207, dir -0.9857, norm 0.1549, swav 0.0000 LR: 6.360e-02 Score 99.314 Data time: 0.2359, Forward time: 0.7757, Backward time: 1.1728, DDP time: 0.0031, Total iter time: 2.3751 [2020-10-19 07:29:10,607][root][INFO] - ===> Epoch[4743](23711/5): Loss -0.8126, Sem 0.0206, dir -0.9828, norm 0.1496, swav 0.0000 LR: 6.360e-02 Score 99.300 Data time: 0.0932, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.0006 [2020-10-19 07:29:12,664][root][INFO] - ===> Epoch[4743](23712/5): Loss -0.7953, Sem 0.0223, dir -0.9841, norm 0.1665, swav 0.0000 LR: 6.360e-02 Score 99.252 Data time: 0.0693, Forward time: 0.7757, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.9679 [2020-10-19 07:29:14,792][root][INFO] - ===> Epoch[4743](23713/5): Loss -0.8158, Sem 0.0189, dir -0.9849, norm 0.1502, swav 0.0000 LR: 6.360e-02 Score 99.359 Data time: 0.0881, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.0399 [2020-10-19 07:29:16,833][root][INFO] - ===> Epoch[4743](23714/5): Loss -0.8066, Sem 0.0234, dir -0.9847, norm 0.1548, swav 0.0000 LR: 6.360e-02 Score 99.220 Data time: 0.0748, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.9271 [2020-10-19 07:29:18,949][root][INFO] - ===> Epoch[4743](23715/5): Loss -0.8071, Sem 0.0221, dir -0.9853, norm 0.1561, swav 0.0000 LR: 6.359e-02 Score 99.262 Data time: 0.0832, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.0180 [2020-10-19 07:29:21,126][root][INFO] - ===> Epoch[4744](23716/5): Loss -0.8030, Sem 0.0220, dir -0.9834, norm 0.1584, swav 0.0000 LR: 6.359e-02 Score 99.275 Data time: 0.0680, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.0690 [2020-10-19 07:29:23,131][root][INFO] - ===> Epoch[4744](23717/5): Loss -0.8095, Sem 0.0220, dir -0.9852, norm 0.1538, swav 0.0000 LR: 6.359e-02 Score 99.276 Data time: 0.0798, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.9013 [2020-10-19 07:29:25,326][root][INFO] - ===> Epoch[4744](23718/5): Loss -0.8028, Sem 0.0218, dir -0.9835, norm 0.1589, swav 0.0000 LR: 6.359e-02 Score 99.297 Data time: 0.0713, Forward time: 0.7757, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.0791 [2020-10-19 07:29:27,505][root][INFO] - ===> Epoch[4744](23719/5): Loss -0.8158, Sem 0.0231, dir -0.9845, norm 0.1456, swav 0.0000 LR: 6.359e-02 Score 99.220 Data time: 0.0664, Forward time: 0.7757, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.0874 [2020-10-19 07:29:30,008][root][INFO] - ===> Epoch[4744](23720/5): Loss -0.8194, Sem 0.0198, dir -0.9863, norm 0.1471, swav 0.0000 LR: 6.359e-02 Score 99.339 Data time: 0.0674, Forward time: 0.7757, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.4076 [2020-10-19 07:29:31,955][root][INFO] - ===> Epoch[4745](23721/5): Loss -0.8075, Sem 0.0210, dir -0.9853, norm 0.1568, swav 0.0000 LR: 6.359e-02 Score 99.300 Data time: 0.0623, Forward time: 0.7757, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.8072 [2020-10-19 07:29:34,161][root][INFO] - ===> Epoch[4745](23722/5): Loss -0.8225, Sem 0.0223, dir -0.9851, norm 0.1403, swav 0.0000 LR: 6.358e-02 Score 99.258 Data time: 0.0510, Forward time: 0.7757, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.1104 [2020-10-19 07:29:36,210][root][INFO] - ===> Epoch[4745](23723/5): Loss -0.8016, Sem 0.0221, dir -0.9843, norm 0.1607, swav 0.0000 LR: 6.358e-02 Score 99.283 Data time: 0.0701, Forward time: 0.7757, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.9783 [2020-10-19 07:29:38,501][root][INFO] - ===> Epoch[4745](23724/5): Loss -0.8074, Sem 0.0202, dir -0.9847, norm 0.1571, swav 0.0000 LR: 6.358e-02 Score 99.302 Data time: 0.0916, Forward time: 0.7757, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.1675 [2020-10-19 07:29:41,030][root][INFO] - ===> Epoch[4745](23725/5): Loss -0.8091, Sem 0.0228, dir -0.9844, norm 0.1525, swav 0.0000 LR: 6.358e-02 Score 99.233 Data time: 0.0756, Forward time: 0.7757, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.3700 [2020-10-19 07:29:43,054][root][INFO] - ===> Epoch[4746](23726/5): Loss -0.8127, Sem 0.0239, dir -0.9833, norm 0.1467, swav 0.0000 LR: 6.358e-02 Score 99.190 Data time: 0.0660, Forward time: 0.7757, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.9036 [2020-10-19 07:29:45,218][root][INFO] - ===> Epoch[4746](23727/5): Loss -0.8127, Sem 0.0213, dir -0.9842, norm 0.1502, swav 0.0000 LR: 6.358e-02 Score 99.281 Data time: 0.0799, Forward time: 0.7757, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.0711 [2020-10-19 07:29:47,568][root][INFO] - ===> Epoch[4746](23728/5): Loss -0.8205, Sem 0.0184, dir -0.9844, norm 0.1455, swav 0.0000 LR: 6.357e-02 Score 99.379 Data time: 0.0831, Forward time: 0.7757, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.2396 [2020-10-19 07:29:49,412][root][INFO] - ===> Epoch[4746](23729/5): Loss -0.8002, Sem 0.0226, dir -0.9836, norm 0.1608, swav 0.0000 LR: 6.357e-02 Score 99.249 Data time: 0.0715, Forward time: 0.7757, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.7390 [2020-10-19 07:29:51,763][root][INFO] - ===> Epoch[4746](23730/5): Loss -0.8174, Sem 0.0203, dir -0.9860, norm 0.1483, swav 0.0000 LR: 6.357e-02 Score 99.307 Data time: 0.0878, Forward time: 0.7757, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.2609 [2020-10-19 07:29:54,148][root][INFO] - ===> Epoch[4747](23731/5): Loss -0.8229, Sem 0.0203, dir -0.9845, norm 0.1413, swav 0.0000 LR: 6.357e-02 Score 99.317 Data time: 0.0683, Forward time: 0.7757, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.2639 [2020-10-19 07:29:56,218][root][INFO] - ===> Epoch[4747](23732/5): Loss -0.7957, Sem 0.0216, dir -0.9841, norm 0.1668, swav 0.0000 LR: 6.357e-02 Score 99.299 Data time: 0.0926, Forward time: 0.7757, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.9517 [2020-10-19 07:29:58,264][root][INFO] - ===> Epoch[4747](23733/5): Loss -0.8153, Sem 0.0188, dir -0.9854, norm 0.1513, swav 0.0000 LR: 6.357e-02 Score 99.357 Data time: 0.0932, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.9245 [2020-10-19 07:30:00,247][root][INFO] - ===> Epoch[4747](23734/5): Loss -0.8214, Sem 0.0212, dir -0.9853, norm 0.1427, swav 0.0000 LR: 6.356e-02 Score 99.276 Data time: 0.0897, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.8561 [2020-10-19 07:30:02,529][root][INFO] - ===> Epoch[4747](23735/5): Loss -0.8161, Sem 0.0214, dir -0.9844, norm 0.1469, swav 0.0000 LR: 6.356e-02 Score 99.282 Data time: 0.0796, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.1749 [2020-10-19 07:30:04,966][root][INFO] - ===> Epoch[4748](23736/5): Loss -0.8097, Sem 0.0201, dir -0.9853, norm 0.1555, swav 0.0000 LR: 6.356e-02 Score 99.344 Data time: 0.0767, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.3312 [2020-10-19 07:30:06,785][root][INFO] - ===> Epoch[4748](23737/5): Loss -0.8061, Sem 0.0235, dir -0.9835, norm 0.1539, swav 0.0000 LR: 6.356e-02 Score 99.215 Data time: 0.0676, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.6977 [2020-10-19 07:30:08,904][root][INFO] - ===> Epoch[4748](23738/5): Loss -0.8103, Sem 0.0213, dir -0.9844, norm 0.1529, swav 0.0000 LR: 6.356e-02 Score 99.285 Data time: 0.0686, Forward time: 0.7757, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.0284 [2020-10-19 07:30:11,686][root][INFO] - ===> Epoch[4748](23739/5): Loss -0.8053, Sem 0.0195, dir -0.9843, norm 0.1595, swav 0.0000 LR: 6.356e-02 Score 99.354 Data time: 0.0786, Forward time: 0.7757, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.6903 [2020-10-19 07:30:13,872][root][INFO] - ===> Epoch[4748](23740/5): Loss -0.8224, Sem 0.0197, dir -0.9866, norm 0.1445, swav 0.0000 LR: 6.356e-02 Score 99.335 Data time: 0.0556, Forward time: 0.7757, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.0704 [2020-10-19 07:30:16,029][root][INFO] - ===> Epoch[4749](23741/5): Loss -0.8111, Sem 0.0203, dir -0.9855, norm 0.1541, swav 0.0000 LR: 6.355e-02 Score 99.340 Data time: 0.0975, Forward time: 0.7757, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.0722 [2020-10-19 07:30:18,287][root][INFO] - ===> Epoch[4749](23742/5): Loss -0.8118, Sem 0.0218, dir -0.9836, norm 0.1500, swav 0.0000 LR: 6.355e-02 Score 99.250 Data time: 0.0977, Forward time: 0.7757, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.1835 [2020-10-19 07:30:20,697][root][INFO] - ===> Epoch[4749](23743/5): Loss -0.8091, Sem 0.0205, dir -0.9851, norm 0.1555, swav 0.0000 LR: 6.355e-02 Score 99.333 Data time: 0.0848, Forward time: 0.7757, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.2912 [2020-10-19 07:30:22,919][root][INFO] - ===> Epoch[4749](23744/5): Loss -0.8197, Sem 0.0194, dir -0.9861, norm 0.1470, swav 0.0000 LR: 6.355e-02 Score 99.359 Data time: 0.2247, Forward time: 0.7757, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.1104 [2020-10-19 07:30:25,714][root][INFO] - ===> Epoch[4749](23745/5): Loss -0.7967, Sem 0.0229, dir -0.9821, norm 0.1625, swav 0.0000 LR: 6.355e-02 Score 99.251 Data time: 0.1201, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.6742 [2020-10-19 07:30:27,591][root][INFO] - ===> Epoch[4750](23746/5): Loss -0.8246, Sem 0.0219, dir -0.9852, norm 0.1386, swav 0.0000 LR: 6.355e-02 Score 99.261 Data time: 0.1035, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.7599 [2020-10-19 07:30:29,548][root][INFO] - ===> Epoch[4750](23747/5): Loss -0.8148, Sem 0.0198, dir -0.9857, norm 0.1511, swav 0.0000 LR: 6.354e-02 Score 99.330 Data time: 0.1972, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.8636 [2020-10-19 07:30:31,625][root][INFO] - ===> Epoch[4750](23748/5): Loss -0.8176, Sem 0.0186, dir -0.9861, norm 0.1498, swav 0.0000 LR: 6.354e-02 Score 99.372 Data time: 0.0888, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.9475 [2020-10-19 07:30:34,043][root][INFO] - ===> Epoch[4750](23749/5): Loss -0.8059, Sem 0.0221, dir -0.9839, norm 0.1559, swav 0.0000 LR: 6.354e-02 Score 99.266 Data time: 0.0644, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.2941 [2020-10-19 07:30:37,003][root][INFO] - ===> Epoch[4750](23750/5): Loss -0.8161, Sem 0.0201, dir -0.9852, norm 0.1489, swav 0.0000 LR: 6.354e-02 Score 99.328 Data time: 0.0597, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.8707 [2020-10-19 07:30:39,205][root][INFO] - ===> Epoch[4751](23751/5): Loss -0.8112, Sem 0.0219, dir -0.9841, norm 0.1510, swav 0.0000 LR: 6.354e-02 Score 99.266 Data time: 0.0562, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.1066 [2020-10-19 07:30:41,623][root][INFO] - ===> Epoch[4751](23752/5): Loss -0.7992, Sem 0.0229, dir -0.9825, norm 0.1605, swav 0.0000 LR: 6.354e-02 Score 99.263 Data time: 0.0789, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.3513 [2020-10-19 07:30:43,694][root][INFO] - ===> Epoch[4751](23753/5): Loss -0.8083, Sem 0.0218, dir -0.9838, norm 0.1536, swav 0.0000 LR: 6.353e-02 Score 99.249 Data time: 0.0890, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.9580 [2020-10-19 07:30:45,833][root][INFO] - ===> Epoch[4751](23754/5): Loss -0.8280, Sem 0.0188, dir -0.9875, norm 0.1407, swav 0.0000 LR: 6.353e-02 Score 99.394 Data time: 0.0620, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.0431 [2020-10-19 07:30:47,972][root][INFO] - ===> Epoch[4751](23755/5): Loss -0.8207, Sem 0.0208, dir -0.9850, norm 0.1434, swav 0.0000 LR: 6.353e-02 Score 99.293 Data time: 0.1057, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.0228 [2020-10-19 07:30:50,149][root][INFO] - ===> Epoch[4752](23756/5): Loss -0.8071, Sem 0.0226, dir -0.9831, norm 0.1534, swav 0.0000 LR: 6.353e-02 Score 99.225 Data time: 0.0742, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.0667 [2020-10-19 07:30:52,212][root][INFO] - ===> Epoch[4752](23757/5): Loss -0.8227, Sem 0.0211, dir -0.9850, norm 0.1412, swav 0.0000 LR: 6.353e-02 Score 99.290 Data time: 0.0676, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.9681 [2020-10-19 07:30:54,124][root][INFO] - ===> Epoch[4752](23758/5): Loss -0.8211, Sem 0.0217, dir -0.9857, norm 0.1429, swav 0.0000 LR: 6.353e-02 Score 99.280 Data time: 0.0842, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.8239 [2020-10-19 07:30:56,442][root][INFO] - ===> Epoch[4752](23759/5): Loss -0.8039, Sem 0.0221, dir -0.9846, norm 0.1586, swav 0.0000 LR: 6.353e-02 Score 99.271 Data time: 0.0696, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.1878 [2020-10-19 07:30:58,524][root][INFO] - ===> Epoch[4752](23760/5): Loss -0.8255, Sem 0.0188, dir -0.9858, norm 0.1415, swav 0.0000 LR: 6.352e-02 Score 99.366 Data time: 0.0698, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.0121 [2020-10-19 07:31:00,748][root][INFO] - ===> Epoch[4753](23761/5): Loss -0.8118, Sem 0.0220, dir -0.9832, norm 0.1495, swav 0.0000 LR: 6.352e-02 Score 99.266 Data time: 0.0387, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.1184 [2020-10-19 07:31:02,904][root][INFO] - ===> Epoch[4753](23762/5): Loss -0.8173, Sem 0.0196, dir -0.9860, norm 0.1492, swav 0.0000 LR: 6.352e-02 Score 99.355 Data time: 0.1024, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.0838 [2020-10-19 07:31:05,380][root][INFO] - ===> Epoch[4753](23763/5): Loss -0.8120, Sem 0.0232, dir -0.9854, norm 0.1502, swav 0.0000 LR: 6.352e-02 Score 99.246 Data time: 0.0809, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.3751 [2020-10-19 07:31:07,528][root][INFO] - ===> Epoch[4753](23764/5): Loss -0.8205, Sem 0.0194, dir -0.9857, norm 0.1457, swav 0.0000 LR: 6.352e-02 Score 99.336 Data time: 0.0848, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.0367 [2020-10-19 07:31:10,040][root][INFO] - ===> Epoch[4753](23765/5): Loss -0.8156, Sem 0.0213, dir -0.9853, norm 0.1484, swav 0.0000 LR: 6.352e-02 Score 99.298 Data time: 0.0636, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.3928 [2020-10-19 07:31:12,063][root][INFO] - ===> Epoch[4754](23766/5): Loss -0.8131, Sem 0.0202, dir -0.9853, norm 0.1519, swav 0.0000 LR: 6.351e-02 Score 99.361 Data time: 0.0895, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.9140 [2020-10-19 07:31:14,176][root][INFO] - ===> Epoch[4754](23767/5): Loss -0.8191, Sem 0.0221, dir -0.9845, norm 0.1433, swav 0.0000 LR: 6.351e-02 Score 99.236 Data time: 0.0653, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.0009 [2020-10-19 07:31:16,420][root][INFO] - ===> Epoch[4754](23768/5): Loss -0.7982, Sem 0.0214, dir -0.9844, norm 0.1648, swav 0.0000 LR: 6.351e-02 Score 99.290 Data time: 0.0846, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.1581 [2020-10-19 07:31:18,562][root][INFO] - ===> Epoch[4754](23769/5): Loss -0.8318, Sem 0.0213, dir -0.9862, norm 0.1331, swav 0.0000 LR: 6.351e-02 Score 99.310 Data time: 0.0937, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.0164 [2020-10-19 07:31:20,800][root][INFO] - ===> Epoch[4754](23770/5): Loss -0.8017, Sem 0.0201, dir -0.9844, norm 0.1626, swav 0.0000 LR: 6.351e-02 Score 99.318 Data time: 0.0593, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.1322 [2020-10-19 07:31:22,925][root][INFO] - ===> Epoch[4755](23771/5): Loss -0.8201, Sem 0.0192, dir -0.9861, norm 0.1468, swav 0.0000 LR: 6.351e-02 Score 99.368 Data time: 0.0788, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.0317 [2020-10-19 07:31:25,244][root][INFO] - ===> Epoch[4755](23772/5): Loss -0.8081, Sem 0.0218, dir -0.9847, norm 0.1548, swav 0.0000 LR: 6.351e-02 Score 99.263 Data time: 0.0761, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.2157 [2020-10-19 07:31:27,494][root][INFO] - ===> Epoch[4755](23773/5): Loss -0.7851, Sem 0.0227, dir -0.9834, norm 0.1756, swav 0.0000 LR: 6.350e-02 Score 99.247 Data time: 0.0673, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.1352 [2020-10-19 07:31:29,599][root][INFO] - ===> Epoch[4755](23774/5): Loss -0.8148, Sem 0.0175, dir -0.9859, norm 0.1536, swav 0.0000 LR: 6.350e-02 Score 99.410 Data time: 0.1113, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.9967 [2020-10-19 07:31:31,847][root][INFO] - ===> Epoch[4755](23775/5): Loss -0.7892, Sem 0.0226, dir -0.9832, norm 0.1715, swav 0.0000 LR: 6.350e-02 Score 99.243 Data time: 0.0899, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.1407 [2020-10-19 07:31:33,727][root][INFO] - ===> Epoch[4756](23776/5): Loss -0.8263, Sem 0.0185, dir -0.9868, norm 0.1420, swav 0.0000 LR: 6.350e-02 Score 99.381 Data time: 0.0717, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.7641 [2020-10-19 07:31:36,046][root][INFO] - ===> Epoch[4756](23777/5): Loss -0.8076, Sem 0.0213, dir -0.9840, norm 0.1551, swav 0.0000 LR: 6.350e-02 Score 99.280 Data time: 0.0701, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.2172 [2020-10-19 07:31:38,298][root][INFO] - ===> Epoch[4756](23778/5): Loss -0.8233, Sem 0.0201, dir -0.9848, norm 0.1413, swav 0.0000 LR: 6.350e-02 Score 99.321 Data time: 0.0897, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.1577 [2020-10-19 07:31:40,462][root][INFO] - ===> Epoch[4756](23779/5): Loss -0.8062, Sem 0.0210, dir -0.9851, norm 0.1579, swav 0.0000 LR: 6.349e-02 Score 99.293 Data time: 0.1293, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.0512 [2020-10-19 07:31:42,658][root][INFO] - ===> Epoch[4756](23780/5): Loss -0.8202, Sem 0.0206, dir -0.9835, norm 0.1427, swav 0.0000 LR: 6.349e-02 Score 99.300 Data time: 0.0992, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.0828 [2020-10-19 07:31:44,795][root][INFO] - ===> Epoch[4757](23781/5): Loss -0.8103, Sem 0.0190, dir -0.9851, norm 0.1559, swav 0.0000 LR: 6.349e-02 Score 99.364 Data time: 0.0779, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.0315 [2020-10-19 07:31:46,633][root][INFO] - ===> Epoch[4757](23782/5): Loss -0.8315, Sem 0.0195, dir -0.9861, norm 0.1351, swav 0.0000 LR: 6.349e-02 Score 99.333 Data time: 0.0506, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.7367 [2020-10-19 07:31:49,521][root][INFO] - ===> Epoch[4757](23783/5): Loss -0.8103, Sem 0.0211, dir -0.9847, norm 0.1533, swav 0.0000 LR: 6.349e-02 Score 99.287 Data time: 0.1282, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.8036 [2020-10-19 07:31:51,841][root][INFO] - ===> Epoch[4757](23784/5): Loss -0.8162, Sem 0.0192, dir -0.9864, norm 0.1510, swav 0.0000 LR: 6.349e-02 Score 99.355 Data time: 0.0800, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.2031 [2020-10-19 07:31:53,737][root][INFO] - ===> Epoch[4757](23785/5): Loss -0.8084, Sem 0.0187, dir -0.9840, norm 0.1569, swav 0.0000 LR: 6.348e-02 Score 99.372 Data time: 0.0773, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.7814 [2020-10-19 07:31:56,233][root][INFO] - ===> Epoch[4758](23786/5): Loss -0.8206, Sem 0.0193, dir -0.9864, norm 0.1465, swav 0.0000 LR: 6.348e-02 Score 99.336 Data time: 0.0709, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.3800 [2020-10-19 07:31:58,418][root][INFO] - ===> Epoch[4758](23787/5): Loss -0.8136, Sem 0.0185, dir -0.9854, norm 0.1532, swav 0.0000 LR: 6.348e-02 Score 99.379 Data time: 0.0739, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.0806 [2020-10-19 07:32:00,381][root][INFO] - ===> Epoch[4758](23788/5): Loss -0.8020, Sem 0.0219, dir -0.9845, norm 0.1606, swav 0.0000 LR: 6.348e-02 Score 99.264 Data time: 0.0952, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.8328 [2020-10-19 07:32:02,497][root][INFO] - ===> Epoch[4758](23789/5): Loss -0.8165, Sem 0.0176, dir -0.9864, norm 0.1523, swav 0.0000 LR: 6.348e-02 Score 99.412 Data time: 0.0670, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.0021 [2020-10-19 07:32:04,342][root][INFO] - ===> Epoch[4758](23790/5): Loss -0.8141, Sem 0.0212, dir -0.9842, norm 0.1488, swav 0.0000 LR: 6.348e-02 Score 99.275 Data time: 0.0818, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.7461 [2020-10-19 07:32:06,778][root][INFO] - ===> Epoch[4759](23791/5): Loss -0.8036, Sem 0.0212, dir -0.9830, norm 0.1582, swav 0.0000 LR: 6.348e-02 Score 99.280 Data time: 0.0894, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.3172 [2020-10-19 07:32:09,241][root][INFO] - ===> Epoch[4759](23792/5): Loss -0.8192, Sem 0.0209, dir -0.9856, norm 0.1455, swav 0.0000 LR: 6.347e-02 Score 99.292 Data time: 0.0773, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.3694 [2020-10-19 07:32:11,216][root][INFO] - ===> Epoch[4759](23793/5): Loss -0.8116, Sem 0.0203, dir -0.9859, norm 0.1541, swav 0.0000 LR: 6.347e-02 Score 99.324 Data time: 0.0575, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.8652 [2020-10-19 07:32:13,436][root][INFO] - ===> Epoch[4759](23794/5): Loss -0.8270, Sem 0.0201, dir -0.9860, norm 0.1389, swav 0.0000 LR: 6.347e-02 Score 99.330 Data time: 0.0874, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.1202 [2020-10-19 07:32:15,663][root][INFO] - ===> Epoch[4759](23795/5): Loss -0.8090, Sem 0.0215, dir -0.9849, norm 0.1544, swav 0.0000 LR: 6.347e-02 Score 99.291 Data time: 0.0899, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.1356 [2020-10-19 07:32:17,693][root][INFO] - ===> Epoch[4760](23796/5): Loss -0.8246, Sem 0.0194, dir -0.9865, norm 0.1425, swav 0.0000 LR: 6.347e-02 Score 99.325 Data time: 0.1095, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.9546 [2020-10-19 07:32:19,844][root][INFO] - ===> Epoch[4760](23797/5): Loss -0.8253, Sem 0.0181, dir -0.9865, norm 0.1431, swav 0.0000 LR: 6.347e-02 Score 99.379 Data time: 0.0916, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.0180 [2020-10-19 07:32:22,001][root][INFO] - ===> Epoch[4760](23798/5): Loss -0.8052, Sem 0.0206, dir -0.9852, norm 0.1593, swav 0.0000 LR: 6.346e-02 Score 99.310 Data time: 0.0764, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.0463 [2020-10-19 07:32:24,083][root][INFO] - ===> Epoch[4760](23799/5): Loss -0.8179, Sem 0.0188, dir -0.9862, norm 0.1496, swav 0.0000 LR: 6.346e-02 Score 99.380 Data time: 0.0696, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 1.9944 [2020-10-19 07:32:26,354][root][INFO] - ===> Epoch[4760](23800/5): Loss -0.8246, Sem 0.0194, dir -0.9851, norm 0.1411, swav 0.0000 LR: 6.346e-02 Score 99.345 Data time: 0.0854, Forward time: 0.7758, Backward time: 1.1727, DDP time: 0.0031, Total iter time: 2.1642 [2020-10-19 07:32:27,354][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 07:32:27,516][root][INFO] - ===> Start testing [2020-10-19 07:33:07,266][root][INFO] - 68/68: Data time: 0.0021, Iter time: 0.1179 Loss 0.861 (AVG: 0.528) Score 87.256 (AVG: 90.478) mIOU 69.517 mAP 84.191 mAcc 76.946 IOU: 62.983 0.318 82.834 75.188 93.910 90.943 27.949 78.763 98.212 70.600 79.340 85.927 56.748 mAP: 82.019 12.117 97.514 87.550 98.961 98.568 53.283 96.950 99.756 89.051 93.183 94.840 90.692 mAcc: 78.888 2.644 89.372 83.479 94.769 97.512 30.445 94.164 99.211 82.942 89.868 96.367 60.637 [2020-10-19 07:33:07,271][root][INFO] - Finished test. Elapsed time: 39.7501 [2020-10-19 07:33:10,775][root][INFO] - [2020-10-19 07:33:10,775][root][INFO] - ################################################################ [2020-10-19 07:33:10,775][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 07:33:10,775][root][INFO] - ################################################################ [2020-10-19 07:33:10,776][root][INFO] - clutter : nan nan nan [2020-10-19 07:33:10,776][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 07:33:10,776][root][INFO] - board : 0.779 0.828 0.924 [2020-10-19 07:33:10,776][root][INFO] - bookcase : 0.214 0.331 0.500 [2020-10-19 07:33:10,776][root][INFO] - ceiling : 0.499 0.547 0.647 [2020-10-19 07:33:10,776][root][INFO] - chair : 0.818 0.910 0.941 [2020-10-19 07:33:10,776][root][INFO] - column : 0.164 0.262 0.338 [2020-10-19 07:33:10,776][root][INFO] - door : 0.730 0.888 0.928 [2020-10-19 07:33:10,776][root][INFO] - floor : 0.601 0.626 0.675 [2020-10-19 07:33:10,776][root][INFO] - sofa : 0.409 0.673 0.798 [2020-10-19 07:33:10,776][root][INFO] - table : 0.136 0.322 0.649 [2020-10-19 07:33:10,776][root][INFO] - wall : 0.545 0.728 0.814 [2020-10-19 07:33:10,776][root][INFO] - window : 0.513 0.730 0.766 [2020-10-19 07:33:10,776][root][INFO] - ---------------------------------------------------------------- [2020-10-19 07:33:10,776][root][INFO] - average : 0.451 0.570 0.665 [2020-10-19 07:33:10,776][root][INFO] - [2020-10-19 07:33:10,919][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 07:33:10,920][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 07:33:12,361][root][INFO] - ===> Epoch[4761](23801/5): Loss -0.8139, Sem 0.0219, dir -0.9841, norm 0.1483, swav 0.0000 LR: 6.346e-02 Score 99.269 Data time: 0.0475, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.4358 [2020-10-19 07:33:14,777][root][INFO] - ===> Epoch[4761](23802/5): Loss -0.8224, Sem 0.0181, dir -0.9862, norm 0.1456, swav 0.0000 LR: 6.346e-02 Score 99.380 Data time: 0.0876, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.3254 [2020-10-19 07:33:16,648][root][INFO] - ===> Epoch[4761](23803/5): Loss -0.8041, Sem 0.0225, dir -0.9844, norm 0.1578, swav 0.0000 LR: 6.346e-02 Score 99.273 Data time: 0.0763, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.7578 [2020-10-19 07:33:18,562][root][INFO] - ===> Epoch[4761](23804/5): Loss -0.8254, Sem 0.0197, dir -0.9866, norm 0.1416, swav 0.0000 LR: 6.345e-02 Score 99.334 Data time: 0.1133, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.8180 [2020-10-19 07:33:20,455][root][INFO] - ===> Epoch[4761](23805/5): Loss -0.8217, Sem 0.0215, dir -0.9847, norm 0.1415, swav 0.0000 LR: 6.345e-02 Score 99.271 Data time: 0.0832, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.7864 [2020-10-19 07:33:22,977][root][INFO] - ===> Epoch[4762](23806/5): Loss -0.8139, Sem 0.0213, dir -0.9856, norm 0.1504, swav 0.0000 LR: 6.345e-02 Score 99.320 Data time: 0.0675, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.4222 [2020-10-19 07:33:25,268][root][INFO] - ===> Epoch[4762](23807/5): Loss -0.8056, Sem 0.0239, dir -0.9834, norm 0.1539, swav 0.0000 LR: 6.345e-02 Score 99.203 Data time: 0.0822, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1976 [2020-10-19 07:33:27,381][root][INFO] - ===> Epoch[4762](23808/5): Loss -0.8226, Sem 0.0187, dir -0.9859, norm 0.1446, swav 0.0000 LR: 6.345e-02 Score 99.373 Data time: 0.0609, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.0062 [2020-10-19 07:33:29,363][root][INFO] - ===> Epoch[4762](23809/5): Loss -0.8325, Sem 0.0194, dir -0.9866, norm 0.1347, swav 0.0000 LR: 6.345e-02 Score 99.340 Data time: 0.1115, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.9149 [2020-10-19 07:33:31,342][root][INFO] - ===> Epoch[4762](23810/5): Loss -0.8101, Sem 0.0230, dir -0.9839, norm 0.1507, swav 0.0000 LR: 6.345e-02 Score 99.238 Data time: 0.0867, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.8709 [2020-10-19 07:33:33,790][root][INFO] - ===> Epoch[4763](23811/5): Loss -0.8024, Sem 0.0209, dir -0.9852, norm 0.1619, swav 0.0000 LR: 6.344e-02 Score 99.318 Data time: 0.0758, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.3390 [2020-10-19 07:33:36,043][root][INFO] - ===> Epoch[4763](23812/5): Loss -0.7964, Sem 0.0229, dir -0.9841, norm 0.1648, swav 0.0000 LR: 6.344e-02 Score 99.237 Data time: 0.1015, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1550 [2020-10-19 07:33:38,759][root][INFO] - ===> Epoch[4763](23813/5): Loss -0.8125, Sem 0.0194, dir -0.9853, norm 0.1534, swav 0.0000 LR: 6.344e-02 Score 99.356 Data time: 0.0808, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.6173 [2020-10-19 07:33:41,112][root][INFO] - ===> Epoch[4763](23814/5): Loss -0.8222, Sem 0.0195, dir -0.9861, norm 0.1444, swav 0.0000 LR: 6.344e-02 Score 99.335 Data time: 0.0660, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.2555 [2020-10-19 07:33:43,159][root][INFO] - ===> Epoch[4763](23815/5): Loss -0.8218, Sem 0.0205, dir -0.9855, norm 0.1432, swav 0.0000 LR: 6.344e-02 Score 99.330 Data time: 0.0896, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.9630 [2020-10-19 07:33:45,369][root][INFO] - ===> Epoch[4764](23816/5): Loss -0.8177, Sem 0.0211, dir -0.9846, norm 0.1459, swav 0.0000 LR: 6.344e-02 Score 99.278 Data time: 0.0703, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1142 [2020-10-19 07:33:47,551][root][INFO] - ===> Epoch[4764](23817/5): Loss -0.8128, Sem 0.0207, dir -0.9851, norm 0.1516, swav 0.0000 LR: 6.343e-02 Score 99.295 Data time: 0.0778, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1011 [2020-10-19 07:33:49,593][root][INFO] - ===> Epoch[4764](23818/5): Loss -0.8120, Sem 0.0189, dir -0.9855, norm 0.1547, swav 0.0000 LR: 6.343e-02 Score 99.369 Data time: 0.0723, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.9347 [2020-10-19 07:33:51,620][root][INFO] - ===> Epoch[4764](23819/5): Loss -0.8210, Sem 0.0201, dir -0.9848, norm 0.1437, swav 0.0000 LR: 6.343e-02 Score 99.337 Data time: 0.0723, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.9554 [2020-10-19 07:33:53,697][root][INFO] - ===> Epoch[4764](23820/5): Loss -0.8222, Sem 0.0213, dir -0.9852, norm 0.1417, swav 0.0000 LR: 6.343e-02 Score 99.275 Data time: 0.0507, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.9512 [2020-10-19 07:33:55,654][root][INFO] - ===> Epoch[4765](23821/5): Loss -0.8112, Sem 0.0188, dir -0.9853, norm 0.1553, swav 0.0000 LR: 6.343e-02 Score 99.370 Data time: 0.0781, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.8762 [2020-10-19 07:33:57,550][root][INFO] - ===> Epoch[4765](23822/5): Loss -0.8237, Sem 0.0201, dir -0.9856, norm 0.1419, swav 0.0000 LR: 6.343e-02 Score 99.314 Data time: 0.0490, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.7927 [2020-10-19 07:33:59,923][root][INFO] - ===> Epoch[4765](23823/5): Loss -0.8194, Sem 0.0206, dir -0.9862, norm 0.1462, swav 0.0000 LR: 6.342e-02 Score 99.292 Data time: 0.1383, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.3105 [2020-10-19 07:34:02,627][root][INFO] - ===> Epoch[4765](23824/5): Loss -0.8179, Sem 0.0191, dir -0.9844, norm 0.1474, swav 0.0000 LR: 6.342e-02 Score 99.365 Data time: 0.0784, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.6135 [2020-10-19 07:34:04,467][root][INFO] - ===> Epoch[4765](23825/5): Loss -0.8078, Sem 0.0243, dir -0.9828, norm 0.1507, swav 0.0000 LR: 6.342e-02 Score 99.185 Data time: 0.0532, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.7294 [2020-10-19 07:34:06,658][root][INFO] - ===> Epoch[4766](23826/5): Loss -0.8067, Sem 0.0227, dir -0.9846, norm 0.1553, swav 0.0000 LR: 6.342e-02 Score 99.260 Data time: 0.0769, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1018 [2020-10-19 07:34:08,805][root][INFO] - ===> Epoch[4766](23827/5): Loss -0.8205, Sem 0.0201, dir -0.9856, norm 0.1450, swav 0.0000 LR: 6.342e-02 Score 99.318 Data time: 0.0912, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.0187 [2020-10-19 07:34:10,749][root][INFO] - ===> Epoch[4766](23828/5): Loss -0.8296, Sem 0.0198, dir -0.9864, norm 0.1370, swav 0.0000 LR: 6.342e-02 Score 99.327 Data time: 0.0778, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.8367 [2020-10-19 07:34:13,316][root][INFO] - ===> Epoch[4766](23829/5): Loss -0.8109, Sem 0.0212, dir -0.9833, norm 0.1512, swav 0.0000 LR: 6.342e-02 Score 99.283 Data time: 0.0788, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.4535 [2020-10-19 07:34:15,410][root][INFO] - ===> Epoch[4766](23830/5): Loss -0.8282, Sem 0.0204, dir -0.9851, norm 0.1365, swav 0.0000 LR: 6.341e-02 Score 99.299 Data time: 0.0722, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.0069 [2020-10-19 07:34:17,256][root][INFO] - ===> Epoch[4767](23831/5): Loss -0.8200, Sem 0.0227, dir -0.9851, norm 0.1424, swav 0.0000 LR: 6.341e-02 Score 99.247 Data time: 0.0870, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.7368 [2020-10-19 07:34:19,338][root][INFO] - ===> Epoch[4767](23832/5): Loss -0.8175, Sem 0.0197, dir -0.9864, norm 0.1491, swav 0.0000 LR: 6.341e-02 Score 99.345 Data time: 0.0858, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.9793 [2020-10-19 07:34:21,728][root][INFO] - ===> Epoch[4767](23833/5): Loss -0.8203, Sem 0.0187, dir -0.9847, norm 0.1456, swav 0.0000 LR: 6.341e-02 Score 99.361 Data time: 0.0664, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.2835 [2020-10-19 07:34:24,388][root][INFO] - ===> Epoch[4767](23834/5): Loss -0.8056, Sem 0.0201, dir -0.9840, norm 0.1582, swav 0.0000 LR: 6.341e-02 Score 99.319 Data time: 0.1188, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.5376 [2020-10-19 07:34:26,304][root][INFO] - ===> Epoch[4767](23835/5): Loss -0.8191, Sem 0.0190, dir -0.9866, norm 0.1486, swav 0.0000 LR: 6.341e-02 Score 99.372 Data time: 0.0874, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.7994 [2020-10-19 07:34:28,444][root][INFO] - ===> Epoch[4768](23836/5): Loss -0.8271, Sem 0.0213, dir -0.9858, norm 0.1374, swav 0.0000 LR: 6.340e-02 Score 99.282 Data time: 0.0498, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.0429 [2020-10-19 07:34:30,459][root][INFO] - ===> Epoch[4768](23837/5): Loss -0.8303, Sem 0.0189, dir -0.9867, norm 0.1375, swav 0.0000 LR: 6.340e-02 Score 99.353 Data time: 0.0996, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.9326 [2020-10-19 07:34:33,108][root][INFO] - ===> Epoch[4768](23838/5): Loss -0.8021, Sem 0.0213, dir -0.9834, norm 0.1600, swav 0.0000 LR: 6.340e-02 Score 99.290 Data time: 0.1429, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.5677 [2020-10-19 07:34:34,879][root][INFO] - ===> Epoch[4768](23839/5): Loss -0.8123, Sem 0.0212, dir -0.9839, norm 0.1504, swav 0.0000 LR: 6.340e-02 Score 99.300 Data time: 0.0817, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.6442 [2020-10-19 07:34:36,954][root][INFO] - ===> Epoch[4768](23840/5): Loss -0.8293, Sem 0.0186, dir -0.9874, norm 0.1395, swav 0.0000 LR: 6.340e-02 Score 99.373 Data time: 0.0801, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.0001 [2020-10-19 07:34:39,228][root][INFO] - ===> Epoch[4769](23841/5): Loss -0.8147, Sem 0.0216, dir -0.9846, norm 0.1483, swav 0.0000 LR: 6.340e-02 Score 99.269 Data time: 0.1495, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1787 [2020-10-19 07:34:41,513][root][INFO] - ===> Epoch[4769](23842/5): Loss -0.8170, Sem 0.0191, dir -0.9873, norm 0.1513, swav 0.0000 LR: 6.339e-02 Score 99.364 Data time: 0.0886, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1702 [2020-10-19 07:34:43,588][root][INFO] - ===> Epoch[4769](23843/5): Loss -0.8106, Sem 0.0205, dir -0.9841, norm 0.1530, swav 0.0000 LR: 6.339e-02 Score 99.296 Data time: 0.0572, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.9710 [2020-10-19 07:34:45,813][root][INFO] - ===> Epoch[4769](23844/5): Loss -0.8057, Sem 0.0243, dir -0.9841, norm 0.1541, swav 0.0000 LR: 6.339e-02 Score 99.228 Data time: 0.0781, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1429 [2020-10-19 07:34:47,849][root][INFO] - ===> Epoch[4769](23845/5): Loss -0.8147, Sem 0.0201, dir -0.9842, norm 0.1494, swav 0.0000 LR: 6.339e-02 Score 99.345 Data time: 0.0670, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.9552 [2020-10-19 07:34:49,885][root][INFO] - ===> Epoch[4770](23846/5): Loss -0.8271, Sem 0.0175, dir -0.9875, norm 0.1428, swav 0.0000 LR: 6.339e-02 Score 99.410 Data time: 0.1000, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.9473 [2020-10-19 07:34:51,816][root][INFO] - ===> Epoch[4770](23847/5): Loss -0.8265, Sem 0.0185, dir -0.9852, norm 0.1402, swav 0.0000 LR: 6.339e-02 Score 99.383 Data time: 0.0675, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.8254 [2020-10-19 07:34:54,286][root][INFO] - ===> Epoch[4770](23848/5): Loss -0.8061, Sem 0.0181, dir -0.9869, norm 0.1627, swav 0.0000 LR: 6.339e-02 Score 99.393 Data time: 0.0918, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.3635 [2020-10-19 07:34:57,230][root][INFO] - ===> Epoch[4770](23849/5): Loss -0.8219, Sem 0.0207, dir -0.9864, norm 0.1438, swav 0.0000 LR: 6.338e-02 Score 99.300 Data time: 0.0600, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.8070 [2020-10-19 07:34:58,999][root][INFO] - ===> Epoch[4770](23850/5): Loss -0.8139, Sem 0.0217, dir -0.9837, norm 0.1481, swav 0.0000 LR: 6.338e-02 Score 99.233 Data time: 0.0504, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.6776 [2020-10-19 07:35:00,922][root][INFO] - ===> Epoch[4771](23851/5): Loss -0.8311, Sem 0.0193, dir -0.9863, norm 0.1359, swav 0.0000 LR: 6.338e-02 Score 99.330 Data time: 0.0735, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.8649 [2020-10-19 07:35:03,299][root][INFO] - ===> Epoch[4771](23852/5): Loss -0.8038, Sem 0.0186, dir -0.9853, norm 0.1629, swav 0.0000 LR: 6.338e-02 Score 99.400 Data time: 0.0575, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.2672 [2020-10-19 07:35:06,028][root][INFO] - ===> Epoch[4771](23853/5): Loss -0.8140, Sem 0.0210, dir -0.9846, norm 0.1496, swav 0.0000 LR: 6.338e-02 Score 99.286 Data time: 0.0548, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.6207 [2020-10-19 07:35:08,471][root][INFO] - ===> Epoch[4771](23854/5): Loss -0.8092, Sem 0.0217, dir -0.9843, norm 0.1535, swav 0.0000 LR: 6.338e-02 Score 99.269 Data time: 0.0500, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.3797 [2020-10-19 07:35:10,230][root][INFO] - ===> Epoch[4771](23855/5): Loss -0.8357, Sem 0.0194, dir -0.9867, norm 0.1317, swav 0.0000 LR: 6.337e-02 Score 99.342 Data time: 0.0737, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.6737 [2020-10-19 07:35:12,438][root][INFO] - ===> Epoch[4772](23856/5): Loss -0.8236, Sem 0.0219, dir -0.9855, norm 0.1400, swav 0.0000 LR: 6.337e-02 Score 99.274 Data time: 0.1004, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1110 [2020-10-19 07:35:14,661][root][INFO] - ===> Epoch[4772](23857/5): Loss -0.8255, Sem 0.0190, dir -0.9859, norm 0.1415, swav 0.0000 LR: 6.337e-02 Score 99.348 Data time: 0.0719, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1047 [2020-10-19 07:35:16,961][root][INFO] - ===> Epoch[4772](23858/5): Loss -0.8066, Sem 0.0179, dir -0.9852, norm 0.1607, swav 0.0000 LR: 6.337e-02 Score 99.393 Data time: 0.0766, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1961 [2020-10-19 07:35:19,235][root][INFO] - ===> Epoch[4772](23859/5): Loss -0.8141, Sem 0.0225, dir -0.9838, norm 0.1471, swav 0.0000 LR: 6.337e-02 Score 99.234 Data time: 0.0747, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1865 [2020-10-19 07:35:21,324][root][INFO] - ===> Epoch[4772](23860/5): Loss -0.8001, Sem 0.0199, dir -0.9843, norm 0.1642, swav 0.0000 LR: 6.337e-02 Score 99.380 Data time: 0.0791, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.9901 [2020-10-19 07:35:24,008][root][INFO] - ===> Epoch[4773](23861/5): Loss -0.8184, Sem 0.0191, dir -0.9861, norm 0.1486, swav 0.0000 LR: 6.336e-02 Score 99.354 Data time: 0.0530, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.5824 [2020-10-19 07:35:26,324][root][INFO] - ===> Epoch[4773](23862/5): Loss -0.7983, Sem 0.0198, dir -0.9846, norm 0.1665, swav 0.0000 LR: 6.336e-02 Score 99.341 Data time: 0.1038, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.2095 [2020-10-19 07:35:28,365][root][INFO] - ===> Epoch[4773](23863/5): Loss -0.8211, Sem 0.0222, dir -0.9857, norm 0.1424, swav 0.0000 LR: 6.336e-02 Score 99.237 Data time: 0.1025, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.9237 [2020-10-19 07:35:30,474][root][INFO] - ===> Epoch[4773](23864/5): Loss -0.8341, Sem 0.0194, dir -0.9871, norm 0.1336, swav 0.0000 LR: 6.336e-02 Score 99.336 Data time: 0.0719, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.0067 [2020-10-19 07:35:32,822][root][INFO] - ===> Epoch[4773](23865/5): Loss -0.8255, Sem 0.0200, dir -0.9860, norm 0.1405, swav 0.0000 LR: 6.336e-02 Score 99.311 Data time: 0.0593, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.2783 [2020-10-19 07:35:35,232][root][INFO] - ===> Epoch[4774](23866/5): Loss -0.8205, Sem 0.0189, dir -0.9861, norm 0.1467, swav 0.0000 LR: 6.336e-02 Score 99.371 Data time: 0.0650, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.3252 [2020-10-19 07:35:37,308][root][INFO] - ===> Epoch[4774](23867/5): Loss -0.8013, Sem 0.0200, dir -0.9849, norm 0.1637, swav 0.0000 LR: 6.336e-02 Score 99.345 Data time: 0.0610, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.9540 [2020-10-19 07:35:39,346][root][INFO] - ===> Epoch[4774](23868/5): Loss -0.8264, Sem 0.0196, dir -0.9853, norm 0.1393, swav 0.0000 LR: 6.335e-02 Score 99.324 Data time: 0.0759, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.9490 [2020-10-19 07:35:41,424][root][INFO] - ===> Epoch[4774](23869/5): Loss -0.8257, Sem 0.0198, dir -0.9868, norm 0.1413, swav 0.0000 LR: 6.335e-02 Score 99.329 Data time: 0.0855, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.9740 [2020-10-19 07:35:43,379][root][INFO] - ===> Epoch[4774](23870/5): Loss -0.8201, Sem 0.0201, dir -0.9852, norm 0.1450, swav 0.0000 LR: 6.335e-02 Score 99.326 Data time: 0.0665, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.8166 [2020-10-19 07:35:45,594][root][INFO] - ===> Epoch[4775](23871/5): Loss -0.8115, Sem 0.0196, dir -0.9845, norm 0.1534, swav 0.0000 LR: 6.335e-02 Score 99.352 Data time: 0.0778, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1173 [2020-10-19 07:35:47,967][root][INFO] - ===> Epoch[4775](23872/5): Loss -0.8146, Sem 0.0191, dir -0.9850, norm 0.1512, swav 0.0000 LR: 6.335e-02 Score 99.385 Data time: 0.0831, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.2733 [2020-10-19 07:35:50,006][root][INFO] - ===> Epoch[4775](23873/5): Loss -0.8291, Sem 0.0210, dir -0.9861, norm 0.1360, swav 0.0000 LR: 6.335e-02 Score 99.295 Data time: 0.0683, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.9188 [2020-10-19 07:35:52,367][root][INFO] - ===> Epoch[4775](23874/5): Loss -0.8173, Sem 0.0211, dir -0.9851, norm 0.1468, swav 0.0000 LR: 6.334e-02 Score 99.267 Data time: 0.0616, Forward time: 0.7757, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.2435 [2020-10-19 07:35:54,594][root][INFO] - ===> Epoch[4775](23875/5): Loss -0.8083, Sem 0.0203, dir -0.9848, norm 0.1561, swav 0.0000 LR: 6.334e-02 Score 99.318 Data time: 0.1004, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1213 [2020-10-19 07:35:56,536][root][INFO] - ===> Epoch[4776](23876/5): Loss -0.7986, Sem 0.0213, dir -0.9843, norm 0.1644, swav 0.0000 LR: 6.334e-02 Score 99.298 Data time: 0.0605, Forward time: 0.7757, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.8155 [2020-10-19 07:35:58,477][root][INFO] - ===> Epoch[4776](23877/5): Loss -0.8272, Sem 0.0180, dir -0.9867, norm 0.1414, swav 0.0000 LR: 6.334e-02 Score 99.383 Data time: 0.0755, Forward time: 0.7757, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.8716 [2020-10-19 07:36:00,452][root][INFO] - ===> Epoch[4776](23878/5): Loss -0.8174, Sem 0.0205, dir -0.9849, norm 0.1470, swav 0.0000 LR: 6.334e-02 Score 99.308 Data time: 0.0743, Forward time: 0.7757, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.8697 [2020-10-19 07:36:02,894][root][INFO] - ===> Epoch[4776](23879/5): Loss -0.8094, Sem 0.0214, dir -0.9838, norm 0.1530, swav 0.0000 LR: 6.334e-02 Score 99.282 Data time: 0.0640, Forward time: 0.7757, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.3198 [2020-10-19 07:36:04,875][root][INFO] - ===> Epoch[4776](23880/5): Loss -0.8156, Sem 0.0215, dir -0.9852, norm 0.1481, swav 0.0000 LR: 6.333e-02 Score 99.284 Data time: 0.0845, Forward time: 0.7757, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.9089 [2020-10-19 07:36:06,903][root][INFO] - ===> Epoch[4777](23881/5): Loss -0.8137, Sem 0.0204, dir -0.9863, norm 0.1521, swav 0.0000 LR: 6.333e-02 Score 99.352 Data time: 0.0748, Forward time: 0.7757, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.9219 [2020-10-19 07:36:09,173][root][INFO] - ===> Epoch[4777](23882/5): Loss -0.8353, Sem 0.0197, dir -0.9853, norm 0.1303, swav 0.0000 LR: 6.333e-02 Score 99.327 Data time: 0.1001, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1548 [2020-10-19 07:36:11,054][root][INFO] - ===> Epoch[4777](23883/5): Loss -0.8062, Sem 0.0201, dir -0.9864, norm 0.1601, swav 0.0000 LR: 6.333e-02 Score 99.339 Data time: 0.0593, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.7757 [2020-10-19 07:36:13,319][root][INFO] - ===> Epoch[4777](23884/5): Loss -0.8176, Sem 0.0188, dir -0.9854, norm 0.1490, swav 0.0000 LR: 6.333e-02 Score 99.374 Data time: 0.0656, Forward time: 0.7757, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1809 [2020-10-19 07:36:15,460][root][INFO] - ===> Epoch[4777](23885/5): Loss -0.7968, Sem 0.0208, dir -0.9855, norm 0.1679, swav 0.0000 LR: 6.333e-02 Score 99.312 Data time: 0.0937, Forward time: 0.7757, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.0484 [2020-10-19 07:36:18,048][root][INFO] - ===> Epoch[4778](23886/5): Loss -0.8223, Sem 0.0197, dir -0.9861, norm 0.1440, swav 0.0000 LR: 6.333e-02 Score 99.330 Data time: 0.0872, Forward time: 0.7757, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.4893 [2020-10-19 07:36:20,162][root][INFO] - ===> Epoch[4778](23887/5): Loss -0.8201, Sem 0.0171, dir -0.9855, norm 0.1483, swav 0.0000 LR: 6.332e-02 Score 99.426 Data time: 0.2714, Forward time: 0.7757, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.0032 [2020-10-19 07:36:22,657][root][INFO] - ===> Epoch[4778](23888/5): Loss -0.8228, Sem 0.0209, dir -0.9864, norm 0.1428, swav 0.0000 LR: 6.332e-02 Score 99.318 Data time: 0.1108, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.4209 [2020-10-19 07:36:25,106][root][INFO] - ===> Epoch[4778](23889/5): Loss -0.8323, Sem 0.0179, dir -0.9868, norm 0.1367, swav 0.0000 LR: 6.332e-02 Score 99.389 Data time: 0.0773, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.3321 [2020-10-19 07:36:27,301][root][INFO] - ===> Epoch[4778](23890/5): Loss -0.7966, Sem 0.0209, dir -0.9844, norm 0.1669, swav 0.0000 LR: 6.332e-02 Score 99.286 Data time: 0.0993, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1096 [2020-10-19 07:36:29,984][root][INFO] - ===> Epoch[4779](23891/5): Loss -0.8174, Sem 0.0193, dir -0.9863, norm 0.1496, swav 0.0000 LR: 6.332e-02 Score 99.358 Data time: 0.0683, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.5766 [2020-10-19 07:36:32,140][root][INFO] - ===> Epoch[4779](23892/5): Loss -0.8158, Sem 0.0191, dir -0.9858, norm 0.1509, swav 0.0000 LR: 6.332e-02 Score 99.376 Data time: 0.0730, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.0673 [2020-10-19 07:36:34,080][root][INFO] - ===> Epoch[4779](23893/5): Loss -0.8073, Sem 0.0223, dir -0.9843, norm 0.1546, swav 0.0000 LR: 6.331e-02 Score 99.269 Data time: 0.0742, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.8330 [2020-10-19 07:36:36,140][root][INFO] - ===> Epoch[4779](23894/5): Loss -0.8227, Sem 0.0185, dir -0.9870, norm 0.1459, swav 0.0000 LR: 6.331e-02 Score 99.362 Data time: 0.0857, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.9676 [2020-10-19 07:36:38,356][root][INFO] - ===> Epoch[4779](23895/5): Loss -0.8011, Sem 0.0223, dir -0.9845, norm 0.1611, swav 0.0000 LR: 6.331e-02 Score 99.266 Data time: 0.0737, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.0960 [2020-10-19 07:36:40,247][root][INFO] - ===> Epoch[4780](23896/5): Loss -0.8081, Sem 0.0195, dir -0.9863, norm 0.1587, swav 0.0000 LR: 6.331e-02 Score 99.343 Data time: 0.0744, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.7737 [2020-10-19 07:36:42,218][root][INFO] - ===> Epoch[4780](23897/5): Loss -0.8147, Sem 0.0206, dir -0.9836, norm 0.1483, swav 0.0000 LR: 6.331e-02 Score 99.300 Data time: 0.0704, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.8781 [2020-10-19 07:36:44,733][root][INFO] - ===> Epoch[4780](23898/5): Loss -0.7798, Sem 0.0170, dir -0.9846, norm 0.1878, swav 0.0000 LR: 6.331e-02 Score 99.444 Data time: 0.0745, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.4229 [2020-10-19 07:36:47,340][root][INFO] - ===> Epoch[4780](23899/5): Loss -0.7941, Sem 0.0197, dir -0.9839, norm 0.1702, swav 0.0000 LR: 6.330e-02 Score 99.361 Data time: 0.0670, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.4804 [2020-10-19 07:36:49,541][root][INFO] - ===> Epoch[4780](23900/5): Loss -0.8194, Sem 0.0185, dir -0.9866, norm 0.1487, swav 0.0000 LR: 6.330e-02 Score 99.381 Data time: 0.0880, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1161 [2020-10-19 07:36:51,164][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 07:36:53,017][root][INFO] - ===> Epoch[4781](23901/5): Loss -0.8093, Sem 0.0191, dir -0.9850, norm 0.1566, swav 0.0000 LR: 6.330e-02 Score 99.365 Data time: 0.0729, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.6808 [2020-10-19 07:36:55,347][root][INFO] - ===> Epoch[4781](23902/5): Loss -0.8005, Sem 0.0227, dir -0.9836, norm 0.1603, swav 0.0000 LR: 6.330e-02 Score 99.229 Data time: 0.0794, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.2285 [2020-10-19 07:36:57,556][root][INFO] - ===> Epoch[4781](23903/5): Loss -0.8085, Sem 0.0194, dir -0.9854, norm 0.1575, swav 0.0000 LR: 6.330e-02 Score 99.344 Data time: 0.0907, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.0817 [2020-10-19 07:37:00,260][root][INFO] - ===> Epoch[4781](23904/5): Loss -0.8129, Sem 0.0197, dir -0.9846, norm 0.1520, swav 0.0000 LR: 6.330e-02 Score 99.340 Data time: 0.0642, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.6145 [2020-10-19 07:37:03,105][root][INFO] - ===> Epoch[4781](23905/5): Loss -0.8032, Sem 0.0188, dir -0.9850, norm 0.1630, swav 0.0000 LR: 6.330e-02 Score 99.372 Data time: 0.1263, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.7772 [2020-10-19 07:37:05,159][root][INFO] - ===> Epoch[4782](23906/5): Loss -0.8321, Sem 0.0183, dir -0.9870, norm 0.1366, swav 0.0000 LR: 6.329e-02 Score 99.364 Data time: 0.0704, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.9426 [2020-10-19 07:37:07,218][root][INFO] - ===> Epoch[4782](23907/5): Loss -0.7993, Sem 0.0218, dir -0.9842, norm 0.1631, swav 0.0000 LR: 6.329e-02 Score 99.275 Data time: 0.0795, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.9865 [2020-10-19 07:37:09,170][root][INFO] - ===> Epoch[4782](23908/5): Loss -0.8236, Sem 0.0198, dir -0.9860, norm 0.1426, swav 0.0000 LR: 6.329e-02 Score 99.340 Data time: 0.0778, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.8512 [2020-10-19 07:37:11,433][root][INFO] - ===> Epoch[4782](23909/5): Loss -0.8088, Sem 0.0223, dir -0.9845, norm 0.1535, swav 0.0000 LR: 6.329e-02 Score 99.282 Data time: 0.1109, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1859 [2020-10-19 07:37:13,828][root][INFO] - ===> Epoch[4782](23910/5): Loss -0.8182, Sem 0.0190, dir -0.9861, norm 0.1489, swav 0.0000 LR: 6.329e-02 Score 99.360 Data time: 0.0895, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.2994 [2020-10-19 07:37:16,192][root][INFO] - ===> Epoch[4783](23911/5): Loss -0.8125, Sem 0.0193, dir -0.9848, norm 0.1529, swav 0.0000 LR: 6.329e-02 Score 99.349 Data time: 0.0538, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.2752 [2020-10-19 07:37:18,350][root][INFO] - ===> Epoch[4783](23912/5): Loss -0.8096, Sem 0.0196, dir -0.9848, norm 0.1557, swav 0.0000 LR: 6.328e-02 Score 99.354 Data time: 0.0905, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.0893 [2020-10-19 07:37:20,462][root][INFO] - ===> Epoch[4783](23913/5): Loss -0.8242, Sem 0.0201, dir -0.9863, norm 0.1420, swav 0.0000 LR: 6.328e-02 Score 99.327 Data time: 0.0783, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.0094 [2020-10-19 07:37:22,494][root][INFO] - ===> Epoch[4783](23914/5): Loss -0.8022, Sem 0.0207, dir -0.9843, norm 0.1614, swav 0.0000 LR: 6.328e-02 Score 99.304 Data time: 0.0420, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.9332 [2020-10-19 07:37:24,357][root][INFO] - ===> Epoch[4783](23915/5): Loss -0.8287, Sem 0.0186, dir -0.9870, norm 0.1398, swav 0.0000 LR: 6.328e-02 Score 99.353 Data time: 0.0656, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.7777 [2020-10-19 07:37:26,568][root][INFO] - ===> Epoch[4784](23916/5): Loss -0.8048, Sem 0.0175, dir -0.9847, norm 0.1625, swav 0.0000 LR: 6.328e-02 Score 99.416 Data time: 0.2623, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1292 [2020-10-19 07:37:28,864][root][INFO] - ===> Epoch[4784](23917/5): Loss -0.8048, Sem 0.0179, dir -0.9868, norm 0.1641, swav 0.0000 LR: 6.328e-02 Score 99.410 Data time: 0.0925, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1670 [2020-10-19 07:37:30,705][root][INFO] - ===> Epoch[4784](23918/5): Loss -0.8163, Sem 0.0196, dir -0.9854, norm 0.1495, swav 0.0000 LR: 6.327e-02 Score 99.334 Data time: 0.0648, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.7567 [2020-10-19 07:37:32,791][root][INFO] - ===> Epoch[4784](23919/5): Loss -0.8245, Sem 0.0199, dir -0.9850, norm 0.1407, swav 0.0000 LR: 6.327e-02 Score 99.335 Data time: 0.0795, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.9980 [2020-10-19 07:37:35,153][root][INFO] - ===> Epoch[4784](23920/5): Loss -0.7917, Sem 0.0227, dir -0.9834, norm 0.1690, swav 0.0000 LR: 6.327e-02 Score 99.250 Data time: 0.0958, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.2286 [2020-10-19 07:37:37,753][root][INFO] - ===> Epoch[4785](23921/5): Loss -0.8175, Sem 0.0204, dir -0.9856, norm 0.1477, swav 0.0000 LR: 6.327e-02 Score 99.314 Data time: 0.0849, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.4711 [2020-10-19 07:37:39,687][root][INFO] - ===> Epoch[4785](23922/5): Loss -0.7972, Sem 0.0199, dir -0.9837, norm 0.1666, swav 0.0000 LR: 6.327e-02 Score 99.337 Data time: 0.0700, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.8259 [2020-10-19 07:37:42,157][root][INFO] - ===> Epoch[4785](23923/5): Loss -0.8009, Sem 0.0173, dir -0.9858, norm 0.1677, swav 0.0000 LR: 6.327e-02 Score 99.432 Data time: 0.1030, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.3644 [2020-10-19 07:37:44,466][root][INFO] - ===> Epoch[4785](23924/5): Loss -0.8217, Sem 0.0194, dir -0.9865, norm 0.1454, swav 0.0000 LR: 6.327e-02 Score 99.339 Data time: 0.0489, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1504 [2020-10-19 07:37:46,457][root][INFO] - ===> Epoch[4785](23925/5): Loss -0.8201, Sem 0.0206, dir -0.9853, norm 0.1446, swav 0.0000 LR: 6.326e-02 Score 99.302 Data time: 0.0529, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.9115 [2020-10-19 07:37:48,196][root][INFO] - ===> Epoch[4786](23926/5): Loss -0.8121, Sem 0.0230, dir -0.9836, norm 0.1485, swav 0.0000 LR: 6.326e-02 Score 99.231 Data time: 0.0783, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.6838 [2020-10-19 07:37:50,471][root][INFO] - ===> Epoch[4786](23927/5): Loss -0.7962, Sem 0.0213, dir -0.9852, norm 0.1677, swav 0.0000 LR: 6.326e-02 Score 99.297 Data time: 0.0727, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1688 [2020-10-19 07:37:52,591][root][INFO] - ===> Epoch[4786](23928/5): Loss -0.8201, Sem 0.0164, dir -0.9861, norm 0.1496, swav 0.0000 LR: 6.326e-02 Score 99.459 Data time: 0.1194, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.0086 [2020-10-19 07:37:54,964][root][INFO] - ===> Epoch[4786](23929/5): Loss -0.8006, Sem 0.0190, dir -0.9852, norm 0.1656, swav 0.0000 LR: 6.326e-02 Score 99.371 Data time: 0.1016, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.2481 [2020-10-19 07:37:57,367][root][INFO] - ===> Epoch[4786](23930/5): Loss -0.8321, Sem 0.0184, dir -0.9871, norm 0.1366, swav 0.0000 LR: 6.326e-02 Score 99.382 Data time: 0.0704, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.2876 [2020-10-19 07:37:59,298][root][INFO] - ===> Epoch[4787](23931/5): Loss -0.8063, Sem 0.0191, dir -0.9855, norm 0.1602, swav 0.0000 LR: 6.325e-02 Score 99.363 Data time: 0.0882, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8305 [2020-10-19 07:38:01,546][root][INFO] - ===> Epoch[4787](23932/5): Loss -0.8165, Sem 0.0212, dir -0.9846, norm 0.1469, swav 0.0000 LR: 6.325e-02 Score 99.281 Data time: 0.0813, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1366 [2020-10-19 07:38:03,842][root][INFO] - ===> Epoch[4787](23933/5): Loss -0.7879, Sem 0.0187, dir -0.9851, norm 0.1785, swav 0.0000 LR: 6.325e-02 Score 99.393 Data time: 0.0594, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1955 [2020-10-19 07:38:06,111][root][INFO] - ===> Epoch[4787](23934/5): Loss -0.8193, Sem 0.0191, dir -0.9847, norm 0.1464, swav 0.0000 LR: 6.325e-02 Score 99.367 Data time: 0.0901, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1606 [2020-10-19 07:38:08,164][root][INFO] - ===> Epoch[4787](23935/5): Loss -0.8019, Sem 0.0229, dir -0.9854, norm 0.1606, swav 0.0000 LR: 6.325e-02 Score 99.267 Data time: 0.0855, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9414 [2020-10-19 07:38:10,472][root][INFO] - ===> Epoch[4788](23936/5): Loss -0.8196, Sem 0.0207, dir -0.9847, norm 0.1444, swav 0.0000 LR: 6.325e-02 Score 99.291 Data time: 0.0553, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.2035 [2020-10-19 07:38:12,533][root][INFO] - ===> Epoch[4788](23937/5): Loss -0.8178, Sem 0.0187, dir -0.9859, norm 0.1494, swav 0.0000 LR: 6.324e-02 Score 99.359 Data time: 0.0899, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9760 [2020-10-19 07:38:14,691][root][INFO] - ===> Epoch[4788](23938/5): Loss -0.8175, Sem 0.0182, dir -0.9866, norm 0.1509, swav 0.0000 LR: 6.324e-02 Score 99.394 Data time: 0.1196, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0672 [2020-10-19 07:38:16,882][root][INFO] - ===> Epoch[4788](23939/5): Loss -0.8173, Sem 0.0184, dir -0.9865, norm 0.1508, swav 0.0000 LR: 6.324e-02 Score 99.368 Data time: 0.0961, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0813 [2020-10-19 07:38:19,105][root][INFO] - ===> Epoch[4788](23940/5): Loss -0.8180, Sem 0.0205, dir -0.9868, norm 0.1482, swav 0.0000 LR: 6.324e-02 Score 99.304 Data time: 0.0620, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1089 [2020-10-19 07:38:21,299][root][INFO] - ===> Epoch[4789](23941/5): Loss -0.8112, Sem 0.0178, dir -0.9863, norm 0.1574, swav 0.0000 LR: 6.324e-02 Score 99.417 Data time: 0.0803, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1155 [2020-10-19 07:38:23,509][root][INFO] - ===> Epoch[4789](23942/5): Loss -0.8134, Sem 0.0212, dir -0.9851, norm 0.1505, swav 0.0000 LR: 6.324e-02 Score 99.275 Data time: 0.0839, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1037 [2020-10-19 07:38:25,631][root][INFO] - ===> Epoch[4789](23943/5): Loss -0.8208, Sem 0.0193, dir -0.9862, norm 0.1461, swav 0.0000 LR: 6.324e-02 Score 99.347 Data time: 0.0782, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0118 [2020-10-19 07:38:27,404][root][INFO] - ===> Epoch[4789](23944/5): Loss -0.8186, Sem 0.0220, dir -0.9848, norm 0.1443, swav 0.0000 LR: 6.323e-02 Score 99.267 Data time: 0.0738, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.6777 [2020-10-19 07:38:30,013][root][INFO] - ===> Epoch[4789](23945/5): Loss -0.8076, Sem 0.0195, dir -0.9856, norm 0.1584, swav 0.0000 LR: 6.323e-02 Score 99.350 Data time: 0.1752, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.5127 [2020-10-19 07:38:32,043][root][INFO] - ===> Epoch[4790](23946/5): Loss -0.8281, Sem 0.0194, dir -0.9866, norm 0.1391, swav 0.0000 LR: 6.323e-02 Score 99.348 Data time: 0.1161, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9233 [2020-10-19 07:38:33,961][root][INFO] - ===> Epoch[4790](23947/5): Loss -0.8124, Sem 0.0183, dir -0.9866, norm 0.1558, swav 0.0000 LR: 6.323e-02 Score 99.393 Data time: 0.0828, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.7982 [2020-10-19 07:38:36,544][root][INFO] - ===> Epoch[4790](23948/5): Loss -0.8058, Sem 0.0225, dir -0.9845, norm 0.1562, swav 0.0000 LR: 6.323e-02 Score 99.318 Data time: 0.0787, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.4759 [2020-10-19 07:38:38,995][root][INFO] - ===> Epoch[4790](23949/5): Loss -0.8206, Sem 0.0189, dir -0.9864, norm 0.1470, swav 0.0000 LR: 6.323e-02 Score 99.377 Data time: 0.1095, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.3439 [2020-10-19 07:38:40,865][root][INFO] - ===> Epoch[4790](23950/5): Loss -0.8118, Sem 0.0209, dir -0.9856, norm 0.1530, swav 0.0000 LR: 6.322e-02 Score 99.302 Data time: 0.0769, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.7467 [2020-10-19 07:38:42,770][root][INFO] - ===> Epoch[4791](23951/5): Loss -0.8151, Sem 0.0196, dir -0.9852, norm 0.1506, swav 0.0000 LR: 6.322e-02 Score 99.333 Data time: 0.0691, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8121 [2020-10-19 07:38:45,278][root][INFO] - ===> Epoch[4791](23952/5): Loss -0.8084, Sem 0.0216, dir -0.9853, norm 0.1553, swav 0.0000 LR: 6.322e-02 Score 99.277 Data time: 0.0952, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.4171 [2020-10-19 07:38:47,750][root][INFO] - ===> Epoch[4791](23953/5): Loss -0.7990, Sem 0.0208, dir -0.9830, norm 0.1632, swav 0.0000 LR: 6.322e-02 Score 99.339 Data time: 0.0800, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.3648 [2020-10-19 07:38:49,902][root][INFO] - ===> Epoch[4791](23954/5): Loss -0.8200, Sem 0.0186, dir -0.9864, norm 0.1477, swav 0.0000 LR: 6.322e-02 Score 99.357 Data time: 0.0665, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0424 [2020-10-19 07:38:51,879][root][INFO] - ===> Epoch[4791](23955/5): Loss -0.7975, Sem 0.0198, dir -0.9869, norm 0.1696, swav 0.0000 LR: 6.322e-02 Score 99.319 Data time: 0.0704, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9062 [2020-10-19 07:38:54,131][root][INFO] - ===> Epoch[4792](23956/5): Loss -0.8038, Sem 0.0194, dir -0.9859, norm 0.1627, swav 0.0000 LR: 6.321e-02 Score 99.365 Data time: 0.0640, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1479 [2020-10-19 07:38:56,249][root][INFO] - ===> Epoch[4792](23957/5): Loss -0.7957, Sem 0.0222, dir -0.9846, norm 0.1668, swav 0.0000 LR: 6.321e-02 Score 99.266 Data time: 0.0738, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0339 [2020-10-19 07:38:58,299][root][INFO] - ===> Epoch[4792](23958/5): Loss -0.8019, Sem 0.0204, dir -0.9859, norm 0.1636, swav 0.0000 LR: 6.321e-02 Score 99.319 Data time: 0.0821, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9562 [2020-10-19 07:39:00,369][root][INFO] - ===> Epoch[4792](23959/5): Loss -0.8019, Sem 0.0190, dir -0.9852, norm 0.1642, swav 0.0000 LR: 6.321e-02 Score 99.355 Data time: 0.0834, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9635 [2020-10-19 07:39:02,522][root][INFO] - ===> Epoch[4792](23960/5): Loss -0.7970, Sem 0.0210, dir -0.9844, norm 0.1664, swav 0.0000 LR: 6.321e-02 Score 99.292 Data time: 0.0800, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0219 [2020-10-19 07:39:04,762][root][INFO] - ===> Epoch[4793](23961/5): Loss -0.8208, Sem 0.0195, dir -0.9852, norm 0.1449, swav 0.0000 LR: 6.321e-02 Score 99.330 Data time: 0.0708, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1426 [2020-10-19 07:39:07,017][root][INFO] - ===> Epoch[4793](23962/5): Loss -0.8102, Sem 0.0189, dir -0.9852, norm 0.1562, swav 0.0000 LR: 6.321e-02 Score 99.373 Data time: 0.0683, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1668 [2020-10-19 07:39:09,019][root][INFO] - ===> Epoch[4793](23963/5): Loss -0.8147, Sem 0.0202, dir -0.9857, norm 0.1508, swav 0.0000 LR: 6.320e-02 Score 99.318 Data time: 0.0671, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9256 [2020-10-19 07:39:11,042][root][INFO] - ===> Epoch[4793](23964/5): Loss -0.8321, Sem 0.0194, dir -0.9859, norm 0.1344, swav 0.0000 LR: 6.320e-02 Score 99.334 Data time: 0.0922, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9118 [2020-10-19 07:39:13,066][root][INFO] - ===> Epoch[4793](23965/5): Loss -0.8381, Sem 0.0199, dir -0.9872, norm 0.1292, swav 0.0000 LR: 6.320e-02 Score 99.321 Data time: 0.0837, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9172 [2020-10-19 07:39:15,557][root][INFO] - ===> Epoch[4794](23966/5): Loss -0.8013, Sem 0.0217, dir -0.9848, norm 0.1618, swav 0.0000 LR: 6.320e-02 Score 99.291 Data time: 0.1118, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.3957 [2020-10-19 07:39:17,784][root][INFO] - ===> Epoch[4794](23967/5): Loss -0.8242, Sem 0.0185, dir -0.9864, norm 0.1437, swav 0.0000 LR: 6.320e-02 Score 99.370 Data time: 0.1352, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0946 [2020-10-19 07:39:20,308][root][INFO] - ===> Epoch[4794](23968/5): Loss -0.7853, Sem 0.0233, dir -0.9834, norm 0.1748, swav 0.0000 LR: 6.320e-02 Score 99.258 Data time: 0.0666, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.4144 [2020-10-19 07:39:22,659][root][INFO] - ===> Epoch[4794](23969/5): Loss -0.8247, Sem 0.0194, dir -0.9870, norm 0.1430, swav 0.0000 LR: 6.319e-02 Score 99.350 Data time: 0.0846, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2585 [2020-10-19 07:39:24,850][root][INFO] - ===> Epoch[4794](23970/5): Loss -0.8140, Sem 0.0211, dir -0.9857, norm 0.1506, swav 0.0000 LR: 6.319e-02 Score 99.290 Data time: 0.0567, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0903 [2020-10-19 07:39:27,008][root][INFO] - ===> Epoch[4795](23971/5): Loss -0.8220, Sem 0.0205, dir -0.9857, norm 0.1432, swav 0.0000 LR: 6.319e-02 Score 99.303 Data time: 0.0972, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0994 [2020-10-19 07:39:29,458][root][INFO] - ===> Epoch[4795](23972/5): Loss -0.8017, Sem 0.0193, dir -0.9838, norm 0.1628, swav 0.0000 LR: 6.319e-02 Score 99.393 Data time: 0.0813, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.3677 [2020-10-19 07:39:31,307][root][INFO] - ===> Epoch[4795](23973/5): Loss -0.8183, Sem 0.0222, dir -0.9862, norm 0.1457, swav 0.0000 LR: 6.319e-02 Score 99.278 Data time: 0.0817, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.7470 [2020-10-19 07:39:33,351][root][INFO] - ===> Epoch[4795](23974/5): Loss -0.8148, Sem 0.0202, dir -0.9851, norm 0.1501, swav 0.0000 LR: 6.319e-02 Score 99.315 Data time: 0.0619, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9474 [2020-10-19 07:39:35,687][root][INFO] - ===> Epoch[4795](23975/5): Loss -0.8093, Sem 0.0193, dir -0.9850, norm 0.1564, swav 0.0000 LR: 6.318e-02 Score 99.341 Data time: 0.0930, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2603 [2020-10-19 07:39:37,900][root][INFO] - ===> Epoch[4796](23976/5): Loss -0.8261, Sem 0.0190, dir -0.9862, norm 0.1410, swav 0.0000 LR: 6.318e-02 Score 99.362 Data time: 0.0898, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0707 [2020-10-19 07:39:40,047][root][INFO] - ===> Epoch[4796](23977/5): Loss -0.8157, Sem 0.0196, dir -0.9861, norm 0.1508, swav 0.0000 LR: 6.318e-02 Score 99.343 Data time: 0.0942, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0505 [2020-10-19 07:39:42,143][root][INFO] - ===> Epoch[4796](23978/5): Loss -0.8158, Sem 0.0200, dir -0.9848, norm 0.1490, swav 0.0000 LR: 6.318e-02 Score 99.306 Data time: 0.0768, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9973 [2020-10-19 07:39:44,562][root][INFO] - ===> Epoch[4796](23979/5): Loss -0.8213, Sem 0.0203, dir -0.9866, norm 0.1450, swav 0.0000 LR: 6.318e-02 Score 99.330 Data time: 0.0590, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.3242 [2020-10-19 07:39:46,367][root][INFO] - ===> Epoch[4796](23980/5): Loss -0.8187, Sem 0.0210, dir -0.9859, norm 0.1462, swav 0.0000 LR: 6.318e-02 Score 99.300 Data time: 0.0704, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.7180 [2020-10-19 07:39:48,602][root][INFO] - ===> Epoch[4797](23981/5): Loss -0.8094, Sem 0.0201, dir -0.9849, norm 0.1554, swav 0.0000 LR: 6.318e-02 Score 99.339 Data time: 0.0819, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1262 [2020-10-19 07:39:50,834][root][INFO] - ===> Epoch[4797](23982/5): Loss -0.8209, Sem 0.0201, dir -0.9859, norm 0.1449, swav 0.0000 LR: 6.317e-02 Score 99.333 Data time: 0.0574, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1190 [2020-10-19 07:39:52,916][root][INFO] - ===> Epoch[4797](23983/5): Loss -0.8276, Sem 0.0195, dir -0.9859, norm 0.1388, swav 0.0000 LR: 6.317e-02 Score 99.337 Data time: 0.0522, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9930 [2020-10-19 07:39:55,191][root][INFO] - ===> Epoch[4797](23984/5): Loss -0.8335, Sem 0.0180, dir -0.9870, norm 0.1354, swav 0.0000 LR: 6.317e-02 Score 99.376 Data time: 0.0797, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2029 [2020-10-19 07:39:57,312][root][INFO] - ===> Epoch[4797](23985/5): Loss -0.8191, Sem 0.0196, dir -0.9847, norm 0.1460, swav 0.0000 LR: 6.317e-02 Score 99.336 Data time: 0.0632, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0249 [2020-10-19 07:39:59,297][root][INFO] - ===> Epoch[4798](23986/5): Loss -0.8195, Sem 0.0204, dir -0.9848, norm 0.1449, swav 0.0000 LR: 6.317e-02 Score 99.306 Data time: 0.0674, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8880 [2020-10-19 07:40:02,071][root][INFO] - ===> Epoch[4798](23987/5): Loss -0.8196, Sem 0.0182, dir -0.9854, norm 0.1476, swav 0.0000 LR: 6.317e-02 Score 99.393 Data time: 0.0563, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.6573 [2020-10-19 07:40:04,292][root][INFO] - ===> Epoch[4798](23988/5): Loss -0.8273, Sem 0.0181, dir -0.9860, norm 0.1406, swav 0.0000 LR: 6.316e-02 Score 99.382 Data time: 0.0774, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1137 [2020-10-19 07:40:06,681][root][INFO] - ===> Epoch[4798](23989/5): Loss -0.8132, Sem 0.0181, dir -0.9859, norm 0.1546, swav 0.0000 LR: 6.316e-02 Score 99.398 Data time: 0.1046, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2921 [2020-10-19 07:40:08,815][root][INFO] - ===> Epoch[4798](23990/5): Loss -0.8298, Sem 0.0170, dir -0.9870, norm 0.1402, swav 0.0000 LR: 6.316e-02 Score 99.422 Data time: 0.0951, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0090 [2020-10-19 07:40:11,076][root][INFO] - ===> Epoch[4799](23991/5): Loss -0.8107, Sem 0.0193, dir -0.9861, norm 0.1562, swav 0.0000 LR: 6.316e-02 Score 99.353 Data time: 0.0690, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1509 [2020-10-19 07:40:13,018][root][INFO] - ===> Epoch[4799](23992/5): Loss -0.8263, Sem 0.0203, dir -0.9862, norm 0.1396, swav 0.0000 LR: 6.316e-02 Score 99.311 Data time: 0.0590, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8561 [2020-10-19 07:40:15,738][root][INFO] - ===> Epoch[4799](23993/5): Loss -0.8180, Sem 0.0176, dir -0.9856, norm 0.1501, swav 0.0000 LR: 6.316e-02 Score 99.403 Data time: 0.0905, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.6281 [2020-10-19 07:40:17,634][root][INFO] - ===> Epoch[4799](23994/5): Loss -0.8204, Sem 0.0220, dir -0.9850, norm 0.1426, swav 0.0000 LR: 6.315e-02 Score 99.258 Data time: 0.0764, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.7622 [2020-10-19 07:40:19,830][root][INFO] - ===> Epoch[4799](23995/5): Loss -0.8165, Sem 0.0196, dir -0.9846, norm 0.1485, swav 0.0000 LR: 6.315e-02 Score 99.342 Data time: 0.1478, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0772 [2020-10-19 07:40:22,815][root][INFO] - ===> Epoch[4800](23996/5): Loss -0.8007, Sem 0.0199, dir -0.9853, norm 0.1646, swav 0.0000 LR: 6.315e-02 Score 99.339 Data time: 0.1514, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.8855 [2020-10-19 07:40:24,627][root][INFO] - ===> Epoch[4800](23997/5): Loss -0.8270, Sem 0.0183, dir -0.9866, norm 0.1414, swav 0.0000 LR: 6.315e-02 Score 99.386 Data time: 0.0677, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.6841 [2020-10-19 07:40:26,795][root][INFO] - ===> Epoch[4800](23998/5): Loss -0.8064, Sem 0.0222, dir -0.9847, norm 0.1561, swav 0.0000 LR: 6.315e-02 Score 99.271 Data time: 0.2840, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0676 [2020-10-19 07:40:29,405][root][INFO] - ===> Epoch[4800](23999/5): Loss -0.8176, Sem 0.0199, dir -0.9849, norm 0.1474, swav 0.0000 LR: 6.315e-02 Score 99.327 Data time: 0.1077, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.5359 [2020-10-19 07:40:31,670][root][INFO] - ===> Epoch[4800](24000/5): Loss -0.8193, Sem 0.0200, dir -0.9855, norm 0.1462, swav 0.0000 LR: 6.315e-02 Score 99.319 Data time: 0.0988, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1427 [2020-10-19 07:40:32,685][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 07:40:32,851][root][INFO] - ===> Start testing [2020-10-19 07:41:12,475][root][INFO] - 68/68: Data time: 0.0028, Iter time: 0.1761 Loss 0.593 (AVG: 0.527) Score 89.206 (AVG: 90.511) mIOU 69.659 mAP 84.522 mAcc 77.501 IOU: 63.019 0.087 77.636 74.325 93.588 92.202 35.173 78.729 98.249 68.737 79.291 86.319 58.219 mAP: 82.016 16.250 96.664 86.790 98.932 98.370 57.916 96.850 99.751 87.338 92.787 94.645 90.483 mAcc: 80.382 0.547 92.944 81.937 94.541 96.970 39.874 93.002 99.125 79.499 89.604 96.011 63.072 [2020-10-19 07:41:12,476][root][INFO] - Finished test. Elapsed time: 39.6234 [2020-10-19 07:41:15,498][root][INFO] - [2020-10-19 07:41:15,499][root][INFO] - ################################################################ [2020-10-19 07:41:15,499][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 07:41:15,499][root][INFO] - ################################################################ [2020-10-19 07:41:15,499][root][INFO] - clutter : nan nan nan [2020-10-19 07:41:15,499][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 07:41:15,499][root][INFO] - board : 0.779 0.873 0.943 [2020-10-19 07:41:15,499][root][INFO] - bookcase : 0.246 0.368 0.515 [2020-10-19 07:41:15,499][root][INFO] - ceiling : 0.580 0.643 0.722 [2020-10-19 07:41:15,499][root][INFO] - chair : 0.820 0.905 0.917 [2020-10-19 07:41:15,499][root][INFO] - column : 0.149 0.236 0.366 [2020-10-19 07:41:15,499][root][INFO] - door : 0.775 0.938 0.959 [2020-10-19 07:41:15,499][root][INFO] - floor : 0.776 0.778 0.807 [2020-10-19 07:41:15,499][root][INFO] - sofa : 0.464 0.727 0.794 [2020-10-19 07:41:15,499][root][INFO] - table : 0.139 0.329 0.657 [2020-10-19 07:41:15,499][root][INFO] - wall : 0.517 0.719 0.826 [2020-10-19 07:41:15,499][root][INFO] - window : 0.561 0.744 0.762 [2020-10-19 07:41:15,499][root][INFO] - ---------------------------------------------------------------- [2020-10-19 07:41:15,499][root][INFO] - average : 0.484 0.605 0.689 [2020-10-19 07:41:15,499][root][INFO] - [2020-10-19 07:41:15,668][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 07:41:15,669][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 07:41:17,476][root][INFO] - ===> Epoch[4801](24001/5): Loss -0.8319, Sem 0.0167, dir -0.9860, norm 0.1374, swav 0.0000 LR: 6.314e-02 Score 99.440 Data time: 0.0766, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8016 [2020-10-19 07:41:19,793][root][INFO] - ===> Epoch[4801](24002/5): Loss -0.8239, Sem 0.0216, dir -0.9860, norm 0.1405, swav 0.0000 LR: 6.314e-02 Score 99.272 Data time: 0.0758, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2152 [2020-10-19 07:41:22,346][root][INFO] - ===> Epoch[4801](24003/5): Loss -0.8127, Sem 0.0173, dir -0.9860, norm 0.1561, swav 0.0000 LR: 6.314e-02 Score 99.423 Data time: 0.0838, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.4536 [2020-10-19 07:41:24,649][root][INFO] - ===> Epoch[4801](24004/5): Loss -0.8091, Sem 0.0212, dir -0.9848, norm 0.1545, swav 0.0000 LR: 6.314e-02 Score 99.276 Data time: 0.0721, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1877 [2020-10-19 07:41:26,446][root][INFO] - ===> Epoch[4801](24005/5): Loss -0.8139, Sem 0.0185, dir -0.9865, norm 0.1541, swav 0.0000 LR: 6.314e-02 Score 99.383 Data time: 0.0776, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.6894 [2020-10-19 07:41:28,716][root][INFO] - ===> Epoch[4802](24006/5): Loss -0.8392, Sem 0.0193, dir -0.9879, norm 0.1294, swav 0.0000 LR: 6.314e-02 Score 99.351 Data time: 0.1223, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1449 [2020-10-19 07:41:30,914][root][INFO] - ===> Epoch[4802](24007/5): Loss -0.8230, Sem 0.0201, dir -0.9849, norm 0.1418, swav 0.0000 LR: 6.313e-02 Score 99.314 Data time: 0.0748, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0845 [2020-10-19 07:41:32,782][root][INFO] - ===> Epoch[4802](24008/5): Loss -0.8231, Sem 0.0188, dir -0.9862, norm 0.1443, swav 0.0000 LR: 6.313e-02 Score 99.378 Data time: 0.0811, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.7783 [2020-10-19 07:41:35,061][root][INFO] - ===> Epoch[4802](24009/5): Loss -0.8136, Sem 0.0209, dir -0.9845, norm 0.1501, swav 0.0000 LR: 6.313e-02 Score 99.306 Data time: 0.0706, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1716 [2020-10-19 07:41:37,185][root][INFO] - ===> Epoch[4802](24010/5): Loss -0.7974, Sem 0.0247, dir -0.9845, norm 0.1624, swav 0.0000 LR: 6.313e-02 Score 99.222 Data time: 0.0446, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0231 [2020-10-19 07:41:39,103][root][INFO] - ===> Epoch[4803](24011/5): Loss -0.8124, Sem 0.0193, dir -0.9869, norm 0.1552, swav 0.0000 LR: 6.313e-02 Score 99.383 Data time: 0.0581, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8274 [2020-10-19 07:41:40,835][root][INFO] - ===> Epoch[4803](24012/5): Loss -0.8237, Sem 0.0198, dir -0.9865, norm 0.1430, swav 0.0000 LR: 6.313e-02 Score 99.334 Data time: 0.0667, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.6402 [2020-10-19 07:41:43,225][root][INFO] - ===> Epoch[4803](24013/5): Loss -0.8065, Sem 0.0206, dir -0.9842, norm 0.1571, swav 0.0000 LR: 6.312e-02 Score 99.318 Data time: 0.1322, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2873 [2020-10-19 07:41:45,913][root][INFO] - ===> Epoch[4803](24014/5): Loss -0.8232, Sem 0.0181, dir -0.9872, norm 0.1460, swav 0.0000 LR: 6.312e-02 Score 99.397 Data time: 0.0839, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.5764 [2020-10-19 07:41:48,165][root][INFO] - ===> Epoch[4803](24015/5): Loss -0.7955, Sem 0.0221, dir -0.9836, norm 0.1659, swav 0.0000 LR: 6.312e-02 Score 99.254 Data time: 0.0921, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1450 [2020-10-19 07:41:50,068][root][INFO] - ===> Epoch[4804](24016/5): Loss -0.8244, Sem 0.0209, dir -0.9853, norm 0.1400, swav 0.0000 LR: 6.312e-02 Score 99.312 Data time: 0.0790, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.7759 [2020-10-19 07:41:52,241][root][INFO] - ===> Epoch[4804](24017/5): Loss -0.8262, Sem 0.0176, dir -0.9862, norm 0.1424, swav 0.0000 LR: 6.312e-02 Score 99.408 Data time: 0.1105, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0540 [2020-10-19 07:41:54,480][root][INFO] - ===> Epoch[4804](24018/5): Loss -0.8281, Sem 0.0170, dir -0.9848, norm 0.1397, swav 0.0000 LR: 6.312e-02 Score 99.422 Data time: 0.1013, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1051 [2020-10-19 07:41:57,434][root][INFO] - ===> Epoch[4804](24019/5): Loss -0.8083, Sem 0.0217, dir -0.9859, norm 0.1559, swav 0.0000 LR: 6.312e-02 Score 99.270 Data time: 0.0638, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.8147 [2020-10-19 07:41:59,422][root][INFO] - ===> Epoch[4804](24020/5): Loss -0.8192, Sem 0.0192, dir -0.9861, norm 0.1477, swav 0.0000 LR: 6.311e-02 Score 99.348 Data time: 0.0605, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8714 [2020-10-19 07:42:01,332][root][INFO] - ===> Epoch[4805](24021/5): Loss -0.8208, Sem 0.0205, dir -0.9857, norm 0.1444, swav 0.0000 LR: 6.311e-02 Score 99.296 Data time: 0.0607, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8277 [2020-10-19 07:42:03,776][root][INFO] - ===> Epoch[4805](24022/5): Loss -0.8272, Sem 0.0189, dir -0.9864, norm 0.1404, swav 0.0000 LR: 6.311e-02 Score 99.371 Data time: 0.0844, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.3233 [2020-10-19 07:42:06,168][root][INFO] - ===> Epoch[4805](24023/5): Loss -0.8235, Sem 0.0176, dir -0.9855, norm 0.1444, swav 0.0000 LR: 6.311e-02 Score 99.414 Data time: 0.0663, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2604 [2020-10-19 07:42:08,803][root][INFO] - ===> Epoch[4805](24024/5): Loss -0.8200, Sem 0.0185, dir -0.9858, norm 0.1473, swav 0.0000 LR: 6.311e-02 Score 99.402 Data time: 0.1164, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.5188 [2020-10-19 07:42:10,911][root][INFO] - ===> Epoch[4805](24025/5): Loss -0.8263, Sem 0.0193, dir -0.9861, norm 0.1405, swav 0.0000 LR: 6.311e-02 Score 99.351 Data time: 0.0679, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9841 [2020-10-19 07:42:13,158][root][INFO] - ===> Epoch[4806](24026/5): Loss -0.8013, Sem 0.0211, dir -0.9841, norm 0.1617, swav 0.0000 LR: 6.310e-02 Score 99.299 Data time: 0.0684, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1213 [2020-10-19 07:42:15,308][root][INFO] - ===> Epoch[4806](24027/5): Loss -0.8270, Sem 0.0201, dir -0.9864, norm 0.1393, swav 0.0000 LR: 6.310e-02 Score 99.328 Data time: 0.0750, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0428 [2020-10-19 07:42:17,482][root][INFO] - ===> Epoch[4806](24028/5): Loss -0.8286, Sem 0.0186, dir -0.9866, norm 0.1394, swav 0.0000 LR: 6.310e-02 Score 99.373 Data time: 0.0658, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0716 [2020-10-19 07:42:19,397][root][INFO] - ===> Epoch[4806](24029/5): Loss -0.8209, Sem 0.0196, dir -0.9846, norm 0.1441, swav 0.0000 LR: 6.310e-02 Score 99.350 Data time: 0.1008, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8058 [2020-10-19 07:42:21,607][root][INFO] - ===> Epoch[4806](24030/5): Loss -0.8333, Sem 0.0186, dir -0.9870, norm 0.1351, swav 0.0000 LR: 6.310e-02 Score 99.363 Data time: 0.0665, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1050 [2020-10-19 07:42:23,935][root][INFO] - ===> Epoch[4807](24031/5): Loss -0.8237, Sem 0.0177, dir -0.9855, norm 0.1441, swav 0.0000 LR: 6.310e-02 Score 99.404 Data time: 0.0847, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2102 [2020-10-19 07:42:25,856][root][INFO] - ===> Epoch[4807](24032/5): Loss -0.8105, Sem 0.0195, dir -0.9844, norm 0.1543, swav 0.0000 LR: 6.309e-02 Score 99.360 Data time: 0.0608, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.7796 [2020-10-19 07:42:28,662][root][INFO] - ===> Epoch[4807](24033/5): Loss -0.8239, Sem 0.0199, dir -0.9862, norm 0.1424, swav 0.0000 LR: 6.309e-02 Score 99.323 Data time: 0.0764, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.7372 [2020-10-19 07:42:30,560][root][INFO] - ===> Epoch[4807](24034/5): Loss -0.8095, Sem 0.0209, dir -0.9843, norm 0.1538, swav 0.0000 LR: 6.309e-02 Score 99.290 Data time: 0.0595, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.7784 [2020-10-19 07:42:32,572][root][INFO] - ===> Epoch[4807](24035/5): Loss -0.8274, Sem 0.0180, dir -0.9868, norm 0.1414, swav 0.0000 LR: 6.309e-02 Score 99.389 Data time: 0.0894, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9166 [2020-10-19 07:42:35,103][root][INFO] - ===> Epoch[4808](24036/5): Loss -0.8202, Sem 0.0208, dir -0.9856, norm 0.1447, swav 0.0000 LR: 6.309e-02 Score 99.310 Data time: 0.0490, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.4150 [2020-10-19 07:42:37,419][root][INFO] - ===> Epoch[4808](24037/5): Loss -0.8174, Sem 0.0191, dir -0.9852, norm 0.1487, swav 0.0000 LR: 6.309e-02 Score 99.387 Data time: 0.1682, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2246 [2020-10-19 07:42:39,850][root][INFO] - ===> Epoch[4808](24038/5): Loss -0.8242, Sem 0.0193, dir -0.9855, norm 0.1419, swav 0.0000 LR: 6.309e-02 Score 99.373 Data time: 0.0794, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2871 [2020-10-19 07:42:41,729][root][INFO] - ===> Epoch[4808](24039/5): Loss -0.8318, Sem 0.0171, dir -0.9867, norm 0.1379, swav 0.0000 LR: 6.308e-02 Score 99.434 Data time: 0.0539, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.7720 [2020-10-19 07:42:44,086][root][INFO] - ===> Epoch[4808](24040/5): Loss -0.8169, Sem 0.0207, dir -0.9853, norm 0.1477, swav 0.0000 LR: 6.308e-02 Score 99.295 Data time: 0.0872, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2406 [2020-10-19 07:42:46,213][root][INFO] - ===> Epoch[4809](24041/5): Loss -0.8279, Sem 0.0188, dir -0.9855, norm 0.1388, swav 0.0000 LR: 6.308e-02 Score 99.377 Data time: 0.0877, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9729 [2020-10-19 07:42:48,260][root][INFO] - ===> Epoch[4809](24042/5): Loss -0.8371, Sem 0.0187, dir -0.9870, norm 0.1312, swav 0.0000 LR: 6.308e-02 Score 99.372 Data time: 0.0975, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9362 [2020-10-19 07:42:50,605][root][INFO] - ===> Epoch[4809](24043/5): Loss -0.8070, Sem 0.0192, dir -0.9845, norm 0.1583, swav 0.0000 LR: 6.308e-02 Score 99.377 Data time: 0.0713, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2285 [2020-10-19 07:42:52,737][root][INFO] - ===> Epoch[4809](24044/5): Loss -0.8139, Sem 0.0218, dir -0.9848, norm 0.1491, swav 0.0000 LR: 6.308e-02 Score 99.251 Data time: 0.0744, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0241 [2020-10-19 07:42:55,962][root][INFO] - ===> Epoch[4809](24045/5): Loss -0.8258, Sem 0.0160, dir -0.9875, norm 0.1456, swav 0.0000 LR: 6.307e-02 Score 99.478 Data time: 0.1102, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 3.1130 [2020-10-19 07:42:58,112][root][INFO] - ===> Epoch[4810](24046/5): Loss -0.8285, Sem 0.0189, dir -0.9868, norm 0.1394, swav 0.0000 LR: 6.307e-02 Score 99.363 Data time: 0.0779, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0289 [2020-10-19 07:43:00,630][root][INFO] - ===> Epoch[4810](24047/5): Loss -0.8244, Sem 0.0195, dir -0.9852, norm 0.1413, swav 0.0000 LR: 6.307e-02 Score 99.352 Data time: 0.0774, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.4087 [2020-10-19 07:43:02,731][root][INFO] - ===> Epoch[4810](24048/5): Loss -0.8210, Sem 0.0201, dir -0.9856, norm 0.1445, swav 0.0000 LR: 6.307e-02 Score 99.308 Data time: 0.0923, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0064 [2020-10-19 07:43:04,711][root][INFO] - ===> Epoch[4810](24049/5): Loss -0.8231, Sem 0.0171, dir -0.9859, norm 0.1457, swav 0.0000 LR: 6.307e-02 Score 99.423 Data time: 0.0689, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8398 [2020-10-19 07:43:06,847][root][INFO] - ===> Epoch[4810](24050/5): Loss -0.8309, Sem 0.0186, dir -0.9867, norm 0.1371, swav 0.0000 LR: 6.307e-02 Score 99.370 Data time: 0.0829, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0407 [2020-10-19 07:43:08,865][root][INFO] - ===> Epoch[4811](24051/5): Loss -0.8235, Sem 0.0188, dir -0.9857, norm 0.1434, swav 0.0000 LR: 6.306e-02 Score 99.367 Data time: 0.0562, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9095 [2020-10-19 07:43:10,954][root][INFO] - ===> Epoch[4811](24052/5): Loss -0.8307, Sem 0.0172, dir -0.9873, norm 0.1394, swav 0.0000 LR: 6.306e-02 Score 99.423 Data time: 0.0940, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0054 [2020-10-19 07:43:12,952][root][INFO] - ===> Epoch[4811](24053/5): Loss -0.8225, Sem 0.0218, dir -0.9849, norm 0.1405, swav 0.0000 LR: 6.306e-02 Score 99.262 Data time: 0.0727, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8900 [2020-10-19 07:43:15,324][root][INFO] - ===> Epoch[4811](24054/5): Loss -0.8181, Sem 0.0203, dir -0.9853, norm 0.1470, swav 0.0000 LR: 6.306e-02 Score 99.325 Data time: 0.0839, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2824 [2020-10-19 07:43:17,474][root][INFO] - ===> Epoch[4811](24055/5): Loss -0.8226, Sem 0.0197, dir -0.9848, norm 0.1425, swav 0.0000 LR: 6.306e-02 Score 99.345 Data time: 0.1025, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0078 [2020-10-19 07:43:19,603][root][INFO] - ===> Epoch[4812](24056/5): Loss -0.8394, Sem 0.0170, dir -0.9870, norm 0.1307, swav 0.0000 LR: 6.306e-02 Score 99.415 Data time: 0.0957, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0225 [2020-10-19 07:43:21,973][root][INFO] - ===> Epoch[4812](24057/5): Loss -0.8378, Sem 0.0192, dir -0.9868, norm 0.1298, swav 0.0000 LR: 6.306e-02 Score 99.340 Data time: 0.0677, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2685 [2020-10-19 07:43:24,351][root][INFO] - ===> Epoch[4812](24058/5): Loss -0.8141, Sem 0.0180, dir -0.9873, norm 0.1552, swav 0.0000 LR: 6.305e-02 Score 99.409 Data time: 0.0416, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.3006 [2020-10-19 07:43:26,494][root][INFO] - ===> Epoch[4812](24059/5): Loss -0.7954, Sem 0.0213, dir -0.9840, norm 0.1673, swav 0.0000 LR: 6.305e-02 Score 99.293 Data time: 0.0633, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1092 [2020-10-19 07:43:28,785][root][INFO] - ===> Epoch[4812](24060/5): Loss -0.8181, Sem 0.0214, dir -0.9863, norm 0.1469, swav 0.0000 LR: 6.305e-02 Score 99.276 Data time: 0.0795, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1845 [2020-10-19 07:43:30,868][root][INFO] - ===> Epoch[4813](24061/5): Loss -0.8173, Sem 0.0211, dir -0.9841, norm 0.1457, swav 0.0000 LR: 6.305e-02 Score 99.304 Data time: 0.0714, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9745 [2020-10-19 07:43:32,997][root][INFO] - ===> Epoch[4813](24062/5): Loss -0.8195, Sem 0.0186, dir -0.9854, norm 0.1473, swav 0.0000 LR: 6.305e-02 Score 99.379 Data time: 0.0905, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0400 [2020-10-19 07:43:35,029][root][INFO] - ===> Epoch[4813](24063/5): Loss -0.8204, Sem 0.0202, dir -0.9862, norm 0.1455, swav 0.0000 LR: 6.305e-02 Score 99.312 Data time: 0.0834, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9036 [2020-10-19 07:43:37,669][root][INFO] - ===> Epoch[4813](24064/5): Loss -0.8037, Sem 0.0240, dir -0.9843, norm 0.1565, swav 0.0000 LR: 6.304e-02 Score 99.244 Data time: 0.0664, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.5743 [2020-10-19 07:43:39,730][root][INFO] - ===> Epoch[4813](24065/5): Loss -0.8250, Sem 0.0212, dir -0.9863, norm 0.1402, swav 0.0000 LR: 6.304e-02 Score 99.291 Data time: 0.0767, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9763 [2020-10-19 07:43:41,603][root][INFO] - ===> Epoch[4814](24066/5): Loss -0.8293, Sem 0.0178, dir -0.9866, norm 0.1396, swav 0.0000 LR: 6.304e-02 Score 99.397 Data time: 0.0814, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.7698 [2020-10-19 07:43:43,996][root][INFO] - ===> Epoch[4814](24067/5): Loss -0.8212, Sem 0.0211, dir -0.9850, norm 0.1428, swav 0.0000 LR: 6.304e-02 Score 99.275 Data time: 0.0558, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2860 [2020-10-19 07:43:46,112][root][INFO] - ===> Epoch[4814](24068/5): Loss -0.8330, Sem 0.0204, dir -0.9852, norm 0.1318, swav 0.0000 LR: 6.304e-02 Score 99.317 Data time: 0.0602, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0611 [2020-10-19 07:43:48,561][root][INFO] - ===> Epoch[4814](24069/5): Loss -0.8138, Sem 0.0200, dir -0.9858, norm 0.1521, swav 0.0000 LR: 6.304e-02 Score 99.330 Data time: 0.0738, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.3502 [2020-10-19 07:43:50,529][root][INFO] - ===> Epoch[4814](24070/5): Loss -0.8143, Sem 0.0199, dir -0.9852, norm 0.1510, swav 0.0000 LR: 6.303e-02 Score 99.320 Data time: 0.0652, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8792 [2020-10-19 07:43:52,668][root][INFO] - ===> Epoch[4815](24071/5): Loss -0.8163, Sem 0.0203, dir -0.9853, norm 0.1487, swav 0.0000 LR: 6.303e-02 Score 99.329 Data time: 0.0720, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0309 [2020-10-19 07:43:54,898][root][INFO] - ===> Epoch[4815](24072/5): Loss -0.8156, Sem 0.0202, dir -0.9849, norm 0.1491, swav 0.0000 LR: 6.303e-02 Score 99.334 Data time: 0.0616, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1333 [2020-10-19 07:43:56,977][root][INFO] - ===> Epoch[4815](24073/5): Loss -0.8134, Sem 0.0189, dir -0.9859, norm 0.1536, swav 0.0000 LR: 6.303e-02 Score 99.367 Data time: 0.0736, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9945 [2020-10-19 07:43:59,420][root][INFO] - ===> Epoch[4815](24074/5): Loss -0.8229, Sem 0.0203, dir -0.9855, norm 0.1422, swav 0.0000 LR: 6.303e-02 Score 99.308 Data time: 0.0747, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.3357 [2020-10-19 07:44:01,356][root][INFO] - ===> Epoch[4815](24075/5): Loss -0.8303, Sem 0.0204, dir -0.9857, norm 0.1351, swav 0.0000 LR: 6.303e-02 Score 99.307 Data time: 0.0845, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8385 [2020-10-19 07:44:03,306][root][INFO] - ===> Epoch[4816](24076/5): Loss -0.8087, Sem 0.0211, dir -0.9845, norm 0.1546, swav 0.0000 LR: 6.303e-02 Score 99.330 Data time: 0.2145, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8279 [2020-10-19 07:44:05,385][root][INFO] - ===> Epoch[4816](24077/5): Loss -0.8208, Sem 0.0172, dir -0.9872, norm 0.1491, swav 0.0000 LR: 6.302e-02 Score 99.419 Data time: 0.0741, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9770 [2020-10-19 07:44:07,845][root][INFO] - ===> Epoch[4816](24078/5): Loss -0.8190, Sem 0.0211, dir -0.9848, norm 0.1447, swav 0.0000 LR: 6.302e-02 Score 99.290 Data time: 0.0914, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.3539 [2020-10-19 07:44:10,217][root][INFO] - ===> Epoch[4816](24079/5): Loss -0.8203, Sem 0.0230, dir -0.9855, norm 0.1422, swav 0.0000 LR: 6.302e-02 Score 99.282 Data time: 0.0781, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2589 [2020-10-19 07:44:12,246][root][INFO] - ===> Epoch[4816](24080/5): Loss -0.8167, Sem 0.0216, dir -0.9836, norm 0.1453, swav 0.0000 LR: 6.302e-02 Score 99.287 Data time: 0.0495, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9191 [2020-10-19 07:44:14,838][root][INFO] - ===> Epoch[4817](24081/5): Loss -0.8189, Sem 0.0199, dir -0.9857, norm 0.1469, swav 0.0000 LR: 6.302e-02 Score 99.323 Data time: 0.0678, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.5328 [2020-10-19 07:44:17,162][root][INFO] - ===> Epoch[4817](24082/5): Loss -0.8146, Sem 0.0215, dir -0.9849, norm 0.1488, swav 0.0000 LR: 6.302e-02 Score 99.297 Data time: 0.0814, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2089 [2020-10-19 07:44:19,420][root][INFO] - ===> Epoch[4817](24083/5): Loss -0.8279, Sem 0.0178, dir -0.9859, norm 0.1402, swav 0.0000 LR: 6.301e-02 Score 99.393 Data time: 0.0837, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1456 [2020-10-19 07:44:21,286][root][INFO] - ===> Epoch[4817](24084/5): Loss -0.8197, Sem 0.0207, dir -0.9853, norm 0.1449, swav 0.0000 LR: 6.301e-02 Score 99.295 Data time: 0.0699, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.7558 [2020-10-19 07:44:23,312][root][INFO] - ===> Epoch[4817](24085/5): Loss -0.8279, Sem 0.0215, dir -0.9861, norm 0.1367, swav 0.0000 LR: 6.301e-02 Score 99.257 Data time: 0.0725, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9220 [2020-10-19 07:44:25,633][root][INFO] - ===> Epoch[4818](24086/5): Loss -0.8221, Sem 0.0185, dir -0.9870, norm 0.1464, swav 0.0000 LR: 6.301e-02 Score 99.374 Data time: 0.0836, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2254 [2020-10-19 07:44:27,927][root][INFO] - ===> Epoch[4818](24087/5): Loss -0.8226, Sem 0.0200, dir -0.9862, norm 0.1437, swav 0.0000 LR: 6.301e-02 Score 99.339 Data time: 0.0624, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1828 [2020-10-19 07:44:30,222][root][INFO] - ===> Epoch[4818](24088/5): Loss -0.8211, Sem 0.0188, dir -0.9839, norm 0.1440, swav 0.0000 LR: 6.301e-02 Score 99.370 Data time: 0.0816, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2020 [2020-10-19 07:44:32,345][root][INFO] - ===> Epoch[4818](24089/5): Loss -0.8163, Sem 0.0213, dir -0.9850, norm 0.1474, swav 0.0000 LR: 6.300e-02 Score 99.285 Data time: 0.1310, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0165 [2020-10-19 07:44:34,553][root][INFO] - ===> Epoch[4818](24090/5): Loss -0.8282, Sem 0.0187, dir -0.9860, norm 0.1391, swav 0.0000 LR: 6.300e-02 Score 99.376 Data time: 0.0897, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1160 [2020-10-19 07:44:37,188][root][INFO] - ===> Epoch[4819](24091/5): Loss -0.8224, Sem 0.0187, dir -0.9867, norm 0.1456, swav 0.0000 LR: 6.300e-02 Score 99.371 Data time: 0.0916, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.5339 [2020-10-19 07:44:39,206][root][INFO] - ===> Epoch[4819](24092/5): Loss -0.8393, Sem 0.0190, dir -0.9864, norm 0.1282, swav 0.0000 LR: 6.300e-02 Score 99.353 Data time: 0.0739, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9080 [2020-10-19 07:44:41,482][root][INFO] - ===> Epoch[4819](24093/5): Loss -0.8193, Sem 0.0187, dir -0.9865, norm 0.1486, swav 0.0000 LR: 6.300e-02 Score 99.357 Data time: 0.1015, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1884 [2020-10-19 07:44:43,844][root][INFO] - ===> Epoch[4819](24094/5): Loss -0.8311, Sem 0.0166, dir -0.9860, norm 0.1383, swav 0.0000 LR: 6.300e-02 Score 99.437 Data time: 0.0726, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2506 [2020-10-19 07:44:46,233][root][INFO] - ===> Epoch[4819](24095/5): Loss -0.8256, Sem 0.0195, dir -0.9854, norm 0.1402, swav 0.0000 LR: 6.300e-02 Score 99.337 Data time: 0.0825, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.3164 [2020-10-19 07:44:48,462][root][INFO] - ===> Epoch[4820](24096/5): Loss -0.8237, Sem 0.0201, dir -0.9857, norm 0.1419, swav 0.0000 LR: 6.299e-02 Score 99.325 Data time: 0.0798, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1230 [2020-10-19 07:44:50,659][root][INFO] - ===> Epoch[4820](24097/5): Loss -0.8142, Sem 0.0188, dir -0.9857, norm 0.1527, swav 0.0000 LR: 6.299e-02 Score 99.364 Data time: 0.0697, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0870 [2020-10-19 07:44:53,089][root][INFO] - ===> Epoch[4820](24098/5): Loss -0.8271, Sem 0.0184, dir -0.9862, norm 0.1407, swav 0.0000 LR: 6.299e-02 Score 99.383 Data time: 0.0723, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.3453 [2020-10-19 07:44:55,200][root][INFO] - ===> Epoch[4820](24099/5): Loss -0.8247, Sem 0.0196, dir -0.9859, norm 0.1416, swav 0.0000 LR: 6.299e-02 Score 99.336 Data time: 0.0685, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9990 [2020-10-19 07:44:57,356][root][INFO] - ===> Epoch[4820](24100/5): Loss -0.8291, Sem 0.0182, dir -0.9860, norm 0.1387, swav 0.0000 LR: 6.299e-02 Score 99.389 Data time: 0.0933, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0698 [2020-10-19 07:44:58,339][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 07:45:00,366][root][INFO] - ===> Epoch[4821](24101/5): Loss -0.8097, Sem 0.0201, dir -0.9854, norm 0.1556, swav 0.0000 LR: 6.299e-02 Score 99.323 Data time: 0.0843, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8343 [2020-10-19 07:45:02,592][root][INFO] - ===> Epoch[4821](24102/5): Loss -0.8151, Sem 0.0211, dir -0.9845, norm 0.1482, swav 0.0000 LR: 6.298e-02 Score 99.334 Data time: 0.0846, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1240 [2020-10-19 07:45:04,830][root][INFO] - ===> Epoch[4821](24103/5): Loss -0.8171, Sem 0.0189, dir -0.9856, norm 0.1497, swav 0.0000 LR: 6.298e-02 Score 99.360 Data time: 0.0552, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1247 [2020-10-19 07:45:06,742][root][INFO] - ===> Epoch[4821](24104/5): Loss -0.8198, Sem 0.0188, dir -0.9866, norm 0.1480, swav 0.0000 LR: 6.298e-02 Score 99.365 Data time: 0.0744, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8350 [2020-10-19 07:45:09,264][root][INFO] - ===> Epoch[4821](24105/5): Loss -0.8253, Sem 0.0191, dir -0.9860, norm 0.1415, swav 0.0000 LR: 6.298e-02 Score 99.386 Data time: 0.0626, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.4113 [2020-10-19 07:45:11,082][root][INFO] - ===> Epoch[4822](24106/5): Loss -0.8230, Sem 0.0195, dir -0.9854, norm 0.1429, swav 0.0000 LR: 6.298e-02 Score 99.333 Data time: 0.0594, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.7282 [2020-10-19 07:45:13,489][root][INFO] - ===> Epoch[4822](24107/5): Loss -0.8124, Sem 0.0180, dir -0.9851, norm 0.1548, swav 0.0000 LR: 6.298e-02 Score 99.399 Data time: 0.0989, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.3184 [2020-10-19 07:45:15,486][root][INFO] - ===> Epoch[4822](24108/5): Loss -0.8194, Sem 0.0189, dir -0.9858, norm 0.1474, swav 0.0000 LR: 6.297e-02 Score 99.363 Data time: 0.0779, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8627 [2020-10-19 07:45:17,638][root][INFO] - ===> Epoch[4822](24109/5): Loss -0.8107, Sem 0.0217, dir -0.9849, norm 0.1526, swav 0.0000 LR: 6.297e-02 Score 99.292 Data time: 0.0548, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0385 [2020-10-19 07:45:19,972][root][INFO] - ===> Epoch[4822](24110/5): Loss -0.8064, Sem 0.0213, dir -0.9852, norm 0.1575, swav 0.0000 LR: 6.297e-02 Score 99.292 Data time: 0.0723, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2607 [2020-10-19 07:45:22,020][root][INFO] - ===> Epoch[4823](24111/5): Loss -0.7951, Sem 0.0182, dir -0.9845, norm 0.1712, swav 0.0000 LR: 6.297e-02 Score 99.393 Data time: 0.0710, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9328 [2020-10-19 07:45:24,302][root][INFO] - ===> Epoch[4823](24112/5): Loss -0.8104, Sem 0.0213, dir -0.9848, norm 0.1531, swav 0.0000 LR: 6.297e-02 Score 99.292 Data time: 0.0615, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1885 [2020-10-19 07:45:26,093][root][INFO] - ===> Epoch[4823](24113/5): Loss -0.8173, Sem 0.0204, dir -0.9852, norm 0.1475, swav 0.0000 LR: 6.297e-02 Score 99.312 Data time: 0.0717, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.6976 [2020-10-19 07:45:28,217][root][INFO] - ===> Epoch[4823](24114/5): Loss -0.8080, Sem 0.0222, dir -0.9847, norm 0.1544, swav 0.0000 LR: 6.297e-02 Score 99.244 Data time: 0.1760, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0318 [2020-10-19 07:45:30,184][root][INFO] - ===> Epoch[4823](24115/5): Loss -0.8124, Sem 0.0177, dir -0.9847, norm 0.1546, swav 0.0000 LR: 6.296e-02 Score 99.416 Data time: 0.2085, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8416 [2020-10-19 07:45:32,495][root][INFO] - ===> Epoch[4824](24116/5): Loss -0.8143, Sem 0.0195, dir -0.9850, norm 0.1513, swav 0.0000 LR: 6.296e-02 Score 99.359 Data time: 0.0889, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2024 [2020-10-19 07:45:34,401][root][INFO] - ===> Epoch[4824](24117/5): Loss -0.8409, Sem 0.0183, dir -0.9867, norm 0.1275, swav 0.0000 LR: 6.296e-02 Score 99.376 Data time: 0.1037, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.7924 [2020-10-19 07:45:36,571][root][INFO] - ===> Epoch[4824](24118/5): Loss -0.8154, Sem 0.0202, dir -0.9847, norm 0.1491, swav 0.0000 LR: 6.296e-02 Score 99.321 Data time: 0.0735, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0769 [2020-10-19 07:45:39,007][root][INFO] - ===> Epoch[4824](24119/5): Loss -0.8097, Sem 0.0186, dir -0.9849, norm 0.1565, swav 0.0000 LR: 6.296e-02 Score 99.381 Data time: 0.0859, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.3184 [2020-10-19 07:45:41,030][root][INFO] - ===> Epoch[4824](24120/5): Loss -0.8043, Sem 0.0229, dir -0.9843, norm 0.1570, swav 0.0000 LR: 6.296e-02 Score 99.245 Data time: 0.0732, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9002 [2020-10-19 07:45:43,352][root][INFO] - ===> Epoch[4825](24121/5): Loss -0.8135, Sem 0.0204, dir -0.9851, norm 0.1513, swav 0.0000 LR: 6.295e-02 Score 99.320 Data time: 0.0945, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1969 [2020-10-19 07:45:45,552][root][INFO] - ===> Epoch[4825](24122/5): Loss -0.8380, Sem 0.0174, dir -0.9877, norm 0.1323, swav 0.0000 LR: 6.295e-02 Score 99.407 Data time: 0.1368, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0903 [2020-10-19 07:45:48,092][root][INFO] - ===> Epoch[4825](24123/5): Loss -0.7893, Sem 0.0210, dir -0.9838, norm 0.1736, swav 0.0000 LR: 6.295e-02 Score 99.324 Data time: 0.1397, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.4471 [2020-10-19 07:45:50,435][root][INFO] - ===> Epoch[4825](24124/5): Loss -0.8104, Sem 0.0205, dir -0.9848, norm 0.1538, swav 0.0000 LR: 6.295e-02 Score 99.320 Data time: 0.0954, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.2166 [2020-10-19 07:45:52,452][root][INFO] - ===> Epoch[4825](24125/5): Loss -0.8232, Sem 0.0197, dir -0.9855, norm 0.1426, swav 0.0000 LR: 6.295e-02 Score 99.346 Data time: 0.0613, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9153 [2020-10-19 07:45:54,350][root][INFO] - ===> Epoch[4826](24126/5): Loss -0.8255, Sem 0.0205, dir -0.9860, norm 0.1400, swav 0.0000 LR: 6.295e-02 Score 99.319 Data time: 0.0797, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.8363 [2020-10-19 07:45:56,525][root][INFO] - ===> Epoch[4826](24127/5): Loss -0.8171, Sem 0.0192, dir -0.9870, norm 0.1507, swav 0.0000 LR: 6.294e-02 Score 99.341 Data time: 0.0791, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0747 [2020-10-19 07:45:58,788][root][INFO] - ===> Epoch[4826](24128/5): Loss -0.8208, Sem 0.0185, dir -0.9854, norm 0.1461, swav 0.0000 LR: 6.294e-02 Score 99.387 Data time: 0.0792, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1517 [2020-10-19 07:46:00,975][root][INFO] - ===> Epoch[4826](24129/5): Loss -0.8093, Sem 0.0202, dir -0.9837, norm 0.1542, swav 0.0000 LR: 6.294e-02 Score 99.321 Data time: 0.0611, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0756 [2020-10-19 07:46:02,951][root][INFO] - ===> Epoch[4826](24130/5): Loss -0.8306, Sem 0.0192, dir -0.9871, norm 0.1372, swav 0.0000 LR: 6.294e-02 Score 99.347 Data time: 0.0566, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.8971 [2020-10-19 07:46:05,471][root][INFO] - ===> Epoch[4827](24131/5): Loss -0.8239, Sem 0.0188, dir -0.9861, norm 0.1434, swav 0.0000 LR: 6.294e-02 Score 99.386 Data time: 0.0851, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.4505 [2020-10-19 07:46:07,637][root][INFO] - ===> Epoch[4827](24132/5): Loss -0.8331, Sem 0.0176, dir -0.9871, norm 0.1364, swav 0.0000 LR: 6.294e-02 Score 99.396 Data time: 0.0603, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0517 [2020-10-19 07:46:09,904][root][INFO] - ===> Epoch[4827](24133/5): Loss -0.8072, Sem 0.0181, dir -0.9865, norm 0.1612, swav 0.0000 LR: 6.294e-02 Score 99.405 Data time: 0.0839, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1605 [2020-10-19 07:46:12,505][root][INFO] - ===> Epoch[4827](24134/5): Loss -0.8188, Sem 0.0210, dir -0.9857, norm 0.1460, swav 0.0000 LR: 6.293e-02 Score 99.307 Data time: 0.0808, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.4971 [2020-10-19 07:46:14,443][root][INFO] - ===> Epoch[4827](24135/5): Loss -0.8312, Sem 0.0210, dir -0.9855, norm 0.1332, swav 0.0000 LR: 6.293e-02 Score 99.276 Data time: 0.0698, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.8371 [2020-10-19 07:46:16,615][root][INFO] - ===> Epoch[4828](24136/5): Loss -0.8172, Sem 0.0176, dir -0.9860, norm 0.1512, swav 0.0000 LR: 6.293e-02 Score 99.437 Data time: 0.0990, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0786 [2020-10-19 07:46:18,627][root][INFO] - ===> Epoch[4828](24137/5): Loss -0.8061, Sem 0.0197, dir -0.9866, norm 0.1608, swav 0.0000 LR: 6.293e-02 Score 99.349 Data time: 0.0620, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9099 [2020-10-19 07:46:20,683][root][INFO] - ===> Epoch[4828](24138/5): Loss -0.8225, Sem 0.0193, dir -0.9849, norm 0.1431, swav 0.0000 LR: 6.293e-02 Score 99.368 Data time: 0.0830, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9579 [2020-10-19 07:46:22,586][root][INFO] - ===> Epoch[4828](24139/5): Loss -0.8144, Sem 0.0216, dir -0.9842, norm 0.1482, swav 0.0000 LR: 6.293e-02 Score 99.276 Data time: 0.0683, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.7953 [2020-10-19 07:46:24,685][root][INFO] - ===> Epoch[4828](24140/5): Loss -0.8213, Sem 0.0211, dir -0.9852, norm 0.1427, swav 0.0000 LR: 6.292e-02 Score 99.300 Data time: 0.0844, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0205 [2020-10-19 07:46:26,805][root][INFO] - ===> Epoch[4829](24141/5): Loss -0.8186, Sem 0.0182, dir -0.9865, norm 0.1496, swav 0.0000 LR: 6.292e-02 Score 99.387 Data time: 0.0640, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0119 [2020-10-19 07:46:28,647][root][INFO] - ===> Epoch[4829](24142/5): Loss -0.8275, Sem 0.0182, dir -0.9864, norm 0.1407, swav 0.0000 LR: 6.292e-02 Score 99.381 Data time: 0.0660, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.7586 [2020-10-19 07:46:31,237][root][INFO] - ===> Epoch[4829](24143/5): Loss -0.8250, Sem 0.0181, dir -0.9855, norm 0.1424, swav 0.0000 LR: 6.292e-02 Score 99.398 Data time: 0.0950, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.4905 [2020-10-19 07:46:33,289][root][INFO] - ===> Epoch[4829](24144/5): Loss -0.8260, Sem 0.0183, dir -0.9865, norm 0.1421, swav 0.0000 LR: 6.292e-02 Score 99.384 Data time: 0.0784, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9249 [2020-10-19 07:46:35,548][root][INFO] - ===> Epoch[4829](24145/5): Loss -0.8224, Sem 0.0207, dir -0.9862, norm 0.1431, swav 0.0000 LR: 6.292e-02 Score 99.306 Data time: 0.0975, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1629 [2020-10-19 07:46:37,765][root][INFO] - ===> Epoch[4830](24146/5): Loss -0.8288, Sem 0.0180, dir -0.9861, norm 0.1393, swav 0.0000 LR: 6.291e-02 Score 99.388 Data time: 0.0718, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1372 [2020-10-19 07:46:40,383][root][INFO] - ===> Epoch[4830](24147/5): Loss -0.8246, Sem 0.0184, dir -0.9869, norm 0.1439, swav 0.0000 LR: 6.291e-02 Score 99.381 Data time: 0.0791, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.5459 [2020-10-19 07:46:42,534][root][INFO] - ===> Epoch[4830](24148/5): Loss -0.8120, Sem 0.0191, dir -0.9845, norm 0.1534, swav 0.0000 LR: 6.291e-02 Score 99.356 Data time: 0.0657, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0371 [2020-10-19 07:46:44,361][root][INFO] - ===> Epoch[4830](24149/5): Loss -0.8266, Sem 0.0190, dir -0.9862, norm 0.1406, swav 0.0000 LR: 6.291e-02 Score 99.352 Data time: 0.1005, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.7590 [2020-10-19 07:46:46,612][root][INFO] - ===> Epoch[4830](24150/5): Loss -0.8132, Sem 0.0190, dir -0.9846, norm 0.1524, swav 0.0000 LR: 6.291e-02 Score 99.369 Data time: 0.0685, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1372 [2020-10-19 07:46:49,294][root][INFO] - ===> Epoch[4831](24151/5): Loss -0.8191, Sem 0.0199, dir -0.9860, norm 0.1470, swav 0.0000 LR: 6.291e-02 Score 99.327 Data time: 0.1062, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.5911 [2020-10-19 07:46:51,749][root][INFO] - ===> Epoch[4831](24152/5): Loss -0.8146, Sem 0.0192, dir -0.9859, norm 0.1522, swav 0.0000 LR: 6.291e-02 Score 99.354 Data time: 0.0738, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.3499 [2020-10-19 07:46:53,897][root][INFO] - ===> Epoch[4831](24153/5): Loss -0.8106, Sem 0.0210, dir -0.9836, norm 0.1520, swav 0.0000 LR: 6.290e-02 Score 99.297 Data time: 0.0848, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0593 [2020-10-19 07:46:55,951][root][INFO] - ===> Epoch[4831](24154/5): Loss -0.8281, Sem 0.0169, dir -0.9872, norm 0.1423, swav 0.0000 LR: 6.290e-02 Score 99.434 Data time: 0.0885, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9526 [2020-10-19 07:46:58,310][root][INFO] - ===> Epoch[4831](24155/5): Loss -0.8213, Sem 0.0175, dir -0.9871, norm 0.1483, swav 0.0000 LR: 6.290e-02 Score 99.398 Data time: 0.0825, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.2505 [2020-10-19 07:47:00,696][root][INFO] - ===> Epoch[4832](24156/5): Loss -0.8172, Sem 0.0174, dir -0.9863, norm 0.1518, swav 0.0000 LR: 6.290e-02 Score 99.426 Data time: 0.3234, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.2807 [2020-10-19 07:47:02,873][root][INFO] - ===> Epoch[4832](24157/5): Loss -0.8187, Sem 0.0200, dir -0.9845, norm 0.1458, swav 0.0000 LR: 6.290e-02 Score 99.324 Data time: 0.0979, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0777 [2020-10-19 07:47:04,934][root][INFO] - ===> Epoch[4832](24158/5): Loss -0.7804, Sem 0.0231, dir -0.9851, norm 0.1816, swav 0.0000 LR: 6.290e-02 Score 99.236 Data time: 0.0820, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9572 [2020-10-19 07:47:07,101][root][INFO] - ===> Epoch[4832](24159/5): Loss -0.8124, Sem 0.0215, dir -0.9855, norm 0.1516, swav 0.0000 LR: 6.289e-02 Score 99.263 Data time: 0.0857, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0781 [2020-10-19 07:47:09,015][root][INFO] - ===> Epoch[4832](24160/5): Loss -0.8083, Sem 0.0179, dir -0.9861, norm 0.1599, swav 0.0000 LR: 6.289e-02 Score 99.404 Data time: 0.0772, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.8055 [2020-10-19 07:47:11,927][root][INFO] - ===> Epoch[4833](24161/5): Loss -0.8279, Sem 0.0166, dir -0.9867, norm 0.1423, swav 0.0000 LR: 6.289e-02 Score 99.444 Data time: 0.0776, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.8399 [2020-10-19 07:47:14,579][root][INFO] - ===> Epoch[4833](24162/5): Loss -0.8263, Sem 0.0194, dir -0.9854, norm 0.1397, swav 0.0000 LR: 6.289e-02 Score 99.331 Data time: 0.1112, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.5434 [2020-10-19 07:47:17,130][root][INFO] - ===> Epoch[4833](24163/5): Loss -0.8225, Sem 0.0182, dir -0.9865, norm 0.1458, swav 0.0000 LR: 6.289e-02 Score 99.396 Data time: 0.0663, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.4320 [2020-10-19 07:47:19,255][root][INFO] - ===> Epoch[4833](24164/5): Loss -0.8226, Sem 0.0200, dir -0.9860, norm 0.1435, swav 0.0000 LR: 6.289e-02 Score 99.334 Data time: 0.0559, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0447 [2020-10-19 07:47:21,948][root][INFO] - ===> Epoch[4833](24165/5): Loss -0.8104, Sem 0.0181, dir -0.9867, norm 0.1581, swav 0.0000 LR: 6.288e-02 Score 99.398 Data time: 0.0696, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.6447 [2020-10-19 07:47:24,415][root][INFO] - ===> Epoch[4834](24166/5): Loss -0.8208, Sem 0.0185, dir -0.9862, norm 0.1469, swav 0.0000 LR: 6.288e-02 Score 99.376 Data time: 0.0608, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.3674 [2020-10-19 07:47:26,463][root][INFO] - ===> Epoch[4834](24167/5): Loss -0.8291, Sem 0.0200, dir -0.9858, norm 0.1366, swav 0.0000 LR: 6.288e-02 Score 99.318 Data time: 0.0532, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9596 [2020-10-19 07:47:28,987][root][INFO] - ===> Epoch[4834](24168/5): Loss -0.8164, Sem 0.0223, dir -0.9854, norm 0.1467, swav 0.0000 LR: 6.288e-02 Score 99.266 Data time: 0.1084, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.4528 [2020-10-19 07:47:31,129][root][INFO] - ===> Epoch[4834](24169/5): Loss -0.8194, Sem 0.0201, dir -0.9856, norm 0.1460, swav 0.0000 LR: 6.288e-02 Score 99.329 Data time: 0.0602, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0071 [2020-10-19 07:47:32,982][root][INFO] - ===> Epoch[4834](24170/5): Loss -0.8222, Sem 0.0187, dir -0.9860, norm 0.1452, swav 0.0000 LR: 6.288e-02 Score 99.367 Data time: 0.0638, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.7816 [2020-10-19 07:47:34,953][root][INFO] - ===> Epoch[4835](24171/5): Loss -0.8170, Sem 0.0205, dir -0.9846, norm 0.1471, swav 0.0000 LR: 6.288e-02 Score 99.320 Data time: 0.0898, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.8761 [2020-10-19 07:47:37,572][root][INFO] - ===> Epoch[4835](24172/5): Loss -0.8212, Sem 0.0195, dir -0.9854, norm 0.1446, swav 0.0000 LR: 6.287e-02 Score 99.351 Data time: 0.0732, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.5114 [2020-10-19 07:47:39,650][root][INFO] - ===> Epoch[4835](24173/5): Loss -0.8236, Sem 0.0203, dir -0.9867, norm 0.1428, swav 0.0000 LR: 6.287e-02 Score 99.341 Data time: 0.0571, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9868 [2020-10-19 07:47:41,682][root][INFO] - ===> Epoch[4835](24174/5): Loss -0.8336, Sem 0.0188, dir -0.9859, norm 0.1335, swav 0.0000 LR: 6.287e-02 Score 99.361 Data time: 0.0607, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9870 [2020-10-19 07:47:43,707][root][INFO] - ===> Epoch[4835](24175/5): Loss -0.8238, Sem 0.0182, dir -0.9859, norm 0.1439, swav 0.0000 LR: 6.287e-02 Score 99.395 Data time: 0.0547, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9424 [2020-10-19 07:47:45,741][root][INFO] - ===> Epoch[4836](24176/5): Loss -0.8301, Sem 0.0175, dir -0.9861, norm 0.1386, swav 0.0000 LR: 6.287e-02 Score 99.410 Data time: 0.0435, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9711 [2020-10-19 07:47:47,919][root][INFO] - ===> Epoch[4836](24177/5): Loss -0.8239, Sem 0.0202, dir -0.9844, norm 0.1403, swav 0.0000 LR: 6.287e-02 Score 99.336 Data time: 0.0935, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0886 [2020-10-19 07:47:49,938][root][INFO] - ===> Epoch[4836](24178/5): Loss -0.8321, Sem 0.0184, dir -0.9863, norm 0.1358, swav 0.0000 LR: 6.286e-02 Score 99.374 Data time: 0.0810, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8895 [2020-10-19 07:47:51,983][root][INFO] - ===> Epoch[4836](24179/5): Loss -0.8236, Sem 0.0181, dir -0.9860, norm 0.1443, swav 0.0000 LR: 6.286e-02 Score 99.393 Data time: 0.0560, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9385 [2020-10-19 07:47:53,716][root][INFO] - ===> Epoch[4836](24180/5): Loss -0.8187, Sem 0.0210, dir -0.9866, norm 0.1469, swav 0.0000 LR: 6.286e-02 Score 99.296 Data time: 0.0669, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.6595 [2020-10-19 07:47:55,853][root][INFO] - ===> Epoch[4837](24181/5): Loss -0.8248, Sem 0.0209, dir -0.9840, norm 0.1384, swav 0.0000 LR: 6.286e-02 Score 99.278 Data time: 0.0718, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0352 [2020-10-19 07:47:57,839][root][INFO] - ===> Epoch[4837](24182/5): Loss -0.8181, Sem 0.0200, dir -0.9866, norm 0.1484, swav 0.0000 LR: 6.286e-02 Score 99.350 Data time: 0.0701, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.8970 [2020-10-19 07:48:00,472][root][INFO] - ===> Epoch[4837](24183/5): Loss -0.8236, Sem 0.0191, dir -0.9868, norm 0.1442, swav 0.0000 LR: 6.286e-02 Score 99.378 Data time: 0.0802, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.5405 [2020-10-19 07:48:02,692][root][INFO] - ===> Epoch[4837](24184/5): Loss -0.8269, Sem 0.0202, dir -0.9854, norm 0.1383, swav 0.0000 LR: 6.285e-02 Score 99.312 Data time: 0.0684, Forward time: 0.7759, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1136 [2020-10-19 07:48:04,593][root][INFO] - ===> Epoch[4837](24185/5): Loss -0.8250, Sem 0.0189, dir -0.9865, norm 0.1427, swav 0.0000 LR: 6.285e-02 Score 99.364 Data time: 0.0628, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.8055 [2020-10-19 07:48:06,523][root][INFO] - ===> Epoch[4838](24186/5): Loss -0.8209, Sem 0.0193, dir -0.9853, norm 0.1451, swav 0.0000 LR: 6.285e-02 Score 99.348 Data time: 0.0715, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.8494 [2020-10-19 07:48:08,844][root][INFO] - ===> Epoch[4838](24187/5): Loss -0.8301, Sem 0.0198, dir -0.9859, norm 0.1360, swav 0.0000 LR: 6.285e-02 Score 99.340 Data time: 0.0647, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.2124 [2020-10-19 07:48:11,692][root][INFO] - ===> Epoch[4838](24188/5): Loss -0.8271, Sem 0.0207, dir -0.9860, norm 0.1382, swav 0.0000 LR: 6.285e-02 Score 99.302 Data time: 0.0709, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.7837 [2020-10-19 07:48:14,432][root][INFO] - ===> Epoch[4838](24189/5): Loss -0.8127, Sem 0.0178, dir -0.9863, norm 0.1558, swav 0.0000 LR: 6.285e-02 Score 99.419 Data time: 0.0712, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.6252 [2020-10-19 07:48:17,207][root][INFO] - ===> Epoch[4838](24190/5): Loss -0.8207, Sem 0.0178, dir -0.9867, norm 0.1483, swav 0.0000 LR: 6.285e-02 Score 99.402 Data time: 0.0748, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.6710 [2020-10-19 07:48:19,267][root][INFO] - ===> Epoch[4839](24191/5): Loss -0.8197, Sem 0.0194, dir -0.9852, norm 0.1461, swav 0.0000 LR: 6.284e-02 Score 99.361 Data time: 0.0604, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9057 [2020-10-19 07:48:21,050][root][INFO] - ===> Epoch[4839](24192/5): Loss -0.8314, Sem 0.0192, dir -0.9871, norm 0.1365, swav 0.0000 LR: 6.284e-02 Score 99.345 Data time: 0.0628, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.7012 [2020-10-19 07:48:23,515][root][INFO] - ===> Epoch[4839](24193/5): Loss -0.8092, Sem 0.0201, dir -0.9855, norm 0.1562, swav 0.0000 LR: 6.284e-02 Score 99.326 Data time: 0.0654, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.3522 [2020-10-19 07:48:25,887][root][INFO] - ===> Epoch[4839](24194/5): Loss -0.8066, Sem 0.0196, dir -0.9855, norm 0.1593, swav 0.0000 LR: 6.284e-02 Score 99.342 Data time: 0.1058, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2757 [2020-10-19 07:48:27,789][root][INFO] - ===> Epoch[4839](24195/5): Loss -0.8414, Sem 0.0166, dir -0.9871, norm 0.1290, swav 0.0000 LR: 6.284e-02 Score 99.441 Data time: 0.0653, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.7843 [2020-10-19 07:48:30,043][root][INFO] - ===> Epoch[4840](24196/5): Loss -0.7857, Sem 0.0198, dir -0.9850, norm 0.1795, swav 0.0000 LR: 6.284e-02 Score 99.346 Data time: 0.0871, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1694 [2020-10-19 07:48:32,436][root][INFO] - ===> Epoch[4840](24197/5): Loss -0.8215, Sem 0.0189, dir -0.9864, norm 0.1460, swav 0.0000 LR: 6.283e-02 Score 99.355 Data time: 0.0978, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2910 [2020-10-19 07:48:35,180][root][INFO] - ===> Epoch[4840](24198/5): Loss -0.8080, Sem 0.0196, dir -0.9855, norm 0.1579, swav 0.0000 LR: 6.283e-02 Score 99.351 Data time: 0.0613, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.6537 [2020-10-19 07:48:37,522][root][INFO] - ===> Epoch[4840](24199/5): Loss -0.8163, Sem 0.0172, dir -0.9871, norm 0.1537, swav 0.0000 LR: 6.283e-02 Score 99.423 Data time: 0.0904, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2931 [2020-10-19 07:48:39,395][root][INFO] - ===> Epoch[4840](24200/5): Loss -0.8366, Sem 0.0182, dir -0.9873, norm 0.1325, swav 0.0000 LR: 6.283e-02 Score 99.370 Data time: 0.0737, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.7648 [2020-10-19 07:48:40,385][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 07:48:40,554][root][INFO] - ===> Start testing [2020-10-19 07:49:19,542][root][INFO] - 68/68: Data time: 0.0021, Iter time: 0.1180 Loss 0.841 (AVG: 0.504) Score 87.160 (AVG: 90.895) mIOU 71.067 mAP 84.227 mAcc 78.008 IOU: 62.644 0.259 86.033 74.514 94.458 91.940 37.648 80.884 98.569 68.969 80.039 86.601 61.308 mAP: 81.989 10.852 97.751 87.434 98.809 98.469 59.287 97.051 99.756 84.518 92.562 94.781 91.687 mAcc: 77.404 2.005 92.085 82.719 95.839 97.241 43.446 94.384 99.296 77.624 90.654 96.416 64.989 [2020-10-19 07:49:19,543][root][INFO] - Finished test. Elapsed time: 38.9870 [2020-10-19 07:49:22,369][root][INFO] - [2020-10-19 07:49:22,369][root][INFO] - ################################################################ [2020-10-19 07:49:22,369][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 07:49:22,369][root][INFO] - ################################################################ [2020-10-19 07:49:22,369][root][INFO] - clutter : nan nan nan [2020-10-19 07:49:22,369][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 07:49:22,369][root][INFO] - board : 0.759 0.846 0.927 [2020-10-19 07:49:22,369][root][INFO] - bookcase : 0.246 0.372 0.541 [2020-10-19 07:49:22,370][root][INFO] - ceiling : 0.409 0.466 0.596 [2020-10-19 07:49:22,370][root][INFO] - chair : 0.812 0.895 0.913 [2020-10-19 07:49:22,370][root][INFO] - column : 0.220 0.326 0.444 [2020-10-19 07:49:22,370][root][INFO] - door : 0.769 0.915 0.933 [2020-10-19 07:49:22,370][root][INFO] - floor : 0.915 0.935 0.950 [2020-10-19 07:49:22,370][root][INFO] - sofa : 0.405 0.717 0.818 [2020-10-19 07:49:22,370][root][INFO] - table : 0.153 0.305 0.629 [2020-10-19 07:49:22,370][root][INFO] - wall : 0.521 0.706 0.808 [2020-10-19 07:49:22,370][root][INFO] - window : 0.556 0.768 0.768 [2020-10-19 07:49:22,370][root][INFO] - ---------------------------------------------------------------- [2020-10-19 07:49:22,370][root][INFO] - average : 0.480 0.604 0.694 [2020-10-19 07:49:22,370][root][INFO] - [2020-10-19 07:49:22,522][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 07:49:22,523][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 07:49:23,981][root][INFO] - ===> Epoch[4841](24201/5): Loss -0.8056, Sem 0.0197, dir -0.9851, norm 0.1597, swav 0.0000 LR: 6.283e-02 Score 99.327 Data time: 0.0536, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.4521 [2020-10-19 07:49:26,221][root][INFO] - ===> Epoch[4841](24202/5): Loss -0.8269, Sem 0.0186, dir -0.9852, norm 0.1397, swav 0.0000 LR: 6.283e-02 Score 99.368 Data time: 0.0654, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1372 [2020-10-19 07:49:28,536][root][INFO] - ===> Epoch[4841](24203/5): Loss -0.8132, Sem 0.0201, dir -0.9854, norm 0.1521, swav 0.0000 LR: 6.282e-02 Score 99.311 Data time: 0.0639, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1997 [2020-10-19 07:49:30,466][root][INFO] - ===> Epoch[4841](24204/5): Loss -0.8319, Sem 0.0186, dir -0.9865, norm 0.1361, swav 0.0000 LR: 6.282e-02 Score 99.364 Data time: 0.0713, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8366 [2020-10-19 07:49:32,577][root][INFO] - ===> Epoch[4841](24205/5): Loss -0.8278, Sem 0.0180, dir -0.9858, norm 0.1400, swav 0.0000 LR: 6.282e-02 Score 99.381 Data time: 0.0754, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0155 [2020-10-19 07:49:34,745][root][INFO] - ===> Epoch[4842](24206/5): Loss -0.8146, Sem 0.0190, dir -0.9851, norm 0.1515, swav 0.0000 LR: 6.282e-02 Score 99.367 Data time: 0.0676, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0556 [2020-10-19 07:49:37,072][root][INFO] - ===> Epoch[4842](24207/5): Loss -0.8159, Sem 0.0192, dir -0.9862, norm 0.1510, swav 0.0000 LR: 6.282e-02 Score 99.336 Data time: 0.0761, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2111 [2020-10-19 07:49:39,210][root][INFO] - ===> Epoch[4842](24208/5): Loss -0.8198, Sem 0.0201, dir -0.9864, norm 0.1465, swav 0.0000 LR: 6.282e-02 Score 99.318 Data time: 0.0764, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0226 [2020-10-19 07:49:41,469][root][INFO] - ===> Epoch[4842](24209/5): Loss -0.8299, Sem 0.0200, dir -0.9863, norm 0.1364, swav 0.0000 LR: 6.282e-02 Score 99.321 Data time: 0.0655, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1757 [2020-10-19 07:49:43,786][root][INFO] - ===> Epoch[4842](24210/5): Loss -0.7961, Sem 0.0161, dir -0.9851, norm 0.1729, swav 0.0000 LR: 6.281e-02 Score 99.445 Data time: 0.0797, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2256 [2020-10-19 07:49:45,991][root][INFO] - ===> Epoch[4843](24211/5): Loss -0.8160, Sem 0.0175, dir -0.9854, norm 0.1519, swav 0.0000 LR: 6.281e-02 Score 99.422 Data time: 0.0732, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0922 [2020-10-19 07:49:47,853][root][INFO] - ===> Epoch[4843](24212/5): Loss -0.8191, Sem 0.0227, dir -0.9847, norm 0.1429, swav 0.0000 LR: 6.281e-02 Score 99.235 Data time: 0.0984, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.7619 [2020-10-19 07:49:49,834][root][INFO] - ===> Epoch[4843](24213/5): Loss -0.8206, Sem 0.0177, dir -0.9859, norm 0.1476, swav 0.0000 LR: 6.281e-02 Score 99.409 Data time: 0.1092, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8867 [2020-10-19 07:49:52,501][root][INFO] - ===> Epoch[4843](24214/5): Loss -0.8240, Sem 0.0235, dir -0.9855, norm 0.1381, swav 0.0000 LR: 6.281e-02 Score 99.225 Data time: 0.0566, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.5615 [2020-10-19 07:49:54,450][root][INFO] - ===> Epoch[4843](24215/5): Loss -0.8276, Sem 0.0207, dir -0.9867, norm 0.1384, swav 0.0000 LR: 6.281e-02 Score 99.314 Data time: 0.0966, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8574 [2020-10-19 07:49:56,504][root][INFO] - ===> Epoch[4844](24216/5): Loss -0.8357, Sem 0.0189, dir -0.9872, norm 0.1326, swav 0.0000 LR: 6.280e-02 Score 99.358 Data time: 0.0630, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9490 [2020-10-19 07:49:58,346][root][INFO] - ===> Epoch[4844](24217/5): Loss -0.8167, Sem 0.0167, dir -0.9852, norm 0.1517, swav 0.0000 LR: 6.280e-02 Score 99.431 Data time: 0.0695, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.7534 [2020-10-19 07:50:00,780][root][INFO] - ===> Epoch[4844](24218/5): Loss -0.8142, Sem 0.0172, dir -0.9859, norm 0.1546, swav 0.0000 LR: 6.280e-02 Score 99.429 Data time: 0.0850, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.3491 [2020-10-19 07:50:03,620][root][INFO] - ===> Epoch[4844](24219/5): Loss -0.8229, Sem 0.0209, dir -0.9858, norm 0.1421, swav 0.0000 LR: 6.280e-02 Score 99.304 Data time: 0.1044, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.7227 [2020-10-19 07:50:06,394][root][INFO] - ===> Epoch[4844](24220/5): Loss -0.8215, Sem 0.0203, dir -0.9862, norm 0.1444, swav 0.0000 LR: 6.280e-02 Score 99.311 Data time: 0.0635, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.6556 [2020-10-19 07:50:08,684][root][INFO] - ===> Epoch[4845](24221/5): Loss -0.8345, Sem 0.0180, dir -0.9878, norm 0.1353, swav 0.0000 LR: 6.280e-02 Score 99.386 Data time: 0.0582, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.2011 [2020-10-19 07:50:10,674][root][INFO] - ===> Epoch[4845](24222/5): Loss -0.8281, Sem 0.0219, dir -0.9850, norm 0.1349, swav 0.0000 LR: 6.279e-02 Score 99.257 Data time: 0.0782, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9327 [2020-10-19 07:50:13,176][root][INFO] - ===> Epoch[4845](24223/5): Loss -0.8193, Sem 0.0164, dir -0.9859, norm 0.1503, swav 0.0000 LR: 6.279e-02 Score 99.457 Data time: 0.0951, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.4026 [2020-10-19 07:50:15,979][root][INFO] - ===> Epoch[4845](24224/5): Loss -0.8233, Sem 0.0184, dir -0.9865, norm 0.1449, swav 0.0000 LR: 6.279e-02 Score 99.384 Data time: 0.1051, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.6601 [2020-10-19 07:50:18,094][root][INFO] - ===> Epoch[4845](24225/5): Loss -0.8215, Sem 0.0200, dir -0.9846, norm 0.1431, swav 0.0000 LR: 6.279e-02 Score 99.320 Data time: 0.0889, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.0187 [2020-10-19 07:50:20,209][root][INFO] - ===> Epoch[4846](24226/5): Loss -0.8301, Sem 0.0172, dir -0.9870, norm 0.1397, swav 0.0000 LR: 6.279e-02 Score 99.431 Data time: 0.0921, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0122 [2020-10-19 07:50:22,152][root][INFO] - ===> Epoch[4846](24227/5): Loss -0.8234, Sem 0.0204, dir -0.9856, norm 0.1419, swav 0.0000 LR: 6.279e-02 Score 99.314 Data time: 0.0689, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8305 [2020-10-19 07:50:24,137][root][INFO] - ===> Epoch[4846](24228/5): Loss -0.8266, Sem 0.0162, dir -0.9875, norm 0.1447, swav 0.0000 LR: 6.279e-02 Score 99.457 Data time: 0.0867, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9090 [2020-10-19 07:50:26,219][root][INFO] - ===> Epoch[4846](24229/5): Loss -0.8235, Sem 0.0207, dir -0.9861, norm 0.1419, swav 0.0000 LR: 6.278e-02 Score 99.303 Data time: 0.0500, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9619 [2020-10-19 07:50:28,406][root][INFO] - ===> Epoch[4846](24230/5): Loss -0.8323, Sem 0.0184, dir -0.9863, norm 0.1356, swav 0.0000 LR: 6.278e-02 Score 99.371 Data time: 0.0664, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1081 [2020-10-19 07:50:30,325][root][INFO] - ===> Epoch[4847](24231/5): Loss -0.8036, Sem 0.0214, dir -0.9853, norm 0.1603, swav 0.0000 LR: 6.278e-02 Score 99.289 Data time: 0.0791, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8417 [2020-10-19 07:50:32,288][root][INFO] - ===> Epoch[4847](24232/5): Loss -0.8243, Sem 0.0185, dir -0.9858, norm 0.1429, swav 0.0000 LR: 6.278e-02 Score 99.381 Data time: 0.1718, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8639 [2020-10-19 07:50:34,552][root][INFO] - ===> Epoch[4847](24233/5): Loss -0.8194, Sem 0.0193, dir -0.9853, norm 0.1467, swav 0.0000 LR: 6.278e-02 Score 99.361 Data time: 0.0976, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1779 [2020-10-19 07:50:37,195][root][INFO] - ===> Epoch[4847](24234/5): Loss -0.8164, Sem 0.0196, dir -0.9863, norm 0.1502, swav 0.0000 LR: 6.278e-02 Score 99.336 Data time: 0.1289, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.5249 [2020-10-19 07:50:39,706][root][INFO] - ===> Epoch[4847](24235/5): Loss -0.8106, Sem 0.0200, dir -0.9852, norm 0.1546, swav 0.0000 LR: 6.277e-02 Score 99.330 Data time: 0.0556, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.4070 [2020-10-19 07:50:41,661][root][INFO] - ===> Epoch[4848](24236/5): Loss -0.8351, Sem 0.0175, dir -0.9861, norm 0.1335, swav 0.0000 LR: 6.277e-02 Score 99.400 Data time: 0.0507, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8769 [2020-10-19 07:50:43,581][root][INFO] - ===> Epoch[4848](24237/5): Loss -0.8296, Sem 0.0194, dir -0.9865, norm 0.1374, swav 0.0000 LR: 6.277e-02 Score 99.347 Data time: 0.0586, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8347 [2020-10-19 07:50:45,646][root][INFO] - ===> Epoch[4848](24238/5): Loss -0.8245, Sem 0.0191, dir -0.9859, norm 0.1423, swav 0.0000 LR: 6.277e-02 Score 99.362 Data time: 0.0949, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9806 [2020-10-19 07:50:47,970][root][INFO] - ===> Epoch[4848](24239/5): Loss -0.8246, Sem 0.0177, dir -0.9860, norm 0.1437, swav 0.0000 LR: 6.277e-02 Score 99.412 Data time: 0.2015, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2209 [2020-10-19 07:50:50,253][root][INFO] - ===> Epoch[4848](24240/5): Loss -0.8290, Sem 0.0183, dir -0.9859, norm 0.1386, swav 0.0000 LR: 6.277e-02 Score 99.390 Data time: 0.0812, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1595 [2020-10-19 07:50:52,621][root][INFO] - ===> Epoch[4849](24241/5): Loss -0.8190, Sem 0.0206, dir -0.9860, norm 0.1464, swav 0.0000 LR: 6.276e-02 Score 99.347 Data time: 0.1066, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2559 [2020-10-19 07:50:54,612][root][INFO] - ===> Epoch[4849](24242/5): Loss -0.8327, Sem 0.0193, dir -0.9862, norm 0.1342, swav 0.0000 LR: 6.276e-02 Score 99.324 Data time: 0.1044, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8732 [2020-10-19 07:50:56,826][root][INFO] - ===> Epoch[4849](24243/5): Loss -0.8111, Sem 0.0213, dir -0.9845, norm 0.1520, swav 0.0000 LR: 6.276e-02 Score 99.276 Data time: 0.0769, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1047 [2020-10-19 07:50:59,244][root][INFO] - ===> Epoch[4849](24244/5): Loss -0.8242, Sem 0.0187, dir -0.9865, norm 0.1436, swav 0.0000 LR: 6.276e-02 Score 99.367 Data time: 0.0832, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.3301 [2020-10-19 07:51:01,590][root][INFO] - ===> Epoch[4849](24245/5): Loss -0.8239, Sem 0.0157, dir -0.9868, norm 0.1472, swav 0.0000 LR: 6.276e-02 Score 99.485 Data time: 0.0504, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2355 [2020-10-19 07:51:04,027][root][INFO] - ===> Epoch[4850](24246/5): Loss -0.8074, Sem 0.0197, dir -0.9861, norm 0.1590, swav 0.0000 LR: 6.276e-02 Score 99.339 Data time: 0.0526, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.3213 [2020-10-19 07:51:06,075][root][INFO] - ===> Epoch[4850](24247/5): Loss -0.8213, Sem 0.0208, dir -0.9855, norm 0.1435, swav 0.0000 LR: 6.276e-02 Score 99.304 Data time: 0.0649, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9798 [2020-10-19 07:51:08,640][root][INFO] - ===> Epoch[4850](24248/5): Loss -0.8216, Sem 0.0199, dir -0.9861, norm 0.1446, swav 0.0000 LR: 6.275e-02 Score 99.335 Data time: 0.0691, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.4862 [2020-10-19 07:51:11,045][root][INFO] - ===> Epoch[4850](24249/5): Loss -0.8227, Sem 0.0196, dir -0.9843, norm 0.1420, swav 0.0000 LR: 6.275e-02 Score 99.340 Data time: 0.0667, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.2958 [2020-10-19 07:51:13,243][root][INFO] - ===> Epoch[4850](24250/5): Loss -0.8221, Sem 0.0188, dir -0.9866, norm 0.1457, swav 0.0000 LR: 6.275e-02 Score 99.360 Data time: 0.0673, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1317 [2020-10-19 07:51:15,498][root][INFO] - ===> Epoch[4851](24251/5): Loss -0.8204, Sem 0.0184, dir -0.9862, norm 0.1474, swav 0.0000 LR: 6.275e-02 Score 99.387 Data time: 0.0568, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1423 [2020-10-19 07:51:17,598][root][INFO] - ===> Epoch[4851](24252/5): Loss -0.8208, Sem 0.0197, dir -0.9864, norm 0.1459, swav 0.0000 LR: 6.275e-02 Score 99.338 Data time: 0.0789, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.0244 [2020-10-19 07:51:19,818][root][INFO] - ===> Epoch[4851](24253/5): Loss -0.7949, Sem 0.0197, dir -0.9842, norm 0.1697, swav 0.0000 LR: 6.275e-02 Score 99.358 Data time: 0.0591, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.1115 [2020-10-19 07:51:21,439][root][INFO] - ===> Epoch[4851](24254/5): Loss -0.8190, Sem 0.0204, dir -0.9849, norm 0.1455, swav 0.0000 LR: 6.274e-02 Score 99.306 Data time: 0.0546, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.5219 [2020-10-19 07:51:23,598][root][INFO] - ===> Epoch[4851](24255/5): Loss -0.8196, Sem 0.0221, dir -0.9866, norm 0.1449, swav 0.0000 LR: 6.274e-02 Score 99.276 Data time: 0.0937, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.0660 [2020-10-19 07:51:25,522][root][INFO] - ===> Epoch[4852](24256/5): Loss -0.8264, Sem 0.0179, dir -0.9880, norm 0.1437, swav 0.0000 LR: 6.274e-02 Score 99.400 Data time: 0.0884, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 1.8310 [2020-10-19 07:51:28,018][root][INFO] - ===> Epoch[4852](24257/5): Loss -0.7985, Sem 0.0211, dir -0.9835, norm 0.1639, swav 0.0000 LR: 6.274e-02 Score 99.296 Data time: 0.1982, Forward time: 0.7758, Backward time: 1.1726, DDP time: 0.0031, Total iter time: 2.3925 [2020-10-19 07:51:30,305][root][INFO] - ===> Epoch[4852](24258/5): Loss -0.7949, Sem 0.0226, dir -0.9850, norm 0.1675, swav 0.0000 LR: 6.274e-02 Score 99.238 Data time: 0.1082, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1720 [2020-10-19 07:51:32,496][root][INFO] - ===> Epoch[4852](24259/5): Loss -0.8141, Sem 0.0230, dir -0.9844, norm 0.1472, swav 0.0000 LR: 6.274e-02 Score 99.232 Data time: 0.0834, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0586 [2020-10-19 07:51:34,496][root][INFO] - ===> Epoch[4852](24260/5): Loss -0.8134, Sem 0.0193, dir -0.9861, norm 0.1534, swav 0.0000 LR: 6.273e-02 Score 99.346 Data time: 0.0853, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8941 [2020-10-19 07:51:36,674][root][INFO] - ===> Epoch[4853](24261/5): Loss -0.8153, Sem 0.0187, dir -0.9866, norm 0.1526, swav 0.0000 LR: 6.273e-02 Score 99.380 Data time: 0.1023, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0655 [2020-10-19 07:51:38,771][root][INFO] - ===> Epoch[4853](24262/5): Loss -0.7993, Sem 0.0211, dir -0.9845, norm 0.1641, swav 0.0000 LR: 6.273e-02 Score 99.290 Data time: 0.0951, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9909 [2020-10-19 07:51:40,784][root][INFO] - ===> Epoch[4853](24263/5): Loss -0.7955, Sem 0.0265, dir -0.9832, norm 0.1611, swav 0.0000 LR: 6.273e-02 Score 99.205 Data time: 0.0791, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9003 [2020-10-19 07:51:43,062][root][INFO] - ===> Epoch[4853](24264/5): Loss -0.8066, Sem 0.0211, dir -0.9859, norm 0.1582, swav 0.0000 LR: 6.273e-02 Score 99.320 Data time: 0.0732, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1832 [2020-10-19 07:51:45,169][root][INFO] - ===> Epoch[4853](24265/5): Loss -0.8156, Sem 0.0208, dir -0.9857, norm 0.1494, swav 0.0000 LR: 6.273e-02 Score 99.301 Data time: 0.0770, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0104 [2020-10-19 07:51:47,303][root][INFO] - ===> Epoch[4854](24266/5): Loss -0.8161, Sem 0.0229, dir -0.9872, norm 0.1482, swav 0.0000 LR: 6.273e-02 Score 99.249 Data time: 0.0813, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0204 [2020-10-19 07:51:49,483][root][INFO] - ===> Epoch[4854](24267/5): Loss -0.8070, Sem 0.0224, dir -0.9829, norm 0.1536, swav 0.0000 LR: 6.272e-02 Score 99.273 Data time: 0.0612, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0707 [2020-10-19 07:51:51,975][root][INFO] - ===> Epoch[4854](24268/5): Loss -0.8018, Sem 0.0204, dir -0.9840, norm 0.1619, swav 0.0000 LR: 6.272e-02 Score 99.318 Data time: 0.0676, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.4359 [2020-10-19 07:51:54,103][root][INFO] - ===> Epoch[4854](24269/5): Loss -0.8127, Sem 0.0192, dir -0.9847, norm 0.1529, swav 0.0000 LR: 6.272e-02 Score 99.365 Data time: 0.0788, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0298 [2020-10-19 07:51:56,304][root][INFO] - ===> Epoch[4854](24270/5): Loss -0.8024, Sem 0.0207, dir -0.9852, norm 0.1620, swav 0.0000 LR: 6.272e-02 Score 99.305 Data time: 0.0916, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1038 [2020-10-19 07:51:58,111][root][INFO] - ===> Epoch[4855](24271/5): Loss -0.8190, Sem 0.0223, dir -0.9854, norm 0.1441, swav 0.0000 LR: 6.272e-02 Score 99.260 Data time: 0.0691, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.6970 [2020-10-19 07:52:00,014][root][INFO] - ===> Epoch[4855](24272/5): Loss -0.8306, Sem 0.0199, dir -0.9862, norm 0.1357, swav 0.0000 LR: 6.272e-02 Score 99.315 Data time: 0.1373, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8255 [2020-10-19 07:52:02,124][root][INFO] - ===> Epoch[4855](24273/5): Loss -0.8097, Sem 0.0211, dir -0.9857, norm 0.1548, swav 0.0000 LR: 6.271e-02 Score 99.287 Data time: 0.0874, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0130 [2020-10-19 07:52:04,276][root][INFO] - ===> Epoch[4855](24274/5): Loss -0.7991, Sem 0.0244, dir -0.9829, norm 0.1593, swav 0.0000 LR: 6.271e-02 Score 99.198 Data time: 0.0862, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0404 [2020-10-19 07:52:06,687][root][INFO] - ===> Epoch[4855](24275/5): Loss -0.8069, Sem 0.0178, dir -0.9864, norm 0.1617, swav 0.0000 LR: 6.271e-02 Score 99.404 Data time: 0.0847, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.3226 [2020-10-19 07:52:08,751][root][INFO] - ===> Epoch[4856](24276/5): Loss -0.8177, Sem 0.0220, dir -0.9859, norm 0.1462, swav 0.0000 LR: 6.271e-02 Score 99.283 Data time: 0.1396, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9531 [2020-10-19 07:52:10,800][root][INFO] - ===> Epoch[4856](24277/5): Loss -0.8038, Sem 0.0232, dir -0.9829, norm 0.1559, swav 0.0000 LR: 6.271e-02 Score 99.239 Data time: 0.0744, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9594 [2020-10-19 07:52:13,322][root][INFO] - ===> Epoch[4856](24278/5): Loss -0.8112, Sem 0.0219, dir -0.9862, norm 0.1531, swav 0.0000 LR: 6.271e-02 Score 99.253 Data time: 0.0886, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.4490 [2020-10-19 07:52:15,258][root][INFO] - ===> Epoch[4856](24279/5): Loss -0.8141, Sem 0.0209, dir -0.9863, norm 0.1513, swav 0.0000 LR: 6.270e-02 Score 99.305 Data time: 0.0818, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8140 [2020-10-19 07:52:17,319][root][INFO] - ===> Epoch[4856](24280/5): Loss -0.8017, Sem 0.0204, dir -0.9856, norm 0.1634, swav 0.0000 LR: 6.270e-02 Score 99.322 Data time: 0.0729, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9605 [2020-10-19 07:52:19,275][root][INFO] - ===> Epoch[4857](24281/5): Loss -0.8263, Sem 0.0221, dir -0.9844, norm 0.1360, swav 0.0000 LR: 6.270e-02 Score 99.291 Data time: 0.0737, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8531 [2020-10-19 07:52:21,546][root][INFO] - ===> Epoch[4857](24282/5): Loss -0.8050, Sem 0.0220, dir -0.9846, norm 0.1577, swav 0.0000 LR: 6.270e-02 Score 99.265 Data time: 0.0810, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1736 [2020-10-19 07:52:24,132][root][INFO] - ===> Epoch[4857](24283/5): Loss -0.7937, Sem 0.0290, dir -0.9843, norm 0.1616, swav 0.0000 LR: 6.270e-02 Score 99.195 Data time: 0.0743, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.4711 [2020-10-19 07:52:26,211][root][INFO] - ===> Epoch[4857](24284/5): Loss -0.8323, Sem 0.0194, dir -0.9871, norm 0.1354, swav 0.0000 LR: 6.270e-02 Score 99.342 Data time: 0.0894, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9948 [2020-10-19 07:52:28,654][root][INFO] - ===> Epoch[4857](24285/5): Loss -0.8222, Sem 0.0203, dir -0.9851, norm 0.1426, swav 0.0000 LR: 6.270e-02 Score 99.325 Data time: 0.0800, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.3456 [2020-10-19 07:52:30,642][root][INFO] - ===> Epoch[4858](24286/5): Loss -0.8141, Sem 0.0284, dir -0.9845, norm 0.1420, swav 0.0000 LR: 6.269e-02 Score 99.155 Data time: 0.0663, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8626 [2020-10-19 07:52:32,770][root][INFO] - ===> Epoch[4858](24287/5): Loss -0.8234, Sem 0.0221, dir -0.9851, norm 0.1396, swav 0.0000 LR: 6.269e-02 Score 99.264 Data time: 0.0783, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0173 [2020-10-19 07:52:34,789][root][INFO] - ===> Epoch[4858](24288/5): Loss -0.8084, Sem 0.0206, dir -0.9846, norm 0.1555, swav 0.0000 LR: 6.269e-02 Score 99.321 Data time: 0.0784, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9229 [2020-10-19 07:52:36,910][root][INFO] - ===> Epoch[4858](24289/5): Loss -0.8150, Sem 0.0216, dir -0.9859, norm 0.1493, swav 0.0000 LR: 6.269e-02 Score 99.270 Data time: 0.0807, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0402 [2020-10-19 07:52:39,181][root][INFO] - ===> Epoch[4858](24290/5): Loss -0.8424, Sem 0.0191, dir -0.9871, norm 0.1256, swav 0.0000 LR: 6.269e-02 Score 99.352 Data time: 0.0724, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1554 [2020-10-19 07:52:41,216][root][INFO] - ===> Epoch[4859](24291/5): Loss -0.8119, Sem 0.0219, dir -0.9842, norm 0.1504, swav 0.0000 LR: 6.269e-02 Score 99.261 Data time: 0.0728, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9244 [2020-10-19 07:52:43,318][root][INFO] - ===> Epoch[4859](24292/5): Loss -0.8192, Sem 0.0206, dir -0.9852, norm 0.1455, swav 0.0000 LR: 6.268e-02 Score 99.313 Data time: 0.1245, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0115 [2020-10-19 07:52:45,224][root][INFO] - ===> Epoch[4859](24293/5): Loss -0.8052, Sem 0.0232, dir -0.9835, norm 0.1551, swav 0.0000 LR: 6.268e-02 Score 99.236 Data time: 0.0822, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.7911 [2020-10-19 07:52:47,082][root][INFO] - ===> Epoch[4859](24294/5): Loss -0.8289, Sem 0.0185, dir -0.9861, norm 0.1387, swav 0.0000 LR: 6.268e-02 Score 99.375 Data time: 0.0753, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.7578 [2020-10-19 07:52:49,802][root][INFO] - ===> Epoch[4859](24295/5): Loss -0.7950, Sem 0.0210, dir -0.9852, norm 0.1691, swav 0.0000 LR: 6.268e-02 Score 99.312 Data time: 0.0624, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.6062 [2020-10-19 07:52:51,814][root][INFO] - ===> Epoch[4860](24296/5): Loss -0.8247, Sem 0.0211, dir -0.9859, norm 0.1401, swav 0.0000 LR: 6.268e-02 Score 99.299 Data time: 0.0688, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9276 [2020-10-19 07:52:53,783][root][INFO] - ===> Epoch[4860](24297/5): Loss -0.8159, Sem 0.0209, dir -0.9851, norm 0.1483, swav 0.0000 LR: 6.268e-02 Score 99.293 Data time: 0.1200, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.8642 [2020-10-19 07:52:56,151][root][INFO] - ===> Epoch[4860](24298/5): Loss -0.8116, Sem 0.0222, dir -0.9842, norm 0.1503, swav 0.0000 LR: 6.267e-02 Score 99.258 Data time: 0.1242, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.2640 [2020-10-19 07:52:58,321][root][INFO] - ===> Epoch[4860](24299/5): Loss -0.8286, Sem 0.0198, dir -0.9862, norm 0.1379, swav 0.0000 LR: 6.267e-02 Score 99.366 Data time: 0.0847, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0395 [2020-10-19 07:53:00,673][root][INFO] - ===> Epoch[4860](24300/5): Loss -0.8094, Sem 0.0202, dir -0.9861, norm 0.1564, swav 0.0000 LR: 6.267e-02 Score 99.323 Data time: 0.0761, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.2752 [2020-10-19 07:53:02,715][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 07:53:04,449][root][INFO] - ===> Epoch[4861](24301/5): Loss -0.8363, Sem 0.0181, dir -0.9869, norm 0.1325, swav 0.0000 LR: 6.267e-02 Score 99.384 Data time: 0.0680, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.5195 [2020-10-19 07:53:06,921][root][INFO] - ===> Epoch[4861](24302/5): Loss -0.8195, Sem 0.0211, dir -0.9850, norm 0.1443, swav 0.0000 LR: 6.267e-02 Score 99.292 Data time: 0.1097, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.3826 [2020-10-19 07:53:09,209][root][INFO] - ===> Epoch[4861](24303/5): Loss -0.8129, Sem 0.0204, dir -0.9846, norm 0.1513, swav 0.0000 LR: 6.267e-02 Score 99.309 Data time: 0.0815, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1848 [2020-10-19 07:53:11,384][root][INFO] - ===> Epoch[4861](24304/5): Loss -0.8068, Sem 0.0223, dir -0.9829, norm 0.1537, swav 0.0000 LR: 6.267e-02 Score 99.270 Data time: 0.1672, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0624 [2020-10-19 07:53:13,561][root][INFO] - ===> Epoch[4861](24305/5): Loss -0.8077, Sem 0.0238, dir -0.9835, norm 0.1519, swav 0.0000 LR: 6.266e-02 Score 99.200 Data time: 0.0950, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0792 [2020-10-19 07:53:15,789][root][INFO] - ===> Epoch[4862](24306/5): Loss -0.8004, Sem 0.0188, dir -0.9861, norm 0.1669, swav 0.0000 LR: 6.266e-02 Score 99.372 Data time: 0.0612, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1247 [2020-10-19 07:53:17,974][root][INFO] - ===> Epoch[4862](24307/5): Loss -0.8052, Sem 0.0224, dir -0.9845, norm 0.1568, swav 0.0000 LR: 6.266e-02 Score 99.253 Data time: 0.0953, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0951 [2020-10-19 07:53:20,161][root][INFO] - ===> Epoch[4862](24308/5): Loss -0.8146, Sem 0.0245, dir -0.9849, norm 0.1458, swav 0.0000 LR: 6.266e-02 Score 99.193 Data time: 0.0639, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0814 [2020-10-19 07:53:22,204][root][INFO] - ===> Epoch[4862](24309/5): Loss -0.8096, Sem 0.0200, dir -0.9859, norm 0.1563, swav 0.0000 LR: 6.266e-02 Score 99.334 Data time: 0.0679, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9551 [2020-10-19 07:53:24,482][root][INFO] - ===> Epoch[4862](24310/5): Loss -0.8273, Sem 0.0198, dir -0.9852, norm 0.1381, swav 0.0000 LR: 6.266e-02 Score 99.315 Data time: 0.0587, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1518 [2020-10-19 07:53:26,947][root][INFO] - ===> Epoch[4863](24311/5): Loss -0.8190, Sem 0.0196, dir -0.9855, norm 0.1468, swav 0.0000 LR: 6.265e-02 Score 99.344 Data time: 0.1061, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.3694 [2020-10-19 07:53:29,318][root][INFO] - ===> Epoch[4863](24312/5): Loss -0.8183, Sem 0.0211, dir -0.9845, norm 0.1451, swav 0.0000 LR: 6.265e-02 Score 99.306 Data time: 0.0606, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.2279 [2020-10-19 07:53:31,187][root][INFO] - ===> Epoch[4863](24313/5): Loss -0.8263, Sem 0.0213, dir -0.9855, norm 0.1379, swav 0.0000 LR: 6.265e-02 Score 99.278 Data time: 0.0627, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.7588 [2020-10-19 07:53:33,562][root][INFO] - ===> Epoch[4863](24314/5): Loss -0.8227, Sem 0.0212, dir -0.9860, norm 0.1420, swav 0.0000 LR: 6.265e-02 Score 99.277 Data time: 0.0705, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.2973 [2020-10-19 07:53:35,695][root][INFO] - ===> Epoch[4863](24315/5): Loss -0.8263, Sem 0.0200, dir -0.9853, norm 0.1390, swav 0.0000 LR: 6.265e-02 Score 99.338 Data time: 0.0683, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0330 [2020-10-19 07:53:37,772][root][INFO] - ===> Epoch[4864](24316/5): Loss -0.8252, Sem 0.0199, dir -0.9863, norm 0.1412, swav 0.0000 LR: 6.265e-02 Score 99.324 Data time: 0.0702, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9813 [2020-10-19 07:53:39,729][root][INFO] - ===> Epoch[4864](24317/5): Loss -0.8237, Sem 0.0223, dir -0.9856, norm 0.1396, swav 0.0000 LR: 6.264e-02 Score 99.257 Data time: 0.0781, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.8550 [2020-10-19 07:53:42,147][root][INFO] - ===> Epoch[4864](24318/5): Loss -0.8059, Sem 0.0221, dir -0.9840, norm 0.1561, swav 0.0000 LR: 6.264e-02 Score 99.260 Data time: 0.0653, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.3152 [2020-10-19 07:53:44,398][root][INFO] - ===> Epoch[4864](24319/5): Loss -0.8212, Sem 0.0208, dir -0.9864, norm 0.1444, swav 0.0000 LR: 6.264e-02 Score 99.287 Data time: 0.0717, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1483 [2020-10-19 07:53:47,294][root][INFO] - ===> Epoch[4864](24320/5): Loss -0.8223, Sem 0.0221, dir -0.9857, norm 0.1413, swav 0.0000 LR: 6.264e-02 Score 99.244 Data time: 0.0755, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.7985 [2020-10-19 07:53:49,409][root][INFO] - ===> Epoch[4865](24321/5): Loss -0.8125, Sem 0.0194, dir -0.9838, norm 0.1519, swav 0.0000 LR: 6.264e-02 Score 99.364 Data time: 0.0904, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0221 [2020-10-19 07:53:51,700][root][INFO] - ===> Epoch[4865](24322/5): Loss -0.8255, Sem 0.0218, dir -0.9862, norm 0.1389, swav 0.0000 LR: 6.264e-02 Score 99.264 Data time: 0.1180, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1722 [2020-10-19 07:53:53,567][root][INFO] - ===> Epoch[4865](24323/5): Loss -0.8288, Sem 0.0235, dir -0.9861, norm 0.1338, swav 0.0000 LR: 6.264e-02 Score 99.267 Data time: 0.0821, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.7600 [2020-10-19 07:53:55,754][root][INFO] - ===> Epoch[4865](24324/5): Loss -0.8162, Sem 0.0204, dir -0.9851, norm 0.1485, swav 0.0000 LR: 6.263e-02 Score 99.327 Data time: 0.0931, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0710 [2020-10-19 07:53:58,011][root][INFO] - ===> Epoch[4865](24325/5): Loss -0.8271, Sem 0.0186, dir -0.9865, norm 0.1409, swav 0.0000 LR: 6.263e-02 Score 99.376 Data time: 0.0804, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1661 [2020-10-19 07:54:00,317][root][INFO] - ===> Epoch[4866](24326/5): Loss -0.8313, Sem 0.0189, dir -0.9867, norm 0.1365, swav 0.0000 LR: 6.263e-02 Score 99.365 Data time: 0.0889, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.2069 [2020-10-19 07:54:02,073][root][INFO] - ===> Epoch[4866](24327/5): Loss -0.8276, Sem 0.0203, dir -0.9858, norm 0.1379, swav 0.0000 LR: 6.263e-02 Score 99.319 Data time: 0.0759, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.6599 [2020-10-19 07:54:04,225][root][INFO] - ===> Epoch[4866](24328/5): Loss -0.8195, Sem 0.0194, dir -0.9848, norm 0.1459, swav 0.0000 LR: 6.263e-02 Score 99.346 Data time: 0.0655, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0443 [2020-10-19 07:54:06,494][root][INFO] - ===> Epoch[4866](24329/5): Loss -0.8244, Sem 0.0214, dir -0.9863, norm 0.1405, swav 0.0000 LR: 6.263e-02 Score 99.287 Data time: 0.0773, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1888 [2020-10-19 07:54:08,524][root][INFO] - ===> Epoch[4866](24330/5): Loss -0.8158, Sem 0.0204, dir -0.9855, norm 0.1493, swav 0.0000 LR: 6.262e-02 Score 99.311 Data time: 0.0699, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9069 [2020-10-19 07:54:10,680][root][INFO] - ===> Epoch[4867](24331/5): Loss -0.8197, Sem 0.0196, dir -0.9863, norm 0.1469, swav 0.0000 LR: 6.262e-02 Score 99.345 Data time: 0.0791, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0458 [2020-10-19 07:54:12,583][root][INFO] - ===> Epoch[4867](24332/5): Loss -0.8280, Sem 0.0184, dir -0.9868, norm 0.1404, swav 0.0000 LR: 6.262e-02 Score 99.387 Data time: 0.0803, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.7872 [2020-10-19 07:54:14,863][root][INFO] - ===> Epoch[4867](24333/5): Loss -0.8256, Sem 0.0215, dir -0.9856, norm 0.1385, swav 0.0000 LR: 6.262e-02 Score 99.269 Data time: 0.1076, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1683 [2020-10-19 07:54:17,140][root][INFO] - ===> Epoch[4867](24334/5): Loss -0.8387, Sem 0.0171, dir -0.9865, norm 0.1306, swav 0.0000 LR: 6.262e-02 Score 99.422 Data time: 0.0894, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1538 [2020-10-19 07:54:19,620][root][INFO] - ===> Epoch[4867](24335/5): Loss -0.8160, Sem 0.0187, dir -0.9850, norm 0.1503, swav 0.0000 LR: 6.262e-02 Score 99.369 Data time: 0.0554, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.3621 [2020-10-19 07:54:21,672][root][INFO] - ===> Epoch[4868](24336/5): Loss -0.8073, Sem 0.0236, dir -0.9856, norm 0.1547, swav 0.0000 LR: 6.261e-02 Score 99.247 Data time: 0.0572, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9377 [2020-10-19 07:54:24,135][root][INFO] - ===> Epoch[4868](24337/5): Loss -0.8175, Sem 0.0190, dir -0.9851, norm 0.1487, swav 0.0000 LR: 6.261e-02 Score 99.375 Data time: 0.0432, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.3769 [2020-10-19 07:54:26,481][root][INFO] - ===> Epoch[4868](24338/5): Loss -0.8087, Sem 0.0201, dir -0.9856, norm 0.1568, swav 0.0000 LR: 6.261e-02 Score 99.320 Data time: 0.0936, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.2770 [2020-10-19 07:54:28,278][root][INFO] - ===> Epoch[4868](24339/5): Loss -0.8138, Sem 0.0229, dir -0.9844, norm 0.1477, swav 0.0000 LR: 6.261e-02 Score 99.236 Data time: 0.0750, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.6663 [2020-10-19 07:54:30,126][root][INFO] - ===> Epoch[4868](24340/5): Loss -0.8293, Sem 0.0184, dir -0.9874, norm 0.1397, swav 0.0000 LR: 6.261e-02 Score 99.384 Data time: 0.0791, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.7494 [2020-10-19 07:54:32,379][root][INFO] - ===> Epoch[4869](24341/5): Loss -0.8022, Sem 0.0210, dir -0.9831, norm 0.1599, swav 0.0000 LR: 6.261e-02 Score 99.317 Data time: 0.0701, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1534 [2020-10-19 07:54:34,687][root][INFO] - ===> Epoch[4869](24342/5): Loss -0.8283, Sem 0.0180, dir -0.9861, norm 0.1398, swav 0.0000 LR: 6.261e-02 Score 99.391 Data time: 0.1024, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1982 [2020-10-19 07:54:36,803][root][INFO] - ===> Epoch[4869](24343/5): Loss -0.8168, Sem 0.0202, dir -0.9855, norm 0.1486, swav 0.0000 LR: 6.260e-02 Score 99.320 Data time: 0.1199, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0024 [2020-10-19 07:54:39,164][root][INFO] - ===> Epoch[4869](24344/5): Loss -0.8245, Sem 0.0195, dir -0.9858, norm 0.1418, swav 0.0000 LR: 6.260e-02 Score 99.348 Data time: 0.2007, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.2456 [2020-10-19 07:54:41,694][root][INFO] - ===> Epoch[4869](24345/5): Loss -0.8009, Sem 0.0214, dir -0.9859, norm 0.1636, swav 0.0000 LR: 6.260e-02 Score 99.294 Data time: 0.1457, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.4217 [2020-10-19 07:54:44,185][root][INFO] - ===> Epoch[4870](24346/5): Loss -0.8199, Sem 0.0193, dir -0.9850, norm 0.1457, swav 0.0000 LR: 6.260e-02 Score 99.349 Data time: 0.1053, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.3673 [2020-10-19 07:54:46,745][root][INFO] - ===> Epoch[4870](24347/5): Loss -0.8160, Sem 0.0179, dir -0.9873, norm 0.1533, swav 0.0000 LR: 6.260e-02 Score 99.393 Data time: 0.0725, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.4509 [2020-10-19 07:54:48,884][root][INFO] - ===> Epoch[4870](24348/5): Loss -0.8093, Sem 0.0161, dir -0.9861, norm 0.1607, swav 0.0000 LR: 6.260e-02 Score 99.467 Data time: 0.0605, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0384 [2020-10-19 07:54:50,784][root][INFO] - ===> Epoch[4870](24349/5): Loss -0.8181, Sem 0.0196, dir -0.9860, norm 0.1484, swav 0.0000 LR: 6.259e-02 Score 99.337 Data time: 0.0804, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.8149 [2020-10-19 07:54:52,700][root][INFO] - ===> Epoch[4870](24350/5): Loss -0.7986, Sem 0.0188, dir -0.9859, norm 0.1685, swav 0.0000 LR: 6.259e-02 Score 99.348 Data time: 0.0857, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.8060 [2020-10-19 07:54:54,493][root][INFO] - ===> Epoch[4871](24351/5): Loss -0.8307, Sem 0.0189, dir -0.9864, norm 0.1367, swav 0.0000 LR: 6.259e-02 Score 99.372 Data time: 0.0608, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.6590 [2020-10-19 07:54:57,156][root][INFO] - ===> Epoch[4871](24352/5): Loss -0.7988, Sem 0.0185, dir -0.9854, norm 0.1682, swav 0.0000 LR: 6.259e-02 Score 99.375 Data time: 0.0623, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.5966 [2020-10-19 07:54:59,012][root][INFO] - ===> Epoch[4871](24353/5): Loss -0.8092, Sem 0.0235, dir -0.9837, norm 0.1510, swav 0.0000 LR: 6.259e-02 Score 99.213 Data time: 0.0990, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.7579 [2020-10-19 07:55:01,457][root][INFO] - ===> Epoch[4871](24354/5): Loss -0.8049, Sem 0.0198, dir -0.9842, norm 0.1595, swav 0.0000 LR: 6.259e-02 Score 99.352 Data time: 0.1733, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.3327 [2020-10-19 07:55:03,825][root][INFO] - ===> Epoch[4871](24355/5): Loss -0.8177, Sem 0.0191, dir -0.9864, norm 0.1496, swav 0.0000 LR: 6.258e-02 Score 99.362 Data time: 0.0846, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.2455 [2020-10-19 07:55:06,054][root][INFO] - ===> Epoch[4872](24356/5): Loss -0.8107, Sem 0.0183, dir -0.9856, norm 0.1566, swav 0.0000 LR: 6.258e-02 Score 99.370 Data time: 0.0418, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1152 [2020-10-19 07:55:08,077][root][INFO] - ===> Epoch[4872](24357/5): Loss -0.8185, Sem 0.0178, dir -0.9860, norm 0.1497, swav 0.0000 LR: 6.258e-02 Score 99.381 Data time: 0.0833, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9463 [2020-10-19 07:55:10,370][root][INFO] - ===> Epoch[4872](24358/5): Loss -0.8049, Sem 0.0229, dir -0.9836, norm 0.1558, swav 0.0000 LR: 6.258e-02 Score 99.237 Data time: 0.0709, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1749 [2020-10-19 07:55:12,501][root][INFO] - ===> Epoch[4872](24359/5): Loss -0.8082, Sem 0.0186, dir -0.9856, norm 0.1587, swav 0.0000 LR: 6.258e-02 Score 99.380 Data time: 0.0777, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0037 [2020-10-19 07:55:14,814][root][INFO] - ===> Epoch[4872](24360/5): Loss -0.8140, Sem 0.0237, dir -0.9847, norm 0.1470, swav 0.0000 LR: 6.258e-02 Score 99.234 Data time: 0.0731, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.2042 [2020-10-19 07:55:16,712][root][INFO] - ===> Epoch[4873](24361/5): Loss -0.8177, Sem 0.0175, dir -0.9850, norm 0.1498, swav 0.0000 LR: 6.258e-02 Score 99.410 Data time: 0.0680, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.8026 [2020-10-19 07:55:18,953][root][INFO] - ===> Epoch[4873](24362/5): Loss -0.8096, Sem 0.0193, dir -0.9862, norm 0.1573, swav 0.0000 LR: 6.257e-02 Score 99.332 Data time: 0.0674, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1324 [2020-10-19 07:55:21,705][root][INFO] - ===> Epoch[4873](24363/5): Loss -0.8081, Sem 0.0170, dir -0.9850, norm 0.1598, swav 0.0000 LR: 6.257e-02 Score 99.430 Data time: 0.1046, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.6467 [2020-10-19 07:55:23,754][root][INFO] - ===> Epoch[4873](24364/5): Loss -0.7780, Sem 0.0320, dir -0.9847, norm 0.1747, swav 0.0000 LR: 6.257e-02 Score 99.086 Data time: 0.0786, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9012 [2020-10-19 07:55:25,727][root][INFO] - ===> Epoch[4873](24365/5): Loss -0.8200, Sem 0.0197, dir -0.9860, norm 0.1463, swav 0.0000 LR: 6.257e-02 Score 99.342 Data time: 0.0810, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.8708 [2020-10-19 07:55:28,183][root][INFO] - ===> Epoch[4874](24366/5): Loss -0.7902, Sem 0.0236, dir -0.9842, norm 0.1704, swav 0.0000 LR: 6.257e-02 Score 99.227 Data time: 0.1738, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.3544 [2020-10-19 07:55:30,519][root][INFO] - ===> Epoch[4874](24367/5): Loss -0.8232, Sem 0.0210, dir -0.9856, norm 0.1415, swav 0.0000 LR: 6.257e-02 Score 99.294 Data time: 0.0962, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.2507 [2020-10-19 07:55:33,887][root][INFO] - ===> Epoch[4874](24368/5): Loss -0.8017, Sem 0.0190, dir -0.9843, norm 0.1636, swav 0.0000 LR: 6.256e-02 Score 99.366 Data time: 0.0590, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 3.2577 [2020-10-19 07:55:36,028][root][INFO] - ===> Epoch[4874](24369/5): Loss -0.8114, Sem 0.0227, dir -0.9852, norm 0.1511, swav 0.0000 LR: 6.256e-02 Score 99.256 Data time: 0.0594, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0206 [2020-10-19 07:55:38,244][root][INFO] - ===> Epoch[4874](24370/5): Loss -0.8125, Sem 0.0212, dir -0.9865, norm 0.1528, swav 0.0000 LR: 6.256e-02 Score 99.312 Data time: 0.0477, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1191 [2020-10-19 07:55:40,661][root][INFO] - ===> Epoch[4875](24371/5): Loss -0.8003, Sem 0.0218, dir -0.9839, norm 0.1618, swav 0.0000 LR: 6.256e-02 Score 99.283 Data time: 0.0655, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.3273 [2020-10-19 07:55:42,813][root][INFO] - ===> Epoch[4875](24372/5): Loss -0.8116, Sem 0.0282, dir -0.9859, norm 0.1461, swav 0.0000 LR: 6.256e-02 Score 99.190 Data time: 0.0784, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0388 [2020-10-19 07:55:44,869][root][INFO] - ===> Epoch[4875](24373/5): Loss -0.8021, Sem 0.0196, dir -0.9862, norm 0.1644, swav 0.0000 LR: 6.256e-02 Score 99.347 Data time: 0.0929, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9211 [2020-10-19 07:55:46,984][root][INFO] - ===> Epoch[4875](24374/5): Loss -0.8116, Sem 0.0229, dir -0.9846, norm 0.1502, swav 0.0000 LR: 6.255e-02 Score 99.241 Data time: 0.0700, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9978 [2020-10-19 07:55:49,610][root][INFO] - ===> Epoch[4875](24375/5): Loss -0.8063, Sem 0.0250, dir -0.9835, norm 0.1523, swav 0.0000 LR: 6.255e-02 Score 99.170 Data time: 0.1057, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.5149 [2020-10-19 07:55:51,570][root][INFO] - ===> Epoch[4876](24376/5): Loss -0.8136, Sem 0.0209, dir -0.9861, norm 0.1516, swav 0.0000 LR: 6.255e-02 Score 99.342 Data time: 0.0794, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.8503 [2020-10-19 07:55:53,260][root][INFO] - ===> Epoch[4876](24377/5): Loss -0.8319, Sem 0.0193, dir -0.9855, norm 0.1342, swav 0.0000 LR: 6.255e-02 Score 99.349 Data time: 0.0731, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.5671 [2020-10-19 07:55:55,136][root][INFO] - ===> Epoch[4876](24378/5): Loss -0.8012, Sem 0.0203, dir -0.9849, norm 0.1634, swav 0.0000 LR: 6.255e-02 Score 99.326 Data time: 0.0595, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.7767 [2020-10-19 07:55:57,636][root][INFO] - ===> Epoch[4876](24379/5): Loss -0.8183, Sem 0.0232, dir -0.9846, norm 0.1430, swav 0.0000 LR: 6.255e-02 Score 99.225 Data time: 0.0612, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.4217 [2020-10-19 07:55:59,958][root][INFO] - ===> Epoch[4876](24380/5): Loss -0.7955, Sem 0.0233, dir -0.9844, norm 0.1656, swav 0.0000 LR: 6.255e-02 Score 99.232 Data time: 0.0772, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1791 [2020-10-19 07:56:02,047][root][INFO] - ===> Epoch[4877](24381/5): Loss -0.8175, Sem 0.0187, dir -0.9855, norm 0.1493, swav 0.0000 LR: 6.254e-02 Score 99.389 Data time: 0.0666, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9585 [2020-10-19 07:56:04,418][root][INFO] - ===> Epoch[4877](24382/5): Loss -0.8202, Sem 0.0208, dir -0.9856, norm 0.1446, swav 0.0000 LR: 6.254e-02 Score 99.315 Data time: 0.0486, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.2730 [2020-10-19 07:56:06,486][root][INFO] - ===> Epoch[4877](24383/5): Loss -0.8194, Sem 0.0214, dir -0.9857, norm 0.1449, swav 0.0000 LR: 6.254e-02 Score 99.291 Data time: 0.0541, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9666 [2020-10-19 07:56:08,415][root][INFO] - ===> Epoch[4877](24384/5): Loss -0.8285, Sem 0.0212, dir -0.9858, norm 0.1361, swav 0.0000 LR: 6.254e-02 Score 99.280 Data time: 0.0767, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.8493 [2020-10-19 07:56:10,148][root][INFO] - ===> Epoch[4877](24385/5): Loss -0.8238, Sem 0.0219, dir -0.9863, norm 0.1406, swav 0.0000 LR: 6.254e-02 Score 99.253 Data time: 0.0788, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.6289 [2020-10-19 07:56:12,310][root][INFO] - ===> Epoch[4878](24386/5): Loss -0.8092, Sem 0.0201, dir -0.9857, norm 0.1564, swav 0.0000 LR: 6.254e-02 Score 99.359 Data time: 0.0646, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0594 [2020-10-19 07:56:14,572][root][INFO] - ===> Epoch[4878](24387/5): Loss -0.8316, Sem 0.0182, dir -0.9865, norm 0.1367, swav 0.0000 LR: 6.253e-02 Score 99.387 Data time: 0.0828, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1377 [2020-10-19 07:56:17,000][root][INFO] - ===> Epoch[4878](24388/5): Loss -0.8221, Sem 0.0188, dir -0.9853, norm 0.1444, swav 0.0000 LR: 6.253e-02 Score 99.369 Data time: 0.1943, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.3025 [2020-10-19 07:56:19,170][root][INFO] - ===> Epoch[4878](24389/5): Loss -0.8233, Sem 0.0201, dir -0.9867, norm 0.1433, swav 0.0000 LR: 6.253e-02 Score 99.309 Data time: 0.0879, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0545 [2020-10-19 07:56:21,362][root][INFO] - ===> Epoch[4878](24390/5): Loss -0.8083, Sem 0.0218, dir -0.9845, norm 0.1543, swav 0.0000 LR: 6.253e-02 Score 99.276 Data time: 0.0807, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0929 [2020-10-19 07:56:23,313][root][INFO] - ===> Epoch[4879](24391/5): Loss -0.8287, Sem 0.0219, dir -0.9855, norm 0.1350, swav 0.0000 LR: 6.253e-02 Score 99.271 Data time: 0.0730, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.8215 [2020-10-19 07:56:25,565][root][INFO] - ===> Epoch[4879](24392/5): Loss -0.8196, Sem 0.0206, dir -0.9853, norm 0.1451, swav 0.0000 LR: 6.253e-02 Score 99.313 Data time: 0.0681, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1460 [2020-10-19 07:56:27,978][root][INFO] - ===> Epoch[4879](24393/5): Loss -0.8297, Sem 0.0177, dir -0.9868, norm 0.1394, swav 0.0000 LR: 6.252e-02 Score 99.407 Data time: 0.0764, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.3210 [2020-10-19 07:56:30,469][root][INFO] - ===> Epoch[4879](24394/5): Loss -0.8101, Sem 0.0233, dir -0.9845, norm 0.1511, swav 0.0000 LR: 6.252e-02 Score 99.232 Data time: 0.0903, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.3714 [2020-10-19 07:56:32,716][root][INFO] - ===> Epoch[4879](24395/5): Loss -0.8247, Sem 0.0197, dir -0.9853, norm 0.1408, swav 0.0000 LR: 6.252e-02 Score 99.331 Data time: 0.0625, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1341 [2020-10-19 07:56:35,344][root][INFO] - ===> Epoch[4880](24396/5): Loss -0.8204, Sem 0.0185, dir -0.9860, norm 0.1471, swav 0.0000 LR: 6.252e-02 Score 99.375 Data time: 0.1203, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.5511 [2020-10-19 07:56:38,008][root][INFO] - ===> Epoch[4880](24397/5): Loss -0.8269, Sem 0.0187, dir -0.9850, norm 0.1394, swav 0.0000 LR: 6.252e-02 Score 99.392 Data time: 0.1114, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.5235 [2020-10-19 07:56:40,261][root][INFO] - ===> Epoch[4880](24398/5): Loss -0.8172, Sem 0.0185, dir -0.9856, norm 0.1499, swav 0.0000 LR: 6.252e-02 Score 99.385 Data time: 0.0681, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1570 [2020-10-19 07:56:42,855][root][INFO] - ===> Epoch[4880](24399/5): Loss -0.8134, Sem 0.0187, dir -0.9858, norm 0.1538, swav 0.0000 LR: 6.252e-02 Score 99.365 Data time: 0.0692, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.4775 [2020-10-19 07:56:44,919][root][INFO] - ===> Epoch[4880](24400/5): Loss -0.8205, Sem 0.0190, dir -0.9861, norm 0.1466, swav 0.0000 LR: 6.251e-02 Score 99.363 Data time: 0.0772, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9311 [2020-10-19 07:56:47,041][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 07:56:47,232][root][INFO] - ===> Start testing [2020-10-19 07:57:27,167][root][INFO] - 68/68: Data time: 0.0039, Iter time: 0.1677 Loss 0.241 (AVG: 0.519) Score 94.285 (AVG: 90.569) mIOU 71.035 mAP 85.109 mAcc 78.925 IOU: 62.811 0.278 81.224 74.317 94.259 92.408 39.732 81.118 98.570 71.866 81.278 85.311 60.287 mAP: 81.152 14.477 96.185 86.874 98.977 98.589 63.652 97.069 99.772 89.236 94.017 94.761 91.659 mAcc: 79.168 1.732 90.908 81.877 95.520 97.203 54.874 92.864 99.415 81.679 91.039 94.475 65.276 [2020-10-19 07:57:27,170][root][INFO] - Finished test. Elapsed time: 39.9339 [2020-10-19 07:57:29,910][root][INFO] - [2020-10-19 07:57:29,911][root][INFO] - ################################################################ [2020-10-19 07:57:29,911][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 07:57:29,911][root][INFO] - ################################################################ [2020-10-19 07:57:29,911][root][INFO] - clutter : nan nan nan [2020-10-19 07:57:29,911][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 07:57:29,911][root][INFO] - board : 0.769 0.849 0.942 [2020-10-19 07:57:29,911][root][INFO] - bookcase : 0.246 0.368 0.536 [2020-10-19 07:57:29,911][root][INFO] - ceiling : 0.502 0.558 0.619 [2020-10-19 07:57:29,911][root][INFO] - chair : 0.838 0.913 0.921 [2020-10-19 07:57:29,911][root][INFO] - column : 0.229 0.313 0.453 [2020-10-19 07:57:29,911][root][INFO] - door : 0.765 0.885 0.938 [2020-10-19 07:57:29,911][root][INFO] - floor : 0.605 0.609 0.634 [2020-10-19 07:57:29,911][root][INFO] - sofa : 0.403 0.704 0.818 [2020-10-19 07:57:29,911][root][INFO] - table : 0.150 0.340 0.679 [2020-10-19 07:57:29,911][root][INFO] - wall : 0.483 0.654 0.758 [2020-10-19 07:57:29,911][root][INFO] - window : 0.533 0.769 0.769 [2020-10-19 07:57:29,911][root][INFO] - ---------------------------------------------------------------- [2020-10-19 07:57:29,911][root][INFO] - average : 0.460 0.580 0.672 [2020-10-19 07:57:29,911][root][INFO] - [2020-10-19 07:57:30,082][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 07:57:30,083][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 07:57:31,992][root][INFO] - ===> Epoch[4881](24401/5): Loss -0.8210, Sem 0.0208, dir -0.9851, norm 0.1434, swav 0.0000 LR: 6.251e-02 Score 99.313 Data time: 0.0737, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9029 [2020-10-19 07:57:34,305][root][INFO] - ===> Epoch[4881](24402/5): Loss -0.8244, Sem 0.0189, dir -0.9859, norm 0.1426, swav 0.0000 LR: 6.251e-02 Score 99.359 Data time: 0.0936, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1854 [2020-10-19 07:57:37,169][root][INFO] - ===> Epoch[4881](24403/5): Loss -0.8267, Sem 0.0193, dir -0.9862, norm 0.1402, swav 0.0000 LR: 6.251e-02 Score 99.348 Data time: 0.0982, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.7255 [2020-10-19 07:57:39,025][root][INFO] - ===> Epoch[4881](24404/5): Loss -0.8295, Sem 0.0204, dir -0.9858, norm 0.1360, swav 0.0000 LR: 6.251e-02 Score 99.311 Data time: 0.1162, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.7411 [2020-10-19 07:57:41,753][root][INFO] - ===> Epoch[4881](24405/5): Loss -0.8133, Sem 0.0197, dir -0.9865, norm 0.1535, swav 0.0000 LR: 6.251e-02 Score 99.340 Data time: 0.1173, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.6369 [2020-10-19 07:57:43,737][root][INFO] - ===> Epoch[4882](24406/5): Loss -0.8173, Sem 0.0201, dir -0.9845, norm 0.1471, swav 0.0000 LR: 6.250e-02 Score 99.325 Data time: 0.0639, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.8590 [2020-10-19 07:57:45,775][root][INFO] - ===> Epoch[4882](24407/5): Loss -0.8359, Sem 0.0172, dir -0.9859, norm 0.1328, swav 0.0000 LR: 6.250e-02 Score 99.413 Data time: 0.0689, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9477 [2020-10-19 07:57:48,618][root][INFO] - ===> Epoch[4882](24408/5): Loss -0.8100, Sem 0.0202, dir -0.9847, norm 0.1544, swav 0.0000 LR: 6.250e-02 Score 99.336 Data time: 0.0705, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.7758 [2020-10-19 07:57:50,902][root][INFO] - ===> Epoch[4882](24409/5): Loss -0.8249, Sem 0.0191, dir -0.9867, norm 0.1428, swav 0.0000 LR: 6.250e-02 Score 99.351 Data time: 0.0855, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1829 [2020-10-19 07:57:53,180][root][INFO] - ===> Epoch[4882](24410/5): Loss -0.8345, Sem 0.0189, dir -0.9865, norm 0.1331, swav 0.0000 LR: 6.250e-02 Score 99.354 Data time: 0.0727, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1639 [2020-10-19 07:57:55,580][root][INFO] - ===> Epoch[4883](24411/5): Loss -0.8066, Sem 0.0197, dir -0.9861, norm 0.1598, swav 0.0000 LR: 6.250e-02 Score 99.356 Data time: 0.0755, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.3219 [2020-10-19 07:57:57,740][root][INFO] - ===> Epoch[4883](24412/5): Loss -0.8252, Sem 0.0190, dir -0.9857, norm 0.1415, swav 0.0000 LR: 6.249e-02 Score 99.369 Data time: 0.0975, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0377 [2020-10-19 07:57:59,722][root][INFO] - ===> Epoch[4883](24413/5): Loss -0.8327, Sem 0.0182, dir -0.9867, norm 0.1358, swav 0.0000 LR: 6.249e-02 Score 99.382 Data time: 0.1073, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.8954 [2020-10-19 07:58:01,894][root][INFO] - ===> Epoch[4883](24414/5): Loss -0.8201, Sem 0.0207, dir -0.9853, norm 0.1446, swav 0.0000 LR: 6.249e-02 Score 99.311 Data time: 0.0606, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0738 [2020-10-19 07:58:04,164][root][INFO] - ===> Epoch[4883](24415/5): Loss -0.8349, Sem 0.0165, dir -0.9862, norm 0.1348, swav 0.0000 LR: 6.249e-02 Score 99.433 Data time: 0.0552, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1873 [2020-10-19 07:58:06,190][root][INFO] - ===> Epoch[4884](24416/5): Loss -0.8130, Sem 0.0210, dir -0.9863, norm 0.1523, swav 0.0000 LR: 6.249e-02 Score 99.294 Data time: 0.0528, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9493 [2020-10-19 07:58:08,094][root][INFO] - ===> Epoch[4884](24417/5): Loss -0.8279, Sem 0.0206, dir -0.9863, norm 0.1378, swav 0.0000 LR: 6.249e-02 Score 99.308 Data time: 0.0718, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.8087 [2020-10-19 07:58:10,756][root][INFO] - ===> Epoch[4884](24418/5): Loss -0.8087, Sem 0.0204, dir -0.9856, norm 0.1565, swav 0.0000 LR: 6.248e-02 Score 99.313 Data time: 0.0771, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.5593 [2020-10-19 07:58:12,617][root][INFO] - ===> Epoch[4884](24419/5): Loss -0.8040, Sem 0.0185, dir -0.9858, norm 0.1633, swav 0.0000 LR: 6.248e-02 Score 99.372 Data time: 0.0855, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.7540 [2020-10-19 07:58:14,845][root][INFO] - ===> Epoch[4884](24420/5): Loss -0.8187, Sem 0.0196, dir -0.9847, norm 0.1464, swav 0.0000 LR: 6.248e-02 Score 99.353 Data time: 0.0899, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1212 [2020-10-19 07:58:16,621][root][INFO] - ===> Epoch[4885](24421/5): Loss -0.8350, Sem 0.0173, dir -0.9876, norm 0.1353, swav 0.0000 LR: 6.248e-02 Score 99.400 Data time: 0.0822, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.6696 [2020-10-19 07:58:18,622][root][INFO] - ===> Epoch[4885](24422/5): Loss -0.7937, Sem 0.0254, dir -0.9838, norm 0.1647, swav 0.0000 LR: 6.248e-02 Score 99.148 Data time: 0.0717, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9088 [2020-10-19 07:58:20,819][root][INFO] - ===> Epoch[4885](24423/5): Loss -0.8218, Sem 0.0174, dir -0.9859, norm 0.1466, swav 0.0000 LR: 6.248e-02 Score 99.416 Data time: 0.0532, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0920 [2020-10-19 07:58:22,958][root][INFO] - ===> Epoch[4885](24424/5): Loss -0.8118, Sem 0.0203, dir -0.9858, norm 0.1537, swav 0.0000 LR: 6.248e-02 Score 99.308 Data time: 0.0857, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0584 [2020-10-19 07:58:25,008][root][INFO] - ===> Epoch[4885](24425/5): Loss -0.8229, Sem 0.0213, dir -0.9859, norm 0.1417, swav 0.0000 LR: 6.247e-02 Score 99.301 Data time: 0.0797, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9347 [2020-10-19 07:58:27,263][root][INFO] - ===> Epoch[4886](24426/5): Loss -0.8309, Sem 0.0162, dir -0.9857, norm 0.1386, swav 0.0000 LR: 6.247e-02 Score 99.452 Data time: 0.0745, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1493 [2020-10-19 07:58:29,378][root][INFO] - ===> Epoch[4886](24427/5): Loss -0.8146, Sem 0.0213, dir -0.9843, norm 0.1484, swav 0.0000 LR: 6.247e-02 Score 99.267 Data time: 0.0435, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9984 [2020-10-19 07:58:31,407][root][INFO] - ===> Epoch[4886](24428/5): Loss -0.8252, Sem 0.0192, dir -0.9855, norm 0.1411, swav 0.0000 LR: 6.247e-02 Score 99.344 Data time: 0.0940, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9360 [2020-10-19 07:58:34,135][root][INFO] - ===> Epoch[4886](24429/5): Loss -0.8262, Sem 0.0209, dir -0.9858, norm 0.1388, swav 0.0000 LR: 6.247e-02 Score 99.301 Data time: 0.1082, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.6290 [2020-10-19 07:58:36,485][root][INFO] - ===> Epoch[4886](24430/5): Loss -0.8262, Sem 0.0187, dir -0.9858, norm 0.1409, swav 0.0000 LR: 6.247e-02 Score 99.373 Data time: 0.0640, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2474 [2020-10-19 07:58:38,639][root][INFO] - ===> Epoch[4887](24431/5): Loss -0.8236, Sem 0.0202, dir -0.9859, norm 0.1420, swav 0.0000 LR: 6.246e-02 Score 99.335 Data time: 0.0765, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0552 [2020-10-19 07:58:41,134][root][INFO] - ===> Epoch[4887](24432/5): Loss -0.8122, Sem 0.0192, dir -0.9865, norm 0.1552, swav 0.0000 LR: 6.246e-02 Score 99.347 Data time: 0.0908, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.3816 [2020-10-19 07:58:43,834][root][INFO] - ===> Epoch[4887](24433/5): Loss -0.8232, Sem 0.0193, dir -0.9857, norm 0.1431, swav 0.0000 LR: 6.246e-02 Score 99.351 Data time: 0.0584, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.5794 [2020-10-19 07:58:45,857][root][INFO] - ===> Epoch[4887](24434/5): Loss -0.8081, Sem 0.0202, dir -0.9837, norm 0.1554, swav 0.0000 LR: 6.246e-02 Score 99.332 Data time: 0.0863, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.9317 [2020-10-19 07:58:47,831][root][INFO] - ===> Epoch[4887](24435/5): Loss -0.8254, Sem 0.0199, dir -0.9863, norm 0.1410, swav 0.0000 LR: 6.246e-02 Score 99.329 Data time: 0.0781, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8772 [2020-10-19 07:58:49,734][root][INFO] - ===> Epoch[4888](24436/5): Loss -0.8160, Sem 0.0203, dir -0.9858, norm 0.1494, swav 0.0000 LR: 6.246e-02 Score 99.324 Data time: 0.0661, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.7922 [2020-10-19 07:58:51,747][root][INFO] - ===> Epoch[4888](24437/5): Loss -0.8168, Sem 0.0200, dir -0.9842, norm 0.1473, swav 0.0000 LR: 6.245e-02 Score 99.324 Data time: 0.0780, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9330 [2020-10-19 07:58:54,206][root][INFO] - ===> Epoch[4888](24438/5): Loss -0.8293, Sem 0.0188, dir -0.9858, norm 0.1377, swav 0.0000 LR: 6.245e-02 Score 99.381 Data time: 0.1083, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.3521 [2020-10-19 07:58:56,801][root][INFO] - ===> Epoch[4888](24439/5): Loss -0.8212, Sem 0.0200, dir -0.9868, norm 0.1456, swav 0.0000 LR: 6.245e-02 Score 99.332 Data time: 0.0669, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.4735 [2020-10-19 07:58:59,389][root][INFO] - ===> Epoch[4888](24440/5): Loss -0.8214, Sem 0.0183, dir -0.9876, norm 0.1479, swav 0.0000 LR: 6.245e-02 Score 99.394 Data time: 0.0698, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.5045 [2020-10-19 07:59:01,252][root][INFO] - ===> Epoch[4889](24441/5): Loss -0.8222, Sem 0.0187, dir -0.9870, norm 0.1461, swav 0.0000 LR: 6.245e-02 Score 99.365 Data time: 0.0660, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.7667 [2020-10-19 07:59:03,479][root][INFO] - ===> Epoch[4889](24442/5): Loss -0.8167, Sem 0.0188, dir -0.9853, norm 0.1498, swav 0.0000 LR: 6.245e-02 Score 99.362 Data time: 0.0502, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1371 [2020-10-19 07:59:05,754][root][INFO] - ===> Epoch[4889](24443/5): Loss -0.8282, Sem 0.0189, dir -0.9868, norm 0.1397, swav 0.0000 LR: 6.245e-02 Score 99.363 Data time: 0.1045, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1869 [2020-10-19 07:59:08,117][root][INFO] - ===> Epoch[4889](24444/5): Loss -0.8160, Sem 0.0185, dir -0.9856, norm 0.1511, swav 0.0000 LR: 6.244e-02 Score 99.382 Data time: 0.0770, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.2424 [2020-10-19 07:59:10,113][root][INFO] - ===> Epoch[4889](24445/5): Loss -0.8290, Sem 0.0201, dir -0.9862, norm 0.1371, swav 0.0000 LR: 6.244e-02 Score 99.311 Data time: 0.0671, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8948 [2020-10-19 07:59:12,058][root][INFO] - ===> Epoch[4890](24446/5): Loss -0.8209, Sem 0.0201, dir -0.9853, norm 0.1443, swav 0.0000 LR: 6.244e-02 Score 99.336 Data time: 0.0820, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 1.8545 [2020-10-19 07:59:14,205][root][INFO] - ===> Epoch[4890](24447/5): Loss -0.8234, Sem 0.0179, dir -0.9863, norm 0.1450, swav 0.0000 LR: 6.244e-02 Score 99.413 Data time: 0.0818, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0437 [2020-10-19 07:59:16,670][root][INFO] - ===> Epoch[4890](24448/5): Loss -0.8225, Sem 0.0178, dir -0.9863, norm 0.1461, swav 0.0000 LR: 6.244e-02 Score 99.409 Data time: 0.0805, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.3400 [2020-10-19 07:59:18,788][root][INFO] - ===> Epoch[4890](24449/5): Loss -0.8414, Sem 0.0176, dir -0.9870, norm 0.1280, swav 0.0000 LR: 6.244e-02 Score 99.406 Data time: 0.1120, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0234 [2020-10-19 07:59:21,210][root][INFO] - ===> Epoch[4890](24450/5): Loss -0.8231, Sem 0.0183, dir -0.9861, norm 0.1448, swav 0.0000 LR: 6.243e-02 Score 99.381 Data time: 0.1635, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.3150 [2020-10-19 07:59:23,341][root][INFO] - ===> Epoch[4891](24451/5): Loss -0.8212, Sem 0.0192, dir -0.9865, norm 0.1461, swav 0.0000 LR: 6.243e-02 Score 99.361 Data time: 0.0814, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.0641 [2020-10-19 07:59:25,570][root][INFO] - ===> Epoch[4891](24452/5): Loss -0.8220, Sem 0.0178, dir -0.9867, norm 0.1469, swav 0.0000 LR: 6.243e-02 Score 99.401 Data time: 0.1269, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.1226 [2020-10-19 07:59:27,202][root][INFO] - ===> Epoch[4891](24453/5): Loss -0.8312, Sem 0.0186, dir -0.9863, norm 0.1365, swav 0.0000 LR: 6.243e-02 Score 99.358 Data time: 0.0864, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.5236 [2020-10-19 07:59:29,266][root][INFO] - ===> Epoch[4891](24454/5): Loss -0.8270, Sem 0.0188, dir -0.9873, norm 0.1416, swav 0.0000 LR: 6.243e-02 Score 99.365 Data time: 0.0894, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9797 [2020-10-19 07:59:31,346][root][INFO] - ===> Epoch[4891](24455/5): Loss -0.8194, Sem 0.0173, dir -0.9867, norm 0.1501, swav 0.0000 LR: 6.243e-02 Score 99.423 Data time: 0.1111, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9869 [2020-10-19 07:59:33,668][root][INFO] - ===> Epoch[4892](24456/5): Loss -0.8248, Sem 0.0194, dir -0.9858, norm 0.1416, swav 0.0000 LR: 6.242e-02 Score 99.359 Data time: 0.1203, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.2266 [2020-10-19 07:59:35,996][root][INFO] - ===> Epoch[4892](24457/5): Loss -0.8174, Sem 0.0208, dir -0.9862, norm 0.1480, swav 0.0000 LR: 6.242e-02 Score 99.299 Data time: 0.0840, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.2293 [2020-10-19 07:59:38,709][root][INFO] - ===> Epoch[4892](24458/5): Loss -0.8326, Sem 0.0187, dir -0.9863, norm 0.1350, swav 0.0000 LR: 6.242e-02 Score 99.368 Data time: 0.0629, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.5989 [2020-10-19 07:59:40,907][root][INFO] - ===> Epoch[4892](24459/5): Loss -0.8202, Sem 0.0169, dir -0.9868, norm 0.1497, swav 0.0000 LR: 6.242e-02 Score 99.438 Data time: 0.0715, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1201 [2020-10-19 07:59:43,274][root][INFO] - ===> Epoch[4892](24460/5): Loss -0.8339, Sem 0.0185, dir -0.9873, norm 0.1349, swav 0.0000 LR: 6.242e-02 Score 99.364 Data time: 0.0866, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.2664 [2020-10-19 07:59:45,438][root][INFO] - ===> Epoch[4893](24461/5): Loss -0.8247, Sem 0.0194, dir -0.9855, norm 0.1414, swav 0.0000 LR: 6.242e-02 Score 99.355 Data time: 0.0864, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0607 [2020-10-19 07:59:48,104][root][INFO] - ===> Epoch[4893](24462/5): Loss -0.8249, Sem 0.0187, dir -0.9867, norm 0.1430, swav 0.0000 LR: 6.242e-02 Score 99.371 Data time: 0.0841, Forward time: 0.7758, Backward time: 1.1725, DDP time: 0.0031, Total iter time: 2.5779 [2020-10-19 07:59:50,223][root][INFO] - ===> Epoch[4893](24463/5): Loss -0.8398, Sem 0.0180, dir -0.9862, norm 0.1285, swav 0.0000 LR: 6.241e-02 Score 99.393 Data time: 0.1182, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9764 [2020-10-19 07:59:52,361][root][INFO] - ===> Epoch[4893](24464/5): Loss -0.8184, Sem 0.0190, dir -0.9864, norm 0.1490, swav 0.0000 LR: 6.241e-02 Score 99.358 Data time: 0.0857, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0247 [2020-10-19 07:59:54,617][root][INFO] - ===> Epoch[4893](24465/5): Loss -0.8236, Sem 0.0192, dir -0.9862, norm 0.1434, swav 0.0000 LR: 6.241e-02 Score 99.369 Data time: 0.0793, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1844 [2020-10-19 07:59:56,392][root][INFO] - ===> Epoch[4894](24466/5): Loss -0.8092, Sem 0.0230, dir -0.9846, norm 0.1525, swav 0.0000 LR: 6.241e-02 Score 99.248 Data time: 0.0882, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.7088 [2020-10-19 07:59:58,507][root][INFO] - ===> Epoch[4894](24467/5): Loss -0.8229, Sem 0.0190, dir -0.9845, norm 0.1426, swav 0.0000 LR: 6.241e-02 Score 99.350 Data time: 0.0919, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0189 [2020-10-19 08:00:01,464][root][INFO] - ===> Epoch[4894](24468/5): Loss -0.8194, Sem 0.0230, dir -0.9847, norm 0.1424, swav 0.0000 LR: 6.241e-02 Score 99.249 Data time: 0.0754, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.8333 [2020-10-19 08:00:03,576][root][INFO] - ===> Epoch[4894](24469/5): Loss -0.8398, Sem 0.0170, dir -0.9879, norm 0.1310, swav 0.0000 LR: 6.240e-02 Score 99.425 Data time: 0.1011, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0292 [2020-10-19 08:00:05,655][root][INFO] - ===> Epoch[4894](24470/5): Loss -0.8078, Sem 0.0190, dir -0.9841, norm 0.1574, swav 0.0000 LR: 6.240e-02 Score 99.358 Data time: 0.3687, Forward time: 0.7758, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9795 [2020-10-19 08:00:07,906][root][INFO] - ===> Epoch[4895](24471/5): Loss -0.8292, Sem 0.0176, dir -0.9871, norm 0.1403, swav 0.0000 LR: 6.240e-02 Score 99.417 Data time: 0.0969, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1544 [2020-10-19 08:00:09,932][root][INFO] - ===> Epoch[4895](24472/5): Loss -0.8206, Sem 0.0189, dir -0.9862, norm 0.1468, swav 0.0000 LR: 6.240e-02 Score 99.366 Data time: 0.1372, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9076 [2020-10-19 08:00:12,402][root][INFO] - ===> Epoch[4895](24473/5): Loss -0.8120, Sem 0.0211, dir -0.9847, norm 0.1516, swav 0.0000 LR: 6.240e-02 Score 99.276 Data time: 0.1967, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.3732 [2020-10-19 08:00:14,371][root][INFO] - ===> Epoch[4895](24474/5): Loss -0.8224, Sem 0.0202, dir -0.9851, norm 0.1425, swav 0.0000 LR: 6.240e-02 Score 99.318 Data time: 0.0637, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.8313 [2020-10-19 08:00:16,741][root][INFO] - ===> Epoch[4895](24475/5): Loss -0.8287, Sem 0.0187, dir -0.9869, norm 0.1396, swav 0.0000 LR: 6.239e-02 Score 99.371 Data time: 0.0811, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.2747 [2020-10-19 08:00:18,812][root][INFO] - ===> Epoch[4896](24476/5): Loss -0.8234, Sem 0.0198, dir -0.9866, norm 0.1434, swav 0.0000 LR: 6.239e-02 Score 99.332 Data time: 0.0915, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9625 [2020-10-19 08:00:20,770][root][INFO] - ===> Epoch[4896](24477/5): Loss -0.8250, Sem 0.0169, dir -0.9864, norm 0.1446, swav 0.0000 LR: 6.239e-02 Score 99.423 Data time: 0.0753, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.8529 [2020-10-19 08:00:23,225][root][INFO] - ===> Epoch[4896](24478/5): Loss -0.8201, Sem 0.0185, dir -0.9857, norm 0.1471, swav 0.0000 LR: 6.239e-02 Score 99.380 Data time: 0.1744, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.3568 [2020-10-19 08:00:25,670][root][INFO] - ===> Epoch[4896](24479/5): Loss -0.8037, Sem 0.0195, dir -0.9851, norm 0.1619, swav 0.0000 LR: 6.239e-02 Score 99.338 Data time: 0.0670, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.3397 [2020-10-19 08:00:27,897][root][INFO] - ===> Epoch[4896](24480/5): Loss -0.8181, Sem 0.0217, dir -0.9860, norm 0.1462, swav 0.0000 LR: 6.239e-02 Score 99.270 Data time: 0.0902, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1301 [2020-10-19 08:00:30,376][root][INFO] - ===> Epoch[4897](24481/5): Loss -0.8204, Sem 0.0161, dir -0.9857, norm 0.1492, swav 0.0000 LR: 6.239e-02 Score 99.458 Data time: 0.0604, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.3679 [2020-10-19 08:00:32,485][root][INFO] - ===> Epoch[4897](24482/5): Loss -0.8146, Sem 0.0201, dir -0.9856, norm 0.1509, swav 0.0000 LR: 6.238e-02 Score 99.313 Data time: 0.0618, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0422 [2020-10-19 08:00:34,101][root][INFO] - ===> Epoch[4897](24483/5): Loss -0.8312, Sem 0.0198, dir -0.9863, norm 0.1354, swav 0.0000 LR: 6.238e-02 Score 99.340 Data time: 0.0702, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.5295 [2020-10-19 08:00:36,276][root][INFO] - ===> Epoch[4897](24484/5): Loss -0.8156, Sem 0.0162, dir -0.9870, norm 0.1551, swav 0.0000 LR: 6.238e-02 Score 99.457 Data time: 0.1254, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0795 [2020-10-19 08:00:38,837][root][INFO] - ===> Epoch[4897](24485/5): Loss -0.8179, Sem 0.0192, dir -0.9855, norm 0.1484, swav 0.0000 LR: 6.238e-02 Score 99.335 Data time: 0.2202, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.4435 [2020-10-19 08:00:41,074][root][INFO] - ===> Epoch[4898](24486/5): Loss -0.8188, Sem 0.0194, dir -0.9852, norm 0.1470, swav 0.0000 LR: 6.238e-02 Score 99.362 Data time: 0.0977, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1262 [2020-10-19 08:00:43,446][root][INFO] - ===> Epoch[4898](24487/5): Loss -0.8195, Sem 0.0185, dir -0.9859, norm 0.1479, swav 0.0000 LR: 6.238e-02 Score 99.384 Data time: 0.0631, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.2925 [2020-10-19 08:00:45,642][root][INFO] - ===> Epoch[4898](24488/5): Loss -0.8246, Sem 0.0185, dir -0.9863, norm 0.1432, swav 0.0000 LR: 6.237e-02 Score 99.370 Data time: 0.0644, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1344 [2020-10-19 08:00:47,618][root][INFO] - ===> Epoch[4898](24489/5): Loss -0.8231, Sem 0.0190, dir -0.9871, norm 0.1451, swav 0.0000 LR: 6.237e-02 Score 99.360 Data time: 0.0880, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.8916 [2020-10-19 08:00:49,911][root][INFO] - ===> Epoch[4898](24490/5): Loss -0.8213, Sem 0.0195, dir -0.9859, norm 0.1451, swav 0.0000 LR: 6.237e-02 Score 99.339 Data time: 0.0907, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1798 [2020-10-19 08:00:51,994][root][INFO] - ===> Epoch[4899](24491/5): Loss -0.8183, Sem 0.0168, dir -0.9874, norm 0.1523, swav 0.0000 LR: 6.237e-02 Score 99.438 Data time: 0.0684, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9603 [2020-10-19 08:00:54,249][root][INFO] - ===> Epoch[4899](24492/5): Loss -0.8091, Sem 0.0192, dir -0.9854, norm 0.1571, swav 0.0000 LR: 6.237e-02 Score 99.360 Data time: 0.0788, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1716 [2020-10-19 08:00:56,329][root][INFO] - ===> Epoch[4899](24493/5): Loss -0.7958, Sem 0.0170, dir -0.9847, norm 0.1719, swav 0.0000 LR: 6.237e-02 Score 99.429 Data time: 0.0675, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9779 [2020-10-19 08:00:58,864][root][INFO] - ===> Epoch[4899](24494/5): Loss -0.8364, Sem 0.0178, dir -0.9871, norm 0.1329, swav 0.0000 LR: 6.236e-02 Score 99.395 Data time: 0.0687, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.4565 [2020-10-19 08:01:01,005][root][INFO] - ===> Epoch[4899](24495/5): Loss -0.8081, Sem 0.0185, dir -0.9861, norm 0.1595, swav 0.0000 LR: 6.236e-02 Score 99.366 Data time: 0.1300, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.0317 [2020-10-19 08:01:03,452][root][INFO] - ===> Epoch[4900](24496/5): Loss -0.8209, Sem 0.0180, dir -0.9868, norm 0.1479, swav 0.0000 LR: 6.236e-02 Score 99.389 Data time: 0.1476, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.3477 [2020-10-19 08:01:05,344][root][INFO] - ===> Epoch[4900](24497/5): Loss -0.8314, Sem 0.0169, dir -0.9872, norm 0.1389, swav 0.0000 LR: 6.236e-02 Score 99.429 Data time: 0.0943, Forward time: 0.7759, Backward time: 1.1723, DDP time: 0.0031, Total iter time: 1.7777 [2020-10-19 08:01:07,926][root][INFO] - ===> Epoch[4900](24498/5): Loss -0.8105, Sem 0.0194, dir -0.9857, norm 0.1559, swav 0.0000 LR: 6.236e-02 Score 99.353 Data time: 0.0720, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.4727 [2020-10-19 08:01:10,578][root][INFO] - ===> Epoch[4900](24499/5): Loss -0.8107, Sem 0.0179, dir -0.9858, norm 0.1572, swav 0.0000 LR: 6.236e-02 Score 99.404 Data time: 0.1263, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.5577 [2020-10-19 08:01:13,382][root][INFO] - ===> Epoch[4900](24500/5): Loss -0.8020, Sem 0.0211, dir -0.9862, norm 0.1631, swav 0.0000 LR: 6.236e-02 Score 99.304 Data time: 0.0825, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.6763 [2020-10-19 08:01:14,531][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 08:01:16,459][root][INFO] - ===> Epoch[4901](24501/5): Loss -0.8205, Sem 0.0189, dir -0.9864, norm 0.1470, swav 0.0000 LR: 6.235e-02 Score 99.350 Data time: 0.0953, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.7573 [2020-10-19 08:01:18,197][root][INFO] - ===> Epoch[4901](24502/5): Loss -0.8013, Sem 0.0191, dir -0.9849, norm 0.1644, swav 0.0000 LR: 6.235e-02 Score 99.353 Data time: 0.0638, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.6379 [2020-10-19 08:01:20,790][root][INFO] - ===> Epoch[4901](24503/5): Loss -0.8200, Sem 0.0195, dir -0.9844, norm 0.1449, swav 0.0000 LR: 6.235e-02 Score 99.331 Data time: 0.1263, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.4965 [2020-10-19 08:01:23,382][root][INFO] - ===> Epoch[4901](24504/5): Loss -0.7827, Sem 0.0217, dir -0.9842, norm 0.1798, swav 0.0000 LR: 6.235e-02 Score 99.275 Data time: 0.0945, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.5325 [2020-10-19 08:01:25,605][root][INFO] - ===> Epoch[4901](24505/5): Loss -0.8102, Sem 0.0176, dir -0.9865, norm 0.1586, swav 0.0000 LR: 6.235e-02 Score 99.408 Data time: 0.1133, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1189 [2020-10-19 08:01:27,277][root][INFO] - ===> Epoch[4902](24506/5): Loss -0.8190, Sem 0.0178, dir -0.9863, norm 0.1496, swav 0.0000 LR: 6.235e-02 Score 99.398 Data time: 0.0563, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.5711 [2020-10-19 08:01:29,355][root][INFO] - ===> Epoch[4902](24507/5): Loss -0.7710, Sem 0.0201, dir -0.9857, norm 0.1946, swav 0.0000 LR: 6.234e-02 Score 99.330 Data time: 0.0836, Forward time: 0.7759, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 1.9782 [2020-10-19 08:01:31,635][root][INFO] - ===> Epoch[4902](24508/5): Loss -0.8156, Sem 0.0192, dir -0.9860, norm 0.1512, swav 0.0000 LR: 6.234e-02 Score 99.350 Data time: 0.0796, Forward time: 0.7759, Backward time: 1.1723, DDP time: 0.0031, Total iter time: 2.1648 [2020-10-19 08:01:33,689][root][INFO] - ===> Epoch[4902](24509/5): Loss -0.8017, Sem 0.0188, dir -0.9842, norm 0.1637, swav 0.0000 LR: 6.234e-02 Score 99.366 Data time: 0.0760, Forward time: 0.7760, Backward time: 1.1723, DDP time: 0.0031, Total iter time: 1.9586 [2020-10-19 08:01:35,795][root][INFO] - ===> Epoch[4902](24510/5): Loss -0.8184, Sem 0.0168, dir -0.9852, norm 0.1501, swav 0.0000 LR: 6.234e-02 Score 99.444 Data time: 0.0855, Forward time: 0.7760, Backward time: 1.1723, DDP time: 0.0031, Total iter time: 1.9916 [2020-10-19 08:01:38,320][root][INFO] - ===> Epoch[4903](24511/5): Loss -0.8199, Sem 0.0191, dir -0.9863, norm 0.1473, swav 0.0000 LR: 6.234e-02 Score 99.349 Data time: 0.0738, Forward time: 0.7760, Backward time: 1.1723, DDP time: 0.0031, Total iter time: 2.4138 [2020-10-19 08:01:41,125][root][INFO] - ===> Epoch[4903](24512/5): Loss -0.8112, Sem 0.0200, dir -0.9859, norm 0.1547, swav 0.0000 LR: 6.234e-02 Score 99.326 Data time: 0.1147, Forward time: 0.7760, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.5798 [2020-10-19 08:01:43,070][root][INFO] - ===> Epoch[4903](24513/5): Loss -0.7968, Sem 0.0222, dir -0.9847, norm 0.1657, swav 0.0000 LR: 6.233e-02 Score 99.280 Data time: 0.0880, Forward time: 0.7760, Backward time: 1.1723, DDP time: 0.0031, Total iter time: 1.8253 [2020-10-19 08:01:45,373][root][INFO] - ===> Epoch[4903](24514/5): Loss -0.8134, Sem 0.0201, dir -0.9849, norm 0.1514, swav 0.0000 LR: 6.233e-02 Score 99.345 Data time: 0.0891, Forward time: 0.7760, Backward time: 1.1723, DDP time: 0.0031, Total iter time: 2.2074 [2020-10-19 08:01:47,794][root][INFO] - ===> Epoch[4903](24515/5): Loss -0.7868, Sem 0.0246, dir -0.9841, norm 0.1726, swav 0.0000 LR: 6.233e-02 Score 99.183 Data time: 0.0630, Forward time: 0.7760, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.3341 [2020-10-19 08:01:50,009][root][INFO] - ===> Epoch[4904](24516/5): Loss -0.8252, Sem 0.0193, dir -0.9861, norm 0.1416, swav 0.0000 LR: 6.233e-02 Score 99.332 Data time: 0.0784, Forward time: 0.7760, Backward time: 1.1724, DDP time: 0.0031, Total iter time: 2.1067 [2020-10-19 08:01:51,950][root][INFO] - ===> Epoch[4904](24517/5): Loss -0.8144, Sem 0.0208, dir -0.9846, norm 0.1494, swav 0.0000 LR: 6.233e-02 Score 99.302 Data time: 0.0704, Forward time: 0.7760, Backward time: 1.1723, DDP time: 0.0031, Total iter time: 1.8397 [2020-10-19 08:01:54,103][root][INFO] - ===> Epoch[4904](24518/5): Loss -0.8106, Sem 0.0222, dir -0.9853, norm 0.1526, swav 0.0000 LR: 6.233e-02 Score 99.255 Data time: 0.0768, Forward time: 0.7760, Backward time: 1.1723, DDP time: 0.0031, Total iter time: 2.0374 [2020-10-19 08:01:56,129][root][INFO] - ===> Epoch[4904](24519/5): Loss -0.8026, Sem 0.0258, dir -0.9847, norm 0.1563, swav 0.0000 LR: 6.233e-02 Score 99.162 Data time: 0.0761, Forward time: 0.7760, Backward time: 1.1723, DDP time: 0.0031, Total iter time: 1.9505 [2020-10-19 08:01:58,132][root][INFO] - ===> Epoch[4904](24520/5): Loss -0.7995, Sem 0.0216, dir -0.9830, norm 0.1620, swav 0.0000 LR: 6.232e-02 Score 99.292 Data time: 0.0776, Forward time: 0.7760, Backward time: 1.1723, DDP time: 0.0031, Total iter time: 1.9015 [2020-10-19 08:01:59,991][root][INFO] - ===> Epoch[4905](24521/5): Loss -0.8273, Sem 0.0220, dir -0.9868, norm 0.1374, swav 0.0000 LR: 6.232e-02 Score 99.283 Data time: 0.0693, Forward time: 0.7760, Backward time: 1.1723, DDP time: 0.0031, Total iter time: 1.7546 [2020-10-19 08:02:01,788][root][INFO] - ===> Epoch[4905](24522/5): Loss -0.8010, Sem 0.0224, dir -0.9857, norm 0.1623, swav 0.0000 LR: 6.232e-02 Score 99.253 Data time: 0.0736, Forward time: 0.7760, Backward time: 1.1723, DDP time: 0.0031, Total iter time: 1.6949 [2020-10-19 08:02:04,023][root][INFO] - ===> Epoch[4905](24523/5): Loss -0.8069, Sem 0.0230, dir -0.9850, norm 0.1551, swav 0.0000 LR: 6.232e-02 Score 99.224 Data time: 0.0977, Forward time: 0.7760, Backward time: 1.1723, DDP time: 0.0031, Total iter time: 2.1559 [2020-10-19 08:02:06,451][root][INFO] - ===> Epoch[4905](24524/5): Loss -0.8127, Sem 0.0192, dir -0.9846, norm 0.1527, swav 0.0000 LR: 6.232e-02 Score 99.349 Data time: 0.0828, Forward time: 0.7760, Backward time: 1.1723, DDP time: 0.0031, Total iter time: 2.3176 [2020-10-19 08:02:08,205][root][INFO] - ===> Epoch[4905](24525/5): Loss -0.8191, Sem 0.0244, dir -0.9865, norm 0.1430, swav 0.0000 LR: 6.232e-02 Score 99.190 Data time: 0.0772, Forward time: 0.7760, Backward time: 1.1723, DDP time: 0.0031, Total iter time: 1.6324 [2020-10-19 08:02:10,410][root][INFO] - ===> Epoch[4906](24526/5): Loss -0.7825, Sem 0.0247, dir -0.9839, norm 0.1767, swav 0.0000 LR: 6.231e-02 Score 99.170 Data time: 0.0655, Forward time: 0.7759, Backward time: 1.1723, DDP time: 0.0031, Total iter time: 2.1012 [2020-10-19 08:02:12,542][root][INFO] - ===> Epoch[4906](24527/5): Loss -0.8161, Sem 0.0231, dir -0.9862, norm 0.1470, swav 0.0000 LR: 6.231e-02 Score 99.224 Data time: 0.0792, Forward time: 0.7759, Backward time: 1.1723, DDP time: 0.0031, Total iter time: 2.0549 [2020-10-19 08:02:14,587][root][INFO] - ===> Epoch[4906](24528/5): Loss -0.8021, Sem 0.0370, dir -0.9838, norm 0.1447, swav 0.0000 LR: 6.231e-02 Score 98.920 Data time: 0.0949, Forward time: 0.7760, Backward time: 1.1723, DDP time: 0.0031, Total iter time: 1.9304 [2020-10-19 08:02:16,831][root][INFO] - ===> Epoch[4906](24529/5): Loss -0.8021, Sem 0.0263, dir -0.9849, norm 0.1566, swav 0.0000 LR: 6.231e-02 Score 99.197 Data time: 0.0782, Forward time: 0.7760, Backward time: 1.1723, DDP time: 0.0031, Total iter time: 2.1429 [2020-10-19 08:02:18,991][root][INFO] - ===> Epoch[4906](24530/5): Loss -0.8124, Sem 0.0221, dir -0.9861, norm 0.1516, swav 0.0000 LR: 6.231e-02 Score 99.264 Data time: 0.0785, Forward time: 0.7760, Backward time: 1.1723, DDP time: 0.0031, Total iter time: 2.0556 [2020-10-19 08:02:20,897][root][INFO] - ===> Epoch[4907](24531/5): Loss -0.8154, Sem 0.0262, dir -0.9858, norm 0.1442, swav 0.0000 LR: 6.231e-02 Score 99.152 Data time: 0.1051, Forward time: 0.7760, Backward time: 1.1723, DDP time: 0.0031, Total iter time: 1.8042 [2020-10-19 08:02:22,815][root][INFO] - ===> Epoch[4907](24532/5): Loss -0.7861, Sem 0.0307, dir -0.9849, norm 0.1680, swav 0.0000 LR: 6.230e-02 Score 98.953 Data time: 0.0683, Forward time: 0.7760, Backward time: 1.1723, DDP time: 0.0031, Total iter time: 1.8134 [2020-10-19 08:02:25,270][root][INFO] - ===> Epoch[4907](24533/5): Loss -0.7950, Sem 0.0310, dir -0.9835, norm 0.1575, swav 0.0000 LR: 6.230e-02 Score 99.137 Data time: 0.0952, Forward time: 0.7760, Backward time: 1.1723, DDP time: 0.0031, Total iter time: 2.3711 [2020-10-19 08:02:27,170][root][INFO] - ===> Epoch[4907](24534/5): Loss -0.8125, Sem 0.0235, dir -0.9848, norm 0.1488, swav 0.0000 LR: 6.230e-02 Score 99.226 Data time: 0.0827, Forward time: 0.7760, Backward time: 1.1723, DDP time: 0.0031, Total iter time: 1.7611 [2020-10-19 08:02:29,088][root][INFO] - ===> Epoch[4907](24535/5): Loss -0.7989, Sem 0.0374, dir -0.9850, norm 0.1486, swav 0.0000 LR: 6.230e-02 Score 98.844 Data time: 0.0814, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.8229 [2020-10-19 08:02:31,178][root][INFO] - ===> Epoch[4908](24536/5): Loss -0.7849, Sem 0.0308, dir -0.9821, norm 0.1664, swav 0.0000 LR: 6.230e-02 Score 98.966 Data time: 0.0467, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.9872 [2020-10-19 08:02:33,156][root][INFO] - ===> Epoch[4908](24537/5): Loss -0.8117, Sem 0.0219, dir -0.9849, norm 0.1513, swav 0.0000 LR: 6.230e-02 Score 99.258 Data time: 0.0713, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.9065 [2020-10-19 08:02:35,329][root][INFO] - ===> Epoch[4908](24538/5): Loss -0.8113, Sem 0.0225, dir -0.9862, norm 0.1524, swav 0.0000 LR: 6.230e-02 Score 99.268 Data time: 0.0742, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.0876 [2020-10-19 08:02:37,305][root][INFO] - ===> Epoch[4908](24539/5): Loss -0.7918, Sem 0.0338, dir -0.9839, norm 0.1583, swav 0.0000 LR: 6.229e-02 Score 98.899 Data time: 0.0984, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.8677 [2020-10-19 08:02:39,769][root][INFO] - ===> Epoch[4908](24540/5): Loss -0.7985, Sem 0.0270, dir -0.9845, norm 0.1590, swav 0.0000 LR: 6.229e-02 Score 99.122 Data time: 0.1045, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.3636 [2020-10-19 08:02:41,749][root][INFO] - ===> Epoch[4909](24541/5): Loss -0.8176, Sem 0.0190, dir -0.9872, norm 0.1505, swav 0.0000 LR: 6.229e-02 Score 99.370 Data time: 0.0640, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.8441 [2020-10-19 08:02:43,860][root][INFO] - ===> Epoch[4909](24542/5): Loss -0.8188, Sem 0.0236, dir -0.9857, norm 0.1433, swav 0.0000 LR: 6.229e-02 Score 99.205 Data time: 0.1938, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.0205 [2020-10-19 08:02:46,163][root][INFO] - ===> Epoch[4909](24543/5): Loss -0.7989, Sem 0.0258, dir -0.9830, norm 0.1583, swav 0.0000 LR: 6.229e-02 Score 99.159 Data time: 0.0887, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.2093 [2020-10-19 08:02:48,487][root][INFO] - ===> Epoch[4909](24544/5): Loss -0.8147, Sem 0.0270, dir -0.9853, norm 0.1437, swav 0.0000 LR: 6.229e-02 Score 99.110 Data time: 0.0771, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.1958 [2020-10-19 08:02:50,774][root][INFO] - ===> Epoch[4909](24545/5): Loss -0.8060, Sem 0.0227, dir -0.9847, norm 0.1560, swav 0.0000 LR: 6.228e-02 Score 99.267 Data time: 0.0909, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.1801 [2020-10-19 08:02:53,100][root][INFO] - ===> Epoch[4910](24546/5): Loss -0.8209, Sem 0.0218, dir -0.9856, norm 0.1429, swav 0.0000 LR: 6.228e-02 Score 99.300 Data time: 0.0721, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.2273 [2020-10-19 08:02:55,119][root][INFO] - ===> Epoch[4910](24547/5): Loss -0.8032, Sem 0.0261, dir -0.9839, norm 0.1546, swav 0.0000 LR: 6.228e-02 Score 99.126 Data time: 0.0869, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.9337 [2020-10-19 08:02:57,272][root][INFO] - ===> Epoch[4910](24548/5): Loss -0.8238, Sem 0.0246, dir -0.9856, norm 0.1372, swav 0.0000 LR: 6.228e-02 Score 99.192 Data time: 0.0664, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.0286 [2020-10-19 08:02:59,336][root][INFO] - ===> Epoch[4910](24549/5): Loss -0.8048, Sem 0.0244, dir -0.9845, norm 0.1553, swav 0.0000 LR: 6.228e-02 Score 99.191 Data time: 0.0835, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.9701 [2020-10-19 08:03:01,208][root][INFO] - ===> Epoch[4910](24550/5): Loss -0.8125, Sem 0.0239, dir -0.9830, norm 0.1466, swav 0.0000 LR: 6.228e-02 Score 99.220 Data time: 0.0660, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.7567 [2020-10-19 08:03:03,267][root][INFO] - ===> Epoch[4911](24551/5): Loss -0.8186, Sem 0.0200, dir -0.9871, norm 0.1486, swav 0.0000 LR: 6.227e-02 Score 99.330 Data time: 0.1042, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.9695 [2020-10-19 08:03:05,589][root][INFO] - ===> Epoch[4911](24552/5): Loss -0.8217, Sem 0.0258, dir -0.9855, norm 0.1380, swav 0.0000 LR: 6.227e-02 Score 99.120 Data time: 0.1179, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.2038 [2020-10-19 08:03:07,676][root][INFO] - ===> Epoch[4911](24553/5): Loss -0.8069, Sem 0.0190, dir -0.9850, norm 0.1590, swav 0.0000 LR: 6.227e-02 Score 99.383 Data time: 0.0674, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.9904 [2020-10-19 08:03:09,606][root][INFO] - ===> Epoch[4911](24554/5): Loss -0.8162, Sem 0.0227, dir -0.9850, norm 0.1461, swav 0.0000 LR: 6.227e-02 Score 99.237 Data time: 0.0598, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.8300 [2020-10-19 08:03:11,485][root][INFO] - ===> Epoch[4911](24555/5): Loss -0.8126, Sem 0.0223, dir -0.9839, norm 0.1490, swav 0.0000 LR: 6.227e-02 Score 99.279 Data time: 0.0823, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.8056 [2020-10-19 08:03:13,819][root][INFO] - ===> Epoch[4912](24556/5): Loss -0.8162, Sem 0.0212, dir -0.9860, norm 0.1486, swav 0.0000 LR: 6.227e-02 Score 99.298 Data time: 0.0589, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.2091 [2020-10-19 08:03:16,076][root][INFO] - ===> Epoch[4912](24557/5): Loss -0.8306, Sem 0.0216, dir -0.9864, norm 0.1342, swav 0.0000 LR: 6.227e-02 Score 99.268 Data time: 0.0951, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.1458 [2020-10-19 08:03:18,146][root][INFO] - ===> Epoch[4912](24558/5): Loss -0.8212, Sem 0.0217, dir -0.9858, norm 0.1429, swav 0.0000 LR: 6.226e-02 Score 99.256 Data time: 0.0688, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.9507 [2020-10-19 08:03:20,317][root][INFO] - ===> Epoch[4912](24559/5): Loss -0.8228, Sem 0.0217, dir -0.9862, norm 0.1417, swav 0.0000 LR: 6.226e-02 Score 99.266 Data time: 0.1636, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.0643 [2020-10-19 08:03:23,154][root][INFO] - ===> Epoch[4912](24560/5): Loss -0.8231, Sem 0.0201, dir -0.9857, norm 0.1425, swav 0.0000 LR: 6.226e-02 Score 99.343 Data time: 0.2094, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.7179 [2020-10-19 08:03:24,991][root][INFO] - ===> Epoch[4913](24561/5): Loss -0.8324, Sem 0.0213, dir -0.9857, norm 0.1320, swav 0.0000 LR: 6.226e-02 Score 99.281 Data time: 0.0690, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.7151 [2020-10-19 08:03:27,263][root][INFO] - ===> Epoch[4913](24562/5): Loss -0.8152, Sem 0.0208, dir -0.9851, norm 0.1491, swav 0.0000 LR: 6.226e-02 Score 99.310 Data time: 0.1345, Forward time: 0.7760, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1770 [2020-10-19 08:03:29,228][root][INFO] - ===> Epoch[4913](24563/5): Loss -0.8242, Sem 0.0205, dir -0.9857, norm 0.1410, swav 0.0000 LR: 6.226e-02 Score 99.309 Data time: 0.0563, Forward time: 0.7760, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8685 [2020-10-19 08:03:31,323][root][INFO] - ===> Epoch[4913](24564/5): Loss -0.8242, Sem 0.0213, dir -0.9860, norm 0.1405, swav 0.0000 LR: 6.225e-02 Score 99.288 Data time: 0.0815, Forward time: 0.7760, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0286 [2020-10-19 08:03:33,640][root][INFO] - ===> Epoch[4913](24565/5): Loss -0.8158, Sem 0.0195, dir -0.9854, norm 0.1501, swav 0.0000 LR: 6.225e-02 Score 99.343 Data time: 0.1028, Forward time: 0.7760, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2321 [2020-10-19 08:03:35,835][root][INFO] - ===> Epoch[4914](24566/5): Loss -0.8129, Sem 0.0215, dir -0.9855, norm 0.1511, swav 0.0000 LR: 6.225e-02 Score 99.288 Data time: 0.0606, Forward time: 0.7760, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0799 [2020-10-19 08:03:38,180][root][INFO] - ===> Epoch[4914](24567/5): Loss -0.8194, Sem 0.0218, dir -0.9848, norm 0.1437, swav 0.0000 LR: 6.225e-02 Score 99.265 Data time: 0.0740, Forward time: 0.7760, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2615 [2020-10-19 08:03:40,398][root][INFO] - ===> Epoch[4914](24568/5): Loss -0.8091, Sem 0.0205, dir -0.9861, norm 0.1565, swav 0.0000 LR: 6.225e-02 Score 99.308 Data time: 0.0813, Forward time: 0.7760, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1145 [2020-10-19 08:03:42,394][root][INFO] - ===> Epoch[4914](24569/5): Loss -0.8361, Sem 0.0198, dir -0.9874, norm 0.1315, swav 0.0000 LR: 6.225e-02 Score 99.333 Data time: 0.0779, Forward time: 0.7760, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8725 [2020-10-19 08:03:44,841][root][INFO] - ===> Epoch[4914](24570/5): Loss -0.8087, Sem 0.0197, dir -0.9848, norm 0.1565, swav 0.0000 LR: 6.224e-02 Score 99.341 Data time: 0.0592, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.3375 [2020-10-19 08:03:47,198][root][INFO] - ===> Epoch[4915](24571/5): Loss -0.8237, Sem 0.0206, dir -0.9862, norm 0.1419, swav 0.0000 LR: 6.224e-02 Score 99.320 Data time: 0.1051, Forward time: 0.7760, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2236 [2020-10-19 08:03:49,376][root][INFO] - ===> Epoch[4915](24572/5): Loss -0.8129, Sem 0.0181, dir -0.9867, norm 0.1557, swav 0.0000 LR: 6.224e-02 Score 99.379 Data time: 0.0617, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.0492 [2020-10-19 08:03:51,905][root][INFO] - ===> Epoch[4915](24573/5): Loss -0.8231, Sem 0.0188, dir -0.9851, norm 0.1432, swav 0.0000 LR: 6.224e-02 Score 99.364 Data time: 0.0837, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.4384 [2020-10-19 08:03:54,356][root][INFO] - ===> Epoch[4915](24574/5): Loss -0.8148, Sem 0.0194, dir -0.9862, norm 0.1520, swav 0.0000 LR: 6.224e-02 Score 99.329 Data time: 0.1380, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.3418 [2020-10-19 08:03:56,729][root][INFO] - ===> Epoch[4915](24575/5): Loss -0.8342, Sem 0.0177, dir -0.9875, norm 0.1356, swav 0.0000 LR: 6.224e-02 Score 99.420 Data time: 0.0800, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.2480 [2020-10-19 08:03:58,816][root][INFO] - ===> Epoch[4916](24576/5): Loss -0.8145, Sem 0.0191, dir -0.9866, norm 0.1530, swav 0.0000 LR: 6.224e-02 Score 99.354 Data time: 0.0911, Forward time: 0.7760, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9693 [2020-10-19 08:04:00,803][root][INFO] - ===> Epoch[4916](24577/5): Loss -0.8211, Sem 0.0208, dir -0.9855, norm 0.1436, swav 0.0000 LR: 6.223e-02 Score 99.293 Data time: 0.0654, Forward time: 0.7760, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8698 [2020-10-19 08:04:03,462][root][INFO] - ===> Epoch[4916](24578/5): Loss -0.8081, Sem 0.0205, dir -0.9857, norm 0.1570, swav 0.0000 LR: 6.223e-02 Score 99.320 Data time: 0.0797, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.5696 [2020-10-19 08:04:05,879][root][INFO] - ===> Epoch[4916](24579/5): Loss -0.8141, Sem 0.0185, dir -0.9856, norm 0.1530, swav 0.0000 LR: 6.223e-02 Score 99.394 Data time: 0.1025, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.3230 [2020-10-19 08:04:08,074][root][INFO] - ===> Epoch[4916](24580/5): Loss -0.8221, Sem 0.0175, dir -0.9871, norm 0.1476, swav 0.0000 LR: 6.223e-02 Score 99.405 Data time: 0.0574, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.0843 [2020-10-19 08:04:10,270][root][INFO] - ===> Epoch[4917](24581/5): Loss -0.8215, Sem 0.0193, dir -0.9872, norm 0.1465, swav 0.0000 LR: 6.223e-02 Score 99.339 Data time: 0.1006, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.1082 [2020-10-19 08:04:12,472][root][INFO] - ===> Epoch[4917](24582/5): Loss -0.8056, Sem 0.0209, dir -0.9851, norm 0.1587, swav 0.0000 LR: 6.223e-02 Score 99.332 Data time: 0.0848, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0953 [2020-10-19 08:04:14,623][root][INFO] - ===> Epoch[4917](24583/5): Loss -0.8159, Sem 0.0224, dir -0.9841, norm 0.1458, swav 0.0000 LR: 6.222e-02 Score 99.252 Data time: 0.0954, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0518 [2020-10-19 08:04:17,018][root][INFO] - ===> Epoch[4917](24584/5): Loss -0.8148, Sem 0.0176, dir -0.9871, norm 0.1547, swav 0.0000 LR: 6.222e-02 Score 99.394 Data time: 0.0803, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2896 [2020-10-19 08:04:18,868][root][INFO] - ===> Epoch[4917](24585/5): Loss -0.8323, Sem 0.0181, dir -0.9864, norm 0.1360, swav 0.0000 LR: 6.222e-02 Score 99.388 Data time: 0.0775, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.7652 [2020-10-19 08:04:21,008][root][INFO] - ===> Epoch[4918](24586/5): Loss -0.8101, Sem 0.0220, dir -0.9842, norm 0.1520, swav 0.0000 LR: 6.222e-02 Score 99.266 Data time: 0.0639, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0359 [2020-10-19 08:04:23,214][root][INFO] - ===> Epoch[4918](24587/5): Loss -0.8276, Sem 0.0202, dir -0.9864, norm 0.1387, swav 0.0000 LR: 6.222e-02 Score 99.386 Data time: 0.0757, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1072 [2020-10-19 08:04:25,577][root][INFO] - ===> Epoch[4918](24588/5): Loss -0.8163, Sem 0.0214, dir -0.9852, norm 0.1475, swav 0.0000 LR: 6.222e-02 Score 99.304 Data time: 0.0819, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2373 [2020-10-19 08:04:27,556][root][INFO] - ===> Epoch[4918](24589/5): Loss -0.8146, Sem 0.0220, dir -0.9850, norm 0.1484, swav 0.0000 LR: 6.221e-02 Score 99.254 Data time: 0.0630, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8773 [2020-10-19 08:04:30,101][root][INFO] - ===> Epoch[4918](24590/5): Loss -0.8296, Sem 0.0198, dir -0.9872, norm 0.1379, swav 0.0000 LR: 6.221e-02 Score 99.349 Data time: 0.0774, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.4887 [2020-10-19 08:04:32,419][root][INFO] - ===> Epoch[4919](24591/5): Loss -0.8216, Sem 0.0199, dir -0.9855, norm 0.1440, swav 0.0000 LR: 6.221e-02 Score 99.340 Data time: 0.0635, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2091 [2020-10-19 08:04:35,574][root][INFO] - ===> Epoch[4919](24592/5): Loss -0.8231, Sem 0.0179, dir -0.9856, norm 0.1445, swav 0.0000 LR: 6.221e-02 Score 99.394 Data time: 0.0661, Forward time: 0.7761, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 3.0804 [2020-10-19 08:04:37,598][root][INFO] - ===> Epoch[4919](24593/5): Loss -0.8273, Sem 0.0209, dir -0.9853, norm 0.1371, swav 0.0000 LR: 6.221e-02 Score 99.291 Data time: 0.0788, Forward time: 0.7761, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.9205 [2020-10-19 08:04:39,547][root][INFO] - ===> Epoch[4919](24594/5): Loss -0.8360, Sem 0.0191, dir -0.9860, norm 0.1309, swav 0.0000 LR: 6.221e-02 Score 99.345 Data time: 0.0809, Forward time: 0.7761, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.8450 [2020-10-19 08:04:41,306][root][INFO] - ===> Epoch[4919](24595/5): Loss -0.8260, Sem 0.0182, dir -0.9870, norm 0.1428, swav 0.0000 LR: 6.221e-02 Score 99.392 Data time: 0.0748, Forward time: 0.7760, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.6429 [2020-10-19 08:04:43,495][root][INFO] - ===> Epoch[4920](24596/5): Loss -0.8143, Sem 0.0210, dir -0.9857, norm 0.1504, swav 0.0000 LR: 6.220e-02 Score 99.309 Data time: 0.2113, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0815 [2020-10-19 08:04:45,860][root][INFO] - ===> Epoch[4920](24597/5): Loss -0.8218, Sem 0.0209, dir -0.9861, norm 0.1434, swav 0.0000 LR: 6.220e-02 Score 99.326 Data time: 0.0991, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2590 [2020-10-19 08:04:48,186][root][INFO] - ===> Epoch[4920](24598/5): Loss -0.8078, Sem 0.0200, dir -0.9863, norm 0.1584, swav 0.0000 LR: 6.220e-02 Score 99.337 Data time: 0.0751, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1965 [2020-10-19 08:04:50,350][root][INFO] - ===> Epoch[4920](24599/5): Loss -0.8202, Sem 0.0200, dir -0.9862, norm 0.1461, swav 0.0000 LR: 6.220e-02 Score 99.316 Data time: 0.1082, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0675 [2020-10-19 08:04:52,479][root][INFO] - ===> Epoch[4920](24600/5): Loss -0.8298, Sem 0.0205, dir -0.9861, norm 0.1357, swav 0.0000 LR: 6.220e-02 Score 99.310 Data time: 0.0882, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0335 [2020-10-19 08:04:53,523][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 08:04:53,682][root][INFO] - ===> Start testing [2020-10-19 08:05:32,949][root][INFO] - 68/68: Data time: 0.0018, Iter time: 0.0885 Loss 0.083 (AVG: 0.514) Score 98.373 (AVG: 90.760) mIOU 70.338 mAP 83.765 mAcc 77.451 IOU: 62.791 0.153 84.794 75.166 93.854 91.822 32.156 80.462 97.360 68.087 80.670 86.527 60.554 mAP: 82.950 6.484 96.398 86.802 98.693 98.333 54.833 97.549 99.626 88.322 93.537 94.694 90.719 mAcc: 78.592 0.638 90.028 83.265 95.487 96.671 34.174 95.891 99.153 80.091 89.441 95.963 67.471 [2020-10-19 08:05:32,950][root][INFO] - Finished test. Elapsed time: 39.2666 [2020-10-19 08:05:35,901][root][INFO] - [2020-10-19 08:05:35,902][root][INFO] - ################################################################ [2020-10-19 08:05:35,902][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 08:05:35,902][root][INFO] - ################################################################ [2020-10-19 08:05:35,902][root][INFO] - clutter : nan nan nan [2020-10-19 08:05:35,902][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 08:05:35,902][root][INFO] - board : 0.774 0.901 0.973 [2020-10-19 08:05:35,902][root][INFO] - bookcase : 0.287 0.419 0.576 [2020-10-19 08:05:35,902][root][INFO] - ceiling : 0.354 0.406 0.457 [2020-10-19 08:05:35,902][root][INFO] - chair : 0.815 0.908 0.934 [2020-10-19 08:05:35,902][root][INFO] - column : 0.173 0.271 0.430 [2020-10-19 08:05:35,902][root][INFO] - door : 0.808 0.929 0.952 [2020-10-19 08:05:35,902][root][INFO] - floor : 0.554 0.564 0.627 [2020-10-19 08:05:35,902][root][INFO] - sofa : 0.418 0.624 0.818 [2020-10-19 08:05:35,902][root][INFO] - table : 0.162 0.364 0.664 [2020-10-19 08:05:35,902][root][INFO] - wall : 0.505 0.706 0.777 [2020-10-19 08:05:35,902][root][INFO] - window : 0.542 0.728 0.761 [2020-10-19 08:05:35,902][root][INFO] - ---------------------------------------------------------------- [2020-10-19 08:05:35,902][root][INFO] - average : 0.449 0.568 0.664 [2020-10-19 08:05:35,902][root][INFO] - [2020-10-19 08:05:36,048][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 08:05:36,049][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 08:05:37,593][root][INFO] - ===> Epoch[4921](24601/5): Loss -0.8082, Sem 0.0208, dir -0.9855, norm 0.1565, swav 0.0000 LR: 6.220e-02 Score 99.300 Data time: 0.0645, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.5384 [2020-10-19 08:05:40,196][root][INFO] - ===> Epoch[4921](24602/5): Loss -0.8253, Sem 0.0189, dir -0.9869, norm 0.1427, swav 0.0000 LR: 6.219e-02 Score 99.371 Data time: 0.0717, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.5067 [2020-10-19 08:05:42,273][root][INFO] - ===> Epoch[4921](24603/5): Loss -0.8213, Sem 0.0195, dir -0.9854, norm 0.1447, swav 0.0000 LR: 6.219e-02 Score 99.339 Data time: 0.0808, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9730 [2020-10-19 08:05:44,612][root][INFO] - ===> Epoch[4921](24604/5): Loss -0.8204, Sem 0.0192, dir -0.9858, norm 0.1463, swav 0.0000 LR: 6.219e-02 Score 99.363 Data time: 0.0784, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2342 [2020-10-19 08:05:46,641][root][INFO] - ===> Epoch[4921](24605/5): Loss -0.8159, Sem 0.0238, dir -0.9849, norm 0.1452, swav 0.0000 LR: 6.219e-02 Score 99.194 Data time: 0.1158, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9341 [2020-10-19 08:05:48,729][root][INFO] - ===> Epoch[4922](24606/5): Loss -0.8264, Sem 0.0194, dir -0.9875, norm 0.1418, swav 0.0000 LR: 6.219e-02 Score 99.362 Data time: 0.1022, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9867 [2020-10-19 08:05:50,941][root][INFO] - ===> Epoch[4922](24607/5): Loss -0.8079, Sem 0.0178, dir -0.9842, norm 0.1586, swav 0.0000 LR: 6.219e-02 Score 99.399 Data time: 0.0596, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1092 [2020-10-19 08:05:53,012][root][INFO] - ===> Epoch[4922](24608/5): Loss -0.8283, Sem 0.0209, dir -0.9862, norm 0.1370, swav 0.0000 LR: 6.218e-02 Score 99.293 Data time: 0.0774, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9810 [2020-10-19 08:05:55,260][root][INFO] - ===> Epoch[4922](24609/5): Loss -0.8133, Sem 0.0201, dir -0.9844, norm 0.1510, swav 0.0000 LR: 6.218e-02 Score 99.335 Data time: 0.0780, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1254 [2020-10-19 08:05:57,245][root][INFO] - ===> Epoch[4922](24610/5): Loss -0.8294, Sem 0.0205, dir -0.9862, norm 0.1363, swav 0.0000 LR: 6.218e-02 Score 99.301 Data time: 0.0750, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8832 [2020-10-19 08:05:59,220][root][INFO] - ===> Epoch[4923](24611/5): Loss -0.8225, Sem 0.0200, dir -0.9871, norm 0.1445, swav 0.0000 LR: 6.218e-02 Score 99.328 Data time: 0.0905, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8826 [2020-10-19 08:06:01,134][root][INFO] - ===> Epoch[4923](24612/5): Loss -0.8067, Sem 0.0197, dir -0.9846, norm 0.1583, swav 0.0000 LR: 6.218e-02 Score 99.356 Data time: 0.0804, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8026 [2020-10-19 08:06:03,818][root][INFO] - ===> Epoch[4923](24613/5): Loss -0.8109, Sem 0.0183, dir -0.9865, norm 0.1573, swav 0.0000 LR: 6.218e-02 Score 99.386 Data time: 0.1168, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.5835 [2020-10-19 08:06:06,141][root][INFO] - ===> Epoch[4923](24614/5): Loss -0.8163, Sem 0.0187, dir -0.9861, norm 0.1511, swav 0.0000 LR: 6.218e-02 Score 99.382 Data time: 0.1074, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2240 [2020-10-19 08:06:08,185][root][INFO] - ===> Epoch[4923](24615/5): Loss -0.8125, Sem 0.0195, dir -0.9856, norm 0.1536, swav 0.0000 LR: 6.217e-02 Score 99.349 Data time: 0.0804, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9159 [2020-10-19 08:06:10,191][root][INFO] - ===> Epoch[4924](24616/5): Loss -0.8398, Sem 0.0163, dir -0.9879, norm 0.1317, swav 0.0000 LR: 6.217e-02 Score 99.450 Data time: 0.1046, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9065 [2020-10-19 08:06:12,240][root][INFO] - ===> Epoch[4924](24617/5): Loss -0.8215, Sem 0.0228, dir -0.9848, norm 0.1404, swav 0.0000 LR: 6.217e-02 Score 99.250 Data time: 0.0694, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9497 [2020-10-19 08:06:14,521][root][INFO] - ===> Epoch[4924](24618/5): Loss -0.8047, Sem 0.0212, dir -0.9848, norm 0.1588, swav 0.0000 LR: 6.217e-02 Score 99.307 Data time: 0.0727, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1840 [2020-10-19 08:06:16,491][root][INFO] - ===> Epoch[4924](24619/5): Loss -0.8266, Sem 0.0194, dir -0.9864, norm 0.1405, swav 0.0000 LR: 6.217e-02 Score 99.343 Data time: 0.0599, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8799 [2020-10-19 08:06:18,984][root][INFO] - ===> Epoch[4924](24620/5): Loss -0.8130, Sem 0.0183, dir -0.9849, norm 0.1535, swav 0.0000 LR: 6.217e-02 Score 99.390 Data time: 0.0891, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.4228 [2020-10-19 08:06:21,291][root][INFO] - ===> Epoch[4925](24621/5): Loss -0.8259, Sem 0.0178, dir -0.9857, norm 0.1421, swav 0.0000 LR: 6.216e-02 Score 99.399 Data time: 0.0930, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2101 [2020-10-19 08:06:23,373][root][INFO] - ===> Epoch[4925](24622/5): Loss -0.8235, Sem 0.0178, dir -0.9868, norm 0.1455, swav 0.0000 LR: 6.216e-02 Score 99.396 Data time: 0.0672, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9701 [2020-10-19 08:06:25,509][root][INFO] - ===> Epoch[4925](24623/5): Loss -0.8196, Sem 0.0189, dir -0.9854, norm 0.1469, swav 0.0000 LR: 6.216e-02 Score 99.369 Data time: 0.0794, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0337 [2020-10-19 08:06:27,475][root][INFO] - ===> Epoch[4925](24624/5): Loss -0.8290, Sem 0.0175, dir -0.9876, norm 0.1411, swav 0.0000 LR: 6.216e-02 Score 99.409 Data time: 0.1070, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8618 [2020-10-19 08:06:29,718][root][INFO] - ===> Epoch[4925](24625/5): Loss -0.8127, Sem 0.0180, dir -0.9846, norm 0.1539, swav 0.0000 LR: 6.216e-02 Score 99.393 Data time: 0.0888, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1533 [2020-10-19 08:06:32,474][root][INFO] - ===> Epoch[4926](24626/5): Loss -0.8310, Sem 0.0167, dir -0.9873, norm 0.1396, swav 0.0000 LR: 6.216e-02 Score 99.430 Data time: 0.0623, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.6459 [2020-10-19 08:06:34,744][root][INFO] - ===> Epoch[4926](24627/5): Loss -0.8121, Sem 0.0192, dir -0.9855, norm 0.1543, swav 0.0000 LR: 6.215e-02 Score 99.355 Data time: 0.0820, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1961 [2020-10-19 08:06:36,988][root][INFO] - ===> Epoch[4926](24628/5): Loss -0.8269, Sem 0.0176, dir -0.9854, norm 0.1409, swav 0.0000 LR: 6.215e-02 Score 99.399 Data time: 0.0836, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1417 [2020-10-19 08:06:39,128][root][INFO] - ===> Epoch[4926](24629/5): Loss -0.8407, Sem 0.0187, dir -0.9873, norm 0.1279, swav 0.0000 LR: 6.215e-02 Score 99.365 Data time: 0.0786, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0283 [2020-10-19 08:06:41,219][root][INFO] - ===> Epoch[4926](24630/5): Loss -0.8121, Sem 0.0201, dir -0.9862, norm 0.1540, swav 0.0000 LR: 6.215e-02 Score 99.330 Data time: 0.1117, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9923 [2020-10-19 08:06:43,437][root][INFO] - ===> Epoch[4927](24631/5): Loss -0.8270, Sem 0.0198, dir -0.9860, norm 0.1392, swav 0.0000 LR: 6.215e-02 Score 99.324 Data time: 0.0642, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0941 [2020-10-19 08:06:45,546][root][INFO] - ===> Epoch[4927](24632/5): Loss -0.8288, Sem 0.0185, dir -0.9859, norm 0.1386, swav 0.0000 LR: 6.215e-02 Score 99.371 Data time: 0.1415, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0260 [2020-10-19 08:06:47,768][root][INFO] - ===> Epoch[4927](24633/5): Loss -0.8293, Sem 0.0202, dir -0.9858, norm 0.1364, swav 0.0000 LR: 6.215e-02 Score 99.329 Data time: 0.0847, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1198 [2020-10-19 08:06:50,031][root][INFO] - ===> Epoch[4927](24634/5): Loss -0.8322, Sem 0.0187, dir -0.9869, norm 0.1360, swav 0.0000 LR: 6.214e-02 Score 99.372 Data time: 0.0829, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1599 [2020-10-19 08:06:52,375][root][INFO] - ===> Epoch[4927](24635/5): Loss -0.8303, Sem 0.0182, dir -0.9873, norm 0.1388, swav 0.0000 LR: 6.214e-02 Score 99.385 Data time: 0.0836, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2459 [2020-10-19 08:06:54,557][root][INFO] - ===> Epoch[4928](24636/5): Loss -0.8370, Sem 0.0173, dir -0.9862, norm 0.1320, swav 0.0000 LR: 6.214e-02 Score 99.432 Data time: 0.0740, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0547 [2020-10-19 08:06:56,598][root][INFO] - ===> Epoch[4928](24637/5): Loss -0.8244, Sem 0.0196, dir -0.9862, norm 0.1422, swav 0.0000 LR: 6.214e-02 Score 99.336 Data time: 0.0863, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9651 [2020-10-19 08:06:58,801][root][INFO] - ===> Epoch[4928](24638/5): Loss -0.8337, Sem 0.0187, dir -0.9867, norm 0.1343, swav 0.0000 LR: 6.214e-02 Score 99.378 Data time: 0.0900, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0917 [2020-10-19 08:07:00,720][root][INFO] - ===> Epoch[4928](24639/5): Loss -0.8284, Sem 0.0173, dir -0.9874, norm 0.1417, swav 0.0000 LR: 6.214e-02 Score 99.414 Data time: 0.0835, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.7907 [2020-10-19 08:07:03,003][root][INFO] - ===> Epoch[4928](24640/5): Loss -0.8229, Sem 0.0206, dir -0.9860, norm 0.1425, swav 0.0000 LR: 6.213e-02 Score 99.311 Data time: 0.0861, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1761 [2020-10-19 08:07:05,284][root][INFO] - ===> Epoch[4929](24641/5): Loss -0.8354, Sem 0.0174, dir -0.9870, norm 0.1342, swav 0.0000 LR: 6.213e-02 Score 99.426 Data time: 0.0375, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1582 [2020-10-19 08:07:07,622][root][INFO] - ===> Epoch[4929](24642/5): Loss -0.8225, Sem 0.0196, dir -0.9857, norm 0.1435, swav 0.0000 LR: 6.213e-02 Score 99.345 Data time: 0.0533, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2701 [2020-10-19 08:07:09,750][root][INFO] - ===> Epoch[4929](24643/5): Loss -0.8347, Sem 0.0175, dir -0.9868, norm 0.1346, swav 0.0000 LR: 6.213e-02 Score 99.403 Data time: 0.0589, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0261 [2020-10-19 08:07:11,690][root][INFO] - ===> Epoch[4929](24644/5): Loss -0.8338, Sem 0.0202, dir -0.9861, norm 0.1321, swav 0.0000 LR: 6.213e-02 Score 99.313 Data time: 0.0882, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8465 [2020-10-19 08:07:14,045][root][INFO] - ===> Epoch[4929](24645/5): Loss -0.8286, Sem 0.0183, dir -0.9864, norm 0.1394, swav 0.0000 LR: 6.213e-02 Score 99.373 Data time: 0.1686, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2777 [2020-10-19 08:07:16,208][root][INFO] - ===> Epoch[4930](24646/5): Loss -0.8350, Sem 0.0176, dir -0.9866, norm 0.1340, swav 0.0000 LR: 6.212e-02 Score 99.417 Data time: 0.0943, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0342 [2020-10-19 08:07:18,353][root][INFO] - ===> Epoch[4930](24647/5): Loss -0.8328, Sem 0.0183, dir -0.9855, norm 0.1345, swav 0.0000 LR: 6.212e-02 Score 99.388 Data time: 0.0736, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0051 [2020-10-19 08:07:20,590][root][INFO] - ===> Epoch[4930](24648/5): Loss -0.8286, Sem 0.0190, dir -0.9864, norm 0.1388, swav 0.0000 LR: 6.212e-02 Score 99.364 Data time: 0.0875, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1179 [2020-10-19 08:07:23,134][root][INFO] - ===> Epoch[4930](24649/5): Loss -0.8346, Sem 0.0194, dir -0.9869, norm 0.1329, swav 0.0000 LR: 6.212e-02 Score 99.351 Data time: 0.0685, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.4263 [2020-10-19 08:07:25,261][root][INFO] - ===> Epoch[4930](24650/5): Loss -0.8199, Sem 0.0189, dir -0.9863, norm 0.1475, swav 0.0000 LR: 6.212e-02 Score 99.364 Data time: 0.0825, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0253 [2020-10-19 08:07:27,380][root][INFO] - ===> Epoch[4931](24651/5): Loss -0.8230, Sem 0.0194, dir -0.9860, norm 0.1436, swav 0.0000 LR: 6.212e-02 Score 99.335 Data time: 0.0856, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0031 [2020-10-19 08:07:29,713][root][INFO] - ===> Epoch[4931](24652/5): Loss -0.8127, Sem 0.0182, dir -0.9851, norm 0.1542, swav 0.0000 LR: 6.212e-02 Score 99.392 Data time: 0.1159, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2124 [2020-10-19 08:07:32,097][root][INFO] - ===> Epoch[4931](24653/5): Loss -0.8223, Sem 0.0211, dir -0.9859, norm 0.1425, swav 0.0000 LR: 6.211e-02 Score 99.289 Data time: 0.0848, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2632 [2020-10-19 08:07:34,508][root][INFO] - ===> Epoch[4931](24654/5): Loss -0.8027, Sem 0.0187, dir -0.9859, norm 0.1645, swav 0.0000 LR: 6.211e-02 Score 99.395 Data time: 0.0825, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2912 [2020-10-19 08:07:36,412][root][INFO] - ===> Epoch[4931](24655/5): Loss -0.8349, Sem 0.0189, dir -0.9868, norm 0.1331, swav 0.0000 LR: 6.211e-02 Score 99.348 Data time: 0.0819, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.7955 [2020-10-19 08:07:39,157][root][INFO] - ===> Epoch[4932](24656/5): Loss -0.8236, Sem 0.0180, dir -0.9857, norm 0.1441, swav 0.0000 LR: 6.211e-02 Score 99.398 Data time: 0.0581, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.6386 [2020-10-19 08:07:41,200][root][INFO] - ===> Epoch[4932](24657/5): Loss -0.8207, Sem 0.0195, dir -0.9848, norm 0.1446, swav 0.0000 LR: 6.211e-02 Score 99.356 Data time: 0.0765, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9573 [2020-10-19 08:07:43,598][root][INFO] - ===> Epoch[4932](24658/5): Loss -0.8414, Sem 0.0175, dir -0.9879, norm 0.1291, swav 0.0000 LR: 6.211e-02 Score 99.398 Data time: 0.0721, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2837 [2020-10-19 08:07:46,038][root][INFO] - ===> Epoch[4932](24659/5): Loss -0.8320, Sem 0.0186, dir -0.9869, norm 0.1363, swav 0.0000 LR: 6.210e-02 Score 99.362 Data time: 0.0896, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3190 [2020-10-19 08:07:48,537][root][INFO] - ===> Epoch[4932](24660/5): Loss -0.8231, Sem 0.0176, dir -0.9857, norm 0.1450, swav 0.0000 LR: 6.210e-02 Score 99.417 Data time: 0.0627, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3815 [2020-10-19 08:07:50,608][root][INFO] - ===> Epoch[4933](24661/5): Loss -0.8364, Sem 0.0181, dir -0.9869, norm 0.1325, swav 0.0000 LR: 6.210e-02 Score 99.392 Data time: 0.0752, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9742 [2020-10-19 08:07:52,758][root][INFO] - ===> Epoch[4933](24662/5): Loss -0.8242, Sem 0.0219, dir -0.9858, norm 0.1397, swav 0.0000 LR: 6.210e-02 Score 99.259 Data time: 0.1071, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0595 [2020-10-19 08:07:54,904][root][INFO] - ===> Epoch[4933](24663/5): Loss -0.8359, Sem 0.0176, dir -0.9878, norm 0.1343, swav 0.0000 LR: 6.210e-02 Score 99.398 Data time: 0.0757, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0399 [2020-10-19 08:07:57,239][root][INFO] - ===> Epoch[4933](24664/5): Loss -0.8199, Sem 0.0178, dir -0.9864, norm 0.1486, swav 0.0000 LR: 6.210e-02 Score 99.402 Data time: 0.0769, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2356 [2020-10-19 08:07:59,255][root][INFO] - ===> Epoch[4933](24665/5): Loss -0.8248, Sem 0.0216, dir -0.9852, norm 0.1388, swav 0.0000 LR: 6.209e-02 Score 99.275 Data time: 0.0626, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9338 [2020-10-19 08:08:01,253][root][INFO] - ===> Epoch[4934](24666/5): Loss -0.8222, Sem 0.0182, dir -0.9850, norm 0.1445, swav 0.0000 LR: 6.209e-02 Score 99.392 Data time: 0.0598, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9071 [2020-10-19 08:08:03,141][root][INFO] - ===> Epoch[4934](24667/5): Loss -0.8331, Sem 0.0194, dir -0.9863, norm 0.1338, swav 0.0000 LR: 6.209e-02 Score 99.337 Data time: 0.0688, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8229 [2020-10-19 08:08:05,380][root][INFO] - ===> Epoch[4934](24668/5): Loss -0.8090, Sem 0.0198, dir -0.9858, norm 0.1571, swav 0.0000 LR: 6.209e-02 Score 99.351 Data time: 0.1380, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1442 [2020-10-19 08:08:07,435][root][INFO] - ===> Epoch[4934](24669/5): Loss -0.8351, Sem 0.0182, dir -0.9874, norm 0.1340, swav 0.0000 LR: 6.209e-02 Score 99.382 Data time: 0.0862, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9347 [2020-10-19 08:08:09,757][root][INFO] - ===> Epoch[4934](24670/5): Loss -0.8196, Sem 0.0183, dir -0.9867, norm 0.1488, swav 0.0000 LR: 6.209e-02 Score 99.388 Data time: 0.0636, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2239 [2020-10-19 08:08:12,031][root][INFO] - ===> Epoch[4935](24671/5): Loss -0.8291, Sem 0.0196, dir -0.9861, norm 0.1375, swav 0.0000 LR: 6.208e-02 Score 99.339 Data time: 0.0559, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1904 [2020-10-19 08:08:14,293][root][INFO] - ===> Epoch[4935](24672/5): Loss -0.8362, Sem 0.0193, dir -0.9869, norm 0.1314, swav 0.0000 LR: 6.208e-02 Score 99.345 Data time: 0.1736, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1798 [2020-10-19 08:08:16,628][root][INFO] - ===> Epoch[4935](24673/5): Loss -0.8159, Sem 0.0187, dir -0.9867, norm 0.1521, swav 0.0000 LR: 6.208e-02 Score 99.377 Data time: 0.1044, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2702 [2020-10-19 08:08:19,162][root][INFO] - ===> Epoch[4935](24674/5): Loss -0.8218, Sem 0.0182, dir -0.9864, norm 0.1463, swav 0.0000 LR: 6.208e-02 Score 99.383 Data time: 0.0908, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.4199 [2020-10-19 08:08:21,044][root][INFO] - ===> Epoch[4935](24675/5): Loss -0.8142, Sem 0.0204, dir -0.9857, norm 0.1512, swav 0.0000 LR: 6.208e-02 Score 99.315 Data time: 0.0786, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8088 [2020-10-19 08:08:23,116][root][INFO] - ===> Epoch[4936](24676/5): Loss -0.8312, Sem 0.0194, dir -0.9868, norm 0.1362, swav 0.0000 LR: 6.208e-02 Score 99.341 Data time: 0.1080, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9981 [2020-10-19 08:08:25,571][root][INFO] - ===> Epoch[4936](24677/5): Loss -0.8099, Sem 0.0183, dir -0.9868, norm 0.1586, swav 0.0000 LR: 6.208e-02 Score 99.387 Data time: 0.0802, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3526 [2020-10-19 08:08:27,816][root][INFO] - ===> Epoch[4936](24678/5): Loss -0.8161, Sem 0.0185, dir -0.9852, norm 0.1506, swav 0.0000 LR: 6.207e-02 Score 99.402 Data time: 0.0647, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1178 [2020-10-19 08:08:29,878][root][INFO] - ===> Epoch[4936](24679/5): Loss -0.8269, Sem 0.0205, dir -0.9870, norm 0.1396, swav 0.0000 LR: 6.207e-02 Score 99.312 Data time: 0.0656, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9848 [2020-10-19 08:08:31,573][root][INFO] - ===> Epoch[4936](24680/5): Loss -0.8387, Sem 0.0183, dir -0.9874, norm 0.1304, swav 0.0000 LR: 6.207e-02 Score 99.379 Data time: 0.0662, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.6115 [2020-10-19 08:08:33,969][root][INFO] - ===> Epoch[4937](24681/5): Loss -0.8186, Sem 0.0180, dir -0.9871, norm 0.1505, swav 0.0000 LR: 6.207e-02 Score 99.394 Data time: 0.2432, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3080 [2020-10-19 08:08:36,465][root][INFO] - ===> Epoch[4937](24682/5): Loss -0.8214, Sem 0.0185, dir -0.9851, norm 0.1452, swav 0.0000 LR: 6.207e-02 Score 99.367 Data time: 0.0904, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3792 [2020-10-19 08:08:38,091][root][INFO] - ===> Epoch[4937](24683/5): Loss -0.8377, Sem 0.0180, dir -0.9877, norm 0.1321, swav 0.0000 LR: 6.207e-02 Score 99.398 Data time: 0.0677, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.5081 [2020-10-19 08:08:40,237][root][INFO] - ===> Epoch[4937](24684/5): Loss -0.8278, Sem 0.0192, dir -0.9843, norm 0.1373, swav 0.0000 LR: 6.206e-02 Score 99.352 Data time: 0.0644, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0568 [2020-10-19 08:08:42,806][root][INFO] - ===> Epoch[4937](24685/5): Loss -0.8208, Sem 0.0179, dir -0.9861, norm 0.1474, swav 0.0000 LR: 6.206e-02 Score 99.395 Data time: 0.0790, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.4654 [2020-10-19 08:08:44,840][root][INFO] - ===> Epoch[4938](24686/5): Loss -0.8436, Sem 0.0173, dir -0.9877, norm 0.1268, swav 0.0000 LR: 6.206e-02 Score 99.411 Data time: 0.0726, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9370 [2020-10-19 08:08:47,630][root][INFO] - ===> Epoch[4938](24687/5): Loss -0.8124, Sem 0.0179, dir -0.9864, norm 0.1561, swav 0.0000 LR: 6.206e-02 Score 99.400 Data time: 0.0704, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.6991 [2020-10-19 08:08:49,653][root][INFO] - ===> Epoch[4938](24688/5): Loss -0.8185, Sem 0.0184, dir -0.9867, norm 0.1497, swav 0.0000 LR: 6.206e-02 Score 99.388 Data time: 0.0844, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9138 [2020-10-19 08:08:52,079][root][INFO] - ===> Epoch[4938](24689/5): Loss -0.8233, Sem 0.0179, dir -0.9862, norm 0.1450, swav 0.0000 LR: 6.206e-02 Score 99.388 Data time: 0.0693, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3185 [2020-10-19 08:08:54,171][root][INFO] - ===> Epoch[4938](24690/5): Loss -0.8307, Sem 0.0197, dir -0.9854, norm 0.1350, swav 0.0000 LR: 6.205e-02 Score 99.348 Data time: 0.0661, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9907 [2020-10-19 08:08:56,233][root][INFO] - ===> Epoch[4939](24691/5): Loss -0.8317, Sem 0.0174, dir -0.9862, norm 0.1370, swav 0.0000 LR: 6.205e-02 Score 99.415 Data time: 0.0885, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9773 [2020-10-19 08:08:58,317][root][INFO] - ===> Epoch[4939](24692/5): Loss -0.8234, Sem 0.0183, dir -0.9868, norm 0.1450, swav 0.0000 LR: 6.205e-02 Score 99.388 Data time: 0.0678, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9778 [2020-10-19 08:09:00,639][root][INFO] - ===> Epoch[4939](24693/5): Loss -0.8291, Sem 0.0181, dir -0.9862, norm 0.1390, swav 0.0000 LR: 6.205e-02 Score 99.393 Data time: 0.0704, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2183 [2020-10-19 08:09:02,472][root][INFO] - ===> Epoch[4939](24694/5): Loss -0.8315, Sem 0.0210, dir -0.9857, norm 0.1332, swav 0.0000 LR: 6.205e-02 Score 99.300 Data time: 0.0773, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.7371 [2020-10-19 08:09:04,862][root][INFO] - ===> Epoch[4939](24695/5): Loss -0.8191, Sem 0.0204, dir -0.9859, norm 0.1465, swav 0.0000 LR: 6.205e-02 Score 99.328 Data time: 0.0610, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2919 [2020-10-19 08:09:07,548][root][INFO] - ===> Epoch[4940](24696/5): Loss -0.8265, Sem 0.0201, dir -0.9859, norm 0.1394, swav 0.0000 LR: 6.205e-02 Score 99.333 Data time: 0.0776, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.5719 [2020-10-19 08:09:10,447][root][INFO] - ===> Epoch[4940](24697/5): Loss -0.8341, Sem 0.0183, dir -0.9875, norm 0.1352, swav 0.0000 LR: 6.204e-02 Score 99.389 Data time: 0.0939, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.7903 [2020-10-19 08:09:12,736][root][INFO] - ===> Epoch[4940](24698/5): Loss -0.8333, Sem 0.0180, dir -0.9854, norm 0.1341, swav 0.0000 LR: 6.204e-02 Score 99.397 Data time: 0.0643, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1592 [2020-10-19 08:09:14,782][root][INFO] - ===> Epoch[4940](24699/5): Loss -0.8335, Sem 0.0194, dir -0.9869, norm 0.1340, swav 0.0000 LR: 6.204e-02 Score 99.337 Data time: 0.0447, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9452 [2020-10-19 08:09:16,655][root][INFO] - ===> Epoch[4940](24700/5): Loss -0.8246, Sem 0.0176, dir -0.9870, norm 0.1448, swav 0.0000 LR: 6.204e-02 Score 99.398 Data time: 0.0501, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8240 [2020-10-19 08:09:17,650][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 08:09:19,405][root][INFO] - ===> Epoch[4941](24701/5): Loss -0.8258, Sem 0.0196, dir -0.9848, norm 0.1395, swav 0.0000 LR: 6.204e-02 Score 99.338 Data time: 0.0744, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.5856 [2020-10-19 08:09:21,294][root][INFO] - ===> Epoch[4941](24702/5): Loss -0.8234, Sem 0.0188, dir -0.9864, norm 0.1443, swav 0.0000 LR: 6.204e-02 Score 99.366 Data time: 0.0718, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8154 [2020-10-19 08:09:23,579][root][INFO] - ===> Epoch[4941](24703/5): Loss -0.8214, Sem 0.0174, dir -0.9874, norm 0.1485, swav 0.0000 LR: 6.203e-02 Score 99.412 Data time: 0.1222, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1864 [2020-10-19 08:09:26,211][root][INFO] - ===> Epoch[4941](24704/5): Loss -0.8050, Sem 0.0173, dir -0.9845, norm 0.1623, swav 0.0000 LR: 6.203e-02 Score 99.420 Data time: 0.0685, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.5185 [2020-10-19 08:09:28,240][root][INFO] - ===> Epoch[4941](24705/5): Loss -0.8343, Sem 0.0179, dir -0.9867, norm 0.1345, swav 0.0000 LR: 6.203e-02 Score 99.395 Data time: 0.0830, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9508 [2020-10-19 08:09:30,790][root][INFO] - ===> Epoch[4942](24706/5): Loss -0.8306, Sem 0.0165, dir -0.9865, norm 0.1394, swav 0.0000 LR: 6.203e-02 Score 99.443 Data time: 0.0967, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.4524 [2020-10-19 08:09:33,625][root][INFO] - ===> Epoch[4942](24707/5): Loss -0.8074, Sem 0.0188, dir -0.9864, norm 0.1602, swav 0.0000 LR: 6.203e-02 Score 99.354 Data time: 0.0700, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.7250 [2020-10-19 08:09:35,776][root][INFO] - ===> Epoch[4942](24708/5): Loss -0.8351, Sem 0.0186, dir -0.9869, norm 0.1331, swav 0.0000 LR: 6.203e-02 Score 99.367 Data time: 0.0643, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0831 [2020-10-19 08:09:37,837][root][INFO] - ===> Epoch[4942](24709/5): Loss -0.8203, Sem 0.0186, dir -0.9862, norm 0.1474, swav 0.0000 LR: 6.202e-02 Score 99.369 Data time: 0.0903, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9579 [2020-10-19 08:09:40,078][root][INFO] - ===> Epoch[4942](24710/5): Loss -0.8263, Sem 0.0187, dir -0.9862, norm 0.1412, swav 0.0000 LR: 6.202e-02 Score 99.369 Data time: 0.0660, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1324 [2020-10-19 08:09:42,284][root][INFO] - ===> Epoch[4943](24711/5): Loss -0.8277, Sem 0.0174, dir -0.9870, norm 0.1420, swav 0.0000 LR: 6.202e-02 Score 99.410 Data time: 0.0639, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1268 [2020-10-19 08:09:44,399][root][INFO] - ===> Epoch[4943](24712/5): Loss -0.8296, Sem 0.0182, dir -0.9866, norm 0.1388, swav 0.0000 LR: 6.202e-02 Score 99.382 Data time: 0.0718, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0454 [2020-10-19 08:09:46,555][root][INFO] - ===> Epoch[4943](24713/5): Loss -0.8214, Sem 0.0191, dir -0.9850, norm 0.1445, swav 0.0000 LR: 6.202e-02 Score 99.357 Data time: 0.0624, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0472 [2020-10-19 08:09:48,546][root][INFO] - ===> Epoch[4943](24714/5): Loss -0.8271, Sem 0.0178, dir -0.9859, norm 0.1410, swav 0.0000 LR: 6.202e-02 Score 99.397 Data time: 0.0752, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8973 [2020-10-19 08:09:51,059][root][INFO] - ===> Epoch[4943](24715/5): Loss -0.8245, Sem 0.0176, dir -0.9872, norm 0.1452, swav 0.0000 LR: 6.202e-02 Score 99.405 Data time: 0.0799, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3881 [2020-10-19 08:09:52,960][root][INFO] - ===> Epoch[4944](24716/5): Loss -0.8290, Sem 0.0196, dir -0.9862, norm 0.1375, swav 0.0000 LR: 6.201e-02 Score 99.360 Data time: 0.0823, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8039 [2020-10-19 08:09:55,201][root][INFO] - ===> Epoch[4944](24717/5): Loss -0.8314, Sem 0.0189, dir -0.9859, norm 0.1357, swav 0.0000 LR: 6.201e-02 Score 99.355 Data time: 0.0523, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1358 [2020-10-19 08:09:57,241][root][INFO] - ===> Epoch[4944](24718/5): Loss -0.8143, Sem 0.0189, dir -0.9862, norm 0.1530, swav 0.0000 LR: 6.201e-02 Score 99.387 Data time: 0.0926, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9399 [2020-10-19 08:09:59,678][root][INFO] - ===> Epoch[4944](24719/5): Loss -0.8418, Sem 0.0180, dir -0.9880, norm 0.1282, swav 0.0000 LR: 6.201e-02 Score 99.391 Data time: 0.0815, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3289 [2020-10-19 08:10:02,168][root][INFO] - ===> Epoch[4944](24720/5): Loss -0.8149, Sem 0.0205, dir -0.9848, norm 0.1494, swav 0.0000 LR: 6.201e-02 Score 99.314 Data time: 0.0866, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3978 [2020-10-19 08:10:04,570][root][INFO] - ===> Epoch[4945](24721/5): Loss -0.8191, Sem 0.0166, dir -0.9877, norm 0.1519, swav 0.0000 LR: 6.201e-02 Score 99.432 Data time: 0.0955, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2813 [2020-10-19 08:10:06,904][root][INFO] - ===> Epoch[4945](24722/5): Loss -0.8263, Sem 0.0170, dir -0.9858, norm 0.1425, swav 0.0000 LR: 6.200e-02 Score 99.426 Data time: 0.0999, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2244 [2020-10-19 08:10:09,214][root][INFO] - ===> Epoch[4945](24723/5): Loss -0.8127, Sem 0.0170, dir -0.9870, norm 0.1572, swav 0.0000 LR: 6.200e-02 Score 99.428 Data time: 0.0912, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2123 [2020-10-19 08:10:11,234][root][INFO] - ===> Epoch[4945](24724/5): Loss -0.8271, Sem 0.0203, dir -0.9855, norm 0.1381, swav 0.0000 LR: 6.200e-02 Score 99.312 Data time: 0.0671, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9267 [2020-10-19 08:10:13,318][root][INFO] - ===> Epoch[4945](24725/5): Loss -0.8246, Sem 0.0176, dir -0.9852, norm 0.1430, swav 0.0000 LR: 6.200e-02 Score 99.411 Data time: 0.0618, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0005 [2020-10-19 08:10:15,695][root][INFO] - ===> Epoch[4946](24726/5): Loss -0.8267, Sem 0.0197, dir -0.9868, norm 0.1405, swav 0.0000 LR: 6.200e-02 Score 99.345 Data time: 0.0857, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2765 [2020-10-19 08:10:17,374][root][INFO] - ===> Epoch[4946](24727/5): Loss -0.8312, Sem 0.0198, dir -0.9865, norm 0.1354, swav 0.0000 LR: 6.200e-02 Score 99.339 Data time: 0.0645, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.5718 [2020-10-19 08:10:19,246][root][INFO] - ===> Epoch[4946](24728/5): Loss -0.7951, Sem 0.0199, dir -0.9857, norm 0.1706, swav 0.0000 LR: 6.199e-02 Score 99.333 Data time: 0.0704, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.7811 [2020-10-19 08:10:21,193][root][INFO] - ===> Epoch[4946](24729/5): Loss -0.8171, Sem 0.0207, dir -0.9853, norm 0.1475, swav 0.0000 LR: 6.199e-02 Score 99.322 Data time: 0.3336, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8563 [2020-10-19 08:10:24,252][root][INFO] - ===> Epoch[4946](24730/5): Loss -0.8205, Sem 0.0169, dir -0.9858, norm 0.1483, swav 0.0000 LR: 6.199e-02 Score 99.431 Data time: 0.1270, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.9459 [2020-10-19 08:10:26,301][root][INFO] - ===> Epoch[4947](24731/5): Loss -0.8261, Sem 0.0190, dir -0.9873, norm 0.1421, swav 0.0000 LR: 6.199e-02 Score 99.375 Data time: 0.0589, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9099 [2020-10-19 08:10:28,224][root][INFO] - ===> Epoch[4947](24732/5): Loss -0.8271, Sem 0.0194, dir -0.9858, norm 0.1393, swav 0.0000 LR: 6.199e-02 Score 99.342 Data time: 0.0675, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8294 [2020-10-19 08:10:31,114][root][INFO] - ===> Epoch[4947](24733/5): Loss -0.8286, Sem 0.0167, dir -0.9874, norm 0.1421, swav 0.0000 LR: 6.199e-02 Score 99.434 Data time: 0.1518, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.7967 [2020-10-19 08:10:33,643][root][INFO] - ===> Epoch[4947](24734/5): Loss -0.8236, Sem 0.0177, dir -0.9859, norm 0.1445, swav 0.0000 LR: 6.199e-02 Score 99.404 Data time: 0.0806, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.4086 [2020-10-19 08:10:36,323][root][INFO] - ===> Epoch[4947](24735/5): Loss -0.8270, Sem 0.0198, dir -0.9865, norm 0.1397, swav 0.0000 LR: 6.198e-02 Score 99.339 Data time: 0.1172, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.5649 [2020-10-19 08:10:38,797][root][INFO] - ===> Epoch[4948](24736/5): Loss -0.8223, Sem 0.0189, dir -0.9855, norm 0.1443, swav 0.0000 LR: 6.198e-02 Score 99.357 Data time: 0.1141, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3634 [2020-10-19 08:10:41,259][root][INFO] - ===> Epoch[4948](24737/5): Loss -0.8316, Sem 0.0167, dir -0.9871, norm 0.1388, swav 0.0000 LR: 6.198e-02 Score 99.430 Data time: 0.1490, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3649 [2020-10-19 08:10:43,241][root][INFO] - ===> Epoch[4948](24738/5): Loss -0.8288, Sem 0.0187, dir -0.9859, norm 0.1383, swav 0.0000 LR: 6.198e-02 Score 99.374 Data time: 0.0768, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8561 [2020-10-19 08:10:45,540][root][INFO] - ===> Epoch[4948](24739/5): Loss -0.8113, Sem 0.0217, dir -0.9857, norm 0.1526, swav 0.0000 LR: 6.198e-02 Score 99.277 Data time: 0.1013, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1952 [2020-10-19 08:10:47,447][root][INFO] - ===> Epoch[4948](24740/5): Loss -0.8330, Sem 0.0179, dir -0.9880, norm 0.1370, swav 0.0000 LR: 6.198e-02 Score 99.397 Data time: 0.0632, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8012 [2020-10-19 08:10:49,355][root][INFO] - ===> Epoch[4949](24741/5): Loss -0.8276, Sem 0.0187, dir -0.9863, norm 0.1400, swav 0.0000 LR: 6.197e-02 Score 99.354 Data time: 0.0650, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8133 [2020-10-19 08:10:51,769][root][INFO] - ===> Epoch[4949](24742/5): Loss -0.8251, Sem 0.0180, dir -0.9859, norm 0.1428, swav 0.0000 LR: 6.197e-02 Score 99.411 Data time: 0.0714, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3370 [2020-10-19 08:10:54,564][root][INFO] - ===> Epoch[4949](24743/5): Loss -0.8205, Sem 0.0188, dir -0.9853, norm 0.1460, swav 0.0000 LR: 6.197e-02 Score 99.372 Data time: 0.0507, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.6850 [2020-10-19 08:10:56,540][root][INFO] - ===> Epoch[4949](24744/5): Loss -0.8371, Sem 0.0187, dir -0.9860, norm 0.1303, swav 0.0000 LR: 6.197e-02 Score 99.362 Data time: 0.0526, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9181 [2020-10-19 08:10:59,013][root][INFO] - ===> Epoch[4949](24745/5): Loss -0.8244, Sem 0.0172, dir -0.9872, norm 0.1456, swav 0.0000 LR: 6.197e-02 Score 99.420 Data time: 0.0654, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3744 [2020-10-19 08:11:01,753][root][INFO] - ===> Epoch[4950](24746/5): Loss -0.8369, Sem 0.0176, dir -0.9870, norm 0.1326, swav 0.0000 LR: 6.197e-02 Score 99.405 Data time: 0.0679, Forward time: 0.7761, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.6604 [2020-10-19 08:11:03,797][root][INFO] - ===> Epoch[4950](24747/5): Loss -0.8119, Sem 0.0188, dir -0.9852, norm 0.1544, swav 0.0000 LR: 6.196e-02 Score 99.363 Data time: 0.0775, Forward time: 0.7761, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.9470 [2020-10-19 08:11:05,819][root][INFO] - ===> Epoch[4950](24748/5): Loss -0.8269, Sem 0.0193, dir -0.9874, norm 0.1412, swav 0.0000 LR: 6.196e-02 Score 99.374 Data time: 0.0698, Forward time: 0.7761, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.9097 [2020-10-19 08:11:07,786][root][INFO] - ===> Epoch[4950](24749/5): Loss -0.8231, Sem 0.0199, dir -0.9866, norm 0.1436, swav 0.0000 LR: 6.196e-02 Score 99.320 Data time: 0.1113, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8745 [2020-10-19 08:11:10,065][root][INFO] - ===> Epoch[4950](24750/5): Loss -0.8122, Sem 0.0196, dir -0.9842, norm 0.1525, swav 0.0000 LR: 6.196e-02 Score 99.351 Data time: 0.1629, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1570 [2020-10-19 08:11:12,940][root][INFO] - ===> Epoch[4951](24751/5): Loss -0.8227, Sem 0.0254, dir -0.9868, norm 0.1387, swav 0.0000 LR: 6.196e-02 Score 99.241 Data time: 0.1229, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.7731 [2020-10-19 08:11:14,893][root][INFO] - ===> Epoch[4951](24752/5): Loss -0.8099, Sem 0.0232, dir -0.9833, norm 0.1502, swav 0.0000 LR: 6.196e-02 Score 99.238 Data time: 0.0768, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8506 [2020-10-19 08:11:17,143][root][INFO] - ===> Epoch[4951](24753/5): Loss -0.8238, Sem 0.0257, dir -0.9860, norm 0.1365, swav 0.0000 LR: 6.196e-02 Score 99.175 Data time: 0.0936, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1316 [2020-10-19 08:11:19,061][root][INFO] - ===> Epoch[4951](24754/5): Loss -0.8228, Sem 0.0227, dir -0.9860, norm 0.1405, swav 0.0000 LR: 6.195e-02 Score 99.249 Data time: 0.1726, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8212 [2020-10-19 08:11:21,322][root][INFO] - ===> Epoch[4951](24755/5): Loss -0.8078, Sem 0.0229, dir -0.9847, norm 0.1541, swav 0.0000 LR: 6.195e-02 Score 99.246 Data time: 0.0637, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1830 [2020-10-19 08:11:23,361][root][INFO] - ===> Epoch[4952](24756/5): Loss -0.8146, Sem 0.0234, dir -0.9842, norm 0.1462, swav 0.0000 LR: 6.195e-02 Score 99.226 Data time: 0.0681, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9471 [2020-10-19 08:11:25,956][root][INFO] - ===> Epoch[4952](24757/5): Loss -0.7993, Sem 0.0280, dir -0.9834, norm 0.1561, swav 0.0000 LR: 6.195e-02 Score 99.081 Data time: 0.1079, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.5058 [2020-10-19 08:11:28,417][root][INFO] - ===> Epoch[4952](24758/5): Loss -0.8283, Sem 0.0221, dir -0.9862, norm 0.1359, swav 0.0000 LR: 6.195e-02 Score 99.257 Data time: 0.0830, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3516 [2020-10-19 08:11:30,988][root][INFO] - ===> Epoch[4952](24759/5): Loss -0.8115, Sem 0.0240, dir -0.9848, norm 0.1494, swav 0.0000 LR: 6.195e-02 Score 99.221 Data time: 0.0777, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.4927 [2020-10-19 08:11:33,116][root][INFO] - ===> Epoch[4952](24760/5): Loss -0.8108, Sem 0.0285, dir -0.9846, norm 0.1453, swav 0.0000 LR: 6.194e-02 Score 99.076 Data time: 0.0684, Forward time: 0.7761, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0413 [2020-10-19 08:11:35,628][root][INFO] - ===> Epoch[4953](24761/5): Loss -0.8076, Sem 0.0213, dir -0.9856, norm 0.1566, swav 0.0000 LR: 6.194e-02 Score 99.300 Data time: 0.1144, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.4163 [2020-10-19 08:11:37,885][root][INFO] - ===> Epoch[4953](24762/5): Loss -0.8086, Sem 0.0222, dir -0.9852, norm 0.1544, swav 0.0000 LR: 6.194e-02 Score 99.274 Data time: 0.0956, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1240 [2020-10-19 08:11:39,665][root][INFO] - ===> Epoch[4953](24763/5): Loss -0.8180, Sem 0.0232, dir -0.9849, norm 0.1438, swav 0.0000 LR: 6.194e-02 Score 99.215 Data time: 0.0757, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.6904 [2020-10-19 08:11:41,962][root][INFO] - ===> Epoch[4953](24764/5): Loss -0.8166, Sem 0.0228, dir -0.9852, norm 0.1458, swav 0.0000 LR: 6.194e-02 Score 99.234 Data time: 0.0635, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2344 [2020-10-19 08:11:44,511][root][INFO] - ===> Epoch[4953](24765/5): Loss -0.8179, Sem 0.0237, dir -0.9849, norm 0.1433, swav 0.0000 LR: 6.194e-02 Score 99.207 Data time: 0.0765, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.4744 [2020-10-19 08:11:46,799][root][INFO] - ===> Epoch[4954](24766/5): Loss -0.8161, Sem 0.0228, dir -0.9858, norm 0.1469, swav 0.0000 LR: 6.193e-02 Score 99.233 Data time: 0.0817, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1929 [2020-10-19 08:11:48,693][root][INFO] - ===> Epoch[4954](24767/5): Loss -0.7931, Sem 0.0409, dir -0.9839, norm 0.1500, swav 0.0000 LR: 6.193e-02 Score 98.961 Data time: 0.0761, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.7949 [2020-10-19 08:11:50,879][root][INFO] - ===> Epoch[4954](24768/5): Loss -0.8060, Sem 0.0230, dir -0.9844, norm 0.1554, swav 0.0000 LR: 6.193e-02 Score 99.237 Data time: 0.0724, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0971 [2020-10-19 08:11:53,195][root][INFO] - ===> Epoch[4954](24769/5): Loss -0.7868, Sem 0.0445, dir -0.9840, norm 0.1527, swav 0.0000 LR: 6.193e-02 Score 98.745 Data time: 0.0778, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2400 [2020-10-19 08:11:55,190][root][INFO] - ===> Epoch[4954](24770/5): Loss -0.8232, Sem 0.0235, dir -0.9854, norm 0.1386, swav 0.0000 LR: 6.193e-02 Score 99.219 Data time: 0.0695, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8844 [2020-10-19 08:11:57,281][root][INFO] - ===> Epoch[4955](24771/5): Loss -0.7969, Sem 0.0315, dir -0.9836, norm 0.1552, swav 0.0000 LR: 6.193e-02 Score 98.973 Data time: 0.0839, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9983 [2020-10-19 08:11:59,505][root][INFO] - ===> Epoch[4955](24772/5): Loss -0.7835, Sem 0.0319, dir -0.9840, norm 0.1687, swav 0.0000 LR: 6.193e-02 Score 99.011 Data time: 0.0881, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1188 [2020-10-19 08:12:01,794][root][INFO] - ===> Epoch[4955](24773/5): Loss -0.7777, Sem 0.0367, dir -0.9814, norm 0.1670, swav 0.0000 LR: 6.192e-02 Score 98.816 Data time: 0.0822, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1659 [2020-10-19 08:12:03,997][root][INFO] - ===> Epoch[4955](24774/5): Loss -0.7886, Sem 0.0292, dir -0.9836, norm 0.1658, swav 0.0000 LR: 6.192e-02 Score 99.028 Data time: 0.0990, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0942 [2020-10-19 08:12:06,307][root][INFO] - ===> Epoch[4955](24775/5): Loss -0.7855, Sem 0.0352, dir -0.9818, norm 0.1611, swav 0.0000 LR: 6.192e-02 Score 98.859 Data time: 0.0708, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1879 [2020-10-19 08:12:08,492][root][INFO] - ===> Epoch[4956](24776/5): Loss -0.8036, Sem 0.0264, dir -0.9838, norm 0.1539, swav 0.0000 LR: 6.192e-02 Score 99.148 Data time: 0.1175, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0685 [2020-10-19 08:12:10,501][root][INFO] - ===> Epoch[4956](24777/5): Loss -0.7953, Sem 0.0297, dir -0.9823, norm 0.1573, swav 0.0000 LR: 6.192e-02 Score 99.060 Data time: 0.0890, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8919 [2020-10-19 08:12:12,899][root][INFO] - ===> Epoch[4956](24778/5): Loss -0.8010, Sem 0.0289, dir -0.9846, norm 0.1547, swav 0.0000 LR: 6.192e-02 Score 99.041 Data time: 0.0635, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2934 [2020-10-19 08:12:14,931][root][INFO] - ===> Epoch[4956](24779/5): Loss -0.8050, Sem 0.0266, dir -0.9841, norm 0.1525, swav 0.0000 LR: 6.191e-02 Score 99.115 Data time: 0.0611, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9342 [2020-10-19 08:12:17,302][root][INFO] - ===> Epoch[4956](24780/5): Loss -0.7877, Sem 0.0390, dir -0.9836, norm 0.1569, swav 0.0000 LR: 6.191e-02 Score 98.921 Data time: 0.0707, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2985 [2020-10-19 08:12:20,101][root][INFO] - ===> Epoch[4957](24781/5): Loss -0.7842, Sem 0.0303, dir -0.9816, norm 0.1672, swav 0.0000 LR: 6.191e-02 Score 99.012 Data time: 0.1118, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.6798 [2020-10-19 08:12:21,976][root][INFO] - ===> Epoch[4957](24782/5): Loss -0.8070, Sem 0.0284, dir -0.9840, norm 0.1487, swav 0.0000 LR: 6.191e-02 Score 99.067 Data time: 0.0520, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.7444 [2020-10-19 08:12:24,425][root][INFO] - ===> Epoch[4957](24783/5): Loss -0.7873, Sem 0.0313, dir -0.9821, norm 0.1635, swav 0.0000 LR: 6.191e-02 Score 98.951 Data time: 0.0803, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3644 [2020-10-19 08:12:26,664][root][INFO] - ===> Epoch[4957](24784/5): Loss -0.7952, Sem 0.0328, dir -0.9813, norm 0.1534, swav 0.0000 LR: 6.191e-02 Score 98.926 Data time: 0.0672, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1407 [2020-10-19 08:12:29,241][root][INFO] - ===> Epoch[4957](24785/5): Loss -0.7897, Sem 0.0388, dir -0.9835, norm 0.1549, swav 0.0000 LR: 6.190e-02 Score 98.778 Data time: 0.0721, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.4805 [2020-10-19 08:12:31,165][root][INFO] - ===> Epoch[4958](24786/5): Loss -0.7899, Sem 0.0302, dir -0.9801, norm 0.1599, swav 0.0000 LR: 6.190e-02 Score 99.038 Data time: 0.0852, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8194 [2020-10-19 08:12:32,902][root][INFO] - ===> Epoch[4958](24787/5): Loss -0.7984, Sem 0.0281, dir -0.9833, norm 0.1568, swav 0.0000 LR: 6.190e-02 Score 99.085 Data time: 0.0790, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.6277 [2020-10-19 08:12:34,820][root][INFO] - ===> Epoch[4958](24788/5): Loss -0.7928, Sem 0.0368, dir -0.9836, norm 0.1540, swav 0.0000 LR: 6.190e-02 Score 98.833 Data time: 0.0782, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8186 [2020-10-19 08:12:37,605][root][INFO] - ===> Epoch[4958](24789/5): Loss -0.7929, Sem 0.0281, dir -0.9819, norm 0.1609, swav 0.0000 LR: 6.190e-02 Score 99.055 Data time: 0.0618, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.6748 [2020-10-19 08:12:39,815][root][INFO] - ===> Epoch[4958](24790/5): Loss -0.8029, Sem 0.0278, dir -0.9838, norm 0.1531, swav 0.0000 LR: 6.190e-02 Score 99.098 Data time: 0.1080, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1102 [2020-10-19 08:12:42,076][root][INFO] - ===> Epoch[4959](24791/5): Loss -0.7962, Sem 0.0311, dir -0.9824, norm 0.1552, swav 0.0000 LR: 6.190e-02 Score 98.971 Data time: 0.0913, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1521 [2020-10-19 08:12:44,121][root][INFO] - ===> Epoch[4959](24792/5): Loss -0.7924, Sem 0.0310, dir -0.9835, norm 0.1602, swav 0.0000 LR: 6.189e-02 Score 98.988 Data time: 0.0782, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9349 [2020-10-19 08:12:46,315][root][INFO] - ===> Epoch[4959](24793/5): Loss -0.8117, Sem 0.0284, dir -0.9843, norm 0.1442, swav 0.0000 LR: 6.189e-02 Score 99.102 Data time: 0.0873, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1031 [2020-10-19 08:12:48,214][root][INFO] - ===> Epoch[4959](24794/5): Loss -0.8103, Sem 0.0237, dir -0.9837, norm 0.1497, swav 0.0000 LR: 6.189e-02 Score 99.188 Data time: 0.0678, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.7846 [2020-10-19 08:12:50,618][root][INFO] - ===> Epoch[4959](24795/5): Loss -0.7938, Sem 0.0320, dir -0.9823, norm 0.1565, swav 0.0000 LR: 6.189e-02 Score 98.993 Data time: 0.0667, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3060 [2020-10-19 08:12:52,695][root][INFO] - ===> Epoch[4960](24796/5): Loss -0.7818, Sem 0.0322, dir -0.9804, norm 0.1664, swav 0.0000 LR: 6.189e-02 Score 98.923 Data time: 0.2418, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9996 [2020-10-19 08:12:56,067][root][INFO] - ===> Epoch[4960](24797/5): Loss -0.7972, Sem 0.0286, dir -0.9824, norm 0.1566, swav 0.0000 LR: 6.189e-02 Score 99.057 Data time: 0.1737, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 3.2418 [2020-10-19 08:12:58,020][root][INFO] - ===> Epoch[4960](24798/5): Loss -0.7890, Sem 0.0274, dir -0.9831, norm 0.1667, swav 0.0000 LR: 6.188e-02 Score 99.103 Data time: 0.1043, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8343 [2020-10-19 08:12:59,887][root][INFO] - ===> Epoch[4960](24799/5): Loss -0.8084, Sem 0.0250, dir -0.9836, norm 0.1502, swav 0.0000 LR: 6.188e-02 Score 99.175 Data time: 0.0606, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.7558 [2020-10-19 08:13:02,243][root][INFO] - ===> Epoch[4960](24800/5): Loss -0.8090, Sem 0.0265, dir -0.9836, norm 0.1481, swav 0.0000 LR: 6.188e-02 Score 99.116 Data time: 0.0605, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2677 [2020-10-19 08:13:03,260][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 08:13:03,429][root][INFO] - ===> Start testing [2020-10-19 08:13:42,303][root][INFO] - 68/68: Data time: 0.0024, Iter time: 0.1330 Loss 0.239 (AVG: 0.549) Score 94.429 (AVG: 90.437) mIOU 69.203 mAP 82.571 mAcc 75.990 IOU: 61.004 0.021 74.186 73.329 94.626 91.763 38.431 76.009 97.940 66.542 81.672 85.905 58.212 mAP: 81.125 4.751 90.053 86.233 98.997 98.215 61.009 95.926 99.770 79.402 93.314 94.979 89.647 mAcc: 74.852 0.091 79.876 81.478 97.187 96.711 43.501 95.421 98.591 72.109 90.192 96.683 61.183 [2020-10-19 08:13:42,304][root][INFO] - Finished test. Elapsed time: 38.8730 [2020-10-19 08:13:45,159][root][INFO] - [2020-10-19 08:13:45,159][root][INFO] - ################################################################ [2020-10-19 08:13:45,159][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 08:13:45,159][root][INFO] - ################################################################ [2020-10-19 08:13:45,159][root][INFO] - clutter : nan nan nan [2020-10-19 08:13:45,159][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 08:13:45,159][root][INFO] - board : 0.737 0.831 0.831 [2020-10-19 08:13:45,159][root][INFO] - bookcase : 0.285 0.416 0.517 [2020-10-19 08:13:45,159][root][INFO] - ceiling : 0.496 0.573 0.640 [2020-10-19 08:13:45,159][root][INFO] - chair : 0.847 0.918 0.927 [2020-10-19 08:13:45,159][root][INFO] - column : 0.237 0.315 0.477 [2020-10-19 08:13:45,159][root][INFO] - door : 0.705 0.826 0.942 [2020-10-19 08:13:45,159][root][INFO] - floor : 0.548 0.572 0.591 [2020-10-19 08:13:45,159][root][INFO] - sofa : 0.370 0.636 0.717 [2020-10-19 08:13:45,159][root][INFO] - table : 0.152 0.419 0.659 [2020-10-19 08:13:45,159][root][INFO] - wall : 0.508 0.703 0.778 [2020-10-19 08:13:45,160][root][INFO] - window : 0.459 0.719 0.748 [2020-10-19 08:13:45,160][root][INFO] - ---------------------------------------------------------------- [2020-10-19 08:13:45,160][root][INFO] - average : 0.445 0.577 0.652 [2020-10-19 08:13:45,160][root][INFO] - [2020-10-19 08:13:45,312][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 08:13:45,313][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 08:13:46,808][root][INFO] - ===> Epoch[4961](24801/5): Loss -0.8064, Sem 0.0254, dir -0.9837, norm 0.1520, swav 0.0000 LR: 6.188e-02 Score 99.140 Data time: 0.0653, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.4892 [2020-10-19 08:13:48,894][root][INFO] - ===> Epoch[4961](24802/5): Loss -0.8104, Sem 0.0234, dir -0.9838, norm 0.1500, swav 0.0000 LR: 6.188e-02 Score 99.244 Data time: 0.1676, Forward time: 0.7762, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9984 [2020-10-19 08:13:51,484][root][INFO] - ===> Epoch[4961](24803/5): Loss -0.7918, Sem 0.0260, dir -0.9836, norm 0.1658, swav 0.0000 LR: 6.188e-02 Score 99.161 Data time: 0.0949, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.4712 [2020-10-19 08:13:53,639][root][INFO] - ===> Epoch[4961](24804/5): Loss -0.7930, Sem 0.0291, dir -0.9819, norm 0.1598, swav 0.0000 LR: 6.187e-02 Score 99.015 Data time: 0.0799, Forward time: 0.7762, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0256 [2020-10-19 08:13:56,130][root][INFO] - ===> Epoch[4961](24805/5): Loss -0.7974, Sem 0.0275, dir -0.9831, norm 0.1581, swav 0.0000 LR: 6.187e-02 Score 99.080 Data time: 0.0849, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3900 [2020-10-19 08:13:58,285][root][INFO] - ===> Epoch[4962](24806/5): Loss -0.8150, Sem 0.0248, dir -0.9839, norm 0.1442, swav 0.0000 LR: 6.187e-02 Score 99.160 Data time: 0.0931, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0526 [2020-10-19 08:14:00,614][root][INFO] - ===> Epoch[4962](24807/5): Loss -0.8096, Sem 0.0237, dir -0.9840, norm 0.1507, swav 0.0000 LR: 6.187e-02 Score 99.224 Data time: 0.1058, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2184 [2020-10-19 08:14:02,729][root][INFO] - ===> Epoch[4962](24808/5): Loss -0.8146, Sem 0.0249, dir -0.9848, norm 0.1454, swav 0.0000 LR: 6.187e-02 Score 99.163 Data time: 0.0874, Forward time: 0.7762, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0108 [2020-10-19 08:14:04,888][root][INFO] - ===> Epoch[4962](24809/5): Loss -0.7947, Sem 0.0267, dir -0.9833, norm 0.1619, swav 0.0000 LR: 6.187e-02 Score 99.118 Data time: 0.0557, Forward time: 0.7762, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0588 [2020-10-19 08:14:06,930][root][INFO] - ===> Epoch[4962](24810/5): Loss -0.8011, Sem 0.0244, dir -0.9831, norm 0.1576, swav 0.0000 LR: 6.187e-02 Score 99.177 Data time: 0.0757, Forward time: 0.7762, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9504 [2020-10-19 08:14:08,934][root][INFO] - ===> Epoch[4963](24811/5): Loss -0.8233, Sem 0.0206, dir -0.9859, norm 0.1421, swav 0.0000 LR: 6.186e-02 Score 99.303 Data time: 0.0872, Forward time: 0.7762, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9035 [2020-10-19 08:14:11,141][root][INFO] - ===> Epoch[4963](24812/5): Loss -0.8087, Sem 0.0251, dir -0.9838, norm 0.1500, swav 0.0000 LR: 6.186e-02 Score 99.161 Data time: 0.0927, Forward time: 0.7762, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0971 [2020-10-19 08:14:13,595][root][INFO] - ===> Epoch[4963](24813/5): Loss -0.8119, Sem 0.0233, dir -0.9843, norm 0.1490, swav 0.0000 LR: 6.186e-02 Score 99.227 Data time: 0.0585, Forward time: 0.7762, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.3429 [2020-10-19 08:14:15,827][root][INFO] - ===> Epoch[4963](24814/5): Loss -0.8010, Sem 0.0235, dir -0.9821, norm 0.1575, swav 0.0000 LR: 6.186e-02 Score 99.220 Data time: 0.0650, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1793 [2020-10-19 08:14:18,364][root][INFO] - ===> Epoch[4963](24815/5): Loss -0.8047, Sem 0.0248, dir -0.9849, norm 0.1554, swav 0.0000 LR: 6.186e-02 Score 99.187 Data time: 0.0828, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.4635 [2020-10-19 08:14:20,666][root][INFO] - ===> Epoch[4964](24816/5): Loss -0.7993, Sem 0.0257, dir -0.9840, norm 0.1590, swav 0.0000 LR: 6.186e-02 Score 99.139 Data time: 0.0743, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1887 [2020-10-19 08:14:22,527][root][INFO] - ===> Epoch[4964](24817/5): Loss -0.8218, Sem 0.0231, dir -0.9855, norm 0.1407, swav 0.0000 LR: 6.185e-02 Score 99.232 Data time: 0.0753, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.7746 [2020-10-19 08:14:24,647][root][INFO] - ===> Epoch[4964](24818/5): Loss -0.7906, Sem 0.0228, dir -0.9838, norm 0.1704, swav 0.0000 LR: 6.185e-02 Score 99.236 Data time: 0.0551, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0097 [2020-10-19 08:14:26,710][root][INFO] - ===> Epoch[4964](24819/5): Loss -0.8098, Sem 0.0228, dir -0.9848, norm 0.1522, swav 0.0000 LR: 6.185e-02 Score 99.244 Data time: 0.0783, Forward time: 0.7762, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9722 [2020-10-19 08:14:29,265][root][INFO] - ===> Epoch[4964](24820/5): Loss -0.7972, Sem 0.0265, dir -0.9841, norm 0.1604, swav 0.0000 LR: 6.185e-02 Score 99.092 Data time: 0.0719, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.4550 [2020-10-19 08:14:31,510][root][INFO] - ===> Epoch[4965](24821/5): Loss -0.8111, Sem 0.0221, dir -0.9847, norm 0.1514, swav 0.0000 LR: 6.185e-02 Score 99.271 Data time: 0.0588, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1269 [2020-10-19 08:14:33,984][root][INFO] - ===> Epoch[4965](24822/5): Loss -0.8030, Sem 0.0240, dir -0.9835, norm 0.1566, swav 0.0000 LR: 6.185e-02 Score 99.207 Data time: 0.0676, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3786 [2020-10-19 08:14:36,461][root][INFO] - ===> Epoch[4965](24823/5): Loss -0.7935, Sem 0.0241, dir -0.9825, norm 0.1649, swav 0.0000 LR: 6.184e-02 Score 99.189 Data time: 0.0635, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3645 [2020-10-19 08:14:38,564][root][INFO] - ===> Epoch[4965](24824/5): Loss -0.8194, Sem 0.0227, dir -0.9856, norm 0.1435, swav 0.0000 LR: 6.184e-02 Score 99.243 Data time: 0.0965, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0050 [2020-10-19 08:14:40,620][root][INFO] - ===> Epoch[4965](24825/5): Loss -0.8143, Sem 0.0205, dir -0.9860, norm 0.1512, swav 0.0000 LR: 6.184e-02 Score 99.308 Data time: 0.0611, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9513 [2020-10-19 08:14:42,610][root][INFO] - ===> Epoch[4966](24826/5): Loss -0.8028, Sem 0.0232, dir -0.9836, norm 0.1576, swav 0.0000 LR: 6.184e-02 Score 99.243 Data time: 0.0418, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8907 [2020-10-19 08:14:44,742][root][INFO] - ===> Epoch[4966](24827/5): Loss -0.8002, Sem 0.0222, dir -0.9834, norm 0.1611, swav 0.0000 LR: 6.184e-02 Score 99.253 Data time: 0.0521, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0715 [2020-10-19 08:14:46,528][root][INFO] - ===> Epoch[4966](24828/5): Loss -0.8116, Sem 0.0237, dir -0.9849, norm 0.1496, swav 0.0000 LR: 6.184e-02 Score 99.194 Data time: 0.0792, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.6800 [2020-10-19 08:14:48,991][root][INFO] - ===> Epoch[4966](24829/5): Loss -0.8236, Sem 0.0185, dir -0.9859, norm 0.1439, swav 0.0000 LR: 6.184e-02 Score 99.381 Data time: 0.0865, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3598 [2020-10-19 08:14:51,528][root][INFO] - ===> Epoch[4966](24830/5): Loss -0.8064, Sem 0.0224, dir -0.9838, norm 0.1550, swav 0.0000 LR: 6.183e-02 Score 99.242 Data time: 0.1130, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3962 [2020-10-19 08:14:53,812][root][INFO] - ===> Epoch[4967](24831/5): Loss -0.8091, Sem 0.0234, dir -0.9829, norm 0.1504, swav 0.0000 LR: 6.183e-02 Score 99.230 Data time: 0.0988, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1538 [2020-10-19 08:14:55,823][root][INFO] - ===> Epoch[4967](24832/5): Loss -0.8132, Sem 0.0211, dir -0.9849, norm 0.1505, swav 0.0000 LR: 6.183e-02 Score 99.295 Data time: 0.0554, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9193 [2020-10-19 08:14:57,977][root][INFO] - ===> Epoch[4967](24833/5): Loss -0.8083, Sem 0.0263, dir -0.9849, norm 0.1504, swav 0.0000 LR: 6.183e-02 Score 99.129 Data time: 0.0594, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0703 [2020-10-19 08:14:59,957][root][INFO] - ===> Epoch[4967](24834/5): Loss -0.8203, Sem 0.0212, dir -0.9858, norm 0.1444, swav 0.0000 LR: 6.183e-02 Score 99.296 Data time: 0.0807, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8959 [2020-10-19 08:15:01,773][root][INFO] - ===> Epoch[4967](24835/5): Loss -0.8207, Sem 0.0218, dir -0.9840, norm 0.1416, swav 0.0000 LR: 6.183e-02 Score 99.260 Data time: 0.0531, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.7093 [2020-10-19 08:15:04,300][root][INFO] - ===> Epoch[4968](24836/5): Loss -0.8089, Sem 0.0209, dir -0.9846, norm 0.1547, swav 0.0000 LR: 6.182e-02 Score 99.293 Data time: 0.1749, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.4739 [2020-10-19 08:15:06,485][root][INFO] - ===> Epoch[4968](24837/5): Loss -0.8121, Sem 0.0233, dir -0.9853, norm 0.1500, swav 0.0000 LR: 6.182e-02 Score 99.230 Data time: 0.0820, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1068 [2020-10-19 08:15:08,979][root][INFO] - ===> Epoch[4968](24838/5): Loss -0.8147, Sem 0.0202, dir -0.9854, norm 0.1505, swav 0.0000 LR: 6.182e-02 Score 99.323 Data time: 0.0870, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3817 [2020-10-19 08:15:10,517][root][INFO] - ===> Epoch[4968](24839/5): Loss -0.8344, Sem 0.0191, dir -0.9868, norm 0.1333, swav 0.0000 LR: 6.182e-02 Score 99.369 Data time: 0.0620, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.4339 [2020-10-19 08:15:12,396][root][INFO] - ===> Epoch[4968](24840/5): Loss -0.8099, Sem 0.0215, dir -0.9845, norm 0.1532, swav 0.0000 LR: 6.182e-02 Score 99.290 Data time: 0.0720, Forward time: 0.7762, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8135 [2020-10-19 08:15:16,480][root][INFO] - ===> Epoch[4969](24841/5): Loss -0.8151, Sem 0.0202, dir -0.9856, norm 0.1504, swav 0.0000 LR: 6.182e-02 Score 99.313 Data time: 0.0690, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 3.9743 [2020-10-19 08:15:18,506][root][INFO] - ===> Epoch[4969](24842/5): Loss -0.8125, Sem 0.0223, dir -0.9856, norm 0.1507, swav 0.0000 LR: 6.181e-02 Score 99.237 Data time: 0.0645, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9290 [2020-10-19 08:15:20,781][root][INFO] - ===> Epoch[4969](24843/5): Loss -0.8139, Sem 0.0210, dir -0.9853, norm 0.1504, swav 0.0000 LR: 6.181e-02 Score 99.292 Data time: 0.0750, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1707 [2020-10-19 08:15:22,722][root][INFO] - ===> Epoch[4969](24844/5): Loss -0.8120, Sem 0.0211, dir -0.9843, norm 0.1512, swav 0.0000 LR: 6.181e-02 Score 99.287 Data time: 0.0649, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8326 [2020-10-19 08:15:24,616][root][INFO] - ===> Epoch[4969](24845/5): Loss -0.8241, Sem 0.0207, dir -0.9855, norm 0.1408, swav 0.0000 LR: 6.181e-02 Score 99.296 Data time: 0.0537, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8082 [2020-10-19 08:15:26,785][root][INFO] - ===> Epoch[4970](24846/5): Loss -0.8090, Sem 0.0202, dir -0.9850, norm 0.1558, swav 0.0000 LR: 6.181e-02 Score 99.324 Data time: 0.0825, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1073 [2020-10-19 08:15:29,378][root][INFO] - ===> Epoch[4970](24847/5): Loss -0.8002, Sem 0.0222, dir -0.9841, norm 0.1617, swav 0.0000 LR: 6.181e-02 Score 99.277 Data time: 0.0647, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.4841 [2020-10-19 08:15:31,228][root][INFO] - ===> Epoch[4970](24848/5): Loss -0.8218, Sem 0.0198, dir -0.9856, norm 0.1439, swav 0.0000 LR: 6.180e-02 Score 99.336 Data time: 0.1040, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.7748 [2020-10-19 08:15:34,091][root][INFO] - ===> Epoch[4970](24849/5): Loss -0.8111, Sem 0.0199, dir -0.9856, norm 0.1546, swav 0.0000 LR: 6.180e-02 Score 99.326 Data time: 0.0593, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.7626 [2020-10-19 08:15:36,295][root][INFO] - ===> Epoch[4970](24850/5): Loss -0.8166, Sem 0.0211, dir -0.9863, norm 0.1485, swav 0.0000 LR: 6.180e-02 Score 99.287 Data time: 0.0794, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1356 [2020-10-19 08:15:38,301][root][INFO] - ===> Epoch[4971](24851/5): Loss -0.8131, Sem 0.0221, dir -0.9843, norm 0.1492, swav 0.0000 LR: 6.180e-02 Score 99.259 Data time: 0.0905, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9125 [2020-10-19 08:15:40,525][root][INFO] - ===> Epoch[4971](24852/5): Loss -0.8136, Sem 0.0181, dir -0.9839, norm 0.1522, swav 0.0000 LR: 6.180e-02 Score 99.388 Data time: 0.0856, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1232 [2020-10-19 08:15:42,790][root][INFO] - ===> Epoch[4971](24853/5): Loss -0.8146, Sem 0.0204, dir -0.9853, norm 0.1503, swav 0.0000 LR: 6.180e-02 Score 99.317 Data time: 0.0711, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1680 [2020-10-19 08:15:45,315][root][INFO] - ===> Epoch[4971](24854/5): Loss -0.8115, Sem 0.0197, dir -0.9845, norm 0.1533, swav 0.0000 LR: 6.180e-02 Score 99.352 Data time: 0.0883, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.4258 [2020-10-19 08:15:47,820][root][INFO] - ===> Epoch[4971](24855/5): Loss -0.8276, Sem 0.0202, dir -0.9867, norm 0.1390, swav 0.0000 LR: 6.179e-02 Score 99.320 Data time: 0.0793, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3943 [2020-10-19 08:15:49,773][root][INFO] - ===> Epoch[4972](24856/5): Loss -0.8225, Sem 0.0222, dir -0.9848, norm 0.1401, swav 0.0000 LR: 6.179e-02 Score 99.252 Data time: 0.0681, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8380 [2020-10-19 08:15:51,801][root][INFO] - ===> Epoch[4972](24857/5): Loss -0.8310, Sem 0.0184, dir -0.9858, norm 0.1364, swav 0.0000 LR: 6.179e-02 Score 99.384 Data time: 0.1024, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9383 [2020-10-19 08:15:53,976][root][INFO] - ===> Epoch[4972](24858/5): Loss -0.8040, Sem 0.0207, dir -0.9844, norm 0.1597, swav 0.0000 LR: 6.179e-02 Score 99.307 Data time: 0.0787, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0618 [2020-10-19 08:15:56,845][root][INFO] - ===> Epoch[4972](24859/5): Loss -0.8169, Sem 0.0207, dir -0.9858, norm 0.1482, swav 0.0000 LR: 6.179e-02 Score 99.315 Data time: 0.0896, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.7747 [2020-10-19 08:15:59,595][root][INFO] - ===> Epoch[4972](24860/5): Loss -0.8133, Sem 0.0188, dir -0.9868, norm 0.1547, swav 0.0000 LR: 6.179e-02 Score 99.356 Data time: 0.0812, Forward time: 0.7762, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.6449 [2020-10-19 08:16:02,107][root][INFO] - ===> Epoch[4973](24861/5): Loss -0.8200, Sem 0.0196, dir -0.9868, norm 0.1473, swav 0.0000 LR: 6.178e-02 Score 99.350 Data time: 0.0676, Forward time: 0.7762, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.4190 [2020-10-19 08:16:04,142][root][INFO] - ===> Epoch[4973](24862/5): Loss -0.8188, Sem 0.0190, dir -0.9864, norm 0.1486, swav 0.0000 LR: 6.178e-02 Score 99.358 Data time: 0.0645, Forward time: 0.7762, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.9608 [2020-10-19 08:16:06,156][root][INFO] - ===> Epoch[4973](24863/5): Loss -0.8266, Sem 0.0201, dir -0.9864, norm 0.1397, swav 0.0000 LR: 6.178e-02 Score 99.333 Data time: 0.0896, Forward time: 0.7762, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.9037 [2020-10-19 08:16:08,287][root][INFO] - ===> Epoch[4973](24864/5): Loss -0.8136, Sem 0.0190, dir -0.9842, norm 0.1516, swav 0.0000 LR: 6.178e-02 Score 99.378 Data time: 0.0582, Forward time: 0.7762, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.0295 [2020-10-19 08:16:10,508][root][INFO] - ===> Epoch[4973](24865/5): Loss -0.8177, Sem 0.0225, dir -0.9861, norm 0.1459, swav 0.0000 LR: 6.178e-02 Score 99.239 Data time: 0.0967, Forward time: 0.7762, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.1435 [2020-10-19 08:16:12,916][root][INFO] - ===> Epoch[4974](24866/5): Loss -0.8253, Sem 0.0178, dir -0.9859, norm 0.1427, swav 0.0000 LR: 6.178e-02 Score 99.408 Data time: 0.0805, Forward time: 0.7762, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.3015 [2020-10-19 08:16:14,990][root][INFO] - ===> Epoch[4974](24867/5): Loss -0.8260, Sem 0.0200, dir -0.9868, norm 0.1409, swav 0.0000 LR: 6.177e-02 Score 99.327 Data time: 0.0570, Forward time: 0.7762, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.9985 [2020-10-19 08:16:16,848][root][INFO] - ===> Epoch[4974](24868/5): Loss -0.8307, Sem 0.0184, dir -0.9869, norm 0.1378, swav 0.0000 LR: 6.177e-02 Score 99.382 Data time: 0.0820, Forward time: 0.7762, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.7781 [2020-10-19 08:16:19,603][root][INFO] - ===> Epoch[4974](24869/5): Loss -0.8016, Sem 0.0204, dir -0.9845, norm 0.1625, swav 0.0000 LR: 6.177e-02 Score 99.330 Data time: 0.0645, Forward time: 0.7762, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.6495 [2020-10-19 08:16:21,533][root][INFO] - ===> Epoch[4974](24870/5): Loss -0.8310, Sem 0.0170, dir -0.9875, norm 0.1395, swav 0.0000 LR: 6.177e-02 Score 99.420 Data time: 0.0618, Forward time: 0.7762, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.8715 [2020-10-19 08:16:23,737][root][INFO] - ===> Epoch[4975](24871/5): Loss -0.8148, Sem 0.0203, dir -0.9857, norm 0.1506, swav 0.0000 LR: 6.177e-02 Score 99.314 Data time: 0.0861, Forward time: 0.7762, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.1059 [2020-10-19 08:16:26,355][root][INFO] - ===> Epoch[4975](24872/5): Loss -0.8120, Sem 0.0215, dir -0.9846, norm 0.1511, swav 0.0000 LR: 6.177e-02 Score 99.282 Data time: 0.0620, Forward time: 0.7762, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.4883 [2020-10-19 08:16:28,866][root][INFO] - ===> Epoch[4975](24873/5): Loss -0.8217, Sem 0.0206, dir -0.9858, norm 0.1435, swav 0.0000 LR: 6.177e-02 Score 99.306 Data time: 0.0929, Forward time: 0.7762, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.4002 [2020-10-19 08:16:30,653][root][INFO] - ===> Epoch[4975](24874/5): Loss -0.8290, Sem 0.0187, dir -0.9864, norm 0.1387, swav 0.0000 LR: 6.176e-02 Score 99.366 Data time: 0.1536, Forward time: 0.7762, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.6892 [2020-10-19 08:16:33,055][root][INFO] - ===> Epoch[4975](24875/5): Loss -0.8080, Sem 0.0205, dir -0.9846, norm 0.1561, swav 0.0000 LR: 6.176e-02 Score 99.323 Data time: 0.0836, Forward time: 0.7762, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.3067 [2020-10-19 08:16:35,689][root][INFO] - ===> Epoch[4976](24876/5): Loss -0.8028, Sem 0.0196, dir -0.9851, norm 0.1628, swav 0.0000 LR: 6.176e-02 Score 99.336 Data time: 0.0844, Forward time: 0.7762, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.5020 [2020-10-19 08:16:37,911][root][INFO] - ===> Epoch[4976](24877/5): Loss -0.8218, Sem 0.0199, dir -0.9870, norm 0.1453, swav 0.0000 LR: 6.176e-02 Score 99.332 Data time: 0.0963, Forward time: 0.7762, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.1121 [2020-10-19 08:16:39,624][root][INFO] - ===> Epoch[4976](24878/5): Loss -0.8154, Sem 0.0193, dir -0.9872, norm 0.1525, swav 0.0000 LR: 6.176e-02 Score 99.349 Data time: 0.0691, Forward time: 0.7762, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.6065 [2020-10-19 08:16:41,657][root][INFO] - ===> Epoch[4976](24879/5): Loss -0.7970, Sem 0.0196, dir -0.9858, norm 0.1692, swav 0.0000 LR: 6.176e-02 Score 99.335 Data time: 0.0840, Forward time: 0.7762, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.9575 [2020-10-19 08:16:43,524][root][INFO] - ===> Epoch[4976](24880/5): Loss -0.8342, Sem 0.0172, dir -0.9869, norm 0.1355, swav 0.0000 LR: 6.175e-02 Score 99.415 Data time: 0.2317, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.7587 [2020-10-19 08:16:45,694][root][INFO] - ===> Epoch[4977](24881/5): Loss -0.8069, Sem 0.0221, dir -0.9846, norm 0.1557, swav 0.0000 LR: 6.175e-02 Score 99.278 Data time: 0.0964, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0922 [2020-10-19 08:16:48,138][root][INFO] - ===> Epoch[4977](24882/5): Loss -0.8006, Sem 0.0227, dir -0.9845, norm 0.1613, swav 0.0000 LR: 6.175e-02 Score 99.251 Data time: 0.0595, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3279 [2020-10-19 08:16:50,542][root][INFO] - ===> Epoch[4977](24883/5): Loss -0.8222, Sem 0.0209, dir -0.9838, norm 0.1406, swav 0.0000 LR: 6.175e-02 Score 99.290 Data time: 0.0677, Forward time: 0.7762, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.3217 [2020-10-19 08:16:52,695][root][INFO] - ===> Epoch[4977](24884/5): Loss -0.7998, Sem 0.0205, dir -0.9865, norm 0.1662, swav 0.0000 LR: 6.175e-02 Score 99.328 Data time: 0.0772, Forward time: 0.7762, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.0508 [2020-10-19 08:16:54,802][root][INFO] - ===> Epoch[4977](24885/5): Loss -0.8111, Sem 0.0217, dir -0.9863, norm 0.1534, swav 0.0000 LR: 6.175e-02 Score 99.257 Data time: 0.0767, Forward time: 0.7762, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 1.9811 [2020-10-19 08:16:56,488][root][INFO] - ===> Epoch[4978](24886/5): Loss -0.8176, Sem 0.0184, dir -0.9865, norm 0.1505, swav 0.0000 LR: 6.174e-02 Score 99.389 Data time: 0.0591, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.5965 [2020-10-19 08:16:58,862][root][INFO] - ===> Epoch[4978](24887/5): Loss -0.8139, Sem 0.0182, dir -0.9861, norm 0.1541, swav 0.0000 LR: 6.174e-02 Score 99.397 Data time: 0.1575, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2757 [2020-10-19 08:17:00,978][root][INFO] - ===> Epoch[4978](24888/5): Loss -0.8205, Sem 0.0201, dir -0.9859, norm 0.1453, swav 0.0000 LR: 6.174e-02 Score 99.313 Data time: 0.0876, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0067 [2020-10-19 08:17:03,675][root][INFO] - ===> Epoch[4978](24889/5): Loss -0.8033, Sem 0.0210, dir -0.9836, norm 0.1593, swav 0.0000 LR: 6.174e-02 Score 99.291 Data time: 0.0740, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.5749 [2020-10-19 08:17:06,266][root][INFO] - ===> Epoch[4978](24890/5): Loss -0.8104, Sem 0.0178, dir -0.9867, norm 0.1585, swav 0.0000 LR: 6.174e-02 Score 99.407 Data time: 0.0740, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.4850 [2020-10-19 08:17:08,267][root][INFO] - ===> Epoch[4979](24891/5): Loss -0.8170, Sem 0.0188, dir -0.9870, norm 0.1512, swav 0.0000 LR: 6.174e-02 Score 99.357 Data time: 0.0743, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8798 [2020-10-19 08:17:10,307][root][INFO] - ===> Epoch[4979](24892/5): Loss -0.8194, Sem 0.0193, dir -0.9865, norm 0.1478, swav 0.0000 LR: 6.174e-02 Score 99.351 Data time: 0.0920, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9443 [2020-10-19 08:17:12,502][root][INFO] - ===> Epoch[4979](24893/5): Loss -0.7989, Sem 0.0197, dir -0.9848, norm 0.1661, swav 0.0000 LR: 6.173e-02 Score 99.337 Data time: 0.0993, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0827 [2020-10-19 08:17:14,416][root][INFO] - ===> Epoch[4979](24894/5): Loss -0.8204, Sem 0.0182, dir -0.9873, norm 0.1487, swav 0.0000 LR: 6.173e-02 Score 99.377 Data time: 0.0763, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8059 [2020-10-19 08:17:16,664][root][INFO] - ===> Epoch[4979](24895/5): Loss -0.8148, Sem 0.0188, dir -0.9848, norm 0.1512, swav 0.0000 LR: 6.173e-02 Score 99.359 Data time: 0.0909, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1325 [2020-10-19 08:17:18,858][root][INFO] - ===> Epoch[4980](24896/5): Loss -0.8245, Sem 0.0191, dir -0.9858, norm 0.1422, swav 0.0000 LR: 6.173e-02 Score 99.347 Data time: 0.1006, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0792 [2020-10-19 08:17:20,832][root][INFO] - ===> Epoch[4980](24897/5): Loss -0.8196, Sem 0.0194, dir -0.9865, norm 0.1476, swav 0.0000 LR: 6.173e-02 Score 99.328 Data time: 0.0888, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8668 [2020-10-19 08:17:23,002][root][INFO] - ===> Epoch[4980](24898/5): Loss -0.8094, Sem 0.0212, dir -0.9836, norm 0.1531, swav 0.0000 LR: 6.173e-02 Score 99.308 Data time: 0.0835, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0734 [2020-10-19 08:17:25,378][root][INFO] - ===> Epoch[4980](24899/5): Loss -0.8080, Sem 0.0192, dir -0.9847, norm 0.1575, swav 0.0000 LR: 6.172e-02 Score 99.382 Data time: 0.0957, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2612 [2020-10-19 08:17:27,501][root][INFO] - ===> Epoch[4980](24900/5): Loss -0.8049, Sem 0.0184, dir -0.9864, norm 0.1632, swav 0.0000 LR: 6.172e-02 Score 99.381 Data time: 0.0949, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0063 [2020-10-19 08:17:28,457][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 08:17:30,153][root][INFO] - ===> Epoch[4981](24901/5): Loss -0.8100, Sem 0.0182, dir -0.9857, norm 0.1575, swav 0.0000 LR: 6.172e-02 Score 99.390 Data time: 0.0621, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.4769 [2020-10-19 08:17:32,348][root][INFO] - ===> Epoch[4981](24902/5): Loss -0.8111, Sem 0.0176, dir -0.9874, norm 0.1588, swav 0.0000 LR: 6.172e-02 Score 99.414 Data time: 0.1086, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1325 [2020-10-19 08:17:34,839][root][INFO] - ===> Epoch[4981](24903/5): Loss -0.8115, Sem 0.0197, dir -0.9850, norm 0.1538, swav 0.0000 LR: 6.172e-02 Score 99.338 Data time: 0.1230, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3896 [2020-10-19 08:17:37,033][root][INFO] - ===> Epoch[4981](24904/5): Loss -0.8051, Sem 0.0220, dir -0.9851, norm 0.1580, swav 0.0000 LR: 6.172e-02 Score 99.288 Data time: 0.0551, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0738 [2020-10-19 08:17:39,305][root][INFO] - ===> Epoch[4981](24905/5): Loss -0.8177, Sem 0.0219, dir -0.9858, norm 0.1462, swav 0.0000 LR: 6.171e-02 Score 99.268 Data time: 0.0632, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1785 [2020-10-19 08:17:41,336][root][INFO] - ===> Epoch[4982](24906/5): Loss -0.8072, Sem 0.0232, dir -0.9856, norm 0.1551, swav 0.0000 LR: 6.171e-02 Score 99.273 Data time: 0.0668, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9389 [2020-10-19 08:17:43,529][root][INFO] - ===> Epoch[4982](24907/5): Loss -0.8261, Sem 0.0186, dir -0.9866, norm 0.1419, swav 0.0000 LR: 6.171e-02 Score 99.381 Data time: 0.0861, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0655 [2020-10-19 08:17:45,646][root][INFO] - ===> Epoch[4982](24908/5): Loss -0.8155, Sem 0.0216, dir -0.9853, norm 0.1482, swav 0.0000 LR: 6.171e-02 Score 99.281 Data time: 0.0580, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9980 [2020-10-19 08:17:47,498][root][INFO] - ===> Epoch[4982](24909/5): Loss -0.8243, Sem 0.0206, dir -0.9853, norm 0.1404, swav 0.0000 LR: 6.171e-02 Score 99.302 Data time: 0.0738, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.7610 [2020-10-19 08:17:49,943][root][INFO] - ===> Epoch[4982](24910/5): Loss -0.8217, Sem 0.0171, dir -0.9862, norm 0.1474, swav 0.0000 LR: 6.171e-02 Score 99.436 Data time: 0.0639, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3310 [2020-10-19 08:17:52,293][root][INFO] - ===> Epoch[4983](24911/5): Loss -0.8236, Sem 0.0197, dir -0.9864, norm 0.1431, swav 0.0000 LR: 6.171e-02 Score 99.337 Data time: 0.0938, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2408 [2020-10-19 08:17:54,238][root][INFO] - ===> Epoch[4983](24912/5): Loss -0.8185, Sem 0.0207, dir -0.9854, norm 0.1463, swav 0.0000 LR: 6.170e-02 Score 99.284 Data time: 0.2213, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8289 [2020-10-19 08:17:57,694][root][INFO] - ===> Epoch[4983](24913/5): Loss -0.8066, Sem 0.0222, dir -0.9845, norm 0.1557, swav 0.0000 LR: 6.170e-02 Score 99.273 Data time: 0.1285, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 3.3242 [2020-10-19 08:17:59,645][root][INFO] - ===> Epoch[4983](24914/5): Loss -0.8105, Sem 0.0200, dir -0.9865, norm 0.1560, swav 0.0000 LR: 6.170e-02 Score 99.350 Data time: 0.0600, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8245 [2020-10-19 08:18:01,979][root][INFO] - ===> Epoch[4983](24915/5): Loss -0.8277, Sem 0.0184, dir -0.9865, norm 0.1404, swav 0.0000 LR: 6.170e-02 Score 99.379 Data time: 0.0745, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2477 [2020-10-19 08:18:03,969][root][INFO] - ===> Epoch[4984](24916/5): Loss -0.8107, Sem 0.0191, dir -0.9843, norm 0.1546, swav 0.0000 LR: 6.170e-02 Score 99.354 Data time: 0.0862, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8999 [2020-10-19 08:18:06,250][root][INFO] - ===> Epoch[4984](24917/5): Loss -0.8216, Sem 0.0190, dir -0.9872, norm 0.1467, swav 0.0000 LR: 6.170e-02 Score 99.377 Data time: 0.0906, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1812 [2020-10-19 08:18:08,645][root][INFO] - ===> Epoch[4984](24918/5): Loss -0.8125, Sem 0.0176, dir -0.9867, norm 0.1566, swav 0.0000 LR: 6.169e-02 Score 99.410 Data time: 0.0743, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2718 [2020-10-19 08:18:10,777][root][INFO] - ===> Epoch[4984](24919/5): Loss -0.8317, Sem 0.0198, dir -0.9875, norm 0.1361, swav 0.0000 LR: 6.169e-02 Score 99.336 Data time: 0.0801, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0520 [2020-10-19 08:18:13,007][root][INFO] - ===> Epoch[4984](24920/5): Loss -0.8132, Sem 0.0187, dir -0.9856, norm 0.1536, swav 0.0000 LR: 6.169e-02 Score 99.360 Data time: 0.0775, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1334 [2020-10-19 08:18:15,304][root][INFO] - ===> Epoch[4985](24921/5): Loss -0.8189, Sem 0.0220, dir -0.9855, norm 0.1445, swav 0.0000 LR: 6.169e-02 Score 99.256 Data time: 0.0570, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1933 [2020-10-19 08:18:17,430][root][INFO] - ===> Epoch[4985](24922/5): Loss -0.8256, Sem 0.0217, dir -0.9860, norm 0.1387, swav 0.0000 LR: 6.169e-02 Score 99.257 Data time: 0.0729, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0259 [2020-10-19 08:18:19,469][root][INFO] - ===> Epoch[4985](24923/5): Loss -0.8338, Sem 0.0188, dir -0.9870, norm 0.1345, swav 0.0000 LR: 6.169e-02 Score 99.365 Data time: 0.0924, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9428 [2020-10-19 08:18:21,479][root][INFO] - ===> Epoch[4985](24924/5): Loss -0.8048, Sem 0.0208, dir -0.9855, norm 0.1599, swav 0.0000 LR: 6.168e-02 Score 99.315 Data time: 0.0768, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8954 [2020-10-19 08:18:23,537][root][INFO] - ===> Epoch[4985](24925/5): Loss -0.8208, Sem 0.0176, dir -0.9860, norm 0.1476, swav 0.0000 LR: 6.168e-02 Score 99.417 Data time: 0.2461, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9523 [2020-10-19 08:18:25,835][root][INFO] - ===> Epoch[4986](24926/5): Loss -0.8282, Sem 0.0187, dir -0.9866, norm 0.1398, swav 0.0000 LR: 6.168e-02 Score 99.368 Data time: 0.1280, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1778 [2020-10-19 08:18:28,158][root][INFO] - ===> Epoch[4986](24927/5): Loss -0.8248, Sem 0.0201, dir -0.9856, norm 0.1408, swav 0.0000 LR: 6.168e-02 Score 99.323 Data time: 0.0762, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.2177 [2020-10-19 08:18:30,525][root][INFO] - ===> Epoch[4986](24928/5): Loss -0.8227, Sem 0.0217, dir -0.9861, norm 0.1417, swav 0.0000 LR: 6.168e-02 Score 99.278 Data time: 0.0773, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.2740 [2020-10-19 08:18:33,036][root][INFO] - ===> Epoch[4986](24929/5): Loss -0.8266, Sem 0.0185, dir -0.9866, norm 0.1416, swav 0.0000 LR: 6.168e-02 Score 99.387 Data time: 0.0802, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.4162 [2020-10-19 08:18:35,200][root][INFO] - ===> Epoch[4986](24930/5): Loss -0.8249, Sem 0.0202, dir -0.9849, norm 0.1398, swav 0.0000 LR: 6.168e-02 Score 99.323 Data time: 0.0809, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0485 [2020-10-19 08:18:37,491][root][INFO] - ===> Epoch[4987](24931/5): Loss -0.8039, Sem 0.0185, dir -0.9865, norm 0.1641, swav 0.0000 LR: 6.167e-02 Score 99.380 Data time: 0.0882, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1977 [2020-10-19 08:18:39,652][root][INFO] - ===> Epoch[4987](24932/5): Loss -0.8270, Sem 0.0184, dir -0.9859, norm 0.1405, swav 0.0000 LR: 6.167e-02 Score 99.383 Data time: 0.0928, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0335 [2020-10-19 08:18:41,546][root][INFO] - ===> Epoch[4987](24933/5): Loss -0.8159, Sem 0.0197, dir -0.9855, norm 0.1499, swav 0.0000 LR: 6.167e-02 Score 99.346 Data time: 0.0812, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.7881 [2020-10-19 08:18:43,867][root][INFO] - ===> Epoch[4987](24934/5): Loss -0.8200, Sem 0.0218, dir -0.9843, norm 0.1425, swav 0.0000 LR: 6.167e-02 Score 99.250 Data time: 0.0565, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.2151 [2020-10-19 08:18:45,899][root][INFO] - ===> Epoch[4987](24935/5): Loss -0.8217, Sem 0.0185, dir -0.9864, norm 0.1463, swav 0.0000 LR: 6.167e-02 Score 99.381 Data time: 0.0791, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9556 [2020-10-19 08:18:47,875][root][INFO] - ===> Epoch[4988](24936/5): Loss -0.8452, Sem 0.0167, dir -0.9877, norm 0.1258, swav 0.0000 LR: 6.167e-02 Score 99.421 Data time: 0.0841, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8816 [2020-10-19 08:18:50,125][root][INFO] - ===> Epoch[4988](24937/5): Loss -0.8025, Sem 0.0242, dir -0.9838, norm 0.1571, swav 0.0000 LR: 6.166e-02 Score 99.190 Data time: 0.1907, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1524 [2020-10-19 08:18:52,100][root][INFO] - ===> Epoch[4988](24938/5): Loss -0.8131, Sem 0.0184, dir -0.9862, norm 0.1548, swav 0.0000 LR: 6.166e-02 Score 99.389 Data time: 0.0798, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8561 [2020-10-19 08:18:54,905][root][INFO] - ===> Epoch[4988](24939/5): Loss -0.8229, Sem 0.0182, dir -0.9863, norm 0.1452, swav 0.0000 LR: 6.166e-02 Score 99.377 Data time: 0.0638, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.7167 [2020-10-19 08:18:57,070][root][INFO] - ===> Epoch[4988](24940/5): Loss -0.8161, Sem 0.0195, dir -0.9868, norm 0.1512, swav 0.0000 LR: 6.166e-02 Score 99.350 Data time: 0.0779, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0765 [2020-10-19 08:18:59,330][root][INFO] - ===> Epoch[4989](24941/5): Loss -0.8205, Sem 0.0191, dir -0.9855, norm 0.1459, swav 0.0000 LR: 6.166e-02 Score 99.360 Data time: 0.0938, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1491 [2020-10-19 08:19:01,284][root][INFO] - ===> Epoch[4989](24942/5): Loss -0.8237, Sem 0.0181, dir -0.9850, norm 0.1431, swav 0.0000 LR: 6.166e-02 Score 99.380 Data time: 0.0840, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8288 [2020-10-19 08:19:03,251][root][INFO] - ===> Epoch[4989](24943/5): Loss -0.8156, Sem 0.0199, dir -0.9858, norm 0.1503, swav 0.0000 LR: 6.165e-02 Score 99.325 Data time: 0.0834, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8698 [2020-10-19 08:19:05,601][root][INFO] - ===> Epoch[4989](24944/5): Loss -0.8168, Sem 0.0201, dir -0.9867, norm 0.1499, swav 0.0000 LR: 6.165e-02 Score 99.344 Data time: 0.0599, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.2460 [2020-10-19 08:19:07,961][root][INFO] - ===> Epoch[4989](24945/5): Loss -0.8108, Sem 0.0202, dir -0.9849, norm 0.1539, swav 0.0000 LR: 6.165e-02 Score 99.333 Data time: 0.0870, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.2577 [2020-10-19 08:19:10,017][root][INFO] - ===> Epoch[4990](24946/5): Loss -0.8163, Sem 0.0220, dir -0.9851, norm 0.1468, swav 0.0000 LR: 6.165e-02 Score 99.263 Data time: 0.0593, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9457 [2020-10-19 08:19:11,947][root][INFO] - ===> Epoch[4990](24947/5): Loss -0.8250, Sem 0.0185, dir -0.9860, norm 0.1425, swav 0.0000 LR: 6.165e-02 Score 99.365 Data time: 0.0468, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8690 [2020-10-19 08:19:14,005][root][INFO] - ===> Epoch[4990](24948/5): Loss -0.8140, Sem 0.0206, dir -0.9855, norm 0.1508, swav 0.0000 LR: 6.165e-02 Score 99.295 Data time: 0.0636, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0048 [2020-10-19 08:19:16,263][root][INFO] - ===> Epoch[4990](24949/5): Loss -0.8306, Sem 0.0182, dir -0.9875, norm 0.1387, swav 0.0000 LR: 6.165e-02 Score 99.380 Data time: 0.0828, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1540 [2020-10-19 08:19:18,055][root][INFO] - ===> Epoch[4990](24950/5): Loss -0.8281, Sem 0.0183, dir -0.9871, norm 0.1407, swav 0.0000 LR: 6.164e-02 Score 99.372 Data time: 0.0678, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.6865 [2020-10-19 08:19:20,702][root][INFO] - ===> Epoch[4991](24951/5): Loss -0.8193, Sem 0.0201, dir -0.9848, norm 0.1455, swav 0.0000 LR: 6.164e-02 Score 99.322 Data time: 0.0861, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.5575 [2020-10-19 08:19:22,848][root][INFO] - ===> Epoch[4991](24952/5): Loss -0.8201, Sem 0.0185, dir -0.9873, norm 0.1487, swav 0.0000 LR: 6.164e-02 Score 99.383 Data time: 0.0693, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0436 [2020-10-19 08:19:25,389][root][INFO] - ===> Epoch[4991](24953/5): Loss -0.8201, Sem 0.0209, dir -0.9851, norm 0.1441, swav 0.0000 LR: 6.164e-02 Score 99.319 Data time: 0.1179, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.4393 [2020-10-19 08:19:27,565][root][INFO] - ===> Epoch[4991](24954/5): Loss -0.8290, Sem 0.0186, dir -0.9868, norm 0.1392, swav 0.0000 LR: 6.164e-02 Score 99.368 Data time: 0.1038, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0403 [2020-10-19 08:19:29,787][root][INFO] - ===> Epoch[4991](24955/5): Loss -0.8262, Sem 0.0179, dir -0.9855, norm 0.1414, swav 0.0000 LR: 6.164e-02 Score 99.407 Data time: 0.0838, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1244 [2020-10-19 08:19:31,836][root][INFO] - ===> Epoch[4992](24956/5): Loss -0.8325, Sem 0.0185, dir -0.9870, norm 0.1360, swav 0.0000 LR: 6.163e-02 Score 99.378 Data time: 0.0665, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9469 [2020-10-19 08:19:33,997][root][INFO] - ===> Epoch[4992](24957/5): Loss -0.8187, Sem 0.0200, dir -0.9863, norm 0.1476, swav 0.0000 LR: 6.163e-02 Score 99.329 Data time: 0.0652, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1005 [2020-10-19 08:19:36,174][root][INFO] - ===> Epoch[4992](24958/5): Loss -0.8240, Sem 0.0218, dir -0.9856, norm 0.1399, swav 0.0000 LR: 6.163e-02 Score 99.280 Data time: 0.0959, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0540 [2020-10-19 08:19:38,186][root][INFO] - ===> Epoch[4992](24959/5): Loss -0.8310, Sem 0.0181, dir -0.9864, norm 0.1373, swav 0.0000 LR: 6.163e-02 Score 99.392 Data time: 0.0700, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9081 [2020-10-19 08:19:40,554][root][INFO] - ===> Epoch[4992](24960/5): Loss -0.8230, Sem 0.0192, dir -0.9863, norm 0.1440, swav 0.0000 LR: 6.163e-02 Score 99.338 Data time: 0.0920, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.2609 [2020-10-19 08:19:42,379][root][INFO] - ===> Epoch[4993](24961/5): Loss -0.8354, Sem 0.0201, dir -0.9845, norm 0.1290, swav 0.0000 LR: 6.163e-02 Score 99.306 Data time: 0.0737, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.7006 [2020-10-19 08:19:44,846][root][INFO] - ===> Epoch[4993](24962/5): Loss -0.8202, Sem 0.0209, dir -0.9851, norm 0.1440, swav 0.0000 LR: 6.162e-02 Score 99.303 Data time: 0.0630, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.3650 [2020-10-19 08:19:46,769][root][INFO] - ===> Epoch[4993](24963/5): Loss -0.8324, Sem 0.0189, dir -0.9872, norm 0.1359, swav 0.0000 LR: 6.162e-02 Score 99.359 Data time: 0.0857, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8388 [2020-10-19 08:19:48,969][root][INFO] - ===> Epoch[4993](24964/5): Loss -0.8138, Sem 0.0185, dir -0.9861, norm 0.1538, swav 0.0000 LR: 6.162e-02 Score 99.384 Data time: 0.0958, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1163 [2020-10-19 08:19:50,877][root][INFO] - ===> Epoch[4993](24965/5): Loss -0.8282, Sem 0.0185, dir -0.9852, norm 0.1385, swav 0.0000 LR: 6.162e-02 Score 99.373 Data time: 0.0653, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.7870 [2020-10-19 08:19:53,144][root][INFO] - ===> Epoch[4994](24966/5): Loss -0.8015, Sem 0.0183, dir -0.9851, norm 0.1653, swav 0.0000 LR: 6.162e-02 Score 99.393 Data time: 0.0681, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1857 [2020-10-19 08:19:55,440][root][INFO] - ===> Epoch[4994](24967/5): Loss -0.8281, Sem 0.0209, dir -0.9861, norm 0.1371, swav 0.0000 LR: 6.162e-02 Score 99.286 Data time: 0.0527, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1807 [2020-10-19 08:19:57,335][root][INFO] - ===> Epoch[4994](24968/5): Loss -0.8337, Sem 0.0168, dir -0.9876, norm 0.1371, swav 0.0000 LR: 6.162e-02 Score 99.439 Data time: 0.0592, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8230 [2020-10-19 08:19:59,673][root][INFO] - ===> Epoch[4994](24969/5): Loss -0.8276, Sem 0.0183, dir -0.9858, norm 0.1399, swav 0.0000 LR: 6.161e-02 Score 99.388 Data time: 0.0682, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.2538 [2020-10-19 08:20:01,840][root][INFO] - ===> Epoch[4994](24970/5): Loss -0.8226, Sem 0.0190, dir -0.9871, norm 0.1455, swav 0.0000 LR: 6.161e-02 Score 99.379 Data time: 0.0577, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0693 [2020-10-19 08:20:03,979][root][INFO] - ===> Epoch[4995](24971/5): Loss -0.8307, Sem 0.0189, dir -0.9865, norm 0.1368, swav 0.0000 LR: 6.161e-02 Score 99.355 Data time: 0.0661, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0850 [2020-10-19 08:20:06,031][root][INFO] - ===> Epoch[4995](24972/5): Loss -0.8359, Sem 0.0188, dir -0.9856, norm 0.1309, swav 0.0000 LR: 6.161e-02 Score 99.350 Data time: 0.0799, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9601 [2020-10-19 08:20:08,705][root][INFO] - ===> Epoch[4995](24973/5): Loss -0.8213, Sem 0.0188, dir -0.9859, norm 0.1459, swav 0.0000 LR: 6.161e-02 Score 99.366 Data time: 0.1054, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.5616 [2020-10-19 08:20:10,917][root][INFO] - ===> Epoch[4995](24974/5): Loss -0.8223, Sem 0.0192, dir -0.9863, norm 0.1448, swav 0.0000 LR: 6.161e-02 Score 99.347 Data time: 0.0776, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0718 [2020-10-19 08:20:13,193][root][INFO] - ===> Epoch[4995](24975/5): Loss -0.8229, Sem 0.0184, dir -0.9855, norm 0.1441, swav 0.0000 LR: 6.160e-02 Score 99.374 Data time: 0.0749, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1681 [2020-10-19 08:20:15,498][root][INFO] - ===> Epoch[4996](24976/5): Loss -0.8335, Sem 0.0209, dir -0.9870, norm 0.1326, swav 0.0000 LR: 6.160e-02 Score 99.311 Data time: 0.0705, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.2023 [2020-10-19 08:20:17,789][root][INFO] - ===> Epoch[4996](24977/5): Loss -0.8151, Sem 0.0184, dir -0.9857, norm 0.1523, swav 0.0000 LR: 6.160e-02 Score 99.395 Data time: 0.0628, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.2121 [2020-10-19 08:20:19,742][root][INFO] - ===> Epoch[4996](24978/5): Loss -0.8145, Sem 0.0226, dir -0.9853, norm 0.1482, swav 0.0000 LR: 6.160e-02 Score 99.258 Data time: 0.0835, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8537 [2020-10-19 08:20:21,811][root][INFO] - ===> Epoch[4996](24979/5): Loss -0.8326, Sem 0.0205, dir -0.9854, norm 0.1323, swav 0.0000 LR: 6.160e-02 Score 99.310 Data time: 0.0559, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9516 [2020-10-19 08:20:24,060][root][INFO] - ===> Epoch[4996](24980/5): Loss -0.7909, Sem 0.0208, dir -0.9835, norm 0.1718, swav 0.0000 LR: 6.160e-02 Score 99.323 Data time: 0.0481, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1664 [2020-10-19 08:20:25,764][root][INFO] - ===> Epoch[4997](24981/5): Loss -0.8195, Sem 0.0195, dir -0.9861, norm 0.1471, swav 0.0000 LR: 6.159e-02 Score 99.347 Data time: 0.0694, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.6260 [2020-10-19 08:20:28,035][root][INFO] - ===> Epoch[4997](24982/5): Loss -0.8066, Sem 0.0208, dir -0.9852, norm 0.1578, swav 0.0000 LR: 6.159e-02 Score 99.301 Data time: 0.0819, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1942 [2020-10-19 08:20:30,328][root][INFO] - ===> Epoch[4997](24983/5): Loss -0.8381, Sem 0.0173, dir -0.9881, norm 0.1327, swav 0.0000 LR: 6.159e-02 Score 99.421 Data time: 0.0729, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1628 [2020-10-19 08:20:33,179][root][INFO] - ===> Epoch[4997](24984/5): Loss -0.8191, Sem 0.0214, dir -0.9854, norm 0.1448, swav 0.0000 LR: 6.159e-02 Score 99.283 Data time: 0.0587, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.7708 [2020-10-19 08:20:35,264][root][INFO] - ===> Epoch[4997](24985/5): Loss -0.8212, Sem 0.0197, dir -0.9856, norm 0.1447, swav 0.0000 LR: 6.159e-02 Score 99.332 Data time: 0.0713, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0074 [2020-10-19 08:20:37,664][root][INFO] - ===> Epoch[4998](24986/5): Loss -0.8280, Sem 0.0170, dir -0.9863, norm 0.1412, swav 0.0000 LR: 6.159e-02 Score 99.432 Data time: 0.0748, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.3094 [2020-10-19 08:20:40,832][root][INFO] - ===> Epoch[4998](24987/5): Loss -0.8138, Sem 0.0205, dir -0.9848, norm 0.1505, swav 0.0000 LR: 6.158e-02 Score 99.333 Data time: 0.0841, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 3.0536 [2020-10-19 08:20:42,982][root][INFO] - ===> Epoch[4998](24988/5): Loss -0.8111, Sem 0.0187, dir -0.9861, norm 0.1563, swav 0.0000 LR: 6.158e-02 Score 99.378 Data time: 0.0827, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0499 [2020-10-19 08:20:44,973][root][INFO] - ===> Epoch[4998](24989/5): Loss -0.8316, Sem 0.0207, dir -0.9854, norm 0.1331, swav 0.0000 LR: 6.158e-02 Score 99.285 Data time: 0.0673, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8908 [2020-10-19 08:20:47,040][root][INFO] - ===> Epoch[4998](24990/5): Loss -0.8299, Sem 0.0206, dir -0.9866, norm 0.1362, swav 0.0000 LR: 6.158e-02 Score 99.320 Data time: 0.0801, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9727 [2020-10-19 08:20:49,620][root][INFO] - ===> Epoch[4999](24991/5): Loss -0.8198, Sem 0.0189, dir -0.9858, norm 0.1471, swav 0.0000 LR: 6.158e-02 Score 99.379 Data time: 0.0730, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.4924 [2020-10-19 08:20:51,693][root][INFO] - ===> Epoch[4999](24992/5): Loss -0.8302, Sem 0.0205, dir -0.9864, norm 0.1357, swav 0.0000 LR: 6.158e-02 Score 99.340 Data time: 0.0646, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9799 [2020-10-19 08:20:53,701][root][INFO] - ===> Epoch[4999](24993/5): Loss -0.8266, Sem 0.0157, dir -0.9862, norm 0.1439, swav 0.0000 LR: 6.158e-02 Score 99.470 Data time: 0.0611, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9224 [2020-10-19 08:20:55,684][root][INFO] - ===> Epoch[4999](24994/5): Loss -0.8323, Sem 0.0180, dir -0.9875, norm 0.1371, swav 0.0000 LR: 6.157e-02 Score 99.385 Data time: 0.0749, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8925 [2020-10-19 08:20:57,671][root][INFO] - ===> Epoch[4999](24995/5): Loss -0.8144, Sem 0.0214, dir -0.9847, norm 0.1489, swav 0.0000 LR: 6.157e-02 Score 99.273 Data time: 0.0841, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8785 [2020-10-19 08:20:59,786][root][INFO] - ===> Epoch[5000](24996/5): Loss -0.8268, Sem 0.0180, dir -0.9863, norm 0.1415, swav 0.0000 LR: 6.157e-02 Score 99.399 Data time: 0.0690, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0111 [2020-10-19 08:21:02,221][root][INFO] - ===> Epoch[5000](24997/5): Loss -0.8217, Sem 0.0184, dir -0.9866, norm 0.1464, swav 0.0000 LR: 6.157e-02 Score 99.383 Data time: 0.0463, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.3462 [2020-10-19 08:21:04,919][root][INFO] - ===> Epoch[5000](24998/5): Loss -0.8171, Sem 0.0214, dir -0.9836, norm 0.1451, swav 0.0000 LR: 6.157e-02 Score 99.281 Data time: 0.0937, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.6084 [2020-10-19 08:21:06,815][root][INFO] - ===> Epoch[5000](24999/5): Loss -0.8319, Sem 0.0189, dir -0.9875, norm 0.1367, swav 0.0000 LR: 6.157e-02 Score 99.359 Data time: 0.0641, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.7900 [2020-10-19 08:21:08,719][root][INFO] - ===> Epoch[5000](25000/5): Loss -0.8260, Sem 0.0199, dir -0.9865, norm 0.1407, swav 0.0000 LR: 6.156e-02 Score 99.335 Data time: 0.0554, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8317 [2020-10-19 08:21:09,790][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 08:21:09,966][root][INFO] - ===> Start testing [2020-10-19 08:21:49,221][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1209 Loss 0.357 (AVG: 0.530) Score 93.386 (AVG: 90.716) mIOU 70.495 mAP 84.055 mAcc 77.692 IOU: 62.954 0.419 79.117 73.672 94.504 91.817 36.717 77.742 98.506 73.025 80.003 86.441 61.521 mAP: 82.706 14.723 95.656 85.783 98.999 98.508 56.878 96.518 99.757 84.035 93.129 94.873 91.147 mAcc: 77.863 3.920 87.458 81.823 95.799 98.139 39.584 95.497 99.332 76.865 91.292 95.916 66.511 [2020-10-19 08:21:49,223][root][INFO] - Finished test. Elapsed time: 39.2546 [2020-10-19 08:21:52,145][root][INFO] - [2020-10-19 08:21:52,145][root][INFO] - ################################################################ [2020-10-19 08:21:52,145][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 08:21:52,145][root][INFO] - ################################################################ [2020-10-19 08:21:52,145][root][INFO] - clutter : nan nan nan [2020-10-19 08:21:52,145][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 08:21:52,145][root][INFO] - board : 0.787 0.828 0.875 [2020-10-19 08:21:52,146][root][INFO] - bookcase : 0.252 0.377 0.536 [2020-10-19 08:21:52,146][root][INFO] - ceiling : 0.451 0.510 0.570 [2020-10-19 08:21:52,146][root][INFO] - chair : 0.829 0.914 0.941 [2020-10-19 08:21:52,146][root][INFO] - column : 0.222 0.315 0.444 [2020-10-19 08:21:52,146][root][INFO] - door : 0.786 0.928 0.953 [2020-10-19 08:21:52,146][root][INFO] - floor : 0.577 0.643 0.693 [2020-10-19 08:21:52,146][root][INFO] - sofa : 0.382 0.497 0.717 [2020-10-19 08:21:52,146][root][INFO] - table : 0.162 0.386 0.628 [2020-10-19 08:21:52,146][root][INFO] - wall : 0.543 0.755 0.822 [2020-10-19 08:21:52,146][root][INFO] - window : 0.547 0.714 0.741 [2020-10-19 08:21:52,146][root][INFO] - ---------------------------------------------------------------- [2020-10-19 08:21:52,146][root][INFO] - average : 0.461 0.572 0.660 [2020-10-19 08:21:52,146][root][INFO] - [2020-10-19 08:21:52,345][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 08:21:52,346][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 08:21:53,829][root][INFO] - ===> Epoch[5001](25001/5): Loss -0.8104, Sem 0.0186, dir -0.9863, norm 0.1573, swav 0.0000 LR: 6.156e-02 Score 99.377 Data time: 0.0669, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.4777 [2020-10-19 08:21:56,352][root][INFO] - ===> Epoch[5001](25002/5): Loss -0.8211, Sem 0.0186, dir -0.9864, norm 0.1467, swav 0.0000 LR: 6.156e-02 Score 99.379 Data time: 0.0901, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.4327 [2020-10-19 08:21:58,891][root][INFO] - ===> Epoch[5001](25003/5): Loss -0.8370, Sem 0.0174, dir -0.9870, norm 0.1326, swav 0.0000 LR: 6.156e-02 Score 99.410 Data time: 0.0823, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.4158 [2020-10-19 08:22:01,521][root][INFO] - ===> Epoch[5001](25004/5): Loss -0.8239, Sem 0.0182, dir -0.9857, norm 0.1436, swav 0.0000 LR: 6.156e-02 Score 99.390 Data time: 0.0898, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.5386 [2020-10-19 08:22:03,887][root][INFO] - ===> Epoch[5001](25005/5): Loss -0.8274, Sem 0.0174, dir -0.9870, norm 0.1422, swav 0.0000 LR: 6.156e-02 Score 99.414 Data time: 0.0746, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2514 [2020-10-19 08:22:06,441][root][INFO] - ===> Epoch[5002](25006/5): Loss -0.8148, Sem 0.0218, dir -0.9854, norm 0.1488, swav 0.0000 LR: 6.155e-02 Score 99.266 Data time: 0.0543, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.4360 [2020-10-19 08:22:08,506][root][INFO] - ===> Epoch[5002](25007/5): Loss -0.8335, Sem 0.0200, dir -0.9857, norm 0.1321, swav 0.0000 LR: 6.155e-02 Score 99.326 Data time: 0.0581, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9771 [2020-10-19 08:22:10,397][root][INFO] - ===> Epoch[5002](25008/5): Loss -0.8164, Sem 0.0206, dir -0.9864, norm 0.1494, swav 0.0000 LR: 6.155e-02 Score 99.343 Data time: 0.0634, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.7849 [2020-10-19 08:22:12,485][root][INFO] - ===> Epoch[5002](25009/5): Loss -0.8285, Sem 0.0205, dir -0.9860, norm 0.1369, swav 0.0000 LR: 6.155e-02 Score 99.306 Data time: 0.0640, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9896 [2020-10-19 08:22:14,757][root][INFO] - ===> Epoch[5002](25010/5): Loss -0.8147, Sem 0.0197, dir -0.9855, norm 0.1511, swav 0.0000 LR: 6.155e-02 Score 99.346 Data time: 0.0840, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1936 [2020-10-19 08:22:17,156][root][INFO] - ===> Epoch[5003](25011/5): Loss -0.8237, Sem 0.0180, dir -0.9876, norm 0.1459, swav 0.0000 LR: 6.155e-02 Score 99.396 Data time: 0.0635, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2887 [2020-10-19 08:22:19,368][root][INFO] - ===> Epoch[5003](25012/5): Loss -0.8223, Sem 0.0208, dir -0.9850, norm 0.1420, swav 0.0000 LR: 6.155e-02 Score 99.304 Data time: 0.0487, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1275 [2020-10-19 08:22:21,828][root][INFO] - ===> Epoch[5003](25013/5): Loss -0.8058, Sem 0.0201, dir -0.9862, norm 0.1604, swav 0.0000 LR: 6.154e-02 Score 99.363 Data time: 0.0732, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3910 [2020-10-19 08:22:24,119][root][INFO] - ===> Epoch[5003](25014/5): Loss -0.8232, Sem 0.0195, dir -0.9859, norm 0.1432, swav 0.0000 LR: 6.154e-02 Score 99.348 Data time: 0.0717, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1846 [2020-10-19 08:22:26,085][root][INFO] - ===> Epoch[5003](25015/5): Loss -0.8220, Sem 0.0178, dir -0.9855, norm 0.1457, swav 0.0000 LR: 6.154e-02 Score 99.401 Data time: 0.0725, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8742 [2020-10-19 08:22:28,276][root][INFO] - ===> Epoch[5004](25016/5): Loss -0.8313, Sem 0.0172, dir -0.9862, norm 0.1376, swav 0.0000 LR: 6.154e-02 Score 99.421 Data time: 0.0951, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1044 [2020-10-19 08:22:30,498][root][INFO] - ===> Epoch[5004](25017/5): Loss -0.8212, Sem 0.0197, dir -0.9855, norm 0.1445, swav 0.0000 LR: 6.154e-02 Score 99.350 Data time: 0.0961, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1322 [2020-10-19 08:22:32,756][root][INFO] - ===> Epoch[5004](25018/5): Loss -0.8202, Sem 0.0189, dir -0.9862, norm 0.1471, swav 0.0000 LR: 6.154e-02 Score 99.357 Data time: 0.0799, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1250 [2020-10-19 08:22:34,905][root][INFO] - ===> Epoch[5004](25019/5): Loss -0.8455, Sem 0.0187, dir -0.9871, norm 0.1229, swav 0.0000 LR: 6.153e-02 Score 99.367 Data time: 0.0855, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0206 [2020-10-19 08:22:37,074][root][INFO] - ===> Epoch[5004](25020/5): Loss -0.8266, Sem 0.0203, dir -0.9852, norm 0.1384, swav 0.0000 LR: 6.153e-02 Score 99.330 Data time: 0.0871, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0784 [2020-10-19 08:22:39,309][root][INFO] - ===> Epoch[5005](25021/5): Loss -0.8100, Sem 0.0171, dir -0.9854, norm 0.1583, swav 0.0000 LR: 6.153e-02 Score 99.434 Data time: 0.0931, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1388 [2020-10-19 08:22:41,649][root][INFO] - ===> Epoch[5005](25022/5): Loss -0.8242, Sem 0.0183, dir -0.9852, norm 0.1427, swav 0.0000 LR: 6.153e-02 Score 99.386 Data time: 0.0685, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2274 [2020-10-19 08:22:43,847][root][INFO] - ===> Epoch[5005](25023/5): Loss -0.8131, Sem 0.0181, dir -0.9856, norm 0.1543, swav 0.0000 LR: 6.153e-02 Score 99.387 Data time: 0.0703, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1099 [2020-10-19 08:22:45,961][root][INFO] - ===> Epoch[5005](25024/5): Loss -0.8235, Sem 0.0195, dir -0.9867, norm 0.1438, swav 0.0000 LR: 6.153e-02 Score 99.347 Data time: 0.0802, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0172 [2020-10-19 08:22:48,100][root][INFO] - ===> Epoch[5005](25025/5): Loss -0.8149, Sem 0.0186, dir -0.9857, norm 0.1522, swav 0.0000 LR: 6.152e-02 Score 99.361 Data time: 0.0824, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0192 [2020-10-19 08:22:50,130][root][INFO] - ===> Epoch[5006](25026/5): Loss -0.8354, Sem 0.0179, dir -0.9873, norm 0.1339, swav 0.0000 LR: 6.152e-02 Score 99.394 Data time: 0.1005, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9107 [2020-10-19 08:22:52,473][root][INFO] - ===> Epoch[5006](25027/5): Loss -0.8150, Sem 0.0182, dir -0.9860, norm 0.1528, swav 0.0000 LR: 6.152e-02 Score 99.394 Data time: 0.0678, Forward time: 0.7762, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2482 [2020-10-19 08:22:55,009][root][INFO] - ===> Epoch[5006](25028/5): Loss -0.8320, Sem 0.0166, dir -0.9870, norm 0.1385, swav 0.0000 LR: 6.152e-02 Score 99.439 Data time: 0.1412, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.4414 [2020-10-19 08:22:57,084][root][INFO] - ===> Epoch[5006](25029/5): Loss -0.8187, Sem 0.0209, dir -0.9845, norm 0.1450, swav 0.0000 LR: 6.152e-02 Score 99.301 Data time: 0.1173, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9340 [2020-10-19 08:22:59,435][root][INFO] - ===> Epoch[5006](25030/5): Loss -0.8292, Sem 0.0175, dir -0.9866, norm 0.1399, swav 0.0000 LR: 6.152e-02 Score 99.411 Data time: 0.1047, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2459 [2020-10-19 08:23:01,628][root][INFO] - ===> Epoch[5007](25031/5): Loss -0.8152, Sem 0.0208, dir -0.9856, norm 0.1496, swav 0.0000 LR: 6.152e-02 Score 99.297 Data time: 0.0691, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0910 [2020-10-19 08:23:03,681][root][INFO] - ===> Epoch[5007](25032/5): Loss -0.8339, Sem 0.0188, dir -0.9874, norm 0.1348, swav 0.0000 LR: 6.151e-02 Score 99.371 Data time: 0.0716, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9671 [2020-10-19 08:23:05,970][root][INFO] - ===> Epoch[5007](25033/5): Loss -0.8383, Sem 0.0172, dir -0.9875, norm 0.1320, swav 0.0000 LR: 6.151e-02 Score 99.403 Data time: 0.0734, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1946 [2020-10-19 08:23:08,343][root][INFO] - ===> Epoch[5007](25034/5): Loss -0.8231, Sem 0.0183, dir -0.9864, norm 0.1451, swav 0.0000 LR: 6.151e-02 Score 99.409 Data time: 0.0775, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2771 [2020-10-19 08:23:10,468][root][INFO] - ===> Epoch[5007](25035/5): Loss -0.8295, Sem 0.0189, dir -0.9879, norm 0.1396, swav 0.0000 LR: 6.151e-02 Score 99.358 Data time: 0.0866, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0177 [2020-10-19 08:23:13,145][root][INFO] - ===> Epoch[5008](25036/5): Loss -0.8298, Sem 0.0182, dir -0.9864, norm 0.1384, swav 0.0000 LR: 6.151e-02 Score 99.404 Data time: 0.0576, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.5618 [2020-10-19 08:23:15,706][root][INFO] - ===> Epoch[5008](25037/5): Loss -0.8235, Sem 0.0192, dir -0.9866, norm 0.1439, swav 0.0000 LR: 6.151e-02 Score 99.358 Data time: 0.0978, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.4697 [2020-10-19 08:23:17,644][root][INFO] - ===> Epoch[5008](25038/5): Loss -0.8350, Sem 0.0187, dir -0.9865, norm 0.1329, swav 0.0000 LR: 6.150e-02 Score 99.373 Data time: 0.0696, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8222 [2020-10-19 08:23:19,772][root][INFO] - ===> Epoch[5008](25039/5): Loss -0.8243, Sem 0.0176, dir -0.9874, norm 0.1454, swav 0.0000 LR: 6.150e-02 Score 99.393 Data time: 0.0860, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0414 [2020-10-19 08:23:22,114][root][INFO] - ===> Epoch[5008](25040/5): Loss -0.8374, Sem 0.0167, dir -0.9877, norm 0.1336, swav 0.0000 LR: 6.150e-02 Score 99.454 Data time: 0.0666, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2186 [2020-10-19 08:23:24,275][root][INFO] - ===> Epoch[5009](25041/5): Loss -0.8261, Sem 0.0181, dir -0.9869, norm 0.1427, swav 0.0000 LR: 6.150e-02 Score 99.420 Data time: 0.0694, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0662 [2020-10-19 08:23:26,624][root][INFO] - ===> Epoch[5009](25042/5): Loss -0.8280, Sem 0.0194, dir -0.9870, norm 0.1396, swav 0.0000 LR: 6.150e-02 Score 99.351 Data time: 0.0880, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2413 [2020-10-19 08:23:29,430][root][INFO] - ===> Epoch[5009](25043/5): Loss -0.8299, Sem 0.0201, dir -0.9861, norm 0.1361, swav 0.0000 LR: 6.150e-02 Score 99.303 Data time: 0.0979, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.6634 [2020-10-19 08:23:31,756][root][INFO] - ===> Epoch[5009](25044/5): Loss -0.8163, Sem 0.0201, dir -0.9863, norm 0.1500, swav 0.0000 LR: 6.149e-02 Score 99.348 Data time: 0.0483, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1967 [2020-10-19 08:23:33,964][root][INFO] - ===> Epoch[5009](25045/5): Loss -0.8232, Sem 0.0193, dir -0.9863, norm 0.1439, swav 0.0000 LR: 6.149e-02 Score 99.342 Data time: 0.0519, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1453 [2020-10-19 08:23:36,327][root][INFO] - ===> Epoch[5010](25046/5): Loss -0.8243, Sem 0.0206, dir -0.9873, norm 0.1424, swav 0.0000 LR: 6.149e-02 Score 99.330 Data time: 0.0826, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3171 [2020-10-19 08:23:38,472][root][INFO] - ===> Epoch[5010](25047/5): Loss -0.8426, Sem 0.0176, dir -0.9863, norm 0.1262, swav 0.0000 LR: 6.149e-02 Score 99.410 Data time: 0.0894, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0509 [2020-10-19 08:23:40,504][root][INFO] - ===> Epoch[5010](25048/5): Loss -0.8297, Sem 0.0160, dir -0.9879, norm 0.1422, swav 0.0000 LR: 6.149e-02 Score 99.470 Data time: 0.0700, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9297 [2020-10-19 08:23:42,598][root][INFO] - ===> Epoch[5010](25049/5): Loss -0.8275, Sem 0.0199, dir -0.9854, norm 0.1380, swav 0.0000 LR: 6.149e-02 Score 99.322 Data time: 0.0829, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9904 [2020-10-19 08:23:44,544][root][INFO] - ===> Epoch[5010](25050/5): Loss -0.8323, Sem 0.0188, dir -0.9873, norm 0.1362, swav 0.0000 LR: 6.149e-02 Score 99.379 Data time: 0.0576, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8524 [2020-10-19 08:23:47,421][root][INFO] - ===> Epoch[5011](25051/5): Loss -0.8209, Sem 0.0185, dir -0.9865, norm 0.1471, swav 0.0000 LR: 6.148e-02 Score 99.392 Data time: 0.1322, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.7570 [2020-10-19 08:23:49,818][root][INFO] - ===> Epoch[5011](25052/5): Loss -0.8261, Sem 0.0184, dir -0.9856, norm 0.1411, swav 0.0000 LR: 6.148e-02 Score 99.398 Data time: 0.0483, Forward time: 0.7763, Backward time: 1.1722, DDP time: 0.0031, Total iter time: 2.2770 [2020-10-19 08:23:51,969][root][INFO] - ===> Epoch[5011](25053/5): Loss -0.8222, Sem 0.0199, dir -0.9862, norm 0.1441, swav 0.0000 LR: 6.148e-02 Score 99.317 Data time: 0.0885, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0807 [2020-10-19 08:23:54,117][root][INFO] - ===> Epoch[5011](25054/5): Loss -0.8129, Sem 0.0211, dir -0.9851, norm 0.1510, swav 0.0000 LR: 6.148e-02 Score 99.294 Data time: 0.0868, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0630 [2020-10-19 08:23:55,978][root][INFO] - ===> Epoch[5011](25055/5): Loss -0.8243, Sem 0.0192, dir -0.9867, norm 0.1432, swav 0.0000 LR: 6.148e-02 Score 99.356 Data time: 0.0662, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.7377 [2020-10-19 08:23:58,002][root][INFO] - ===> Epoch[5012](25056/5): Loss -0.8116, Sem 0.0169, dir -0.9855, norm 0.1570, swav 0.0000 LR: 6.148e-02 Score 99.440 Data time: 0.0677, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9513 [2020-10-19 08:23:59,995][root][INFO] - ===> Epoch[5012](25057/5): Loss -0.8275, Sem 0.0181, dir -0.9862, norm 0.1407, swav 0.0000 LR: 6.147e-02 Score 99.383 Data time: 0.2040, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8838 [2020-10-19 08:24:02,189][root][INFO] - ===> Epoch[5012](25058/5): Loss -0.8217, Sem 0.0198, dir -0.9854, norm 0.1439, swav 0.0000 LR: 6.147e-02 Score 99.346 Data time: 0.0921, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0927 [2020-10-19 08:24:04,383][root][INFO] - ===> Epoch[5012](25059/5): Loss -0.8177, Sem 0.0203, dir -0.9858, norm 0.1478, swav 0.0000 LR: 6.147e-02 Score 99.314 Data time: 0.0639, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0772 [2020-10-19 08:24:06,672][root][INFO] - ===> Epoch[5012](25060/5): Loss -0.8190, Sem 0.0181, dir -0.9871, norm 0.1500, swav 0.0000 LR: 6.147e-02 Score 99.401 Data time: 0.0672, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2031 [2020-10-19 08:24:09,003][root][INFO] - ===> Epoch[5013](25061/5): Loss -0.8097, Sem 0.0186, dir -0.9843, norm 0.1559, swav 0.0000 LR: 6.147e-02 Score 99.364 Data time: 0.0721, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2633 [2020-10-19 08:24:10,895][root][INFO] - ===> Epoch[5013](25062/5): Loss -0.8286, Sem 0.0184, dir -0.9872, norm 0.1402, swav 0.0000 LR: 6.147e-02 Score 99.381 Data time: 0.0821, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.7764 [2020-10-19 08:24:12,920][root][INFO] - ===> Epoch[5013](25063/5): Loss -0.8313, Sem 0.0171, dir -0.9869, norm 0.1386, swav 0.0000 LR: 6.146e-02 Score 99.406 Data time: 0.0708, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9242 [2020-10-19 08:24:15,130][root][INFO] - ===> Epoch[5013](25064/5): Loss -0.8038, Sem 0.0197, dir -0.9860, norm 0.1626, swav 0.0000 LR: 6.146e-02 Score 99.351 Data time: 0.0608, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1272 [2020-10-19 08:24:17,176][root][INFO] - ===> Epoch[5013](25065/5): Loss -0.8175, Sem 0.0188, dir -0.9865, norm 0.1503, swav 0.0000 LR: 6.146e-02 Score 99.366 Data time: 0.0668, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9656 [2020-10-19 08:24:19,223][root][INFO] - ===> Epoch[5014](25066/5): Loss -0.8211, Sem 0.0187, dir -0.9860, norm 0.1462, swav 0.0000 LR: 6.146e-02 Score 99.360 Data time: 0.2290, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9693 [2020-10-19 08:24:21,717][root][INFO] - ===> Epoch[5014](25067/5): Loss -0.8267, Sem 0.0185, dir -0.9855, norm 0.1402, swav 0.0000 LR: 6.146e-02 Score 99.376 Data time: 0.1326, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3782 [2020-10-19 08:24:24,412][root][INFO] - ===> Epoch[5014](25068/5): Loss -0.8165, Sem 0.0193, dir -0.9860, norm 0.1502, swav 0.0000 LR: 6.146e-02 Score 99.352 Data time: 0.0998, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.5870 [2020-10-19 08:24:26,316][root][INFO] - ===> Epoch[5014](25069/5): Loss -0.8039, Sem 0.0201, dir -0.9853, norm 0.1614, swav 0.0000 LR: 6.146e-02 Score 99.336 Data time: 0.0684, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.8010 [2020-10-19 08:24:28,367][root][INFO] - ===> Epoch[5014](25070/5): Loss -0.8308, Sem 0.0190, dir -0.9870, norm 0.1371, swav 0.0000 LR: 6.145e-02 Score 99.353 Data time: 0.0763, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9667 [2020-10-19 08:24:30,394][root][INFO] - ===> Epoch[5015](25071/5): Loss -0.7986, Sem 0.0221, dir -0.9843, norm 0.1636, swav 0.0000 LR: 6.145e-02 Score 99.246 Data time: 0.0661, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9320 [2020-10-19 08:24:32,975][root][INFO] - ===> Epoch[5015](25072/5): Loss -0.8310, Sem 0.0177, dir -0.9862, norm 0.1375, swav 0.0000 LR: 6.145e-02 Score 99.403 Data time: 0.0635, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.4935 [2020-10-19 08:24:35,504][root][INFO] - ===> Epoch[5015](25073/5): Loss -0.8120, Sem 0.0186, dir -0.9849, norm 0.1543, swav 0.0000 LR: 6.145e-02 Score 99.386 Data time: 0.1018, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.4318 [2020-10-19 08:24:37,715][root][INFO] - ===> Epoch[5015](25074/5): Loss -0.8230, Sem 0.0194, dir -0.9859, norm 0.1436, swav 0.0000 LR: 6.145e-02 Score 99.349 Data time: 0.0984, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0740 [2020-10-19 08:24:39,951][root][INFO] - ===> Epoch[5015](25075/5): Loss -0.8363, Sem 0.0184, dir -0.9866, norm 0.1319, swav 0.0000 LR: 6.145e-02 Score 99.378 Data time: 0.0690, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1373 [2020-10-19 08:24:42,379][root][INFO] - ===> Epoch[5016](25076/5): Loss -0.8184, Sem 0.0181, dir -0.9859, norm 0.1495, swav 0.0000 LR: 6.144e-02 Score 99.393 Data time: 0.1001, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3439 [2020-10-19 08:24:44,545][root][INFO] - ===> Epoch[5016](25077/5): Loss -0.8320, Sem 0.0173, dir -0.9876, norm 0.1383, swav 0.0000 LR: 6.144e-02 Score 99.417 Data time: 0.0937, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0459 [2020-10-19 08:24:46,560][root][INFO] - ===> Epoch[5016](25078/5): Loss -0.8098, Sem 0.0230, dir -0.9840, norm 0.1511, swav 0.0000 LR: 6.144e-02 Score 99.220 Data time: 0.0578, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9117 [2020-10-19 08:24:48,806][root][INFO] - ===> Epoch[5016](25079/5): Loss -0.8285, Sem 0.0171, dir -0.9849, norm 0.1393, swav 0.0000 LR: 6.144e-02 Score 99.432 Data time: 0.0692, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1731 [2020-10-19 08:24:50,953][root][INFO] - ===> Epoch[5016](25080/5): Loss -0.8307, Sem 0.0202, dir -0.9873, norm 0.1365, swav 0.0000 LR: 6.144e-02 Score 99.334 Data time: 0.0976, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0604 [2020-10-19 08:24:52,813][root][INFO] - ===> Epoch[5017](25081/5): Loss -0.8315, Sem 0.0181, dir -0.9878, norm 0.1382, swav 0.0000 LR: 6.144e-02 Score 99.398 Data time: 0.0884, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.7308 [2020-10-19 08:24:55,038][root][INFO] - ===> Epoch[5017](25082/5): Loss -0.8232, Sem 0.0184, dir -0.9868, norm 0.1453, swav 0.0000 LR: 6.143e-02 Score 99.379 Data time: 0.0884, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.1263 [2020-10-19 08:24:56,946][root][INFO] - ===> Epoch[5017](25083/5): Loss -0.8368, Sem 0.0163, dir -0.9882, norm 0.1351, swav 0.0000 LR: 6.143e-02 Score 99.445 Data time: 0.0647, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.7912 [2020-10-19 08:24:58,906][root][INFO] - ===> Epoch[5017](25084/5): Loss -0.8128, Sem 0.0196, dir -0.9858, norm 0.1534, swav 0.0000 LR: 6.143e-02 Score 99.349 Data time: 0.0782, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8478 [2020-10-19 08:25:00,990][root][INFO] - ===> Epoch[5017](25085/5): Loss -0.8225, Sem 0.0207, dir -0.9850, norm 0.1417, swav 0.0000 LR: 6.143e-02 Score 99.301 Data time: 0.0739, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9790 [2020-10-19 08:25:03,050][root][INFO] - ===> Epoch[5018](25086/5): Loss -0.8132, Sem 0.0193, dir -0.9854, norm 0.1529, swav 0.0000 LR: 6.143e-02 Score 99.359 Data time: 0.0636, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9625 [2020-10-19 08:25:06,109][root][INFO] - ===> Epoch[5018](25087/5): Loss -0.8282, Sem 0.0173, dir -0.9874, norm 0.1418, swav 0.0000 LR: 6.143e-02 Score 99.415 Data time: 0.0833, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.9564 [2020-10-19 08:25:08,190][root][INFO] - ===> Epoch[5018](25088/5): Loss -0.8146, Sem 0.0181, dir -0.9864, norm 0.1538, swav 0.0000 LR: 6.143e-02 Score 99.416 Data time: 0.0881, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9545 [2020-10-19 08:25:10,546][root][INFO] - ===> Epoch[5018](25089/5): Loss -0.8182, Sem 0.0181, dir -0.9851, norm 0.1488, swav 0.0000 LR: 6.142e-02 Score 99.391 Data time: 0.0815, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2476 [2020-10-19 08:25:12,588][root][INFO] - ===> Epoch[5018](25090/5): Loss -0.8379, Sem 0.0178, dir -0.9876, norm 0.1318, swav 0.0000 LR: 6.142e-02 Score 99.390 Data time: 0.0732, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9415 [2020-10-19 08:25:15,002][root][INFO] - ===> Epoch[5019](25091/5): Loss -0.8151, Sem 0.0190, dir -0.9854, norm 0.1513, swav 0.0000 LR: 6.142e-02 Score 99.358 Data time: 0.0645, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.3322 [2020-10-19 08:25:17,140][root][INFO] - ===> Epoch[5019](25092/5): Loss -0.8354, Sem 0.0161, dir -0.9872, norm 0.1357, swav 0.0000 LR: 6.142e-02 Score 99.452 Data time: 0.1434, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.0387 [2020-10-19 08:25:19,482][root][INFO] - ===> Epoch[5019](25093/5): Loss -0.8123, Sem 0.0181, dir -0.9853, norm 0.1549, swav 0.0000 LR: 6.142e-02 Score 99.388 Data time: 0.1009, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2448 [2020-10-19 08:25:21,533][root][INFO] - ===> Epoch[5019](25094/5): Loss -0.8323, Sem 0.0169, dir -0.9872, norm 0.1380, swav 0.0000 LR: 6.142e-02 Score 99.439 Data time: 0.0910, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 1.9357 [2020-10-19 08:25:23,857][root][INFO] - ===> Epoch[5019](25095/5): Loss -0.7973, Sem 0.0222, dir -0.9836, norm 0.1641, swav 0.0000 LR: 6.141e-02 Score 99.266 Data time: 0.0820, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2144 [2020-10-19 08:25:26,229][root][INFO] - ===> Epoch[5020](25096/5): Loss -0.8343, Sem 0.0172, dir -0.9876, norm 0.1361, swav 0.0000 LR: 6.141e-02 Score 99.416 Data time: 0.1056, Forward time: 0.7763, Backward time: 1.1721, DDP time: 0.0031, Total iter time: 2.2427 [2020-10-19 08:25:28,033][root][INFO] - ===> Epoch[5020](25097/5): Loss -0.8234, Sem 0.0164, dir -0.9871, norm 0.1473, swav 0.0000 LR: 6.141e-02 Score 99.449 Data time: 0.0673, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.6891 [2020-10-19 08:25:29,860][root][INFO] - ===> Epoch[5020](25098/5): Loss -0.8228, Sem 0.0200, dir -0.9851, norm 0.1422, swav 0.0000 LR: 6.141e-02 Score 99.325 Data time: 0.0673, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.7460 [2020-10-19 08:25:32,233][root][INFO] - ===> Epoch[5020](25099/5): Loss -0.8044, Sem 0.0210, dir -0.9847, norm 0.1593, swav 0.0000 LR: 6.141e-02 Score 99.308 Data time: 0.0724, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.2865 [2020-10-19 08:25:34,299][root][INFO] - ===> Epoch[5020](25100/5): Loss -0.8284, Sem 0.0175, dir -0.9859, norm 0.1400, swav 0.0000 LR: 6.141e-02 Score 99.413 Data time: 0.0557, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9592 [2020-10-19 08:25:35,818][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 08:25:37,636][root][INFO] - ===> Epoch[5021](25101/5): Loss -0.8201, Sem 0.0189, dir -0.9855, norm 0.1465, swav 0.0000 LR: 6.140e-02 Score 99.373 Data time: 0.0740, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.6388 [2020-10-19 08:25:39,818][root][INFO] - ===> Epoch[5021](25102/5): Loss -0.8249, Sem 0.0197, dir -0.9856, norm 0.1410, swav 0.0000 LR: 6.140e-02 Score 99.328 Data time: 0.0781, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0841 [2020-10-19 08:25:41,800][root][INFO] - ===> Epoch[5021](25103/5): Loss -0.8112, Sem 0.0173, dir -0.9850, norm 0.1566, swav 0.0000 LR: 6.140e-02 Score 99.412 Data time: 0.1355, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8817 [2020-10-19 08:25:44,709][root][INFO] - ===> Epoch[5021](25104/5): Loss -0.8236, Sem 0.0198, dir -0.9866, norm 0.1432, swav 0.0000 LR: 6.140e-02 Score 99.327 Data time: 0.1108, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.7893 [2020-10-19 08:25:46,958][root][INFO] - ===> Epoch[5021](25105/5): Loss -0.7956, Sem 0.0200, dir -0.9829, norm 0.1673, swav 0.0000 LR: 6.140e-02 Score 99.335 Data time: 0.0897, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1274 [2020-10-19 08:25:48,937][root][INFO] - ===> Epoch[5022](25106/5): Loss -0.8359, Sem 0.0174, dir -0.9872, norm 0.1339, swav 0.0000 LR: 6.140e-02 Score 99.405 Data time: 0.0833, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8614 [2020-10-19 08:25:50,865][root][INFO] - ===> Epoch[5022](25107/5): Loss -0.7956, Sem 0.0176, dir -0.9838, norm 0.1706, swav 0.0000 LR: 6.140e-02 Score 99.423 Data time: 0.0723, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.7989 [2020-10-19 08:25:52,808][root][INFO] - ===> Epoch[5022](25108/5): Loss -0.8490, Sem 0.0167, dir -0.9876, norm 0.1219, swav 0.0000 LR: 6.139e-02 Score 99.427 Data time: 0.0584, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8402 [2020-10-19 08:25:55,095][root][INFO] - ===> Epoch[5022](25109/5): Loss -0.8208, Sem 0.0166, dir -0.9863, norm 0.1488, swav 0.0000 LR: 6.139e-02 Score 99.446 Data time: 0.1023, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1841 [2020-10-19 08:25:57,551][root][INFO] - ===> Epoch[5022](25110/5): Loss -0.8318, Sem 0.0197, dir -0.9865, norm 0.1351, swav 0.0000 LR: 6.139e-02 Score 99.343 Data time: 0.0615, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.3399 [2020-10-19 08:25:59,898][root][INFO] - ===> Epoch[5023](25111/5): Loss -0.8162, Sem 0.0171, dir -0.9868, norm 0.1535, swav 0.0000 LR: 6.139e-02 Score 99.430 Data time: 0.0951, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.2379 [2020-10-19 08:26:02,567][root][INFO] - ===> Epoch[5023](25112/5): Loss -0.8029, Sem 0.0209, dir -0.9839, norm 0.1601, swav 0.0000 LR: 6.139e-02 Score 99.322 Data time: 0.0748, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.5466 [2020-10-19 08:26:04,444][root][INFO] - ===> Epoch[5023](25113/5): Loss -0.8052, Sem 0.0239, dir -0.9851, norm 0.1560, swav 0.0000 LR: 6.139e-02 Score 99.215 Data time: 0.0746, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.7918 [2020-10-19 08:26:06,810][root][INFO] - ===> Epoch[5023](25114/5): Loss -0.8214, Sem 0.0171, dir -0.9856, norm 0.1471, swav 0.0000 LR: 6.138e-02 Score 99.433 Data time: 0.1363, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.2447 [2020-10-19 08:26:09,169][root][INFO] - ===> Epoch[5023](25115/5): Loss -0.8232, Sem 0.0181, dir -0.9869, norm 0.1456, swav 0.0000 LR: 6.138e-02 Score 99.386 Data time: 0.0899, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.2368 [2020-10-19 08:26:11,351][root][INFO] - ===> Epoch[5024](25116/5): Loss -0.8233, Sem 0.0176, dir -0.9863, norm 0.1454, swav 0.0000 LR: 6.138e-02 Score 99.404 Data time: 0.0753, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0684 [2020-10-19 08:26:13,383][root][INFO] - ===> Epoch[5024](25117/5): Loss -0.8240, Sem 0.0182, dir -0.9867, norm 0.1445, swav 0.0000 LR: 6.138e-02 Score 99.392 Data time: 0.0989, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9137 [2020-10-19 08:26:15,501][root][INFO] - ===> Epoch[5024](25118/5): Loss -0.8310, Sem 0.0192, dir -0.9869, norm 0.1367, swav 0.0000 LR: 6.138e-02 Score 99.343 Data time: 0.0838, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9948 [2020-10-19 08:26:17,928][root][INFO] - ===> Epoch[5024](25119/5): Loss -0.8163, Sem 0.0176, dir -0.9868, norm 0.1529, swav 0.0000 LR: 6.138e-02 Score 99.414 Data time: 0.1805, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.3273 [2020-10-19 08:26:20,629][root][INFO] - ===> Epoch[5024](25120/5): Loss -0.8138, Sem 0.0194, dir -0.9845, norm 0.1513, swav 0.0000 LR: 6.137e-02 Score 99.366 Data time: 0.0998, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.5919 [2020-10-19 08:26:22,575][root][INFO] - ===> Epoch[5025](25121/5): Loss -0.8354, Sem 0.0171, dir -0.9871, norm 0.1345, swav 0.0000 LR: 6.137e-02 Score 99.420 Data time: 0.0867, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8219 [2020-10-19 08:26:24,938][root][INFO] - ===> Epoch[5025](25122/5): Loss -0.8197, Sem 0.0178, dir -0.9859, norm 0.1484, swav 0.0000 LR: 6.137e-02 Score 99.405 Data time: 0.0688, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.2721 [2020-10-19 08:26:27,143][root][INFO] - ===> Epoch[5025](25123/5): Loss -0.8052, Sem 0.0219, dir -0.9853, norm 0.1581, swav 0.0000 LR: 6.137e-02 Score 99.291 Data time: 0.0720, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1121 [2020-10-19 08:26:29,511][root][INFO] - ===> Epoch[5025](25124/5): Loss -0.8238, Sem 0.0171, dir -0.9866, norm 0.1457, swav 0.0000 LR: 6.137e-02 Score 99.412 Data time: 0.0669, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.2558 [2020-10-19 08:26:32,052][root][INFO] - ===> Epoch[5025](25125/5): Loss -0.8245, Sem 0.0177, dir -0.9865, norm 0.1443, swav 0.0000 LR: 6.137e-02 Score 99.415 Data time: 0.0871, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.4546 [2020-10-19 08:26:34,370][root][INFO] - ===> Epoch[5026](25126/5): Loss -0.8271, Sem 0.0189, dir -0.9854, norm 0.1394, swav 0.0000 LR: 6.136e-02 Score 99.354 Data time: 0.0638, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1971 [2020-10-19 08:26:36,353][root][INFO] - ===> Epoch[5026](25127/5): Loss -0.8091, Sem 0.0199, dir -0.9854, norm 0.1564, swav 0.0000 LR: 6.136e-02 Score 99.341 Data time: 0.0887, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8913 [2020-10-19 08:26:38,428][root][INFO] - ===> Epoch[5026](25128/5): Loss -0.8186, Sem 0.0187, dir -0.9862, norm 0.1490, swav 0.0000 LR: 6.136e-02 Score 99.370 Data time: 0.0925, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9730 [2020-10-19 08:26:40,656][root][INFO] - ===> Epoch[5026](25129/5): Loss -0.8256, Sem 0.0174, dir -0.9865, norm 0.1436, swav 0.0000 LR: 6.136e-02 Score 99.412 Data time: 0.1430, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1211 [2020-10-19 08:26:43,010][root][INFO] - ===> Epoch[5026](25130/5): Loss -0.8094, Sem 0.0184, dir -0.9850, norm 0.1572, swav 0.0000 LR: 6.136e-02 Score 99.382 Data time: 0.1193, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.2544 [2020-10-19 08:26:45,049][root][INFO] - ===> Epoch[5027](25131/5): Loss -0.8339, Sem 0.0182, dir -0.9863, norm 0.1341, swav 0.0000 LR: 6.136e-02 Score 99.391 Data time: 0.0630, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9044 [2020-10-19 08:26:46,951][root][INFO] - ===> Epoch[5027](25132/5): Loss -0.8219, Sem 0.0168, dir -0.9868, norm 0.1482, swav 0.0000 LR: 6.136e-02 Score 99.428 Data time: 0.0580, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8238 [2020-10-19 08:26:49,358][root][INFO] - ===> Epoch[5027](25133/5): Loss -0.8149, Sem 0.0179, dir -0.9854, norm 0.1525, swav 0.0000 LR: 6.135e-02 Score 99.426 Data time: 0.1064, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.3224 [2020-10-19 08:26:51,740][root][INFO] - ===> Epoch[5027](25134/5): Loss -0.8372, Sem 0.0187, dir -0.9882, norm 0.1323, swav 0.0000 LR: 6.135e-02 Score 99.359 Data time: 0.0873, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.2737 [2020-10-19 08:26:53,841][root][INFO] - ===> Epoch[5027](25135/5): Loss -0.8286, Sem 0.0173, dir -0.9878, norm 0.1418, swav 0.0000 LR: 6.135e-02 Score 99.415 Data time: 0.0772, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9909 [2020-10-19 08:26:55,929][root][INFO] - ===> Epoch[5028](25136/5): Loss -0.8112, Sem 0.0199, dir -0.9847, norm 0.1536, swav 0.0000 LR: 6.135e-02 Score 99.342 Data time: 0.0803, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9874 [2020-10-19 08:26:58,348][root][INFO] - ===> Epoch[5028](25137/5): Loss -0.8309, Sem 0.0185, dir -0.9860, norm 0.1366, swav 0.0000 LR: 6.135e-02 Score 99.388 Data time: 0.1106, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.3042 [2020-10-19 08:27:01,338][root][INFO] - ===> Epoch[5028](25138/5): Loss -0.8261, Sem 0.0188, dir -0.9862, norm 0.1413, swav 0.0000 LR: 6.135e-02 Score 99.366 Data time: 0.1667, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.9030 [2020-10-19 08:27:03,735][root][INFO] - ===> Epoch[5028](25139/5): Loss -0.8171, Sem 0.0175, dir -0.9864, norm 0.1518, swav 0.0000 LR: 6.134e-02 Score 99.402 Data time: 0.0746, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.2805 [2020-10-19 08:27:05,583][root][INFO] - ===> Epoch[5028](25140/5): Loss -0.8342, Sem 0.0182, dir -0.9872, norm 0.1348, swav 0.0000 LR: 6.134e-02 Score 99.367 Data time: 0.0449, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.7332 [2020-10-19 08:27:07,989][root][INFO] - ===> Epoch[5029](25141/5): Loss -0.8142, Sem 0.0198, dir -0.9849, norm 0.1509, swav 0.0000 LR: 6.134e-02 Score 99.339 Data time: 0.0918, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.3385 [2020-10-19 08:27:10,430][root][INFO] - ===> Epoch[5029](25142/5): Loss -0.8147, Sem 0.0175, dir -0.9845, norm 0.1523, swav 0.0000 LR: 6.134e-02 Score 99.418 Data time: 0.2132, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.3251 [2020-10-19 08:27:12,387][root][INFO] - ===> Epoch[5029](25143/5): Loss -0.8139, Sem 0.0183, dir -0.9858, norm 0.1537, swav 0.0000 LR: 6.134e-02 Score 99.381 Data time: 0.0816, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8488 [2020-10-19 08:27:14,376][root][INFO] - ===> Epoch[5029](25144/5): Loss -0.8214, Sem 0.0192, dir -0.9853, norm 0.1446, swav 0.0000 LR: 6.134e-02 Score 99.348 Data time: 0.0642, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9022 [2020-10-19 08:27:16,560][root][INFO] - ===> Epoch[5029](25145/5): Loss -0.8320, Sem 0.0176, dir -0.9862, norm 0.1366, swav 0.0000 LR: 6.133e-02 Score 99.410 Data time: 0.0872, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0803 [2020-10-19 08:27:18,741][root][INFO] - ===> Epoch[5030](25146/5): Loss -0.8191, Sem 0.0173, dir -0.9855, norm 0.1492, swav 0.0000 LR: 6.133e-02 Score 99.434 Data time: 0.0756, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0661 [2020-10-19 08:27:21,065][root][INFO] - ===> Epoch[5030](25147/5): Loss -0.8216, Sem 0.0189, dir -0.9851, norm 0.1445, swav 0.0000 LR: 6.133e-02 Score 99.359 Data time: 0.0911, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.2356 [2020-10-19 08:27:23,133][root][INFO] - ===> Epoch[5030](25148/5): Loss -0.8249, Sem 0.0180, dir -0.9876, norm 0.1447, swav 0.0000 LR: 6.133e-02 Score 99.398 Data time: 0.0926, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9811 [2020-10-19 08:27:25,159][root][INFO] - ===> Epoch[5030](25149/5): Loss -0.8045, Sem 0.0203, dir -0.9832, norm 0.1584, swav 0.0000 LR: 6.133e-02 Score 99.305 Data time: 0.0742, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9245 [2020-10-19 08:27:27,404][root][INFO] - ===> Epoch[5030](25150/5): Loss -0.8049, Sem 0.0205, dir -0.9851, norm 0.1597, swav 0.0000 LR: 6.133e-02 Score 99.317 Data time: 0.0586, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1486 [2020-10-19 08:27:29,590][root][INFO] - ===> Epoch[5031](25151/5): Loss -0.8190, Sem 0.0181, dir -0.9851, norm 0.1480, swav 0.0000 LR: 6.133e-02 Score 99.413 Data time: 0.0681, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1156 [2020-10-19 08:27:31,758][root][INFO] - ===> Epoch[5031](25152/5): Loss -0.7788, Sem 0.0198, dir -0.9836, norm 0.1849, swav 0.0000 LR: 6.132e-02 Score 99.352 Data time: 0.0645, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0649 [2020-10-19 08:27:33,799][root][INFO] - ===> Epoch[5031](25153/5): Loss -0.8262, Sem 0.0175, dir -0.9862, norm 0.1426, swav 0.0000 LR: 6.132e-02 Score 99.410 Data time: 0.0903, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9428 [2020-10-19 08:27:35,880][root][INFO] - ===> Epoch[5031](25154/5): Loss -0.8217, Sem 0.0171, dir -0.9861, norm 0.1473, swav 0.0000 LR: 6.132e-02 Score 99.412 Data time: 0.0819, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9755 [2020-10-19 08:27:37,932][root][INFO] - ===> Epoch[5031](25155/5): Loss -0.8122, Sem 0.0192, dir -0.9848, norm 0.1534, swav 0.0000 LR: 6.132e-02 Score 99.359 Data time: 0.0790, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9624 [2020-10-19 08:27:39,993][root][INFO] - ===> Epoch[5032](25156/5): Loss -0.8203, Sem 0.0200, dir -0.9861, norm 0.1459, swav 0.0000 LR: 6.132e-02 Score 99.337 Data time: 0.0839, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9270 [2020-10-19 08:27:42,448][root][INFO] - ===> Epoch[5032](25157/5): Loss -0.8209, Sem 0.0170, dir -0.9860, norm 0.1481, swav 0.0000 LR: 6.132e-02 Score 99.418 Data time: 0.0655, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.3398 [2020-10-19 08:27:44,533][root][INFO] - ===> Epoch[5032](25158/5): Loss -0.8173, Sem 0.0178, dir -0.9855, norm 0.1504, swav 0.0000 LR: 6.131e-02 Score 99.407 Data time: 0.0728, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9781 [2020-10-19 08:27:46,415][root][INFO] - ===> Epoch[5032](25159/5): Loss -0.8262, Sem 0.0191, dir -0.9868, norm 0.1415, swav 0.0000 LR: 6.131e-02 Score 99.354 Data time: 0.0712, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.7760 [2020-10-19 08:27:48,631][root][INFO] - ===> Epoch[5032](25160/5): Loss -0.8286, Sem 0.0172, dir -0.9875, norm 0.1417, swav 0.0000 LR: 6.131e-02 Score 99.422 Data time: 0.0808, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0956 [2020-10-19 08:27:50,693][root][INFO] - ===> Epoch[5033](25161/5): Loss -0.8422, Sem 0.0175, dir -0.9876, norm 0.1278, swav 0.0000 LR: 6.131e-02 Score 99.403 Data time: 0.0534, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9152 [2020-10-19 08:27:52,590][root][INFO] - ===> Epoch[5033](25162/5): Loss -0.8052, Sem 0.0213, dir -0.9845, norm 0.1580, swav 0.0000 LR: 6.131e-02 Score 99.281 Data time: 0.0596, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8205 [2020-10-19 08:27:55,300][root][INFO] - ===> Epoch[5033](25163/5): Loss -0.8197, Sem 0.0214, dir -0.9860, norm 0.1450, swav 0.0000 LR: 6.131e-02 Score 99.322 Data time: 0.0920, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.6112 [2020-10-19 08:27:57,846][root][INFO] - ===> Epoch[5033](25164/5): Loss -0.8168, Sem 0.0180, dir -0.9842, norm 0.1494, swav 0.0000 LR: 6.130e-02 Score 99.406 Data time: 0.0633, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.4266 [2020-10-19 08:27:59,924][root][INFO] - ===> Epoch[5033](25165/5): Loss -0.8335, Sem 0.0165, dir -0.9877, norm 0.1377, swav 0.0000 LR: 6.130e-02 Score 99.446 Data time: 0.0516, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9833 [2020-10-19 08:28:01,818][root][INFO] - ===> Epoch[5034](25166/5): Loss -0.8286, Sem 0.0201, dir -0.9868, norm 0.1382, swav 0.0000 LR: 6.130e-02 Score 99.313 Data time: 0.0586, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8250 [2020-10-19 08:28:04,381][root][INFO] - ===> Epoch[5034](25167/5): Loss -0.8141, Sem 0.0174, dir -0.9856, norm 0.1541, swav 0.0000 LR: 6.130e-02 Score 99.444 Data time: 0.1046, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.4718 [2020-10-19 08:28:07,109][root][INFO] - ===> Epoch[5034](25168/5): Loss -0.8171, Sem 0.0203, dir -0.9856, norm 0.1482, swav 0.0000 LR: 6.130e-02 Score 99.312 Data time: 0.1067, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.5899 [2020-10-19 08:28:09,462][root][INFO] - ===> Epoch[5034](25169/5): Loss -0.8173, Sem 0.0179, dir -0.9858, norm 0.1506, swav 0.0000 LR: 6.130e-02 Score 99.400 Data time: 0.0904, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.2355 [2020-10-19 08:28:11,902][root][INFO] - ===> Epoch[5034](25170/5): Loss -0.8185, Sem 0.0198, dir -0.9859, norm 0.1476, swav 0.0000 LR: 6.130e-02 Score 99.318 Data time: 0.0976, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.3171 [2020-10-19 08:28:13,963][root][INFO] - ===> Epoch[5035](25171/5): Loss -0.8392, Sem 0.0193, dir -0.9872, norm 0.1286, swav 0.0000 LR: 6.129e-02 Score 99.348 Data time: 0.0852, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9339 [2020-10-19 08:28:15,890][root][INFO] - ===> Epoch[5035](25172/5): Loss -0.8184, Sem 0.0220, dir -0.9861, norm 0.1457, swav 0.0000 LR: 6.129e-02 Score 99.269 Data time: 0.0847, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8155 [2020-10-19 08:28:17,962][root][INFO] - ===> Epoch[5035](25173/5): Loss -0.8202, Sem 0.0206, dir -0.9864, norm 0.1457, swav 0.0000 LR: 6.129e-02 Score 99.340 Data time: 0.0826, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9733 [2020-10-19 08:28:19,859][root][INFO] - ===> Epoch[5035](25174/5): Loss -0.8317, Sem 0.0208, dir -0.9858, norm 0.1334, swav 0.0000 LR: 6.129e-02 Score 99.333 Data time: 0.0682, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.7578 [2020-10-19 08:28:21,966][root][INFO] - ===> Epoch[5035](25175/5): Loss -0.8201, Sem 0.0234, dir -0.9849, norm 0.1414, swav 0.0000 LR: 6.129e-02 Score 99.211 Data time: 0.1114, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0169 [2020-10-19 08:28:24,382][root][INFO] - ===> Epoch[5036](25176/5): Loss -0.8280, Sem 0.0173, dir -0.9866, norm 0.1413, swav 0.0000 LR: 6.129e-02 Score 99.414 Data time: 0.0724, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.3049 [2020-10-19 08:28:26,708][root][INFO] - ===> Epoch[5036](25177/5): Loss -0.8205, Sem 0.0188, dir -0.9856, norm 0.1463, swav 0.0000 LR: 6.128e-02 Score 99.385 Data time: 0.0702, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.2385 [2020-10-19 08:28:28,882][root][INFO] - ===> Epoch[5036](25178/5): Loss -0.8340, Sem 0.0178, dir -0.9880, norm 0.1363, swav 0.0000 LR: 6.128e-02 Score 99.409 Data time: 0.0992, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0601 [2020-10-19 08:28:31,045][root][INFO] - ===> Epoch[5036](25179/5): Loss -0.8214, Sem 0.0192, dir -0.9863, norm 0.1457, swav 0.0000 LR: 6.128e-02 Score 99.361 Data time: 0.0931, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0740 [2020-10-19 08:28:33,615][root][INFO] - ===> Epoch[5036](25180/5): Loss -0.8219, Sem 0.0194, dir -0.9858, norm 0.1445, swav 0.0000 LR: 6.128e-02 Score 99.356 Data time: 0.0756, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.4637 [2020-10-19 08:28:35,742][root][INFO] - ===> Epoch[5037](25181/5): Loss -0.8183, Sem 0.0265, dir -0.9856, norm 0.1407, swav 0.0000 LR: 6.128e-02 Score 99.190 Data time: 0.1014, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0198 [2020-10-19 08:28:37,736][root][INFO] - ===> Epoch[5037](25182/5): Loss -0.8336, Sem 0.0190, dir -0.9867, norm 0.1342, swav 0.0000 LR: 6.128e-02 Score 99.356 Data time: 0.0769, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8847 [2020-10-19 08:28:40,546][root][INFO] - ===> Epoch[5037](25183/5): Loss -0.8136, Sem 0.0165, dir -0.9862, norm 0.1561, swav 0.0000 LR: 6.127e-02 Score 99.464 Data time: 0.0717, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.7066 [2020-10-19 08:28:42,635][root][INFO] - ===> Epoch[5037](25184/5): Loss -0.8144, Sem 0.0219, dir -0.9854, norm 0.1491, swav 0.0000 LR: 6.127e-02 Score 99.284 Data time: 0.0696, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9717 [2020-10-19 08:28:44,609][root][INFO] - ===> Epoch[5037](25185/5): Loss -0.8399, Sem 0.0188, dir -0.9878, norm 0.1291, swav 0.0000 LR: 6.127e-02 Score 99.370 Data time: 0.0679, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8830 [2020-10-19 08:28:46,662][root][INFO] - ===> Epoch[5038](25186/5): Loss -0.8320, Sem 0.0178, dir -0.9876, norm 0.1379, swav 0.0000 LR: 6.127e-02 Score 99.402 Data time: 0.1817, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9571 [2020-10-19 08:28:48,816][root][INFO] - ===> Epoch[5038](25187/5): Loss -0.8433, Sem 0.0175, dir -0.9876, norm 0.1268, swav 0.0000 LR: 6.127e-02 Score 99.406 Data time: 0.0926, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0450 [2020-10-19 08:28:51,350][root][INFO] - ===> Epoch[5038](25188/5): Loss -0.8285, Sem 0.0175, dir -0.9866, norm 0.1406, swav 0.0000 LR: 6.127e-02 Score 99.419 Data time: 0.0960, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.4201 [2020-10-19 08:28:53,692][root][INFO] - ===> Epoch[5038](25189/5): Loss -0.8348, Sem 0.0206, dir -0.9860, norm 0.1306, swav 0.0000 LR: 6.127e-02 Score 99.293 Data time: 0.0595, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.2183 [2020-10-19 08:28:56,197][root][INFO] - ===> Epoch[5038](25190/5): Loss -0.8276, Sem 0.0191, dir -0.9862, norm 0.1395, swav 0.0000 LR: 6.126e-02 Score 99.352 Data time: 0.0680, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.3986 [2020-10-19 08:28:58,496][root][INFO] - ===> Epoch[5039](25191/5): Loss -0.8224, Sem 0.0211, dir -0.9868, norm 0.1433, swav 0.0000 LR: 6.126e-02 Score 99.318 Data time: 0.0745, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.2188 [2020-10-19 08:29:00,984][root][INFO] - ===> Epoch[5039](25192/5): Loss -0.8339, Sem 0.0176, dir -0.9875, norm 0.1360, swav 0.0000 LR: 6.126e-02 Score 99.414 Data time: 0.1032, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.3740 [2020-10-19 08:29:03,065][root][INFO] - ===> Epoch[5039](25193/5): Loss -0.8327, Sem 0.0157, dir -0.9874, norm 0.1389, swav 0.0000 LR: 6.126e-02 Score 99.465 Data time: 0.0802, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9732 [2020-10-19 08:29:05,088][root][INFO] - ===> Epoch[5039](25194/5): Loss -0.8333, Sem 0.0181, dir -0.9871, norm 0.1356, swav 0.0000 LR: 6.126e-02 Score 99.397 Data time: 0.0947, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9164 [2020-10-19 08:29:07,462][root][INFO] - ===> Epoch[5039](25195/5): Loss -0.8119, Sem 0.0205, dir -0.9857, norm 0.1533, swav 0.0000 LR: 6.126e-02 Score 99.324 Data time: 0.0764, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.2674 [2020-10-19 08:29:09,577][root][INFO] - ===> Epoch[5040](25196/5): Loss -0.8207, Sem 0.0199, dir -0.9866, norm 0.1461, swav 0.0000 LR: 6.125e-02 Score 99.321 Data time: 0.0890, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0047 [2020-10-19 08:29:11,796][root][INFO] - ===> Epoch[5040](25197/5): Loss -0.8325, Sem 0.0179, dir -0.9869, norm 0.1365, swav 0.0000 LR: 6.125e-02 Score 99.397 Data time: 0.0594, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1001 [2020-10-19 08:29:13,818][root][INFO] - ===> Epoch[5040](25198/5): Loss -0.8266, Sem 0.0190, dir -0.9856, norm 0.1400, swav 0.0000 LR: 6.125e-02 Score 99.363 Data time: 0.0618, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9428 [2020-10-19 08:29:15,643][root][INFO] - ===> Epoch[5040](25199/5): Loss -0.8380, Sem 0.0182, dir -0.9875, norm 0.1313, swav 0.0000 LR: 6.125e-02 Score 99.383 Data time: 0.0479, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.7412 [2020-10-19 08:29:17,658][root][INFO] - ===> Epoch[5040](25200/5): Loss -0.8255, Sem 0.0191, dir -0.9858, norm 0.1413, swav 0.0000 LR: 6.125e-02 Score 99.353 Data time: 0.0506, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9222 [2020-10-19 08:29:18,776][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 08:29:18,942][root][INFO] - ===> Start testing [2020-10-19 08:29:57,819][root][INFO] - 68/68: Data time: 0.0022, Iter time: 0.1231 Loss 0.447 (AVG: 0.556) Score 91.526 (AVG: 90.365) mIOU 69.664 mAP 84.527 mAcc 77.676 IOU: 62.227 0.502 83.651 74.212 93.862 92.014 30.456 79.210 98.055 67.765 79.777 86.067 57.833 mAP: 81.948 20.595 96.933 85.632 98.857 98.532 52.244 97.070 99.738 88.311 94.297 94.391 90.302 mAcc: 77.919 5.287 90.992 83.365 95.542 97.023 36.110 94.059 98.964 83.189 90.831 95.392 61.113 [2020-10-19 08:29:57,821][root][INFO] - Finished test. Elapsed time: 38.8771 [2020-10-19 08:30:00,851][root][INFO] - [2020-10-19 08:30:00,852][root][INFO] - ################################################################ [2020-10-19 08:30:00,852][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 08:30:00,852][root][INFO] - ################################################################ [2020-10-19 08:30:00,852][root][INFO] - clutter : nan nan nan [2020-10-19 08:30:00,852][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 08:30:00,852][root][INFO] - board : 0.797 0.874 0.926 [2020-10-19 08:30:00,852][root][INFO] - bookcase : 0.255 0.357 0.528 [2020-10-19 08:30:00,852][root][INFO] - ceiling : 0.469 0.528 0.589 [2020-10-19 08:30:00,852][root][INFO] - chair : 0.827 0.907 0.915 [2020-10-19 08:30:00,852][root][INFO] - column : 0.193 0.275 0.370 [2020-10-19 08:30:00,852][root][INFO] - door : 0.761 0.889 0.944 [2020-10-19 08:30:00,852][root][INFO] - floor : 0.954 0.954 0.994 [2020-10-19 08:30:00,852][root][INFO] - sofa : 0.456 0.789 0.789 [2020-10-19 08:30:00,852][root][INFO] - table : 0.165 0.372 0.657 [2020-10-19 08:30:00,852][root][INFO] - wall : 0.527 0.719 0.798 [2020-10-19 08:30:00,852][root][INFO] - window : 0.522 0.765 0.765 [2020-10-19 08:30:00,852][root][INFO] - ---------------------------------------------------------------- [2020-10-19 08:30:00,852][root][INFO] - average : 0.494 0.619 0.690 [2020-10-19 08:30:00,852][root][INFO] - [2020-10-19 08:30:00,993][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 08:30:00,994][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 08:30:02,648][root][INFO] - ===> Epoch[5041](25201/5): Loss -0.8275, Sem 0.0195, dir -0.9867, norm 0.1397, swav 0.0000 LR: 6.125e-02 Score 99.342 Data time: 0.0594, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.6485 [2020-10-19 08:30:05,182][root][INFO] - ===> Epoch[5041](25202/5): Loss -0.8146, Sem 0.0222, dir -0.9871, norm 0.1503, swav 0.0000 LR: 6.124e-02 Score 99.332 Data time: 0.0833, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.4343 [2020-10-19 08:30:07,321][root][INFO] - ===> Epoch[5041](25203/5): Loss -0.8032, Sem 0.0233, dir -0.9852, norm 0.1587, swav 0.0000 LR: 6.124e-02 Score 99.256 Data time: 0.0910, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0201 [2020-10-19 08:30:09,386][root][INFO] - ===> Epoch[5041](25204/5): Loss -0.8030, Sem 0.0183, dir -0.9869, norm 0.1656, swav 0.0000 LR: 6.124e-02 Score 99.391 Data time: 0.0844, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9589 [2020-10-19 08:30:11,937][root][INFO] - ===> Epoch[5041](25205/5): Loss -0.8276, Sem 0.0188, dir -0.9862, norm 0.1398, swav 0.0000 LR: 6.124e-02 Score 99.370 Data time: 0.0836, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.4364 [2020-10-19 08:30:14,606][root][INFO] - ===> Epoch[5042](25206/5): Loss -0.8197, Sem 0.0201, dir -0.9871, norm 0.1474, swav 0.0000 LR: 6.124e-02 Score 99.335 Data time: 0.0720, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.5573 [2020-10-19 08:30:16,759][root][INFO] - ===> Epoch[5042](25207/5): Loss -0.8190, Sem 0.0199, dir -0.9867, norm 0.1478, swav 0.0000 LR: 6.124e-02 Score 99.334 Data time: 0.0742, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0410 [2020-10-19 08:30:18,679][root][INFO] - ===> Epoch[5042](25208/5): Loss -0.8283, Sem 0.0198, dir -0.9868, norm 0.1387, swav 0.0000 LR: 6.124e-02 Score 99.339 Data time: 0.1855, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.8420 [2020-10-19 08:30:21,304][root][INFO] - ===> Epoch[5042](25209/5): Loss -0.8160, Sem 0.0171, dir -0.9857, norm 0.1527, swav 0.0000 LR: 6.123e-02 Score 99.431 Data time: 0.1096, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.5279 [2020-10-19 08:30:23,344][root][INFO] - ===> Epoch[5042](25210/5): Loss -0.8132, Sem 0.0218, dir -0.9856, norm 0.1506, swav 0.0000 LR: 6.123e-02 Score 99.291 Data time: 0.0826, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9118 [2020-10-19 08:30:25,459][root][INFO] - ===> Epoch[5043](25211/5): Loss -0.8220, Sem 0.0194, dir -0.9855, norm 0.1442, swav 0.0000 LR: 6.123e-02 Score 99.371 Data time: 0.0997, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0160 [2020-10-19 08:30:27,593][root][INFO] - ===> Epoch[5043](25212/5): Loss -0.8207, Sem 0.0214, dir -0.9860, norm 0.1440, swav 0.0000 LR: 6.123e-02 Score 99.263 Data time: 0.2804, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0390 [2020-10-19 08:30:29,974][root][INFO] - ===> Epoch[5043](25213/5): Loss -0.8311, Sem 0.0199, dir -0.9857, norm 0.1347, swav 0.0000 LR: 6.123e-02 Score 99.330 Data time: 0.1601, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.2526 [2020-10-19 08:30:32,022][root][INFO] - ===> Epoch[5043](25214/5): Loss -0.8105, Sem 0.0197, dir -0.9846, norm 0.1544, swav 0.0000 LR: 6.123e-02 Score 99.344 Data time: 0.0783, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.9241 [2020-10-19 08:30:34,042][root][INFO] - ===> Epoch[5043](25215/5): Loss -0.8110, Sem 0.0216, dir -0.9863, norm 0.1538, swav 0.0000 LR: 6.122e-02 Score 99.306 Data time: 0.0673, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.9133 [2020-10-19 08:30:35,940][root][INFO] - ===> Epoch[5044](25216/5): Loss -0.8209, Sem 0.0199, dir -0.9867, norm 0.1460, swav 0.0000 LR: 6.122e-02 Score 99.383 Data time: 0.0631, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.8192 [2020-10-19 08:30:38,283][root][INFO] - ===> Epoch[5044](25217/5): Loss -0.8155, Sem 0.0213, dir -0.9851, norm 0.1483, swav 0.0000 LR: 6.122e-02 Score 99.296 Data time: 0.0730, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.2507 [2020-10-19 08:30:40,437][root][INFO] - ===> Epoch[5044](25218/5): Loss -0.8261, Sem 0.0203, dir -0.9866, norm 0.1402, swav 0.0000 LR: 6.122e-02 Score 99.336 Data time: 0.0841, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.0363 [2020-10-19 08:30:42,563][root][INFO] - ===> Epoch[5044](25219/5): Loss -0.8354, Sem 0.0197, dir -0.9877, norm 0.1325, swav 0.0000 LR: 6.122e-02 Score 99.347 Data time: 0.0690, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.0188 [2020-10-19 08:30:44,682][root][INFO] - ===> Epoch[5044](25220/5): Loss -0.8156, Sem 0.0298, dir -0.9861, norm 0.1407, swav 0.0000 LR: 6.122e-02 Score 99.219 Data time: 0.0854, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.0310 [2020-10-19 08:30:46,852][root][INFO] - ===> Epoch[5045](25221/5): Loss -0.8328, Sem 0.0160, dir -0.9876, norm 0.1387, swav 0.0000 LR: 6.121e-02 Score 99.476 Data time: 0.0887, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.0651 [2020-10-19 08:30:48,865][root][INFO] - ===> Epoch[5045](25222/5): Loss -0.8194, Sem 0.0218, dir -0.9865, norm 0.1453, swav 0.0000 LR: 6.121e-02 Score 99.268 Data time: 0.0889, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.9133 [2020-10-19 08:30:51,006][root][INFO] - ===> Epoch[5045](25223/5): Loss -0.8210, Sem 0.0228, dir -0.9861, norm 0.1422, swav 0.0000 LR: 6.121e-02 Score 99.273 Data time: 0.0678, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.0297 [2020-10-19 08:30:52,910][root][INFO] - ===> Epoch[5045](25224/5): Loss -0.8250, Sem 0.0210, dir -0.9859, norm 0.1400, swav 0.0000 LR: 6.121e-02 Score 99.281 Data time: 0.0701, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.8155 [2020-10-19 08:30:55,385][root][INFO] - ===> Epoch[5045](25225/5): Loss -0.8134, Sem 0.0195, dir -0.9870, norm 0.1541, swav 0.0000 LR: 6.121e-02 Score 99.365 Data time: 0.0730, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.3663 [2020-10-19 08:30:57,373][root][INFO] - ===> Epoch[5046](25226/5): Loss -0.8177, Sem 0.0192, dir -0.9856, norm 0.1487, swav 0.0000 LR: 6.121e-02 Score 99.354 Data time: 0.0876, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.8801 [2020-10-19 08:30:59,711][root][INFO] - ===> Epoch[5046](25227/5): Loss -0.8350, Sem 0.0186, dir -0.9871, norm 0.1336, swav 0.0000 LR: 6.120e-02 Score 99.372 Data time: 0.0726, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.2254 [2020-10-19 08:31:02,033][root][INFO] - ===> Epoch[5046](25228/5): Loss -0.8236, Sem 0.0222, dir -0.9859, norm 0.1401, swav 0.0000 LR: 6.120e-02 Score 99.266 Data time: 0.0568, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.2310 [2020-10-19 08:31:04,290][root][INFO] - ===> Epoch[5046](25229/5): Loss -0.8268, Sem 0.0214, dir -0.9853, norm 0.1371, swav 0.0000 LR: 6.120e-02 Score 99.283 Data time: 0.0702, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.1827 [2020-10-19 08:31:06,716][root][INFO] - ===> Epoch[5046](25230/5): Loss -0.8222, Sem 0.0200, dir -0.9855, norm 0.1433, swav 0.0000 LR: 6.120e-02 Score 99.338 Data time: 0.0496, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.3295 [2020-10-19 08:31:08,679][root][INFO] - ===> Epoch[5047](25231/5): Loss -0.8274, Sem 0.0197, dir -0.9868, norm 0.1397, swav 0.0000 LR: 6.120e-02 Score 99.337 Data time: 0.0794, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.8838 [2020-10-19 08:31:10,695][root][INFO] - ===> Epoch[5047](25232/5): Loss -0.8171, Sem 0.0210, dir -0.9872, norm 0.1492, swav 0.0000 LR: 6.120e-02 Score 99.317 Data time: 0.0760, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.9158 [2020-10-19 08:31:12,775][root][INFO] - ===> Epoch[5047](25233/5): Loss -0.8124, Sem 0.0208, dir -0.9853, norm 0.1521, swav 0.0000 LR: 6.120e-02 Score 99.299 Data time: 0.1456, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.9440 [2020-10-19 08:31:14,972][root][INFO] - ===> Epoch[5047](25234/5): Loss -0.8352, Sem 0.0181, dir -0.9872, norm 0.1339, swav 0.0000 LR: 6.119e-02 Score 99.395 Data time: 0.0990, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.0938 [2020-10-19 08:31:16,948][root][INFO] - ===> Epoch[5047](25235/5): Loss -0.8274, Sem 0.0195, dir -0.9862, norm 0.1394, swav 0.0000 LR: 6.119e-02 Score 99.348 Data time: 0.0732, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.8899 [2020-10-19 08:31:19,506][root][INFO] - ===> Epoch[5048](25236/5): Loss -0.8197, Sem 0.0203, dir -0.9847, norm 0.1447, swav 0.0000 LR: 6.119e-02 Score 99.316 Data time: 0.0722, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.4550 [2020-10-19 08:31:22,095][root][INFO] - ===> Epoch[5048](25237/5): Loss -0.8110, Sem 0.0203, dir -0.9862, norm 0.1550, swav 0.0000 LR: 6.119e-02 Score 99.338 Data time: 0.0725, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.4849 [2020-10-19 08:31:24,276][root][INFO] - ===> Epoch[5048](25238/5): Loss -0.8305, Sem 0.0194, dir -0.9870, norm 0.1371, swav 0.0000 LR: 6.119e-02 Score 99.344 Data time: 0.0751, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.0686 [2020-10-19 08:31:26,291][root][INFO] - ===> Epoch[5048](25239/5): Loss -0.8408, Sem 0.0177, dir -0.9871, norm 0.1286, swav 0.0000 LR: 6.119e-02 Score 99.395 Data time: 0.0452, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.8992 [2020-10-19 08:31:28,241][root][INFO] - ===> Epoch[5048](25240/5): Loss -0.8338, Sem 0.0197, dir -0.9871, norm 0.1337, swav 0.0000 LR: 6.118e-02 Score 99.336 Data time: 0.0719, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.8743 [2020-10-19 08:31:31,107][root][INFO] - ===> Epoch[5049](25241/5): Loss -0.8209, Sem 0.0200, dir -0.9860, norm 0.1451, swav 0.0000 LR: 6.118e-02 Score 99.329 Data time: 0.0791, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.7517 [2020-10-19 08:31:33,587][root][INFO] - ===> Epoch[5049](25242/5): Loss -0.8329, Sem 0.0160, dir -0.9867, norm 0.1379, swav 0.0000 LR: 6.118e-02 Score 99.472 Data time: 0.0794, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.3520 [2020-10-19 08:31:36,004][root][INFO] - ===> Epoch[5049](25243/5): Loss -0.8324, Sem 0.0173, dir -0.9868, norm 0.1371, swav 0.0000 LR: 6.118e-02 Score 99.423 Data time: 0.0914, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.3129 [2020-10-19 08:31:38,288][root][INFO] - ===> Epoch[5049](25244/5): Loss -0.8212, Sem 0.0194, dir -0.9870, norm 0.1464, swav 0.0000 LR: 6.118e-02 Score 99.349 Data time: 0.0871, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1492 [2020-10-19 08:31:40,405][root][INFO] - ===> Epoch[5049](25245/5): Loss -0.8278, Sem 0.0209, dir -0.9854, norm 0.1367, swav 0.0000 LR: 6.118e-02 Score 99.279 Data time: 0.0777, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.0176 [2020-10-19 08:31:42,157][root][INFO] - ===> Epoch[5050](25246/5): Loss -0.8219, Sem 0.0203, dir -0.9849, norm 0.1427, swav 0.0000 LR: 6.117e-02 Score 99.320 Data time: 0.0626, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.6700 [2020-10-19 08:31:44,151][root][INFO] - ===> Epoch[5050](25247/5): Loss -0.8323, Sem 0.0197, dir -0.9880, norm 0.1359, swav 0.0000 LR: 6.117e-02 Score 99.375 Data time: 0.1206, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9196 [2020-10-19 08:31:46,511][root][INFO] - ===> Epoch[5050](25248/5): Loss -0.8271, Sem 0.0180, dir -0.9863, norm 0.1413, swav 0.0000 LR: 6.117e-02 Score 99.396 Data time: 0.0995, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.2675 [2020-10-19 08:31:48,808][root][INFO] - ===> Epoch[5050](25249/5): Loss -0.8187, Sem 0.0178, dir -0.9862, norm 0.1497, swav 0.0000 LR: 6.117e-02 Score 99.415 Data time: 0.0707, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1813 [2020-10-19 08:31:50,664][root][INFO] - ===> Epoch[5050](25250/5): Loss -0.8167, Sem 0.0202, dir -0.9861, norm 0.1491, swav 0.0000 LR: 6.117e-02 Score 99.315 Data time: 0.0630, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.7673 [2020-10-19 08:31:52,919][root][INFO] - ===> Epoch[5051](25251/5): Loss -0.8298, Sem 0.0187, dir -0.9851, norm 0.1367, swav 0.0000 LR: 6.117e-02 Score 99.361 Data time: 0.0709, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1854 [2020-10-19 08:31:54,833][root][INFO] - ===> Epoch[5051](25252/5): Loss -0.8197, Sem 0.0202, dir -0.9855, norm 0.1456, swav 0.0000 LR: 6.117e-02 Score 99.317 Data time: 0.0797, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.8006 [2020-10-19 08:31:57,260][root][INFO] - ===> Epoch[5051](25253/5): Loss -0.8256, Sem 0.0173, dir -0.9841, norm 0.1412, swav 0.0000 LR: 6.116e-02 Score 99.411 Data time: 0.0717, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.3435 [2020-10-19 08:31:59,289][root][INFO] - ===> Epoch[5051](25254/5): Loss -0.8292, Sem 0.0173, dir -0.9866, norm 0.1401, swav 0.0000 LR: 6.116e-02 Score 99.429 Data time: 0.0733, Forward time: 0.7763, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 1.9440 [2020-10-19 08:32:01,568][root][INFO] - ===> Epoch[5051](25255/5): Loss -0.8183, Sem 0.0186, dir -0.9848, norm 0.1479, swav 0.0000 LR: 6.116e-02 Score 99.371 Data time: 0.0884, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1761 [2020-10-19 08:32:03,854][root][INFO] - ===> Epoch[5052](25256/5): Loss -0.8300, Sem 0.0176, dir -0.9878, norm 0.1402, swav 0.0000 LR: 6.116e-02 Score 99.414 Data time: 0.0964, Forward time: 0.7764, Backward time: 1.1720, DDP time: 0.0031, Total iter time: 2.1809 [2020-10-19 08:32:05,905][root][INFO] - ===> Epoch[5052](25257/5): Loss -0.8180, Sem 0.0197, dir -0.9861, norm 0.1484, swav 0.0000 LR: 6.116e-02 Score 99.329 Data time: 0.1755, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.9304 [2020-10-19 08:32:08,436][root][INFO] - ===> Epoch[5052](25258/5): Loss -0.8050, Sem 0.0187, dir -0.9834, norm 0.1597, swav 0.0000 LR: 6.116e-02 Score 99.370 Data time: 0.1137, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.4250 [2020-10-19 08:32:10,344][root][INFO] - ===> Epoch[5052](25259/5): Loss -0.8371, Sem 0.0196, dir -0.9875, norm 0.1307, swav 0.0000 LR: 6.115e-02 Score 99.347 Data time: 0.0689, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.7880 [2020-10-19 08:32:12,545][root][INFO] - ===> Epoch[5052](25260/5): Loss -0.8306, Sem 0.0175, dir -0.9877, norm 0.1396, swav 0.0000 LR: 6.115e-02 Score 99.419 Data time: 0.1412, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.1307 [2020-10-19 08:32:14,762][root][INFO] - ===> Epoch[5053](25261/5): Loss -0.8112, Sem 0.0205, dir -0.9850, norm 0.1533, swav 0.0000 LR: 6.115e-02 Score 99.339 Data time: 0.0891, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.1132 [2020-10-19 08:32:16,788][root][INFO] - ===> Epoch[5053](25262/5): Loss -0.8199, Sem 0.0194, dir -0.9870, norm 0.1477, swav 0.0000 LR: 6.115e-02 Score 99.364 Data time: 0.0848, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.9061 [2020-10-19 08:32:18,889][root][INFO] - ===> Epoch[5053](25263/5): Loss -0.8120, Sem 0.0173, dir -0.9859, norm 0.1566, swav 0.0000 LR: 6.115e-02 Score 99.430 Data time: 0.0941, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.9988 [2020-10-19 08:32:21,265][root][INFO] - ===> Epoch[5053](25264/5): Loss -0.8047, Sem 0.0176, dir -0.9855, norm 0.1632, swav 0.0000 LR: 6.115e-02 Score 99.417 Data time: 0.0932, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.2747 [2020-10-19 08:32:23,447][root][INFO] - ===> Epoch[5053](25265/5): Loss -0.8140, Sem 0.0181, dir -0.9863, norm 0.1541, swav 0.0000 LR: 6.114e-02 Score 99.380 Data time: 0.0761, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.1011 [2020-10-19 08:32:25,291][root][INFO] - ===> Epoch[5054](25266/5): Loss -0.8208, Sem 0.0185, dir -0.9867, norm 0.1474, swav 0.0000 LR: 6.114e-02 Score 99.381 Data time: 0.0662, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.7676 [2020-10-19 08:32:27,200][root][INFO] - ===> Epoch[5054](25267/5): Loss -0.8206, Sem 0.0187, dir -0.9872, norm 0.1479, swav 0.0000 LR: 6.114e-02 Score 99.368 Data time: 0.0716, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.8342 [2020-10-19 08:32:29,276][root][INFO] - ===> Epoch[5054](25268/5): Loss -0.8128, Sem 0.0208, dir -0.9854, norm 0.1517, swav 0.0000 LR: 6.114e-02 Score 99.297 Data time: 0.0791, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.9788 [2020-10-19 08:32:31,533][root][INFO] - ===> Epoch[5054](25269/5): Loss -0.8236, Sem 0.0173, dir -0.9870, norm 0.1461, swav 0.0000 LR: 6.114e-02 Score 99.419 Data time: 0.0799, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.1406 [2020-10-19 08:32:34,264][root][INFO] - ===> Epoch[5054](25270/5): Loss -0.7997, Sem 0.0207, dir -0.9860, norm 0.1656, swav 0.0000 LR: 6.114e-02 Score 99.325 Data time: 0.1057, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.6239 [2020-10-19 08:32:36,630][root][INFO] - ===> Epoch[5055](25271/5): Loss -0.8169, Sem 0.0188, dir -0.9859, norm 0.1503, swav 0.0000 LR: 6.114e-02 Score 99.362 Data time: 0.1007, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.2553 [2020-10-19 08:32:38,597][root][INFO] - ===> Epoch[5055](25272/5): Loss -0.8190, Sem 0.0203, dir -0.9847, norm 0.1455, swav 0.0000 LR: 6.113e-02 Score 99.334 Data time: 0.0610, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.8533 [2020-10-19 08:32:40,857][root][INFO] - ===> Epoch[5055](25273/5): Loss -0.8101, Sem 0.0190, dir -0.9868, norm 0.1578, swav 0.0000 LR: 6.113e-02 Score 99.362 Data time: 0.0735, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.1729 [2020-10-19 08:32:42,986][root][INFO] - ===> Epoch[5055](25274/5): Loss -0.8077, Sem 0.0270, dir -0.9854, norm 0.1507, swav 0.0000 LR: 6.113e-02 Score 99.273 Data time: 0.0925, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.0495 [2020-10-19 08:32:45,393][root][INFO] - ===> Epoch[5055](25275/5): Loss -0.8094, Sem 0.0187, dir -0.9877, norm 0.1596, swav 0.0000 LR: 6.113e-02 Score 99.374 Data time: 0.1122, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.3112 [2020-10-19 08:32:47,557][root][INFO] - ===> Epoch[5056](25276/5): Loss -0.8098, Sem 0.0246, dir -0.9836, norm 0.1492, swav 0.0000 LR: 6.113e-02 Score 99.209 Data time: 0.0985, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.0287 [2020-10-19 08:32:49,599][root][INFO] - ===> Epoch[5056](25277/5): Loss -0.8232, Sem 0.0194, dir -0.9874, norm 0.1448, swav 0.0000 LR: 6.113e-02 Score 99.351 Data time: 0.0684, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.9496 [2020-10-19 08:32:51,679][root][INFO] - ===> Epoch[5056](25278/5): Loss -0.8226, Sem 0.0197, dir -0.9856, norm 0.1432, swav 0.0000 LR: 6.112e-02 Score 99.354 Data time: 0.0865, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.9934 [2020-10-19 08:32:53,870][root][INFO] - ===> Epoch[5056](25279/5): Loss -0.8046, Sem 0.0203, dir -0.9853, norm 0.1604, swav 0.0000 LR: 6.112e-02 Score 99.337 Data time: 0.1444, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.0730 [2020-10-19 08:32:55,873][root][INFO] - ===> Epoch[5056](25280/5): Loss -0.8162, Sem 0.0219, dir -0.9861, norm 0.1481, swav 0.0000 LR: 6.112e-02 Score 99.263 Data time: 0.0828, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.8717 [2020-10-19 08:32:58,100][root][INFO] - ===> Epoch[5057](25281/5): Loss -0.8212, Sem 0.0206, dir -0.9862, norm 0.1444, swav 0.0000 LR: 6.112e-02 Score 99.310 Data time: 0.0692, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.1258 [2020-10-19 08:33:00,100][root][INFO] - ===> Epoch[5057](25282/5): Loss -0.8154, Sem 0.0189, dir -0.9867, norm 0.1525, swav 0.0000 LR: 6.112e-02 Score 99.367 Data time: 0.0656, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.8825 [2020-10-19 08:33:02,087][root][INFO] - ===> Epoch[5057](25283/5): Loss -0.8246, Sem 0.0184, dir -0.9858, norm 0.1428, swav 0.0000 LR: 6.112e-02 Score 99.389 Data time: 0.0719, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.8915 [2020-10-19 08:33:04,213][root][INFO] - ===> Epoch[5057](25284/5): Loss -0.8087, Sem 0.0203, dir -0.9860, norm 0.1569, swav 0.0000 LR: 6.111e-02 Score 99.321 Data time: 0.0829, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.0046 [2020-10-19 08:33:06,525][root][INFO] - ===> Epoch[5057](25285/5): Loss -0.8324, Sem 0.0185, dir -0.9870, norm 0.1360, swav 0.0000 LR: 6.111e-02 Score 99.369 Data time: 0.0991, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.1775 [2020-10-19 08:33:08,875][root][INFO] - ===> Epoch[5058](25286/5): Loss -0.8084, Sem 0.0191, dir -0.9861, norm 0.1586, swav 0.0000 LR: 6.111e-02 Score 99.362 Data time: 0.0669, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.2243 [2020-10-19 08:33:11,254][root][INFO] - ===> Epoch[5058](25287/5): Loss -0.8300, Sem 0.0194, dir -0.9856, norm 0.1363, swav 0.0000 LR: 6.111e-02 Score 99.352 Data time: 0.0732, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.2817 [2020-10-19 08:33:13,765][root][INFO] - ===> Epoch[5058](25288/5): Loss -0.8209, Sem 0.0186, dir -0.9871, norm 0.1476, swav 0.0000 LR: 6.111e-02 Score 99.375 Data time: 0.0677, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.4084 [2020-10-19 08:33:15,695][root][INFO] - ===> Epoch[5058](25289/5): Loss -0.8206, Sem 0.0200, dir -0.9868, norm 0.1463, swav 0.0000 LR: 6.111e-02 Score 99.330 Data time: 0.0638, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.8125 [2020-10-19 08:33:17,918][root][INFO] - ===> Epoch[5058](25290/5): Loss -0.8226, Sem 0.0189, dir -0.9867, norm 0.1452, swav 0.0000 LR: 6.111e-02 Score 99.385 Data time: 0.0726, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.1290 [2020-10-19 08:33:20,134][root][INFO] - ===> Epoch[5059](25291/5): Loss -0.8273, Sem 0.0175, dir -0.9867, norm 0.1419, swav 0.0000 LR: 6.110e-02 Score 99.414 Data time: 0.0762, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.1034 [2020-10-19 08:33:22,073][root][INFO] - ===> Epoch[5059](25292/5): Loss -0.8175, Sem 0.0168, dir -0.9888, norm 0.1546, swav 0.0000 LR: 6.110e-02 Score 99.439 Data time: 0.0600, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.8379 [2020-10-19 08:33:24,573][root][INFO] - ===> Epoch[5059](25293/5): Loss -0.8158, Sem 0.0214, dir -0.9861, norm 0.1489, swav 0.0000 LR: 6.110e-02 Score 99.314 Data time: 0.1027, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.4106 [2020-10-19 08:33:26,564][root][INFO] - ===> Epoch[5059](25294/5): Loss -0.7886, Sem 0.0219, dir -0.9827, norm 0.1722, swav 0.0000 LR: 6.110e-02 Score 99.254 Data time: 0.1263, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.8865 [2020-10-19 08:33:28,969][root][INFO] - ===> Epoch[5059](25295/5): Loss -0.8160, Sem 0.0178, dir -0.9868, norm 0.1530, swav 0.0000 LR: 6.110e-02 Score 99.409 Data time: 0.0857, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.3031 [2020-10-19 08:33:31,018][root][INFO] - ===> Epoch[5060](25296/5): Loss -0.7987, Sem 0.0251, dir -0.9855, norm 0.1616, swav 0.0000 LR: 6.110e-02 Score 99.267 Data time: 0.0757, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.9375 [2020-10-19 08:33:33,080][root][INFO] - ===> Epoch[5060](25297/5): Loss -0.8042, Sem 0.0218, dir -0.9854, norm 0.1594, swav 0.0000 LR: 6.109e-02 Score 99.263 Data time: 0.0913, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.9661 [2020-10-19 08:33:35,145][root][INFO] - ===> Epoch[5060](25298/5): Loss -0.8340, Sem 0.0189, dir -0.9856, norm 0.1328, swav 0.0000 LR: 6.109e-02 Score 99.373 Data time: 0.0676, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.9711 [2020-10-19 08:33:37,432][root][INFO] - ===> Epoch[5060](25299/5): Loss -0.8042, Sem 0.0187, dir -0.9851, norm 0.1622, swav 0.0000 LR: 6.109e-02 Score 99.370 Data time: 0.0518, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.1993 [2020-10-19 08:33:39,554][root][INFO] - ===> Epoch[5060](25300/5): Loss -0.8164, Sem 0.0200, dir -0.9868, norm 0.1504, swav 0.0000 LR: 6.109e-02 Score 99.326 Data time: 0.0890, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 2.0669 [2020-10-19 08:33:40,837][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 08:33:42,893][root][INFO] - ===> Epoch[5061](25301/5): Loss -0.8046, Sem 0.0206, dir -0.9873, norm 0.1621, swav 0.0000 LR: 6.109e-02 Score 99.324 Data time: 0.0982, Forward time: 0.7764, Backward time: 1.1719, DDP time: 0.0031, Total iter time: 1.8878 [2020-10-19 08:33:44,969][root][INFO] - ===> Epoch[5061](25302/5): Loss -0.8115, Sem 0.0184, dir -0.9850, norm 0.1550, swav 0.0000 LR: 6.109e-02 Score 99.380 Data time: 0.0803, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 1.9579 [2020-10-19 08:33:47,131][root][INFO] - ===> Epoch[5061](25303/5): Loss -0.8165, Sem 0.0179, dir -0.9875, norm 0.1531, swav 0.0000 LR: 6.108e-02 Score 99.400 Data time: 0.2569, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.0845 [2020-10-19 08:33:49,592][root][INFO] - ===> Epoch[5061](25304/5): Loss -0.8107, Sem 0.0194, dir -0.9852, norm 0.1552, swav 0.0000 LR: 6.108e-02 Score 99.361 Data time: 0.1465, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.3826 [2020-10-19 08:33:51,699][root][INFO] - ===> Epoch[5061](25305/5): Loss -0.8338, Sem 0.0175, dir -0.9877, norm 0.1363, swav 0.0000 LR: 6.108e-02 Score 99.409 Data time: 0.0901, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 1.9928 [2020-10-19 08:33:53,601][root][INFO] - ===> Epoch[5062](25306/5): Loss -0.8293, Sem 0.0195, dir -0.9868, norm 0.1380, swav 0.0000 LR: 6.108e-02 Score 99.342 Data time: 0.0680, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 1.8049 [2020-10-19 08:33:56,128][root][INFO] - ===> Epoch[5062](25307/5): Loss -0.8058, Sem 0.0196, dir -0.9841, norm 0.1586, swav 0.0000 LR: 6.108e-02 Score 99.351 Data time: 0.0663, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.4592 [2020-10-19 08:33:57,927][root][INFO] - ===> Epoch[5062](25308/5): Loss -0.8333, Sem 0.0167, dir -0.9880, norm 0.1380, swav 0.0000 LR: 6.108e-02 Score 99.437 Data time: 0.0799, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 1.6890 [2020-10-19 08:34:00,311][root][INFO] - ===> Epoch[5062](25309/5): Loss -0.7987, Sem 0.0188, dir -0.9865, norm 0.1690, swav 0.0000 LR: 6.108e-02 Score 99.375 Data time: 0.0610, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.2745 [2020-10-19 08:34:02,525][root][INFO] - ===> Epoch[5062](25310/5): Loss -0.8262, Sem 0.0186, dir -0.9871, norm 0.1423, swav 0.0000 LR: 6.107e-02 Score 99.369 Data time: 0.0600, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.1447 [2020-10-19 08:34:04,616][root][INFO] - ===> Epoch[5063](25311/5): Loss -0.7935, Sem 0.0216, dir -0.9839, norm 0.1688, swav 0.0000 LR: 6.107e-02 Score 99.273 Data time: 0.0726, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.0137 [2020-10-19 08:34:06,805][root][INFO] - ===> Epoch[5063](25312/5): Loss -0.8253, Sem 0.0186, dir -0.9875, norm 0.1435, swav 0.0000 LR: 6.107e-02 Score 99.376 Data time: 0.1046, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.0773 [2020-10-19 08:34:09,085][root][INFO] - ===> Epoch[5063](25313/5): Loss -0.8295, Sem 0.0184, dir -0.9861, norm 0.1382, swav 0.0000 LR: 6.107e-02 Score 99.372 Data time: 0.0994, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.1870 [2020-10-19 08:34:11,548][root][INFO] - ===> Epoch[5063](25314/5): Loss -0.8180, Sem 0.0181, dir -0.9867, norm 0.1505, swav 0.0000 LR: 6.107e-02 Score 99.387 Data time: 0.0829, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.3494 [2020-10-19 08:34:13,469][root][INFO] - ===> Epoch[5063](25315/5): Loss -0.8159, Sem 0.0214, dir -0.9848, norm 0.1475, swav 0.0000 LR: 6.107e-02 Score 99.307 Data time: 0.0644, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 1.8214 [2020-10-19 08:34:15,542][root][INFO] - ===> Epoch[5064](25316/5): Loss -0.8114, Sem 0.0180, dir -0.9852, norm 0.1558, swav 0.0000 LR: 6.106e-02 Score 99.392 Data time: 0.0659, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 1.9736 [2020-10-19 08:34:17,607][root][INFO] - ===> Epoch[5064](25317/5): Loss -0.8147, Sem 0.0181, dir -0.9851, norm 0.1523, swav 0.0000 LR: 6.106e-02 Score 99.399 Data time: 0.0753, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 1.9621 [2020-10-19 08:34:20,025][root][INFO] - ===> Epoch[5064](25318/5): Loss -0.8243, Sem 0.0185, dir -0.9852, norm 0.1424, swav 0.0000 LR: 6.106e-02 Score 99.384 Data time: 0.0902, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.3156 [2020-10-19 08:34:22,248][root][INFO] - ===> Epoch[5064](25319/5): Loss -0.8204, Sem 0.0178, dir -0.9871, norm 0.1489, swav 0.0000 LR: 6.106e-02 Score 99.393 Data time: 0.0650, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.0788 [2020-10-19 08:34:24,358][root][INFO] - ===> Epoch[5064](25320/5): Loss -0.8208, Sem 0.0171, dir -0.9870, norm 0.1491, swav 0.0000 LR: 6.106e-02 Score 99.427 Data time: 0.0834, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.0027 [2020-10-19 08:34:26,440][root][INFO] - ===> Epoch[5065](25321/5): Loss -0.8129, Sem 0.0194, dir -0.9860, norm 0.1537, swav 0.0000 LR: 6.106e-02 Score 99.345 Data time: 0.0896, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 1.9600 [2020-10-19 08:34:28,333][root][INFO] - ===> Epoch[5065](25322/5): Loss -0.8254, Sem 0.0182, dir -0.9874, norm 0.1437, swav 0.0000 LR: 6.105e-02 Score 99.401 Data time: 0.0659, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 1.7575 [2020-10-19 08:34:31,111][root][INFO] - ===> Epoch[5065](25323/5): Loss -0.8141, Sem 0.0217, dir -0.9852, norm 0.1493, swav 0.0000 LR: 6.105e-02 Score 99.292 Data time: 0.0409, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.6878 [2020-10-19 08:34:33,191][root][INFO] - ===> Epoch[5065](25324/5): Loss -0.8109, Sem 0.0208, dir -0.9855, norm 0.1538, swav 0.0000 LR: 6.105e-02 Score 99.302 Data time: 0.0516, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.0207 [2020-10-19 08:34:35,316][root][INFO] - ===> Epoch[5065](25325/5): Loss -0.8365, Sem 0.0175, dir -0.9875, norm 0.1336, swav 0.0000 LR: 6.105e-02 Score 99.420 Data time: 0.0684, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.0349 [2020-10-19 08:34:37,348][root][INFO] - ===> Epoch[5066](25326/5): Loss -0.8047, Sem 0.0192, dir -0.9860, norm 0.1620, swav 0.0000 LR: 6.105e-02 Score 99.377 Data time: 0.0778, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 1.9331 [2020-10-19 08:34:39,673][root][INFO] - ===> Epoch[5066](25327/5): Loss -0.8258, Sem 0.0186, dir -0.9861, norm 0.1417, swav 0.0000 LR: 6.105e-02 Score 99.377 Data time: 0.0720, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.2088 [2020-10-19 08:34:41,988][root][INFO] - ===> Epoch[5066](25328/5): Loss -0.8072, Sem 0.0196, dir -0.9849, norm 0.1582, swav 0.0000 LR: 6.104e-02 Score 99.331 Data time: 0.1026, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.1921 [2020-10-19 08:34:44,107][root][INFO] - ===> Epoch[5066](25329/5): Loss -0.8225, Sem 0.0210, dir -0.9856, norm 0.1421, swav 0.0000 LR: 6.104e-02 Score 99.322 Data time: 0.0646, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.0037 [2020-10-19 08:34:46,275][root][INFO] - ===> Epoch[5066](25330/5): Loss -0.8180, Sem 0.0179, dir -0.9874, norm 0.1514, swav 0.0000 LR: 6.104e-02 Score 99.404 Data time: 0.0855, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.0395 [2020-10-19 08:34:48,415][root][INFO] - ===> Epoch[5067](25331/5): Loss -0.8256, Sem 0.0197, dir -0.9863, norm 0.1411, swav 0.0000 LR: 6.104e-02 Score 99.331 Data time: 0.0951, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.0078 [2020-10-19 08:34:50,535][root][INFO] - ===> Epoch[5067](25332/5): Loss -0.8191, Sem 0.0204, dir -0.9864, norm 0.1469, swav 0.0000 LR: 6.104e-02 Score 99.319 Data time: 0.0845, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.0081 [2020-10-19 08:34:53,001][root][INFO] - ===> Epoch[5067](25333/5): Loss -0.8149, Sem 0.0172, dir -0.9861, norm 0.1540, swav 0.0000 LR: 6.104e-02 Score 99.433 Data time: 0.0710, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.3602 [2020-10-19 08:34:55,111][root][INFO] - ===> Epoch[5067](25334/5): Loss -0.8277, Sem 0.0189, dir -0.9870, norm 0.1404, swav 0.0000 LR: 6.104e-02 Score 99.353 Data time: 0.0998, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.0085 [2020-10-19 08:34:57,010][root][INFO] - ===> Epoch[5067](25335/5): Loss -0.8338, Sem 0.0174, dir -0.9876, norm 0.1364, swav 0.0000 LR: 6.103e-02 Score 99.403 Data time: 0.0780, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 1.7907 [2020-10-19 08:34:59,103][root][INFO] - ===> Epoch[5068](25336/5): Loss -0.8014, Sem 0.0207, dir -0.9844, norm 0.1624, swav 0.0000 LR: 6.103e-02 Score 99.298 Data time: 0.0620, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 1.9511 [2020-10-19 08:35:01,652][root][INFO] - ===> Epoch[5068](25337/5): Loss -0.8085, Sem 0.0209, dir -0.9847, norm 0.1553, swav 0.0000 LR: 6.103e-02 Score 99.317 Data time: 0.0743, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.4517 [2020-10-19 08:35:03,719][root][INFO] - ===> Epoch[5068](25338/5): Loss -0.8348, Sem 0.0177, dir -0.9868, norm 0.1344, swav 0.0000 LR: 6.103e-02 Score 99.395 Data time: 0.0989, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 1.9620 [2020-10-19 08:35:05,932][root][INFO] - ===> Epoch[5068](25339/5): Loss -0.7925, Sem 0.0181, dir -0.9847, norm 0.1741, swav 0.0000 LR: 6.103e-02 Score 99.408 Data time: 0.0977, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.0895 [2020-10-19 08:35:08,319][root][INFO] - ===> Epoch[5068](25340/5): Loss -0.8106, Sem 0.0186, dir -0.9861, norm 0.1569, swav 0.0000 LR: 6.103e-02 Score 99.366 Data time: 0.0717, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.2575 [2020-10-19 08:35:10,147][root][INFO] - ===> Epoch[5069](25341/5): Loss -0.8167, Sem 0.0202, dir -0.9855, norm 0.1487, swav 0.0000 LR: 6.102e-02 Score 99.328 Data time: 0.0733, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 1.7453 [2020-10-19 08:35:12,659][root][INFO] - ===> Epoch[5069](25342/5): Loss -0.8121, Sem 0.0179, dir -0.9868, norm 0.1568, swav 0.0000 LR: 6.102e-02 Score 99.412 Data time: 0.0765, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.4135 [2020-10-19 08:35:14,642][root][INFO] - ===> Epoch[5069](25343/5): Loss -0.8306, Sem 0.0169, dir -0.9878, norm 0.1402, swav 0.0000 LR: 6.102e-02 Score 99.432 Data time: 0.0662, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 1.8609 [2020-10-19 08:35:16,802][root][INFO] - ===> Epoch[5069](25344/5): Loss -0.8096, Sem 0.0212, dir -0.9850, norm 0.1543, swav 0.0000 LR: 6.102e-02 Score 99.329 Data time: 0.0646, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.0716 [2020-10-19 08:35:19,070][root][INFO] - ===> Epoch[5069](25345/5): Loss -0.8289, Sem 0.0186, dir -0.9858, norm 0.1384, swav 0.0000 LR: 6.102e-02 Score 99.373 Data time: 0.0622, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.1777 [2020-10-19 08:35:21,115][root][INFO] - ===> Epoch[5070](25346/5): Loss -0.8146, Sem 0.0182, dir -0.9840, norm 0.1512, swav 0.0000 LR: 6.102e-02 Score 99.383 Data time: 0.0699, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 1.9463 [2020-10-19 08:35:23,547][root][INFO] - ===> Epoch[5070](25347/5): Loss -0.8244, Sem 0.0174, dir -0.9865, norm 0.1447, swav 0.0000 LR: 6.101e-02 Score 99.427 Data time: 0.0522, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.3202 [2020-10-19 08:35:25,829][root][INFO] - ===> Epoch[5070](25348/5): Loss -0.8227, Sem 0.0172, dir -0.9874, norm 0.1475, swav 0.0000 LR: 6.101e-02 Score 99.426 Data time: 0.0624, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.2207 [2020-10-19 08:35:27,767][root][INFO] - ===> Epoch[5070](25349/5): Loss -0.8246, Sem 0.0187, dir -0.9864, norm 0.1432, swav 0.0000 LR: 6.101e-02 Score 99.369 Data time: 0.0636, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 1.8420 [2020-10-19 08:35:29,713][root][INFO] - ===> Epoch[5070](25350/5): Loss -0.8206, Sem 0.0202, dir -0.9855, norm 0.1447, swav 0.0000 LR: 6.101e-02 Score 99.316 Data time: 0.0771, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 1.8656 [2020-10-19 08:35:32,004][root][INFO] - ===> Epoch[5071](25351/5): Loss -0.8137, Sem 0.0203, dir -0.9847, norm 0.1506, swav 0.0000 LR: 6.101e-02 Score 99.330 Data time: 0.0861, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.1714 [2020-10-19 08:35:34,079][root][INFO] - ===> Epoch[5071](25352/5): Loss -0.8312, Sem 0.0171, dir -0.9870, norm 0.1388, swav 0.0000 LR: 6.101e-02 Score 99.436 Data time: 0.0857, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 1.9591 [2020-10-19 08:35:35,926][root][INFO] - ===> Epoch[5071](25353/5): Loss -0.8266, Sem 0.0210, dir -0.9863, norm 0.1387, swav 0.0000 LR: 6.101e-02 Score 99.304 Data time: 0.0756, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 1.7313 [2020-10-19 08:35:38,133][root][INFO] - ===> Epoch[5071](25354/5): Loss -0.8376, Sem 0.0183, dir -0.9866, norm 0.1306, swav 0.0000 LR: 6.100e-02 Score 99.375 Data time: 0.0614, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.0924 [2020-10-19 08:35:40,453][root][INFO] - ===> Epoch[5071](25355/5): Loss -0.8251, Sem 0.0202, dir -0.9866, norm 0.1413, swav 0.0000 LR: 6.100e-02 Score 99.314 Data time: 0.1027, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.2293 [2020-10-19 08:35:42,686][root][INFO] - ===> Epoch[5072](25356/5): Loss -0.8274, Sem 0.0186, dir -0.9866, norm 0.1405, swav 0.0000 LR: 6.100e-02 Score 99.378 Data time: 0.0679, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.1150 [2020-10-19 08:35:44,848][root][INFO] - ===> Epoch[5072](25357/5): Loss -0.8281, Sem 0.0193, dir -0.9861, norm 0.1388, swav 0.0000 LR: 6.100e-02 Score 99.358 Data time: 0.0953, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.0618 [2020-10-19 08:35:46,718][root][INFO] - ===> Epoch[5072](25358/5): Loss -0.8386, Sem 0.0166, dir -0.9871, norm 0.1319, swav 0.0000 LR: 6.100e-02 Score 99.442 Data time: 0.0570, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 1.7712 [2020-10-19 08:35:48,961][root][INFO] - ===> Epoch[5072](25359/5): Loss -0.8326, Sem 0.0183, dir -0.9885, norm 0.1375, swav 0.0000 LR: 6.100e-02 Score 99.393 Data time: 0.0773, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.1562 [2020-10-19 08:35:50,691][root][INFO] - ===> Epoch[5072](25360/5): Loss -0.8385, Sem 0.0190, dir -0.9870, norm 0.1295, swav 0.0000 LR: 6.099e-02 Score 99.367 Data time: 0.0778, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 1.6209 [2020-10-19 08:35:52,907][root][INFO] - ===> Epoch[5073](25361/5): Loss -0.8412, Sem 0.0170, dir -0.9870, norm 0.1288, swav 0.0000 LR: 6.099e-02 Score 99.424 Data time: 0.1125, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.1112 [2020-10-19 08:35:55,286][root][INFO] - ===> Epoch[5073](25362/5): Loss -0.8045, Sem 0.0207, dir -0.9845, norm 0.1593, swav 0.0000 LR: 6.099e-02 Score 99.312 Data time: 0.0758, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.2660 [2020-10-19 08:35:57,462][root][INFO] - ===> Epoch[5073](25363/5): Loss -0.8175, Sem 0.0182, dir -0.9860, norm 0.1503, swav 0.0000 LR: 6.099e-02 Score 99.386 Data time: 0.1710, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.0445 [2020-10-19 08:35:59,573][root][INFO] - ===> Epoch[5073](25364/5): Loss -0.8201, Sem 0.0183, dir -0.9865, norm 0.1481, swav 0.0000 LR: 6.099e-02 Score 99.383 Data time: 0.0898, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 1.9925 [2020-10-19 08:36:01,697][root][INFO] - ===> Epoch[5073](25365/5): Loss -0.8244, Sem 0.0187, dir -0.9875, norm 0.1444, swav 0.0000 LR: 6.099e-02 Score 99.376 Data time: 0.0780, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.0116 [2020-10-19 08:36:03,860][root][INFO] - ===> Epoch[5074](25366/5): Loss -0.8198, Sem 0.0186, dir -0.9865, norm 0.1482, swav 0.0000 LR: 6.098e-02 Score 99.377 Data time: 0.0601, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.0847 [2020-10-19 08:36:05,897][root][INFO] - ===> Epoch[5074](25367/5): Loss -0.8355, Sem 0.0179, dir -0.9858, norm 0.1324, swav 0.0000 LR: 6.098e-02 Score 99.387 Data time: 0.0950, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 1.9494 [2020-10-19 08:36:08,266][root][INFO] - ===> Epoch[5074](25368/5): Loss -0.8337, Sem 0.0162, dir -0.9871, norm 0.1372, swav 0.0000 LR: 6.098e-02 Score 99.451 Data time: 0.0921, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 2.2590 [2020-10-19 08:36:10,335][root][INFO] - ===> Epoch[5074](25369/5): Loss -0.8243, Sem 0.0212, dir -0.9860, norm 0.1405, swav 0.0000 LR: 6.098e-02 Score 99.288 Data time: 0.0627, Forward time: 0.7764, Backward time: 1.1718, DDP time: 0.0031, Total iter time: 1.9520 [2020-10-19 08:36:12,340][root][INFO] - ===> Epoch[5074](25370/5): Loss -0.8192, Sem 0.0188, dir -0.9869, norm 0.1489, swav 0.0000 LR: 6.098e-02 Score 99.376 Data time: 0.2855, Forward time: 0.7764, Backward time: 1.1717, DDP time: 0.0031, Total iter time: 1.9290 [2020-10-19 08:36:14,474][root][INFO] - ===> Epoch[5075](25371/5): Loss -0.8210, Sem 0.0164, dir -0.9865, norm 0.1490, swav 0.0000 LR: 6.098e-02 Score 99.448 Data time: 0.0952, Forward time: 0.7764, Backward time: 1.1717, DDP time: 0.0031, Total iter time: 2.0220 [2020-10-19 08:36:16,299][root][INFO] - ===> Epoch[5075](25372/5): Loss -0.8394, Sem 0.0196, dir -0.9869, norm 0.1278, swav 0.0000 LR: 6.098e-02 Score 99.335 Data time: 0.0602, Forward time: 0.7764, Backward time: 1.1717, DDP time: 0.0031, Total iter time: 1.7214 [2020-10-19 08:36:18,895][root][INFO] - ===> Epoch[5075](25373/5): Loss -0.8306, Sem 0.0184, dir -0.9870, norm 0.1379, swav 0.0000 LR: 6.097e-02 Score 99.378 Data time: 0.1687, Forward time: 0.7764, Backward time: 1.1717, DDP time: 0.0031, Total iter time: 2.5089 [2020-10-19 08:36:20,712][root][INFO] - ===> Epoch[5075](25374/5): Loss -0.8264, Sem 0.0192, dir -0.9859, norm 0.1403, swav 0.0000 LR: 6.097e-02 Score 99.353 Data time: 0.0627, Forward time: 0.7764, Backward time: 1.1717, DDP time: 0.0031, Total iter time: 1.7024 [2020-10-19 08:36:23,017][root][INFO] - ===> Epoch[5075](25375/5): Loss -0.8262, Sem 0.0170, dir -0.9868, norm 0.1436, swav 0.0000 LR: 6.097e-02 Score 99.419 Data time: 0.0542, Forward time: 0.7764, Backward time: 1.1717, DDP time: 0.0031, Total iter time: 2.2143 [2020-10-19 08:36:25,266][root][INFO] - ===> Epoch[5076](25376/5): Loss -0.8310, Sem 0.0181, dir -0.9866, norm 0.1375, swav 0.0000 LR: 6.097e-02 Score 99.394 Data time: 0.1125, Forward time: 0.7764, Backward time: 1.1717, DDP time: 0.0031, Total iter time: 2.1625 [2020-10-19 08:36:27,321][root][INFO] - ===> Epoch[5076](25377/5): Loss -0.8300, Sem 0.0185, dir -0.9873, norm 0.1388, swav 0.0000 LR: 6.097e-02 Score 99.383 Data time: 0.0853, Forward time: 0.7764, Backward time: 1.1717, DDP time: 0.0031, Total iter time: 1.9461 [2020-10-19 08:36:29,842][root][INFO] - ===> Epoch[5076](25378/5): Loss -0.8284, Sem 0.0193, dir -0.9861, norm 0.1385, swav 0.0000 LR: 6.097e-02 Score 99.344 Data time: 0.1026, Forward time: 0.7764, Backward time: 1.1717, DDP time: 0.0031, Total iter time: 2.4533 [2020-10-19 08:36:31,824][root][INFO] - ===> Epoch[5076](25379/5): Loss -0.8238, Sem 0.0162, dir -0.9874, norm 0.1475, swav 0.0000 LR: 6.096e-02 Score 99.465 Data time: 0.1007, Forward time: 0.7764, Backward time: 1.1717, DDP time: 0.0031, Total iter time: 1.8745 [2020-10-19 08:36:34,149][root][INFO] - ===> Epoch[5076](25380/5): Loss -0.8267, Sem 0.0182, dir -0.9875, norm 0.1426, swav 0.0000 LR: 6.096e-02 Score 99.409 Data time: 0.1197, Forward time: 0.7764, Backward time: 1.1717, DDP time: 0.0031, Total iter time: 2.2316 [2020-10-19 08:36:36,677][root][INFO] - ===> Epoch[5077](25381/5): Loss -0.8244, Sem 0.0183, dir -0.9857, norm 0.1429, swav 0.0000 LR: 6.096e-02 Score 99.378 Data time: 0.0816, Forward time: 0.7764, Backward time: 1.1717, DDP time: 0.0031, Total iter time: 2.4138 [2020-10-19 08:36:38,893][root][INFO] - ===> Epoch[5077](25382/5): Loss -0.8272, Sem 0.0187, dir -0.9868, norm 0.1409, swav 0.0000 LR: 6.096e-02 Score 99.387 Data time: 0.0850, Forward time: 0.7764, Backward time: 1.1717, DDP time: 0.0031, Total iter time: 2.1239 [2020-10-19 08:36:41,053][root][INFO] - ===> Epoch[5077](25383/5): Loss -0.8255, Sem 0.0204, dir -0.9868, norm 0.1409, swav 0.0000 LR: 6.096e-02 Score 99.312 Data time: 0.0813, Forward time: 0.7764, Backward time: 1.1717, DDP time: 0.0031, Total iter time: 2.0518 [2020-10-19 08:36:43,199][root][INFO] - ===> Epoch[5077](25384/5): Loss -0.8238, Sem 0.0180, dir -0.9877, norm 0.1459, swav 0.0000 LR: 6.096e-02 Score 99.404 Data time: 0.0822, Forward time: 0.7764, Backward time: 1.1717, DDP time: 0.0031, Total iter time: 2.0473 [2020-10-19 08:36:45,057][root][INFO] - ===> Epoch[5077](25385/5): Loss -0.8088, Sem 0.0219, dir -0.9843, norm 0.1535, swav 0.0000 LR: 6.095e-02 Score 99.284 Data time: 0.0715, Forward time: 0.7764, Backward time: 1.1717, DDP time: 0.0031, Total iter time: 1.7666 [2020-10-19 08:36:47,255][root][INFO] - ===> Epoch[5078](25386/5): Loss -0.8372, Sem 0.0213, dir -0.9860, norm 0.1275, swav 0.0000 LR: 6.095e-02 Score 99.280 Data time: 0.0818, Forward time: 0.7764, Backward time: 1.1717, DDP time: 0.0031, Total iter time: 2.0938 [2020-10-19 08:36:49,317][root][INFO] - ===> Epoch[5078](25387/5): Loss -0.8211, Sem 0.0171, dir -0.9876, norm 0.1494, swav 0.0000 LR: 6.095e-02 Score 99.440 Data time: 0.0808, Forward time: 0.7764, Backward time: 1.1717, DDP time: 0.0031, Total iter time: 1.9657 [2020-10-19 08:36:51,295][root][INFO] - ===> Epoch[5078](25388/5): Loss -0.8247, Sem 0.0183, dir -0.9863, norm 0.1433, swav 0.0000 LR: 6.095e-02 Score 99.395 Data time: 0.0634, Forward time: 0.7764, Backward time: 1.1717, DDP time: 0.0031, Total iter time: 1.8935 [2020-10-19 08:36:53,356][root][INFO] - ===> Epoch[5078](25389/5): Loss -0.8199, Sem 0.0178, dir -0.9871, norm 0.1494, swav 0.0000 LR: 6.095e-02 Score 99.391 Data time: 0.0840, Forward time: 0.7764, Backward time: 1.1717, DDP time: 0.0031, Total iter time: 1.9776 [2020-10-19 08:36:55,294][root][INFO] - ===> Epoch[5078](25390/5): Loss -0.8268, Sem 0.0180, dir -0.9880, norm 0.1432, swav 0.0000 LR: 6.095e-02 Score 99.396 Data time: 0.0798, Forward time: 0.7764, Backward time: 1.1717, DDP time: 0.0031, Total iter time: 1.8380 [2020-10-19 08:36:57,305][root][INFO] - ===> Epoch[5079](25391/5): Loss -0.8303, Sem 0.0183, dir -0.9862, norm 0.1376, swav 0.0000 LR: 6.095e-02 Score 99.404 Data time: 0.0830, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.9207 [2020-10-19 08:36:59,400][root][INFO] - ===> Epoch[5079](25392/5): Loss -0.8000, Sem 0.0209, dir -0.9863, norm 0.1654, swav 0.0000 LR: 6.094e-02 Score 99.292 Data time: 0.0718, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.0015 [2020-10-19 08:37:02,033][root][INFO] - ===> Epoch[5079](25393/5): Loss -0.8038, Sem 0.0215, dir -0.9863, norm 0.1609, swav 0.0000 LR: 6.094e-02 Score 99.286 Data time: 0.0688, Forward time: 0.7764, Backward time: 1.1717, DDP time: 0.0031, Total iter time: 2.5437 [2020-10-19 08:37:04,212][root][INFO] - ===> Epoch[5079](25394/5): Loss -0.7975, Sem 0.0185, dir -0.9865, norm 0.1705, swav 0.0000 LR: 6.094e-02 Score 99.361 Data time: 0.0740, Forward time: 0.7764, Backward time: 1.1717, DDP time: 0.0031, Total iter time: 2.0887 [2020-10-19 08:37:06,173][root][INFO] - ===> Epoch[5079](25395/5): Loss -0.8256, Sem 0.0182, dir -0.9864, norm 0.1427, swav 0.0000 LR: 6.094e-02 Score 99.397 Data time: 0.0832, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.8467 [2020-10-19 08:37:08,324][root][INFO] - ===> Epoch[5080](25396/5): Loss -0.8064, Sem 0.0205, dir -0.9849, norm 0.1580, swav 0.0000 LR: 6.094e-02 Score 99.301 Data time: 0.0803, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.0522 [2020-10-19 08:37:10,356][root][INFO] - ===> Epoch[5080](25397/5): Loss -0.8108, Sem 0.0174, dir -0.9865, norm 0.1583, swav 0.0000 LR: 6.094e-02 Score 99.415 Data time: 0.0676, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.9279 [2020-10-19 08:37:12,934][root][INFO] - ===> Epoch[5080](25398/5): Loss -0.8115, Sem 0.0230, dir -0.9863, norm 0.1518, swav 0.0000 LR: 6.093e-02 Score 99.289 Data time: 0.1580, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.4850 [2020-10-19 08:37:15,021][root][INFO] - ===> Epoch[5080](25399/5): Loss -0.8093, Sem 0.0191, dir -0.9861, norm 0.1576, swav 0.0000 LR: 6.093e-02 Score 99.382 Data time: 0.1050, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.9933 [2020-10-19 08:37:17,328][root][INFO] - ===> Epoch[5080](25400/5): Loss -0.8191, Sem 0.0190, dir -0.9874, norm 0.1492, swav 0.0000 LR: 6.093e-02 Score 99.361 Data time: 0.0849, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.1883 [2020-10-19 08:37:18,381][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 08:37:18,546][root][INFO] - ===> Start testing [2020-10-19 08:37:58,217][root][INFO] - 68/68: Data time: 0.1323, Iter time: 0.2006 Loss 1.404 (AVG: 0.555) Score 78.094 (AVG: 90.464) mIOU 69.489 mAP 84.725 mAcc 77.576 IOU: 61.528 1.344 79.008 73.623 94.011 91.570 36.813 75.461 98.504 65.961 79.213 86.607 59.718 mAP: 81.180 25.518 95.253 86.369 98.770 98.477 55.846 96.283 99.759 86.441 93.188 94.457 89.879 mAcc: 76.679 11.395 86.838 83.332 94.917 97.491 40.015 94.054 99.166 75.918 89.465 96.469 62.754 [2020-10-19 08:37:58,219][root][INFO] - Finished test. Elapsed time: 39.6705 [2020-10-19 08:38:01,168][root][INFO] - [2020-10-19 08:38:01,168][root][INFO] - ################################################################ [2020-10-19 08:38:01,168][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 08:38:01,168][root][INFO] - ################################################################ [2020-10-19 08:38:01,168][root][INFO] - clutter : nan nan nan [2020-10-19 08:38:01,168][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 08:38:01,168][root][INFO] - board : 0.772 0.823 0.902 [2020-10-19 08:38:01,168][root][INFO] - bookcase : 0.233 0.349 0.540 [2020-10-19 08:38:01,168][root][INFO] - ceiling : 0.492 0.551 0.653 [2020-10-19 08:38:01,168][root][INFO] - chair : 0.822 0.915 0.924 [2020-10-19 08:38:01,168][root][INFO] - column : 0.243 0.353 0.453 [2020-10-19 08:38:01,168][root][INFO] - door : 0.746 0.894 0.927 [2020-10-19 08:38:01,168][root][INFO] - floor : 0.768 0.768 0.804 [2020-10-19 08:38:01,169][root][INFO] - sofa : 0.418 0.636 0.775 [2020-10-19 08:38:01,169][root][INFO] - table : 0.158 0.338 0.663 [2020-10-19 08:38:01,169][root][INFO] - wall : 0.500 0.703 0.809 [2020-10-19 08:38:01,169][root][INFO] - window : 0.541 0.744 0.765 [2020-10-19 08:38:01,169][root][INFO] - ---------------------------------------------------------------- [2020-10-19 08:38:01,169][root][INFO] - average : 0.474 0.589 0.684 [2020-10-19 08:38:01,169][root][INFO] - [2020-10-19 08:38:01,324][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 08:38:01,325][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 08:38:02,770][root][INFO] - ===> Epoch[5081](25401/5): Loss -0.8160, Sem 0.0187, dir -0.9860, norm 0.1513, swav 0.0000 LR: 6.093e-02 Score 99.376 Data time: 0.0477, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.4392 [2020-10-19 08:38:04,711][root][INFO] - ===> Epoch[5081](25402/5): Loss -0.8142, Sem 0.0194, dir -0.9860, norm 0.1524, swav 0.0000 LR: 6.093e-02 Score 99.330 Data time: 0.0584, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.8525 [2020-10-19 08:38:06,952][root][INFO] - ===> Epoch[5081](25403/5): Loss -0.8247, Sem 0.0200, dir -0.9866, norm 0.1419, swav 0.0000 LR: 6.093e-02 Score 99.334 Data time: 0.0837, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.1377 [2020-10-19 08:38:09,737][root][INFO] - ===> Epoch[5081](25404/5): Loss -0.7929, Sem 0.0231, dir -0.9836, norm 0.1676, swav 0.0000 LR: 6.092e-02 Score 99.247 Data time: 0.0743, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.6738 [2020-10-19 08:38:11,770][root][INFO] - ===> Epoch[5081](25405/5): Loss -0.8307, Sem 0.0196, dir -0.9862, norm 0.1359, swav 0.0000 LR: 6.092e-02 Score 99.341 Data time: 0.0921, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.9145 [2020-10-19 08:38:13,610][root][INFO] - ===> Epoch[5082](25406/5): Loss -0.8145, Sem 0.0178, dir -0.9872, norm 0.1549, swav 0.0000 LR: 6.092e-02 Score 99.396 Data time: 0.0832, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.7502 [2020-10-19 08:38:15,454][root][INFO] - ===> Epoch[5082](25407/5): Loss -0.8227, Sem 0.0192, dir -0.9869, norm 0.1449, swav 0.0000 LR: 6.092e-02 Score 99.349 Data time: 0.1056, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.7373 [2020-10-19 08:38:18,152][root][INFO] - ===> Epoch[5082](25408/5): Loss -0.8150, Sem 0.0206, dir -0.9860, norm 0.1504, swav 0.0000 LR: 6.092e-02 Score 99.308 Data time: 0.0867, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.5894 [2020-10-19 08:38:20,267][root][INFO] - ===> Epoch[5082](25409/5): Loss -0.8126, Sem 0.0202, dir -0.9851, norm 0.1524, swav 0.0000 LR: 6.092e-02 Score 99.314 Data time: 0.0611, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.9889 [2020-10-19 08:38:22,380][root][INFO] - ===> Epoch[5082](25410/5): Loss -0.8318, Sem 0.0177, dir -0.9861, norm 0.1367, swav 0.0000 LR: 6.091e-02 Score 99.421 Data time: 0.0847, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.0109 [2020-10-19 08:38:24,523][root][INFO] - ===> Epoch[5083](25411/5): Loss -0.8235, Sem 0.0172, dir -0.9870, norm 0.1464, swav 0.0000 LR: 6.091e-02 Score 99.407 Data time: 0.0904, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.0261 [2020-10-19 08:38:26,719][root][INFO] - ===> Epoch[5083](25412/5): Loss -0.8195, Sem 0.0204, dir -0.9839, norm 0.1440, swav 0.0000 LR: 6.091e-02 Score 99.331 Data time: 0.0766, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.0600 [2020-10-19 08:38:29,402][root][INFO] - ===> Epoch[5083](25413/5): Loss -0.8308, Sem 0.0166, dir -0.9870, norm 0.1395, swav 0.0000 LR: 6.091e-02 Score 99.443 Data time: 0.0723, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.5454 [2020-10-19 08:38:31,766][root][INFO] - ===> Epoch[5083](25414/5): Loss -0.8274, Sem 0.0188, dir -0.9865, norm 0.1403, swav 0.0000 LR: 6.091e-02 Score 99.368 Data time: 0.0840, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.2639 [2020-10-19 08:38:33,541][root][INFO] - ===> Epoch[5083](25415/5): Loss -0.8276, Sem 0.0202, dir -0.9868, norm 0.1390, swav 0.0000 LR: 6.091e-02 Score 99.314 Data time: 0.0842, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.6641 [2020-10-19 08:38:35,636][root][INFO] - ===> Epoch[5084](25416/5): Loss -0.8281, Sem 0.0184, dir -0.9866, norm 0.1401, swav 0.0000 LR: 6.091e-02 Score 99.381 Data time: 0.0917, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.9938 [2020-10-19 08:38:38,150][root][INFO] - ===> Epoch[5084](25417/5): Loss -0.8327, Sem 0.0166, dir -0.9880, norm 0.1388, swav 0.0000 LR: 6.090e-02 Score 99.439 Data time: 0.0644, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.3899 [2020-10-19 08:38:40,421][root][INFO] - ===> Epoch[5084](25418/5): Loss -0.8289, Sem 0.0197, dir -0.9859, norm 0.1373, swav 0.0000 LR: 6.090e-02 Score 99.336 Data time: 0.1029, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.1632 [2020-10-19 08:38:42,605][root][INFO] - ===> Epoch[5084](25419/5): Loss -0.8272, Sem 0.0184, dir -0.9860, norm 0.1403, swav 0.0000 LR: 6.090e-02 Score 99.385 Data time: 0.0885, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.0717 [2020-10-19 08:38:44,794][root][INFO] - ===> Epoch[5084](25420/5): Loss -0.8153, Sem 0.0196, dir -0.9850, norm 0.1502, swav 0.0000 LR: 6.090e-02 Score 99.333 Data time: 0.0981, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.0739 [2020-10-19 08:38:47,055][root][INFO] - ===> Epoch[5085](25421/5): Loss -0.8246, Sem 0.0177, dir -0.9856, norm 0.1432, swav 0.0000 LR: 6.090e-02 Score 99.410 Data time: 0.1315, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.1465 [2020-10-19 08:38:49,358][root][INFO] - ===> Epoch[5085](25422/5): Loss -0.8254, Sem 0.0172, dir -0.9873, norm 0.1447, swav 0.0000 LR: 6.090e-02 Score 99.423 Data time: 0.1213, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.2265 [2020-10-19 08:38:51,602][root][INFO] - ===> Epoch[5085](25423/5): Loss -0.8282, Sem 0.0197, dir -0.9873, norm 0.1394, swav 0.0000 LR: 6.089e-02 Score 99.335 Data time: 0.1023, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.1416 [2020-10-19 08:38:53,783][root][INFO] - ===> Epoch[5085](25424/5): Loss -0.8229, Sem 0.0197, dir -0.9851, norm 0.1425, swav 0.0000 LR: 6.089e-02 Score 99.324 Data time: 0.0774, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.0693 [2020-10-19 08:38:55,761][root][INFO] - ===> Epoch[5085](25425/5): Loss -0.8173, Sem 0.0184, dir -0.9871, norm 0.1514, swav 0.0000 LR: 6.089e-02 Score 99.384 Data time: 0.1184, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.8761 [2020-10-19 08:38:57,925][root][INFO] - ===> Epoch[5086](25426/5): Loss -0.8285, Sem 0.0178, dir -0.9869, norm 0.1405, swav 0.0000 LR: 6.089e-02 Score 99.400 Data time: 0.1034, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.0638 [2020-10-19 08:38:59,993][root][INFO] - ===> Epoch[5086](25427/5): Loss -0.8257, Sem 0.0176, dir -0.9868, norm 0.1434, swav 0.0000 LR: 6.089e-02 Score 99.409 Data time: 0.0830, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.9381 [2020-10-19 08:39:02,394][root][INFO] - ===> Epoch[5086](25428/5): Loss -0.8372, Sem 0.0186, dir -0.9876, norm 0.1318, swav 0.0000 LR: 6.089e-02 Score 99.372 Data time: 0.1129, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.3000 [2020-10-19 08:39:04,503][root][INFO] - ===> Epoch[5086](25429/5): Loss -0.8221, Sem 0.0192, dir -0.9849, norm 0.1436, swav 0.0000 LR: 6.088e-02 Score 99.356 Data time: 0.0721, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.9974 [2020-10-19 08:39:06,643][root][INFO] - ===> Epoch[5086](25430/5): Loss -0.8167, Sem 0.0178, dir -0.9870, norm 0.1525, swav 0.0000 LR: 6.088e-02 Score 99.398 Data time: 0.0580, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.0277 [2020-10-19 08:39:08,805][root][INFO] - ===> Epoch[5087](25431/5): Loss -0.8325, Sem 0.0185, dir -0.9864, norm 0.1355, swav 0.0000 LR: 6.088e-02 Score 99.384 Data time: 0.0835, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.0874 [2020-10-19 08:39:10,762][root][INFO] - ===> Epoch[5087](25432/5): Loss -0.8270, Sem 0.0190, dir -0.9858, norm 0.1398, swav 0.0000 LR: 6.088e-02 Score 99.369 Data time: 0.0826, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.8307 [2020-10-19 08:39:12,583][root][INFO] - ===> Epoch[5087](25433/5): Loss -0.8440, Sem 0.0167, dir -0.9891, norm 0.1285, swav 0.0000 LR: 6.088e-02 Score 99.450 Data time: 0.0708, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.7141 [2020-10-19 08:39:14,960][root][INFO] - ===> Epoch[5087](25434/5): Loss -0.8294, Sem 0.0175, dir -0.9874, norm 0.1405, swav 0.0000 LR: 6.088e-02 Score 99.418 Data time: 0.1021, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.2834 [2020-10-19 08:39:17,181][root][INFO] - ===> Epoch[5087](25435/5): Loss -0.8243, Sem 0.0202, dir -0.9861, norm 0.1416, swav 0.0000 LR: 6.088e-02 Score 99.323 Data time: 0.0598, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.0937 [2020-10-19 08:39:19,296][root][INFO] - ===> Epoch[5088](25436/5): Loss -0.8121, Sem 0.0249, dir -0.9859, norm 0.1489, swav 0.0000 LR: 6.087e-02 Score 99.236 Data time: 0.0737, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.0171 [2020-10-19 08:39:21,457][root][INFO] - ===> Epoch[5088](25437/5): Loss -0.8303, Sem 0.0169, dir -0.9865, norm 0.1393, swav 0.0000 LR: 6.087e-02 Score 99.442 Data time: 0.1365, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.0591 [2020-10-19 08:39:23,672][root][INFO] - ===> Epoch[5088](25438/5): Loss -0.8288, Sem 0.0183, dir -0.9862, norm 0.1391, swav 0.0000 LR: 6.087e-02 Score 99.386 Data time: 0.0983, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.0817 [2020-10-19 08:39:25,994][root][INFO] - ===> Epoch[5088](25439/5): Loss -0.8234, Sem 0.0181, dir -0.9866, norm 0.1451, swav 0.0000 LR: 6.087e-02 Score 99.395 Data time: 0.0768, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.2114 [2020-10-19 08:39:28,219][root][INFO] - ===> Epoch[5088](25440/5): Loss -0.8032, Sem 0.0213, dir -0.9873, norm 0.1628, swav 0.0000 LR: 6.087e-02 Score 99.312 Data time: 0.1352, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.1261 [2020-10-19 08:39:30,572][root][INFO] - ===> Epoch[5089](25441/5): Loss -0.8280, Sem 0.0184, dir -0.9868, norm 0.1404, swav 0.0000 LR: 6.087e-02 Score 99.382 Data time: 0.1093, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.2494 [2020-10-19 08:39:32,601][root][INFO] - ===> Epoch[5089](25442/5): Loss -0.8126, Sem 0.0232, dir -0.9876, norm 0.1518, swav 0.0000 LR: 6.086e-02 Score 99.325 Data time: 0.0910, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.9329 [2020-10-19 08:39:34,634][root][INFO] - ===> Epoch[5089](25443/5): Loss -0.8407, Sem 0.0177, dir -0.9865, norm 0.1281, swav 0.0000 LR: 6.086e-02 Score 99.400 Data time: 0.0739, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.9507 [2020-10-19 08:39:36,909][root][INFO] - ===> Epoch[5089](25444/5): Loss -0.8211, Sem 0.0189, dir -0.9854, norm 0.1454, swav 0.0000 LR: 6.086e-02 Score 99.384 Data time: 0.0817, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.2069 [2020-10-19 08:39:39,538][root][INFO] - ===> Epoch[5089](25445/5): Loss -0.8247, Sem 0.0194, dir -0.9865, norm 0.1424, swav 0.0000 LR: 6.086e-02 Score 99.351 Data time: 0.0770, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.5279 [2020-10-19 08:39:41,764][root][INFO] - ===> Epoch[5090](25446/5): Loss -0.8222, Sem 0.0185, dir -0.9872, norm 0.1465, swav 0.0000 LR: 6.086e-02 Score 99.374 Data time: 0.0518, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.1213 [2020-10-19 08:39:43,959][root][INFO] - ===> Epoch[5090](25447/5): Loss -0.8229, Sem 0.0207, dir -0.9863, norm 0.1427, swav 0.0000 LR: 6.086e-02 Score 99.296 Data time: 0.0600, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.1339 [2020-10-19 08:39:46,038][root][INFO] - ===> Epoch[5090](25448/5): Loss -0.8220, Sem 0.0187, dir -0.9850, norm 0.1444, swav 0.0000 LR: 6.085e-02 Score 99.389 Data time: 0.0634, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.9826 [2020-10-19 08:39:48,128][root][INFO] - ===> Epoch[5090](25449/5): Loss -0.8180, Sem 0.0205, dir -0.9865, norm 0.1480, swav 0.0000 LR: 6.085e-02 Score 99.347 Data time: 0.0748, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.0312 [2020-10-19 08:39:50,218][root][INFO] - ===> Epoch[5090](25450/5): Loss -0.8334, Sem 0.0185, dir -0.9860, norm 0.1341, swav 0.0000 LR: 6.085e-02 Score 99.376 Data time: 0.0932, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.9763 [2020-10-19 08:39:52,384][root][INFO] - ===> Epoch[5091](25451/5): Loss -0.8321, Sem 0.0180, dir -0.9876, norm 0.1376, swav 0.0000 LR: 6.085e-02 Score 99.387 Data time: 0.0696, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.0547 [2020-10-19 08:39:54,862][root][INFO] - ===> Epoch[5091](25452/5): Loss -0.8235, Sem 0.0173, dir -0.9870, norm 0.1462, swav 0.0000 LR: 6.085e-02 Score 99.424 Data time: 0.0607, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.3809 [2020-10-19 08:39:56,830][root][INFO] - ===> Epoch[5091](25453/5): Loss -0.8228, Sem 0.0191, dir -0.9871, norm 0.1451, swav 0.0000 LR: 6.085e-02 Score 99.360 Data time: 0.0739, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.8842 [2020-10-19 08:39:58,809][root][INFO] - ===> Epoch[5091](25454/5): Loss -0.8362, Sem 0.0195, dir -0.9864, norm 0.1307, swav 0.0000 LR: 6.085e-02 Score 99.345 Data time: 0.0656, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.8718 [2020-10-19 08:40:00,789][root][INFO] - ===> Epoch[5091](25455/5): Loss -0.8382, Sem 0.0177, dir -0.9877, norm 0.1318, swav 0.0000 LR: 6.084e-02 Score 99.401 Data time: 0.0708, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.8839 [2020-10-19 08:40:02,656][root][INFO] - ===> Epoch[5092](25456/5): Loss -0.8303, Sem 0.0200, dir -0.9870, norm 0.1368, swav 0.0000 LR: 6.084e-02 Score 99.330 Data time: 0.0617, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.7520 [2020-10-19 08:40:05,492][root][INFO] - ===> Epoch[5092](25457/5): Loss -0.8051, Sem 0.0212, dir -0.9842, norm 0.1580, swav 0.0000 LR: 6.084e-02 Score 99.309 Data time: 0.1150, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.7327 [2020-10-19 08:40:07,438][root][INFO] - ===> Epoch[5092](25458/5): Loss -0.8291, Sem 0.0203, dir -0.9864, norm 0.1369, swav 0.0000 LR: 6.084e-02 Score 99.309 Data time: 0.0805, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.8158 [2020-10-19 08:40:09,686][root][INFO] - ===> Epoch[5092](25459/5): Loss -0.8346, Sem 0.0175, dir -0.9862, norm 0.1341, swav 0.0000 LR: 6.084e-02 Score 99.414 Data time: 0.0630, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.1489 [2020-10-19 08:40:11,834][root][INFO] - ===> Epoch[5092](25460/5): Loss -0.8228, Sem 0.0188, dir -0.9875, norm 0.1458, swav 0.0000 LR: 6.084e-02 Score 99.374 Data time: 0.0833, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.0665 [2020-10-19 08:40:14,316][root][INFO] - ===> Epoch[5093](25461/5): Loss -0.8276, Sem 0.0199, dir -0.9862, norm 0.1387, swav 0.0000 LR: 6.083e-02 Score 99.329 Data time: 0.0629, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.3603 [2020-10-19 08:40:16,482][root][INFO] - ===> Epoch[5093](25462/5): Loss -0.8381, Sem 0.0172, dir -0.9872, norm 0.1320, swav 0.0000 LR: 6.083e-02 Score 99.414 Data time: 0.0751, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.0637 [2020-10-19 08:40:18,804][root][INFO] - ===> Epoch[5093](25463/5): Loss -0.8274, Sem 0.0191, dir -0.9862, norm 0.1397, swav 0.0000 LR: 6.083e-02 Score 99.363 Data time: 0.0892, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.2167 [2020-10-19 08:40:20,760][root][INFO] - ===> Epoch[5093](25464/5): Loss -0.8337, Sem 0.0188, dir -0.9865, norm 0.1340, swav 0.0000 LR: 6.083e-02 Score 99.362 Data time: 0.0843, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.8437 [2020-10-19 08:40:22,913][root][INFO] - ===> Epoch[5093](25465/5): Loss -0.8250, Sem 0.0189, dir -0.9860, norm 0.1421, swav 0.0000 LR: 6.083e-02 Score 99.362 Data time: 0.0672, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.0260 [2020-10-19 08:40:25,217][root][INFO] - ===> Epoch[5094](25466/5): Loss -0.8273, Sem 0.0181, dir -0.9868, norm 0.1414, swav 0.0000 LR: 6.083e-02 Score 99.414 Data time: 0.0735, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.1877 [2020-10-19 08:40:27,793][root][INFO] - ===> Epoch[5094](25467/5): Loss -0.8284, Sem 0.0199, dir -0.9859, norm 0.1376, swav 0.0000 LR: 6.082e-02 Score 99.326 Data time: 0.0698, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.4626 [2020-10-19 08:40:29,957][root][INFO] - ===> Epoch[5094](25468/5): Loss -0.8269, Sem 0.0177, dir -0.9868, norm 0.1422, swav 0.0000 LR: 6.082e-02 Score 99.405 Data time: 0.0860, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.0626 [2020-10-19 08:40:32,290][root][INFO] - ===> Epoch[5094](25469/5): Loss -0.8442, Sem 0.0177, dir -0.9877, norm 0.1257, swav 0.0000 LR: 6.082e-02 Score 99.386 Data time: 0.0566, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.2215 [2020-10-19 08:40:35,230][root][INFO] - ===> Epoch[5094](25470/5): Loss -0.8326, Sem 0.0179, dir -0.9864, norm 0.1358, swav 0.0000 LR: 6.082e-02 Score 99.383 Data time: 0.0618, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.8381 [2020-10-19 08:40:37,457][root][INFO] - ===> Epoch[5095](25471/5): Loss -0.8225, Sem 0.0191, dir -0.9860, norm 0.1445, swav 0.0000 LR: 6.082e-02 Score 99.359 Data time: 0.0566, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.1080 [2020-10-19 08:40:39,652][root][INFO] - ===> Epoch[5095](25472/5): Loss -0.8145, Sem 0.0190, dir -0.9855, norm 0.1521, swav 0.0000 LR: 6.082e-02 Score 99.371 Data time: 0.0966, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.1251 [2020-10-19 08:40:41,695][root][INFO] - ===> Epoch[5095](25473/5): Loss -0.8258, Sem 0.0204, dir -0.9864, norm 0.1402, swav 0.0000 LR: 6.082e-02 Score 99.327 Data time: 0.0829, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.9387 [2020-10-19 08:40:43,853][root][INFO] - ===> Epoch[5095](25474/5): Loss -0.8391, Sem 0.0170, dir -0.9884, norm 0.1322, swav 0.0000 LR: 6.081e-02 Score 99.427 Data time: 0.0829, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.0406 [2020-10-19 08:40:46,170][root][INFO] - ===> Epoch[5095](25475/5): Loss -0.8344, Sem 0.0178, dir -0.9866, norm 0.1345, swav 0.0000 LR: 6.081e-02 Score 99.396 Data time: 0.0772, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.2107 [2020-10-19 08:40:48,209][root][INFO] - ===> Epoch[5096](25476/5): Loss -0.8292, Sem 0.0189, dir -0.9862, norm 0.1381, swav 0.0000 LR: 6.081e-02 Score 99.358 Data time: 0.0887, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.9422 [2020-10-19 08:40:50,535][root][INFO] - ===> Epoch[5096](25477/5): Loss -0.8368, Sem 0.0194, dir -0.9872, norm 0.1309, swav 0.0000 LR: 6.081e-02 Score 99.343 Data time: 0.0710, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.2116 [2020-10-19 08:40:53,067][root][INFO] - ===> Epoch[5096](25478/5): Loss -0.8328, Sem 0.0177, dir -0.9860, norm 0.1355, swav 0.0000 LR: 6.081e-02 Score 99.407 Data time: 0.0488, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.4074 [2020-10-19 08:40:55,052][root][INFO] - ===> Epoch[5096](25479/5): Loss -0.8307, Sem 0.0172, dir -0.9857, norm 0.1378, swav 0.0000 LR: 6.081e-02 Score 99.424 Data time: 0.0627, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.9029 [2020-10-19 08:40:57,474][root][INFO] - ===> Epoch[5096](25480/5): Loss -0.8349, Sem 0.0187, dir -0.9870, norm 0.1334, swav 0.0000 LR: 6.080e-02 Score 99.360 Data time: 0.0794, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.3312 [2020-10-19 08:40:59,660][root][INFO] - ===> Epoch[5097](25481/5): Loss -0.8383, Sem 0.0183, dir -0.9876, norm 0.1310, swav 0.0000 LR: 6.080e-02 Score 99.381 Data time: 0.0843, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.0726 [2020-10-19 08:41:02,556][root][INFO] - ===> Epoch[5097](25482/5): Loss -0.8332, Sem 0.0178, dir -0.9879, norm 0.1370, swav 0.0000 LR: 6.080e-02 Score 99.409 Data time: 0.0602, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.7766 [2020-10-19 08:41:05,002][root][INFO] - ===> Epoch[5097](25483/5): Loss -0.8236, Sem 0.0188, dir -0.9854, norm 0.1430, swav 0.0000 LR: 6.080e-02 Score 99.369 Data time: 0.0638, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.3329 [2020-10-19 08:41:07,346][root][INFO] - ===> Epoch[5097](25484/5): Loss -0.8161, Sem 0.0200, dir -0.9852, norm 0.1491, swav 0.0000 LR: 6.080e-02 Score 99.330 Data time: 0.0603, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.2435 [2020-10-19 08:41:09,555][root][INFO] - ===> Epoch[5097](25485/5): Loss -0.8265, Sem 0.0207, dir -0.9868, norm 0.1396, swav 0.0000 LR: 6.080e-02 Score 99.303 Data time: 0.0553, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.1111 [2020-10-19 08:41:11,481][root][INFO] - ===> Epoch[5098](25486/5): Loss -0.8262, Sem 0.0195, dir -0.9864, norm 0.1407, swav 0.0000 LR: 6.079e-02 Score 99.351 Data time: 0.0638, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.8506 [2020-10-19 08:41:13,879][root][INFO] - ===> Epoch[5098](25487/5): Loss -0.8179, Sem 0.0176, dir -0.9860, norm 0.1505, swav 0.0000 LR: 6.079e-02 Score 99.396 Data time: 0.0568, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.3052 [2020-10-19 08:41:16,084][root][INFO] - ===> Epoch[5098](25488/5): Loss -0.8194, Sem 0.0173, dir -0.9857, norm 0.1490, swav 0.0000 LR: 6.079e-02 Score 99.416 Data time: 0.0851, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.0921 [2020-10-19 08:41:18,304][root][INFO] - ===> Epoch[5098](25489/5): Loss -0.8349, Sem 0.0170, dir -0.9866, norm 0.1347, swav 0.0000 LR: 6.079e-02 Score 99.419 Data time: 0.0790, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.1157 [2020-10-19 08:41:20,632][root][INFO] - ===> Epoch[5098](25490/5): Loss -0.8240, Sem 0.0194, dir -0.9858, norm 0.1423, swav 0.0000 LR: 6.079e-02 Score 99.351 Data time: 0.0767, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.2271 [2020-10-19 08:41:22,969][root][INFO] - ===> Epoch[5099](25491/5): Loss -0.8105, Sem 0.0177, dir -0.9873, norm 0.1592, swav 0.0000 LR: 6.079e-02 Score 99.421 Data time: 0.0745, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.2351 [2020-10-19 08:41:25,229][root][INFO] - ===> Epoch[5099](25492/5): Loss -0.8324, Sem 0.0197, dir -0.9865, norm 0.1345, swav 0.0000 LR: 6.079e-02 Score 99.334 Data time: 0.0715, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.1473 [2020-10-19 08:41:27,034][root][INFO] - ===> Epoch[5099](25493/5): Loss -0.8298, Sem 0.0196, dir -0.9861, norm 0.1366, swav 0.0000 LR: 6.078e-02 Score 99.344 Data time: 0.0732, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.7084 [2020-10-19 08:41:28,893][root][INFO] - ===> Epoch[5099](25494/5): Loss -0.8219, Sem 0.0187, dir -0.9863, norm 0.1456, swav 0.0000 LR: 6.078e-02 Score 99.376 Data time: 0.1173, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.7548 [2020-10-19 08:41:31,331][root][INFO] - ===> Epoch[5099](25495/5): Loss -0.8230, Sem 0.0180, dir -0.9854, norm 0.1444, swav 0.0000 LR: 6.078e-02 Score 99.391 Data time: 0.1564, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.3433 [2020-10-19 08:41:34,052][root][INFO] - ===> Epoch[5100](25496/5): Loss -0.8246, Sem 0.0181, dir -0.9877, norm 0.1451, swav 0.0000 LR: 6.078e-02 Score 99.408 Data time: 0.0776, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.5959 [2020-10-19 08:41:35,953][root][INFO] - ===> Epoch[5100](25497/5): Loss -0.8464, Sem 0.0160, dir -0.9874, norm 0.1250, swav 0.0000 LR: 6.078e-02 Score 99.451 Data time: 0.0816, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.7853 [2020-10-19 08:41:38,326][root][INFO] - ===> Epoch[5100](25498/5): Loss -0.8072, Sem 0.0189, dir -0.9858, norm 0.1597, swav 0.0000 LR: 6.078e-02 Score 99.368 Data time: 0.0601, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.2701 [2020-10-19 08:41:40,598][root][INFO] - ===> Epoch[5100](25499/5): Loss -0.8213, Sem 0.0191, dir -0.9851, norm 0.1447, swav 0.0000 LR: 6.077e-02 Score 99.366 Data time: 0.0593, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.1651 [2020-10-19 08:41:42,662][root][INFO] - ===> Epoch[5100](25500/5): Loss -0.8456, Sem 0.0175, dir -0.9887, norm 0.1256, swav 0.0000 LR: 6.077e-02 Score 99.441 Data time: 0.0587, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.9805 [2020-10-19 08:41:44,154][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 08:41:45,827][root][INFO] - ===> Epoch[5101](25501/5): Loss -0.8265, Sem 0.0175, dir -0.9866, norm 0.1427, swav 0.0000 LR: 6.077e-02 Score 99.409 Data time: 0.0747, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.4949 [2020-10-19 08:41:47,967][root][INFO] - ===> Epoch[5101](25502/5): Loss -0.8267, Sem 0.0173, dir -0.9864, norm 0.1423, swav 0.0000 LR: 6.077e-02 Score 99.424 Data time: 0.2864, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.0481 [2020-10-19 08:41:50,449][root][INFO] - ===> Epoch[5101](25503/5): Loss -0.8383, Sem 0.0166, dir -0.9870, norm 0.1320, swav 0.0000 LR: 6.077e-02 Score 99.444 Data time: 0.1083, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.3628 [2020-10-19 08:41:52,201][root][INFO] - ===> Epoch[5101](25504/5): Loss -0.8329, Sem 0.0182, dir -0.9871, norm 0.1359, swav 0.0000 LR: 6.077e-02 Score 99.373 Data time: 0.0726, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.6339 [2020-10-19 08:41:54,446][root][INFO] - ===> Epoch[5101](25505/5): Loss -0.8332, Sem 0.0167, dir -0.9868, norm 0.1368, swav 0.0000 LR: 6.076e-02 Score 99.442 Data time: 0.0592, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.1597 [2020-10-19 08:41:57,175][root][INFO] - ===> Epoch[5102](25506/5): Loss -0.8332, Sem 0.0188, dir -0.9868, norm 0.1348, swav 0.0000 LR: 6.076e-02 Score 99.366 Data time: 0.0693, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.6481 [2020-10-19 08:41:59,138][root][INFO] - ===> Epoch[5102](25507/5): Loss -0.8285, Sem 0.0184, dir -0.9881, norm 0.1412, swav 0.0000 LR: 6.076e-02 Score 99.382 Data time: 0.0807, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.8547 [2020-10-19 08:42:01,232][root][INFO] - ===> Epoch[5102](25508/5): Loss -0.8255, Sem 0.0187, dir -0.9858, norm 0.1415, swav 0.0000 LR: 6.076e-02 Score 99.370 Data time: 0.0385, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.9824 [2020-10-19 08:42:03,818][root][INFO] - ===> Epoch[5102](25509/5): Loss -0.8222, Sem 0.0188, dir -0.9858, norm 0.1449, swav 0.0000 LR: 6.076e-02 Score 99.366 Data time: 0.1162, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.4818 [2020-10-19 08:42:05,903][root][INFO] - ===> Epoch[5102](25510/5): Loss -0.8267, Sem 0.0201, dir -0.9860, norm 0.1391, swav 0.0000 LR: 6.076e-02 Score 99.339 Data time: 0.0753, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.9702 [2020-10-19 08:42:08,850][root][INFO] - ===> Epoch[5103](25511/5): Loss -0.8121, Sem 0.0180, dir -0.9870, norm 0.1570, swav 0.0000 LR: 6.075e-02 Score 99.391 Data time: 0.0689, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.8250 [2020-10-19 08:42:10,778][root][INFO] - ===> Epoch[5103](25512/5): Loss -0.8403, Sem 0.0169, dir -0.9871, norm 0.1299, swav 0.0000 LR: 6.075e-02 Score 99.430 Data time: 0.0626, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.8339 [2020-10-19 08:42:12,949][root][INFO] - ===> Epoch[5103](25513/5): Loss -0.8198, Sem 0.0170, dir -0.9871, norm 0.1503, swav 0.0000 LR: 6.075e-02 Score 99.427 Data time: 0.0876, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.0761 [2020-10-19 08:42:14,648][root][INFO] - ===> Epoch[5103](25514/5): Loss -0.8068, Sem 0.0220, dir -0.9850, norm 0.1562, swav 0.0000 LR: 6.075e-02 Score 99.264 Data time: 0.0633, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.5893 [2020-10-19 08:42:16,644][root][INFO] - ===> Epoch[5103](25515/5): Loss -0.8320, Sem 0.0179, dir -0.9862, norm 0.1363, swav 0.0000 LR: 6.075e-02 Score 99.393 Data time: 0.0698, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.9149 [2020-10-19 08:42:19,041][root][INFO] - ===> Epoch[5104](25516/5): Loss -0.8101, Sem 0.0176, dir -0.9872, norm 0.1595, swav 0.0000 LR: 6.075e-02 Score 99.393 Data time: 0.0913, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.2901 [2020-10-19 08:42:20,811][root][INFO] - ===> Epoch[5104](25517/5): Loss -0.8288, Sem 0.0201, dir -0.9861, norm 0.1372, swav 0.0000 LR: 6.075e-02 Score 99.327 Data time: 0.0666, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.6435 [2020-10-19 08:42:22,987][root][INFO] - ===> Epoch[5104](25518/5): Loss -0.8184, Sem 0.0171, dir -0.9872, norm 0.1517, swav 0.0000 LR: 6.074e-02 Score 99.428 Data time: 0.0854, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.0910 [2020-10-19 08:42:25,114][root][INFO] - ===> Epoch[5104](25519/5): Loss -0.8298, Sem 0.0190, dir -0.9852, norm 0.1363, swav 0.0000 LR: 6.074e-02 Score 99.361 Data time: 0.0597, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.0131 [2020-10-19 08:42:27,659][root][INFO] - ===> Epoch[5104](25520/5): Loss -0.8186, Sem 0.0183, dir -0.9875, norm 0.1506, swav 0.0000 LR: 6.074e-02 Score 99.382 Data time: 0.1036, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.4641 [2020-10-19 08:42:29,770][root][INFO] - ===> Epoch[5105](25521/5): Loss -0.8267, Sem 0.0182, dir -0.9859, norm 0.1410, swav 0.0000 LR: 6.074e-02 Score 99.395 Data time: 0.0653, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.9930 [2020-10-19 08:42:31,791][root][INFO] - ===> Epoch[5105](25522/5): Loss -0.8271, Sem 0.0193, dir -0.9869, norm 0.1405, swav 0.0000 LR: 6.074e-02 Score 99.354 Data time: 0.0648, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.9359 [2020-10-19 08:42:33,946][root][INFO] - ===> Epoch[5105](25523/5): Loss -0.8223, Sem 0.0203, dir -0.9859, norm 0.1433, swav 0.0000 LR: 6.074e-02 Score 99.330 Data time: 0.0694, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.0728 [2020-10-19 08:42:36,635][root][INFO] - ===> Epoch[5105](25524/5): Loss -0.8329, Sem 0.0159, dir -0.9870, norm 0.1382, swav 0.0000 LR: 6.073e-02 Score 99.473 Data time: 0.0905, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.5917 [2020-10-19 08:42:38,786][root][INFO] - ===> Epoch[5105](25525/5): Loss -0.8283, Sem 0.0197, dir -0.9876, norm 0.1396, swav 0.0000 LR: 6.073e-02 Score 99.346 Data time: 0.1257, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.0319 [2020-10-19 08:42:40,852][root][INFO] - ===> Epoch[5106](25526/5): Loss -0.8242, Sem 0.0190, dir -0.9854, norm 0.1422, swav 0.0000 LR: 6.073e-02 Score 99.369 Data time: 0.1071, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.9532 [2020-10-19 08:42:43,092][root][INFO] - ===> Epoch[5106](25527/5): Loss -0.8263, Sem 0.0167, dir -0.9883, norm 0.1453, swav 0.0000 LR: 6.073e-02 Score 99.429 Data time: 0.0741, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.1334 [2020-10-19 08:42:45,278][root][INFO] - ===> Epoch[5106](25528/5): Loss -0.8185, Sem 0.0205, dir -0.9852, norm 0.1463, swav 0.0000 LR: 6.073e-02 Score 99.317 Data time: 0.0767, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.1002 [2020-10-19 08:42:47,401][root][INFO] - ===> Epoch[5106](25529/5): Loss -0.8217, Sem 0.0209, dir -0.9858, norm 0.1432, swav 0.0000 LR: 6.073e-02 Score 99.296 Data time: 0.0965, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.9859 [2020-10-19 08:42:49,488][root][INFO] - ===> Epoch[5106](25530/5): Loss -0.8407, Sem 0.0170, dir -0.9877, norm 0.1300, swav 0.0000 LR: 6.072e-02 Score 99.428 Data time: 0.0836, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.9680 [2020-10-19 08:42:51,508][root][INFO] - ===> Epoch[5107](25531/5): Loss -0.8226, Sem 0.0191, dir -0.9865, norm 0.1448, swav 0.0000 LR: 6.072e-02 Score 99.368 Data time: 0.0764, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.9225 [2020-10-19 08:42:54,124][root][INFO] - ===> Epoch[5107](25532/5): Loss -0.8327, Sem 0.0196, dir -0.9864, norm 0.1340, swav 0.0000 LR: 6.072e-02 Score 99.346 Data time: 0.0610, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.5079 [2020-10-19 08:42:55,926][root][INFO] - ===> Epoch[5107](25533/5): Loss -0.8345, Sem 0.0178, dir -0.9877, norm 0.1354, swav 0.0000 LR: 6.072e-02 Score 99.406 Data time: 0.0666, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.7429 [2020-10-19 08:42:58,254][root][INFO] - ===> Epoch[5107](25534/5): Loss -0.8292, Sem 0.0188, dir -0.9872, norm 0.1392, swav 0.0000 LR: 6.072e-02 Score 99.351 Data time: 0.0430, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.2181 [2020-10-19 08:43:00,365][root][INFO] - ===> Epoch[5107](25535/5): Loss -0.8333, Sem 0.0178, dir -0.9861, norm 0.1350, swav 0.0000 LR: 6.072e-02 Score 99.396 Data time: 0.0639, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.0473 [2020-10-19 08:43:02,839][root][INFO] - ===> Epoch[5108](25536/5): Loss -0.8247, Sem 0.0197, dir -0.9860, norm 0.1416, swav 0.0000 LR: 6.072e-02 Score 99.332 Data time: 0.0768, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.3837 [2020-10-19 08:43:04,672][root][INFO] - ===> Epoch[5108](25537/5): Loss -0.8352, Sem 0.0175, dir -0.9868, norm 0.1341, swav 0.0000 LR: 6.071e-02 Score 99.414 Data time: 0.0591, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.7176 [2020-10-19 08:43:06,608][root][INFO] - ===> Epoch[5108](25538/5): Loss -0.8335, Sem 0.0178, dir -0.9879, norm 0.1366, swav 0.0000 LR: 6.071e-02 Score 99.425 Data time: 0.0901, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.8297 [2020-10-19 08:43:08,745][root][INFO] - ===> Epoch[5108](25539/5): Loss -0.8193, Sem 0.0219, dir -0.9862, norm 0.1450, swav 0.0000 LR: 6.071e-02 Score 99.284 Data time: 0.0975, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.0212 [2020-10-19 08:43:11,134][root][INFO] - ===> Epoch[5108](25540/5): Loss -0.8351, Sem 0.0165, dir -0.9862, norm 0.1346, swav 0.0000 LR: 6.071e-02 Score 99.435 Data time: 0.0932, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.2586 [2020-10-19 08:43:13,421][root][INFO] - ===> Epoch[5109](25541/5): Loss -0.8289, Sem 0.0193, dir -0.9865, norm 0.1383, swav 0.0000 LR: 6.071e-02 Score 99.346 Data time: 0.0886, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.1593 [2020-10-19 08:43:15,256][root][INFO] - ===> Epoch[5109](25542/5): Loss -0.8195, Sem 0.0193, dir -0.9859, norm 0.1471, swav 0.0000 LR: 6.071e-02 Score 99.364 Data time: 0.0788, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 1.7273 [2020-10-19 08:43:17,121][root][INFO] - ===> Epoch[5109](25543/5): Loss -0.8249, Sem 0.0196, dir -0.9874, norm 0.1428, swav 0.0000 LR: 6.070e-02 Score 99.335 Data time: 0.0722, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.7860 [2020-10-19 08:43:19,369][root][INFO] - ===> Epoch[5109](25544/5): Loss -0.8358, Sem 0.0181, dir -0.9862, norm 0.1323, swav 0.0000 LR: 6.070e-02 Score 99.405 Data time: 0.0692, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.1582 [2020-10-19 08:43:21,604][root][INFO] - ===> Epoch[5109](25545/5): Loss -0.7959, Sem 0.0224, dir -0.9862, norm 0.1680, swav 0.0000 LR: 6.070e-02 Score 99.299 Data time: 0.0887, Forward time: 0.7764, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.1414 [2020-10-19 08:43:23,957][root][INFO] - ===> Epoch[5110](25546/5): Loss -0.8348, Sem 0.0193, dir -0.9860, norm 0.1319, swav 0.0000 LR: 6.070e-02 Score 99.332 Data time: 0.1082, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.2611 [2020-10-19 08:43:26,189][root][INFO] - ===> Epoch[5110](25547/5): Loss -0.8218, Sem 0.0204, dir -0.9863, norm 0.1440, swav 0.0000 LR: 6.070e-02 Score 99.315 Data time: 0.0788, Forward time: 0.7765, Backward time: 1.1716, DDP time: 0.0031, Total iter time: 2.1097 [2020-10-19 08:43:28,290][root][INFO] - ===> Epoch[5110](25548/5): Loss -0.8409, Sem 0.0193, dir -0.9868, norm 0.1265, swav 0.0000 LR: 6.070e-02 Score 99.343 Data time: 0.0969, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.0042 [2020-10-19 08:43:30,475][root][INFO] - ===> Epoch[5110](25549/5): Loss -0.8202, Sem 0.0177, dir -0.9867, norm 0.1488, swav 0.0000 LR: 6.069e-02 Score 99.423 Data time: 0.0856, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.0717 [2020-10-19 08:43:32,318][root][INFO] - ===> Epoch[5110](25550/5): Loss -0.8192, Sem 0.0218, dir -0.9850, norm 0.1440, swav 0.0000 LR: 6.069e-02 Score 99.264 Data time: 0.0717, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.7393 [2020-10-19 08:43:34,655][root][INFO] - ===> Epoch[5111](25551/5): Loss -0.8198, Sem 0.0177, dir -0.9870, norm 0.1495, swav 0.0000 LR: 6.069e-02 Score 99.400 Data time: 0.0792, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.2425 [2020-10-19 08:43:36,488][root][INFO] - ===> Epoch[5111](25552/5): Loss -0.8378, Sem 0.0182, dir -0.9868, norm 0.1308, swav 0.0000 LR: 6.069e-02 Score 99.364 Data time: 0.1007, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.7192 [2020-10-19 08:43:38,815][root][INFO] - ===> Epoch[5111](25553/5): Loss -0.8211, Sem 0.0168, dir -0.9867, norm 0.1488, swav 0.0000 LR: 6.069e-02 Score 99.448 Data time: 0.0956, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.2238 [2020-10-19 08:43:41,337][root][INFO] - ===> Epoch[5111](25554/5): Loss -0.8336, Sem 0.0179, dir -0.9863, norm 0.1348, swav 0.0000 LR: 6.069e-02 Score 99.410 Data time: 0.0645, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.3946 [2020-10-19 08:43:43,192][root][INFO] - ===> Epoch[5111](25555/5): Loss -0.8321, Sem 0.0176, dir -0.9872, norm 0.1375, swav 0.0000 LR: 6.069e-02 Score 99.418 Data time: 0.0780, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.7696 [2020-10-19 08:43:45,334][root][INFO] - ===> Epoch[5112](25556/5): Loss -0.8374, Sem 0.0193, dir -0.9873, norm 0.1305, swav 0.0000 LR: 6.068e-02 Score 99.347 Data time: 0.0741, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.0370 [2020-10-19 08:43:48,021][root][INFO] - ===> Epoch[5112](25557/5): Loss -0.8135, Sem 0.0235, dir -0.9851, norm 0.1480, swav 0.0000 LR: 6.068e-02 Score 99.265 Data time: 0.0903, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.5873 [2020-10-19 08:43:50,031][root][INFO] - ===> Epoch[5112](25558/5): Loss -0.8345, Sem 0.0178, dir -0.9863, norm 0.1340, swav 0.0000 LR: 6.068e-02 Score 99.404 Data time: 0.0799, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.8813 [2020-10-19 08:43:52,151][root][INFO] - ===> Epoch[5112](25559/5): Loss -0.8211, Sem 0.0193, dir -0.9861, norm 0.1458, swav 0.0000 LR: 6.068e-02 Score 99.375 Data time: 0.0824, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.0137 [2020-10-19 08:43:54,214][root][INFO] - ===> Epoch[5112](25560/5): Loss -0.8451, Sem 0.0179, dir -0.9876, norm 0.1247, swav 0.0000 LR: 6.068e-02 Score 99.405 Data time: 0.0815, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.9461 [2020-10-19 08:43:56,604][root][INFO] - ===> Epoch[5113](25561/5): Loss -0.8093, Sem 0.0172, dir -0.9867, norm 0.1603, swav 0.0000 LR: 6.068e-02 Score 99.431 Data time: 0.1007, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.2897 [2020-10-19 08:43:58,650][root][INFO] - ===> Epoch[5113](25562/5): Loss -0.8349, Sem 0.0173, dir -0.9874, norm 0.1352, swav 0.0000 LR: 6.067e-02 Score 99.414 Data time: 0.0720, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.8991 [2020-10-19 08:44:00,753][root][INFO] - ===> Epoch[5113](25563/5): Loss -0.8208, Sem 0.0191, dir -0.9867, norm 0.1467, swav 0.0000 LR: 6.067e-02 Score 99.350 Data time: 0.0960, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.0255 [2020-10-19 08:44:02,953][root][INFO] - ===> Epoch[5113](25564/5): Loss -0.8277, Sem 0.0160, dir -0.9864, norm 0.1427, swav 0.0000 LR: 6.067e-02 Score 99.464 Data time: 0.0658, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.0920 [2020-10-19 08:44:05,189][root][INFO] - ===> Epoch[5113](25565/5): Loss -0.8254, Sem 0.0185, dir -0.9871, norm 0.1432, swav 0.0000 LR: 6.067e-02 Score 99.370 Data time: 0.0731, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.1594 [2020-10-19 08:44:07,320][root][INFO] - ===> Epoch[5114](25566/5): Loss -0.8179, Sem 0.0179, dir -0.9868, norm 0.1510, swav 0.0000 LR: 6.067e-02 Score 99.394 Data time: 0.0775, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.0223 [2020-10-19 08:44:09,583][root][INFO] - ===> Epoch[5114](25567/5): Loss -0.8245, Sem 0.0188, dir -0.9866, norm 0.1432, swav 0.0000 LR: 6.067e-02 Score 99.379 Data time: 0.1008, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.1406 [2020-10-19 08:44:12,219][root][INFO] - ===> Epoch[5114](25568/5): Loss -0.8266, Sem 0.0190, dir -0.9867, norm 0.1410, swav 0.0000 LR: 6.066e-02 Score 99.378 Data time: 0.0716, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.5249 [2020-10-19 08:44:14,529][root][INFO] - ===> Epoch[5114](25569/5): Loss -0.8393, Sem 0.0177, dir -0.9876, norm 0.1305, swav 0.0000 LR: 6.066e-02 Score 99.386 Data time: 0.0707, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.2065 [2020-10-19 08:44:16,326][root][INFO] - ===> Epoch[5114](25570/5): Loss -0.8214, Sem 0.0179, dir -0.9871, norm 0.1478, swav 0.0000 LR: 6.066e-02 Score 99.386 Data time: 0.0723, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.6987 [2020-10-19 08:44:18,403][root][INFO] - ===> Epoch[5115](25571/5): Loss -0.8388, Sem 0.0165, dir -0.9874, norm 0.1321, swav 0.0000 LR: 6.066e-02 Score 99.448 Data time: 0.0709, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.9866 [2020-10-19 08:44:20,715][root][INFO] - ===> Epoch[5115](25572/5): Loss -0.8403, Sem 0.0161, dir -0.9881, norm 0.1316, swav 0.0000 LR: 6.066e-02 Score 99.466 Data time: 0.1441, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.2091 [2020-10-19 08:44:22,928][root][INFO] - ===> Epoch[5115](25573/5): Loss -0.8355, Sem 0.0184, dir -0.9863, norm 0.1324, swav 0.0000 LR: 6.066e-02 Score 99.380 Data time: 0.0826, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.1098 [2020-10-19 08:44:25,070][root][INFO] - ===> Epoch[5115](25574/5): Loss -0.8241, Sem 0.0187, dir -0.9866, norm 0.1439, swav 0.0000 LR: 6.066e-02 Score 99.374 Data time: 0.1049, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.0630 [2020-10-19 08:44:27,058][root][INFO] - ===> Epoch[5115](25575/5): Loss -0.8203, Sem 0.0187, dir -0.9853, norm 0.1464, swav 0.0000 LR: 6.065e-02 Score 99.396 Data time: 0.0859, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.8800 [2020-10-19 08:44:29,140][root][INFO] - ===> Epoch[5116](25576/5): Loss -0.8227, Sem 0.0212, dir -0.9864, norm 0.1425, swav 0.0000 LR: 6.065e-02 Score 99.302 Data time: 0.0514, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.9911 [2020-10-19 08:44:31,203][root][INFO] - ===> Epoch[5116](25577/5): Loss -0.8340, Sem 0.0190, dir -0.9868, norm 0.1337, swav 0.0000 LR: 6.065e-02 Score 99.377 Data time: 0.0712, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.9909 [2020-10-19 08:44:33,354][root][INFO] - ===> Epoch[5116](25578/5): Loss -0.8345, Sem 0.0182, dir -0.9874, norm 0.1347, swav 0.0000 LR: 6.065e-02 Score 99.388 Data time: 0.0548, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.0804 [2020-10-19 08:44:35,950][root][INFO] - ===> Epoch[5116](25579/5): Loss -0.8149, Sem 0.0185, dir -0.9861, norm 0.1527, swav 0.0000 LR: 6.065e-02 Score 99.388 Data time: 0.0614, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.4915 [2020-10-19 08:44:37,911][root][INFO] - ===> Epoch[5116](25580/5): Loss -0.8117, Sem 0.0216, dir -0.9860, norm 0.1527, swav 0.0000 LR: 6.065e-02 Score 99.289 Data time: 0.0662, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.8769 [2020-10-19 08:44:39,880][root][INFO] - ===> Epoch[5117](25581/5): Loss -0.8324, Sem 0.0181, dir -0.9885, norm 0.1380, swav 0.0000 LR: 6.064e-02 Score 99.405 Data time: 0.0716, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.8658 [2020-10-19 08:44:41,980][root][INFO] - ===> Epoch[5117](25582/5): Loss -0.8323, Sem 0.0184, dir -0.9868, norm 0.1361, swav 0.0000 LR: 6.064e-02 Score 99.383 Data time: 0.1188, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.9846 [2020-10-19 08:44:44,455][root][INFO] - ===> Epoch[5117](25583/5): Loss -0.8354, Sem 0.0177, dir -0.9860, norm 0.1329, swav 0.0000 LR: 6.064e-02 Score 99.393 Data time: 0.4623, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.3647 [2020-10-19 08:44:47,015][root][INFO] - ===> Epoch[5117](25584/5): Loss -0.8200, Sem 0.0197, dir -0.9863, norm 0.1465, swav 0.0000 LR: 6.064e-02 Score 99.350 Data time: 0.1118, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.4540 [2020-10-19 08:44:49,022][root][INFO] - ===> Epoch[5117](25585/5): Loss -0.8455, Sem 0.0172, dir -0.9871, norm 0.1243, swav 0.0000 LR: 6.064e-02 Score 99.419 Data time: 0.0760, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.8795 [2020-10-19 08:44:51,421][root][INFO] - ===> Epoch[5118](25586/5): Loss -0.8346, Sem 0.0197, dir -0.9868, norm 0.1325, swav 0.0000 LR: 6.064e-02 Score 99.332 Data time: 0.0644, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.3034 [2020-10-19 08:44:54,046][root][INFO] - ===> Epoch[5118](25587/5): Loss -0.8278, Sem 0.0172, dir -0.9863, norm 0.1412, swav 0.0000 LR: 6.063e-02 Score 99.424 Data time: 0.1875, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.5317 [2020-10-19 08:44:55,963][root][INFO] - ===> Epoch[5118](25588/5): Loss -0.8365, Sem 0.0203, dir -0.9875, norm 0.1307, swav 0.0000 LR: 6.063e-02 Score 99.361 Data time: 0.0838, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.7831 [2020-10-19 08:44:58,243][root][INFO] - ===> Epoch[5118](25589/5): Loss -0.8242, Sem 0.0187, dir -0.9861, norm 0.1432, swav 0.0000 LR: 6.063e-02 Score 99.380 Data time: 0.0708, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.1856 [2020-10-19 08:45:00,894][root][INFO] - ===> Epoch[5118](25590/5): Loss -0.8309, Sem 0.0194, dir -0.9851, norm 0.1347, swav 0.0000 LR: 6.063e-02 Score 99.346 Data time: 0.0755, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.5683 [2020-10-19 08:45:02,873][root][INFO] - ===> Epoch[5119](25591/5): Loss -0.8379, Sem 0.0189, dir -0.9872, norm 0.1303, swav 0.0000 LR: 6.063e-02 Score 99.363 Data time: 0.0708, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.8766 [2020-10-19 08:45:04,888][root][INFO] - ===> Epoch[5119](25592/5): Loss -0.8450, Sem 0.0168, dir -0.9882, norm 0.1264, swav 0.0000 LR: 6.063e-02 Score 99.422 Data time: 0.0718, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 1.9288 [2020-10-19 08:45:07,098][root][INFO] - ===> Epoch[5119](25593/5): Loss -0.8373, Sem 0.0173, dir -0.9868, norm 0.1322, swav 0.0000 LR: 6.062e-02 Score 99.425 Data time: 0.0693, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.0709 [2020-10-19 08:45:09,506][root][INFO] - ===> Epoch[5119](25594/5): Loss -0.8380, Sem 0.0174, dir -0.9878, norm 0.1323, swav 0.0000 LR: 6.062e-02 Score 99.425 Data time: 0.1196, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.3105 [2020-10-19 08:45:11,751][root][INFO] - ===> Epoch[5119](25595/5): Loss -0.8397, Sem 0.0177, dir -0.9881, norm 0.1306, swav 0.0000 LR: 6.062e-02 Score 99.392 Data time: 0.0742, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.1060 [2020-10-19 08:45:13,734][root][INFO] - ===> Epoch[5120](25596/5): Loss -0.8211, Sem 0.0195, dir -0.9857, norm 0.1451, swav 0.0000 LR: 6.062e-02 Score 99.350 Data time: 0.0917, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.8958 [2020-10-19 08:45:15,933][root][INFO] - ===> Epoch[5120](25597/5): Loss -0.8326, Sem 0.0172, dir -0.9860, norm 0.1363, swav 0.0000 LR: 6.062e-02 Score 99.416 Data time: 0.0842, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.1018 [2020-10-19 08:45:18,031][root][INFO] - ===> Epoch[5120](25598/5): Loss -0.8178, Sem 0.0190, dir -0.9860, norm 0.1492, swav 0.0000 LR: 6.062e-02 Score 99.368 Data time: 0.0562, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.0024 [2020-10-19 08:45:20,504][root][INFO] - ===> Epoch[5120](25599/5): Loss -0.8376, Sem 0.0184, dir -0.9868, norm 0.1308, swav 0.0000 LR: 6.062e-02 Score 99.377 Data time: 0.0783, Forward time: 0.7765, Backward time: 1.1715, DDP time: 0.0031, Total iter time: 2.3756 [2020-10-19 08:45:22,500][root][INFO] - ===> Epoch[5120](25600/5): Loss -0.8334, Sem 0.0159, dir -0.9862, norm 0.1369, swav 0.0000 LR: 6.061e-02 Score 99.467 Data time: 0.0895, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.9010 [2020-10-19 08:45:23,410][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 08:45:23,572][root][INFO] - ===> Start testing [2020-10-19 08:46:03,028][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1224 Loss 0.180 (AVG: 0.543) Score 95.886 (AVG: 90.613) mIOU 70.626 mAP 83.960 mAcc 77.631 IOU: 61.931 0.577 82.026 73.696 94.605 92.489 35.242 77.717 98.648 74.963 81.026 86.036 59.181 mAP: 81.374 14.228 97.097 85.408 98.819 98.568 56.730 96.449 99.728 83.971 93.259 94.777 91.068 mAcc: 79.608 2.735 91.640 80.430 95.940 96.767 39.038 92.628 99.508 80.584 90.261 96.037 64.027 [2020-10-19 08:46:03,029][root][INFO] - Finished test. Elapsed time: 39.4550 [2020-10-19 08:46:06,562][root][INFO] - [2020-10-19 08:46:06,562][root][INFO] - ################################################################ [2020-10-19 08:46:06,562][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 08:46:06,562][root][INFO] - ################################################################ [2020-10-19 08:46:06,562][root][INFO] - clutter : nan nan nan [2020-10-19 08:46:06,562][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 08:46:06,562][root][INFO] - board : 0.797 0.897 0.949 [2020-10-19 08:46:06,562][root][INFO] - bookcase : 0.226 0.366 0.494 [2020-10-19 08:46:06,562][root][INFO] - ceiling : 0.498 0.559 0.652 [2020-10-19 08:46:06,562][root][INFO] - chair : 0.830 0.903 0.920 [2020-10-19 08:46:06,562][root][INFO] - column : 0.206 0.318 0.419 [2020-10-19 08:46:06,562][root][INFO] - door : 0.758 0.906 0.957 [2020-10-19 08:46:06,563][root][INFO] - floor : 0.634 0.639 0.722 [2020-10-19 08:46:06,563][root][INFO] - sofa : 0.468 0.727 0.727 [2020-10-19 08:46:06,563][root][INFO] - table : 0.179 0.407 0.678 [2020-10-19 08:46:06,563][root][INFO] - wall : 0.526 0.700 0.779 [2020-10-19 08:46:06,563][root][INFO] - window : 0.548 0.767 0.783 [2020-10-19 08:46:06,563][root][INFO] - ---------------------------------------------------------------- [2020-10-19 08:46:06,563][root][INFO] - average : 0.473 0.599 0.673 [2020-10-19 08:46:06,563][root][INFO] - [2020-10-19 08:46:06,709][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 08:46:06,710][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 08:46:08,624][root][INFO] - ===> Epoch[5121](25601/5): Loss -0.8267, Sem 0.0179, dir -0.9866, norm 0.1420, swav 0.0000 LR: 6.061e-02 Score 99.410 Data time: 0.0874, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.9087 [2020-10-19 08:46:10,595][root][INFO] - ===> Epoch[5121](25602/5): Loss -0.8235, Sem 0.0195, dir -0.9859, norm 0.1429, swav 0.0000 LR: 6.061e-02 Score 99.334 Data time: 0.0834, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.8504 [2020-10-19 08:46:12,842][root][INFO] - ===> Epoch[5121](25603/5): Loss -0.8346, Sem 0.0178, dir -0.9874, norm 0.1350, swav 0.0000 LR: 6.061e-02 Score 99.416 Data time: 0.2380, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.1410 [2020-10-19 08:46:14,957][root][INFO] - ===> Epoch[5121](25604/5): Loss -0.8304, Sem 0.0179, dir -0.9865, norm 0.1382, swav 0.0000 LR: 6.061e-02 Score 99.390 Data time: 0.0926, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.0148 [2020-10-19 08:46:17,314][root][INFO] - ===> Epoch[5121](25605/5): Loss -0.8299, Sem 0.0175, dir -0.9872, norm 0.1399, swav 0.0000 LR: 6.061e-02 Score 99.425 Data time: 0.0581, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.2575 [2020-10-19 08:46:19,564][root][INFO] - ===> Epoch[5122](25606/5): Loss -0.8225, Sem 0.0213, dir -0.9862, norm 0.1424, swav 0.0000 LR: 6.060e-02 Score 99.269 Data time: 0.0720, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.1375 [2020-10-19 08:46:21,506][root][INFO] - ===> Epoch[5122](25607/5): Loss -0.8272, Sem 0.0171, dir -0.9873, norm 0.1430, swav 0.0000 LR: 6.060e-02 Score 99.411 Data time: 0.0824, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.8563 [2020-10-19 08:46:23,609][root][INFO] - ===> Epoch[5122](25608/5): Loss -0.8441, Sem 0.0160, dir -0.9873, norm 0.1273, swav 0.0000 LR: 6.060e-02 Score 99.460 Data time: 0.0817, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.9836 [2020-10-19 08:46:25,822][root][INFO] - ===> Epoch[5122](25609/5): Loss -0.8213, Sem 0.0199, dir -0.9873, norm 0.1461, swav 0.0000 LR: 6.060e-02 Score 99.328 Data time: 0.0770, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.0943 [2020-10-19 08:46:27,945][root][INFO] - ===> Epoch[5122](25610/5): Loss -0.8257, Sem 0.0174, dir -0.9866, norm 0.1436, swav 0.0000 LR: 6.060e-02 Score 99.430 Data time: 0.0829, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.0124 [2020-10-19 08:46:30,325][root][INFO] - ===> Epoch[5123](25611/5): Loss -0.8364, Sem 0.0168, dir -0.9873, norm 0.1341, swav 0.0000 LR: 6.060e-02 Score 99.438 Data time: 0.0889, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.2641 [2020-10-19 08:46:32,763][root][INFO] - ===> Epoch[5123](25612/5): Loss -0.8210, Sem 0.0175, dir -0.9859, norm 0.1474, swav 0.0000 LR: 6.059e-02 Score 99.414 Data time: 0.0817, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.3114 [2020-10-19 08:46:34,675][root][INFO] - ===> Epoch[5123](25613/5): Loss -0.8324, Sem 0.0179, dir -0.9884, norm 0.1381, swav 0.0000 LR: 6.059e-02 Score 99.385 Data time: 0.0634, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.8028 [2020-10-19 08:46:36,738][root][INFO] - ===> Epoch[5123](25614/5): Loss -0.8271, Sem 0.0196, dir -0.9870, norm 0.1403, swav 0.0000 LR: 6.059e-02 Score 99.341 Data time: 0.0617, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.9666 [2020-10-19 08:46:38,935][root][INFO] - ===> Epoch[5123](25615/5): Loss -0.8168, Sem 0.0190, dir -0.9870, norm 0.1512, swav 0.0000 LR: 6.059e-02 Score 99.375 Data time: 0.0780, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.1061 [2020-10-19 08:46:40,726][root][INFO] - ===> Epoch[5124](25616/5): Loss -0.8273, Sem 0.0181, dir -0.9871, norm 0.1418, swav 0.0000 LR: 6.059e-02 Score 99.389 Data time: 0.0702, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.6759 [2020-10-19 08:46:42,846][root][INFO] - ===> Epoch[5124](25617/5): Loss -0.8087, Sem 0.0210, dir -0.9848, norm 0.1550, swav 0.0000 LR: 6.059e-02 Score 99.303 Data time: 0.0712, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.0260 [2020-10-19 08:46:44,963][root][INFO] - ===> Epoch[5124](25618/5): Loss -0.8240, Sem 0.0193, dir -0.9874, norm 0.1441, swav 0.0000 LR: 6.059e-02 Score 99.342 Data time: 0.0801, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.9776 [2020-10-19 08:46:47,050][root][INFO] - ===> Epoch[5124](25619/5): Loss -0.8209, Sem 0.0193, dir -0.9878, norm 0.1475, swav 0.0000 LR: 6.058e-02 Score 99.352 Data time: 0.0821, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.9712 [2020-10-19 08:46:49,330][root][INFO] - ===> Epoch[5124](25620/5): Loss -0.8313, Sem 0.0177, dir -0.9876, norm 0.1387, swav 0.0000 LR: 6.058e-02 Score 99.411 Data time: 0.0940, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.1581 [2020-10-19 08:46:51,658][root][INFO] - ===> Epoch[5125](25621/5): Loss -0.8419, Sem 0.0177, dir -0.9872, norm 0.1275, swav 0.0000 LR: 6.058e-02 Score 99.387 Data time: 0.0647, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.2032 [2020-10-19 08:46:54,406][root][INFO] - ===> Epoch[5125](25622/5): Loss -0.8264, Sem 0.0182, dir -0.9864, norm 0.1418, swav 0.0000 LR: 6.058e-02 Score 99.421 Data time: 0.0815, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.6529 [2020-10-19 08:46:56,709][root][INFO] - ===> Epoch[5125](25623/5): Loss -0.8257, Sem 0.0173, dir -0.9867, norm 0.1437, swav 0.0000 LR: 6.058e-02 Score 99.417 Data time: 0.0789, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.1819 [2020-10-19 08:46:58,723][root][INFO] - ===> Epoch[5125](25624/5): Loss -0.8194, Sem 0.0193, dir -0.9863, norm 0.1476, swav 0.0000 LR: 6.058e-02 Score 99.370 Data time: 0.0796, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.9024 [2020-10-19 08:47:00,444][root][INFO] - ===> Epoch[5125](25625/5): Loss -0.8311, Sem 0.0184, dir -0.9874, norm 0.1380, swav 0.0000 LR: 6.057e-02 Score 99.362 Data time: 0.0777, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.6090 [2020-10-19 08:47:02,429][root][INFO] - ===> Epoch[5126](25626/5): Loss -0.8491, Sem 0.0157, dir -0.9892, norm 0.1244, swav 0.0000 LR: 6.057e-02 Score 99.470 Data time: 0.1043, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.8818 [2020-10-19 08:47:05,150][root][INFO] - ===> Epoch[5126](25627/5): Loss -0.8145, Sem 0.0206, dir -0.9857, norm 0.1506, swav 0.0000 LR: 6.057e-02 Score 99.313 Data time: 0.0911, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.5967 [2020-10-19 08:47:08,015][root][INFO] - ===> Epoch[5126](25628/5): Loss -0.8197, Sem 0.0184, dir -0.9861, norm 0.1479, swav 0.0000 LR: 6.057e-02 Score 99.398 Data time: 0.0801, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.7317 [2020-10-19 08:47:10,353][root][INFO] - ===> Epoch[5126](25629/5): Loss -0.8237, Sem 0.0181, dir -0.9872, norm 0.1454, swav 0.0000 LR: 6.057e-02 Score 99.390 Data time: 0.0632, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.2191 [2020-10-19 08:47:12,493][root][INFO] - ===> Epoch[5126](25630/5): Loss -0.8234, Sem 0.0185, dir -0.9860, norm 0.1440, swav 0.0000 LR: 6.057e-02 Score 99.370 Data time: 0.0723, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.0290 [2020-10-19 08:47:14,731][root][INFO] - ===> Epoch[5127](25631/5): Loss -0.8365, Sem 0.0177, dir -0.9869, norm 0.1327, swav 0.0000 LR: 6.056e-02 Score 99.403 Data time: 0.1125, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.1202 [2020-10-19 08:47:17,016][root][INFO] - ===> Epoch[5127](25632/5): Loss -0.8244, Sem 0.0188, dir -0.9857, norm 0.1425, swav 0.0000 LR: 6.056e-02 Score 99.385 Data time: 0.0997, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.1969 [2020-10-19 08:47:19,222][root][INFO] - ===> Epoch[5127](25633/5): Loss -0.8127, Sem 0.0194, dir -0.9868, norm 0.1546, swav 0.0000 LR: 6.056e-02 Score 99.364 Data time: 0.0712, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.0843 [2020-10-19 08:47:21,380][root][INFO] - ===> Epoch[5127](25634/5): Loss -0.8126, Sem 0.0198, dir -0.9854, norm 0.1530, swav 0.0000 LR: 6.056e-02 Score 99.355 Data time: 0.0724, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.0354 [2020-10-19 08:47:23,528][root][INFO] - ===> Epoch[5127](25635/5): Loss -0.8420, Sem 0.0184, dir -0.9868, norm 0.1263, swav 0.0000 LR: 6.056e-02 Score 99.375 Data time: 0.0945, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.0417 [2020-10-19 08:47:25,704][root][INFO] - ===> Epoch[5128](25636/5): Loss -0.8160, Sem 0.0181, dir -0.9863, norm 0.1522, swav 0.0000 LR: 6.056e-02 Score 99.394 Data time: 0.0497, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.0628 [2020-10-19 08:47:27,636][root][INFO] - ===> Epoch[5128](25637/5): Loss -0.8175, Sem 0.0181, dir -0.9853, norm 0.1497, swav 0.0000 LR: 6.056e-02 Score 99.397 Data time: 0.0521, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.8502 [2020-10-19 08:47:29,757][root][INFO] - ===> Epoch[5128](25638/5): Loss -0.8078, Sem 0.0202, dir -0.9856, norm 0.1576, swav 0.0000 LR: 6.055e-02 Score 99.315 Data time: 0.0777, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.0283 [2020-10-19 08:47:32,100][root][INFO] - ===> Epoch[5128](25639/5): Loss -0.8329, Sem 0.0164, dir -0.9869, norm 0.1376, swav 0.0000 LR: 6.055e-02 Score 99.447 Data time: 0.0888, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.2115 [2020-10-19 08:47:34,581][root][INFO] - ===> Epoch[5128](25640/5): Loss -0.8188, Sem 0.0183, dir -0.9872, norm 0.1501, swav 0.0000 LR: 6.055e-02 Score 99.388 Data time: 0.0707, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.3495 [2020-10-19 08:47:36,579][root][INFO] - ===> Epoch[5129](25641/5): Loss -0.8312, Sem 0.0162, dir -0.9881, norm 0.1407, swav 0.0000 LR: 6.055e-02 Score 99.445 Data time: 0.0900, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.8953 [2020-10-19 08:47:38,883][root][INFO] - ===> Epoch[5129](25642/5): Loss -0.8182, Sem 0.0183, dir -0.9860, norm 0.1495, swav 0.0000 LR: 6.055e-02 Score 99.388 Data time: 0.0771, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.1840 [2020-10-19 08:47:40,990][root][INFO] - ===> Epoch[5129](25643/5): Loss -0.8381, Sem 0.0161, dir -0.9878, norm 0.1336, swav 0.0000 LR: 6.055e-02 Score 99.459 Data time: 0.0900, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.9901 [2020-10-19 08:47:42,774][root][INFO] - ===> Epoch[5129](25644/5): Loss -0.8215, Sem 0.0221, dir -0.9846, norm 0.1410, swav 0.0000 LR: 6.054e-02 Score 99.261 Data time: 0.0721, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.6703 [2020-10-19 08:47:44,785][root][INFO] - ===> Epoch[5129](25645/5): Loss -0.8306, Sem 0.0174, dir -0.9876, norm 0.1396, swav 0.0000 LR: 6.054e-02 Score 99.403 Data time: 0.0844, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.9030 [2020-10-19 08:47:47,035][root][INFO] - ===> Epoch[5130](25646/5): Loss -0.8322, Sem 0.0194, dir -0.9866, norm 0.1350, swav 0.0000 LR: 6.054e-02 Score 99.351 Data time: 0.0810, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.1436 [2020-10-19 08:47:48,753][root][INFO] - ===> Epoch[5130](25647/5): Loss -0.8381, Sem 0.0188, dir -0.9880, norm 0.1312, swav 0.0000 LR: 6.054e-02 Score 99.378 Data time: 0.0744, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.6029 [2020-10-19 08:47:51,171][root][INFO] - ===> Epoch[5130](25648/5): Loss -0.8240, Sem 0.0186, dir -0.9858, norm 0.1433, swav 0.0000 LR: 6.054e-02 Score 99.386 Data time: 0.0539, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.3085 [2020-10-19 08:47:53,269][root][INFO] - ===> Epoch[5130](25649/5): Loss -0.8042, Sem 0.0190, dir -0.9863, norm 0.1632, swav 0.0000 LR: 6.054e-02 Score 99.367 Data time: 0.0805, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.9779 [2020-10-19 08:47:56,112][root][INFO] - ===> Epoch[5130](25650/5): Loss -0.8015, Sem 0.0176, dir -0.9870, norm 0.1678, swav 0.0000 LR: 6.053e-02 Score 99.421 Data time: 0.0799, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.7383 [2020-10-19 08:47:58,245][root][INFO] - ===> Epoch[5131](25651/5): Loss -0.8007, Sem 0.0196, dir -0.9854, norm 0.1651, swav 0.0000 LR: 6.053e-02 Score 99.340 Data time: 0.0927, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.0407 [2020-10-19 08:48:00,660][root][INFO] - ===> Epoch[5131](25652/5): Loss -0.8287, Sem 0.0176, dir -0.9872, norm 0.1410, swav 0.0000 LR: 6.053e-02 Score 99.401 Data time: 0.1023, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.2656 [2020-10-19 08:48:02,844][root][INFO] - ===> Epoch[5131](25653/5): Loss -0.8320, Sem 0.0170, dir -0.9875, norm 0.1385, swav 0.0000 LR: 6.053e-02 Score 99.418 Data time: 0.1032, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.0756 [2020-10-19 08:48:04,976][root][INFO] - ===> Epoch[5131](25654/5): Loss -0.8136, Sem 0.0202, dir -0.9862, norm 0.1524, swav 0.0000 LR: 6.053e-02 Score 99.320 Data time: 0.0733, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.0317 [2020-10-19 08:48:07,217][root][INFO] - ===> Epoch[5131](25655/5): Loss -0.8293, Sem 0.0182, dir -0.9871, norm 0.1397, swav 0.0000 LR: 6.053e-02 Score 99.377 Data time: 0.1002, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.1421 [2020-10-19 08:48:09,287][root][INFO] - ===> Epoch[5132](25656/5): Loss -0.8258, Sem 0.0173, dir -0.9871, norm 0.1440, swav 0.0000 LR: 6.052e-02 Score 99.401 Data time: 0.0578, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.9688 [2020-10-19 08:48:11,606][root][INFO] - ===> Epoch[5132](25657/5): Loss -0.8343, Sem 0.0172, dir -0.9868, norm 0.1353, swav 0.0000 LR: 6.052e-02 Score 99.423 Data time: 0.1044, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.2562 [2020-10-19 08:48:13,510][root][INFO] - ===> Epoch[5132](25658/5): Loss -0.8278, Sem 0.0187, dir -0.9866, norm 0.1401, swav 0.0000 LR: 6.052e-02 Score 99.361 Data time: 0.0653, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.7926 [2020-10-19 08:48:15,671][root][INFO] - ===> Epoch[5132](25659/5): Loss -0.8318, Sem 0.0165, dir -0.9882, norm 0.1399, swav 0.0000 LR: 6.052e-02 Score 99.448 Data time: 0.0866, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0885 [2020-10-19 08:48:17,729][root][INFO] - ===> Epoch[5132](25660/5): Loss -0.8383, Sem 0.0193, dir -0.9867, norm 0.1292, swav 0.0000 LR: 6.052e-02 Score 99.345 Data time: 0.0647, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9508 [2020-10-19 08:48:20,049][root][INFO] - ===> Epoch[5133](25661/5): Loss -0.8278, Sem 0.0180, dir -0.9872, norm 0.1414, swav 0.0000 LR: 6.052e-02 Score 99.401 Data time: 0.0769, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2220 [2020-10-19 08:48:22,581][root][INFO] - ===> Epoch[5133](25662/5): Loss -0.8221, Sem 0.0189, dir -0.9864, norm 0.1454, swav 0.0000 LR: 6.052e-02 Score 99.367 Data time: 0.0820, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.4248 [2020-10-19 08:48:24,638][root][INFO] - ===> Epoch[5133](25663/5): Loss -0.8496, Sem 0.0165, dir -0.9884, norm 0.1223, swav 0.0000 LR: 6.051e-02 Score 99.437 Data time: 0.0909, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9387 [2020-10-19 08:48:26,502][root][INFO] - ===> Epoch[5133](25664/5): Loss -0.8331, Sem 0.0181, dir -0.9869, norm 0.1357, swav 0.0000 LR: 6.051e-02 Score 99.367 Data time: 0.1082, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.7623 [2020-10-19 08:48:28,846][root][INFO] - ===> Epoch[5133](25665/5): Loss -0.8271, Sem 0.0170, dir -0.9869, norm 0.1427, swav 0.0000 LR: 6.051e-02 Score 99.444 Data time: 0.1038, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2491 [2020-10-19 08:48:30,841][root][INFO] - ===> Epoch[5134](25666/5): Loss -0.8321, Sem 0.0198, dir -0.9860, norm 0.1341, swav 0.0000 LR: 6.051e-02 Score 99.317 Data time: 0.0634, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8953 [2020-10-19 08:48:33,350][root][INFO] - ===> Epoch[5134](25667/5): Loss -0.8018, Sem 0.0226, dir -0.9857, norm 0.1614, swav 0.0000 LR: 6.051e-02 Score 99.282 Data time: 0.0460, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.3896 [2020-10-19 08:48:35,938][root][INFO] - ===> Epoch[5134](25668/5): Loss -0.8340, Sem 0.0182, dir -0.9863, norm 0.1341, swav 0.0000 LR: 6.051e-02 Score 99.382 Data time: 0.0713, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.5176 [2020-10-19 08:48:38,711][root][INFO] - ===> Epoch[5134](25669/5): Loss -0.8181, Sem 0.0198, dir -0.9859, norm 0.1481, swav 0.0000 LR: 6.050e-02 Score 99.358 Data time: 0.0612, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.7085 [2020-10-19 08:48:41,014][root][INFO] - ===> Epoch[5134](25670/5): Loss -0.8423, Sem 0.0174, dir -0.9885, norm 0.1288, swav 0.0000 LR: 6.050e-02 Score 99.407 Data time: 0.0634, Forward time: 0.7765, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.2154 [2020-10-19 08:48:43,443][root][INFO] - ===> Epoch[5135](25671/5): Loss -0.8152, Sem 0.0210, dir -0.9859, norm 0.1497, swav 0.0000 LR: 6.050e-02 Score 99.300 Data time: 0.0969, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.3165 [2020-10-19 08:48:45,713][root][INFO] - ===> Epoch[5135](25672/5): Loss -0.8237, Sem 0.0194, dir -0.9866, norm 0.1435, swav 0.0000 LR: 6.050e-02 Score 99.352 Data time: 0.0981, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.1554 [2020-10-19 08:48:47,815][root][INFO] - ===> Epoch[5135](25673/5): Loss -0.8219, Sem 0.0180, dir -0.9863, norm 0.1464, swav 0.0000 LR: 6.050e-02 Score 99.397 Data time: 0.0880, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.9925 [2020-10-19 08:48:50,098][root][INFO] - ===> Epoch[5135](25674/5): Loss -0.8303, Sem 0.0177, dir -0.9870, norm 0.1390, swav 0.0000 LR: 6.050e-02 Score 99.396 Data time: 0.1001, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.1705 [2020-10-19 08:48:52,250][root][INFO] - ===> Epoch[5135](25675/5): Loss -0.8194, Sem 0.0156, dir -0.9866, norm 0.1516, swav 0.0000 LR: 6.049e-02 Score 99.470 Data time: 0.0897, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.0426 [2020-10-19 08:48:54,649][root][INFO] - ===> Epoch[5136](25676/5): Loss -0.8200, Sem 0.0178, dir -0.9870, norm 0.1491, swav 0.0000 LR: 6.049e-02 Score 99.408 Data time: 0.0874, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.2969 [2020-10-19 08:48:57,086][root][INFO] - ===> Epoch[5136](25677/5): Loss -0.8264, Sem 0.0193, dir -0.9863, norm 0.1407, swav 0.0000 LR: 6.049e-02 Score 99.349 Data time: 0.1090, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.3181 [2020-10-19 08:48:59,046][root][INFO] - ===> Epoch[5136](25678/5): Loss -0.8285, Sem 0.0174, dir -0.9871, norm 0.1412, swav 0.0000 LR: 6.049e-02 Score 99.407 Data time: 0.0710, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.8364 [2020-10-19 08:49:01,339][root][INFO] - ===> Epoch[5136](25679/5): Loss -0.8139, Sem 0.0179, dir -0.9871, norm 0.1552, swav 0.0000 LR: 6.049e-02 Score 99.397 Data time: 0.0786, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.1857 [2020-10-19 08:49:04,093][root][INFO] - ===> Epoch[5136](25680/5): Loss -0.8197, Sem 0.0205, dir -0.9849, norm 0.1447, swav 0.0000 LR: 6.049e-02 Score 99.322 Data time: 0.0601, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.6485 [2020-10-19 08:49:06,086][root][INFO] - ===> Epoch[5137](25681/5): Loss -0.8025, Sem 0.0217, dir -0.9852, norm 0.1610, swav 0.0000 LR: 6.049e-02 Score 99.298 Data time: 0.0645, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.9078 [2020-10-19 08:49:08,079][root][INFO] - ===> Epoch[5137](25682/5): Loss -0.8246, Sem 0.0203, dir -0.9866, norm 0.1417, swav 0.0000 LR: 6.048e-02 Score 99.325 Data time: 0.0761, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.9078 [2020-10-19 08:49:10,273][root][INFO] - ===> Epoch[5137](25683/5): Loss -0.8227, Sem 0.0187, dir -0.9869, norm 0.1455, swav 0.0000 LR: 6.048e-02 Score 99.392 Data time: 0.1012, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.0704 [2020-10-19 08:49:12,707][root][INFO] - ===> Epoch[5137](25684/5): Loss -0.8218, Sem 0.0178, dir -0.9852, norm 0.1456, swav 0.0000 LR: 6.048e-02 Score 99.414 Data time: 0.0813, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.3522 [2020-10-19 08:49:14,893][root][INFO] - ===> Epoch[5137](25685/5): Loss -0.8204, Sem 0.0203, dir -0.9853, norm 0.1446, swav 0.0000 LR: 6.048e-02 Score 99.316 Data time: 0.0721, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.0686 [2020-10-19 08:49:17,148][root][INFO] - ===> Epoch[5138](25686/5): Loss -0.8347, Sem 0.0176, dir -0.9873, norm 0.1349, swav 0.0000 LR: 6.048e-02 Score 99.410 Data time: 0.0585, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.1570 [2020-10-19 08:49:19,083][root][INFO] - ===> Epoch[5138](25687/5): Loss -0.8245, Sem 0.0193, dir -0.9860, norm 0.1423, swav 0.0000 LR: 6.048e-02 Score 99.347 Data time: 0.0637, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.8641 [2020-10-19 08:49:21,243][root][INFO] - ===> Epoch[5138](25688/5): Loss -0.8139, Sem 0.0197, dir -0.9870, norm 0.1534, swav 0.0000 LR: 6.047e-02 Score 99.352 Data time: 0.1160, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.0766 [2020-10-19 08:49:23,893][root][INFO] - ===> Epoch[5138](25689/5): Loss -0.8250, Sem 0.0179, dir -0.9871, norm 0.1443, swav 0.0000 LR: 6.047e-02 Score 99.428 Data time: 0.0952, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.5487 [2020-10-19 08:49:26,179][root][INFO] - ===> Epoch[5138](25690/5): Loss -0.8264, Sem 0.0164, dir -0.9874, norm 0.1446, swav 0.0000 LR: 6.047e-02 Score 99.451 Data time: 0.0846, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.1604 [2020-10-19 08:49:28,040][root][INFO] - ===> Epoch[5139](25691/5): Loss -0.8173, Sem 0.0214, dir -0.9855, norm 0.1467, swav 0.0000 LR: 6.047e-02 Score 99.278 Data time: 0.0607, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.7678 [2020-10-19 08:49:30,225][root][INFO] - ===> Epoch[5139](25692/5): Loss -0.8278, Sem 0.0197, dir -0.9865, norm 0.1390, swav 0.0000 LR: 6.047e-02 Score 99.338 Data time: 0.0979, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.0796 [2020-10-19 08:49:32,779][root][INFO] - ===> Epoch[5139](25693/5): Loss -0.8374, Sem 0.0172, dir -0.9875, norm 0.1329, swav 0.0000 LR: 6.047e-02 Score 99.431 Data time: 0.0843, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.4473 [2020-10-19 08:49:35,080][root][INFO] - ===> Epoch[5139](25694/5): Loss -0.8294, Sem 0.0202, dir -0.9852, norm 0.1356, swav 0.0000 LR: 6.046e-02 Score 99.307 Data time: 0.0835, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.1559 [2020-10-19 08:49:36,890][root][INFO] - ===> Epoch[5139](25695/5): Loss -0.8210, Sem 0.0204, dir -0.9862, norm 0.1448, swav 0.0000 LR: 6.046e-02 Score 99.319 Data time: 0.0701, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.7191 [2020-10-19 08:49:38,926][root][INFO] - ===> Epoch[5140](25696/5): Loss -0.8174, Sem 0.0212, dir -0.9858, norm 0.1472, swav 0.0000 LR: 6.046e-02 Score 99.287 Data time: 0.0552, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.9430 [2020-10-19 08:49:41,823][root][INFO] - ===> Epoch[5140](25697/5): Loss -0.8183, Sem 0.0163, dir -0.9865, norm 0.1519, swav 0.0000 LR: 6.046e-02 Score 99.458 Data time: 0.1080, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.7984 [2020-10-19 08:49:44,169][root][INFO] - ===> Epoch[5140](25698/5): Loss -0.8139, Sem 0.0217, dir -0.9859, norm 0.1503, swav 0.0000 LR: 6.046e-02 Score 99.290 Data time: 0.0839, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.2075 [2020-10-19 08:49:46,067][root][INFO] - ===> Epoch[5140](25699/5): Loss -0.8244, Sem 0.0183, dir -0.9864, norm 0.1437, swav 0.0000 LR: 6.046e-02 Score 99.381 Data time: 0.0786, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.7979 [2020-10-19 08:49:48,626][root][INFO] - ===> Epoch[5140](25700/5): Loss -0.8125, Sem 0.0205, dir -0.9857, norm 0.1527, swav 0.0000 LR: 6.046e-02 Score 99.332 Data time: 0.0860, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.4660 [2020-10-19 08:49:49,747][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 08:49:51,329][root][INFO] - ===> Epoch[5141](25701/5): Loss -0.8316, Sem 0.0194, dir -0.9875, norm 0.1365, swav 0.0000 LR: 6.045e-02 Score 99.350 Data time: 0.0821, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.4089 [2020-10-19 08:49:53,248][root][INFO] - ===> Epoch[5141](25702/5): Loss -0.8254, Sem 0.0183, dir -0.9862, norm 0.1424, swav 0.0000 LR: 6.045e-02 Score 99.386 Data time: 0.0834, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.8355 [2020-10-19 08:49:55,306][root][INFO] - ===> Epoch[5141](25703/5): Loss -0.8183, Sem 0.0185, dir -0.9864, norm 0.1496, swav 0.0000 LR: 6.045e-02 Score 99.375 Data time: 0.0718, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.9659 [2020-10-19 08:49:57,893][root][INFO] - ===> Epoch[5141](25704/5): Loss -0.8163, Sem 0.0167, dir -0.9871, norm 0.1541, swav 0.0000 LR: 6.045e-02 Score 99.435 Data time: 0.0810, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.4730 [2020-10-19 08:50:00,059][root][INFO] - ===> Epoch[5141](25705/5): Loss -0.8246, Sem 0.0190, dir -0.9866, norm 0.1430, swav 0.0000 LR: 6.045e-02 Score 99.359 Data time: 0.0884, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.0609 [2020-10-19 08:50:02,149][root][INFO] - ===> Epoch[5142](25706/5): Loss -0.8246, Sem 0.0191, dir -0.9864, norm 0.1426, swav 0.0000 LR: 6.045e-02 Score 99.345 Data time: 0.0881, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.9881 [2020-10-19 08:50:04,341][root][INFO] - ===> Epoch[5142](25707/5): Loss -0.8246, Sem 0.0201, dir -0.9857, norm 0.1409, swav 0.0000 LR: 6.044e-02 Score 99.325 Data time: 0.0669, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.0814 [2020-10-19 08:50:06,405][root][INFO] - ===> Epoch[5142](25708/5): Loss -0.8346, Sem 0.0168, dir -0.9868, norm 0.1354, swav 0.0000 LR: 6.044e-02 Score 99.432 Data time: 0.1143, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9839 [2020-10-19 08:50:08,322][root][INFO] - ===> Epoch[5142](25709/5): Loss -0.8349, Sem 0.0170, dir -0.9878, norm 0.1359, swav 0.0000 LR: 6.044e-02 Score 99.432 Data time: 0.0694, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.7991 [2020-10-19 08:50:10,885][root][INFO] - ===> Epoch[5142](25710/5): Loss -0.8311, Sem 0.0177, dir -0.9870, norm 0.1381, swav 0.0000 LR: 6.044e-02 Score 99.414 Data time: 0.1084, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.4651 [2020-10-19 08:50:12,823][root][INFO] - ===> Epoch[5143](25711/5): Loss -0.8408, Sem 0.0164, dir -0.9873, norm 0.1302, swav 0.0000 LR: 6.044e-02 Score 99.447 Data time: 0.0553, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8117 [2020-10-19 08:50:14,809][root][INFO] - ===> Epoch[5143](25712/5): Loss -0.8182, Sem 0.0216, dir -0.9870, norm 0.1472, swav 0.0000 LR: 6.044e-02 Score 99.303 Data time: 0.0703, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8983 [2020-10-19 08:50:16,882][root][INFO] - ===> Epoch[5143](25713/5): Loss -0.8166, Sem 0.0204, dir -0.9861, norm 0.1491, swav 0.0000 LR: 6.043e-02 Score 99.332 Data time: 0.0895, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9489 [2020-10-19 08:50:19,108][root][INFO] - ===> Epoch[5143](25714/5): Loss -0.8291, Sem 0.0173, dir -0.9870, norm 0.1406, swav 0.0000 LR: 6.043e-02 Score 99.422 Data time: 0.0775, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1024 [2020-10-19 08:50:21,488][root][INFO] - ===> Epoch[5143](25715/5): Loss -0.8289, Sem 0.0197, dir -0.9873, norm 0.1387, swav 0.0000 LR: 6.043e-02 Score 99.332 Data time: 0.1056, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2837 [2020-10-19 08:50:23,952][root][INFO] - ===> Epoch[5144](25716/5): Loss -0.8245, Sem 0.0172, dir -0.9868, norm 0.1452, swav 0.0000 LR: 6.043e-02 Score 99.429 Data time: 0.0773, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.3508 [2020-10-19 08:50:26,072][root][INFO] - ===> Epoch[5144](25717/5): Loss -0.8328, Sem 0.0187, dir -0.9860, norm 0.1345, swav 0.0000 LR: 6.043e-02 Score 99.375 Data time: 0.0675, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0100 [2020-10-19 08:50:28,148][root][INFO] - ===> Epoch[5144](25718/5): Loss -0.8261, Sem 0.0182, dir -0.9872, norm 0.1429, swav 0.0000 LR: 6.043e-02 Score 99.410 Data time: 0.0944, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9914 [2020-10-19 08:50:30,516][root][INFO] - ===> Epoch[5144](25719/5): Loss -0.8305, Sem 0.0171, dir -0.9874, norm 0.1397, swav 0.0000 LR: 6.043e-02 Score 99.429 Data time: 0.0875, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2560 [2020-10-19 08:50:32,448][root][INFO] - ===> Epoch[5144](25720/5): Loss -0.8234, Sem 0.0192, dir -0.9862, norm 0.1436, swav 0.0000 LR: 6.042e-02 Score 99.354 Data time: 0.0562, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8322 [2020-10-19 08:50:34,275][root][INFO] - ===> Epoch[5145](25721/5): Loss -0.8440, Sem 0.0174, dir -0.9874, norm 0.1260, swav 0.0000 LR: 6.042e-02 Score 99.405 Data time: 0.0556, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.7225 [2020-10-19 08:50:36,939][root][INFO] - ===> Epoch[5145](25722/5): Loss -0.8241, Sem 0.0184, dir -0.9860, norm 0.1435, swav 0.0000 LR: 6.042e-02 Score 99.390 Data time: 0.1035, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.5666 [2020-10-19 08:50:39,184][root][INFO] - ===> Epoch[5145](25723/5): Loss -0.8202, Sem 0.0193, dir -0.9857, norm 0.1461, swav 0.0000 LR: 6.042e-02 Score 99.360 Data time: 0.0801, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1183 [2020-10-19 08:50:41,012][root][INFO] - ===> Epoch[5145](25724/5): Loss -0.8283, Sem 0.0162, dir -0.9872, norm 0.1426, swav 0.0000 LR: 6.042e-02 Score 99.464 Data time: 0.0977, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.7305 [2020-10-19 08:50:42,967][root][INFO] - ===> Epoch[5145](25725/5): Loss -0.8184, Sem 0.0182, dir -0.9873, norm 0.1507, swav 0.0000 LR: 6.042e-02 Score 99.397 Data time: 0.0681, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8637 [2020-10-19 08:50:45,260][root][INFO] - ===> Epoch[5146](25726/5): Loss -0.8259, Sem 0.0201, dir -0.9858, norm 0.1397, swav 0.0000 LR: 6.041e-02 Score 99.313 Data time: 0.2328, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1691 [2020-10-19 08:50:47,665][root][INFO] - ===> Epoch[5146](25727/5): Loss -0.8204, Sem 0.0181, dir -0.9869, norm 0.1484, swav 0.0000 LR: 6.041e-02 Score 99.403 Data time: 0.1094, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2785 [2020-10-19 08:50:49,645][root][INFO] - ===> Epoch[5146](25728/5): Loss -0.8403, Sem 0.0178, dir -0.9874, norm 0.1292, swav 0.0000 LR: 6.041e-02 Score 99.397 Data time: 0.0867, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8403 [2020-10-19 08:50:52,352][root][INFO] - ===> Epoch[5146](25729/5): Loss -0.8236, Sem 0.0165, dir -0.9878, norm 0.1477, swav 0.0000 LR: 6.041e-02 Score 99.438 Data time: 0.0894, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.6118 [2020-10-19 08:50:54,222][root][INFO] - ===> Epoch[5146](25730/5): Loss -0.8305, Sem 0.0190, dir -0.9866, norm 0.1371, swav 0.0000 LR: 6.041e-02 Score 99.361 Data time: 0.0820, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.7489 [2020-10-19 08:50:56,820][root][INFO] - ===> Epoch[5147](25731/5): Loss -0.8263, Sem 0.0180, dir -0.9870, norm 0.1427, swav 0.0000 LR: 6.041e-02 Score 99.399 Data time: 0.0641, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.5080 [2020-10-19 08:50:58,997][root][INFO] - ===> Epoch[5147](25732/5): Loss -0.8335, Sem 0.0180, dir -0.9861, norm 0.1346, swav 0.0000 LR: 6.040e-02 Score 99.389 Data time: 0.0777, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0871 [2020-10-19 08:51:01,487][root][INFO] - ===> Epoch[5147](25733/5): Loss -0.8239, Sem 0.0209, dir -0.9862, norm 0.1414, swav 0.0000 LR: 6.040e-02 Score 99.346 Data time: 0.0770, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.3816 [2020-10-19 08:51:04,048][root][INFO] - ===> Epoch[5147](25734/5): Loss -0.8294, Sem 0.0189, dir -0.9864, norm 0.1381, swav 0.0000 LR: 6.040e-02 Score 99.363 Data time: 0.0842, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.4766 [2020-10-19 08:51:06,387][root][INFO] - ===> Epoch[5147](25735/5): Loss -0.8345, Sem 0.0186, dir -0.9869, norm 0.1339, swav 0.0000 LR: 6.040e-02 Score 99.367 Data time: 0.0672, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2177 [2020-10-19 08:51:08,565][root][INFO] - ===> Epoch[5148](25736/5): Loss -0.8389, Sem 0.0183, dir -0.9867, norm 0.1296, swav 0.0000 LR: 6.040e-02 Score 99.386 Data time: 0.0551, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1086 [2020-10-19 08:51:11,002][root][INFO] - ===> Epoch[5148](25737/5): Loss -0.8279, Sem 0.0209, dir -0.9867, norm 0.1379, swav 0.0000 LR: 6.040e-02 Score 99.342 Data time: 0.0601, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.3553 [2020-10-19 08:51:12,926][root][INFO] - ===> Epoch[5148](25738/5): Loss -0.8275, Sem 0.0207, dir -0.9862, norm 0.1381, swav 0.0000 LR: 6.039e-02 Score 99.345 Data time: 0.0740, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8340 [2020-10-19 08:51:15,071][root][INFO] - ===> Epoch[5148](25739/5): Loss -0.8383, Sem 0.0176, dir -0.9865, norm 0.1306, swav 0.0000 LR: 6.039e-02 Score 99.403 Data time: 0.0693, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0479 [2020-10-19 08:51:17,433][root][INFO] - ===> Epoch[5148](25740/5): Loss -0.8283, Sem 0.0201, dir -0.9860, norm 0.1376, swav 0.0000 LR: 6.039e-02 Score 99.318 Data time: 0.0720, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2758 [2020-10-19 08:51:20,138][root][INFO] - ===> Epoch[5149](25741/5): Loss -0.8297, Sem 0.0190, dir -0.9862, norm 0.1375, swav 0.0000 LR: 6.039e-02 Score 99.382 Data time: 0.0664, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.6042 [2020-10-19 08:51:22,212][root][INFO] - ===> Epoch[5149](25742/5): Loss -0.8411, Sem 0.0161, dir -0.9878, norm 0.1305, swav 0.0000 LR: 6.039e-02 Score 99.453 Data time: 0.0917, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9846 [2020-10-19 08:51:24,116][root][INFO] - ===> Epoch[5149](25743/5): Loss -0.8369, Sem 0.0184, dir -0.9874, norm 0.1321, swav 0.0000 LR: 6.039e-02 Score 99.392 Data time: 0.1471, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8094 [2020-10-19 08:51:26,683][root][INFO] - ===> Epoch[5149](25744/5): Loss -0.8310, Sem 0.0186, dir -0.9858, norm 0.1362, swav 0.0000 LR: 6.039e-02 Score 99.370 Data time: 0.0891, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.4628 [2020-10-19 08:51:29,084][root][INFO] - ===> Epoch[5149](25745/5): Loss -0.8346, Sem 0.0183, dir -0.9867, norm 0.1338, swav 0.0000 LR: 6.038e-02 Score 99.385 Data time: 0.1052, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2748 [2020-10-19 08:51:30,945][root][INFO] - ===> Epoch[5150](25746/5): Loss -0.8274, Sem 0.0184, dir -0.9867, norm 0.1409, swav 0.0000 LR: 6.038e-02 Score 99.395 Data time: 0.0792, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.7470 [2020-10-19 08:51:33,102][root][INFO] - ===> Epoch[5150](25747/5): Loss -0.8289, Sem 0.0193, dir -0.9870, norm 0.1388, swav 0.0000 LR: 6.038e-02 Score 99.370 Data time: 0.0896, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0458 [2020-10-19 08:51:35,278][root][INFO] - ===> Epoch[5150](25748/5): Loss -0.8200, Sem 0.0205, dir -0.9854, norm 0.1449, swav 0.0000 LR: 6.038e-02 Score 99.303 Data time: 0.0637, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0635 [2020-10-19 08:51:37,751][root][INFO] - ===> Epoch[5150](25749/5): Loss -0.8197, Sem 0.0228, dir -0.9859, norm 0.1434, swav 0.0000 LR: 6.038e-02 Score 99.252 Data time: 0.0681, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.3736 [2020-10-19 08:51:39,842][root][INFO] - ===> Epoch[5150](25750/5): Loss -0.8353, Sem 0.0185, dir -0.9870, norm 0.1331, swav 0.0000 LR: 6.038e-02 Score 99.394 Data time: 0.0979, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9987 [2020-10-19 08:51:41,902][root][INFO] - ===> Epoch[5151](25751/5): Loss -0.8341, Sem 0.0195, dir -0.9871, norm 0.1336, swav 0.0000 LR: 6.037e-02 Score 99.345 Data time: 0.0711, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9553 [2020-10-19 08:51:44,432][root][INFO] - ===> Epoch[5151](25752/5): Loss -0.8219, Sem 0.0240, dir -0.9866, norm 0.1407, swav 0.0000 LR: 6.037e-02 Score 99.275 Data time: 0.0814, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.4314 [2020-10-19 08:51:46,861][root][INFO] - ===> Epoch[5151](25753/5): Loss -0.8298, Sem 0.0189, dir -0.9878, norm 0.1390, swav 0.0000 LR: 6.037e-02 Score 99.364 Data time: 0.0795, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.3240 [2020-10-19 08:51:49,116][root][INFO] - ===> Epoch[5151](25754/5): Loss -0.8273, Sem 0.0182, dir -0.9870, norm 0.1415, swav 0.0000 LR: 6.037e-02 Score 99.397 Data time: 0.0850, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1465 [2020-10-19 08:51:51,521][root][INFO] - ===> Epoch[5151](25755/5): Loss -0.8363, Sem 0.0186, dir -0.9873, norm 0.1324, swav 0.0000 LR: 6.037e-02 Score 99.384 Data time: 0.0851, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.3045 [2020-10-19 08:51:53,891][root][INFO] - ===> Epoch[5152](25756/5): Loss -0.8151, Sem 0.0200, dir -0.9848, norm 0.1496, swav 0.0000 LR: 6.037e-02 Score 99.337 Data time: 0.0812, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2497 [2020-10-19 08:51:55,769][root][INFO] - ===> Epoch[5152](25757/5): Loss -0.8321, Sem 0.0191, dir -0.9872, norm 0.1360, swav 0.0000 LR: 6.036e-02 Score 99.350 Data time: 0.0730, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.7594 [2020-10-19 08:51:57,788][root][INFO] - ===> Epoch[5152](25758/5): Loss -0.8317, Sem 0.0187, dir -0.9873, norm 0.1368, swav 0.0000 LR: 6.036e-02 Score 99.386 Data time: 0.0654, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9231 [2020-10-19 08:51:59,642][root][INFO] - ===> Epoch[5152](25759/5): Loss -0.8393, Sem 0.0184, dir -0.9866, norm 0.1289, swav 0.0000 LR: 6.036e-02 Score 99.377 Data time: 0.0582, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.7557 [2020-10-19 08:52:01,972][root][INFO] - ===> Epoch[5152](25760/5): Loss -0.8140, Sem 0.0184, dir -0.9841, norm 0.1518, swav 0.0000 LR: 6.036e-02 Score 99.396 Data time: 0.0565, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2479 [2020-10-19 08:52:04,367][root][INFO] - ===> Epoch[5153](25761/5): Loss -0.8163, Sem 0.0232, dir -0.9862, norm 0.1468, swav 0.0000 LR: 6.036e-02 Score 99.245 Data time: 0.0670, Forward time: 0.7766, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.3270 [2020-10-19 08:52:06,380][root][INFO] - ===> Epoch[5153](25762/5): Loss -0.8439, Sem 0.0176, dir -0.9878, norm 0.1263, swav 0.0000 LR: 6.036e-02 Score 99.416 Data time: 0.0808, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9080 [2020-10-19 08:52:08,555][root][INFO] - ===> Epoch[5153](25763/5): Loss -0.8295, Sem 0.0186, dir -0.9859, norm 0.1377, swav 0.0000 LR: 6.036e-02 Score 99.369 Data time: 0.0959, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0783 [2020-10-19 08:52:10,980][root][INFO] - ===> Epoch[5153](25764/5): Loss -0.8236, Sem 0.0197, dir -0.9868, norm 0.1435, swav 0.0000 LR: 6.035e-02 Score 99.372 Data time: 0.2048, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.3249 [2020-10-19 08:52:13,359][root][INFO] - ===> Epoch[5153](25765/5): Loss -0.8408, Sem 0.0187, dir -0.9880, norm 0.1285, swav 0.0000 LR: 6.035e-02 Score 99.365 Data time: 0.1091, Forward time: 0.7766, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2652 [2020-10-19 08:52:15,781][root][INFO] - ===> Epoch[5154](25766/5): Loss -0.8229, Sem 0.0217, dir -0.9863, norm 0.1417, swav 0.0000 LR: 6.035e-02 Score 99.287 Data time: 0.0957, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.3106 [2020-10-19 08:52:18,083][root][INFO] - ===> Epoch[5154](25767/5): Loss -0.8364, Sem 0.0184, dir -0.9872, norm 0.1323, swav 0.0000 LR: 6.035e-02 Score 99.388 Data time: 0.1357, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1766 [2020-10-19 08:52:20,034][root][INFO] - ===> Epoch[5154](25768/5): Loss -0.8378, Sem 0.0187, dir -0.9878, norm 0.1313, swav 0.0000 LR: 6.035e-02 Score 99.362 Data time: 0.0878, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8264 [2020-10-19 08:52:22,549][root][INFO] - ===> Epoch[5154](25769/5): Loss -0.8232, Sem 0.0206, dir -0.9861, norm 0.1423, swav 0.0000 LR: 6.035e-02 Score 99.321 Data time: 0.1162, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.4017 [2020-10-19 08:52:24,598][root][INFO] - ===> Epoch[5154](25770/5): Loss -0.8251, Sem 0.0190, dir -0.9855, norm 0.1414, swav 0.0000 LR: 6.034e-02 Score 99.367 Data time: 0.0713, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9320 [2020-10-19 08:52:27,284][root][INFO] - ===> Epoch[5155](25771/5): Loss -0.8433, Sem 0.0181, dir -0.9876, norm 0.1262, swav 0.0000 LR: 6.034e-02 Score 99.399 Data time: 0.0481, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.5749 [2020-10-19 08:52:29,565][root][INFO] - ===> Epoch[5155](25772/5): Loss -0.8246, Sem 0.0186, dir -0.9873, norm 0.1441, swav 0.0000 LR: 6.034e-02 Score 99.371 Data time: 0.1010, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2113 [2020-10-19 08:52:31,732][root][INFO] - ===> Epoch[5155](25773/5): Loss -0.8400, Sem 0.0171, dir -0.9877, norm 0.1306, swav 0.0000 LR: 6.034e-02 Score 99.427 Data time: 0.0719, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0556 [2020-10-19 08:52:34,156][root][INFO] - ===> Epoch[5155](25774/5): Loss -0.8301, Sem 0.0179, dir -0.9868, norm 0.1388, swav 0.0000 LR: 6.034e-02 Score 99.399 Data time: 0.0995, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.3303 [2020-10-19 08:52:36,972][root][INFO] - ===> Epoch[5155](25775/5): Loss -0.8209, Sem 0.0232, dir -0.9858, norm 0.1417, swav 0.0000 LR: 6.034e-02 Score 99.283 Data time: 0.0834, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.7002 [2020-10-19 08:52:39,506][root][INFO] - ===> Epoch[5156](25776/5): Loss -0.8296, Sem 0.0191, dir -0.9854, norm 0.1367, swav 0.0000 LR: 6.033e-02 Score 99.360 Data time: 0.0800, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.4172 [2020-10-19 08:52:42,284][root][INFO] - ===> Epoch[5156](25777/5): Loss -0.8304, Sem 0.0193, dir -0.9865, norm 0.1368, swav 0.0000 LR: 6.033e-02 Score 99.346 Data time: 0.0755, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.6680 [2020-10-19 08:52:44,290][root][INFO] - ===> Epoch[5156](25778/5): Loss -0.8344, Sem 0.0229, dir -0.9872, norm 0.1299, swav 0.0000 LR: 6.033e-02 Score 99.328 Data time: 0.0766, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.9151 [2020-10-19 08:52:46,494][root][INFO] - ===> Epoch[5156](25779/5): Loss -0.8462, Sem 0.0179, dir -0.9885, norm 0.1243, swav 0.0000 LR: 6.033e-02 Score 99.386 Data time: 0.0793, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.0982 [2020-10-19 08:52:48,746][root][INFO] - ===> Epoch[5156](25780/5): Loss -0.8332, Sem 0.0189, dir -0.9860, norm 0.1338, swav 0.0000 LR: 6.033e-02 Score 99.375 Data time: 0.1118, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.1552 [2020-10-19 08:52:50,835][root][INFO] - ===> Epoch[5157](25781/5): Loss -0.8294, Sem 0.0198, dir -0.9862, norm 0.1370, swav 0.0000 LR: 6.033e-02 Score 99.338 Data time: 0.0720, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.9866 [2020-10-19 08:52:52,892][root][INFO] - ===> Epoch[5157](25782/5): Loss -0.8352, Sem 0.0196, dir -0.9874, norm 0.1326, swav 0.0000 LR: 6.033e-02 Score 99.329 Data time: 0.0951, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.9525 [2020-10-19 08:52:54,993][root][INFO] - ===> Epoch[5157](25783/5): Loss -0.8293, Sem 0.0195, dir -0.9866, norm 0.1378, swav 0.0000 LR: 6.032e-02 Score 99.360 Data time: 0.0613, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.9980 [2020-10-19 08:52:57,437][root][INFO] - ===> Epoch[5157](25784/5): Loss -0.8456, Sem 0.0172, dir -0.9883, norm 0.1256, swav 0.0000 LR: 6.032e-02 Score 99.411 Data time: 0.0742, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.3682 [2020-10-19 08:53:00,545][root][INFO] - ===> Epoch[5157](25785/5): Loss -0.8284, Sem 0.0183, dir -0.9861, norm 0.1394, swav 0.0000 LR: 6.032e-02 Score 99.388 Data time: 0.0643, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 3.0008 [2020-10-19 08:53:02,911][root][INFO] - ===> Epoch[5158](25786/5): Loss -0.8285, Sem 0.0186, dir -0.9864, norm 0.1394, swav 0.0000 LR: 6.032e-02 Score 99.387 Data time: 0.0586, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.2825 [2020-10-19 08:53:04,780][root][INFO] - ===> Epoch[5158](25787/5): Loss -0.8336, Sem 0.0189, dir -0.9865, norm 0.1340, swav 0.0000 LR: 6.032e-02 Score 99.362 Data time: 0.0789, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.7730 [2020-10-19 08:53:06,912][root][INFO] - ===> Epoch[5158](25788/5): Loss -0.8395, Sem 0.0207, dir -0.9866, norm 0.1264, swav 0.0000 LR: 6.032e-02 Score 99.289 Data time: 0.0971, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.0309 [2020-10-19 08:53:09,110][root][INFO] - ===> Epoch[5158](25789/5): Loss -0.8345, Sem 0.0178, dir -0.9868, norm 0.1346, swav 0.0000 LR: 6.031e-02 Score 99.401 Data time: 0.0705, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.1095 [2020-10-19 08:53:11,321][root][INFO] - ===> Epoch[5158](25790/5): Loss -0.8390, Sem 0.0188, dir -0.9865, norm 0.1287, swav 0.0000 LR: 6.031e-02 Score 99.354 Data time: 0.0987, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.1117 [2020-10-19 08:53:13,598][root][INFO] - ===> Epoch[5159](25791/5): Loss -0.8375, Sem 0.0173, dir -0.9875, norm 0.1327, swav 0.0000 LR: 6.031e-02 Score 99.437 Data time: 0.0787, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.1687 [2020-10-19 08:53:16,034][root][INFO] - ===> Epoch[5159](25792/5): Loss -0.8254, Sem 0.0203, dir -0.9868, norm 0.1411, swav 0.0000 LR: 6.031e-02 Score 99.331 Data time: 0.0875, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.3628 [2020-10-19 08:53:18,223][root][INFO] - ===> Epoch[5159](25793/5): Loss -0.8427, Sem 0.0161, dir -0.9878, norm 0.1289, swav 0.0000 LR: 6.031e-02 Score 99.470 Data time: 0.0738, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.0781 [2020-10-19 08:53:20,571][root][INFO] - ===> Epoch[5159](25794/5): Loss -0.8343, Sem 0.0190, dir -0.9862, norm 0.1329, swav 0.0000 LR: 6.031e-02 Score 99.361 Data time: 0.0818, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.2714 [2020-10-19 08:53:22,841][root][INFO] - ===> Epoch[5159](25795/5): Loss -0.8233, Sem 0.0181, dir -0.9873, norm 0.1459, swav 0.0000 LR: 6.030e-02 Score 99.412 Data time: 0.0732, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.1725 [2020-10-19 08:53:25,398][root][INFO] - ===> Epoch[5160](25796/5): Loss -0.8385, Sem 0.0184, dir -0.9870, norm 0.1302, swav 0.0000 LR: 6.030e-02 Score 99.395 Data time: 0.0865, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.4499 [2020-10-19 08:53:27,141][root][INFO] - ===> Epoch[5160](25797/5): Loss -0.8285, Sem 0.0208, dir -0.9856, norm 0.1363, swav 0.0000 LR: 6.030e-02 Score 99.310 Data time: 0.0581, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.6219 [2020-10-19 08:53:28,784][root][INFO] - ===> Epoch[5160](25798/5): Loss -0.8355, Sem 0.0194, dir -0.9871, norm 0.1322, swav 0.0000 LR: 6.030e-02 Score 99.364 Data time: 0.0642, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.5831 [2020-10-19 08:53:31,274][root][INFO] - ===> Epoch[5160](25799/5): Loss -0.8249, Sem 0.0200, dir -0.9863, norm 0.1414, swav 0.0000 LR: 6.030e-02 Score 99.339 Data time: 0.2938, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.3895 [2020-10-19 08:53:33,242][root][INFO] - ===> Epoch[5160](25800/5): Loss -0.8322, Sem 0.0175, dir -0.9868, norm 0.1371, swav 0.0000 LR: 6.030e-02 Score 99.419 Data time: 0.0643, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.8267 [2020-10-19 08:53:34,220][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 08:53:34,388][root][INFO] - ===> Start testing [2020-10-19 08:54:14,223][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1275 Loss 0.143 (AVG: 0.565) Score 96.677 (AVG: 90.339) mIOU 68.166 mAP 83.461 mAcc 74.807 IOU: 61.247 0.000 77.983 73.214 94.589 91.665 29.164 77.617 97.854 56.392 81.711 86.280 58.439 mAP: 80.720 12.743 94.438 86.442 98.961 97.959 56.939 95.905 99.767 82.526 93.610 94.765 90.216 mAcc: 79.113 0.000 89.262 83.186 95.933 96.434 31.285 92.392 98.712 58.968 90.173 95.773 61.258 [2020-10-19 08:54:14,225][root][INFO] - Finished test. Elapsed time: 39.8351 [2020-10-19 08:54:17,728][root][INFO] - [2020-10-19 08:54:17,728][root][INFO] - ################################################################ [2020-10-19 08:54:17,728][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 08:54:17,729][root][INFO] - ################################################################ [2020-10-19 08:54:17,729][root][INFO] - clutter : nan nan nan [2020-10-19 08:54:17,729][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 08:54:17,729][root][INFO] - board : 0.782 0.877 0.898 [2020-10-19 08:54:17,729][root][INFO] - bookcase : 0.259 0.366 0.537 [2020-10-19 08:54:17,729][root][INFO] - ceiling : 0.406 0.453 0.519 [2020-10-19 08:54:17,729][root][INFO] - chair : 0.813 0.902 0.916 [2020-10-19 08:54:17,729][root][INFO] - column : 0.157 0.250 0.338 [2020-10-19 08:54:17,729][root][INFO] - door : 0.780 0.928 0.961 [2020-10-19 08:54:17,729][root][INFO] - floor : 0.817 0.830 0.857 [2020-10-19 08:54:17,729][root][INFO] - sofa : 0.272 0.412 0.818 [2020-10-19 08:54:17,729][root][INFO] - table : 0.147 0.349 0.668 [2020-10-19 08:54:17,729][root][INFO] - wall : 0.537 0.725 0.829 [2020-10-19 08:54:17,729][root][INFO] - window : 0.545 0.726 0.767 [2020-10-19 08:54:17,729][root][INFO] - ---------------------------------------------------------------- [2020-10-19 08:54:17,729][root][INFO] - average : 0.459 0.568 0.676 [2020-10-19 08:54:17,729][root][INFO] - [2020-10-19 08:54:17,869][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 08:54:17,870][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 08:54:19,807][root][INFO] - ===> Epoch[5161](25801/5): Loss -0.8332, Sem 0.0193, dir -0.9871, norm 0.1347, swav 0.0000 LR: 6.029e-02 Score 99.357 Data time: 0.0810, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.9318 [2020-10-19 08:54:21,910][root][INFO] - ===> Epoch[5161](25802/5): Loss -0.8281, Sem 0.0179, dir -0.9866, norm 0.1406, swav 0.0000 LR: 6.029e-02 Score 99.385 Data time: 0.0741, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 2.0069 [2020-10-19 08:54:23,916][root][INFO] - ===> Epoch[5161](25803/5): Loss -0.8285, Sem 0.0196, dir -0.9870, norm 0.1389, swav 0.0000 LR: 6.029e-02 Score 99.339 Data time: 0.0700, Forward time: 0.7767, Backward time: 1.1714, DDP time: 0.0031, Total iter time: 1.9086 [2020-10-19 08:54:25,798][root][INFO] - ===> Epoch[5161](25804/5): Loss -0.8413, Sem 0.0168, dir -0.9875, norm 0.1294, swav 0.0000 LR: 6.029e-02 Score 99.431 Data time: 0.0783, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.7904 [2020-10-19 08:54:28,333][root][INFO] - ===> Epoch[5161](25805/5): Loss -0.8296, Sem 0.0172, dir -0.9878, norm 0.1410, swav 0.0000 LR: 6.029e-02 Score 99.425 Data time: 0.1073, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.4274 [2020-10-19 08:54:30,867][root][INFO] - ===> Epoch[5162](25806/5): Loss -0.8373, Sem 0.0153, dir -0.9882, norm 0.1356, swav 0.0000 LR: 6.029e-02 Score 99.503 Data time: 0.1732, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.3856 [2020-10-19 08:54:33,263][root][INFO] - ===> Epoch[5162](25807/5): Loss -0.8288, Sem 0.0204, dir -0.9866, norm 0.1374, swav 0.0000 LR: 6.029e-02 Score 99.320 Data time: 0.1268, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2976 [2020-10-19 08:54:35,343][root][INFO] - ===> Epoch[5162](25808/5): Loss -0.8272, Sem 0.0206, dir -0.9865, norm 0.1387, swav 0.0000 LR: 6.028e-02 Score 99.292 Data time: 0.1978, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9879 [2020-10-19 08:54:37,846][root][INFO] - ===> Epoch[5162](25809/5): Loss -0.8302, Sem 0.0163, dir -0.9866, norm 0.1401, swav 0.0000 LR: 6.028e-02 Score 99.462 Data time: 0.0988, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.4147 [2020-10-19 08:54:39,913][root][INFO] - ===> Epoch[5162](25810/5): Loss -0.8356, Sem 0.0168, dir -0.9873, norm 0.1349, swav 0.0000 LR: 6.028e-02 Score 99.442 Data time: 0.1049, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9531 [2020-10-19 08:54:42,025][root][INFO] - ===> Epoch[5163](25811/5): Loss -0.8290, Sem 0.0192, dir -0.9865, norm 0.1383, swav 0.0000 LR: 6.028e-02 Score 99.359 Data time: 0.0746, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0131 [2020-10-19 08:54:44,213][root][INFO] - ===> Epoch[5163](25812/5): Loss -0.8165, Sem 0.0193, dir -0.9864, norm 0.1507, swav 0.0000 LR: 6.028e-02 Score 99.361 Data time: 0.1238, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1165 [2020-10-19 08:54:46,507][root][INFO] - ===> Epoch[5163](25813/5): Loss -0.8279, Sem 0.0185, dir -0.9866, norm 0.1401, swav 0.0000 LR: 6.028e-02 Score 99.377 Data time: 0.0571, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1848 [2020-10-19 08:54:48,438][root][INFO] - ===> Epoch[5163](25814/5): Loss -0.8389, Sem 0.0186, dir -0.9867, norm 0.1291, swav 0.0000 LR: 6.027e-02 Score 99.365 Data time: 0.0489, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8597 [2020-10-19 08:54:50,735][root][INFO] - ===> Epoch[5163](25815/5): Loss -0.8313, Sem 0.0171, dir -0.9881, norm 0.1397, swav 0.0000 LR: 6.027e-02 Score 99.430 Data time: 0.0561, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2431 [2020-10-19 08:54:52,863][root][INFO] - ===> Epoch[5164](25816/5): Loss -0.8324, Sem 0.0196, dir -0.9859, norm 0.1339, swav 0.0000 LR: 6.027e-02 Score 99.333 Data time: 0.0748, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0530 [2020-10-19 08:54:55,141][root][INFO] - ===> Epoch[5164](25817/5): Loss -0.8239, Sem 0.0173, dir -0.9863, norm 0.1451, swav 0.0000 LR: 6.027e-02 Score 99.448 Data time: 0.1350, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2338 [2020-10-19 08:54:57,351][root][INFO] - ===> Epoch[5164](25818/5): Loss -0.8300, Sem 0.0175, dir -0.9876, norm 0.1400, swav 0.0000 LR: 6.027e-02 Score 99.417 Data time: 0.0866, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1305 [2020-10-19 08:55:00,024][root][INFO] - ===> Epoch[5164](25819/5): Loss -0.8353, Sem 0.0171, dir -0.9879, norm 0.1354, swav 0.0000 LR: 6.027e-02 Score 99.425 Data time: 0.0789, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.5941 [2020-10-19 08:55:02,206][root][INFO] - ===> Epoch[5164](25820/5): Loss -0.8264, Sem 0.0182, dir -0.9864, norm 0.1418, swav 0.0000 LR: 6.026e-02 Score 99.386 Data time: 0.0820, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0892 [2020-10-19 08:55:04,365][root][INFO] - ===> Epoch[5165](25821/5): Loss -0.8263, Sem 0.0181, dir -0.9857, norm 0.1412, swav 0.0000 LR: 6.026e-02 Score 99.375 Data time: 0.0743, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0538 [2020-10-19 08:55:06,286][root][INFO] - ===> Epoch[5165](25822/5): Loss -0.8332, Sem 0.0185, dir -0.9874, norm 0.1358, swav 0.0000 LR: 6.026e-02 Score 99.395 Data time: 0.0682, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8316 [2020-10-19 08:55:08,393][root][INFO] - ===> Epoch[5165](25823/5): Loss -0.8404, Sem 0.0174, dir -0.9882, norm 0.1304, swav 0.0000 LR: 6.026e-02 Score 99.408 Data time: 0.0947, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0357 [2020-10-19 08:55:10,336][root][INFO] - ===> Epoch[5165](25824/5): Loss -0.8235, Sem 0.0197, dir -0.9859, norm 0.1427, swav 0.0000 LR: 6.026e-02 Score 99.340 Data time: 0.0742, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8303 [2020-10-19 08:55:12,587][root][INFO] - ===> Epoch[5165](25825/5): Loss -0.8232, Sem 0.0186, dir -0.9869, norm 0.1450, swav 0.0000 LR: 6.026e-02 Score 99.386 Data time: 0.0864, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1809 [2020-10-19 08:55:14,656][root][INFO] - ===> Epoch[5166](25826/5): Loss -0.8364, Sem 0.0161, dir -0.9887, norm 0.1361, swav 0.0000 LR: 6.026e-02 Score 99.459 Data time: 0.0828, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9739 [2020-10-19 08:55:16,851][root][INFO] - ===> Epoch[5166](25827/5): Loss -0.8171, Sem 0.0175, dir -0.9848, norm 0.1502, swav 0.0000 LR: 6.025e-02 Score 99.412 Data time: 0.0969, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0830 [2020-10-19 08:55:19,109][root][INFO] - ===> Epoch[5166](25828/5): Loss -0.8213, Sem 0.0196, dir -0.9863, norm 0.1454, swav 0.0000 LR: 6.025e-02 Score 99.366 Data time: 0.0719, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1295 [2020-10-19 08:55:21,380][root][INFO] - ===> Epoch[5166](25829/5): Loss -0.8328, Sem 0.0181, dir -0.9847, norm 0.1337, swav 0.0000 LR: 6.025e-02 Score 99.384 Data time: 0.0474, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1860 [2020-10-19 08:55:23,749][root][INFO] - ===> Epoch[5166](25830/5): Loss -0.8337, Sem 0.0186, dir -0.9884, norm 0.1360, swav 0.0000 LR: 6.025e-02 Score 99.368 Data time: 0.0646, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2954 [2020-10-19 08:55:25,977][root][INFO] - ===> Epoch[5167](25831/5): Loss -0.8375, Sem 0.0172, dir -0.9870, norm 0.1323, swav 0.0000 LR: 6.025e-02 Score 99.412 Data time: 0.0615, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1529 [2020-10-19 08:55:28,131][root][INFO] - ===> Epoch[5167](25832/5): Loss -0.8274, Sem 0.0208, dir -0.9863, norm 0.1382, swav 0.0000 LR: 6.025e-02 Score 99.291 Data time: 0.0682, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1005 [2020-10-19 08:55:30,220][root][INFO] - ===> Epoch[5167](25833/5): Loss -0.8402, Sem 0.0182, dir -0.9875, norm 0.1291, swav 0.0000 LR: 6.024e-02 Score 99.387 Data time: 0.0884, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9866 [2020-10-19 08:55:32,713][root][INFO] - ===> Epoch[5167](25834/5): Loss -0.8317, Sem 0.0160, dir -0.9878, norm 0.1400, swav 0.0000 LR: 6.024e-02 Score 99.467 Data time: 0.0806, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.3916 [2020-10-19 08:55:34,801][root][INFO] - ===> Epoch[5167](25835/5): Loss -0.8278, Sem 0.0207, dir -0.9862, norm 0.1377, swav 0.0000 LR: 6.024e-02 Score 99.311 Data time: 0.0656, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9821 [2020-10-19 08:55:36,702][root][INFO] - ===> Epoch[5168](25836/5): Loss -0.8268, Sem 0.0204, dir -0.9862, norm 0.1390, swav 0.0000 LR: 6.024e-02 Score 99.312 Data time: 0.0593, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8378 [2020-10-19 08:55:38,712][root][INFO] - ===> Epoch[5168](25837/5): Loss -0.8322, Sem 0.0192, dir -0.9871, norm 0.1357, swav 0.0000 LR: 6.024e-02 Score 99.361 Data time: 0.1200, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9202 [2020-10-19 08:55:41,143][root][INFO] - ===> Epoch[5168](25838/5): Loss -0.8304, Sem 0.0175, dir -0.9869, norm 0.1389, swav 0.0000 LR: 6.024e-02 Score 99.421 Data time: 0.0754, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.3327 [2020-10-19 08:55:43,112][root][INFO] - ===> Epoch[5168](25839/5): Loss -0.8281, Sem 0.0193, dir -0.9858, norm 0.1385, swav 0.0000 LR: 6.023e-02 Score 99.362 Data time: 0.0795, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8821 [2020-10-19 08:55:45,212][root][INFO] - ===> Epoch[5168](25840/5): Loss -0.8474, Sem 0.0181, dir -0.9879, norm 0.1224, swav 0.0000 LR: 6.023e-02 Score 99.387 Data time: 0.0942, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0096 [2020-10-19 08:55:46,952][root][INFO] - ===> Epoch[5169](25841/5): Loss -0.8180, Sem 0.0186, dir -0.9872, norm 0.1506, swav 0.0000 LR: 6.023e-02 Score 99.387 Data time: 0.0615, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.6434 [2020-10-19 08:55:49,418][root][INFO] - ===> Epoch[5169](25842/5): Loss -0.8314, Sem 0.0211, dir -0.9860, norm 0.1335, swav 0.0000 LR: 6.023e-02 Score 99.282 Data time: 0.1439, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.3871 [2020-10-19 08:55:51,454][root][INFO] - ===> Epoch[5169](25843/5): Loss -0.8338, Sem 0.0179, dir -0.9864, norm 0.1347, swav 0.0000 LR: 6.023e-02 Score 99.403 Data time: 0.1749, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9399 [2020-10-19 08:55:53,606][root][INFO] - ===> Epoch[5169](25844/5): Loss -0.8292, Sem 0.0187, dir -0.9876, norm 0.1397, swav 0.0000 LR: 6.023e-02 Score 99.381 Data time: 0.0932, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0646 [2020-10-19 08:55:55,746][root][INFO] - ===> Epoch[5169](25845/5): Loss -0.8214, Sem 0.0172, dir -0.9868, norm 0.1482, swav 0.0000 LR: 6.023e-02 Score 99.419 Data time: 0.0739, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0282 [2020-10-19 08:55:58,039][root][INFO] - ===> Epoch[5170](25846/5): Loss -0.8265, Sem 0.0197, dir -0.9864, norm 0.1403, swav 0.0000 LR: 6.022e-02 Score 99.326 Data time: 0.0852, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2121 [2020-10-19 08:56:00,184][root][INFO] - ===> Epoch[5170](25847/5): Loss -0.8434, Sem 0.0176, dir -0.9873, norm 0.1263, swav 0.0000 LR: 6.022e-02 Score 99.402 Data time: 0.0765, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0324 [2020-10-19 08:56:02,106][root][INFO] - ===> Epoch[5170](25848/5): Loss -0.8316, Sem 0.0175, dir -0.9866, norm 0.1376, swav 0.0000 LR: 6.022e-02 Score 99.406 Data time: 0.0559, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8302 [2020-10-19 08:56:04,383][root][INFO] - ===> Epoch[5170](25849/5): Loss -0.8369, Sem 0.0174, dir -0.9872, norm 0.1328, swav 0.0000 LR: 6.022e-02 Score 99.417 Data time: 0.0472, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2178 [2020-10-19 08:56:06,470][root][INFO] - ===> Epoch[5170](25850/5): Loss -0.8278, Sem 0.0178, dir -0.9880, norm 0.1425, swav 0.0000 LR: 6.022e-02 Score 99.398 Data time: 0.0709, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9936 [2020-10-19 08:56:08,468][root][INFO] - ===> Epoch[5171](25851/5): Loss -0.8330, Sem 0.0177, dir -0.9870, norm 0.1363, swav 0.0000 LR: 6.022e-02 Score 99.411 Data time: 0.0801, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9060 [2020-10-19 08:56:10,801][root][INFO] - ===> Epoch[5171](25852/5): Loss -0.8284, Sem 0.0190, dir -0.9868, norm 0.1394, swav 0.0000 LR: 6.021e-02 Score 99.353 Data time: 0.0924, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2203 [2020-10-19 08:56:13,581][root][INFO] - ===> Epoch[5171](25853/5): Loss -0.8122, Sem 0.0184, dir -0.9857, norm 0.1551, swav 0.0000 LR: 6.021e-02 Score 99.392 Data time: 0.0833, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.6792 [2020-10-19 08:56:15,765][root][INFO] - ===> Epoch[5171](25854/5): Loss -0.8334, Sem 0.0189, dir -0.9871, norm 0.1348, swav 0.0000 LR: 6.021e-02 Score 99.365 Data time: 0.0721, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0926 [2020-10-19 08:56:18,209][root][INFO] - ===> Epoch[5171](25855/5): Loss -0.8247, Sem 0.0182, dir -0.9869, norm 0.1440, swav 0.0000 LR: 6.021e-02 Score 99.378 Data time: 0.0829, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.3295 [2020-10-19 08:56:20,214][root][INFO] - ===> Epoch[5172](25856/5): Loss -0.8306, Sem 0.0172, dir -0.9872, norm 0.1395, swav 0.0000 LR: 6.021e-02 Score 99.428 Data time: 0.0725, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8963 [2020-10-19 08:56:22,338][root][INFO] - ===> Epoch[5172](25857/5): Loss -0.8287, Sem 0.0171, dir -0.9864, norm 0.1405, swav 0.0000 LR: 6.021e-02 Score 99.430 Data time: 0.0812, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0172 [2020-10-19 08:56:24,193][root][INFO] - ===> Epoch[5172](25858/5): Loss -0.8380, Sem 0.0188, dir -0.9882, norm 0.1313, swav 0.0000 LR: 6.020e-02 Score 99.362 Data time: 0.0788, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.7566 [2020-10-19 08:56:26,809][root][INFO] - ===> Epoch[5172](25859/5): Loss -0.8181, Sem 0.0186, dir -0.9863, norm 0.1496, swav 0.0000 LR: 6.020e-02 Score 99.375 Data time: 0.0932, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.5018 [2020-10-19 08:56:29,034][root][INFO] - ===> Epoch[5172](25860/5): Loss -0.8331, Sem 0.0166, dir -0.9873, norm 0.1376, swav 0.0000 LR: 6.020e-02 Score 99.441 Data time: 0.0765, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0753 [2020-10-19 08:56:31,115][root][INFO] - ===> Epoch[5173](25861/5): Loss -0.8269, Sem 0.0182, dir -0.9870, norm 0.1419, swav 0.0000 LR: 6.020e-02 Score 99.378 Data time: 0.0886, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9718 [2020-10-19 08:56:33,207][root][INFO] - ===> Epoch[5173](25862/5): Loss -0.8329, Sem 0.0185, dir -0.9867, norm 0.1352, swav 0.0000 LR: 6.020e-02 Score 99.393 Data time: 0.0869, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9924 [2020-10-19 08:56:35,212][root][INFO] - ===> Epoch[5173](25863/5): Loss -0.8272, Sem 0.0184, dir -0.9865, norm 0.1409, swav 0.0000 LR: 6.020e-02 Score 99.367 Data time: 0.0794, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9046 [2020-10-19 08:56:38,009][root][INFO] - ===> Epoch[5173](25864/5): Loss -0.8303, Sem 0.0190, dir -0.9869, norm 0.1376, swav 0.0000 LR: 6.019e-02 Score 99.358 Data time: 0.0767, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.6776 [2020-10-19 08:56:40,007][root][INFO] - ===> Epoch[5173](25865/5): Loss -0.8395, Sem 0.0159, dir -0.9873, norm 0.1320, swav 0.0000 LR: 6.019e-02 Score 99.482 Data time: 0.0753, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8835 [2020-10-19 08:56:42,284][root][INFO] - ===> Epoch[5174](25866/5): Loss -0.8379, Sem 0.0187, dir -0.9870, norm 0.1303, swav 0.0000 LR: 6.019e-02 Score 99.362 Data time: 0.0825, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1779 [2020-10-19 08:56:44,934][root][INFO] - ===> Epoch[5174](25867/5): Loss -0.8203, Sem 0.0177, dir -0.9874, norm 0.1495, swav 0.0000 LR: 6.019e-02 Score 99.426 Data time: 0.1089, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.5492 [2020-10-19 08:56:47,062][root][INFO] - ===> Epoch[5174](25868/5): Loss -0.8298, Sem 0.0182, dir -0.9870, norm 0.1390, swav 0.0000 LR: 6.019e-02 Score 99.386 Data time: 0.0659, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0024 [2020-10-19 08:56:49,232][root][INFO] - ===> Epoch[5174](25869/5): Loss -0.8329, Sem 0.0194, dir -0.9867, norm 0.1344, swav 0.0000 LR: 6.019e-02 Score 99.345 Data time: 0.0717, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0840 [2020-10-19 08:56:51,060][root][INFO] - ===> Epoch[5174](25870/5): Loss -0.8329, Sem 0.0185, dir -0.9859, norm 0.1345, swav 0.0000 LR: 6.019e-02 Score 99.378 Data time: 0.0555, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.7097 [2020-10-19 08:56:52,982][root][INFO] - ===> Epoch[5175](25871/5): Loss -0.8427, Sem 0.0182, dir -0.9864, norm 0.1255, swav 0.0000 LR: 6.018e-02 Score 99.380 Data time: 0.1218, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8399 [2020-10-19 08:56:55,085][root][INFO] - ===> Epoch[5175](25872/5): Loss -0.8435, Sem 0.0176, dir -0.9884, norm 0.1274, swav 0.0000 LR: 6.018e-02 Score 99.401 Data time: 0.0838, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0105 [2020-10-19 08:56:56,990][root][INFO] - ===> Epoch[5175](25873/5): Loss -0.8306, Sem 0.0195, dir -0.9854, norm 0.1353, swav 0.0000 LR: 6.018e-02 Score 99.351 Data time: 0.0676, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.7831 [2020-10-19 08:56:59,468][root][INFO] - ===> Epoch[5175](25874/5): Loss -0.8261, Sem 0.0180, dir -0.9858, norm 0.1417, swav 0.0000 LR: 6.018e-02 Score 99.401 Data time: 0.0841, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.3480 [2020-10-19 08:57:01,528][root][INFO] - ===> Epoch[5175](25875/5): Loss -0.8264, Sem 0.0183, dir -0.9873, norm 0.1427, swav 0.0000 LR: 6.018e-02 Score 99.385 Data time: 0.0505, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9316 [2020-10-19 08:57:03,785][root][INFO] - ===> Epoch[5176](25876/5): Loss -0.8373, Sem 0.0180, dir -0.9871, norm 0.1317, swav 0.0000 LR: 6.018e-02 Score 99.395 Data time: 0.0665, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1365 [2020-10-19 08:57:05,916][root][INFO] - ===> Epoch[5176](25877/5): Loss -0.8346, Sem 0.0182, dir -0.9873, norm 0.1345, swav 0.0000 LR: 6.017e-02 Score 99.391 Data time: 0.0792, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0343 [2020-10-19 08:57:08,061][root][INFO] - ===> Epoch[5176](25878/5): Loss -0.8353, Sem 0.0188, dir -0.9869, norm 0.1328, swav 0.0000 LR: 6.017e-02 Score 99.367 Data time: 0.0518, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0343 [2020-10-19 08:57:10,042][root][INFO] - ===> Epoch[5176](25879/5): Loss -0.8255, Sem 0.0236, dir -0.9848, norm 0.1357, swav 0.0000 LR: 6.017e-02 Score 99.237 Data time: 0.0802, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8854 [2020-10-19 08:57:11,983][root][INFO] - ===> Epoch[5176](25880/5): Loss -0.8317, Sem 0.0161, dir -0.9863, norm 0.1386, swav 0.0000 LR: 6.017e-02 Score 99.474 Data time: 0.1485, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8326 [2020-10-19 08:57:14,334][root][INFO] - ===> Epoch[5177](25881/5): Loss -0.8367, Sem 0.0189, dir -0.9875, norm 0.1319, swav 0.0000 LR: 6.017e-02 Score 99.373 Data time: 0.0956, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2676 [2020-10-19 08:57:16,584][root][INFO] - ===> Epoch[5177](25882/5): Loss -0.8335, Sem 0.0185, dir -0.9866, norm 0.1347, swav 0.0000 LR: 6.017e-02 Score 99.359 Data time: 0.1940, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1373 [2020-10-19 08:57:18,629][root][INFO] - ===> Epoch[5177](25883/5): Loss -0.8273, Sem 0.0192, dir -0.9875, norm 0.1410, swav 0.0000 LR: 6.016e-02 Score 99.356 Data time: 0.0793, Forward time: 0.7768, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9575 [2020-10-19 08:57:20,764][root][INFO] - ===> Epoch[5177](25884/5): Loss -0.8199, Sem 0.0198, dir -0.9854, norm 0.1457, swav 0.0000 LR: 6.016e-02 Score 99.353 Data time: 0.0871, Forward time: 0.7768, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0396 [2020-10-19 08:57:23,423][root][INFO] - ===> Epoch[5177](25885/5): Loss -0.8269, Sem 0.0172, dir -0.9863, norm 0.1422, swav 0.0000 LR: 6.016e-02 Score 99.420 Data time: 0.0852, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.5451 [2020-10-19 08:57:25,473][root][INFO] - ===> Epoch[5178](25886/5): Loss -0.8324, Sem 0.0187, dir -0.9878, norm 0.1367, swav 0.0000 LR: 6.016e-02 Score 99.389 Data time: 0.0829, Forward time: 0.7768, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9189 [2020-10-19 08:57:27,365][root][INFO] - ===> Epoch[5178](25887/5): Loss -0.8385, Sem 0.0177, dir -0.9866, norm 0.1305, swav 0.0000 LR: 6.016e-02 Score 99.393 Data time: 0.0612, Forward time: 0.7768, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.7806 [2020-10-19 08:57:29,929][root][INFO] - ===> Epoch[5178](25888/5): Loss -0.8277, Sem 0.0198, dir -0.9854, norm 0.1379, swav 0.0000 LR: 6.016e-02 Score 99.354 Data time: 0.0524, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.4565 [2020-10-19 08:57:32,094][root][INFO] - ===> Epoch[5178](25889/5): Loss -0.8314, Sem 0.0186, dir -0.9870, norm 0.1369, swav 0.0000 LR: 6.016e-02 Score 99.378 Data time: 0.0665, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0998 [2020-10-19 08:57:34,238][root][INFO] - ===> Epoch[5178](25890/5): Loss -0.8377, Sem 0.0183, dir -0.9870, norm 0.1310, swav 0.0000 LR: 6.015e-02 Score 99.387 Data time: 0.0825, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0446 [2020-10-19 08:57:37,155][root][INFO] - ===> Epoch[5179](25891/5): Loss -0.8176, Sem 0.0175, dir -0.9865, norm 0.1513, swav 0.0000 LR: 6.015e-02 Score 99.414 Data time: 0.0613, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.7909 [2020-10-19 08:57:39,245][root][INFO] - ===> Epoch[5179](25892/5): Loss -0.8274, Sem 0.0183, dir -0.9879, norm 0.1422, swav 0.0000 LR: 6.015e-02 Score 99.380 Data time: 0.0843, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0022 [2020-10-19 08:57:41,530][root][INFO] - ===> Epoch[5179](25893/5): Loss -0.8267, Sem 0.0171, dir -0.9870, norm 0.1432, swav 0.0000 LR: 6.015e-02 Score 99.431 Data time: 0.2843, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1819 [2020-10-19 08:57:43,989][root][INFO] - ===> Epoch[5179](25894/5): Loss -0.8235, Sem 0.0200, dir -0.9860, norm 0.1425, swav 0.0000 LR: 6.015e-02 Score 99.335 Data time: 0.1075, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.3700 [2020-10-19 08:57:46,394][root][INFO] - ===> Epoch[5179](25895/5): Loss -0.8372, Sem 0.0176, dir -0.9870, norm 0.1321, swav 0.0000 LR: 6.015e-02 Score 99.427 Data time: 0.0700, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2901 [2020-10-19 08:57:48,381][root][INFO] - ===> Epoch[5180](25896/5): Loss -0.8492, Sem 0.0163, dir -0.9880, norm 0.1224, swav 0.0000 LR: 6.014e-02 Score 99.436 Data time: 0.0690, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8859 [2020-10-19 08:57:50,316][root][INFO] - ===> Epoch[5180](25897/5): Loss -0.8248, Sem 0.0190, dir -0.9863, norm 0.1425, swav 0.0000 LR: 6.014e-02 Score 99.365 Data time: 0.0844, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8393 [2020-10-19 08:57:53,095][root][INFO] - ===> Epoch[5180](25898/5): Loss -0.8297, Sem 0.0177, dir -0.9868, norm 0.1394, swav 0.0000 LR: 6.014e-02 Score 99.404 Data time: 0.0682, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.6719 [2020-10-19 08:57:55,393][root][INFO] - ===> Epoch[5180](25899/5): Loss -0.8223, Sem 0.0188, dir -0.9869, norm 0.1457, swav 0.0000 LR: 6.014e-02 Score 99.378 Data time: 0.0806, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2046 [2020-10-19 08:57:58,011][root][INFO] - ===> Epoch[5180](25900/5): Loss -0.8471, Sem 0.0165, dir -0.9882, norm 0.1246, swav 0.0000 LR: 6.014e-02 Score 99.429 Data time: 0.0718, Forward time: 0.7768, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.4885 [2020-10-19 08:57:59,523][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 08:58:01,243][root][INFO] - ===> Epoch[5181](25901/5): Loss -0.8351, Sem 0.0167, dir -0.9890, norm 0.1371, swav 0.0000 LR: 6.014e-02 Score 99.443 Data time: 0.0707, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.5333 [2020-10-19 08:58:03,499][root][INFO] - ===> Epoch[5181](25902/5): Loss -0.8266, Sem 0.0194, dir -0.9864, norm 0.1404, swav 0.0000 LR: 6.013e-02 Score 99.356 Data time: 0.0706, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1720 [2020-10-19 08:58:05,468][root][INFO] - ===> Epoch[5181](25903/5): Loss -0.8327, Sem 0.0171, dir -0.9862, norm 0.1364, swav 0.0000 LR: 6.013e-02 Score 99.419 Data time: 0.0858, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8876 [2020-10-19 08:58:07,734][root][INFO] - ===> Epoch[5181](25904/5): Loss -0.8388, Sem 0.0194, dir -0.9872, norm 0.1289, swav 0.0000 LR: 6.013e-02 Score 99.380 Data time: 0.0773, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1301 [2020-10-19 08:58:09,657][root][INFO] - ===> Epoch[5181](25905/5): Loss -0.8260, Sem 0.0193, dir -0.9870, norm 0.1417, swav 0.0000 LR: 6.013e-02 Score 99.345 Data time: 0.0822, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8202 [2020-10-19 08:58:11,689][root][INFO] - ===> Epoch[5182](25906/5): Loss -0.8267, Sem 0.0201, dir -0.9859, norm 0.1390, swav 0.0000 LR: 6.013e-02 Score 99.332 Data time: 0.0826, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9229 [2020-10-19 08:58:13,863][root][INFO] - ===> Epoch[5182](25907/5): Loss -0.8347, Sem 0.0194, dir -0.9871, norm 0.1330, swav 0.0000 LR: 6.013e-02 Score 99.362 Data time: 0.0900, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0641 [2020-10-19 08:58:15,761][root][INFO] - ===> Epoch[5182](25908/5): Loss -0.8404, Sem 0.0171, dir -0.9877, norm 0.1302, swav 0.0000 LR: 6.013e-02 Score 99.425 Data time: 0.0476, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.7612 [2020-10-19 08:58:18,390][root][INFO] - ===> Epoch[5182](25909/5): Loss -0.8341, Sem 0.0176, dir -0.9867, norm 0.1349, swav 0.0000 LR: 6.012e-02 Score 99.411 Data time: 0.0503, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.5559 [2020-10-19 08:58:20,414][root][INFO] - ===> Epoch[5182](25910/5): Loss -0.8378, Sem 0.0175, dir -0.9880, norm 0.1327, swav 0.0000 LR: 6.012e-02 Score 99.405 Data time: 0.0523, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9667 [2020-10-19 08:58:22,533][root][INFO] - ===> Epoch[5183](25911/5): Loss -0.8373, Sem 0.0170, dir -0.9857, norm 0.1314, swav 0.0000 LR: 6.012e-02 Score 99.435 Data time: 0.0635, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0219 [2020-10-19 08:58:24,803][root][INFO] - ===> Epoch[5183](25912/5): Loss -0.8229, Sem 0.0190, dir -0.9865, norm 0.1446, swav 0.0000 LR: 6.012e-02 Score 99.359 Data time: 0.0615, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1998 [2020-10-19 08:58:27,378][root][INFO] - ===> Epoch[5183](25913/5): Loss -0.8362, Sem 0.0184, dir -0.9872, norm 0.1326, swav 0.0000 LR: 6.012e-02 Score 99.372 Data time: 0.0722, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.4718 [2020-10-19 08:58:29,383][root][INFO] - ===> Epoch[5183](25914/5): Loss -0.8471, Sem 0.0174, dir -0.9884, norm 0.1238, swav 0.0000 LR: 6.012e-02 Score 99.407 Data time: 0.2356, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8982 [2020-10-19 08:58:32,068][root][INFO] - ===> Epoch[5183](25915/5): Loss -0.8263, Sem 0.0184, dir -0.9864, norm 0.1417, swav 0.0000 LR: 6.011e-02 Score 99.393 Data time: 0.1128, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.5828 [2020-10-19 08:58:34,629][root][INFO] - ===> Epoch[5184](25916/5): Loss -0.8027, Sem 0.0290, dir -0.9846, norm 0.1529, swav 0.0000 LR: 6.011e-02 Score 99.190 Data time: 0.0772, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.4378 [2020-10-19 08:58:36,830][root][INFO] - ===> Epoch[5184](25917/5): Loss -0.8342, Sem 0.0187, dir -0.9871, norm 0.1341, swav 0.0000 LR: 6.011e-02 Score 99.363 Data time: 0.0983, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1010 [2020-10-19 08:58:38,884][root][INFO] - ===> Epoch[5184](25918/5): Loss -0.8378, Sem 0.0179, dir -0.9872, norm 0.1315, swav 0.0000 LR: 6.011e-02 Score 99.389 Data time: 0.0793, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9494 [2020-10-19 08:58:41,066][root][INFO] - ===> Epoch[5184](25919/5): Loss -0.8354, Sem 0.0211, dir -0.9873, norm 0.1309, swav 0.0000 LR: 6.011e-02 Score 99.280 Data time: 0.0822, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0694 [2020-10-19 08:58:43,196][root][INFO] - ===> Epoch[5184](25920/5): Loss -0.7874, Sem 0.0502, dir -0.9831, norm 0.1455, swav 0.0000 LR: 6.011e-02 Score 98.967 Data time: 0.0942, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0070 [2020-10-19 08:58:45,581][root][INFO] - ===> Epoch[5185](25921/5): Loss -0.7888, Sem 0.0521, dir -0.9831, norm 0.1423, swav 0.0000 LR: 6.010e-02 Score 98.892 Data time: 0.0664, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2692 [2020-10-19 08:58:47,544][root][INFO] - ===> Epoch[5185](25922/5): Loss -0.8005, Sem 0.0337, dir -0.9860, norm 0.1518, swav 0.0000 LR: 6.010e-02 Score 98.918 Data time: 0.0768, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8653 [2020-10-19 08:58:49,591][root][INFO] - ===> Epoch[5185](25923/5): Loss -0.7763, Sem 0.0453, dir -0.9834, norm 0.1618, swav 0.0000 LR: 6.010e-02 Score 98.959 Data time: 0.0860, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9281 [2020-10-19 08:58:51,986][root][INFO] - ===> Epoch[5185](25924/5): Loss -0.8085, Sem 0.0310, dir -0.9861, norm 0.1466, swav 0.0000 LR: 6.010e-02 Score 98.968 Data time: 0.0709, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2669 [2020-10-19 08:58:54,082][root][INFO] - ===> Epoch[5185](25925/5): Loss -0.8070, Sem 0.0352, dir -0.9850, norm 0.1428, swav 0.0000 LR: 6.010e-02 Score 98.846 Data time: 0.0587, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9907 [2020-10-19 08:58:56,030][root][INFO] - ===> Epoch[5186](25926/5): Loss -0.7998, Sem 0.0361, dir -0.9840, norm 0.1482, swav 0.0000 LR: 6.010e-02 Score 98.821 Data time: 0.0737, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8600 [2020-10-19 08:58:57,923][root][INFO] - ===> Epoch[5186](25927/5): Loss -0.8069, Sem 0.0354, dir -0.9862, norm 0.1439, swav 0.0000 LR: 6.009e-02 Score 99.044 Data time: 0.0734, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.7869 [2020-10-19 08:58:59,869][root][INFO] - ===> Epoch[5186](25928/5): Loss -0.7862, Sem 0.0332, dir -0.9844, norm 0.1650, swav 0.0000 LR: 6.009e-02 Score 98.950 Data time: 0.0897, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8480 [2020-10-19 08:59:02,389][root][INFO] - ===> Epoch[5186](25929/5): Loss -0.8071, Sem 0.0276, dir -0.9864, norm 0.1518, swav 0.0000 LR: 6.009e-02 Score 99.144 Data time: 0.0615, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.4031 [2020-10-19 08:59:04,497][root][INFO] - ===> Epoch[5186](25930/5): Loss -0.8052, Sem 0.0295, dir -0.9838, norm 0.1491, swav 0.0000 LR: 6.009e-02 Score 99.071 Data time: 0.0792, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0084 [2020-10-19 08:59:06,330][root][INFO] - ===> Epoch[5187](25931/5): Loss -0.8022, Sem 0.0319, dir -0.9836, norm 0.1495, swav 0.0000 LR: 6.009e-02 Score 98.977 Data time: 0.0788, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.7187 [2020-10-19 08:59:08,807][root][INFO] - ===> Epoch[5187](25932/5): Loss -0.8003, Sem 0.0264, dir -0.9854, norm 0.1587, swav 0.0000 LR: 6.009e-02 Score 99.173 Data time: 0.0821, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.3816 [2020-10-19 08:59:11,259][root][INFO] - ===> Epoch[5187](25933/5): Loss -0.7959, Sem 0.0296, dir -0.9837, norm 0.1582, swav 0.0000 LR: 6.009e-02 Score 99.045 Data time: 0.0685, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.3292 [2020-10-19 08:59:13,480][root][INFO] - ===> Epoch[5187](25934/5): Loss -0.7981, Sem 0.0270, dir -0.9845, norm 0.1595, swav 0.0000 LR: 6.008e-02 Score 99.127 Data time: 0.0795, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1161 [2020-10-19 08:59:15,159][root][INFO] - ===> Epoch[5187](25935/5): Loss -0.8083, Sem 0.0375, dir -0.9849, norm 0.1391, swav 0.0000 LR: 6.008e-02 Score 99.002 Data time: 0.0757, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.5699 [2020-10-19 08:59:17,932][root][INFO] - ===> Epoch[5188](25936/5): Loss -0.8091, Sem 0.0228, dir -0.9859, norm 0.1541, swav 0.0000 LR: 6.008e-02 Score 99.258 Data time: 0.0414, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.6942 [2020-10-19 08:59:19,933][root][INFO] - ===> Epoch[5188](25937/5): Loss -0.8092, Sem 0.0225, dir -0.9847, norm 0.1530, swav 0.0000 LR: 6.008e-02 Score 99.243 Data time: 0.0782, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9113 [2020-10-19 08:59:21,571][root][INFO] - ===> Epoch[5188](25938/5): Loss -0.8155, Sem 0.0269, dir -0.9846, norm 0.1422, swav 0.0000 LR: 6.008e-02 Score 99.111 Data time: 0.0665, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.5270 [2020-10-19 08:59:23,684][root][INFO] - ===> Epoch[5188](25939/5): Loss -0.8145, Sem 0.0242, dir -0.9841, norm 0.1454, swav 0.0000 LR: 6.008e-02 Score 99.203 Data time: 0.0524, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0163 [2020-10-19 08:59:26,083][root][INFO] - ===> Epoch[5188](25940/5): Loss -0.8112, Sem 0.0307, dir -0.9843, norm 0.1424, swav 0.0000 LR: 6.007e-02 Score 99.070 Data time: 0.0689, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.3256 [2020-10-19 08:59:28,059][root][INFO] - ===> Epoch[5189](25941/5): Loss -0.8282, Sem 0.0221, dir -0.9850, norm 0.1347, swav 0.0000 LR: 6.007e-02 Score 99.241 Data time: 0.0488, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8777 [2020-10-19 08:59:30,306][root][INFO] - ===> Epoch[5189](25942/5): Loss -0.7838, Sem 0.0248, dir -0.9842, norm 0.1757, swav 0.0000 LR: 6.007e-02 Score 99.223 Data time: 0.0887, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1856 [2020-10-19 08:59:32,229][root][INFO] - ===> Epoch[5189](25943/5): Loss -0.8242, Sem 0.0267, dir -0.9875, norm 0.1367, swav 0.0000 LR: 6.007e-02 Score 99.153 Data time: 0.1340, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8007 [2020-10-19 08:59:34,460][root][INFO] - ===> Epoch[5189](25944/5): Loss -0.7977, Sem 0.0222, dir -0.9854, norm 0.1654, swav 0.0000 LR: 6.007e-02 Score 99.269 Data time: 0.1051, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1204 [2020-10-19 08:59:36,464][root][INFO] - ===> Epoch[5189](25945/5): Loss -0.8186, Sem 0.0223, dir -0.9870, norm 0.1461, swav 0.0000 LR: 6.007e-02 Score 99.265 Data time: 0.0857, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.8791 [2020-10-19 08:59:38,553][root][INFO] - ===> Epoch[5190](25946/5): Loss -0.8248, Sem 0.0229, dir -0.9851, norm 0.1373, swav 0.0000 LR: 6.006e-02 Score 99.239 Data time: 0.0696, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9909 [2020-10-19 08:59:41,113][root][INFO] - ===> Epoch[5190](25947/5): Loss -0.7867, Sem 0.0248, dir -0.9845, norm 0.1730, swav 0.0000 LR: 6.006e-02 Score 99.173 Data time: 0.0566, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.4724 [2020-10-19 08:59:43,455][root][INFO] - ===> Epoch[5190](25948/5): Loss -0.8138, Sem 0.0215, dir -0.9854, norm 0.1500, swav 0.0000 LR: 6.006e-02 Score 99.299 Data time: 0.0738, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2440 [2020-10-19 08:59:45,791][root][INFO] - ===> Epoch[5190](25949/5): Loss -0.7992, Sem 0.0210, dir -0.9854, norm 0.1653, swav 0.0000 LR: 6.006e-02 Score 99.296 Data time: 0.0819, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2479 [2020-10-19 08:59:48,938][root][INFO] - ===> Epoch[5190](25950/5): Loss -0.8163, Sem 0.0192, dir -0.9862, norm 0.1507, swav 0.0000 LR: 6.006e-02 Score 99.368 Data time: 0.0900, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 3.0234 [2020-10-19 08:59:50,589][root][INFO] - ===> Epoch[5191](25951/5): Loss -0.8258, Sem 0.0209, dir -0.9865, norm 0.1398, swav 0.0000 LR: 6.006e-02 Score 99.285 Data time: 0.0635, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.5288 [2020-10-19 08:59:52,704][root][INFO] - ===> Epoch[5191](25952/5): Loss -0.7924, Sem 0.0249, dir -0.9852, norm 0.1679, swav 0.0000 LR: 6.006e-02 Score 99.186 Data time: 0.0545, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0471 [2020-10-19 08:59:54,939][root][INFO] - ===> Epoch[5191](25953/5): Loss -0.8249, Sem 0.0186, dir -0.9866, norm 0.1431, swav 0.0000 LR: 6.005e-02 Score 99.392 Data time: 0.0668, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1678 [2020-10-19 08:59:57,110][root][INFO] - ===> Epoch[5191](25954/5): Loss -0.7963, Sem 0.0246, dir -0.9838, norm 0.1630, swav 0.0000 LR: 6.005e-02 Score 99.191 Data time: 0.0918, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0895 [2020-10-19 08:59:59,435][root][INFO] - ===> Epoch[5191](25955/5): Loss -0.8073, Sem 0.0297, dir -0.9845, norm 0.1476, swav 0.0000 LR: 6.005e-02 Score 99.059 Data time: 0.0722, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2020 [2020-10-19 09:00:01,475][root][INFO] - ===> Epoch[5192](25956/5): Loss -0.8264, Sem 0.0242, dir -0.9860, norm 0.1354, swav 0.0000 LR: 6.005e-02 Score 99.193 Data time: 0.0787, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9422 [2020-10-19 09:00:03,503][root][INFO] - ===> Epoch[5192](25957/5): Loss -0.8239, Sem 0.0189, dir -0.9873, norm 0.1444, swav 0.0000 LR: 6.005e-02 Score 99.379 Data time: 0.0867, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9050 [2020-10-19 09:00:05,488][root][INFO] - ===> Epoch[5192](25958/5): Loss -0.8114, Sem 0.0245, dir -0.9851, norm 0.1492, swav 0.0000 LR: 6.005e-02 Score 99.216 Data time: 0.0815, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.8733 [2020-10-19 09:00:08,217][root][INFO] - ===> Epoch[5192](25959/5): Loss -0.8186, Sem 0.0207, dir -0.9851, norm 0.1458, swav 0.0000 LR: 6.004e-02 Score 99.305 Data time: 0.0820, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.6120 [2020-10-19 09:00:09,968][root][INFO] - ===> Epoch[5192](25960/5): Loss -0.8203, Sem 0.0230, dir -0.9866, norm 0.1434, swav 0.0000 LR: 6.004e-02 Score 99.269 Data time: 0.0581, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.6347 [2020-10-19 09:00:12,203][root][INFO] - ===> Epoch[5193](25961/5): Loss -0.8146, Sem 0.0216, dir -0.9846, norm 0.1485, swav 0.0000 LR: 6.004e-02 Score 99.263 Data time: 0.0704, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1432 [2020-10-19 09:00:14,485][root][INFO] - ===> Epoch[5193](25962/5): Loss -0.8199, Sem 0.0197, dir -0.9856, norm 0.1460, swav 0.0000 LR: 6.004e-02 Score 99.349 Data time: 0.1035, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1680 [2020-10-19 09:00:16,822][root][INFO] - ===> Epoch[5193](25963/5): Loss -0.8177, Sem 0.0212, dir -0.9861, norm 0.1471, swav 0.0000 LR: 6.004e-02 Score 99.297 Data time: 0.0668, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1862 [2020-10-19 09:00:19,135][root][INFO] - ===> Epoch[5193](25964/5): Loss -0.7954, Sem 0.0252, dir -0.9847, norm 0.1641, swav 0.0000 LR: 6.004e-02 Score 99.202 Data time: 0.0473, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1949 [2020-10-19 09:00:20,966][root][INFO] - ===> Epoch[5193](25965/5): Loss -0.8212, Sem 0.0226, dir -0.9855, norm 0.1417, swav 0.0000 LR: 6.003e-02 Score 99.215 Data time: 0.0735, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.7509 [2020-10-19 09:00:23,045][root][INFO] - ===> Epoch[5194](25966/5): Loss -0.8079, Sem 0.0250, dir -0.9854, norm 0.1524, swav 0.0000 LR: 6.003e-02 Score 99.207 Data time: 0.0790, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9666 [2020-10-19 09:00:24,917][root][INFO] - ===> Epoch[5194](25967/5): Loss -0.8220, Sem 0.0205, dir -0.9867, norm 0.1442, swav 0.0000 LR: 6.003e-02 Score 99.317 Data time: 0.0667, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.7591 [2020-10-19 09:00:27,222][root][INFO] - ===> Epoch[5194](25968/5): Loss -0.8150, Sem 0.0218, dir -0.9865, norm 0.1496, swav 0.0000 LR: 6.003e-02 Score 99.269 Data time: 0.0763, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1896 [2020-10-19 09:00:29,263][root][INFO] - ===> Epoch[5194](25969/5): Loss -0.8115, Sem 0.0222, dir -0.9847, norm 0.1510, swav 0.0000 LR: 6.003e-02 Score 99.285 Data time: 0.0624, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9180 [2020-10-19 09:00:31,123][root][INFO] - ===> Epoch[5194](25970/5): Loss -0.8276, Sem 0.0195, dir -0.9875, norm 0.1403, swav 0.0000 LR: 6.003e-02 Score 99.354 Data time: 0.0771, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.7682 [2020-10-19 09:00:33,280][root][INFO] - ===> Epoch[5195](25971/5): Loss -0.8226, Sem 0.0195, dir -0.9870, norm 0.1449, swav 0.0000 LR: 6.003e-02 Score 99.353 Data time: 0.0770, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0324 [2020-10-19 09:00:35,532][root][INFO] - ===> Epoch[5195](25972/5): Loss -0.8248, Sem 0.0208, dir -0.9854, norm 0.1398, swav 0.0000 LR: 6.002e-02 Score 99.324 Data time: 0.0812, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1449 [2020-10-19 09:00:37,671][root][INFO] - ===> Epoch[5195](25973/5): Loss -0.8243, Sem 0.0227, dir -0.9857, norm 0.1388, swav 0.0000 LR: 6.002e-02 Score 99.218 Data time: 0.0701, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0137 [2020-10-19 09:00:40,207][root][INFO] - ===> Epoch[5195](25974/5): Loss -0.8304, Sem 0.0179, dir -0.9871, norm 0.1388, swav 0.0000 LR: 6.002e-02 Score 99.410 Data time: 0.0748, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.4192 [2020-10-19 09:00:42,296][root][INFO] - ===> Epoch[5195](25975/5): Loss -0.8301, Sem 0.0210, dir -0.9863, norm 0.1351, swav 0.0000 LR: 6.002e-02 Score 99.348 Data time: 0.0942, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9755 [2020-10-19 09:00:44,564][root][INFO] - ===> Epoch[5196](25976/5): Loss -0.8211, Sem 0.0212, dir -0.9865, norm 0.1442, swav 0.0000 LR: 6.002e-02 Score 99.282 Data time: 0.0849, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1577 [2020-10-19 09:00:46,848][root][INFO] - ===> Epoch[5196](25977/5): Loss -0.8313, Sem 0.0206, dir -0.9876, norm 0.1356, swav 0.0000 LR: 6.002e-02 Score 99.288 Data time: 0.0702, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1622 [2020-10-19 09:00:48,968][root][INFO] - ===> Epoch[5196](25978/5): Loss -0.8185, Sem 0.0208, dir -0.9858, norm 0.1465, swav 0.0000 LR: 6.001e-02 Score 99.306 Data time: 0.0862, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0288 [2020-10-19 09:00:51,060][root][INFO] - ===> Epoch[5196](25979/5): Loss -0.8265, Sem 0.0208, dir -0.9855, norm 0.1383, swav 0.0000 LR: 6.001e-02 Score 99.316 Data time: 0.0586, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9824 [2020-10-19 09:00:53,172][root][INFO] - ===> Epoch[5196](25980/5): Loss -0.8374, Sem 0.0170, dir -0.9874, norm 0.1330, swav 0.0000 LR: 6.001e-02 Score 99.427 Data time: 0.0942, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.0284 [2020-10-19 09:00:55,380][root][INFO] - ===> Epoch[5197](25981/5): Loss -0.8221, Sem 0.0196, dir -0.9861, norm 0.1444, swav 0.0000 LR: 6.001e-02 Score 99.337 Data time: 0.1087, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1106 [2020-10-19 09:00:57,694][root][INFO] - ===> Epoch[5197](25982/5): Loss -0.8327, Sem 0.0198, dir -0.9870, norm 0.1344, swav 0.0000 LR: 6.001e-02 Score 99.333 Data time: 0.1190, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2195 [2020-10-19 09:00:59,956][root][INFO] - ===> Epoch[5197](25983/5): Loss -0.8150, Sem 0.0198, dir -0.9851, norm 0.1504, swav 0.0000 LR: 6.001e-02 Score 99.342 Data time: 0.1012, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.1755 [2020-10-19 09:01:02,048][root][INFO] - ===> Epoch[5197](25984/5): Loss -0.8381, Sem 0.0181, dir -0.9870, norm 0.1308, swav 0.0000 LR: 6.000e-02 Score 99.404 Data time: 0.0677, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9825 [2020-10-19 09:01:04,068][root][INFO] - ===> Epoch[5197](25985/5): Loss -0.8239, Sem 0.0210, dir -0.9863, norm 0.1414, swav 0.0000 LR: 6.000e-02 Score 99.290 Data time: 0.0921, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9470 [2020-10-19 09:01:06,189][root][INFO] - ===> Epoch[5198](25986/5): Loss -0.8128, Sem 0.0193, dir -0.9850, norm 0.1529, swav 0.0000 LR: 6.000e-02 Score 99.350 Data time: 0.1692, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0144 [2020-10-19 09:01:08,681][root][INFO] - ===> Epoch[5198](25987/5): Loss -0.8211, Sem 0.0179, dir -0.9871, norm 0.1480, swav 0.0000 LR: 6.000e-02 Score 99.394 Data time: 0.1013, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.3800 [2020-10-19 09:01:10,608][root][INFO] - ===> Epoch[5198](25988/5): Loss -0.8203, Sem 0.0193, dir -0.9863, norm 0.1467, swav 0.0000 LR: 6.000e-02 Score 99.338 Data time: 0.0953, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.7937 [2020-10-19 09:01:12,938][root][INFO] - ===> Epoch[5198](25989/5): Loss -0.8247, Sem 0.0170, dir -0.9875, norm 0.1458, swav 0.0000 LR: 6.000e-02 Score 99.428 Data time: 0.1038, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.2331 [2020-10-19 09:01:15,097][root][INFO] - ===> Epoch[5198](25990/5): Loss -0.8303, Sem 0.0193, dir -0.9864, norm 0.1367, swav 0.0000 LR: 5.999e-02 Score 99.344 Data time: 0.0838, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0521 [2020-10-19 09:01:17,066][root][INFO] - ===> Epoch[5199](25991/5): Loss -0.8244, Sem 0.0184, dir -0.9855, norm 0.1427, swav 0.0000 LR: 5.999e-02 Score 99.379 Data time: 0.0718, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.8593 [2020-10-19 09:01:19,143][root][INFO] - ===> Epoch[5199](25992/5): Loss -0.8337, Sem 0.0161, dir -0.9869, norm 0.1372, swav 0.0000 LR: 5.999e-02 Score 99.464 Data time: 0.0688, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9872 [2020-10-19 09:01:21,440][root][INFO] - ===> Epoch[5199](25993/5): Loss -0.8096, Sem 0.0186, dir -0.9864, norm 0.1582, swav 0.0000 LR: 5.999e-02 Score 99.365 Data time: 0.1277, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.1821 [2020-10-19 09:01:23,386][root][INFO] - ===> Epoch[5199](25994/5): Loss -0.8040, Sem 0.0199, dir -0.9841, norm 0.1602, swav 0.0000 LR: 5.999e-02 Score 99.350 Data time: 0.0874, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.8274 [2020-10-19 09:01:25,703][root][INFO] - ===> Epoch[5199](25995/5): Loss -0.8104, Sem 0.0210, dir -0.9846, norm 0.1532, swav 0.0000 LR: 5.999e-02 Score 99.297 Data time: 0.0877, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.2322 [2020-10-19 09:01:27,879][root][INFO] - ===> Epoch[5200](25996/5): Loss -0.8179, Sem 0.0201, dir -0.9848, norm 0.1468, swav 0.0000 LR: 5.999e-02 Score 99.322 Data time: 0.0866, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0876 [2020-10-19 09:01:30,131][root][INFO] - ===> Epoch[5200](25997/5): Loss -0.8336, Sem 0.0185, dir -0.9875, norm 0.1355, swav 0.0000 LR: 5.998e-02 Score 99.376 Data time: 0.0766, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.1461 [2020-10-19 09:01:32,538][root][INFO] - ===> Epoch[5200](25998/5): Loss -0.8106, Sem 0.0191, dir -0.9859, norm 0.1562, swav 0.0000 LR: 5.998e-02 Score 99.368 Data time: 0.0822, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.3277 [2020-10-19 09:01:35,053][root][INFO] - ===> Epoch[5200](25999/5): Loss -0.8070, Sem 0.0195, dir -0.9854, norm 0.1589, swav 0.0000 LR: 5.998e-02 Score 99.358 Data time: 0.0828, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.4186 [2020-10-19 09:01:37,289][root][INFO] - ===> Epoch[5200](26000/5): Loss -0.8063, Sem 0.0205, dir -0.9846, norm 0.1579, swav 0.0000 LR: 5.998e-02 Score 99.310 Data time: 0.0812, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.1573 [2020-10-19 09:01:38,343][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 09:01:38,499][root][INFO] - ===> Start testing [2020-10-19 09:02:16,594][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1145 Loss 0.254 (AVG: 0.525) Score 94.723 (AVG: 90.532) mIOU 70.102 mAP 83.941 mAcc 77.256 IOU: 61.839 0.169 81.367 72.946 94.744 92.084 35.377 77.994 98.369 69.359 80.331 86.454 60.292 mAP: 80.573 8.712 95.786 86.262 98.910 98.538 58.885 96.773 99.771 88.124 92.874 94.372 91.659 mAcc: 80.733 1.094 89.885 79.596 95.736 97.514 39.681 92.165 99.237 74.882 91.152 95.548 67.106 [2020-10-19 09:02:16,596][root][INFO] - Finished test. Elapsed time: 38.0947 [2020-10-19 09:02:20,144][root][INFO] - [2020-10-19 09:02:20,145][root][INFO] - ################################################################ [2020-10-19 09:02:20,145][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 09:02:20,145][root][INFO] - ################################################################ [2020-10-19 09:02:20,145][root][INFO] - clutter : nan nan nan [2020-10-19 09:02:20,145][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 09:02:20,145][root][INFO] - board : 0.785 0.847 0.901 [2020-10-19 09:02:20,145][root][INFO] - bookcase : 0.194 0.321 0.490 [2020-10-19 09:02:20,145][root][INFO] - ceiling : 0.551 0.580 0.666 [2020-10-19 09:02:20,145][root][INFO] - chair : 0.823 0.909 0.928 [2020-10-19 09:02:20,145][root][INFO] - column : 0.232 0.333 0.382 [2020-10-19 09:02:20,145][root][INFO] - door : 0.748 0.891 0.948 [2020-10-19 09:02:20,145][root][INFO] - floor : 0.772 0.777 0.843 [2020-10-19 09:02:20,145][root][INFO] - sofa : 0.400 0.818 0.818 [2020-10-19 09:02:20,145][root][INFO] - table : 0.143 0.342 0.639 [2020-10-19 09:02:20,145][root][INFO] - wall : 0.513 0.696 0.790 [2020-10-19 09:02:20,145][root][INFO] - window : 0.592 0.767 0.780 [2020-10-19 09:02:20,145][root][INFO] - ---------------------------------------------------------------- [2020-10-19 09:02:20,145][root][INFO] - average : 0.479 0.607 0.682 [2020-10-19 09:02:20,146][root][INFO] - [2020-10-19 09:02:20,305][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 09:02:20,307][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 09:02:21,966][root][INFO] - ===> Epoch[5201](26001/5): Loss -0.8038, Sem 0.0203, dir -0.9842, norm 0.1600, swav 0.0000 LR: 5.998e-02 Score 99.326 Data time: 0.0729, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.6542 [2020-10-19 09:02:24,322][root][INFO] - ===> Epoch[5201](26002/5): Loss -0.8196, Sem 0.0169, dir -0.9864, norm 0.1499, swav 0.0000 LR: 5.998e-02 Score 99.436 Data time: 0.0696, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.2460 [2020-10-19 09:02:26,465][root][INFO] - ===> Epoch[5201](26003/5): Loss -0.8077, Sem 0.0206, dir -0.9857, norm 0.1574, swav 0.0000 LR: 5.997e-02 Score 99.313 Data time: 0.0766, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0469 [2020-10-19 09:02:28,944][root][INFO] - ===> Epoch[5201](26004/5): Loss -0.8178, Sem 0.0195, dir -0.9874, norm 0.1501, swav 0.0000 LR: 5.997e-02 Score 99.352 Data time: 0.0722, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.3708 [2020-10-19 09:02:31,691][root][INFO] - ===> Epoch[5201](26005/5): Loss -0.8148, Sem 0.0217, dir -0.9854, norm 0.1489, swav 0.0000 LR: 5.997e-02 Score 99.282 Data time: 0.0837, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.6435 [2020-10-19 09:02:33,704][root][INFO] - ===> Epoch[5202](26006/5): Loss -0.8115, Sem 0.0205, dir -0.9849, norm 0.1529, swav 0.0000 LR: 5.997e-02 Score 99.315 Data time: 0.0902, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.8694 [2020-10-19 09:02:35,992][root][INFO] - ===> Epoch[5202](26007/5): Loss -0.8281, Sem 0.0190, dir -0.9863, norm 0.1392, swav 0.0000 LR: 5.997e-02 Score 99.346 Data time: 0.0718, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.1754 [2020-10-19 09:02:38,401][root][INFO] - ===> Epoch[5202](26008/5): Loss -0.8335, Sem 0.0183, dir -0.9870, norm 0.1352, swav 0.0000 LR: 5.997e-02 Score 99.371 Data time: 0.0738, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.3044 [2020-10-19 09:02:40,373][root][INFO] - ===> Epoch[5202](26009/5): Loss -0.8269, Sem 0.0204, dir -0.9862, norm 0.1389, swav 0.0000 LR: 5.996e-02 Score 99.331 Data time: 0.0696, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.8608 [2020-10-19 09:02:42,437][root][INFO] - ===> Epoch[5202](26010/5): Loss -0.8126, Sem 0.0257, dir -0.9856, norm 0.1473, swav 0.0000 LR: 5.996e-02 Score 99.278 Data time: 0.0801, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9582 [2020-10-19 09:02:44,972][root][INFO] - ===> Epoch[5203](26011/5): Loss -0.8234, Sem 0.0197, dir -0.9858, norm 0.1427, swav 0.0000 LR: 5.996e-02 Score 99.346 Data time: 0.0868, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.4224 [2020-10-19 09:02:46,848][root][INFO] - ===> Epoch[5203](26012/5): Loss -0.8205, Sem 0.0247, dir -0.9847, norm 0.1395, swav 0.0000 LR: 5.996e-02 Score 99.249 Data time: 0.0632, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.7526 [2020-10-19 09:02:49,162][root][INFO] - ===> Epoch[5203](26013/5): Loss -0.8283, Sem 0.0194, dir -0.9875, norm 0.1397, swav 0.0000 LR: 5.996e-02 Score 99.341 Data time: 0.0678, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.2046 [2020-10-19 09:02:51,055][root][INFO] - ===> Epoch[5203](26014/5): Loss -0.8079, Sem 0.0209, dir -0.9847, norm 0.1558, swav 0.0000 LR: 5.996e-02 Score 99.305 Data time: 0.0777, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.7612 [2020-10-19 09:02:53,296][root][INFO] - ===> Epoch[5203](26015/5): Loss -0.8082, Sem 0.0259, dir -0.9844, norm 0.1503, swav 0.0000 LR: 5.996e-02 Score 99.212 Data time: 0.0812, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.1351 [2020-10-19 09:02:55,596][root][INFO] - ===> Epoch[5204](26016/5): Loss -0.8200, Sem 0.0181, dir -0.9857, norm 0.1476, swav 0.0000 LR: 5.995e-02 Score 99.397 Data time: 0.0613, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.1803 [2020-10-19 09:02:57,600][root][INFO] - ===> Epoch[5204](26017/5): Loss -0.8330, Sem 0.0187, dir -0.9868, norm 0.1351, swav 0.0000 LR: 5.995e-02 Score 99.368 Data time: 0.0682, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9205 [2020-10-19 09:03:00,038][root][INFO] - ===> Epoch[5204](26018/5): Loss -0.8368, Sem 0.0176, dir -0.9881, norm 0.1337, swav 0.0000 LR: 5.995e-02 Score 99.407 Data time: 0.0735, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.3392 [2020-10-19 09:03:02,135][root][INFO] - ===> Epoch[5204](26019/5): Loss -0.8203, Sem 0.0191, dir -0.9855, norm 0.1461, swav 0.0000 LR: 5.995e-02 Score 99.366 Data time: 0.0697, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9755 [2020-10-19 09:03:04,267][root][INFO] - ===> Epoch[5204](26020/5): Loss -0.8287, Sem 0.0214, dir -0.9858, norm 0.1356, swav 0.0000 LR: 5.995e-02 Score 99.293 Data time: 0.0677, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0579 [2020-10-19 09:03:06,340][root][INFO] - ===> Epoch[5205](26021/5): Loss -0.8106, Sem 0.0222, dir -0.9852, norm 0.1524, swav 0.0000 LR: 5.995e-02 Score 99.259 Data time: 0.0849, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9848 [2020-10-19 09:03:08,355][root][INFO] - ===> Epoch[5205](26022/5): Loss -0.8220, Sem 0.0216, dir -0.9868, norm 0.1433, swav 0.0000 LR: 5.994e-02 Score 99.302 Data time: 0.0789, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9047 [2020-10-19 09:03:10,460][root][INFO] - ===> Epoch[5205](26023/5): Loss -0.8239, Sem 0.0203, dir -0.9851, norm 0.1409, swav 0.0000 LR: 5.994e-02 Score 99.308 Data time: 0.1154, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0108 [2020-10-19 09:03:12,765][root][INFO] - ===> Epoch[5205](26024/5): Loss -0.8125, Sem 0.0199, dir -0.9866, norm 0.1543, swav 0.0000 LR: 5.994e-02 Score 99.340 Data time: 0.0901, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.2005 [2020-10-19 09:03:14,860][root][INFO] - ===> Epoch[5205](26025/5): Loss -0.8200, Sem 0.0204, dir -0.9860, norm 0.1456, swav 0.0000 LR: 5.994e-02 Score 99.346 Data time: 0.0662, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9822 [2020-10-19 09:03:17,500][root][INFO] - ===> Epoch[5206](26026/5): Loss -0.8300, Sem 0.0180, dir -0.9863, norm 0.1383, swav 0.0000 LR: 5.994e-02 Score 99.397 Data time: 0.0787, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.5647 [2020-10-19 09:03:19,693][root][INFO] - ===> Epoch[5206](26027/5): Loss -0.8111, Sem 0.0247, dir -0.9850, norm 0.1491, swav 0.0000 LR: 5.994e-02 Score 99.208 Data time: 0.0660, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0907 [2020-10-19 09:03:21,795][root][INFO] - ===> Epoch[5206](26028/5): Loss -0.8373, Sem 0.0171, dir -0.9875, norm 0.1332, swav 0.0000 LR: 5.993e-02 Score 99.430 Data time: 0.1279, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0208 [2020-10-19 09:03:24,252][root][INFO] - ===> Epoch[5206](26029/5): Loss -0.8175, Sem 0.0211, dir -0.9841, norm 0.1454, swav 0.0000 LR: 5.993e-02 Score 99.295 Data time: 0.0797, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.3459 [2020-10-19 09:03:26,729][root][INFO] - ===> Epoch[5206](26030/5): Loss -0.8071, Sem 0.0254, dir -0.9865, norm 0.1540, swav 0.0000 LR: 5.993e-02 Score 99.273 Data time: 0.1108, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.3625 [2020-10-19 09:03:28,735][root][INFO] - ===> Epoch[5207](26031/5): Loss -0.8347, Sem 0.0195, dir -0.9867, norm 0.1325, swav 0.0000 LR: 5.993e-02 Score 99.339 Data time: 0.0682, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.8752 [2020-10-19 09:03:31,042][root][INFO] - ===> Epoch[5207](26032/5): Loss -0.8049, Sem 0.0202, dir -0.9852, norm 0.1602, swav 0.0000 LR: 5.993e-02 Score 99.337 Data time: 0.0670, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.2271 [2020-10-19 09:03:33,239][root][INFO] - ===> Epoch[5207](26033/5): Loss -0.8309, Sem 0.0198, dir -0.9859, norm 0.1352, swav 0.0000 LR: 5.993e-02 Score 99.343 Data time: 0.1219, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0892 [2020-10-19 09:03:35,320][root][INFO] - ===> Epoch[5207](26034/5): Loss -0.8123, Sem 0.0212, dir -0.9844, norm 0.1510, swav 0.0000 LR: 5.993e-02 Score 99.296 Data time: 0.0539, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9661 [2020-10-19 09:03:37,643][root][INFO] - ===> Epoch[5207](26035/5): Loss -0.8058, Sem 0.0226, dir -0.9842, norm 0.1558, swav 0.0000 LR: 5.992e-02 Score 99.252 Data time: 0.1092, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.2563 [2020-10-19 09:03:40,097][root][INFO] - ===> Epoch[5208](26036/5): Loss -0.8145, Sem 0.0191, dir -0.9856, norm 0.1521, swav 0.0000 LR: 5.992e-02 Score 99.367 Data time: 0.1193, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.3385 [2020-10-19 09:03:42,189][root][INFO] - ===> Epoch[5208](26037/5): Loss -0.8317, Sem 0.0182, dir -0.9870, norm 0.1370, swav 0.0000 LR: 5.992e-02 Score 99.396 Data time: 0.0788, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9980 [2020-10-19 09:03:44,530][root][INFO] - ===> Epoch[5208](26038/5): Loss -0.8059, Sem 0.0205, dir -0.9850, norm 0.1586, swav 0.0000 LR: 5.992e-02 Score 99.334 Data time: 0.0645, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.2836 [2020-10-19 09:03:46,808][root][INFO] - ===> Epoch[5208](26039/5): Loss -0.8286, Sem 0.0177, dir -0.9870, norm 0.1407, swav 0.0000 LR: 5.992e-02 Score 99.404 Data time: 0.0704, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.1755 [2020-10-19 09:03:48,905][root][INFO] - ===> Epoch[5208](26040/5): Loss -0.8193, Sem 0.0193, dir -0.9862, norm 0.1477, swav 0.0000 LR: 5.992e-02 Score 99.355 Data time: 0.0510, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9751 [2020-10-19 09:03:51,199][root][INFO] - ===> Epoch[5209](26041/5): Loss -0.8206, Sem 0.0194, dir -0.9863, norm 0.1463, swav 0.0000 LR: 5.991e-02 Score 99.354 Data time: 0.0723, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.2219 [2020-10-19 09:03:53,747][root][INFO] - ===> Epoch[5209](26042/5): Loss -0.8205, Sem 0.0174, dir -0.9859, norm 0.1480, swav 0.0000 LR: 5.991e-02 Score 99.422 Data time: 0.0698, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.4335 [2020-10-19 09:03:55,692][root][INFO] - ===> Epoch[5209](26043/5): Loss -0.8217, Sem 0.0197, dir -0.9853, norm 0.1438, swav 0.0000 LR: 5.991e-02 Score 99.327 Data time: 0.0716, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.8551 [2020-10-19 09:03:57,912][root][INFO] - ===> Epoch[5209](26044/5): Loss -0.8084, Sem 0.0233, dir -0.9851, norm 0.1534, swav 0.0000 LR: 5.991e-02 Score 99.268 Data time: 0.1852, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.1457 [2020-10-19 09:04:00,320][root][INFO] - ===> Epoch[5209](26045/5): Loss -0.8151, Sem 0.0208, dir -0.9863, norm 0.1504, swav 0.0000 LR: 5.991e-02 Score 99.322 Data time: 0.1063, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.2938 [2020-10-19 09:04:02,090][root][INFO] - ===> Epoch[5210](26046/5): Loss -0.8192, Sem 0.0183, dir -0.9858, norm 0.1483, swav 0.0000 LR: 5.991e-02 Score 99.407 Data time: 0.0628, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.6537 [2020-10-19 09:04:04,030][root][INFO] - ===> Epoch[5210](26047/5): Loss -0.8334, Sem 0.0195, dir -0.9855, norm 0.1326, swav 0.0000 LR: 5.990e-02 Score 99.349 Data time: 0.0757, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.8438 [2020-10-19 09:04:06,519][root][INFO] - ===> Epoch[5210](26048/5): Loss -0.8058, Sem 0.0204, dir -0.9859, norm 0.1596, swav 0.0000 LR: 5.990e-02 Score 99.322 Data time: 0.0489, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.3904 [2020-10-19 09:04:08,660][root][INFO] - ===> Epoch[5210](26049/5): Loss -0.8209, Sem 0.0191, dir -0.9858, norm 0.1458, swav 0.0000 LR: 5.990e-02 Score 99.378 Data time: 0.0671, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0768 [2020-10-19 09:04:10,970][root][INFO] - ===> Epoch[5210](26050/5): Loss -0.8141, Sem 0.0190, dir -0.9862, norm 0.1531, swav 0.0000 LR: 5.990e-02 Score 99.365 Data time: 0.1005, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.2292 [2020-10-19 09:04:12,965][root][INFO] - ===> Epoch[5211](26051/5): Loss -0.8277, Sem 0.0196, dir -0.9855, norm 0.1382, swav 0.0000 LR: 5.990e-02 Score 99.339 Data time: 0.1407, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.8877 [2020-10-19 09:04:15,315][root][INFO] - ===> Epoch[5211](26052/5): Loss -0.8215, Sem 0.0179, dir -0.9864, norm 0.1470, swav 0.0000 LR: 5.990e-02 Score 99.399 Data time: 0.0922, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.2407 [2020-10-19 09:04:17,523][root][INFO] - ===> Epoch[5211](26053/5): Loss -0.8116, Sem 0.0196, dir -0.9860, norm 0.1548, swav 0.0000 LR: 5.989e-02 Score 99.349 Data time: 0.0577, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.1161 [2020-10-19 09:04:19,524][root][INFO] - ===> Epoch[5211](26054/5): Loss -0.8325, Sem 0.0170, dir -0.9874, norm 0.1378, swav 0.0000 LR: 5.989e-02 Score 99.428 Data time: 0.0883, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9582 [2020-10-19 09:04:21,969][root][INFO] - ===> Epoch[5211](26055/5): Loss -0.8266, Sem 0.0180, dir -0.9865, norm 0.1419, swav 0.0000 LR: 5.989e-02 Score 99.400 Data time: 0.0605, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.3462 [2020-10-19 09:04:24,414][root][INFO] - ===> Epoch[5212](26056/5): Loss -0.8191, Sem 0.0188, dir -0.9855, norm 0.1476, swav 0.0000 LR: 5.989e-02 Score 99.391 Data time: 0.0801, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.3562 [2020-10-19 09:04:26,622][root][INFO] - ===> Epoch[5212](26057/5): Loss -0.7993, Sem 0.0238, dir -0.9843, norm 0.1612, swav 0.0000 LR: 5.989e-02 Score 99.214 Data time: 0.0807, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0931 [2020-10-19 09:04:28,527][root][INFO] - ===> Epoch[5212](26058/5): Loss -0.8240, Sem 0.0175, dir -0.9872, norm 0.1458, swav 0.0000 LR: 5.989e-02 Score 99.421 Data time: 0.0770, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.7968 [2020-10-19 09:04:30,873][root][INFO] - ===> Epoch[5212](26059/5): Loss -0.8131, Sem 0.0198, dir -0.9861, norm 0.1532, swav 0.0000 LR: 5.989e-02 Score 99.351 Data time: 0.0598, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.2483 [2020-10-19 09:04:32,534][root][INFO] - ===> Epoch[5212](26060/5): Loss -0.8340, Sem 0.0194, dir -0.9868, norm 0.1334, swav 0.0000 LR: 5.988e-02 Score 99.345 Data time: 0.1433, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.5965 [2020-10-19 09:04:34,785][root][INFO] - ===> Epoch[5213](26061/5): Loss -0.8327, Sem 0.0157, dir -0.9865, norm 0.1381, swav 0.0000 LR: 5.988e-02 Score 99.465 Data time: 0.1180, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.1556 [2020-10-19 09:04:37,005][root][INFO] - ===> Epoch[5213](26062/5): Loss -0.8337, Sem 0.0178, dir -0.9870, norm 0.1355, swav 0.0000 LR: 5.988e-02 Score 99.407 Data time: 0.0618, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.1046 [2020-10-19 09:04:39,742][root][INFO] - ===> Epoch[5213](26063/5): Loss -0.8191, Sem 0.0188, dir -0.9856, norm 0.1478, swav 0.0000 LR: 5.988e-02 Score 99.359 Data time: 0.0810, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.6711 [2020-10-19 09:04:41,913][root][INFO] - ===> Epoch[5213](26064/5): Loss -0.8248, Sem 0.0195, dir -0.9878, norm 0.1435, swav 0.0000 LR: 5.988e-02 Score 99.365 Data time: 0.0707, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0638 [2020-10-19 09:04:44,052][root][INFO] - ===> Epoch[5213](26065/5): Loss -0.8278, Sem 0.0162, dir -0.9876, norm 0.1435, swav 0.0000 LR: 5.988e-02 Score 99.451 Data time: 0.1374, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0386 [2020-10-19 09:04:46,425][root][INFO] - ===> Epoch[5214](26066/5): Loss -0.8346, Sem 0.0208, dir -0.9868, norm 0.1314, swav 0.0000 LR: 5.987e-02 Score 99.322 Data time: 0.0976, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.2503 [2020-10-19 09:04:48,691][root][INFO] - ===> Epoch[5214](26067/5): Loss -0.8092, Sem 0.0204, dir -0.9875, norm 0.1579, swav 0.0000 LR: 5.987e-02 Score 99.365 Data time: 0.0872, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.1625 [2020-10-19 09:04:50,658][root][INFO] - ===> Epoch[5214](26068/5): Loss -0.8055, Sem 0.0193, dir -0.9848, norm 0.1600, swav 0.0000 LR: 5.987e-02 Score 99.365 Data time: 0.0642, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.8544 [2020-10-19 09:04:52,461][root][INFO] - ===> Epoch[5214](26069/5): Loss -0.8218, Sem 0.0194, dir -0.9867, norm 0.1456, swav 0.0000 LR: 5.987e-02 Score 99.346 Data time: 0.0666, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.7452 [2020-10-19 09:04:54,775][root][INFO] - ===> Epoch[5214](26070/5): Loss -0.8133, Sem 0.0202, dir -0.9859, norm 0.1523, swav 0.0000 LR: 5.987e-02 Score 99.325 Data time: 0.0726, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.2158 [2020-10-19 09:04:57,264][root][INFO] - ===> Epoch[5215](26071/5): Loss -0.8247, Sem 0.0171, dir -0.9866, norm 0.1448, swav 0.0000 LR: 5.987e-02 Score 99.426 Data time: 0.0760, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.3899 [2020-10-19 09:04:59,783][root][INFO] - ===> Epoch[5215](26072/5): Loss -0.8093, Sem 0.0216, dir -0.9860, norm 0.1551, swav 0.0000 LR: 5.986e-02 Score 99.294 Data time: 0.0620, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.4188 [2020-10-19 09:05:01,801][root][INFO] - ===> Epoch[5215](26073/5): Loss -0.8264, Sem 0.0173, dir -0.9867, norm 0.1429, swav 0.0000 LR: 5.986e-02 Score 99.404 Data time: 0.0616, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9343 [2020-10-19 09:05:03,417][root][INFO] - ===> Epoch[5215](26074/5): Loss -0.8270, Sem 0.0183, dir -0.9883, norm 0.1430, swav 0.0000 LR: 5.986e-02 Score 99.409 Data time: 0.0688, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.5178 [2020-10-19 09:05:05,841][root][INFO] - ===> Epoch[5215](26075/5): Loss -0.8162, Sem 0.0183, dir -0.9858, norm 0.1513, swav 0.0000 LR: 5.986e-02 Score 99.392 Data time: 0.0656, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.3070 [2020-10-19 09:05:08,670][root][INFO] - ===> Epoch[5216](26076/5): Loss -0.8050, Sem 0.0204, dir -0.9859, norm 0.1604, swav 0.0000 LR: 5.986e-02 Score 99.325 Data time: 0.1170, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.7226 [2020-10-19 09:05:10,655][root][INFO] - ===> Epoch[5216](26077/5): Loss -0.8243, Sem 0.0182, dir -0.9873, norm 0.1449, swav 0.0000 LR: 5.986e-02 Score 99.391 Data time: 0.0809, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.8405 [2020-10-19 09:05:12,989][root][INFO] - ===> Epoch[5216](26078/5): Loss -0.8377, Sem 0.0179, dir -0.9877, norm 0.1322, swav 0.0000 LR: 5.986e-02 Score 99.386 Data time: 0.0794, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.2423 [2020-10-19 09:05:14,966][root][INFO] - ===> Epoch[5216](26079/5): Loss -0.8198, Sem 0.0191, dir -0.9868, norm 0.1479, swav 0.0000 LR: 5.985e-02 Score 99.348 Data time: 0.0670, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.8655 [2020-10-19 09:05:17,347][root][INFO] - ===> Epoch[5216](26080/5): Loss -0.8238, Sem 0.0171, dir -0.9864, norm 0.1454, swav 0.0000 LR: 5.985e-02 Score 99.425 Data time: 0.0845, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.2469 [2020-10-19 09:05:19,782][root][INFO] - ===> Epoch[5217](26081/5): Loss -0.8169, Sem 0.0177, dir -0.9867, norm 0.1521, swav 0.0000 LR: 5.985e-02 Score 99.391 Data time: 0.0689, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.3058 [2020-10-19 09:05:21,886][root][INFO] - ===> Epoch[5217](26082/5): Loss -0.8256, Sem 0.0195, dir -0.9853, norm 0.1402, swav 0.0000 LR: 5.985e-02 Score 99.338 Data time: 0.0900, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9795 [2020-10-19 09:05:24,073][root][INFO] - ===> Epoch[5217](26083/5): Loss -0.8092, Sem 0.0205, dir -0.9849, norm 0.1552, swav 0.0000 LR: 5.985e-02 Score 99.317 Data time: 0.0694, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0715 [2020-10-19 09:05:26,239][root][INFO] - ===> Epoch[5217](26084/5): Loss -0.8387, Sem 0.0175, dir -0.9875, norm 0.1313, swav 0.0000 LR: 5.985e-02 Score 99.416 Data time: 0.1031, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0805 [2020-10-19 09:05:28,387][root][INFO] - ===> Epoch[5217](26085/5): Loss -0.8149, Sem 0.0166, dir -0.9865, norm 0.1550, swav 0.0000 LR: 5.984e-02 Score 99.428 Data time: 0.0977, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0466 [2020-10-19 09:05:30,352][root][INFO] - ===> Epoch[5218](26086/5): Loss -0.8266, Sem 0.0205, dir -0.9869, norm 0.1397, swav 0.0000 LR: 5.984e-02 Score 99.324 Data time: 0.0582, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.8519 [2020-10-19 09:05:32,889][root][INFO] - ===> Epoch[5218](26087/5): Loss -0.8054, Sem 0.0240, dir -0.9854, norm 0.1559, swav 0.0000 LR: 5.984e-02 Score 99.223 Data time: 0.0607, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.4684 [2020-10-19 09:05:35,123][root][INFO] - ===> Epoch[5218](26088/5): Loss -0.8258, Sem 0.0198, dir -0.9860, norm 0.1405, swav 0.0000 LR: 5.984e-02 Score 99.331 Data time: 0.0667, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.1057 [2020-10-19 09:05:38,129][root][INFO] - ===> Epoch[5218](26089/5): Loss -0.8187, Sem 0.0204, dir -0.9871, norm 0.1481, swav 0.0000 LR: 5.984e-02 Score 99.328 Data time: 0.1080, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.7761 [2020-10-19 09:05:40,231][root][INFO] - ===> Epoch[5218](26090/5): Loss -0.8330, Sem 0.0170, dir -0.9873, norm 0.1373, swav 0.0000 LR: 5.984e-02 Score 99.438 Data time: 0.0756, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9928 [2020-10-19 09:05:42,398][root][INFO] - ===> Epoch[5219](26091/5): Loss -0.8270, Sem 0.0186, dir -0.9860, norm 0.1405, swav 0.0000 LR: 5.983e-02 Score 99.379 Data time: 0.0717, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0749 [2020-10-19 09:05:44,309][root][INFO] - ===> Epoch[5219](26092/5): Loss -0.8370, Sem 0.0215, dir -0.9872, norm 0.1287, swav 0.0000 LR: 5.983e-02 Score 99.313 Data time: 0.0723, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.8071 [2020-10-19 09:05:46,532][root][INFO] - ===> Epoch[5219](26093/5): Loss -0.8335, Sem 0.0201, dir -0.9858, norm 0.1322, swav 0.0000 LR: 5.983e-02 Score 99.315 Data time: 0.0775, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.1248 [2020-10-19 09:05:48,663][root][INFO] - ===> Epoch[5219](26094/5): Loss -0.8333, Sem 0.0185, dir -0.9874, norm 0.1356, swav 0.0000 LR: 5.983e-02 Score 99.373 Data time: 0.0680, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0267 [2020-10-19 09:05:51,145][root][INFO] - ===> Epoch[5219](26095/5): Loss -0.8132, Sem 0.0202, dir -0.9857, norm 0.1523, swav 0.0000 LR: 5.983e-02 Score 99.345 Data time: 0.1102, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.3982 [2020-10-19 09:05:53,285][root][INFO] - ===> Epoch[5220](26096/5): Loss -0.8104, Sem 0.0205, dir -0.9857, norm 0.1548, swav 0.0000 LR: 5.983e-02 Score 99.334 Data time: 0.0731, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9895 [2020-10-19 09:05:55,153][root][INFO] - ===> Epoch[5220](26097/5): Loss -0.8360, Sem 0.0213, dir -0.9873, norm 0.1300, swav 0.0000 LR: 5.983e-02 Score 99.286 Data time: 0.0923, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.7636 [2020-10-19 09:05:57,185][root][INFO] - ===> Epoch[5220](26098/5): Loss -0.8402, Sem 0.0192, dir -0.9869, norm 0.1274, swav 0.0000 LR: 5.982e-02 Score 99.361 Data time: 0.0787, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9448 [2020-10-19 09:05:59,915][root][INFO] - ===> Epoch[5220](26099/5): Loss -0.8390, Sem 0.0177, dir -0.9875, norm 0.1307, swav 0.0000 LR: 5.982e-02 Score 99.401 Data time: 0.0836, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.6139 [2020-10-19 09:06:02,233][root][INFO] - ===> Epoch[5220](26100/5): Loss -0.8262, Sem 0.0191, dir -0.9867, norm 0.1413, swav 0.0000 LR: 5.982e-02 Score 99.375 Data time: 0.0590, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.2085 [2020-10-19 09:06:03,931][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 09:06:06,207][root][INFO] - ===> Epoch[5221](26101/5): Loss -0.8338, Sem 0.0182, dir -0.9867, norm 0.1347, swav 0.0000 LR: 5.982e-02 Score 99.398 Data time: 0.0925, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.1009 [2020-10-19 09:06:08,476][root][INFO] - ===> Epoch[5221](26102/5): Loss -0.8258, Sem 0.0193, dir -0.9868, norm 0.1417, swav 0.0000 LR: 5.982e-02 Score 99.369 Data time: 0.0624, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.1362 [2020-10-19 09:06:10,471][root][INFO] - ===> Epoch[5221](26103/5): Loss -0.8334, Sem 0.0211, dir -0.9868, norm 0.1322, swav 0.0000 LR: 5.982e-02 Score 99.285 Data time: 0.0617, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.8843 [2020-10-19 09:06:12,620][root][INFO] - ===> Epoch[5221](26104/5): Loss -0.8224, Sem 0.0214, dir -0.9862, norm 0.1424, swav 0.0000 LR: 5.981e-02 Score 99.314 Data time: 0.1248, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0681 [2020-10-19 09:06:15,604][root][INFO] - ===> Epoch[5221](26105/5): Loss -0.8180, Sem 0.0199, dir -0.9858, norm 0.1479, swav 0.0000 LR: 5.981e-02 Score 99.341 Data time: 0.0864, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.8742 [2020-10-19 09:06:18,071][root][INFO] - ===> Epoch[5222](26106/5): Loss -0.8331, Sem 0.0215, dir -0.9859, norm 0.1313, swav 0.0000 LR: 5.981e-02 Score 99.258 Data time: 0.0568, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.3527 [2020-10-19 09:06:20,620][root][INFO] - ===> Epoch[5222](26107/5): Loss -0.8313, Sem 0.0184, dir -0.9871, norm 0.1374, swav 0.0000 LR: 5.981e-02 Score 99.385 Data time: 0.0822, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.4956 [2020-10-19 09:06:22,713][root][INFO] - ===> Epoch[5222](26108/5): Loss -0.8228, Sem 0.0190, dir -0.9864, norm 0.1447, swav 0.0000 LR: 5.981e-02 Score 99.367 Data time: 0.1161, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 1.9721 [2020-10-19 09:06:24,860][root][INFO] - ===> Epoch[5222](26109/5): Loss -0.8269, Sem 0.0178, dir -0.9870, norm 0.1423, swav 0.0000 LR: 5.981e-02 Score 99.404 Data time: 0.0843, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0414 [2020-10-19 09:06:26,868][root][INFO] - ===> Epoch[5222](26110/5): Loss -0.8418, Sem 0.0182, dir -0.9885, norm 0.1285, swav 0.0000 LR: 5.980e-02 Score 99.384 Data time: 0.0869, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.8986 [2020-10-19 09:06:29,179][root][INFO] - ===> Epoch[5223](26111/5): Loss -0.8136, Sem 0.0209, dir -0.9853, norm 0.1508, swav 0.0000 LR: 5.980e-02 Score 99.323 Data time: 0.0596, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.2094 [2020-10-19 09:06:31,547][root][INFO] - ===> Epoch[5223](26112/5): Loss -0.8278, Sem 0.0204, dir -0.9863, norm 0.1381, swav 0.0000 LR: 5.980e-02 Score 99.299 Data time: 0.0890, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.2765 [2020-10-19 09:06:33,892][root][INFO] - ===> Epoch[5223](26113/5): Loss -0.8112, Sem 0.0228, dir -0.9848, norm 0.1507, swav 0.0000 LR: 5.980e-02 Score 99.270 Data time: 0.0690, Forward time: 0.7767, Backward time: 1.1713, DDP time: 0.0031, Total iter time: 2.2367 [2020-10-19 09:06:36,106][root][INFO] - ===> Epoch[5223](26114/5): Loss -0.8326, Sem 0.0196, dir -0.9869, norm 0.1347, swav 0.0000 LR: 5.980e-02 Score 99.343 Data time: 0.0946, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.1044 [2020-10-19 09:06:38,045][root][INFO] - ===> Epoch[5223](26115/5): Loss -0.8378, Sem 0.0195, dir -0.9873, norm 0.1300, swav 0.0000 LR: 5.980e-02 Score 99.334 Data time: 0.1111, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.8341 [2020-10-19 09:06:40,133][root][INFO] - ===> Epoch[5224](26116/5): Loss -0.8268, Sem 0.0187, dir -0.9853, norm 0.1399, swav 0.0000 LR: 5.979e-02 Score 99.375 Data time: 0.0832, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9716 [2020-10-19 09:06:42,204][root][INFO] - ===> Epoch[5224](26117/5): Loss -0.8213, Sem 0.0178, dir -0.9857, norm 0.1466, swav 0.0000 LR: 5.979e-02 Score 99.398 Data time: 0.0845, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9783 [2020-10-19 09:06:44,520][root][INFO] - ===> Epoch[5224](26118/5): Loss -0.8331, Sem 0.0182, dir -0.9862, norm 0.1349, swav 0.0000 LR: 5.979e-02 Score 99.387 Data time: 0.0901, Forward time: 0.7768, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.2331 [2020-10-19 09:06:46,736][root][INFO] - ===> Epoch[5224](26119/5): Loss -0.8355, Sem 0.0181, dir -0.9877, norm 0.1341, swav 0.0000 LR: 5.979e-02 Score 99.391 Data time: 0.0952, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0882 [2020-10-19 09:06:48,899][root][INFO] - ===> Epoch[5224](26120/5): Loss -0.8279, Sem 0.0200, dir -0.9871, norm 0.1392, swav 0.0000 LR: 5.979e-02 Score 99.347 Data time: 0.0624, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0655 [2020-10-19 09:06:51,129][root][INFO] - ===> Epoch[5225](26121/5): Loss -0.8460, Sem 0.0172, dir -0.9875, norm 0.1243, swav 0.0000 LR: 5.979e-02 Score 99.420 Data time: 0.0816, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.1552 [2020-10-19 09:06:53,453][root][INFO] - ===> Epoch[5225](26122/5): Loss -0.8362, Sem 0.0171, dir -0.9876, norm 0.1343, swav 0.0000 LR: 5.979e-02 Score 99.431 Data time: 0.0960, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.2325 [2020-10-19 09:06:55,701][root][INFO] - ===> Epoch[5225](26123/5): Loss -0.8292, Sem 0.0207, dir -0.9862, norm 0.1362, swav 0.0000 LR: 5.978e-02 Score 99.307 Data time: 0.0621, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.1450 [2020-10-19 09:06:57,708][root][INFO] - ===> Epoch[5225](26124/5): Loss -0.8272, Sem 0.0226, dir -0.9865, norm 0.1367, swav 0.0000 LR: 5.978e-02 Score 99.279 Data time: 0.0728, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9235 [2020-10-19 09:07:00,295][root][INFO] - ===> Epoch[5225](26125/5): Loss -0.8285, Sem 0.0201, dir -0.9860, norm 0.1374, swav 0.0000 LR: 5.978e-02 Score 99.330 Data time: 0.0655, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.4864 [2020-10-19 09:07:02,092][root][INFO] - ===> Epoch[5226](26126/5): Loss -0.8367, Sem 0.0198, dir -0.9864, norm 0.1300, swav 0.0000 LR: 5.978e-02 Score 99.334 Data time: 0.0637, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.6828 [2020-10-19 09:07:04,034][root][INFO] - ===> Epoch[5226](26127/5): Loss -0.8269, Sem 0.0188, dir -0.9872, norm 0.1415, swav 0.0000 LR: 5.978e-02 Score 99.373 Data time: 0.0791, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.8535 [2020-10-19 09:07:06,189][root][INFO] - ===> Epoch[5226](26128/5): Loss -0.8292, Sem 0.0181, dir -0.9869, norm 0.1396, swav 0.0000 LR: 5.978e-02 Score 99.401 Data time: 0.0714, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0497 [2020-10-19 09:07:08,023][root][INFO] - ===> Epoch[5226](26129/5): Loss -0.8458, Sem 0.0183, dir -0.9865, norm 0.1225, swav 0.0000 LR: 5.977e-02 Score 99.375 Data time: 0.1691, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.7449 [2020-10-19 09:07:10,158][root][INFO] - ===> Epoch[5226](26130/5): Loss -0.8222, Sem 0.0221, dir -0.9855, norm 0.1412, swav 0.0000 LR: 5.977e-02 Score 99.311 Data time: 0.0988, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0412 [2020-10-19 09:07:12,433][root][INFO] - ===> Epoch[5227](26131/5): Loss -0.8303, Sem 0.0169, dir -0.9880, norm 0.1408, swav 0.0000 LR: 5.977e-02 Score 99.418 Data time: 0.0710, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.1338 [2020-10-19 09:07:14,411][root][INFO] - ===> Epoch[5227](26132/5): Loss -0.8362, Sem 0.0194, dir -0.9859, norm 0.1303, swav 0.0000 LR: 5.977e-02 Score 99.356 Data time: 0.0781, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.8579 [2020-10-19 09:07:17,217][root][INFO] - ===> Epoch[5227](26133/5): Loss -0.8222, Sem 0.0190, dir -0.9862, norm 0.1451, swav 0.0000 LR: 5.977e-02 Score 99.374 Data time: 0.0861, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.7009 [2020-10-19 09:07:19,544][root][INFO] - ===> Epoch[5227](26134/5): Loss -0.8123, Sem 0.0195, dir -0.9856, norm 0.1538, swav 0.0000 LR: 5.977e-02 Score 99.369 Data time: 0.0744, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.2033 [2020-10-19 09:07:21,734][root][INFO] - ===> Epoch[5227](26135/5): Loss -0.8289, Sem 0.0193, dir -0.9854, norm 0.1371, swav 0.0000 LR: 5.976e-02 Score 99.358 Data time: 0.0587, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0346 [2020-10-19 09:07:24,102][root][INFO] - ===> Epoch[5228](26136/5): Loss -0.8295, Sem 0.0186, dir -0.9870, norm 0.1388, swav 0.0000 LR: 5.976e-02 Score 99.400 Data time: 0.1106, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.2563 [2020-10-19 09:07:26,163][root][INFO] - ===> Epoch[5228](26137/5): Loss -0.8188, Sem 0.0190, dir -0.9877, norm 0.1498, swav 0.0000 LR: 5.976e-02 Score 99.356 Data time: 0.0728, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9500 [2020-10-19 09:07:28,409][root][INFO] - ===> Epoch[5228](26138/5): Loss -0.8336, Sem 0.0194, dir -0.9865, norm 0.1335, swav 0.0000 LR: 5.976e-02 Score 99.355 Data time: 0.0917, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.1463 [2020-10-19 09:07:30,302][root][INFO] - ===> Epoch[5228](26139/5): Loss -0.8351, Sem 0.0167, dir -0.9878, norm 0.1360, swav 0.0000 LR: 5.976e-02 Score 99.422 Data time: 0.0891, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.7883 [2020-10-19 09:07:32,470][root][INFO] - ===> Epoch[5228](26140/5): Loss -0.8329, Sem 0.0187, dir -0.9866, norm 0.1349, swav 0.0000 LR: 5.976e-02 Score 99.364 Data time: 0.0996, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0815 [2020-10-19 09:07:34,640][root][INFO] - ===> Epoch[5229](26141/5): Loss -0.8047, Sem 0.0190, dir -0.9865, norm 0.1628, swav 0.0000 LR: 5.976e-02 Score 99.375 Data time: 0.0741, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0412 [2020-10-19 09:07:36,701][root][INFO] - ===> Epoch[5229](26142/5): Loss -0.8348, Sem 0.0196, dir -0.9866, norm 0.1322, swav 0.0000 LR: 5.975e-02 Score 99.344 Data time: 0.0568, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9753 [2020-10-19 09:07:38,669][root][INFO] - ===> Epoch[5229](26143/5): Loss -0.8348, Sem 0.0170, dir -0.9870, norm 0.1352, swav 0.0000 LR: 5.975e-02 Score 99.437 Data time: 0.0641, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9032 [2020-10-19 09:07:40,852][root][INFO] - ===> Epoch[5229](26144/5): Loss -0.8328, Sem 0.0179, dir -0.9871, norm 0.1364, swav 0.0000 LR: 5.975e-02 Score 99.397 Data time: 0.0572, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.1106 [2020-10-19 09:07:43,090][root][INFO] - ===> Epoch[5229](26145/5): Loss -0.8218, Sem 0.0177, dir -0.9858, norm 0.1463, swav 0.0000 LR: 5.975e-02 Score 99.405 Data time: 0.0950, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.1303 [2020-10-19 09:07:45,167][root][INFO] - ===> Epoch[5230](26146/5): Loss -0.8250, Sem 0.0196, dir -0.9863, norm 0.1417, swav 0.0000 LR: 5.975e-02 Score 99.359 Data time: 0.0946, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9504 [2020-10-19 09:07:47,490][root][INFO] - ===> Epoch[5230](26147/5): Loss -0.8279, Sem 0.0193, dir -0.9865, norm 0.1394, swav 0.0000 LR: 5.975e-02 Score 99.365 Data time: 0.0767, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.2410 [2020-10-19 09:07:49,531][root][INFO] - ===> Epoch[5230](26148/5): Loss -0.8211, Sem 0.0205, dir -0.9854, norm 0.1438, swav 0.0000 LR: 5.974e-02 Score 99.314 Data time: 0.0510, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9451 [2020-10-19 09:07:52,110][root][INFO] - ===> Epoch[5230](26149/5): Loss -0.8381, Sem 0.0189, dir -0.9869, norm 0.1299, swav 0.0000 LR: 5.974e-02 Score 99.381 Data time: 0.1056, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.4996 [2020-10-19 09:07:54,198][root][INFO] - ===> Epoch[5230](26150/5): Loss -0.8253, Sem 0.0178, dir -0.9868, norm 0.1436, swav 0.0000 LR: 5.974e-02 Score 99.389 Data time: 0.1152, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9770 [2020-10-19 09:07:56,591][root][INFO] - ===> Epoch[5231](26151/5): Loss -0.8398, Sem 0.0188, dir -0.9880, norm 0.1295, swav 0.0000 LR: 5.974e-02 Score 99.364 Data time: 0.0755, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.3017 [2020-10-19 09:07:58,627][root][INFO] - ===> Epoch[5231](26152/5): Loss -0.8282, Sem 0.0165, dir -0.9871, norm 0.1425, swav 0.0000 LR: 5.974e-02 Score 99.454 Data time: 0.0873, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9598 [2020-10-19 09:08:00,760][root][INFO] - ===> Epoch[5231](26153/5): Loss -0.8324, Sem 0.0182, dir -0.9857, norm 0.1351, swav 0.0000 LR: 5.974e-02 Score 99.389 Data time: 0.0875, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0348 [2020-10-19 09:08:02,875][root][INFO] - ===> Epoch[5231](26154/5): Loss -0.8334, Sem 0.0181, dir -0.9869, norm 0.1354, swav 0.0000 LR: 5.973e-02 Score 99.387 Data time: 0.0992, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0173 [2020-10-19 09:08:05,288][root][INFO] - ===> Epoch[5231](26155/5): Loss -0.8299, Sem 0.0190, dir -0.9865, norm 0.1375, swav 0.0000 LR: 5.973e-02 Score 99.352 Data time: 0.0589, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.3193 [2020-10-19 09:08:07,152][root][INFO] - ===> Epoch[5232](26156/5): Loss -0.8219, Sem 0.0168, dir -0.9850, norm 0.1463, swav 0.0000 LR: 5.973e-02 Score 99.436 Data time: 0.0831, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.7911 [2020-10-19 09:08:09,236][root][INFO] - ===> Epoch[5232](26157/5): Loss -0.8291, Sem 0.0185, dir -0.9860, norm 0.1384, swav 0.0000 LR: 5.973e-02 Score 99.377 Data time: 0.1681, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9874 [2020-10-19 09:08:11,354][root][INFO] - ===> Epoch[5232](26158/5): Loss -0.8051, Sem 0.0201, dir -0.9852, norm 0.1600, swav 0.0000 LR: 5.973e-02 Score 99.351 Data time: 0.0791, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.0133 [2020-10-19 09:08:13,196][root][INFO] - ===> Epoch[5232](26159/5): Loss -0.8285, Sem 0.0175, dir -0.9871, norm 0.1411, swav 0.0000 LR: 5.973e-02 Score 99.412 Data time: 0.0766, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.7356 [2020-10-19 09:08:15,672][root][INFO] - ===> Epoch[5232](26160/5): Loss -0.8292, Sem 0.0177, dir -0.9866, norm 0.1397, swav 0.0000 LR: 5.973e-02 Score 99.390 Data time: 0.0543, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.3843 [2020-10-19 09:08:17,897][root][INFO] - ===> Epoch[5233](26161/5): Loss -0.8153, Sem 0.0176, dir -0.9857, norm 0.1528, swav 0.0000 LR: 5.972e-02 Score 99.410 Data time: 0.0978, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.1163 [2020-10-19 09:08:19,985][root][INFO] - ===> Epoch[5233](26162/5): Loss -0.8367, Sem 0.0173, dir -0.9867, norm 0.1327, swav 0.0000 LR: 5.972e-02 Score 99.418 Data time: 0.0930, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9744 [2020-10-19 09:08:22,046][root][INFO] - ===> Epoch[5233](26163/5): Loss -0.8223, Sem 0.0209, dir -0.9864, norm 0.1432, swav 0.0000 LR: 5.972e-02 Score 99.302 Data time: 0.0841, Forward time: 0.7768, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 1.9622 [2020-10-19 09:08:24,238][root][INFO] - ===> Epoch[5233](26164/5): Loss -0.8071, Sem 0.0183, dir -0.9847, norm 0.1592, swav 0.0000 LR: 5.972e-02 Score 99.376 Data time: 0.0976, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.1007 [2020-10-19 09:08:26,162][root][INFO] - ===> Epoch[5233](26165/5): Loss -0.8319, Sem 0.0189, dir -0.9870, norm 0.1363, swav 0.0000 LR: 5.972e-02 Score 99.372 Data time: 0.0850, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.8089 [2020-10-19 09:08:28,092][root][INFO] - ===> Epoch[5234](26166/5): Loss -0.8190, Sem 0.0188, dir -0.9868, norm 0.1490, swav 0.0000 LR: 5.972e-02 Score 99.377 Data time: 0.0569, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.8601 [2020-10-19 09:08:30,262][root][INFO] - ===> Epoch[5234](26167/5): Loss -0.8222, Sem 0.0172, dir -0.9869, norm 0.1475, swav 0.0000 LR: 5.971e-02 Score 99.422 Data time: 0.0759, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.1064 [2020-10-19 09:08:32,441][root][INFO] - ===> Epoch[5234](26168/5): Loss -0.8098, Sem 0.0190, dir -0.9865, norm 0.1577, swav 0.0000 LR: 5.971e-02 Score 99.350 Data time: 0.0791, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.0692 [2020-10-19 09:08:34,698][root][INFO] - ===> Epoch[5234](26169/5): Loss -0.8186, Sem 0.0187, dir -0.9858, norm 0.1484, swav 0.0000 LR: 5.971e-02 Score 99.369 Data time: 0.0778, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.1634 [2020-10-19 09:08:36,641][root][INFO] - ===> Epoch[5234](26170/5): Loss -0.8197, Sem 0.0196, dir -0.9853, norm 0.1460, swav 0.0000 LR: 5.971e-02 Score 99.336 Data time: 0.0797, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.8413 [2020-10-19 09:08:38,864][root][INFO] - ===> Epoch[5235](26171/5): Loss -0.8010, Sem 0.0176, dir -0.9844, norm 0.1658, swav 0.0000 LR: 5.971e-02 Score 99.400 Data time: 0.1559, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.1335 [2020-10-19 09:08:40,878][root][INFO] - ===> Epoch[5235](26172/5): Loss -0.8281, Sem 0.0185, dir -0.9868, norm 0.1402, swav 0.0000 LR: 5.971e-02 Score 99.371 Data time: 0.0850, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.8863 [2020-10-19 09:08:43,012][root][INFO] - ===> Epoch[5235](26173/5): Loss -0.8161, Sem 0.0180, dir -0.9866, norm 0.1526, swav 0.0000 LR: 5.970e-02 Score 99.399 Data time: 0.0655, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.0336 [2020-10-19 09:08:45,130][root][INFO] - ===> Epoch[5235](26174/5): Loss -0.8302, Sem 0.0180, dir -0.9872, norm 0.1390, swav 0.0000 LR: 5.970e-02 Score 99.388 Data time: 0.0884, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.0160 [2020-10-19 09:08:47,438][root][INFO] - ===> Epoch[5235](26175/5): Loss -0.8270, Sem 0.0169, dir -0.9865, norm 0.1425, swav 0.0000 LR: 5.970e-02 Score 99.447 Data time: 0.0830, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.1980 [2020-10-19 09:08:49,302][root][INFO] - ===> Epoch[5236](26176/5): Loss -0.8286, Sem 0.0208, dir -0.9859, norm 0.1365, swav 0.0000 LR: 5.970e-02 Score 99.288 Data time: 0.0607, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.7627 [2020-10-19 09:08:51,725][root][INFO] - ===> Epoch[5236](26177/5): Loss -0.8084, Sem 0.0191, dir -0.9864, norm 0.1589, swav 0.0000 LR: 5.970e-02 Score 99.377 Data time: 0.1015, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.3359 [2020-10-19 09:08:53,976][root][INFO] - ===> Epoch[5236](26178/5): Loss -0.8341, Sem 0.0195, dir -0.9864, norm 0.1328, swav 0.0000 LR: 5.970e-02 Score 99.337 Data time: 0.0686, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.1432 [2020-10-19 09:08:56,261][root][INFO] - ===> Epoch[5236](26179/5): Loss -0.8260, Sem 0.0200, dir -0.9871, norm 0.1412, swav 0.0000 LR: 5.969e-02 Score 99.329 Data time: 0.0862, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.2020 [2020-10-19 09:08:58,659][root][INFO] - ===> Epoch[5236](26180/5): Loss -0.8158, Sem 0.0169, dir -0.9860, norm 0.1534, swav 0.0000 LR: 5.969e-02 Score 99.440 Data time: 0.0857, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.2996 [2020-10-19 09:09:00,815][root][INFO] - ===> Epoch[5237](26181/5): Loss -0.8222, Sem 0.0186, dir -0.9870, norm 0.1462, swav 0.0000 LR: 5.969e-02 Score 99.376 Data time: 0.0916, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.0318 [2020-10-19 09:09:02,943][root][INFO] - ===> Epoch[5237](26182/5): Loss -0.8344, Sem 0.0182, dir -0.9869, norm 0.1344, swav 0.0000 LR: 5.969e-02 Score 99.394 Data time: 0.0802, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.0138 [2020-10-19 09:09:05,340][root][INFO] - ===> Epoch[5237](26183/5): Loss -0.8084, Sem 0.0185, dir -0.9836, norm 0.1567, swav 0.0000 LR: 5.969e-02 Score 99.376 Data time: 0.0907, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.2938 [2020-10-19 09:09:07,281][root][INFO] - ===> Epoch[5237](26184/5): Loss -0.8282, Sem 0.0188, dir -0.9873, norm 0.1403, swav 0.0000 LR: 5.969e-02 Score 99.357 Data time: 0.0838, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.8191 [2020-10-19 09:09:09,235][root][INFO] - ===> Epoch[5237](26185/5): Loss -0.8109, Sem 0.0177, dir -0.9871, norm 0.1585, swav 0.0000 LR: 5.969e-02 Score 99.398 Data time: 0.0686, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.8644 [2020-10-19 09:09:11,166][root][INFO] - ===> Epoch[5238](26186/5): Loss -0.8097, Sem 0.0221, dir -0.9861, norm 0.1542, swav 0.0000 LR: 5.968e-02 Score 99.254 Data time: 0.0904, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.8463 [2020-10-19 09:09:13,348][root][INFO] - ===> Epoch[5238](26187/5): Loss -0.8077, Sem 0.0187, dir -0.9869, norm 0.1605, swav 0.0000 LR: 5.968e-02 Score 99.372 Data time: 0.1448, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.0736 [2020-10-19 09:09:15,464][root][INFO] - ===> Epoch[5238](26188/5): Loss -0.8292, Sem 0.0185, dir -0.9871, norm 0.1393, swav 0.0000 LR: 5.968e-02 Score 99.382 Data time: 0.0945, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0024 [2020-10-19 09:09:17,760][root][INFO] - ===> Epoch[5238](26189/5): Loss -0.7954, Sem 0.0195, dir -0.9853, norm 0.1703, swav 0.0000 LR: 5.968e-02 Score 99.356 Data time: 0.0745, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1902 [2020-10-19 09:09:20,175][root][INFO] - ===> Epoch[5238](26190/5): Loss -0.8176, Sem 0.0185, dir -0.9862, norm 0.1501, swav 0.0000 LR: 5.968e-02 Score 99.385 Data time: 0.0679, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.3129 [2020-10-19 09:09:22,285][root][INFO] - ===> Epoch[5239](26191/5): Loss -0.8167, Sem 0.0168, dir -0.9864, norm 0.1529, swav 0.0000 LR: 5.968e-02 Score 99.445 Data time: 0.0441, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.0195 [2020-10-19 09:09:24,294][root][INFO] - ===> Epoch[5239](26192/5): Loss -0.8069, Sem 0.0182, dir -0.9865, norm 0.1614, swav 0.0000 LR: 5.967e-02 Score 99.384 Data time: 0.0669, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.9185 [2020-10-19 09:09:26,723][root][INFO] - ===> Epoch[5239](26193/5): Loss -0.8093, Sem 0.0177, dir -0.9869, norm 0.1599, swav 0.0000 LR: 5.967e-02 Score 99.407 Data time: 0.1079, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.3330 [2020-10-19 09:09:29,156][root][INFO] - ===> Epoch[5239](26194/5): Loss -0.8193, Sem 0.0191, dir -0.9856, norm 0.1472, swav 0.0000 LR: 5.967e-02 Score 99.371 Data time: 0.1807, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.3005 [2020-10-19 09:09:31,250][root][INFO] - ===> Epoch[5239](26195/5): Loss -0.8177, Sem 0.0182, dir -0.9854, norm 0.1495, swav 0.0000 LR: 5.967e-02 Score 99.386 Data time: 0.0909, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9984 [2020-10-19 09:09:34,000][root][INFO] - ===> Epoch[5240](26196/5): Loss -0.8116, Sem 0.0183, dir -0.9857, norm 0.1557, swav 0.0000 LR: 5.967e-02 Score 99.387 Data time: 0.1028, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.6420 [2020-10-19 09:09:36,030][root][INFO] - ===> Epoch[5240](26197/5): Loss -0.8268, Sem 0.0194, dir -0.9867, norm 0.1405, swav 0.0000 LR: 5.967e-02 Score 99.342 Data time: 0.0822, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9258 [2020-10-19 09:09:38,245][root][INFO] - ===> Epoch[5240](26198/5): Loss -0.8203, Sem 0.0196, dir -0.9861, norm 0.1462, swav 0.0000 LR: 5.966e-02 Score 99.330 Data time: 0.0855, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1279 [2020-10-19 09:09:40,115][root][INFO] - ===> Epoch[5240](26199/5): Loss -0.8285, Sem 0.0152, dir -0.9866, norm 0.1429, swav 0.0000 LR: 5.966e-02 Score 99.501 Data time: 0.0659, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.7643 [2020-10-19 09:09:42,800][root][INFO] - ===> Epoch[5240](26200/5): Loss -0.8389, Sem 0.0181, dir -0.9882, norm 0.1312, swav 0.0000 LR: 5.966e-02 Score 99.381 Data time: 0.0680, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.5838 [2020-10-19 09:09:44,225][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 09:09:44,389][root][INFO] - ===> Start testing [2020-10-19 09:10:23,591][root][INFO] - 68/68: Data time: 0.0018, Iter time: 0.0748 Loss 1.367 (AVG: 0.543) Score 78.806 (AVG: 90.488) mIOU 69.228 mAP 84.017 mAcc 76.003 IOU: 62.315 0.433 76.400 73.935 94.166 91.978 37.547 78.515 97.497 61.324 81.109 86.229 58.512 mAP: 81.984 18.955 94.388 86.810 98.933 98.403 59.040 96.770 99.713 78.516 93.141 94.798 90.776 mAcc: 79.164 3.099 85.107 82.580 95.197 96.680 41.435 93.615 98.619 64.542 89.931 96.396 61.672 [2020-10-19 09:10:23,594][root][INFO] - Finished test. Elapsed time: 39.2016 [2020-10-19 09:10:26,571][root][INFO] - [2020-10-19 09:10:26,571][root][INFO] - ################################################################ [2020-10-19 09:10:26,571][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 09:10:26,571][root][INFO] - ################################################################ [2020-10-19 09:10:26,571][root][INFO] - clutter : nan nan nan [2020-10-19 09:10:26,571][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 09:10:26,571][root][INFO] - board : 0.800 0.857 0.880 [2020-10-19 09:10:26,571][root][INFO] - bookcase : 0.222 0.334 0.522 [2020-10-19 09:10:26,571][root][INFO] - ceiling : 0.481 0.526 0.596 [2020-10-19 09:10:26,572][root][INFO] - chair : 0.822 0.909 0.932 [2020-10-19 09:10:26,572][root][INFO] - column : 0.235 0.327 0.432 [2020-10-19 09:10:26,572][root][INFO] - door : 0.752 0.892 0.937 [2020-10-19 09:10:26,572][root][INFO] - floor : 0.751 0.758 0.797 [2020-10-19 09:10:26,572][root][INFO] - sofa : 0.364 0.455 0.727 [2020-10-19 09:10:26,572][root][INFO] - table : 0.123 0.279 0.651 [2020-10-19 09:10:26,572][root][INFO] - wall : 0.529 0.714 0.799 [2020-10-19 09:10:26,572][root][INFO] - window : 0.503 0.718 0.765 [2020-10-19 09:10:26,572][root][INFO] - ---------------------------------------------------------------- [2020-10-19 09:10:26,572][root][INFO] - average : 0.465 0.564 0.670 [2020-10-19 09:10:26,572][root][INFO] - [2020-10-19 09:10:26,711][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 09:10:26,712][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 09:10:28,600][root][INFO] - ===> Epoch[5241](26201/5): Loss -0.8207, Sem 0.0202, dir -0.9844, norm 0.1435, swav 0.0000 LR: 5.966e-02 Score 99.328 Data time: 0.0694, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.8830 [2020-10-19 09:10:30,686][root][INFO] - ===> Epoch[5241](26202/5): Loss -0.8242, Sem 0.0180, dir -0.9858, norm 0.1436, swav 0.0000 LR: 5.966e-02 Score 99.390 Data time: 0.0728, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9940 [2020-10-19 09:10:33,228][root][INFO] - ===> Epoch[5241](26203/5): Loss -0.8157, Sem 0.0171, dir -0.9870, norm 0.1542, swav 0.0000 LR: 5.966e-02 Score 99.434 Data time: 0.0777, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.4150 [2020-10-19 09:10:35,146][root][INFO] - ===> Epoch[5241](26204/5): Loss -0.8261, Sem 0.0176, dir -0.9875, norm 0.1438, swav 0.0000 LR: 5.966e-02 Score 99.412 Data time: 0.0860, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.7944 [2020-10-19 09:10:36,981][root][INFO] - ===> Epoch[5241](26205/5): Loss -0.8361, Sem 0.0180, dir -0.9872, norm 0.1331, swav 0.0000 LR: 5.965e-02 Score 99.390 Data time: 0.0816, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.7234 [2020-10-19 09:10:39,418][root][INFO] - ===> Epoch[5242](26206/5): Loss -0.8133, Sem 0.0207, dir -0.9859, norm 0.1519, swav 0.0000 LR: 5.965e-02 Score 99.318 Data time: 0.0902, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3284 [2020-10-19 09:10:41,890][root][INFO] - ===> Epoch[5242](26207/5): Loss -0.8252, Sem 0.0187, dir -0.9863, norm 0.1424, swav 0.0000 LR: 5.965e-02 Score 99.387 Data time: 0.0733, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.3708 [2020-10-19 09:10:44,137][root][INFO] - ===> Epoch[5242](26208/5): Loss -0.8249, Sem 0.0176, dir -0.9863, norm 0.1438, swav 0.0000 LR: 5.965e-02 Score 99.410 Data time: 0.0698, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.1327 [2020-10-19 09:10:46,283][root][INFO] - ===> Epoch[5242](26209/5): Loss -0.8314, Sem 0.0190, dir -0.9875, norm 0.1372, swav 0.0000 LR: 5.965e-02 Score 99.378 Data time: 0.0757, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.0439 [2020-10-19 09:10:48,397][root][INFO] - ===> Epoch[5242](26210/5): Loss -0.8354, Sem 0.0186, dir -0.9864, norm 0.1324, swav 0.0000 LR: 5.965e-02 Score 99.386 Data time: 0.0781, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.9925 [2020-10-19 09:10:50,741][root][INFO] - ===> Epoch[5243](26211/5): Loss -0.8303, Sem 0.0176, dir -0.9866, norm 0.1386, swav 0.0000 LR: 5.964e-02 Score 99.395 Data time: 0.0838, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.2198 [2020-10-19 09:10:52,682][root][INFO] - ===> Epoch[5243](26212/5): Loss -0.8347, Sem 0.0194, dir -0.9870, norm 0.1329, swav 0.0000 LR: 5.964e-02 Score 99.342 Data time: 0.0781, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8155 [2020-10-19 09:10:54,705][root][INFO] - ===> Epoch[5243](26213/5): Loss -0.8345, Sem 0.0182, dir -0.9875, norm 0.1348, swav 0.0000 LR: 5.964e-02 Score 99.388 Data time: 0.0797, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9214 [2020-10-19 09:10:56,953][root][INFO] - ===> Epoch[5243](26214/5): Loss -0.8188, Sem 0.0190, dir -0.9863, norm 0.1485, swav 0.0000 LR: 5.964e-02 Score 99.355 Data time: 0.1485, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1410 [2020-10-19 09:10:58,918][root][INFO] - ===> Epoch[5243](26215/5): Loss -0.8355, Sem 0.0197, dir -0.9864, norm 0.1312, swav 0.0000 LR: 5.964e-02 Score 99.372 Data time: 0.0869, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8357 [2020-10-19 09:11:00,934][root][INFO] - ===> Epoch[5244](26216/5): Loss -0.8376, Sem 0.0173, dir -0.9875, norm 0.1326, swav 0.0000 LR: 5.964e-02 Score 99.415 Data time: 0.0842, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9245 [2020-10-19 09:11:03,006][root][INFO] - ===> Epoch[5244](26217/5): Loss -0.8329, Sem 0.0150, dir -0.9886, norm 0.1407, swav 0.0000 LR: 5.963e-02 Score 99.486 Data time: 0.0776, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9713 [2020-10-19 09:11:05,050][root][INFO] - ===> Epoch[5244](26218/5): Loss -0.8342, Sem 0.0183, dir -0.9873, norm 0.1348, swav 0.0000 LR: 5.963e-02 Score 99.377 Data time: 0.0596, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9422 [2020-10-19 09:11:06,820][root][INFO] - ===> Epoch[5244](26219/5): Loss -0.8271, Sem 0.0219, dir -0.9856, norm 0.1365, swav 0.0000 LR: 5.963e-02 Score 99.256 Data time: 0.0553, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.6834 [2020-10-19 09:11:09,342][root][INFO] - ===> Epoch[5244](26220/5): Loss -0.8266, Sem 0.0171, dir -0.9866, norm 0.1429, swav 0.0000 LR: 5.963e-02 Score 99.445 Data time: 0.0873, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.4545 [2020-10-19 09:11:11,913][root][INFO] - ===> Epoch[5245](26221/5): Loss -0.8334, Sem 0.0171, dir -0.9872, norm 0.1367, swav 0.0000 LR: 5.963e-02 Score 99.429 Data time: 0.0737, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.4520 [2020-10-19 09:11:14,389][root][INFO] - ===> Epoch[5245](26222/5): Loss -0.8306, Sem 0.0168, dir -0.9877, norm 0.1403, swav 0.0000 LR: 5.963e-02 Score 99.435 Data time: 0.0595, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3713 [2020-10-19 09:11:16,468][root][INFO] - ===> Epoch[5245](26223/5): Loss -0.8363, Sem 0.0186, dir -0.9868, norm 0.1319, swav 0.0000 LR: 5.962e-02 Score 99.371 Data time: 0.0840, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9824 [2020-10-19 09:11:18,504][root][INFO] - ===> Epoch[5245](26224/5): Loss -0.8358, Sem 0.0168, dir -0.9865, norm 0.1339, swav 0.0000 LR: 5.962e-02 Score 99.426 Data time: 0.0666, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9290 [2020-10-19 09:11:20,606][root][INFO] - ===> Epoch[5245](26225/5): Loss -0.8356, Sem 0.0197, dir -0.9867, norm 0.1314, swav 0.0000 LR: 5.962e-02 Score 99.349 Data time: 0.0944, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0058 [2020-10-19 09:11:22,635][root][INFO] - ===> Epoch[5246](26226/5): Loss -0.8204, Sem 0.0208, dir -0.9870, norm 0.1459, swav 0.0000 LR: 5.962e-02 Score 99.344 Data time: 0.0609, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9260 [2020-10-19 09:11:24,742][root][INFO] - ===> Epoch[5246](26227/5): Loss -0.8439, Sem 0.0170, dir -0.9883, norm 0.1274, swav 0.0000 LR: 5.962e-02 Score 99.430 Data time: 0.0364, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0269 [2020-10-19 09:11:26,597][root][INFO] - ===> Epoch[5246](26228/5): Loss -0.8330, Sem 0.0203, dir -0.9866, norm 0.1333, swav 0.0000 LR: 5.962e-02 Score 99.328 Data time: 0.0523, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8066 [2020-10-19 09:11:29,206][root][INFO] - ===> Epoch[5246](26229/5): Loss -0.8353, Sem 0.0152, dir -0.9866, norm 0.1361, swav 0.0000 LR: 5.962e-02 Score 99.506 Data time: 0.0884, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.5064 [2020-10-19 09:11:31,479][root][INFO] - ===> Epoch[5246](26230/5): Loss -0.8373, Sem 0.0174, dir -0.9867, norm 0.1321, swav 0.0000 LR: 5.961e-02 Score 99.402 Data time: 0.0838, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1446 [2020-10-19 09:11:33,695][root][INFO] - ===> Epoch[5247](26231/5): Loss -0.8377, Sem 0.0187, dir -0.9874, norm 0.1309, swav 0.0000 LR: 5.961e-02 Score 99.372 Data time: 0.0929, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1074 [2020-10-19 09:11:35,702][root][INFO] - ===> Epoch[5247](26232/5): Loss -0.8302, Sem 0.0181, dir -0.9863, norm 0.1380, swav 0.0000 LR: 5.961e-02 Score 99.396 Data time: 0.0533, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8799 [2020-10-19 09:11:37,554][root][INFO] - ===> Epoch[5247](26233/5): Loss -0.8325, Sem 0.0177, dir -0.9874, norm 0.1371, swav 0.0000 LR: 5.961e-02 Score 99.404 Data time: 0.0730, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.7715 [2020-10-19 09:11:39,713][root][INFO] - ===> Epoch[5247](26234/5): Loss -0.8425, Sem 0.0168, dir -0.9882, norm 0.1290, swav 0.0000 LR: 5.961e-02 Score 99.431 Data time: 0.0726, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0593 [2020-10-19 09:11:42,062][root][INFO] - ===> Epoch[5247](26235/5): Loss -0.8186, Sem 0.0193, dir -0.9853, norm 0.1475, swav 0.0000 LR: 5.961e-02 Score 99.368 Data time: 0.1022, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2292 [2020-10-19 09:11:44,151][root][INFO] - ===> Epoch[5248](26236/5): Loss -0.8404, Sem 0.0200, dir -0.9866, norm 0.1262, swav 0.0000 LR: 5.960e-02 Score 99.310 Data time: 0.0588, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9528 [2020-10-19 09:11:46,734][root][INFO] - ===> Epoch[5248](26237/5): Loss -0.8405, Sem 0.0172, dir -0.9882, norm 0.1304, swav 0.0000 LR: 5.960e-02 Score 99.428 Data time: 0.0787, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.5124 [2020-10-19 09:11:49,134][root][INFO] - ===> Epoch[5248](26238/5): Loss -0.8292, Sem 0.0165, dir -0.9871, norm 0.1415, swav 0.0000 LR: 5.960e-02 Score 99.437 Data time: 0.0701, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2845 [2020-10-19 09:11:51,127][root][INFO] - ===> Epoch[5248](26239/5): Loss -0.8344, Sem 0.0189, dir -0.9869, norm 0.1335, swav 0.0000 LR: 5.960e-02 Score 99.358 Data time: 0.0726, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9036 [2020-10-19 09:11:53,055][root][INFO] - ===> Epoch[5248](26240/5): Loss -0.8471, Sem 0.0161, dir -0.9889, norm 0.1256, swav 0.0000 LR: 5.960e-02 Score 99.457 Data time: 0.1099, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8167 [2020-10-19 09:11:55,430][root][INFO] - ===> Epoch[5249](26241/5): Loss -0.8302, Sem 0.0164, dir -0.9859, norm 0.1393, swav 0.0000 LR: 5.960e-02 Score 99.452 Data time: 0.1018, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2735 [2020-10-19 09:11:57,572][root][INFO] - ===> Epoch[5249](26242/5): Loss -0.8175, Sem 0.0208, dir -0.9867, norm 0.1484, swav 0.0000 LR: 5.959e-02 Score 99.308 Data time: 0.0742, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0293 [2020-10-19 09:11:59,631][root][INFO] - ===> Epoch[5249](26243/5): Loss -0.8328, Sem 0.0172, dir -0.9870, norm 0.1371, swav 0.0000 LR: 5.959e-02 Score 99.417 Data time: 0.0541, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9503 [2020-10-19 09:12:01,721][root][INFO] - ===> Epoch[5249](26244/5): Loss -0.8373, Sem 0.0193, dir -0.9861, norm 0.1295, swav 0.0000 LR: 5.959e-02 Score 99.356 Data time: 0.0638, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0394 [2020-10-19 09:12:04,464][root][INFO] - ===> Epoch[5249](26245/5): Loss -0.8285, Sem 0.0197, dir -0.9867, norm 0.1385, swav 0.0000 LR: 5.959e-02 Score 99.359 Data time: 0.0740, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.6547 [2020-10-19 09:12:06,866][root][INFO] - ===> Epoch[5250](26246/5): Loss -0.8264, Sem 0.0191, dir -0.9869, norm 0.1414, swav 0.0000 LR: 5.959e-02 Score 99.356 Data time: 0.0659, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3332 [2020-10-19 09:12:08,852][root][INFO] - ===> Epoch[5250](26247/5): Loss -0.8280, Sem 0.0186, dir -0.9866, norm 0.1399, swav 0.0000 LR: 5.959e-02 Score 99.393 Data time: 0.0690, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8756 [2020-10-19 09:12:11,175][root][INFO] - ===> Epoch[5250](26248/5): Loss -0.8446, Sem 0.0176, dir -0.9874, norm 0.1253, swav 0.0000 LR: 5.959e-02 Score 99.412 Data time: 0.0658, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2331 [2020-10-19 09:12:13,879][root][INFO] - ===> Epoch[5250](26249/5): Loss -0.8320, Sem 0.0167, dir -0.9866, norm 0.1379, swav 0.0000 LR: 5.958e-02 Score 99.428 Data time: 0.0768, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.6385 [2020-10-19 09:12:15,915][root][INFO] - ===> Epoch[5250](26250/5): Loss -0.8344, Sem 0.0179, dir -0.9883, norm 0.1360, swav 0.0000 LR: 5.958e-02 Score 99.408 Data time: 0.0841, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.9222 [2020-10-19 09:12:18,389][root][INFO] - ===> Epoch[5251](26251/5): Loss -0.8224, Sem 0.0200, dir -0.9855, norm 0.1431, swav 0.0000 LR: 5.958e-02 Score 99.332 Data time: 0.0730, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.3743 [2020-10-19 09:12:20,559][root][INFO] - ===> Epoch[5251](26252/5): Loss -0.8389, Sem 0.0172, dir -0.9872, norm 0.1311, swav 0.0000 LR: 5.958e-02 Score 99.417 Data time: 0.0980, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.0688 [2020-10-19 09:12:22,635][root][INFO] - ===> Epoch[5251](26253/5): Loss -0.8061, Sem 0.0206, dir -0.9857, norm 0.1591, swav 0.0000 LR: 5.958e-02 Score 99.309 Data time: 0.0618, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.9550 [2020-10-19 09:12:24,498][root][INFO] - ===> Epoch[5251](26254/5): Loss -0.8359, Sem 0.0192, dir -0.9869, norm 0.1318, swav 0.0000 LR: 5.958e-02 Score 99.351 Data time: 0.0705, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.7715 [2020-10-19 09:12:26,698][root][INFO] - ===> Epoch[5251](26255/5): Loss -0.8064, Sem 0.0184, dir -0.9877, norm 0.1629, swav 0.0000 LR: 5.957e-02 Score 99.397 Data time: 0.0616, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.0926 [2020-10-19 09:12:28,900][root][INFO] - ===> Epoch[5252](26256/5): Loss -0.8292, Sem 0.0185, dir -0.9873, norm 0.1396, swav 0.0000 LR: 5.957e-02 Score 99.379 Data time: 0.0893, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1053 [2020-10-19 09:12:30,742][root][INFO] - ===> Epoch[5252](26257/5): Loss -0.8013, Sem 0.0190, dir -0.9848, norm 0.1644, swav 0.0000 LR: 5.957e-02 Score 99.373 Data time: 0.0640, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.7183 [2020-10-19 09:12:32,743][root][INFO] - ===> Epoch[5252](26258/5): Loss -0.8301, Sem 0.0187, dir -0.9875, norm 0.1387, swav 0.0000 LR: 5.957e-02 Score 99.381 Data time: 0.0758, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9142 [2020-10-19 09:12:34,820][root][INFO] - ===> Epoch[5252](26259/5): Loss -0.8215, Sem 0.0175, dir -0.9857, norm 0.1467, swav 0.0000 LR: 5.957e-02 Score 99.414 Data time: 0.0595, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9635 [2020-10-19 09:12:37,299][root][INFO] - ===> Epoch[5252](26260/5): Loss -0.8307, Sem 0.0182, dir -0.9873, norm 0.1384, swav 0.0000 LR: 5.957e-02 Score 99.378 Data time: 0.0636, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.3894 [2020-10-19 09:12:39,635][root][INFO] - ===> Epoch[5253](26261/5): Loss -0.8265, Sem 0.0170, dir -0.9871, norm 0.1435, swav 0.0000 LR: 5.956e-02 Score 99.431 Data time: 0.0629, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.2259 [2020-10-19 09:12:41,842][root][INFO] - ===> Epoch[5253](26262/5): Loss -0.8265, Sem 0.0183, dir -0.9869, norm 0.1421, swav 0.0000 LR: 5.956e-02 Score 99.381 Data time: 0.0816, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.1154 [2020-10-19 09:12:44,034][root][INFO] - ===> Epoch[5253](26263/5): Loss -0.8269, Sem 0.0192, dir -0.9874, norm 0.1412, swav 0.0000 LR: 5.956e-02 Score 99.356 Data time: 0.1068, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.0878 [2020-10-19 09:12:46,172][root][INFO] - ===> Epoch[5253](26264/5): Loss -0.8332, Sem 0.0168, dir -0.9876, norm 0.1376, swav 0.0000 LR: 5.956e-02 Score 99.435 Data time: 0.1014, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0190 [2020-10-19 09:12:47,961][root][INFO] - ===> Epoch[5253](26265/5): Loss -0.8235, Sem 0.0174, dir -0.9867, norm 0.1458, swav 0.0000 LR: 5.956e-02 Score 99.416 Data time: 0.1350, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.6867 [2020-10-19 09:12:50,035][root][INFO] - ===> Epoch[5254](26266/5): Loss -0.8185, Sem 0.0172, dir -0.9853, norm 0.1497, swav 0.0000 LR: 5.956e-02 Score 99.440 Data time: 0.1251, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9630 [2020-10-19 09:12:52,098][root][INFO] - ===> Epoch[5254](26267/5): Loss -0.8228, Sem 0.0191, dir -0.9867, norm 0.1449, swav 0.0000 LR: 5.956e-02 Score 99.361 Data time: 0.0868, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9550 [2020-10-19 09:12:54,195][root][INFO] - ===> Epoch[5254](26268/5): Loss -0.8361, Sem 0.0192, dir -0.9874, norm 0.1321, swav 0.0000 LR: 5.955e-02 Score 99.359 Data time: 0.0690, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9749 [2020-10-19 09:12:56,189][root][INFO] - ===> Epoch[5254](26269/5): Loss -0.8352, Sem 0.0193, dir -0.9870, norm 0.1325, swav 0.0000 LR: 5.955e-02 Score 99.353 Data time: 0.0841, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8989 [2020-10-19 09:12:58,252][root][INFO] - ===> Epoch[5254](26270/5): Loss -0.8307, Sem 0.0184, dir -0.9870, norm 0.1380, swav 0.0000 LR: 5.955e-02 Score 99.391 Data time: 0.0881, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9409 [2020-10-19 09:13:00,507][root][INFO] - ===> Epoch[5255](26271/5): Loss -0.8351, Sem 0.0188, dir -0.9870, norm 0.1331, swav 0.0000 LR: 5.955e-02 Score 99.368 Data time: 0.0749, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1382 [2020-10-19 09:13:02,936][root][INFO] - ===> Epoch[5255](26272/5): Loss -0.8306, Sem 0.0169, dir -0.9871, norm 0.1397, swav 0.0000 LR: 5.955e-02 Score 99.452 Data time: 0.0689, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3155 [2020-10-19 09:13:05,009][root][INFO] - ===> Epoch[5255](26273/5): Loss -0.8420, Sem 0.0181, dir -0.9872, norm 0.1271, swav 0.0000 LR: 5.955e-02 Score 99.388 Data time: 0.0604, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9662 [2020-10-19 09:13:06,983][root][INFO] - ===> Epoch[5255](26274/5): Loss -0.8169, Sem 0.0190, dir -0.9866, norm 0.1507, swav 0.0000 LR: 5.954e-02 Score 99.372 Data time: 0.0671, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9043 [2020-10-19 09:13:09,479][root][INFO] - ===> Epoch[5255](26275/5): Loss -0.8147, Sem 0.0204, dir -0.9860, norm 0.1508, swav 0.0000 LR: 5.954e-02 Score 99.332 Data time: 0.0640, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3865 [2020-10-19 09:13:11,835][root][INFO] - ===> Epoch[5256](26276/5): Loss -0.8312, Sem 0.0191, dir -0.9857, norm 0.1355, swav 0.0000 LR: 5.954e-02 Score 99.355 Data time: 0.0744, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2555 [2020-10-19 09:13:13,910][root][INFO] - ===> Epoch[5256](26277/5): Loss -0.8310, Sem 0.0203, dir -0.9873, norm 0.1360, swav 0.0000 LR: 5.954e-02 Score 99.343 Data time: 0.0677, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9811 [2020-10-19 09:13:15,618][root][INFO] - ===> Epoch[5256](26278/5): Loss -0.8397, Sem 0.0184, dir -0.9870, norm 0.1290, swav 0.0000 LR: 5.954e-02 Score 99.397 Data time: 0.0707, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.6084 [2020-10-19 09:13:18,039][root][INFO] - ===> Epoch[5256](26279/5): Loss -0.8300, Sem 0.0180, dir -0.9877, norm 0.1397, swav 0.0000 LR: 5.954e-02 Score 99.408 Data time: 0.0651, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3167 [2020-10-19 09:13:20,379][root][INFO] - ===> Epoch[5256](26280/5): Loss -0.8272, Sem 0.0197, dir -0.9849, norm 0.1380, swav 0.0000 LR: 5.953e-02 Score 99.334 Data time: 0.1044, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2259 [2020-10-19 09:13:22,382][root][INFO] - ===> Epoch[5257](26281/5): Loss -0.8343, Sem 0.0169, dir -0.9869, norm 0.1358, swav 0.0000 LR: 5.953e-02 Score 99.425 Data time: 0.0875, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8888 [2020-10-19 09:13:24,175][root][INFO] - ===> Epoch[5257](26282/5): Loss -0.8373, Sem 0.0174, dir -0.9874, norm 0.1327, swav 0.0000 LR: 5.953e-02 Score 99.405 Data time: 0.0789, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.6757 [2020-10-19 09:13:26,355][root][INFO] - ===> Epoch[5257](26283/5): Loss -0.8354, Sem 0.0173, dir -0.9871, norm 0.1344, swav 0.0000 LR: 5.953e-02 Score 99.415 Data time: 0.0622, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0730 [2020-10-19 09:13:28,615][root][INFO] - ===> Epoch[5257](26284/5): Loss -0.8257, Sem 0.0182, dir -0.9866, norm 0.1428, swav 0.0000 LR: 5.953e-02 Score 99.392 Data time: 0.0636, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1669 [2020-10-19 09:13:30,618][root][INFO] - ===> Epoch[5257](26285/5): Loss -0.8339, Sem 0.0178, dir -0.9868, norm 0.1351, swav 0.0000 LR: 5.953e-02 Score 99.395 Data time: 0.0770, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9008 [2020-10-19 09:13:32,685][root][INFO] - ===> Epoch[5258](26286/5): Loss -0.8427, Sem 0.0177, dir -0.9880, norm 0.1276, swav 0.0000 LR: 5.952e-02 Score 99.393 Data time: 0.0616, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9477 [2020-10-19 09:13:34,694][root][INFO] - ===> Epoch[5258](26287/5): Loss -0.8251, Sem 0.0185, dir -0.9863, norm 0.1427, swav 0.0000 LR: 5.952e-02 Score 99.375 Data time: 0.1653, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8927 [2020-10-19 09:13:36,682][root][INFO] - ===> Epoch[5258](26288/5): Loss -0.8185, Sem 0.0200, dir -0.9857, norm 0.1472, swav 0.0000 LR: 5.952e-02 Score 99.343 Data time: 0.0831, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8804 [2020-10-19 09:13:38,823][root][INFO] - ===> Epoch[5258](26289/5): Loss -0.8167, Sem 0.0172, dir -0.9864, norm 0.1525, swav 0.0000 LR: 5.952e-02 Score 99.449 Data time: 0.0780, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0236 [2020-10-19 09:13:41,415][root][INFO] - ===> Epoch[5258](26290/5): Loss -0.8197, Sem 0.0205, dir -0.9860, norm 0.1459, swav 0.0000 LR: 5.952e-02 Score 99.321 Data time: 0.0847, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.4687 [2020-10-19 09:13:43,944][root][INFO] - ===> Epoch[5259](26291/5): Loss -0.8273, Sem 0.0181, dir -0.9863, norm 0.1409, swav 0.0000 LR: 5.952e-02 Score 99.388 Data time: 0.0932, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.4175 [2020-10-19 09:13:45,894][root][INFO] - ===> Epoch[5259](26292/5): Loss -0.8328, Sem 0.0170, dir -0.9875, norm 0.1377, swav 0.0000 LR: 5.952e-02 Score 99.440 Data time: 0.0873, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8093 [2020-10-19 09:13:48,366][root][INFO] - ===> Epoch[5259](26293/5): Loss -0.8325, Sem 0.0197, dir -0.9863, norm 0.1341, swav 0.0000 LR: 5.951e-02 Score 99.332 Data time: 0.0559, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3658 [2020-10-19 09:13:50,505][root][INFO] - ===> Epoch[5259](26294/5): Loss -0.8190, Sem 0.0185, dir -0.9874, norm 0.1498, swav 0.0000 LR: 5.951e-02 Score 99.374 Data time: 0.2248, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0522 [2020-10-19 09:13:52,997][root][INFO] - ===> Epoch[5259](26295/5): Loss -0.8303, Sem 0.0173, dir -0.9864, norm 0.1388, swav 0.0000 LR: 5.951e-02 Score 99.418 Data time: 0.1484, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3758 [2020-10-19 09:13:55,532][root][INFO] - ===> Epoch[5260](26296/5): Loss -0.8318, Sem 0.0169, dir -0.9873, norm 0.1387, swav 0.0000 LR: 5.951e-02 Score 99.430 Data time: 0.0855, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.4240 [2020-10-19 09:13:58,361][root][INFO] - ===> Epoch[5260](26297/5): Loss -0.8396, Sem 0.0182, dir -0.9886, norm 0.1308, swav 0.0000 LR: 5.951e-02 Score 99.401 Data time: 0.0819, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.7130 [2020-10-19 09:14:00,141][root][INFO] - ===> Epoch[5260](26298/5): Loss -0.8415, Sem 0.0168, dir -0.9873, norm 0.1290, swav 0.0000 LR: 5.951e-02 Score 99.425 Data time: 0.0665, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.6818 [2020-10-19 09:14:02,622][root][INFO] - ===> Epoch[5260](26299/5): Loss -0.8380, Sem 0.0184, dir -0.9862, norm 0.1298, swav 0.0000 LR: 5.950e-02 Score 99.382 Data time: 0.0760, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3870 [2020-10-19 09:14:04,783][root][INFO] - ===> Epoch[5260](26300/5): Loss -0.8423, Sem 0.0173, dir -0.9874, norm 0.1278, swav 0.0000 LR: 5.950e-02 Score 99.415 Data time: 0.0986, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0480 [2020-10-19 09:14:06,042][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 09:14:07,492][root][INFO] - ===> Epoch[5261](26301/5): Loss -0.8480, Sem 0.0175, dir -0.9872, norm 0.1217, swav 0.0000 LR: 5.950e-02 Score 99.395 Data time: 0.0643, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.2698 [2020-10-19 09:14:09,885][root][INFO] - ===> Epoch[5261](26302/5): Loss -0.8252, Sem 0.0187, dir -0.9863, norm 0.1423, swav 0.0000 LR: 5.950e-02 Score 99.377 Data time: 0.2606, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3212 [2020-10-19 09:14:12,144][root][INFO] - ===> Epoch[5261](26303/5): Loss -0.8202, Sem 0.0202, dir -0.9862, norm 0.1458, swav 0.0000 LR: 5.950e-02 Score 99.343 Data time: 0.0896, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1553 [2020-10-19 09:14:14,071][root][INFO] - ===> Epoch[5261](26304/5): Loss -0.8319, Sem 0.0193, dir -0.9875, norm 0.1363, swav 0.0000 LR: 5.950e-02 Score 99.357 Data time: 0.0834, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.8280 [2020-10-19 09:14:15,841][root][INFO] - ===> Epoch[5261](26305/5): Loss -0.8459, Sem 0.0173, dir -0.9874, norm 0.1242, swav 0.0000 LR: 5.949e-02 Score 99.407 Data time: 0.0534, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.6726 [2020-10-19 09:14:18,237][root][INFO] - ===> Epoch[5262](26306/5): Loss -0.8353, Sem 0.0165, dir -0.9873, norm 0.1354, swav 0.0000 LR: 5.949e-02 Score 99.445 Data time: 0.0620, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.3270 [2020-10-19 09:14:20,394][root][INFO] - ===> Epoch[5262](26307/5): Loss -0.8336, Sem 0.0183, dir -0.9869, norm 0.1350, swav 0.0000 LR: 5.949e-02 Score 99.390 Data time: 0.0906, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.1000 [2020-10-19 09:14:22,752][root][INFO] - ===> Epoch[5262](26308/5): Loss -0.8205, Sem 0.0191, dir -0.9858, norm 0.1462, swav 0.0000 LR: 5.949e-02 Score 99.358 Data time: 0.0737, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.2263 [2020-10-19 09:14:24,808][root][INFO] - ===> Epoch[5262](26309/5): Loss -0.8372, Sem 0.0182, dir -0.9869, norm 0.1315, swav 0.0000 LR: 5.949e-02 Score 99.373 Data time: 0.0586, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9950 [2020-10-19 09:14:26,857][root][INFO] - ===> Epoch[5262](26310/5): Loss -0.8264, Sem 0.0223, dir -0.9863, norm 0.1376, swav 0.0000 LR: 5.949e-02 Score 99.301 Data time: 0.0711, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9403 [2020-10-19 09:14:29,188][root][INFO] - ===> Epoch[5263](26311/5): Loss -0.8377, Sem 0.0162, dir -0.9883, norm 0.1344, swav 0.0000 LR: 5.949e-02 Score 99.446 Data time: 0.0744, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.2239 [2020-10-19 09:14:31,499][root][INFO] - ===> Epoch[5263](26312/5): Loss -0.8163, Sem 0.0167, dir -0.9859, norm 0.1529, swav 0.0000 LR: 5.948e-02 Score 99.442 Data time: 0.0859, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.2177 [2020-10-19 09:14:33,741][root][INFO] - ===> Epoch[5263](26313/5): Loss -0.8244, Sem 0.0224, dir -0.9854, norm 0.1385, swav 0.0000 LR: 5.948e-02 Score 99.265 Data time: 0.0797, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.1225 [2020-10-19 09:14:35,641][root][INFO] - ===> Epoch[5263](26314/5): Loss -0.8389, Sem 0.0173, dir -0.9888, norm 0.1326, swav 0.0000 LR: 5.948e-02 Score 99.409 Data time: 0.0772, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.8142 [2020-10-19 09:14:38,261][root][INFO] - ===> Epoch[5263](26315/5): Loss -0.8323, Sem 0.0179, dir -0.9878, norm 0.1375, swav 0.0000 LR: 5.948e-02 Score 99.394 Data time: 0.1040, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.5326 [2020-10-19 09:14:40,578][root][INFO] - ===> Epoch[5264](26316/5): Loss -0.8238, Sem 0.0178, dir -0.9860, norm 0.1444, swav 0.0000 LR: 5.948e-02 Score 99.400 Data time: 0.0639, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1923 [2020-10-19 09:14:42,535][root][INFO] - ===> Epoch[5264](26317/5): Loss -0.8468, Sem 0.0181, dir -0.9874, norm 0.1224, swav 0.0000 LR: 5.948e-02 Score 99.389 Data time: 0.0509, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8618 [2020-10-19 09:14:44,480][root][INFO] - ===> Epoch[5264](26318/5): Loss -0.8371, Sem 0.0154, dir -0.9878, norm 0.1352, swav 0.0000 LR: 5.947e-02 Score 99.481 Data time: 0.0571, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8723 [2020-10-19 09:14:46,679][root][INFO] - ===> Epoch[5264](26319/5): Loss -0.8367, Sem 0.0174, dir -0.9868, norm 0.1326, swav 0.0000 LR: 5.947e-02 Score 99.407 Data time: 0.0800, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1236 [2020-10-19 09:14:49,294][root][INFO] - ===> Epoch[5264](26320/5): Loss -0.8170, Sem 0.0210, dir -0.9863, norm 0.1482, swav 0.0000 LR: 5.947e-02 Score 99.306 Data time: 0.1700, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.5052 [2020-10-19 09:14:51,829][root][INFO] - ===> Epoch[5265](26321/5): Loss -0.8252, Sem 0.0171, dir -0.9858, norm 0.1436, swav 0.0000 LR: 5.947e-02 Score 99.433 Data time: 0.1559, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.4235 [2020-10-19 09:14:53,874][root][INFO] - ===> Epoch[5265](26322/5): Loss -0.8291, Sem 0.0176, dir -0.9854, norm 0.1388, swav 0.0000 LR: 5.947e-02 Score 99.414 Data time: 0.1177, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.8946 [2020-10-19 09:14:56,026][root][INFO] - ===> Epoch[5265](26323/5): Loss -0.8348, Sem 0.0185, dir -0.9868, norm 0.1335, swav 0.0000 LR: 5.947e-02 Score 99.380 Data time: 0.0805, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.0373 [2020-10-19 09:14:58,082][root][INFO] - ===> Epoch[5265](26324/5): Loss -0.8417, Sem 0.0173, dir -0.9879, norm 0.1289, swav 0.0000 LR: 5.946e-02 Score 99.423 Data time: 0.0641, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9415 [2020-10-19 09:15:00,321][root][INFO] - ===> Epoch[5265](26325/5): Loss -0.8361, Sem 0.0168, dir -0.9874, norm 0.1346, swav 0.0000 LR: 5.946e-02 Score 99.439 Data time: 0.0805, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.1487 [2020-10-19 09:15:02,921][root][INFO] - ===> Epoch[5266](26326/5): Loss -0.8339, Sem 0.0181, dir -0.9865, norm 0.1345, swav 0.0000 LR: 5.946e-02 Score 99.408 Data time: 0.0742, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.5026 [2020-10-19 09:15:05,257][root][INFO] - ===> Epoch[5266](26327/5): Loss -0.8230, Sem 0.0202, dir -0.9864, norm 0.1433, swav 0.0000 LR: 5.946e-02 Score 99.315 Data time: 0.0801, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2147 [2020-10-19 09:15:07,564][root][INFO] - ===> Epoch[5266](26328/5): Loss -0.8226, Sem 0.0182, dir -0.9865, norm 0.1457, swav 0.0000 LR: 5.946e-02 Score 99.394 Data time: 0.0946, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2024 [2020-10-19 09:15:09,444][root][INFO] - ===> Epoch[5266](26329/5): Loss -0.8372, Sem 0.0176, dir -0.9886, norm 0.1337, swav 0.0000 LR: 5.946e-02 Score 99.418 Data time: 0.0840, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.7813 [2020-10-19 09:15:11,387][root][INFO] - ===> Epoch[5266](26330/5): Loss -0.8362, Sem 0.0187, dir -0.9880, norm 0.1332, swav 0.0000 LR: 5.945e-02 Score 99.367 Data time: 0.1073, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.8273 [2020-10-19 09:15:13,408][root][INFO] - ===> Epoch[5267](26331/5): Loss -0.8312, Sem 0.0172, dir -0.9868, norm 0.1384, swav 0.0000 LR: 5.945e-02 Score 99.423 Data time: 0.1745, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9198 [2020-10-19 09:15:15,987][root][INFO] - ===> Epoch[5267](26332/5): Loss -0.8230, Sem 0.0180, dir -0.9865, norm 0.1455, swav 0.0000 LR: 5.945e-02 Score 99.402 Data time: 0.0835, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.4756 [2020-10-19 09:15:18,309][root][INFO] - ===> Epoch[5267](26333/5): Loss -0.8302, Sem 0.0175, dir -0.9867, norm 0.1390, swav 0.0000 LR: 5.945e-02 Score 99.415 Data time: 0.0580, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.2071 [2020-10-19 09:15:20,492][root][INFO] - ===> Epoch[5267](26334/5): Loss -0.8386, Sem 0.0183, dir -0.9879, norm 0.1310, swav 0.0000 LR: 5.945e-02 Score 99.394 Data time: 0.0655, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.0881 [2020-10-19 09:15:23,078][root][INFO] - ===> Epoch[5267](26335/5): Loss -0.8364, Sem 0.0179, dir -0.9875, norm 0.1332, swav 0.0000 LR: 5.945e-02 Score 99.387 Data time: 0.0571, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.4828 [2020-10-19 09:15:25,433][root][INFO] - ===> Epoch[5268](26336/5): Loss -0.8133, Sem 0.0232, dir -0.9853, norm 0.1488, swav 0.0000 LR: 5.945e-02 Score 99.292 Data time: 0.0734, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2712 [2020-10-19 09:15:27,374][root][INFO] - ===> Epoch[5268](26337/5): Loss -0.8315, Sem 0.0182, dir -0.9875, norm 0.1378, swav 0.0000 LR: 5.944e-02 Score 99.393 Data time: 0.0699, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8427 [2020-10-19 09:15:29,484][root][INFO] - ===> Epoch[5268](26338/5): Loss -0.8284, Sem 0.0170, dir -0.9867, norm 0.1412, swav 0.0000 LR: 5.944e-02 Score 99.429 Data time: 0.0780, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0199 [2020-10-19 09:15:31,628][root][INFO] - ===> Epoch[5268](26339/5): Loss -0.8268, Sem 0.0177, dir -0.9873, norm 0.1428, swav 0.0000 LR: 5.944e-02 Score 99.403 Data time: 0.0566, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0301 [2020-10-19 09:15:33,867][root][INFO] - ===> Epoch[5268](26340/5): Loss -0.8404, Sem 0.0171, dir -0.9879, norm 0.1304, swav 0.0000 LR: 5.944e-02 Score 99.419 Data time: 0.0907, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1670 [2020-10-19 09:15:36,013][root][INFO] - ===> Epoch[5269](26341/5): Loss -0.8165, Sem 0.0201, dir -0.9859, norm 0.1493, swav 0.0000 LR: 5.944e-02 Score 99.332 Data time: 0.0550, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0359 [2020-10-19 09:15:38,604][root][INFO] - ===> Epoch[5269](26342/5): Loss -0.8155, Sem 0.0187, dir -0.9858, norm 0.1516, swav 0.0000 LR: 5.944e-02 Score 99.381 Data time: 0.0815, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.5445 [2020-10-19 09:15:40,454][root][INFO] - ===> Epoch[5269](26343/5): Loss -0.8419, Sem 0.0190, dir -0.9877, norm 0.1267, swav 0.0000 LR: 5.943e-02 Score 99.370 Data time: 0.0706, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.7246 [2020-10-19 09:15:42,463][root][INFO] - ===> Epoch[5269](26344/5): Loss -0.8245, Sem 0.0174, dir -0.9866, norm 0.1447, swav 0.0000 LR: 5.943e-02 Score 99.411 Data time: 0.0627, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9056 [2020-10-19 09:15:44,481][root][INFO] - ===> Epoch[5269](26345/5): Loss -0.8438, Sem 0.0179, dir -0.9877, norm 0.1260, swav 0.0000 LR: 5.943e-02 Score 99.395 Data time: 0.0894, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9322 [2020-10-19 09:15:47,202][root][INFO] - ===> Epoch[5270](26346/5): Loss -0.8257, Sem 0.0201, dir -0.9869, norm 0.1411, swav 0.0000 LR: 5.943e-02 Score 99.330 Data time: 0.1185, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.6040 [2020-10-19 09:15:50,039][root][INFO] - ===> Epoch[5270](26347/5): Loss -0.8256, Sem 0.0177, dir -0.9865, norm 0.1433, swav 0.0000 LR: 5.943e-02 Score 99.415 Data time: 0.0607, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.7218 [2020-10-19 09:15:52,153][root][INFO] - ===> Epoch[5270](26348/5): Loss -0.8467, Sem 0.0179, dir -0.9872, norm 0.1225, swav 0.0000 LR: 5.943e-02 Score 99.386 Data time: 0.0671, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0223 [2020-10-19 09:15:54,224][root][INFO] - ===> Epoch[5270](26349/5): Loss -0.8233, Sem 0.0195, dir -0.9873, norm 0.1445, swav 0.0000 LR: 5.942e-02 Score 99.341 Data time: 0.0764, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9959 [2020-10-19 09:15:56,864][root][INFO] - ===> Epoch[5270](26350/5): Loss -0.8052, Sem 0.0198, dir -0.9856, norm 0.1607, swav 0.0000 LR: 5.942e-02 Score 99.360 Data time: 0.0902, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.5376 [2020-10-19 09:15:58,778][root][INFO] - ===> Epoch[5271](26351/5): Loss -0.8291, Sem 0.0158, dir -0.9884, norm 0.1435, swav 0.0000 LR: 5.942e-02 Score 99.465 Data time: 0.0757, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.7876 [2020-10-19 09:16:00,922][root][INFO] - ===> Epoch[5271](26352/5): Loss -0.8211, Sem 0.0182, dir -0.9876, norm 0.1483, swav 0.0000 LR: 5.942e-02 Score 99.383 Data time: 0.1266, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0558 [2020-10-19 09:16:03,027][root][INFO] - ===> Epoch[5271](26353/5): Loss -0.8222, Sem 0.0175, dir -0.9871, norm 0.1475, swav 0.0000 LR: 5.942e-02 Score 99.408 Data time: 0.0908, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9849 [2020-10-19 09:16:05,435][root][INFO] - ===> Epoch[5271](26354/5): Loss -0.8186, Sem 0.0196, dir -0.9854, norm 0.1473, swav 0.0000 LR: 5.942e-02 Score 99.338 Data time: 0.0768, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2877 [2020-10-19 09:16:07,428][root][INFO] - ===> Epoch[5271](26355/5): Loss -0.8235, Sem 0.0184, dir -0.9861, norm 0.1442, swav 0.0000 LR: 5.942e-02 Score 99.390 Data time: 0.1142, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8794 [2020-10-19 09:16:09,529][root][INFO] - ===> Epoch[5272](26356/5): Loss -0.8312, Sem 0.0184, dir -0.9878, norm 0.1382, swav 0.0000 LR: 5.941e-02 Score 99.377 Data time: 0.0782, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9829 [2020-10-19 09:16:11,960][root][INFO] - ===> Epoch[5272](26357/5): Loss -0.8213, Sem 0.0185, dir -0.9848, norm 0.1450, swav 0.0000 LR: 5.941e-02 Score 99.385 Data time: 0.0976, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3321 [2020-10-19 09:16:14,499][root][INFO] - ===> Epoch[5272](26358/5): Loss -0.8277, Sem 0.0190, dir -0.9870, norm 0.1404, swav 0.0000 LR: 5.941e-02 Score 99.372 Data time: 0.0843, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.4221 [2020-10-19 09:16:16,467][root][INFO] - ===> Epoch[5272](26359/5): Loss -0.8339, Sem 0.0171, dir -0.9872, norm 0.1362, swav 0.0000 LR: 5.941e-02 Score 99.431 Data time: 0.0864, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8672 [2020-10-19 09:16:18,453][root][INFO] - ===> Epoch[5272](26360/5): Loss -0.8281, Sem 0.0181, dir -0.9880, norm 0.1419, swav 0.0000 LR: 5.941e-02 Score 99.383 Data time: 0.0806, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8792 [2020-10-19 09:16:20,544][root][INFO] - ===> Epoch[5273](26361/5): Loss -0.8418, Sem 0.0188, dir -0.9872, norm 0.1266, swav 0.0000 LR: 5.941e-02 Score 99.359 Data time: 0.0717, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9744 [2020-10-19 09:16:22,698][root][INFO] - ===> Epoch[5273](26362/5): Loss -0.8360, Sem 0.0165, dir -0.9873, norm 0.1349, swav 0.0000 LR: 5.940e-02 Score 99.432 Data time: 0.0875, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.0628 [2020-10-19 09:16:25,008][root][INFO] - ===> Epoch[5273](26363/5): Loss -0.8423, Sem 0.0171, dir -0.9881, norm 0.1287, swav 0.0000 LR: 5.940e-02 Score 99.416 Data time: 0.0801, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.1924 [2020-10-19 09:16:27,688][root][INFO] - ===> Epoch[5273](26364/5): Loss -0.8122, Sem 0.0197, dir -0.9866, norm 0.1547, swav 0.0000 LR: 5.940e-02 Score 99.354 Data time: 0.0498, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.5844 [2020-10-19 09:16:29,880][root][INFO] - ===> Epoch[5273](26365/5): Loss -0.8330, Sem 0.0158, dir -0.9884, norm 0.1397, swav 0.0000 LR: 5.940e-02 Score 99.471 Data time: 0.0804, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1056 [2020-10-19 09:16:32,072][root][INFO] - ===> Epoch[5274](26366/5): Loss -0.8456, Sem 0.0176, dir -0.9877, norm 0.1245, swav 0.0000 LR: 5.940e-02 Score 99.395 Data time: 0.0719, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0931 [2020-10-19 09:16:34,533][root][INFO] - ===> Epoch[5274](26367/5): Loss -0.8253, Sem 0.0192, dir -0.9867, norm 0.1422, swav 0.0000 LR: 5.940e-02 Score 99.354 Data time: 0.0577, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3617 [2020-10-19 09:16:37,251][root][INFO] - ===> Epoch[5274](26368/5): Loss -0.8312, Sem 0.0194, dir -0.9857, norm 0.1351, swav 0.0000 LR: 5.939e-02 Score 99.343 Data time: 0.0565, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.6300 [2020-10-19 09:16:39,848][root][INFO] - ===> Epoch[5274](26369/5): Loss -0.8360, Sem 0.0167, dir -0.9869, norm 0.1342, swav 0.0000 LR: 5.939e-02 Score 99.435 Data time: 0.0722, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.5103 [2020-10-19 09:16:42,380][root][INFO] - ===> Epoch[5274](26370/5): Loss -0.8362, Sem 0.0196, dir -0.9867, norm 0.1309, swav 0.0000 LR: 5.939e-02 Score 99.336 Data time: 0.0672, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.4260 [2020-10-19 09:16:44,377][root][INFO] - ===> Epoch[5275](26371/5): Loss -0.8364, Sem 0.0194, dir -0.9875, norm 0.1317, swav 0.0000 LR: 5.939e-02 Score 99.355 Data time: 0.0729, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9068 [2020-10-19 09:16:46,352][root][INFO] - ===> Epoch[5275](26372/5): Loss -0.8270, Sem 0.0162, dir -0.9871, norm 0.1438, swav 0.0000 LR: 5.939e-02 Score 99.454 Data time: 0.0810, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8854 [2020-10-19 09:16:48,466][root][INFO] - ===> Epoch[5275](26373/5): Loss -0.8411, Sem 0.0165, dir -0.9880, norm 0.1304, swav 0.0000 LR: 5.939e-02 Score 99.444 Data time: 0.0862, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9955 [2020-10-19 09:16:51,167][root][INFO] - ===> Epoch[5275](26374/5): Loss -0.8326, Sem 0.0183, dir -0.9866, norm 0.1356, swav 0.0000 LR: 5.938e-02 Score 99.381 Data time: 0.0777, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.5977 [2020-10-19 09:16:53,368][root][INFO] - ===> Epoch[5275](26375/5): Loss -0.8346, Sem 0.0191, dir -0.9866, norm 0.1329, swav 0.0000 LR: 5.938e-02 Score 99.363 Data time: 0.0673, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0989 [2020-10-19 09:16:55,821][root][INFO] - ===> Epoch[5276](26376/5): Loss -0.8394, Sem 0.0178, dir -0.9874, norm 0.1301, swav 0.0000 LR: 5.938e-02 Score 99.406 Data time: 0.0881, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3780 [2020-10-19 09:16:57,767][root][INFO] - ===> Epoch[5276](26377/5): Loss -0.8423, Sem 0.0168, dir -0.9887, norm 0.1296, swav 0.0000 LR: 5.938e-02 Score 99.439 Data time: 0.0889, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8263 [2020-10-19 09:16:59,689][root][INFO] - ===> Epoch[5276](26378/5): Loss -0.8247, Sem 0.0194, dir -0.9867, norm 0.1426, swav 0.0000 LR: 5.938e-02 Score 99.371 Data time: 0.0657, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8013 [2020-10-19 09:17:02,043][root][INFO] - ===> Epoch[5276](26379/5): Loss -0.8461, Sem 0.0166, dir -0.9876, norm 0.1250, swav 0.0000 LR: 5.938e-02 Score 99.441 Data time: 0.0944, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2457 [2020-10-19 09:17:04,069][root][INFO] - ===> Epoch[5276](26380/5): Loss -0.8324, Sem 0.0187, dir -0.9865, norm 0.1354, swav 0.0000 LR: 5.938e-02 Score 99.376 Data time: 0.0753, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9023 [2020-10-19 09:17:06,409][root][INFO] - ===> Epoch[5277](26381/5): Loss -0.8174, Sem 0.0179, dir -0.9869, norm 0.1515, swav 0.0000 LR: 5.937e-02 Score 99.402 Data time: 0.0774, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2299 [2020-10-19 09:17:08,343][root][INFO] - ===> Epoch[5277](26382/5): Loss -0.8424, Sem 0.0219, dir -0.9872, norm 0.1229, swav 0.0000 LR: 5.937e-02 Score 99.338 Data time: 0.1097, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8192 [2020-10-19 09:17:10,584][root][INFO] - ===> Epoch[5277](26383/5): Loss -0.8398, Sem 0.0186, dir -0.9872, norm 0.1287, swav 0.0000 LR: 5.937e-02 Score 99.383 Data time: 0.1053, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1157 [2020-10-19 09:17:13,170][root][INFO] - ===> Epoch[5277](26384/5): Loss -0.8212, Sem 0.0166, dir -0.9869, norm 0.1491, swav 0.0000 LR: 5.937e-02 Score 99.442 Data time: 0.1539, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.4887 [2020-10-19 09:17:15,494][root][INFO] - ===> Epoch[5277](26385/5): Loss -0.8206, Sem 0.0190, dir -0.9861, norm 0.1465, swav 0.0000 LR: 5.937e-02 Score 99.357 Data time: 0.0669, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1708 [2020-10-19 09:17:17,296][root][INFO] - ===> Epoch[5278](26386/5): Loss -0.8336, Sem 0.0192, dir -0.9878, norm 0.1349, swav 0.0000 LR: 5.937e-02 Score 99.344 Data time: 0.0665, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.6863 [2020-10-19 09:17:19,393][root][INFO] - ===> Epoch[5278](26387/5): Loss -0.8303, Sem 0.0196, dir -0.9879, norm 0.1379, swav 0.0000 LR: 5.936e-02 Score 99.365 Data time: 0.0302, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9856 [2020-10-19 09:17:22,294][root][INFO] - ===> Epoch[5278](26388/5): Loss -0.8136, Sem 0.0199, dir -0.9854, norm 0.1518, swav 0.0000 LR: 5.936e-02 Score 99.388 Data time: 0.0884, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.8296 [2020-10-19 09:17:24,312][root][INFO] - ===> Epoch[5278](26389/5): Loss -0.8216, Sem 0.0164, dir -0.9881, norm 0.1500, swav 0.0000 LR: 5.936e-02 Score 99.461 Data time: 0.0794, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8931 [2020-10-19 09:17:26,116][root][INFO] - ===> Epoch[5278](26390/5): Loss -0.8290, Sem 0.0195, dir -0.9868, norm 0.1382, swav 0.0000 LR: 5.936e-02 Score 99.339 Data time: 0.0814, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.7155 [2020-10-19 09:17:28,334][root][INFO] - ===> Epoch[5279](26391/5): Loss -0.8018, Sem 0.0214, dir -0.9863, norm 0.1632, swav 0.0000 LR: 5.936e-02 Score 99.309 Data time: 0.0866, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1079 [2020-10-19 09:17:30,383][root][INFO] - ===> Epoch[5279](26392/5): Loss -0.8232, Sem 0.0169, dir -0.9874, norm 0.1474, swav 0.0000 LR: 5.936e-02 Score 99.413 Data time: 0.0679, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9140 [2020-10-19 09:17:32,380][root][INFO] - ===> Epoch[5279](26393/5): Loss -0.8318, Sem 0.0193, dir -0.9876, norm 0.1366, swav 0.0000 LR: 5.935e-02 Score 99.346 Data time: 0.0856, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9089 [2020-10-19 09:17:34,501][root][INFO] - ===> Epoch[5279](26394/5): Loss -0.8203, Sem 0.0174, dir -0.9852, norm 0.1475, swav 0.0000 LR: 5.935e-02 Score 99.417 Data time: 0.0875, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0099 [2020-10-19 09:17:36,824][root][INFO] - ===> Epoch[5279](26395/5): Loss -0.8057, Sem 0.0209, dir -0.9851, norm 0.1586, swav 0.0000 LR: 5.935e-02 Score 99.306 Data time: 0.0814, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2081 [2020-10-19 09:17:39,424][root][INFO] - ===> Epoch[5280](26396/5): Loss -0.8421, Sem 0.0166, dir -0.9879, norm 0.1292, swav 0.0000 LR: 5.935e-02 Score 99.442 Data time: 0.1015, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.4976 [2020-10-19 09:17:41,584][root][INFO] - ===> Epoch[5280](26397/5): Loss -0.8248, Sem 0.0194, dir -0.9861, norm 0.1419, swav 0.0000 LR: 5.935e-02 Score 99.344 Data time: 0.0849, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0477 [2020-10-19 09:17:43,505][root][INFO] - ===> Epoch[5280](26398/5): Loss -0.8237, Sem 0.0184, dir -0.9862, norm 0.1441, swav 0.0000 LR: 5.935e-02 Score 99.377 Data time: 0.0655, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8176 [2020-10-19 09:17:45,601][root][INFO] - ===> Epoch[5280](26399/5): Loss -0.8134, Sem 0.0182, dir -0.9871, norm 0.1555, swav 0.0000 LR: 5.935e-02 Score 99.401 Data time: 0.0670, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0089 [2020-10-19 09:17:47,619][root][INFO] - ===> Epoch[5280](26400/5): Loss -0.8248, Sem 0.0190, dir -0.9865, norm 0.1426, swav 0.0000 LR: 5.934e-02 Score 99.372 Data time: 0.0736, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9037 [2020-10-19 09:17:48,710][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 09:17:48,905][root][INFO] - ===> Start testing [2020-10-19 09:18:28,078][root][INFO] - 68/68: Data time: 0.0024, Iter time: 0.1526 Loss 0.521 (AVG: 0.562) Score 92.357 (AVG: 90.346) mIOU 68.948 mAP 83.642 mAcc 76.049 IOU: 62.144 0.192 80.014 73.019 94.717 91.206 29.039 77.122 98.383 67.273 78.563 85.905 58.746 mAP: 80.823 11.731 95.571 86.539 98.839 98.221 55.202 97.139 99.742 87.059 92.469 94.554 89.461 mAcc: 75.999 1.823 86.654 82.452 96.056 96.455 31.534 95.915 99.492 73.392 89.582 96.052 63.234 [2020-10-19 09:18:28,080][root][INFO] - Finished test. Elapsed time: 39.1728 [2020-10-19 09:18:30,974][root][INFO] - [2020-10-19 09:18:30,974][root][INFO] - ################################################################ [2020-10-19 09:18:30,974][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 09:18:30,974][root][INFO] - ################################################################ [2020-10-19 09:18:30,974][root][INFO] - clutter : nan nan nan [2020-10-19 09:18:30,974][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 09:18:30,974][root][INFO] - board : 0.799 0.876 0.898 [2020-10-19 09:18:30,974][root][INFO] - bookcase : 0.203 0.315 0.484 [2020-10-19 09:18:30,974][root][INFO] - ceiling : 0.433 0.517 0.538 [2020-10-19 09:18:30,974][root][INFO] - chair : 0.816 0.907 0.920 [2020-10-19 09:18:30,974][root][INFO] - column : 0.133 0.198 0.362 [2020-10-19 09:18:30,974][root][INFO] - door : 0.770 0.872 0.964 [2020-10-19 09:18:30,974][root][INFO] - floor : 0.941 0.965 0.991 [2020-10-19 09:18:30,974][root][INFO] - sofa : 0.424 0.545 0.818 [2020-10-19 09:18:30,974][root][INFO] - table : 0.125 0.262 0.596 [2020-10-19 09:18:30,974][root][INFO] - wall : 0.535 0.733 0.827 [2020-10-19 09:18:30,974][root][INFO] - window : 0.520 0.708 0.736 [2020-10-19 09:18:30,974][root][INFO] - ---------------------------------------------------------------- [2020-10-19 09:18:30,974][root][INFO] - average : 0.475 0.575 0.678 [2020-10-19 09:18:30,975][root][INFO] - [2020-10-19 09:18:31,238][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 09:18:31,240][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 09:18:32,900][root][INFO] - ===> Epoch[5281](26401/5): Loss -0.8238, Sem 0.0185, dir -0.9871, norm 0.1447, swav 0.0000 LR: 5.934e-02 Score 99.370 Data time: 0.0814, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.6553 [2020-10-19 09:18:35,199][root][INFO] - ===> Epoch[5281](26402/5): Loss -0.8246, Sem 0.0192, dir -0.9865, norm 0.1426, swav 0.0000 LR: 5.934e-02 Score 99.360 Data time: 0.0934, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.1806 [2020-10-19 09:18:37,729][root][INFO] - ===> Epoch[5281](26403/5): Loss -0.8278, Sem 0.0167, dir -0.9872, norm 0.1428, swav 0.0000 LR: 5.934e-02 Score 99.426 Data time: 0.0652, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.4160 [2020-10-19 09:18:40,033][root][INFO] - ===> Epoch[5281](26404/5): Loss -0.8339, Sem 0.0182, dir -0.9876, norm 0.1355, swav 0.0000 LR: 5.934e-02 Score 99.394 Data time: 0.0770, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2241 [2020-10-19 09:18:42,093][root][INFO] - ===> Epoch[5281](26405/5): Loss -0.8292, Sem 0.0182, dir -0.9868, norm 0.1394, swav 0.0000 LR: 5.934e-02 Score 99.385 Data time: 0.0811, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9566 [2020-10-19 09:18:44,205][root][INFO] - ===> Epoch[5282](26406/5): Loss -0.8185, Sem 0.0191, dir -0.9855, norm 0.1479, swav 0.0000 LR: 5.933e-02 Score 99.374 Data time: 0.0728, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0055 [2020-10-19 09:18:46,171][root][INFO] - ===> Epoch[5282](26407/5): Loss -0.8229, Sem 0.0205, dir -0.9858, norm 0.1424, swav 0.0000 LR: 5.933e-02 Score 99.318 Data time: 0.0666, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.8648 [2020-10-19 09:18:48,324][root][INFO] - ===> Epoch[5282](26408/5): Loss -0.8280, Sem 0.0186, dir -0.9853, norm 0.1387, swav 0.0000 LR: 5.933e-02 Score 99.359 Data time: 0.0702, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0521 [2020-10-19 09:18:50,695][root][INFO] - ===> Epoch[5282](26409/5): Loss -0.8230, Sem 0.0184, dir -0.9859, norm 0.1445, swav 0.0000 LR: 5.933e-02 Score 99.394 Data time: 0.0613, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2670 [2020-10-19 09:18:53,086][root][INFO] - ===> Epoch[5282](26410/5): Loss -0.8310, Sem 0.0185, dir -0.9871, norm 0.1376, swav 0.0000 LR: 5.933e-02 Score 99.376 Data time: 0.0635, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3202 [2020-10-19 09:18:55,456][root][INFO] - ===> Epoch[5283](26411/5): Loss -0.8263, Sem 0.0176, dir -0.9861, norm 0.1422, swav 0.0000 LR: 5.933e-02 Score 99.410 Data time: 0.0604, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2898 [2020-10-19 09:18:57,694][root][INFO] - ===> Epoch[5283](26412/5): Loss -0.8368, Sem 0.0173, dir -0.9867, norm 0.1326, swav 0.0000 LR: 5.932e-02 Score 99.406 Data time: 0.0629, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1359 [2020-10-19 09:19:00,317][root][INFO] - ===> Epoch[5283](26413/5): Loss -0.8379, Sem 0.0183, dir -0.9874, norm 0.1311, swav 0.0000 LR: 5.932e-02 Score 99.383 Data time: 0.0733, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.5294 [2020-10-19 09:19:02,559][root][INFO] - ===> Epoch[5283](26414/5): Loss -0.8235, Sem 0.0192, dir -0.9860, norm 0.1433, swav 0.0000 LR: 5.932e-02 Score 99.362 Data time: 0.0749, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1363 [2020-10-19 09:19:04,691][root][INFO] - ===> Epoch[5283](26415/5): Loss -0.8217, Sem 0.0192, dir -0.9862, norm 0.1454, swav 0.0000 LR: 5.932e-02 Score 99.367 Data time: 0.0651, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0195 [2020-10-19 09:19:06,831][root][INFO] - ===> Epoch[5284](26416/5): Loss -0.8119, Sem 0.0183, dir -0.9854, norm 0.1552, swav 0.0000 LR: 5.932e-02 Score 99.412 Data time: 0.0743, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0460 [2020-10-19 09:19:08,876][root][INFO] - ===> Epoch[5284](26417/5): Loss -0.8141, Sem 0.0181, dir -0.9855, norm 0.1533, swav 0.0000 LR: 5.932e-02 Score 99.391 Data time: 0.0861, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9312 [2020-10-19 09:19:10,897][root][INFO] - ===> Epoch[5284](26418/5): Loss -0.8213, Sem 0.0193, dir -0.9859, norm 0.1453, swav 0.0000 LR: 5.932e-02 Score 99.358 Data time: 0.0536, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9287 [2020-10-19 09:19:12,950][root][INFO] - ===> Epoch[5284](26419/5): Loss -0.8292, Sem 0.0165, dir -0.9862, norm 0.1406, swav 0.0000 LR: 5.931e-02 Score 99.447 Data time: 0.0764, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9850 [2020-10-19 09:19:16,162][root][INFO] - ===> Epoch[5284](26420/5): Loss -0.8287, Sem 0.0172, dir -0.9873, norm 0.1415, swav 0.0000 LR: 5.931e-02 Score 99.408 Data time: 0.0592, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 3.1080 [2020-10-19 09:19:18,009][root][INFO] - ===> Epoch[5285](26421/5): Loss -0.8195, Sem 0.0192, dir -0.9853, norm 0.1466, swav 0.0000 LR: 5.931e-02 Score 99.359 Data time: 0.0691, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.7720 [2020-10-19 09:19:20,326][root][INFO] - ===> Epoch[5285](26422/5): Loss -0.8280, Sem 0.0177, dir -0.9864, norm 0.1408, swav 0.0000 LR: 5.931e-02 Score 99.412 Data time: 0.0701, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2239 [2020-10-19 09:19:22,549][root][INFO] - ===> Epoch[5285](26423/5): Loss -0.8190, Sem 0.0178, dir -0.9841, norm 0.1474, swav 0.0000 LR: 5.931e-02 Score 99.402 Data time: 0.0816, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1198 [2020-10-19 09:19:24,800][root][INFO] - ===> Epoch[5285](26424/5): Loss -0.8296, Sem 0.0186, dir -0.9873, norm 0.1392, swav 0.0000 LR: 5.931e-02 Score 99.387 Data time: 0.0961, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1311 [2020-10-19 09:19:26,812][root][INFO] - ===> Epoch[5285](26425/5): Loss -0.8195, Sem 0.0185, dir -0.9858, norm 0.1478, swav 0.0000 LR: 5.930e-02 Score 99.368 Data time: 0.0729, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8925 [2020-10-19 09:19:29,420][root][INFO] - ===> Epoch[5286](26426/5): Loss -0.8130, Sem 0.0209, dir -0.9856, norm 0.1516, swav 0.0000 LR: 5.930e-02 Score 99.315 Data time: 0.0909, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.4702 [2020-10-19 09:19:31,416][root][INFO] - ===> Epoch[5286](26427/5): Loss -0.8268, Sem 0.0208, dir -0.9859, norm 0.1383, swav 0.0000 LR: 5.930e-02 Score 99.322 Data time: 0.0797, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8819 [2020-10-19 09:19:33,537][root][INFO] - ===> Epoch[5286](26428/5): Loss -0.8335, Sem 0.0167, dir -0.9866, norm 0.1365, swav 0.0000 LR: 5.930e-02 Score 99.449 Data time: 0.0994, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0182 [2020-10-19 09:19:35,946][root][INFO] - ===> Epoch[5286](26429/5): Loss -0.8424, Sem 0.0172, dir -0.9880, norm 0.1284, swav 0.0000 LR: 5.930e-02 Score 99.430 Data time: 0.0798, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3193 [2020-10-19 09:19:38,185][root][INFO] - ===> Epoch[5286](26430/5): Loss -0.8133, Sem 0.0201, dir -0.9845, norm 0.1512, swav 0.0000 LR: 5.930e-02 Score 99.345 Data time: 0.1011, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1548 [2020-10-19 09:19:40,367][root][INFO] - ===> Epoch[5287](26431/5): Loss -0.8279, Sem 0.0185, dir -0.9869, norm 0.1406, swav 0.0000 LR: 5.929e-02 Score 99.370 Data time: 0.0706, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0719 [2020-10-19 09:19:42,647][root][INFO] - ===> Epoch[5287](26432/5): Loss -0.8346, Sem 0.0168, dir -0.9876, norm 0.1363, swav 0.0000 LR: 5.929e-02 Score 99.434 Data time: 0.0654, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1930 [2020-10-19 09:19:44,805][root][INFO] - ===> Epoch[5287](26433/5): Loss -0.8333, Sem 0.0188, dir -0.9873, norm 0.1352, swav 0.0000 LR: 5.929e-02 Score 99.379 Data time: 0.0680, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0732 [2020-10-19 09:19:46,805][root][INFO] - ===> Epoch[5287](26434/5): Loss -0.8304, Sem 0.0195, dir -0.9861, norm 0.1363, swav 0.0000 LR: 5.929e-02 Score 99.356 Data time: 0.0732, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8740 [2020-10-19 09:19:48,777][root][INFO] - ===> Epoch[5287](26435/5): Loss -0.8136, Sem 0.0218, dir -0.9863, norm 0.1509, swav 0.0000 LR: 5.929e-02 Score 99.292 Data time: 0.0726, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8760 [2020-10-19 09:19:50,655][root][INFO] - ===> Epoch[5288](26436/5): Loss -0.8223, Sem 0.0200, dir -0.9855, norm 0.1432, swav 0.0000 LR: 5.929e-02 Score 99.325 Data time: 0.0594, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.7617 [2020-10-19 09:19:52,575][root][INFO] - ===> Epoch[5288](26437/5): Loss -0.8231, Sem 0.0190, dir -0.9874, norm 0.1453, swav 0.0000 LR: 5.928e-02 Score 99.366 Data time: 0.0719, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8122 [2020-10-19 09:19:54,740][root][INFO] - ===> Epoch[5288](26438/5): Loss -0.8317, Sem 0.0171, dir -0.9867, norm 0.1379, swav 0.0000 LR: 5.928e-02 Score 99.421 Data time: 0.1125, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0610 [2020-10-19 09:19:56,746][root][INFO] - ===> Epoch[5288](26439/5): Loss -0.8305, Sem 0.0200, dir -0.9863, norm 0.1358, swav 0.0000 LR: 5.928e-02 Score 99.319 Data time: 0.0775, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8865 [2020-10-19 09:19:59,067][root][INFO] - ===> Epoch[5288](26440/5): Loss -0.8271, Sem 0.0221, dir -0.9857, norm 0.1365, swav 0.0000 LR: 5.928e-02 Score 99.269 Data time: 0.0663, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2207 [2020-10-19 09:20:01,514][root][INFO] - ===> Epoch[5289](26441/5): Loss -0.8153, Sem 0.0176, dir -0.9874, norm 0.1544, swav 0.0000 LR: 5.928e-02 Score 99.418 Data time: 0.0790, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3559 [2020-10-19 09:20:03,676][root][INFO] - ===> Epoch[5289](26442/5): Loss -0.8260, Sem 0.0212, dir -0.9859, norm 0.1388, swav 0.0000 LR: 5.928e-02 Score 99.305 Data time: 0.0599, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0466 [2020-10-19 09:20:06,100][root][INFO] - ===> Epoch[5289](26443/5): Loss -0.8153, Sem 0.0193, dir -0.9851, norm 0.1504, swav 0.0000 LR: 5.928e-02 Score 99.356 Data time: 0.0917, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3209 [2020-10-19 09:20:08,208][root][INFO] - ===> Epoch[5289](26444/5): Loss -0.8186, Sem 0.0235, dir -0.9858, norm 0.1437, swav 0.0000 LR: 5.927e-02 Score 99.263 Data time: 0.0636, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9762 [2020-10-19 09:20:10,165][root][INFO] - ===> Epoch[5289](26445/5): Loss -0.8388, Sem 0.0201, dir -0.9869, norm 0.1280, swav 0.0000 LR: 5.927e-02 Score 99.363 Data time: 0.0765, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8955 [2020-10-19 09:20:12,691][root][INFO] - ===> Epoch[5290](26446/5): Loss -0.8322, Sem 0.0201, dir -0.9869, norm 0.1346, swav 0.0000 LR: 5.927e-02 Score 99.318 Data time: 0.0820, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.4294 [2020-10-19 09:20:14,629][root][INFO] - ===> Epoch[5290](26447/5): Loss -0.8322, Sem 0.0197, dir -0.9867, norm 0.1349, swav 0.0000 LR: 5.927e-02 Score 99.342 Data time: 0.0782, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8233 [2020-10-19 09:20:16,716][root][INFO] - ===> Epoch[5290](26448/5): Loss -0.8143, Sem 0.0210, dir -0.9838, norm 0.1486, swav 0.0000 LR: 5.927e-02 Score 99.323 Data time: 0.0740, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9725 [2020-10-19 09:20:18,826][root][INFO] - ===> Epoch[5290](26449/5): Loss -0.8182, Sem 0.0189, dir -0.9874, norm 0.1503, swav 0.0000 LR: 5.927e-02 Score 99.388 Data time: 0.0688, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0153 [2020-10-19 09:20:20,912][root][INFO] - ===> Epoch[5290](26450/5): Loss -0.8353, Sem 0.0199, dir -0.9861, norm 0.1309, swav 0.0000 LR: 5.926e-02 Score 99.330 Data time: 0.0864, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9843 [2020-10-19 09:20:22,971][root][INFO] - ===> Epoch[5291](26451/5): Loss -0.8341, Sem 0.0190, dir -0.9879, norm 0.1347, swav 0.0000 LR: 5.926e-02 Score 99.361 Data time: 0.0643, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9508 [2020-10-19 09:20:24,980][root][INFO] - ===> Epoch[5291](26452/5): Loss -0.8383, Sem 0.0180, dir -0.9876, norm 0.1312, swav 0.0000 LR: 5.926e-02 Score 99.392 Data time: 0.0991, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8888 [2020-10-19 09:20:27,263][root][INFO] - ===> Epoch[5291](26453/5): Loss -0.8184, Sem 0.0181, dir -0.9861, norm 0.1496, swav 0.0000 LR: 5.926e-02 Score 99.388 Data time: 0.0912, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1738 [2020-10-19 09:20:29,342][root][INFO] - ===> Epoch[5291](26454/5): Loss -0.8405, Sem 0.0184, dir -0.9867, norm 0.1278, swav 0.0000 LR: 5.926e-02 Score 99.386 Data time: 0.0859, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9565 [2020-10-19 09:20:31,087][root][INFO] - ===> Epoch[5291](26455/5): Loss -0.8276, Sem 0.0221, dir -0.9860, norm 0.1364, swav 0.0000 LR: 5.926e-02 Score 99.270 Data time: 0.0568, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.6508 [2020-10-19 09:20:33,040][root][INFO] - ===> Epoch[5292](26456/5): Loss -0.8472, Sem 0.0171, dir -0.9886, norm 0.1243, swav 0.0000 LR: 5.925e-02 Score 99.425 Data time: 0.1538, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8854 [2020-10-19 09:20:35,071][root][INFO] - ===> Epoch[5292](26457/5): Loss -0.8308, Sem 0.0186, dir -0.9865, norm 0.1372, swav 0.0000 LR: 5.925e-02 Score 99.380 Data time: 0.1021, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9267 [2020-10-19 09:20:37,563][root][INFO] - ===> Epoch[5292](26458/5): Loss -0.8220, Sem 0.0211, dir -0.9847, norm 0.1416, swav 0.0000 LR: 5.925e-02 Score 99.305 Data time: 0.3491, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3799 [2020-10-19 09:20:39,503][root][INFO] - ===> Epoch[5292](26459/5): Loss -0.8166, Sem 0.0196, dir -0.9859, norm 0.1496, swav 0.0000 LR: 5.925e-02 Score 99.349 Data time: 0.0929, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.8268 [2020-10-19 09:20:42,032][root][INFO] - ===> Epoch[5292](26460/5): Loss -0.8354, Sem 0.0198, dir -0.9872, norm 0.1320, swav 0.0000 LR: 5.925e-02 Score 99.334 Data time: 0.0864, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.4237 [2020-10-19 09:20:44,654][root][INFO] - ===> Epoch[5293](26461/5): Loss -0.8343, Sem 0.0165, dir -0.9866, norm 0.1357, swav 0.0000 LR: 5.925e-02 Score 99.440 Data time: 0.0774, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.5286 [2020-10-19 09:20:46,580][root][INFO] - ===> Epoch[5293](26462/5): Loss -0.8481, Sem 0.0185, dir -0.9882, norm 0.1216, swav 0.0000 LR: 5.925e-02 Score 99.376 Data time: 0.0814, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.8513 [2020-10-19 09:20:48,738][root][INFO] - ===> Epoch[5293](26463/5): Loss -0.8371, Sem 0.0177, dir -0.9873, norm 0.1325, swav 0.0000 LR: 5.924e-02 Score 99.391 Data time: 0.0730, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0578 [2020-10-19 09:20:50,962][root][INFO] - ===> Epoch[5293](26464/5): Loss -0.8279, Sem 0.0185, dir -0.9849, norm 0.1385, swav 0.0000 LR: 5.924e-02 Score 99.371 Data time: 0.0720, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1397 [2020-10-19 09:20:53,194][root][INFO] - ===> Epoch[5293](26465/5): Loss -0.8358, Sem 0.0160, dir -0.9881, norm 0.1364, swav 0.0000 LR: 5.924e-02 Score 99.469 Data time: 0.0657, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1373 [2020-10-19 09:20:55,815][root][INFO] - ===> Epoch[5294](26466/5): Loss -0.8384, Sem 0.0180, dir -0.9874, norm 0.1310, swav 0.0000 LR: 5.924e-02 Score 99.392 Data time: 0.0503, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.5274 [2020-10-19 09:20:57,759][root][INFO] - ===> Epoch[5294](26467/5): Loss -0.8464, Sem 0.0180, dir -0.9879, norm 0.1235, swav 0.0000 LR: 5.924e-02 Score 99.384 Data time: 0.0744, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8492 [2020-10-19 09:21:00,105][root][INFO] - ===> Epoch[5294](26468/5): Loss -0.8157, Sem 0.0196, dir -0.9852, norm 0.1500, swav 0.0000 LR: 5.924e-02 Score 99.359 Data time: 0.0627, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2568 [2020-10-19 09:21:02,530][root][INFO] - ===> Epoch[5294](26469/5): Loss -0.8292, Sem 0.0182, dir -0.9856, norm 0.1382, swav 0.0000 LR: 5.923e-02 Score 99.378 Data time: 0.0669, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3396 [2020-10-19 09:21:04,447][root][INFO] - ===> Epoch[5294](26470/5): Loss -0.8493, Sem 0.0163, dir -0.9887, norm 0.1231, swav 0.0000 LR: 5.923e-02 Score 99.447 Data time: 0.0504, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8106 [2020-10-19 09:21:06,830][root][INFO] - ===> Epoch[5295](26471/5): Loss -0.8197, Sem 0.0197, dir -0.9854, norm 0.1460, swav 0.0000 LR: 5.923e-02 Score 99.345 Data time: 0.1718, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3289 [2020-10-19 09:21:08,861][root][INFO] - ===> Epoch[5295](26472/5): Loss -0.8182, Sem 0.0224, dir -0.9855, norm 0.1449, swav 0.0000 LR: 5.923e-02 Score 99.279 Data time: 0.0822, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9274 [2020-10-19 09:21:11,624][root][INFO] - ===> Epoch[5295](26473/5): Loss -0.8327, Sem 0.0179, dir -0.9870, norm 0.1363, swav 0.0000 LR: 5.923e-02 Score 99.385 Data time: 0.0537, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.6735 [2020-10-19 09:21:13,751][root][INFO] - ===> Epoch[5295](26474/5): Loss -0.8260, Sem 0.0188, dir -0.9871, norm 0.1423, swav 0.0000 LR: 5.923e-02 Score 99.372 Data time: 0.0823, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0455 [2020-10-19 09:21:16,218][root][INFO] - ===> Epoch[5295](26475/5): Loss -0.8136, Sem 0.0191, dir -0.9868, norm 0.1541, swav 0.0000 LR: 5.922e-02 Score 99.362 Data time: 0.0866, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3661 [2020-10-19 09:21:18,159][root][INFO] - ===> Epoch[5296](26476/5): Loss -0.8180, Sem 0.0211, dir -0.9850, norm 0.1459, swav 0.0000 LR: 5.922e-02 Score 99.310 Data time: 0.0878, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8732 [2020-10-19 09:21:20,825][root][INFO] - ===> Epoch[5296](26477/5): Loss -0.8049, Sem 0.0185, dir -0.9848, norm 0.1614, swav 0.0000 LR: 5.922e-02 Score 99.387 Data time: 0.0861, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.5731 [2020-10-19 09:21:23,210][root][INFO] - ===> Epoch[5296](26478/5): Loss -0.8157, Sem 0.0189, dir -0.9874, norm 0.1528, swav 0.0000 LR: 5.922e-02 Score 99.389 Data time: 0.0429, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3064 [2020-10-19 09:21:25,921][root][INFO] - ===> Epoch[5296](26479/5): Loss -0.8231, Sem 0.0188, dir -0.9867, norm 0.1448, swav 0.0000 LR: 5.922e-02 Score 99.378 Data time: 0.0802, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.6509 [2020-10-19 09:21:27,951][root][INFO] - ===> Epoch[5296](26480/5): Loss -0.8229, Sem 0.0184, dir -0.9870, norm 0.1457, swav 0.0000 LR: 5.922e-02 Score 99.369 Data time: 0.0807, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9123 [2020-10-19 09:21:30,002][root][INFO] - ===> Epoch[5297](26481/5): Loss -0.8291, Sem 0.0200, dir -0.9857, norm 0.1366, swav 0.0000 LR: 5.921e-02 Score 99.325 Data time: 0.1020, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9449 [2020-10-19 09:21:32,400][root][INFO] - ===> Epoch[5297](26482/5): Loss -0.8122, Sem 0.0174, dir -0.9869, norm 0.1573, swav 0.0000 LR: 5.921e-02 Score 99.402 Data time: 0.0859, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3293 [2020-10-19 09:21:34,422][root][INFO] - ===> Epoch[5297](26483/5): Loss -0.8317, Sem 0.0187, dir -0.9876, norm 0.1372, swav 0.0000 LR: 5.921e-02 Score 99.374 Data time: 0.0877, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9050 [2020-10-19 09:21:36,492][root][INFO] - ===> Epoch[5297](26484/5): Loss -0.8160, Sem 0.0190, dir -0.9860, norm 0.1510, swav 0.0000 LR: 5.921e-02 Score 99.371 Data time: 0.0632, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9781 [2020-10-19 09:21:38,563][root][INFO] - ===> Epoch[5297](26485/5): Loss -0.8215, Sem 0.0186, dir -0.9865, norm 0.1465, swav 0.0000 LR: 5.921e-02 Score 99.390 Data time: 0.0660, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9815 [2020-10-19 09:21:40,783][root][INFO] - ===> Epoch[5298](26486/5): Loss -0.8116, Sem 0.0211, dir -0.9868, norm 0.1541, swav 0.0000 LR: 5.921e-02 Score 99.277 Data time: 0.0845, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1250 [2020-10-19 09:21:42,746][root][INFO] - ===> Epoch[5298](26487/5): Loss -0.8336, Sem 0.0173, dir -0.9876, norm 0.1367, swav 0.0000 LR: 5.921e-02 Score 99.413 Data time: 0.0860, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8503 [2020-10-19 09:21:45,106][root][INFO] - ===> Epoch[5298](26488/5): Loss -0.8274, Sem 0.0197, dir -0.9856, norm 0.1384, swav 0.0000 LR: 5.920e-02 Score 99.343 Data time: 0.0599, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2489 [2020-10-19 09:21:47,431][root][INFO] - ===> Epoch[5298](26489/5): Loss -0.8287, Sem 0.0171, dir -0.9881, norm 0.1423, swav 0.0000 LR: 5.920e-02 Score 99.431 Data time: 0.0634, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2255 [2020-10-19 09:21:49,577][root][INFO] - ===> Epoch[5298](26490/5): Loss -0.8143, Sem 0.0197, dir -0.9870, norm 0.1529, swav 0.0000 LR: 5.920e-02 Score 99.328 Data time: 0.0602, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0483 [2020-10-19 09:21:52,008][root][INFO] - ===> Epoch[5299](26491/5): Loss -0.8175, Sem 0.0198, dir -0.9863, norm 0.1490, swav 0.0000 LR: 5.920e-02 Score 99.331 Data time: 0.0760, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3437 [2020-10-19 09:21:54,296][root][INFO] - ===> Epoch[5299](26492/5): Loss -0.8131, Sem 0.0169, dir -0.9856, norm 0.1556, swav 0.0000 LR: 5.920e-02 Score 99.433 Data time: 0.0761, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0690 [2020-10-19 09:21:56,636][root][INFO] - ===> Epoch[5299](26493/5): Loss -0.8181, Sem 0.0195, dir -0.9858, norm 0.1481, swav 0.0000 LR: 5.920e-02 Score 99.347 Data time: 0.0879, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2720 [2020-10-19 09:21:58,493][root][INFO] - ===> Epoch[5299](26494/5): Loss -0.8267, Sem 0.0193, dir -0.9865, norm 0.1405, swav 0.0000 LR: 5.919e-02 Score 99.354 Data time: 0.0821, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.7470 [2020-10-19 09:22:00,579][root][INFO] - ===> Epoch[5299](26495/5): Loss -0.8020, Sem 0.0215, dir -0.9851, norm 0.1615, swav 0.0000 LR: 5.919e-02 Score 99.322 Data time: 0.0946, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9768 [2020-10-19 09:22:02,751][root][INFO] - ===> Epoch[5300](26496/5): Loss -0.8170, Sem 0.0206, dir -0.9838, norm 0.1462, swav 0.0000 LR: 5.919e-02 Score 99.333 Data time: 0.0794, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0535 [2020-10-19 09:22:05,021][root][INFO] - ===> Epoch[5300](26497/5): Loss -0.8259, Sem 0.0188, dir -0.9858, norm 0.1411, swav 0.0000 LR: 5.919e-02 Score 99.364 Data time: 0.0691, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1751 [2020-10-19 09:22:07,508][root][INFO] - ===> Epoch[5300](26498/5): Loss -0.8250, Sem 0.0186, dir -0.9857, norm 0.1420, swav 0.0000 LR: 5.919e-02 Score 99.381 Data time: 0.0598, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3951 [2020-10-19 09:22:09,441][root][INFO] - ===> Epoch[5300](26499/5): Loss -0.8345, Sem 0.0168, dir -0.9881, norm 0.1368, swav 0.0000 LR: 5.919e-02 Score 99.443 Data time: 0.0836, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8531 [2020-10-19 09:22:11,977][root][INFO] - ===> Epoch[5300](26500/5): Loss -0.8278, Sem 0.0189, dir -0.9865, norm 0.1398, swav 0.0000 LR: 5.918e-02 Score 99.382 Data time: 0.2040, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.4336 [2020-10-19 09:22:13,071][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 09:22:15,250][root][INFO] - ===> Epoch[5301](26501/5): Loss -0.8154, Sem 0.0192, dir -0.9867, norm 0.1520, swav 0.0000 LR: 5.918e-02 Score 99.357 Data time: 0.0972, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9992 [2020-10-19 09:22:17,701][root][INFO] - ===> Epoch[5301](26502/5): Loss -0.8428, Sem 0.0184, dir -0.9867, norm 0.1254, swav 0.0000 LR: 5.918e-02 Score 99.361 Data time: 0.0790, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3452 [2020-10-19 09:22:19,441][root][INFO] - ===> Epoch[5301](26503/5): Loss -0.8410, Sem 0.0163, dir -0.9877, norm 0.1304, swav 0.0000 LR: 5.918e-02 Score 99.459 Data time: 0.0531, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.6556 [2020-10-19 09:22:21,551][root][INFO] - ===> Epoch[5301](26504/5): Loss -0.8129, Sem 0.0175, dir -0.9869, norm 0.1564, swav 0.0000 LR: 5.918e-02 Score 99.409 Data time: 0.0455, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0460 [2020-10-19 09:22:24,848][root][INFO] - ===> Epoch[5301](26505/5): Loss -0.8260, Sem 0.0181, dir -0.9874, norm 0.1434, swav 0.0000 LR: 5.918e-02 Score 99.397 Data time: 0.1942, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 3.2347 [2020-10-19 09:22:27,215][root][INFO] - ===> Epoch[5302](26506/5): Loss -0.8296, Sem 0.0202, dir -0.9864, norm 0.1366, swav 0.0000 LR: 5.918e-02 Score 99.334 Data time: 0.0626, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2356 [2020-10-19 09:22:29,073][root][INFO] - ===> Epoch[5302](26507/5): Loss -0.8270, Sem 0.0182, dir -0.9869, norm 0.1418, swav 0.0000 LR: 5.917e-02 Score 99.395 Data time: 0.0784, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.7514 [2020-10-19 09:22:31,002][root][INFO] - ===> Epoch[5302](26508/5): Loss -0.8340, Sem 0.0207, dir -0.9860, norm 0.1312, swav 0.0000 LR: 5.917e-02 Score 99.299 Data time: 0.0747, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8146 [2020-10-19 09:22:33,507][root][INFO] - ===> Epoch[5302](26509/5): Loss -0.8204, Sem 0.0198, dir -0.9869, norm 0.1467, swav 0.0000 LR: 5.917e-02 Score 99.348 Data time: 0.0616, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.4125 [2020-10-19 09:22:35,563][root][INFO] - ===> Epoch[5302](26510/5): Loss -0.8478, Sem 0.0153, dir -0.9889, norm 0.1258, swav 0.0000 LR: 5.917e-02 Score 99.490 Data time: 0.0714, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9694 [2020-10-19 09:22:37,852][root][INFO] - ===> Epoch[5303](26511/5): Loss -0.8211, Sem 0.0186, dir -0.9861, norm 0.1464, swav 0.0000 LR: 5.917e-02 Score 99.384 Data time: 0.0861, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1940 [2020-10-19 09:22:40,643][root][INFO] - ===> Epoch[5303](26512/5): Loss -0.8341, Sem 0.0187, dir -0.9869, norm 0.1341, swav 0.0000 LR: 5.917e-02 Score 99.364 Data time: 0.0657, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.6946 [2020-10-19 09:22:43,261][root][INFO] - ===> Epoch[5303](26513/5): Loss -0.8204, Sem 0.0188, dir -0.9861, norm 0.1469, swav 0.0000 LR: 5.916e-02 Score 99.384 Data time: 0.0571, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.5543 [2020-10-19 09:22:45,179][root][INFO] - ===> Epoch[5303](26514/5): Loss -0.8383, Sem 0.0161, dir -0.9884, norm 0.1340, swav 0.0000 LR: 5.916e-02 Score 99.464 Data time: 0.0751, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.8015 [2020-10-19 09:22:47,082][root][INFO] - ===> Epoch[5303](26515/5): Loss -0.8237, Sem 0.0216, dir -0.9857, norm 0.1404, swav 0.0000 LR: 5.916e-02 Score 99.265 Data time: 0.0316, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.8045 [2020-10-19 09:22:49,343][root][INFO] - ===> Epoch[5304](26516/5): Loss -0.8399, Sem 0.0186, dir -0.9859, norm 0.1274, swav 0.0000 LR: 5.916e-02 Score 99.382 Data time: 0.0921, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.1851 [2020-10-19 09:22:52,056][root][INFO] - ===> Epoch[5304](26517/5): Loss -0.8256, Sem 0.0185, dir -0.9870, norm 0.1430, swav 0.0000 LR: 5.916e-02 Score 99.371 Data time: 0.0763, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.6114 [2020-10-19 09:22:54,283][root][INFO] - ===> Epoch[5304](26518/5): Loss -0.8384, Sem 0.0165, dir -0.9881, norm 0.1332, swav 0.0000 LR: 5.916e-02 Score 99.450 Data time: 0.0813, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.1339 [2020-10-19 09:22:56,279][root][INFO] - ===> Epoch[5304](26519/5): Loss -0.8331, Sem 0.0182, dir -0.9868, norm 0.1355, swav 0.0000 LR: 5.915e-02 Score 99.394 Data time: 0.0683, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.8871 [2020-10-19 09:22:58,387][root][INFO] - ===> Epoch[5304](26520/5): Loss -0.8120, Sem 0.0202, dir -0.9852, norm 0.1530, swav 0.0000 LR: 5.915e-02 Score 99.346 Data time: 0.0716, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.9938 [2020-10-19 09:23:00,617][root][INFO] - ===> Epoch[5305](26521/5): Loss -0.8336, Sem 0.0189, dir -0.9859, norm 0.1334, swav 0.0000 LR: 5.915e-02 Score 99.375 Data time: 0.0653, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.1255 [2020-10-19 09:23:03,408][root][INFO] - ===> Epoch[5305](26522/5): Loss -0.8235, Sem 0.0204, dir -0.9870, norm 0.1430, swav 0.0000 LR: 5.915e-02 Score 99.338 Data time: 0.0544, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.6861 [2020-10-19 09:23:06,079][root][INFO] - ===> Epoch[5305](26523/5): Loss -0.8187, Sem 0.0197, dir -0.9859, norm 0.1476, swav 0.0000 LR: 5.915e-02 Score 99.338 Data time: 0.0829, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.5836 [2020-10-19 09:23:08,177][root][INFO] - ===> Epoch[5305](26524/5): Loss -0.8241, Sem 0.0177, dir -0.9879, norm 0.1461, swav 0.0000 LR: 5.915e-02 Score 99.414 Data time: 0.0581, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.9615 [2020-10-19 09:23:10,087][root][INFO] - ===> Epoch[5305](26525/5): Loss -0.8264, Sem 0.0186, dir -0.9866, norm 0.1417, swav 0.0000 LR: 5.914e-02 Score 99.387 Data time: 0.0586, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.8282 [2020-10-19 09:23:12,890][root][INFO] - ===> Epoch[5306](26526/5): Loss -0.8269, Sem 0.0189, dir -0.9867, norm 0.1408, swav 0.0000 LR: 5.914e-02 Score 99.376 Data time: 0.0616, Forward time: 0.7767, Backward time: 1.1712, DDP time: 0.0031, Total iter time: 2.6982 [2020-10-19 09:23:14,901][root][INFO] - ===> Epoch[5306](26527/5): Loss -0.8297, Sem 0.0177, dir -0.9860, norm 0.1386, swav 0.0000 LR: 5.914e-02 Score 99.408 Data time: 0.0858, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.9034 [2020-10-19 09:23:17,068][root][INFO] - ===> Epoch[5306](26528/5): Loss -0.8296, Sem 0.0188, dir -0.9880, norm 0.1396, swav 0.0000 LR: 5.914e-02 Score 99.365 Data time: 0.0745, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.0427 [2020-10-19 09:23:18,993][root][INFO] - ===> Epoch[5306](26529/5): Loss -0.8317, Sem 0.0183, dir -0.9862, norm 0.1363, swav 0.0000 LR: 5.914e-02 Score 99.370 Data time: 0.1214, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.8042 [2020-10-19 09:23:21,358][root][INFO] - ===> Epoch[5306](26530/5): Loss -0.8260, Sem 0.0182, dir -0.9867, norm 0.1425, swav 0.0000 LR: 5.914e-02 Score 99.384 Data time: 0.0917, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.2386 [2020-10-19 09:23:23,386][root][INFO] - ===> Epoch[5307](26531/5): Loss -0.8382, Sem 0.0163, dir -0.9864, norm 0.1319, swav 0.0000 LR: 5.914e-02 Score 99.442 Data time: 0.0699, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.9017 [2020-10-19 09:23:25,916][root][INFO] - ===> Epoch[5307](26532/5): Loss -0.8282, Sem 0.0179, dir -0.9869, norm 0.1409, swav 0.0000 LR: 5.913e-02 Score 99.402 Data time: 0.0855, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.4324 [2020-10-19 09:23:27,932][root][INFO] - ===> Epoch[5307](26533/5): Loss -0.8145, Sem 0.0203, dir -0.9866, norm 0.1518, swav 0.0000 LR: 5.913e-02 Score 99.308 Data time: 0.0642, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.9087 [2020-10-19 09:23:29,912][root][INFO] - ===> Epoch[5307](26534/5): Loss -0.8386, Sem 0.0171, dir -0.9871, norm 0.1314, swav 0.0000 LR: 5.913e-02 Score 99.424 Data time: 0.0725, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.9066 [2020-10-19 09:23:31,976][root][INFO] - ===> Epoch[5307](26535/5): Loss -0.8225, Sem 0.0234, dir -0.9870, norm 0.1411, swav 0.0000 LR: 5.913e-02 Score 99.265 Data time: 0.0800, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.9560 [2020-10-19 09:23:34,329][root][INFO] - ===> Epoch[5308](26536/5): Loss -0.8433, Sem 0.0169, dir -0.9882, norm 0.1279, swav 0.0000 LR: 5.913e-02 Score 99.422 Data time: 0.1007, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.2475 [2020-10-19 09:23:36,619][root][INFO] - ===> Epoch[5308](26537/5): Loss -0.8270, Sem 0.0190, dir -0.9860, norm 0.1399, swav 0.0000 LR: 5.913e-02 Score 99.362 Data time: 0.0888, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.1577 [2020-10-19 09:23:38,784][root][INFO] - ===> Epoch[5308](26538/5): Loss -0.8304, Sem 0.0183, dir -0.9863, norm 0.1376, swav 0.0000 LR: 5.912e-02 Score 99.386 Data time: 0.0928, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.0682 [2020-10-19 09:23:40,595][root][INFO] - ===> Epoch[5308](26539/5): Loss -0.8323, Sem 0.0189, dir -0.9864, norm 0.1351, swav 0.0000 LR: 5.912e-02 Score 99.371 Data time: 0.0541, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.7069 [2020-10-19 09:23:43,088][root][INFO] - ===> Epoch[5308](26540/5): Loss -0.8363, Sem 0.0189, dir -0.9874, norm 0.1322, swav 0.0000 LR: 5.912e-02 Score 99.380 Data time: 0.0702, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.4066 [2020-10-19 09:23:45,402][root][INFO] - ===> Epoch[5309](26541/5): Loss -0.8339, Sem 0.0175, dir -0.9863, norm 0.1350, swav 0.0000 LR: 5.912e-02 Score 99.417 Data time: 0.0843, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.2225 [2020-10-19 09:23:47,511][root][INFO] - ===> Epoch[5309](26542/5): Loss -0.8251, Sem 0.0184, dir -0.9862, norm 0.1426, swav 0.0000 LR: 5.912e-02 Score 99.389 Data time: 0.0862, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.9744 [2020-10-19 09:23:49,737][root][INFO] - ===> Epoch[5309](26543/5): Loss -0.8194, Sem 0.0181, dir -0.9868, norm 0.1493, swav 0.0000 LR: 5.912e-02 Score 99.405 Data time: 0.0715, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.1102 [2020-10-19 09:23:51,627][root][INFO] - ===> Epoch[5309](26544/5): Loss -0.8410, Sem 0.0165, dir -0.9880, norm 0.1305, swav 0.0000 LR: 5.911e-02 Score 99.459 Data time: 0.0991, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.7814 [2020-10-19 09:23:53,728][root][INFO] - ===> Epoch[5309](26545/5): Loss -0.8335, Sem 0.0196, dir -0.9864, norm 0.1333, swav 0.0000 LR: 5.911e-02 Score 99.335 Data time: 0.2152, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.9923 [2020-10-19 09:23:56,265][root][INFO] - ===> Epoch[5310](26546/5): Loss -0.8239, Sem 0.0213, dir -0.9862, norm 0.1410, swav 0.0000 LR: 5.911e-02 Score 99.298 Data time: 0.1776, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.4322 [2020-10-19 09:23:58,421][root][INFO] - ===> Epoch[5310](26547/5): Loss -0.8348, Sem 0.0162, dir -0.9876, norm 0.1367, swav 0.0000 LR: 5.911e-02 Score 99.462 Data time: 0.0828, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.0239 [2020-10-19 09:24:00,928][root][INFO] - ===> Epoch[5310](26548/5): Loss -0.8353, Sem 0.0180, dir -0.9870, norm 0.1337, swav 0.0000 LR: 5.911e-02 Score 99.401 Data time: 0.0858, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.4027 [2020-10-19 09:24:03,148][root][INFO] - ===> Epoch[5310](26549/5): Loss -0.8338, Sem 0.0187, dir -0.9884, norm 0.1359, swav 0.0000 LR: 5.911e-02 Score 99.360 Data time: 0.0716, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.1229 [2020-10-19 09:24:05,305][root][INFO] - ===> Epoch[5310](26550/5): Loss -0.8222, Sem 0.0203, dir -0.9863, norm 0.1438, swav 0.0000 LR: 5.911e-02 Score 99.345 Data time: 0.0775, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.0593 [2020-10-19 09:24:08,361][root][INFO] - ===> Epoch[5311](26551/5): Loss -0.8383, Sem 0.0167, dir -0.9872, norm 0.1321, swav 0.0000 LR: 5.910e-02 Score 99.438 Data time: 0.1267, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.9514 [2020-10-19 09:24:10,264][root][INFO] - ===> Epoch[5311](26552/5): Loss -0.8411, Sem 0.0152, dir -0.9896, norm 0.1333, swav 0.0000 LR: 5.910e-02 Score 99.488 Data time: 0.0778, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.7778 [2020-10-19 09:24:12,291][root][INFO] - ===> Epoch[5311](26553/5): Loss -0.8348, Sem 0.0197, dir -0.9865, norm 0.1320, swav 0.0000 LR: 5.910e-02 Score 99.335 Data time: 0.0544, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.9178 [2020-10-19 09:24:14,708][root][INFO] - ===> Epoch[5311](26554/5): Loss -0.8204, Sem 0.0182, dir -0.9862, norm 0.1477, swav 0.0000 LR: 5.910e-02 Score 99.399 Data time: 0.0828, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.3605 [2020-10-19 09:24:16,805][root][INFO] - ===> Epoch[5311](26555/5): Loss -0.8275, Sem 0.0190, dir -0.9870, norm 0.1404, swav 0.0000 LR: 5.910e-02 Score 99.356 Data time: 0.0706, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.9878 [2020-10-19 09:24:19,297][root][INFO] - ===> Epoch[5312](26556/5): Loss -0.8327, Sem 0.0186, dir -0.9872, norm 0.1359, swav 0.0000 LR: 5.910e-02 Score 99.374 Data time: 0.0679, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.4073 [2020-10-19 09:24:21,385][root][INFO] - ===> Epoch[5312](26557/5): Loss -0.8428, Sem 0.0159, dir -0.9873, norm 0.1286, swav 0.0000 LR: 5.909e-02 Score 99.459 Data time: 0.0949, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.9973 [2020-10-19 09:24:23,175][root][INFO] - ===> Epoch[5312](26558/5): Loss -0.8349, Sem 0.0194, dir -0.9871, norm 0.1329, swav 0.0000 LR: 5.909e-02 Score 99.328 Data time: 0.0802, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.6900 [2020-10-19 09:24:25,360][root][INFO] - ===> Epoch[5312](26559/5): Loss -0.8406, Sem 0.0173, dir -0.9875, norm 0.1296, swav 0.0000 LR: 5.909e-02 Score 99.423 Data time: 0.0777, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.1067 [2020-10-19 09:24:28,182][root][INFO] - ===> Epoch[5312](26560/5): Loss -0.8368, Sem 0.0186, dir -0.9873, norm 0.1319, swav 0.0000 LR: 5.909e-02 Score 99.380 Data time: 0.0719, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.7220 [2020-10-19 09:24:30,552][root][INFO] - ===> Epoch[5313](26561/5): Loss -0.8396, Sem 0.0186, dir -0.9863, norm 0.1280, swav 0.0000 LR: 5.909e-02 Score 99.372 Data time: 0.0602, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.2630 [2020-10-19 09:24:32,692][root][INFO] - ===> Epoch[5313](26562/5): Loss -0.8359, Sem 0.0174, dir -0.9880, norm 0.1347, swav 0.0000 LR: 5.909e-02 Score 99.416 Data time: 0.0812, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.0367 [2020-10-19 09:24:35,066][root][INFO] - ===> Epoch[5313](26563/5): Loss -0.8393, Sem 0.0172, dir -0.9871, norm 0.1306, swav 0.0000 LR: 5.908e-02 Score 99.413 Data time: 0.0587, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.2776 [2020-10-19 09:24:37,179][root][INFO] - ===> Epoch[5313](26564/5): Loss -0.8375, Sem 0.0170, dir -0.9865, norm 0.1319, swav 0.0000 LR: 5.908e-02 Score 99.421 Data time: 0.0780, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.0254 [2020-10-19 09:24:39,082][root][INFO] - ===> Epoch[5313](26565/5): Loss -0.8345, Sem 0.0148, dir -0.9878, norm 0.1385, swav 0.0000 LR: 5.908e-02 Score 99.511 Data time: 0.0732, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.8101 [2020-10-19 09:24:41,310][root][INFO] - ===> Epoch[5314](26566/5): Loss -0.8294, Sem 0.0187, dir -0.9867, norm 0.1386, swav 0.0000 LR: 5.908e-02 Score 99.369 Data time: 0.1008, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.1147 [2020-10-19 09:24:43,552][root][INFO] - ===> Epoch[5314](26567/5): Loss -0.8273, Sem 0.0186, dir -0.9868, norm 0.1409, swav 0.0000 LR: 5.908e-02 Score 99.370 Data time: 0.0642, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.1192 [2020-10-19 09:24:45,792][root][INFO] - ===> Epoch[5314](26568/5): Loss -0.8330, Sem 0.0197, dir -0.9865, norm 0.1338, swav 0.0000 LR: 5.908e-02 Score 99.353 Data time: 0.0609, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.1705 [2020-10-19 09:24:47,986][root][INFO] - ===> Epoch[5314](26569/5): Loss -0.8122, Sem 0.0218, dir -0.9856, norm 0.1516, swav 0.0000 LR: 5.907e-02 Score 99.274 Data time: 0.0731, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.1301 [2020-10-19 09:24:50,132][root][INFO] - ===> Epoch[5314](26570/5): Loss -0.8458, Sem 0.0168, dir -0.9884, norm 0.1259, swav 0.0000 LR: 5.907e-02 Score 99.439 Data time: 0.0901, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.0389 [2020-10-19 09:24:52,369][root][INFO] - ===> Epoch[5315](26571/5): Loss -0.8411, Sem 0.0175, dir -0.9872, norm 0.1286, swav 0.0000 LR: 5.907e-02 Score 99.414 Data time: 0.0712, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.1283 [2020-10-19 09:24:54,572][root][INFO] - ===> Epoch[5315](26572/5): Loss -0.8353, Sem 0.0163, dir -0.9875, norm 0.1359, swav 0.0000 LR: 5.907e-02 Score 99.446 Data time: 0.0692, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.1114 [2020-10-19 09:24:56,619][root][INFO] - ===> Epoch[5315](26573/5): Loss -0.8373, Sem 0.0180, dir -0.9877, norm 0.1324, swav 0.0000 LR: 5.907e-02 Score 99.406 Data time: 0.0735, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.9640 [2020-10-19 09:24:58,649][root][INFO] - ===> Epoch[5315](26574/5): Loss -0.8412, Sem 0.0164, dir -0.9869, norm 0.1293, swav 0.0000 LR: 5.907e-02 Score 99.445 Data time: 0.2247, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.9247 [2020-10-19 09:25:00,844][root][INFO] - ===> Epoch[5315](26575/5): Loss -0.8189, Sem 0.0181, dir -0.9870, norm 0.1501, swav 0.0000 LR: 5.907e-02 Score 99.400 Data time: 0.1346, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.1094 [2020-10-19 09:25:03,108][root][INFO] - ===> Epoch[5316](26576/5): Loss -0.8332, Sem 0.0192, dir -0.9867, norm 0.1343, swav 0.0000 LR: 5.906e-02 Score 99.357 Data time: 0.0895, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.1539 [2020-10-19 09:25:05,079][root][INFO] - ===> Epoch[5316](26577/5): Loss -0.8473, Sem 0.0172, dir -0.9883, norm 0.1238, swav 0.0000 LR: 5.906e-02 Score 99.424 Data time: 0.0796, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.8768 [2020-10-19 09:25:07,195][root][INFO] - ===> Epoch[5316](26578/5): Loss -0.8360, Sem 0.0181, dir -0.9875, norm 0.1334, swav 0.0000 LR: 5.906e-02 Score 99.372 Data time: 0.0962, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0199 [2020-10-19 09:25:09,693][root][INFO] - ===> Epoch[5316](26579/5): Loss -0.8488, Sem 0.0172, dir -0.9879, norm 0.1219, swav 0.0000 LR: 5.906e-02 Score 99.415 Data time: 0.1041, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3978 [2020-10-19 09:25:11,904][root][INFO] - ===> Epoch[5316](26580/5): Loss -0.8243, Sem 0.0204, dir -0.9859, norm 0.1412, swav 0.0000 LR: 5.906e-02 Score 99.301 Data time: 0.0669, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.0899 [2020-10-19 09:25:13,928][root][INFO] - ===> Epoch[5317](26581/5): Loss -0.8333, Sem 0.0164, dir -0.9876, norm 0.1379, swav 0.0000 LR: 5.906e-02 Score 99.445 Data time: 0.0725, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9485 [2020-10-19 09:25:16,040][root][INFO] - ===> Epoch[5317](26582/5): Loss -0.8435, Sem 0.0172, dir -0.9878, norm 0.1271, swav 0.0000 LR: 5.905e-02 Score 99.434 Data time: 0.0887, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0068 [2020-10-19 09:25:18,535][root][INFO] - ===> Epoch[5317](26583/5): Loss -0.8066, Sem 0.0277, dir -0.9843, norm 0.1500, swav 0.0000 LR: 5.905e-02 Score 99.154 Data time: 0.0756, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3842 [2020-10-19 09:25:20,342][root][INFO] - ===> Epoch[5317](26584/5): Loss -0.8451, Sem 0.0191, dir -0.9877, norm 0.1235, swav 0.0000 LR: 5.905e-02 Score 99.351 Data time: 0.0734, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.6996 [2020-10-19 09:25:22,801][root][INFO] - ===> Epoch[5317](26585/5): Loss -0.8374, Sem 0.0188, dir -0.9876, norm 0.1314, swav 0.0000 LR: 5.905e-02 Score 99.379 Data time: 0.0675, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3773 [2020-10-19 09:25:24,884][root][INFO] - ===> Epoch[5318](26586/5): Loss -0.8127, Sem 0.0211, dir -0.9849, norm 0.1511, swav 0.0000 LR: 5.905e-02 Score 99.296 Data time: 0.0819, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9908 [2020-10-19 09:25:27,001][root][INFO] - ===> Epoch[5318](26587/5): Loss -0.8428, Sem 0.0198, dir -0.9879, norm 0.1253, swav 0.0000 LR: 5.905e-02 Score 99.340 Data time: 0.0905, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0073 [2020-10-19 09:25:28,856][root][INFO] - ===> Epoch[5318](26588/5): Loss -0.8261, Sem 0.0239, dir -0.9875, norm 0.1375, swav 0.0000 LR: 5.904e-02 Score 99.241 Data time: 0.0804, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.7557 [2020-10-19 09:25:31,879][root][INFO] - ===> Epoch[5318](26589/5): Loss -0.8312, Sem 0.0194, dir -0.9852, norm 0.1346, swav 0.0000 LR: 5.904e-02 Score 99.342 Data time: 0.0582, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.9260 [2020-10-19 09:25:34,233][root][INFO] - ===> Epoch[5318](26590/5): Loss -0.8220, Sem 0.0202, dir -0.9868, norm 0.1446, swav 0.0000 LR: 5.904e-02 Score 99.323 Data time: 0.0646, Forward time: 0.7767, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.2796 [2020-10-19 09:25:36,853][root][INFO] - ===> Epoch[5319](26591/5): Loss -0.8350, Sem 0.0173, dir -0.9872, norm 0.1350, swav 0.0000 LR: 5.904e-02 Score 99.418 Data time: 0.1015, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.5184 [2020-10-19 09:25:38,953][root][INFO] - ===> Epoch[5319](26592/5): Loss -0.8369, Sem 0.0211, dir -0.9867, norm 0.1288, swav 0.0000 LR: 5.904e-02 Score 99.299 Data time: 0.0891, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.9745 [2020-10-19 09:25:41,116][root][INFO] - ===> Epoch[5319](26593/5): Loss -0.8233, Sem 0.0301, dir -0.9879, norm 0.1345, swav 0.0000 LR: 5.904e-02 Score 99.200 Data time: 0.0640, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.0696 [2020-10-19 09:25:43,535][root][INFO] - ===> Epoch[5319](26594/5): Loss -0.8197, Sem 0.0205, dir -0.9868, norm 0.1466, swav 0.0000 LR: 5.904e-02 Score 99.327 Data time: 0.0979, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 2.3294 [2020-10-19 09:25:45,577][root][INFO] - ===> Epoch[5319](26595/5): Loss -0.8341, Sem 0.0178, dir -0.9879, norm 0.1360, swav 0.0000 LR: 5.903e-02 Score 99.415 Data time: 0.0895, Forward time: 0.7768, Backward time: 1.1711, DDP time: 0.0031, Total iter time: 1.9262 [2020-10-19 09:25:47,465][root][INFO] - ===> Epoch[5320](26596/5): Loss -0.8300, Sem 0.0210, dir -0.9866, norm 0.1356, swav 0.0000 LR: 5.903e-02 Score 99.285 Data time: 0.0648, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8112 [2020-10-19 09:25:49,384][root][INFO] - ===> Epoch[5320](26597/5): Loss -0.8371, Sem 0.0207, dir -0.9871, norm 0.1293, swav 0.0000 LR: 5.903e-02 Score 99.320 Data time: 0.1573, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8504 [2020-10-19 09:25:51,890][root][INFO] - ===> Epoch[5320](26598/5): Loss -0.8104, Sem 0.0183, dir -0.9859, norm 0.1572, swav 0.0000 LR: 5.903e-02 Score 99.404 Data time: 0.1742, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.4343 [2020-10-19 09:25:53,969][root][INFO] - ===> Epoch[5320](26599/5): Loss -0.8432, Sem 0.0199, dir -0.9879, norm 0.1249, swav 0.0000 LR: 5.903e-02 Score 99.336 Data time: 0.0723, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9683 [2020-10-19 09:25:56,209][root][INFO] - ===> Epoch[5320](26600/5): Loss -0.8222, Sem 0.0214, dir -0.9863, norm 0.1427, swav 0.0000 LR: 5.903e-02 Score 99.299 Data time: 0.0839, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1333 [2020-10-19 09:25:57,307][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 09:25:57,457][root][INFO] - ===> Start testing [2020-10-19 09:26:36,541][root][INFO] - 68/68: Data time: 0.4142, Iter time: 0.2804 Loss 0.186 (AVG: 0.556) Score 95.960 (AVG: 90.345) mIOU 69.086 mAP 83.483 mAcc 76.459 IOU: 61.450 0.305 76.640 72.932 94.368 92.668 31.636 81.454 98.533 64.773 79.073 85.998 58.293 mAP: 81.144 13.164 96.342 86.277 98.850 98.044 52.641 95.722 99.743 87.669 92.083 93.692 89.903 mAcc: 77.981 2.370 89.486 82.964 95.921 96.838 35.938 91.701 99.413 76.154 87.603 95.767 61.833 [2020-10-19 09:26:36,542][root][INFO] - Finished test. Elapsed time: 39.0827 [2020-10-19 09:26:39,532][root][INFO] - [2020-10-19 09:26:39,532][root][INFO] - ################################################################ [2020-10-19 09:26:39,532][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 09:26:39,532][root][INFO] - ################################################################ [2020-10-19 09:26:39,532][root][INFO] - clutter : nan nan nan [2020-10-19 09:26:39,532][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 09:26:39,532][root][INFO] - board : 0.815 0.922 0.923 [2020-10-19 09:26:39,532][root][INFO] - bookcase : 0.251 0.370 0.532 [2020-10-19 09:26:39,532][root][INFO] - ceiling : 0.474 0.542 0.592 [2020-10-19 09:26:39,532][root][INFO] - chair : 0.823 0.913 0.926 [2020-10-19 09:26:39,532][root][INFO] - column : 0.175 0.275 0.372 [2020-10-19 09:26:39,532][root][INFO] - door : 0.752 0.892 0.975 [2020-10-19 09:26:39,532][root][INFO] - floor : 0.862 0.874 0.901 [2020-10-19 09:26:39,533][root][INFO] - sofa : 0.404 0.594 0.716 [2020-10-19 09:26:39,533][root][INFO] - table : 0.126 0.300 0.620 [2020-10-19 09:26:39,533][root][INFO] - wall : 0.511 0.729 0.819 [2020-10-19 09:26:39,533][root][INFO] - window : 0.501 0.717 0.757 [2020-10-19 09:26:39,533][root][INFO] - ---------------------------------------------------------------- [2020-10-19 09:26:39,533][root][INFO] - average : 0.474 0.594 0.678 [2020-10-19 09:26:39,533][root][INFO] - [2020-10-19 09:26:39,718][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 09:26:39,719][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 09:26:41,268][root][INFO] - ===> Epoch[5321](26601/5): Loss -0.8232, Sem 0.0179, dir -0.9859, norm 0.1448, swav 0.0000 LR: 5.902e-02 Score 99.389 Data time: 0.0519, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.5429 [2020-10-19 09:26:43,584][root][INFO] - ===> Epoch[5321](26602/5): Loss -0.8234, Sem 0.0185, dir -0.9858, norm 0.1439, swav 0.0000 LR: 5.902e-02 Score 99.387 Data time: 0.0689, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2158 [2020-10-19 09:26:45,655][root][INFO] - ===> Epoch[5321](26603/5): Loss -0.8248, Sem 0.0203, dir -0.9856, norm 0.1404, swav 0.0000 LR: 5.902e-02 Score 99.338 Data time: 0.0583, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9902 [2020-10-19 09:26:48,844][root][INFO] - ===> Epoch[5321](26604/5): Loss -0.8278, Sem 0.0200, dir -0.9864, norm 0.1386, swav 0.0000 LR: 5.902e-02 Score 99.350 Data time: 0.2325, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 3.0839 [2020-10-19 09:26:50,905][root][INFO] - ===> Epoch[5321](26605/5): Loss -0.8419, Sem 0.0195, dir -0.9872, norm 0.1259, swav 0.0000 LR: 5.902e-02 Score 99.350 Data time: 0.0784, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9373 [2020-10-19 09:26:52,973][root][INFO] - ===> Epoch[5322](26606/5): Loss -0.8179, Sem 0.0178, dir -0.9864, norm 0.1508, swav 0.0000 LR: 5.902e-02 Score 99.407 Data time: 0.0668, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9649 [2020-10-19 09:26:55,419][root][INFO] - ===> Epoch[5322](26607/5): Loss -0.8263, Sem 0.0184, dir -0.9861, norm 0.1414, swav 0.0000 LR: 5.901e-02 Score 99.401 Data time: 0.0653, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3527 [2020-10-19 09:26:57,238][root][INFO] - ===> Epoch[5322](26608/5): Loss -0.8283, Sem 0.0205, dir -0.9864, norm 0.1375, swav 0.0000 LR: 5.901e-02 Score 99.313 Data time: 0.0674, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.6998 [2020-10-19 09:26:59,006][root][INFO] - ===> Epoch[5322](26609/5): Loss -0.8277, Sem 0.0197, dir -0.9862, norm 0.1388, swav 0.0000 LR: 5.901e-02 Score 99.345 Data time: 0.0660, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.6812 [2020-10-19 09:27:00,694][root][INFO] - ===> Epoch[5322](26610/5): Loss -0.8168, Sem 0.0208, dir -0.9853, norm 0.1477, swav 0.0000 LR: 5.901e-02 Score 99.307 Data time: 0.0689, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.5976 [2020-10-19 09:27:03,060][root][INFO] - ===> Epoch[5323](26611/5): Loss -0.8266, Sem 0.0193, dir -0.9867, norm 0.1407, swav 0.0000 LR: 5.901e-02 Score 99.353 Data time: 0.0681, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2793 [2020-10-19 09:27:05,381][root][INFO] - ===> Epoch[5323](26612/5): Loss -0.8382, Sem 0.0173, dir -0.9867, norm 0.1312, swav 0.0000 LR: 5.901e-02 Score 99.426 Data time: 0.0935, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2207 [2020-10-19 09:27:07,429][root][INFO] - ===> Epoch[5323](26613/5): Loss -0.8237, Sem 0.0194, dir -0.9860, norm 0.1429, swav 0.0000 LR: 5.900e-02 Score 99.342 Data time: 0.0869, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9404 [2020-10-19 09:27:09,511][root][INFO] - ===> Epoch[5323](26614/5): Loss -0.8295, Sem 0.0178, dir -0.9865, norm 0.1392, swav 0.0000 LR: 5.900e-02 Score 99.396 Data time: 0.1273, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9783 [2020-10-19 09:27:11,750][root][INFO] - ===> Epoch[5323](26615/5): Loss -0.8316, Sem 0.0205, dir -0.9861, norm 0.1341, swav 0.0000 LR: 5.900e-02 Score 99.303 Data time: 0.0894, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1473 [2020-10-19 09:27:13,984][root][INFO] - ===> Epoch[5324](26616/5): Loss -0.8466, Sem 0.0197, dir -0.9871, norm 0.1208, swav 0.0000 LR: 5.900e-02 Score 99.322 Data time: 0.0684, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1301 [2020-10-19 09:27:16,039][root][INFO] - ===> Epoch[5324](26617/5): Loss -0.8189, Sem 0.0166, dir -0.9860, norm 0.1504, swav 0.0000 LR: 5.900e-02 Score 99.443 Data time: 0.0686, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9655 [2020-10-19 09:27:17,765][root][INFO] - ===> Epoch[5324](26618/5): Loss -0.8314, Sem 0.0201, dir -0.9873, norm 0.1358, swav 0.0000 LR: 5.900e-02 Score 99.317 Data time: 0.0748, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.6198 [2020-10-19 09:27:20,692][root][INFO] - ===> Epoch[5324](26619/5): Loss -0.8306, Sem 0.0198, dir -0.9876, norm 0.1372, swav 0.0000 LR: 5.900e-02 Score 99.352 Data time: 0.0699, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.8385 [2020-10-19 09:27:23,304][root][INFO] - ===> Epoch[5324](26620/5): Loss -0.8330, Sem 0.0177, dir -0.9872, norm 0.1364, swav 0.0000 LR: 5.899e-02 Score 99.384 Data time: 0.0732, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.4777 [2020-10-19 09:27:25,251][root][INFO] - ===> Epoch[5325](26621/5): Loss -0.8261, Sem 0.0182, dir -0.9870, norm 0.1427, swav 0.0000 LR: 5.899e-02 Score 99.378 Data time: 0.0793, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8288 [2020-10-19 09:27:27,348][root][INFO] - ===> Epoch[5325](26622/5): Loss -0.8088, Sem 0.0186, dir -0.9873, norm 0.1598, swav 0.0000 LR: 5.899e-02 Score 99.403 Data time: 0.0778, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9866 [2020-10-19 09:27:29,640][root][INFO] - ===> Epoch[5325](26623/5): Loss -0.8400, Sem 0.0172, dir -0.9872, norm 0.1301, swav 0.0000 LR: 5.899e-02 Score 99.422 Data time: 0.0696, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1825 [2020-10-19 09:27:31,982][root][INFO] - ===> Epoch[5325](26624/5): Loss -0.8313, Sem 0.0189, dir -0.9872, norm 0.1370, swav 0.0000 LR: 5.899e-02 Score 99.357 Data time: 0.1006, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2495 [2020-10-19 09:27:34,499][root][INFO] - ===> Epoch[5325](26625/5): Loss -0.8279, Sem 0.0184, dir -0.9867, norm 0.1404, swav 0.0000 LR: 5.899e-02 Score 99.390 Data time: 0.0798, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.4002 [2020-10-19 09:27:36,378][root][INFO] - ===> Epoch[5326](26626/5): Loss -0.8412, Sem 0.0180, dir -0.9881, norm 0.1289, swav 0.0000 LR: 5.898e-02 Score 99.393 Data time: 0.0718, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.7568 [2020-10-19 09:27:38,383][root][INFO] - ===> Epoch[5326](26627/5): Loss -0.8495, Sem 0.0164, dir -0.9882, norm 0.1223, swav 0.0000 LR: 5.898e-02 Score 99.447 Data time: 0.3209, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9237 [2020-10-19 09:27:40,834][root][INFO] - ===> Epoch[5326](26628/5): Loss -0.8267, Sem 0.0194, dir -0.9862, norm 0.1400, swav 0.0000 LR: 5.898e-02 Score 99.349 Data time: 0.0989, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3410 [2020-10-19 09:27:42,744][root][INFO] - ===> Epoch[5326](26629/5): Loss -0.8304, Sem 0.0160, dir -0.9878, norm 0.1415, swav 0.0000 LR: 5.898e-02 Score 99.464 Data time: 0.0708, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.7699 [2020-10-19 09:27:44,749][root][INFO] - ===> Epoch[5326](26630/5): Loss -0.8419, Sem 0.0163, dir -0.9886, norm 0.1304, swav 0.0000 LR: 5.898e-02 Score 99.444 Data time: 0.1605, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9177 [2020-10-19 09:27:47,041][root][INFO] - ===> Epoch[5327](26631/5): Loss -0.8341, Sem 0.0184, dir -0.9875, norm 0.1351, swav 0.0000 LR: 5.898e-02 Score 99.391 Data time: 0.0873, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2020 [2020-10-19 09:27:49,203][root][INFO] - ===> Epoch[5327](26632/5): Loss -0.8351, Sem 0.0188, dir -0.9856, norm 0.1317, swav 0.0000 LR: 5.897e-02 Score 99.366 Data time: 0.1131, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0492 [2020-10-19 09:27:51,235][root][INFO] - ===> Epoch[5327](26633/5): Loss -0.8259, Sem 0.0198, dir -0.9851, norm 0.1394, swav 0.0000 LR: 5.897e-02 Score 99.326 Data time: 0.3342, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9166 [2020-10-19 09:27:53,564][root][INFO] - ===> Epoch[5327](26634/5): Loss -0.8390, Sem 0.0178, dir -0.9870, norm 0.1302, swav 0.0000 LR: 5.897e-02 Score 99.399 Data time: 0.0904, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2296 [2020-10-19 09:27:55,864][root][INFO] - ===> Epoch[5327](26635/5): Loss -0.8301, Sem 0.0170, dir -0.9876, norm 0.1405, swav 0.0000 LR: 5.897e-02 Score 99.432 Data time: 0.0702, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1837 [2020-10-19 09:27:58,064][root][INFO] - ===> Epoch[5328](26636/5): Loss -0.8305, Sem 0.0174, dir -0.9882, norm 0.1404, swav 0.0000 LR: 5.897e-02 Score 99.423 Data time: 0.0723, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1147 [2020-10-19 09:28:00,513][root][INFO] - ===> Epoch[5328](26637/5): Loss -0.8434, Sem 0.0190, dir -0.9866, norm 0.1242, swav 0.0000 LR: 5.897e-02 Score 99.355 Data time: 0.0726, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3517 [2020-10-19 09:28:03,317][root][INFO] - ===> Epoch[5328](26638/5): Loss -0.8383, Sem 0.0177, dir -0.9877, norm 0.1317, swav 0.0000 LR: 5.897e-02 Score 99.401 Data time: 0.0950, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.6981 [2020-10-19 09:28:05,869][root][INFO] - ===> Epoch[5328](26639/5): Loss -0.8484, Sem 0.0168, dir -0.9875, norm 0.1222, swav 0.0000 LR: 5.896e-02 Score 99.423 Data time: 0.1144, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.4355 [2020-10-19 09:28:07,883][root][INFO] - ===> Epoch[5328](26640/5): Loss -0.8270, Sem 0.0167, dir -0.9857, norm 0.1420, swav 0.0000 LR: 5.896e-02 Score 99.446 Data time: 0.0886, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8908 [2020-10-19 09:28:09,731][root][INFO] - ===> Epoch[5329](26641/5): Loss -0.8163, Sem 0.0201, dir -0.9863, norm 0.1499, swav 0.0000 LR: 5.896e-02 Score 99.329 Data time: 0.0781, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.7364 [2020-10-19 09:28:12,345][root][INFO] - ===> Epoch[5329](26642/5): Loss -0.8216, Sem 0.0185, dir -0.9871, norm 0.1470, swav 0.0000 LR: 5.896e-02 Score 99.382 Data time: 0.0709, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.5105 [2020-10-19 09:28:14,734][root][INFO] - ===> Epoch[5329](26643/5): Loss -0.8300, Sem 0.0172, dir -0.9869, norm 0.1397, swav 0.0000 LR: 5.896e-02 Score 99.410 Data time: 0.0677, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2907 [2020-10-19 09:28:17,067][root][INFO] - ===> Epoch[5329](26644/5): Loss -0.8313, Sem 0.0192, dir -0.9864, norm 0.1359, swav 0.0000 LR: 5.896e-02 Score 99.349 Data time: 0.1056, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2551 [2020-10-19 09:28:18,934][root][INFO] - ===> Epoch[5329](26645/5): Loss -0.8298, Sem 0.0179, dir -0.9870, norm 0.1393, swav 0.0000 LR: 5.895e-02 Score 99.411 Data time: 0.0641, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.7375 [2020-10-19 09:28:21,204][root][INFO] - ===> Epoch[5330](26646/5): Loss -0.8249, Sem 0.0160, dir -0.9877, norm 0.1468, swav 0.0000 LR: 5.895e-02 Score 99.475 Data time: 0.0745, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1722 [2020-10-19 09:28:23,962][root][INFO] - ===> Epoch[5330](26647/5): Loss -0.8289, Sem 0.0191, dir -0.9873, norm 0.1392, swav 0.0000 LR: 5.895e-02 Score 99.357 Data time: 0.0772, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.6690 [2020-10-19 09:28:26,176][root][INFO] - ===> Epoch[5330](26648/5): Loss -0.8275, Sem 0.0173, dir -0.9878, norm 0.1429, swav 0.0000 LR: 5.895e-02 Score 99.412 Data time: 0.0678, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1032 [2020-10-19 09:28:28,455][root][INFO] - ===> Epoch[5330](26649/5): Loss -0.8170, Sem 0.0184, dir -0.9857, norm 0.1503, swav 0.0000 LR: 5.895e-02 Score 99.362 Data time: 0.0639, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1755 [2020-10-19 09:28:30,444][root][INFO] - ===> Epoch[5330](26650/5): Loss -0.8335, Sem 0.0166, dir -0.9881, norm 0.1380, swav 0.0000 LR: 5.895e-02 Score 99.443 Data time: 0.0705, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8845 [2020-10-19 09:28:32,350][root][INFO] - ===> Epoch[5331](26651/5): Loss -0.8187, Sem 0.0186, dir -0.9870, norm 0.1497, swav 0.0000 LR: 5.894e-02 Score 99.384 Data time: 0.0581, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8058 [2020-10-19 09:28:34,358][root][INFO] - ===> Epoch[5331](26652/5): Loss -0.8367, Sem 0.0175, dir -0.9877, norm 0.1335, swav 0.0000 LR: 5.894e-02 Score 99.415 Data time: 0.0713, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9141 [2020-10-19 09:28:36,830][root][INFO] - ===> Epoch[5331](26653/5): Loss -0.8242, Sem 0.0177, dir -0.9860, norm 0.1441, swav 0.0000 LR: 5.894e-02 Score 99.399 Data time: 0.1188, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3752 [2020-10-19 09:28:38,945][root][INFO] - ===> Epoch[5331](26654/5): Loss -0.8304, Sem 0.0190, dir -0.9874, norm 0.1380, swav 0.0000 LR: 5.894e-02 Score 99.381 Data time: 0.1179, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9946 [2020-10-19 09:28:40,804][root][INFO] - ===> Epoch[5331](26655/5): Loss -0.8281, Sem 0.0222, dir -0.9865, norm 0.1362, swav 0.0000 LR: 5.894e-02 Score 99.270 Data time: 0.0468, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.7522 [2020-10-19 09:28:42,920][root][INFO] - ===> Epoch[5332](26656/5): Loss -0.8409, Sem 0.0167, dir -0.9877, norm 0.1301, swav 0.0000 LR: 5.894e-02 Score 99.444 Data time: 0.1690, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0490 [2020-10-19 09:28:45,346][root][INFO] - ===> Epoch[5332](26657/5): Loss -0.8389, Sem 0.0183, dir -0.9872, norm 0.1301, swav 0.0000 LR: 5.893e-02 Score 99.379 Data time: 0.1026, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3037 [2020-10-19 09:28:47,153][root][INFO] - ===> Epoch[5332](26658/5): Loss -0.8334, Sem 0.0156, dir -0.9884, norm 0.1395, swav 0.0000 LR: 5.893e-02 Score 99.479 Data time: 0.0699, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.6837 [2020-10-19 09:28:49,638][root][INFO] - ===> Epoch[5332](26659/5): Loss -0.8326, Sem 0.0185, dir -0.9860, norm 0.1350, swav 0.0000 LR: 5.893e-02 Score 99.384 Data time: 0.0657, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3764 [2020-10-19 09:28:51,865][root][INFO] - ===> Epoch[5332](26660/5): Loss -0.8313, Sem 0.0184, dir -0.9879, norm 0.1382, swav 0.0000 LR: 5.893e-02 Score 99.380 Data time: 0.0735, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1321 [2020-10-19 09:28:54,288][root][INFO] - ===> Epoch[5333](26661/5): Loss -0.8423, Sem 0.0164, dir -0.9869, norm 0.1282, swav 0.0000 LR: 5.893e-02 Score 99.451 Data time: 0.0750, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3056 [2020-10-19 09:28:56,142][root][INFO] - ===> Epoch[5333](26662/5): Loss -0.8358, Sem 0.0173, dir -0.9883, norm 0.1352, swav 0.0000 LR: 5.893e-02 Score 99.428 Data time: 0.0802, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.7656 [2020-10-19 09:28:58,264][root][INFO] - ===> Epoch[5333](26663/5): Loss -0.8319, Sem 0.0198, dir -0.9855, norm 0.1339, swav 0.0000 LR: 5.893e-02 Score 99.324 Data time: 0.0779, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0127 [2020-10-19 09:29:00,288][root][INFO] - ===> Epoch[5333](26664/5): Loss -0.8542, Sem 0.0171, dir -0.9888, norm 0.1176, swav 0.0000 LR: 5.892e-02 Score 99.421 Data time: 0.0822, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9072 [2020-10-19 09:29:02,749][root][INFO] - ===> Epoch[5333](26665/5): Loss -0.8341, Sem 0.0168, dir -0.9864, norm 0.1356, swav 0.0000 LR: 5.892e-02 Score 99.437 Data time: 0.0564, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3552 [2020-10-19 09:29:05,107][root][INFO] - ===> Epoch[5334](26666/5): Loss -0.8263, Sem 0.0185, dir -0.9860, norm 0.1411, swav 0.0000 LR: 5.892e-02 Score 99.393 Data time: 0.0750, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2635 [2020-10-19 09:29:06,992][root][INFO] - ===> Epoch[5334](26667/5): Loss -0.8457, Sem 0.0171, dir -0.9881, norm 0.1253, swav 0.0000 LR: 5.892e-02 Score 99.411 Data time: 0.0856, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.7754 [2020-10-19 09:29:08,852][root][INFO] - ===> Epoch[5334](26668/5): Loss -0.8360, Sem 0.0173, dir -0.9860, norm 0.1327, swav 0.0000 LR: 5.892e-02 Score 99.409 Data time: 0.0823, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.7509 [2020-10-19 09:29:11,179][root][INFO] - ===> Epoch[5334](26669/5): Loss -0.8254, Sem 0.0195, dir -0.9867, norm 0.1418, swav 0.0000 LR: 5.892e-02 Score 99.360 Data time: 0.1556, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2116 [2020-10-19 09:29:13,545][root][INFO] - ===> Epoch[5334](26670/5): Loss -0.8280, Sem 0.0168, dir -0.9865, norm 0.1417, swav 0.0000 LR: 5.891e-02 Score 99.446 Data time: 0.1038, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2457 [2020-10-19 09:29:15,686][root][INFO] - ===> Epoch[5335](26671/5): Loss -0.8409, Sem 0.0166, dir -0.9883, norm 0.1308, swav 0.0000 LR: 5.891e-02 Score 99.442 Data time: 0.0799, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0173 [2020-10-19 09:29:17,826][root][INFO] - ===> Epoch[5335](26672/5): Loss -0.8321, Sem 0.0201, dir -0.9863, norm 0.1341, swav 0.0000 LR: 5.891e-02 Score 99.328 Data time: 0.0651, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0459 [2020-10-19 09:29:19,823][root][INFO] - ===> Epoch[5335](26673/5): Loss -0.8466, Sem 0.0178, dir -0.9878, norm 0.1233, swav 0.0000 LR: 5.891e-02 Score 99.395 Data time: 0.0694, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9066 [2020-10-19 09:29:22,140][root][INFO] - ===> Epoch[5335](26674/5): Loss -0.8109, Sem 0.0178, dir -0.9859, norm 0.1571, swav 0.0000 LR: 5.891e-02 Score 99.415 Data time: 0.0854, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2164 [2020-10-19 09:29:24,645][root][INFO] - ===> Epoch[5335](26675/5): Loss -0.8403, Sem 0.0169, dir -0.9886, norm 0.1315, swav 0.0000 LR: 5.891e-02 Score 99.457 Data time: 0.0800, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3951 [2020-10-19 09:29:26,734][root][INFO] - ===> Epoch[5336](26676/5): Loss -0.8487, Sem 0.0185, dir -0.9875, norm 0.1203, swav 0.0000 LR: 5.890e-02 Score 99.391 Data time: 0.1070, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9719 [2020-10-19 09:29:29,318][root][INFO] - ===> Epoch[5336](26677/5): Loss -0.7991, Sem 0.0205, dir -0.9855, norm 0.1660, swav 0.0000 LR: 5.890e-02 Score 99.308 Data time: 0.0740, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.4825 [2020-10-19 09:29:31,240][root][INFO] - ===> Epoch[5336](26678/5): Loss -0.8412, Sem 0.0168, dir -0.9883, norm 0.1303, swav 0.0000 LR: 5.890e-02 Score 99.430 Data time: 0.0993, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8279 [2020-10-19 09:29:33,586][root][INFO] - ===> Epoch[5336](26679/5): Loss -0.8318, Sem 0.0156, dir -0.9870, norm 0.1396, swav 0.0000 LR: 5.890e-02 Score 99.485 Data time: 0.0609, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2339 [2020-10-19 09:29:35,413][root][INFO] - ===> Epoch[5336](26680/5): Loss -0.8368, Sem 0.0183, dir -0.9864, norm 0.1313, swav 0.0000 LR: 5.890e-02 Score 99.394 Data time: 0.0748, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.7135 [2020-10-19 09:29:37,288][root][INFO] - ===> Epoch[5337](26681/5): Loss -0.8326, Sem 0.0167, dir -0.9884, norm 0.1391, swav 0.0000 LR: 5.890e-02 Score 99.428 Data time: 0.0797, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.7777 [2020-10-19 09:29:39,230][root][INFO] - ===> Epoch[5337](26682/5): Loss -0.8353, Sem 0.0179, dir -0.9861, norm 0.1330, swav 0.0000 LR: 5.890e-02 Score 99.388 Data time: 0.0855, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8247 [2020-10-19 09:29:41,561][root][INFO] - ===> Epoch[5337](26683/5): Loss -0.8407, Sem 0.0182, dir -0.9873, norm 0.1283, swav 0.0000 LR: 5.889e-02 Score 99.392 Data time: 0.0833, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.2163 [2020-10-19 09:29:44,064][root][INFO] - ===> Epoch[5337](26684/5): Loss -0.8389, Sem 0.0185, dir -0.9871, norm 0.1298, swav 0.0000 LR: 5.889e-02 Score 99.377 Data time: 0.0805, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3898 [2020-10-19 09:29:46,282][root][INFO] - ===> Epoch[5337](26685/5): Loss -0.8183, Sem 0.0185, dir -0.9867, norm 0.1499, swav 0.0000 LR: 5.889e-02 Score 99.394 Data time: 0.1023, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1147 [2020-10-19 09:29:48,166][root][INFO] - ===> Epoch[5338](26686/5): Loss -0.8404, Sem 0.0184, dir -0.9872, norm 0.1284, swav 0.0000 LR: 5.889e-02 Score 99.370 Data time: 0.0819, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.7700 [2020-10-19 09:29:50,317][root][INFO] - ===> Epoch[5338](26687/5): Loss -0.8350, Sem 0.0160, dir -0.9872, norm 0.1362, swav 0.0000 LR: 5.889e-02 Score 99.455 Data time: 0.0605, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0395 [2020-10-19 09:29:52,526][root][INFO] - ===> Epoch[5338](26688/5): Loss -0.8336, Sem 0.0179, dir -0.9877, norm 0.1362, swav 0.0000 LR: 5.889e-02 Score 99.397 Data time: 0.0640, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1452 [2020-10-19 09:29:54,457][root][INFO] - ===> Epoch[5338](26689/5): Loss -0.8248, Sem 0.0192, dir -0.9868, norm 0.1428, swav 0.0000 LR: 5.888e-02 Score 99.365 Data time: 0.0734, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.8270 [2020-10-19 09:29:57,375][root][INFO] - ===> Epoch[5338](26690/5): Loss -0.8324, Sem 0.0174, dir -0.9865, norm 0.1368, swav 0.0000 LR: 5.888e-02 Score 99.426 Data time: 0.0909, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.8200 [2020-10-19 09:29:59,449][root][INFO] - ===> Epoch[5339](26691/5): Loss -0.8378, Sem 0.0168, dir -0.9879, norm 0.1333, swav 0.0000 LR: 5.888e-02 Score 99.428 Data time: 0.0747, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.9402 [2020-10-19 09:30:01,223][root][INFO] - ===> Epoch[5339](26692/5): Loss -0.8404, Sem 0.0168, dir -0.9882, norm 0.1310, swav 0.0000 LR: 5.888e-02 Score 99.426 Data time: 0.0808, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.6755 [2020-10-19 09:30:03,460][root][INFO] - ===> Epoch[5339](26693/5): Loss -0.8268, Sem 0.0183, dir -0.9878, norm 0.1427, swav 0.0000 LR: 5.888e-02 Score 99.376 Data time: 0.0839, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.1195 [2020-10-19 09:30:05,913][root][INFO] - ===> Epoch[5339](26694/5): Loss -0.8320, Sem 0.0185, dir -0.9873, norm 0.1369, swav 0.0000 LR: 5.888e-02 Score 99.377 Data time: 0.1067, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.3292 [2020-10-19 09:30:08,100][root][INFO] - ===> Epoch[5339](26695/5): Loss -0.8287, Sem 0.0185, dir -0.9867, norm 0.1396, swav 0.0000 LR: 5.887e-02 Score 99.392 Data time: 0.0969, Forward time: 0.7768, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.0886 [2020-10-19 09:30:10,137][root][INFO] - ===> Epoch[5340](26696/5): Loss -0.8235, Sem 0.0236, dir -0.9857, norm 0.1387, swav 0.0000 LR: 5.887e-02 Score 99.303 Data time: 0.0753, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9320 [2020-10-19 09:30:12,098][root][INFO] - ===> Epoch[5340](26697/5): Loss -0.8345, Sem 0.0191, dir -0.9873, norm 0.1336, swav 0.0000 LR: 5.887e-02 Score 99.362 Data time: 0.0542, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.8653 [2020-10-19 09:30:14,892][root][INFO] - ===> Epoch[5340](26698/5): Loss -0.8308, Sem 0.0163, dir -0.9880, norm 0.1409, swav 0.0000 LR: 5.887e-02 Score 99.460 Data time: 0.0721, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 2.7333 [2020-10-19 09:30:16,670][root][INFO] - ===> Epoch[5340](26699/5): Loss -0.8279, Sem 0.0187, dir -0.9873, norm 0.1407, swav 0.0000 LR: 5.887e-02 Score 99.369 Data time: 0.0999, Forward time: 0.7767, Backward time: 1.1710, DDP time: 0.0031, Total iter time: 1.6581 [2020-10-19 09:30:18,616][root][INFO] - ===> Epoch[5340](26700/5): Loss -0.8409, Sem 0.0180, dir -0.9879, norm 0.1290, swav 0.0000 LR: 5.887e-02 Score 99.409 Data time: 0.1629, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.8658 [2020-10-19 09:30:20,171][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 09:30:22,195][root][INFO] - ===> Epoch[5341](26701/5): Loss -0.8266, Sem 0.0169, dir -0.9864, norm 0.1429, swav 0.0000 LR: 5.887e-02 Score 99.450 Data time: 0.0850, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.7665 [2020-10-19 09:30:24,727][root][INFO] - ===> Epoch[5341](26702/5): Loss -0.8359, Sem 0.0195, dir -0.9860, norm 0.1306, swav 0.0000 LR: 5.886e-02 Score 99.341 Data time: 0.0907, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.4284 [2020-10-19 09:30:26,626][root][INFO] - ===> Epoch[5341](26703/5): Loss -0.8474, Sem 0.0155, dir -0.9891, norm 0.1262, swav 0.0000 LR: 5.886e-02 Score 99.468 Data time: 0.0767, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.7809 [2020-10-19 09:30:29,030][root][INFO] - ===> Epoch[5341](26704/5): Loss -0.8278, Sem 0.0181, dir -0.9869, norm 0.1410, swav 0.0000 LR: 5.886e-02 Score 99.400 Data time: 0.0710, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.3085 [2020-10-19 09:30:31,282][root][INFO] - ===> Epoch[5341](26705/5): Loss -0.8263, Sem 0.0188, dir -0.9862, norm 0.1411, swav 0.0000 LR: 5.886e-02 Score 99.363 Data time: 0.0652, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.1513 [2020-10-19 09:30:33,612][root][INFO] - ===> Epoch[5342](26706/5): Loss -0.8233, Sem 0.0194, dir -0.9857, norm 0.1430, swav 0.0000 LR: 5.886e-02 Score 99.352 Data time: 0.0932, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.2472 [2020-10-19 09:30:35,758][root][INFO] - ===> Epoch[5342](26707/5): Loss -0.8340, Sem 0.0186, dir -0.9863, norm 0.1337, swav 0.0000 LR: 5.886e-02 Score 99.364 Data time: 0.0955, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.0495 [2020-10-19 09:30:37,910][root][INFO] - ===> Epoch[5342](26708/5): Loss -0.8348, Sem 0.0184, dir -0.9866, norm 0.1334, swav 0.0000 LR: 5.885e-02 Score 99.386 Data time: 0.0850, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.0540 [2020-10-19 09:30:39,932][root][INFO] - ===> Epoch[5342](26709/5): Loss -0.8222, Sem 0.0188, dir -0.9869, norm 0.1459, swav 0.0000 LR: 5.885e-02 Score 99.376 Data time: 0.0633, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9471 [2020-10-19 09:30:41,684][root][INFO] - ===> Epoch[5342](26710/5): Loss -0.8430, Sem 0.0173, dir -0.9883, norm 0.1280, swav 0.0000 LR: 5.885e-02 Score 99.416 Data time: 0.0743, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.6659 [2020-10-19 09:30:43,649][root][INFO] - ===> Epoch[5343](26711/5): Loss -0.8384, Sem 0.0176, dir -0.9876, norm 0.1315, swav 0.0000 LR: 5.885e-02 Score 99.424 Data time: 0.0882, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.8740 [2020-10-19 09:30:45,676][root][INFO] - ===> Epoch[5343](26712/5): Loss -0.8335, Sem 0.0176, dir -0.9867, norm 0.1357, swav 0.0000 LR: 5.885e-02 Score 99.401 Data time: 0.0541, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9124 [2020-10-19 09:30:48,010][root][INFO] - ===> Epoch[5343](26713/5): Loss -0.8298, Sem 0.0184, dir -0.9871, norm 0.1389, swav 0.0000 LR: 5.885e-02 Score 99.380 Data time: 0.1345, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.2733 [2020-10-19 09:30:49,813][root][INFO] - ===> Epoch[5343](26714/5): Loss -0.8443, Sem 0.0151, dir -0.9870, norm 0.1277, swav 0.0000 LR: 5.884e-02 Score 99.503 Data time: 0.0752, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.6939 [2020-10-19 09:30:52,118][root][INFO] - ===> Epoch[5343](26715/5): Loss -0.8371, Sem 0.0174, dir -0.9879, norm 0.1335, swav 0.0000 LR: 5.884e-02 Score 99.413 Data time: 0.0686, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.1949 [2020-10-19 09:30:54,429][root][INFO] - ===> Epoch[5344](26716/5): Loss -0.8381, Sem 0.0179, dir -0.9876, norm 0.1317, swav 0.0000 LR: 5.884e-02 Score 99.410 Data time: 0.0784, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.2293 [2020-10-19 09:30:56,368][root][INFO] - ===> Epoch[5344](26717/5): Loss -0.8287, Sem 0.0184, dir -0.9851, norm 0.1380, swav 0.0000 LR: 5.884e-02 Score 99.383 Data time: 0.0819, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.8404 [2020-10-19 09:30:58,615][root][INFO] - ===> Epoch[5344](26718/5): Loss -0.8246, Sem 0.0193, dir -0.9868, norm 0.1429, swav 0.0000 LR: 5.884e-02 Score 99.341 Data time: 0.0741, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.1312 [2020-10-19 09:31:00,583][root][INFO] - ===> Epoch[5344](26719/5): Loss -0.8440, Sem 0.0160, dir -0.9881, norm 0.1281, swav 0.0000 LR: 5.884e-02 Score 99.471 Data time: 0.0738, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.8794 [2020-10-19 09:31:03,000][root][INFO] - ===> Epoch[5344](26720/5): Loss -0.8188, Sem 0.0178, dir -0.9867, norm 0.1501, swav 0.0000 LR: 5.883e-02 Score 99.401 Data time: 0.1022, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.3268 [2020-10-19 09:31:05,084][root][INFO] - ===> Epoch[5345](26721/5): Loss -0.8277, Sem 0.0179, dir -0.9873, norm 0.1417, swav 0.0000 LR: 5.883e-02 Score 99.399 Data time: 0.0656, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9764 [2020-10-19 09:31:07,064][root][INFO] - ===> Epoch[5345](26722/5): Loss -0.8376, Sem 0.0183, dir -0.9870, norm 0.1311, swav 0.0000 LR: 5.883e-02 Score 99.384 Data time: 0.0637, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.8951 [2020-10-19 09:31:08,810][root][INFO] - ===> Epoch[5345](26723/5): Loss -0.8316, Sem 0.0201, dir -0.9863, norm 0.1346, swav 0.0000 LR: 5.883e-02 Score 99.318 Data time: 0.0977, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.6555 [2020-10-19 09:31:11,133][root][INFO] - ===> Epoch[5345](26724/5): Loss -0.8430, Sem 0.0162, dir -0.9872, norm 0.1280, swav 0.0000 LR: 5.883e-02 Score 99.462 Data time: 0.0730, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.2221 [2020-10-19 09:31:13,261][root][INFO] - ===> Epoch[5345](26725/5): Loss -0.8330, Sem 0.0181, dir -0.9870, norm 0.1359, swav 0.0000 LR: 5.883e-02 Score 99.389 Data time: 0.0555, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.0234 [2020-10-19 09:31:15,860][root][INFO] - ===> Epoch[5346](26726/5): Loss -0.8270, Sem 0.0154, dir -0.9877, norm 0.1454, swav 0.0000 LR: 5.883e-02 Score 99.489 Data time: 0.0744, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.5293 [2020-10-19 09:31:18,097][root][INFO] - ===> Epoch[5346](26727/5): Loss -0.8156, Sem 0.0179, dir -0.9870, norm 0.1536, swav 0.0000 LR: 5.882e-02 Score 99.403 Data time: 0.0739, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.1308 [2020-10-19 09:31:20,056][root][INFO] - ===> Epoch[5346](26728/5): Loss -0.8371, Sem 0.0177, dir -0.9876, norm 0.1328, swav 0.0000 LR: 5.882e-02 Score 99.396 Data time: 0.0602, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.8803 [2020-10-19 09:31:22,525][root][INFO] - ===> Epoch[5346](26729/5): Loss -0.8324, Sem 0.0178, dir -0.9866, norm 0.1363, swav 0.0000 LR: 5.882e-02 Score 99.389 Data time: 0.0828, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.3856 [2020-10-19 09:31:24,921][root][INFO] - ===> Epoch[5346](26730/5): Loss -0.8258, Sem 0.0170, dir -0.9876, norm 0.1448, swav 0.0000 LR: 5.882e-02 Score 99.427 Data time: 0.0720, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.2943 [2020-10-19 09:31:27,042][root][INFO] - ===> Epoch[5347](26731/5): Loss -0.8345, Sem 0.0176, dir -0.9870, norm 0.1350, swav 0.0000 LR: 5.882e-02 Score 99.402 Data time: 0.0835, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.0349 [2020-10-19 09:31:29,058][root][INFO] - ===> Epoch[5347](26732/5): Loss -0.8409, Sem 0.0169, dir -0.9882, norm 0.1304, swav 0.0000 LR: 5.882e-02 Score 99.423 Data time: 0.0952, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9287 [2020-10-19 09:31:31,531][root][INFO] - ===> Epoch[5347](26733/5): Loss -0.8273, Sem 0.0159, dir -0.9882, norm 0.1450, swav 0.0000 LR: 5.881e-02 Score 99.462 Data time: 0.0873, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.3693 [2020-10-19 09:31:33,720][root][INFO] - ===> Epoch[5347](26734/5): Loss -0.8302, Sem 0.0184, dir -0.9865, norm 0.1379, swav 0.0000 LR: 5.881e-02 Score 99.378 Data time: 0.0819, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.0887 [2020-10-19 09:31:35,770][root][INFO] - ===> Epoch[5347](26735/5): Loss -0.8269, Sem 0.0185, dir -0.9873, norm 0.1420, swav 0.0000 LR: 5.881e-02 Score 99.370 Data time: 0.0798, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9499 [2020-10-19 09:31:37,872][root][INFO] - ===> Epoch[5348](26736/5): Loss -0.8242, Sem 0.0176, dir -0.9864, norm 0.1446, swav 0.0000 LR: 5.881e-02 Score 99.419 Data time: 0.0788, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.0014 [2020-10-19 09:31:40,106][root][INFO] - ===> Epoch[5348](26737/5): Loss -0.8151, Sem 0.0166, dir -0.9882, norm 0.1565, swav 0.0000 LR: 5.881e-02 Score 99.441 Data time: 0.0641, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.1530 [2020-10-19 09:31:42,108][root][INFO] - ===> Epoch[5348](26738/5): Loss -0.8408, Sem 0.0168, dir -0.9881, norm 0.1304, swav 0.0000 LR: 5.881e-02 Score 99.426 Data time: 0.0669, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9206 [2020-10-19 09:31:43,991][root][INFO] - ===> Epoch[5348](26739/5): Loss -0.8143, Sem 0.0182, dir -0.9864, norm 0.1540, swav 0.0000 LR: 5.880e-02 Score 99.377 Data time: 0.0729, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.7870 [2020-10-19 09:31:46,727][root][INFO] - ===> Epoch[5348](26740/5): Loss -0.8177, Sem 0.0164, dir -0.9859, norm 0.1518, swav 0.0000 LR: 5.880e-02 Score 99.452 Data time: 0.0838, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.6231 [2020-10-19 09:31:49,676][root][INFO] - ===> Epoch[5349](26741/5): Loss -0.8203, Sem 0.0195, dir -0.9858, norm 0.1459, swav 0.0000 LR: 5.880e-02 Score 99.336 Data time: 0.1002, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.8440 [2020-10-19 09:31:51,601][root][INFO] - ===> Epoch[5349](26742/5): Loss -0.8286, Sem 0.0183, dir -0.9861, norm 0.1393, swav 0.0000 LR: 5.880e-02 Score 99.383 Data time: 0.0575, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.8235 [2020-10-19 09:31:53,346][root][INFO] - ===> Epoch[5349](26743/5): Loss -0.8237, Sem 0.0186, dir -0.9876, norm 0.1454, swav 0.0000 LR: 5.880e-02 Score 99.358 Data time: 0.0706, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.6631 [2020-10-19 09:31:55,483][root][INFO] - ===> Epoch[5349](26744/5): Loss -0.8247, Sem 0.0187, dir -0.9864, norm 0.1429, swav 0.0000 LR: 5.880e-02 Score 99.366 Data time: 0.1292, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.0307 [2020-10-19 09:31:57,990][root][INFO] - ===> Epoch[5349](26745/5): Loss -0.8012, Sem 0.0162, dir -0.9866, norm 0.1692, swav 0.0000 LR: 5.879e-02 Score 99.453 Data time: 0.0736, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.3894 [2020-10-19 09:32:00,286][root][INFO] - ===> Epoch[5350](26746/5): Loss -0.8258, Sem 0.0184, dir -0.9863, norm 0.1420, swav 0.0000 LR: 5.879e-02 Score 99.380 Data time: 0.0452, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.1965 [2020-10-19 09:32:02,484][root][INFO] - ===> Epoch[5350](26747/5): Loss -0.8152, Sem 0.0189, dir -0.9856, norm 0.1516, swav 0.0000 LR: 5.879e-02 Score 99.364 Data time: 0.0523, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.1119 [2020-10-19 09:32:04,242][root][INFO] - ===> Epoch[5350](26748/5): Loss -0.8288, Sem 0.0171, dir -0.9873, norm 0.1415, swav 0.0000 LR: 5.879e-02 Score 99.423 Data time: 0.0619, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.6576 [2020-10-19 09:32:06,310][root][INFO] - ===> Epoch[5350](26749/5): Loss -0.8442, Sem 0.0170, dir -0.9887, norm 0.1275, swav 0.0000 LR: 5.879e-02 Score 99.426 Data time: 0.0842, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.0106 [2020-10-19 09:32:09,041][root][INFO] - ===> Epoch[5350](26750/5): Loss -0.8318, Sem 0.0190, dir -0.9872, norm 0.1364, swav 0.0000 LR: 5.879e-02 Score 99.360 Data time: 0.0804, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.6207 [2020-10-19 09:32:11,608][root][INFO] - ===> Epoch[5351](26751/5): Loss -0.8201, Sem 0.0203, dir -0.9859, norm 0.1456, swav 0.0000 LR: 5.879e-02 Score 99.338 Data time: 0.0893, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.4859 [2020-10-19 09:32:13,659][root][INFO] - ===> Epoch[5351](26752/5): Loss -0.8187, Sem 0.0177, dir -0.9864, norm 0.1500, swav 0.0000 LR: 5.878e-02 Score 99.399 Data time: 0.0831, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9353 [2020-10-19 09:32:15,612][root][INFO] - ===> Epoch[5351](26753/5): Loss -0.8234, Sem 0.0204, dir -0.9860, norm 0.1422, swav 0.0000 LR: 5.878e-02 Score 99.309 Data time: 0.0645, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.8604 [2020-10-19 09:32:17,827][root][INFO] - ===> Epoch[5351](26754/5): Loss -0.8257, Sem 0.0168, dir -0.9876, norm 0.1451, swav 0.0000 LR: 5.878e-02 Score 99.449 Data time: 0.0484, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.1341 [2020-10-19 09:32:20,276][root][INFO] - ===> Epoch[5351](26755/5): Loss -0.8396, Sem 0.0174, dir -0.9884, norm 0.1313, swav 0.0000 LR: 5.878e-02 Score 99.419 Data time: 0.0757, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.3881 [2020-10-19 09:32:22,633][root][INFO] - ===> Epoch[5352](26756/5): Loss -0.8166, Sem 0.0173, dir -0.9858, norm 0.1518, swav 0.0000 LR: 5.878e-02 Score 99.411 Data time: 0.0862, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.2462 [2020-10-19 09:32:24,442][root][INFO] - ===> Epoch[5352](26757/5): Loss -0.8446, Sem 0.0169, dir -0.9877, norm 0.1262, swav 0.0000 LR: 5.878e-02 Score 99.420 Data time: 0.0645, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.7058 [2020-10-19 09:32:26,512][root][INFO] - ===> Epoch[5352](26758/5): Loss -0.8326, Sem 0.0169, dir -0.9876, norm 0.1381, swav 0.0000 LR: 5.877e-02 Score 99.429 Data time: 0.1051, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9814 [2020-10-19 09:32:28,312][root][INFO] - ===> Epoch[5352](26759/5): Loss -0.8287, Sem 0.0205, dir -0.9854, norm 0.1362, swav 0.0000 LR: 5.877e-02 Score 99.321 Data time: 0.0750, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.6903 [2020-10-19 09:32:30,105][root][INFO] - ===> Epoch[5352](26760/5): Loss -0.8368, Sem 0.0169, dir -0.9870, norm 0.1333, swav 0.0000 LR: 5.877e-02 Score 99.439 Data time: 0.0760, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.6882 [2020-10-19 09:32:32,837][root][INFO] - ===> Epoch[5353](26761/5): Loss -0.8411, Sem 0.0181, dir -0.9878, norm 0.1286, swav 0.0000 LR: 5.877e-02 Score 99.382 Data time: 0.0656, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.6373 [2020-10-19 09:32:35,479][root][INFO] - ===> Epoch[5353](26762/5): Loss -0.8139, Sem 0.0181, dir -0.9857, norm 0.1537, swav 0.0000 LR: 5.877e-02 Score 99.412 Data time: 0.0665, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.5440 [2020-10-19 09:32:37,528][root][INFO] - ===> Epoch[5353](26763/5): Loss -0.8203, Sem 0.0164, dir -0.9870, norm 0.1503, swav 0.0000 LR: 5.877e-02 Score 99.457 Data time: 0.0953, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9406 [2020-10-19 09:32:39,541][root][INFO] - ===> Epoch[5353](26764/5): Loss -0.8210, Sem 0.0169, dir -0.9868, norm 0.1490, swav 0.0000 LR: 5.876e-02 Score 99.433 Data time: 0.1018, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9096 [2020-10-19 09:32:41,499][root][INFO] - ===> Epoch[5353](26765/5): Loss -0.8178, Sem 0.0207, dir -0.9853, norm 0.1468, swav 0.0000 LR: 5.876e-02 Score 99.312 Data time: 0.0857, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.8536 [2020-10-19 09:32:43,462][root][INFO] - ===> Epoch[5354](26766/5): Loss -0.8278, Sem 0.0174, dir -0.9873, norm 0.1421, swav 0.0000 LR: 5.876e-02 Score 99.411 Data time: 0.0612, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.8368 [2020-10-19 09:32:45,734][root][INFO] - ===> Epoch[5354](26767/5): Loss -0.8335, Sem 0.0182, dir -0.9868, norm 0.1350, swav 0.0000 LR: 5.876e-02 Score 99.374 Data time: 0.0821, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.1803 [2020-10-19 09:32:48,234][root][INFO] - ===> Epoch[5354](26768/5): Loss -0.8272, Sem 0.0172, dir -0.9865, norm 0.1421, swav 0.0000 LR: 5.876e-02 Score 99.416 Data time: 0.0720, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.3965 [2020-10-19 09:32:50,268][root][INFO] - ===> Epoch[5354](26769/5): Loss -0.8381, Sem 0.0180, dir -0.9883, norm 0.1322, swav 0.0000 LR: 5.876e-02 Score 99.388 Data time: 0.0882, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9345 [2020-10-19 09:32:52,339][root][INFO] - ===> Epoch[5354](26770/5): Loss -0.8279, Sem 0.0177, dir -0.9867, norm 0.1411, swav 0.0000 LR: 5.876e-02 Score 99.424 Data time: 0.0592, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9595 [2020-10-19 09:32:54,410][root][INFO] - ===> Epoch[5355](26771/5): Loss -0.8400, Sem 0.0175, dir -0.9873, norm 0.1299, swav 0.0000 LR: 5.875e-02 Score 99.413 Data time: 0.1143, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9683 [2020-10-19 09:32:56,793][root][INFO] - ===> Epoch[5355](26772/5): Loss -0.8167, Sem 0.0198, dir -0.9861, norm 0.1497, swav 0.0000 LR: 5.875e-02 Score 99.349 Data time: 0.1025, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.2597 [2020-10-19 09:32:59,110][root][INFO] - ===> Epoch[5355](26773/5): Loss -0.8318, Sem 0.0167, dir -0.9880, norm 0.1395, swav 0.0000 LR: 5.875e-02 Score 99.446 Data time: 0.0920, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.1876 [2020-10-19 09:33:01,038][root][INFO] - ===> Epoch[5355](26774/5): Loss -0.8445, Sem 0.0162, dir -0.9877, norm 0.1271, swav 0.0000 LR: 5.875e-02 Score 99.446 Data time: 0.0796, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.8210 [2020-10-19 09:33:03,106][root][INFO] - ===> Epoch[5355](26775/5): Loss -0.8349, Sem 0.0172, dir -0.9879, norm 0.1359, swav 0.0000 LR: 5.875e-02 Score 99.422 Data time: 0.0759, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9847 [2020-10-19 09:33:05,407][root][INFO] - ===> Epoch[5356](26776/5): Loss -0.8281, Sem 0.0181, dir -0.9866, norm 0.1403, swav 0.0000 LR: 5.875e-02 Score 99.378 Data time: 0.1024, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.1912 [2020-10-19 09:33:08,190][root][INFO] - ===> Epoch[5356](26777/5): Loss -0.8364, Sem 0.0169, dir -0.9884, norm 0.1352, swav 0.0000 LR: 5.874e-02 Score 99.440 Data time: 0.0955, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.6782 [2020-10-19 09:33:10,374][root][INFO] - ===> Epoch[5356](26778/5): Loss -0.8457, Sem 0.0156, dir -0.9882, norm 0.1270, swav 0.0000 LR: 5.874e-02 Score 99.463 Data time: 0.0985, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.0608 [2020-10-19 09:33:12,944][root][INFO] - ===> Epoch[5356](26779/5): Loss -0.8318, Sem 0.0172, dir -0.9879, norm 0.1390, swav 0.0000 LR: 5.874e-02 Score 99.412 Data time: 0.0981, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.4600 [2020-10-19 09:33:14,999][root][INFO] - ===> Epoch[5356](26780/5): Loss -0.8346, Sem 0.0179, dir -0.9853, norm 0.1328, swav 0.0000 LR: 5.874e-02 Score 99.403 Data time: 0.0878, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9511 [2020-10-19 09:33:17,205][root][INFO] - ===> Epoch[5357](26781/5): Loss -0.8428, Sem 0.0171, dir -0.9859, norm 0.1260, swav 0.0000 LR: 5.874e-02 Score 99.424 Data time: 0.0776, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.1320 [2020-10-19 09:33:19,444][root][INFO] - ===> Epoch[5357](26782/5): Loss -0.8282, Sem 0.0171, dir -0.9872, norm 0.1419, swav 0.0000 LR: 5.874e-02 Score 99.437 Data time: 0.0655, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.1488 [2020-10-19 09:33:21,528][root][INFO] - ===> Epoch[5357](26783/5): Loss -0.8371, Sem 0.0177, dir -0.9869, norm 0.1322, swav 0.0000 LR: 5.873e-02 Score 99.402 Data time: 0.0721, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.0087 [2020-10-19 09:33:23,503][root][INFO] - ===> Epoch[5357](26784/5): Loss -0.8202, Sem 0.0204, dir -0.9869, norm 0.1463, swav 0.0000 LR: 5.873e-02 Score 99.317 Data time: 0.0726, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.8992 [2020-10-19 09:33:25,566][root][INFO] - ===> Epoch[5357](26785/5): Loss -0.8199, Sem 0.0210, dir -0.9849, norm 0.1441, swav 0.0000 LR: 5.873e-02 Score 99.292 Data time: 0.0816, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9565 [2020-10-19 09:33:28,248][root][INFO] - ===> Epoch[5358](26786/5): Loss -0.8228, Sem 0.0163, dir -0.9870, norm 0.1479, swav 0.0000 LR: 5.873e-02 Score 99.451 Data time: 0.0880, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.5882 [2020-10-19 09:33:30,418][root][INFO] - ===> Epoch[5358](26787/5): Loss -0.8416, Sem 0.0181, dir -0.9875, norm 0.1278, swav 0.0000 LR: 5.873e-02 Score 99.396 Data time: 0.0590, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.0485 [2020-10-19 09:33:32,563][root][INFO] - ===> Epoch[5358](26788/5): Loss -0.8371, Sem 0.0190, dir -0.9873, norm 0.1313, swav 0.0000 LR: 5.873e-02 Score 99.362 Data time: 0.0570, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.0648 [2020-10-19 09:33:34,502][root][INFO] - ===> Epoch[5358](26789/5): Loss -0.8228, Sem 0.0182, dir -0.9876, norm 0.1467, swav 0.0000 LR: 5.872e-02 Score 99.389 Data time: 0.0609, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.8388 [2020-10-19 09:33:37,047][root][INFO] - ===> Epoch[5358](26790/5): Loss -0.8317, Sem 0.0179, dir -0.9874, norm 0.1378, swav 0.0000 LR: 5.872e-02 Score 99.413 Data time: 0.0809, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.4560 [2020-10-19 09:33:38,953][root][INFO] - ===> Epoch[5359](26791/5): Loss -0.8395, Sem 0.0188, dir -0.9870, norm 0.1287, swav 0.0000 LR: 5.872e-02 Score 99.372 Data time: 0.1107, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.7840 [2020-10-19 09:33:41,347][root][INFO] - ===> Epoch[5359](26792/5): Loss -0.8336, Sem 0.0175, dir -0.9866, norm 0.1355, swav 0.0000 LR: 5.872e-02 Score 99.399 Data time: 0.0698, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.2961 [2020-10-19 09:33:43,926][root][INFO] - ===> Epoch[5359](26793/5): Loss -0.8392, Sem 0.0176, dir -0.9873, norm 0.1304, swav 0.0000 LR: 5.872e-02 Score 99.403 Data time: 0.1497, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.4933 [2020-10-19 09:33:46,011][root][INFO] - ===> Epoch[5359](26794/5): Loss -0.8330, Sem 0.0180, dir -0.9870, norm 0.1360, swav 0.0000 LR: 5.872e-02 Score 99.387 Data time: 0.0892, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9978 [2020-10-19 09:33:47,944][root][INFO] - ===> Epoch[5359](26795/5): Loss -0.8365, Sem 0.0189, dir -0.9858, norm 0.1304, swav 0.0000 LR: 5.872e-02 Score 99.365 Data time: 0.0869, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.8357 [2020-10-19 09:33:49,959][root][INFO] - ===> Epoch[5360](26796/5): Loss -0.8370, Sem 0.0170, dir -0.9882, norm 0.1342, swav 0.0000 LR: 5.871e-02 Score 99.433 Data time: 0.0767, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9204 [2020-10-19 09:33:52,092][root][INFO] - ===> Epoch[5360](26797/5): Loss -0.8459, Sem 0.0175, dir -0.9879, norm 0.1244, swav 0.0000 LR: 5.871e-02 Score 99.403 Data time: 0.0570, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.0348 [2020-10-19 09:33:53,982][root][INFO] - ===> Epoch[5360](26798/5): Loss -0.8442, Sem 0.0168, dir -0.9882, norm 0.1272, swav 0.0000 LR: 5.871e-02 Score 99.446 Data time: 0.1152, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.8119 [2020-10-19 09:33:56,188][root][INFO] - ===> Epoch[5360](26799/5): Loss -0.8364, Sem 0.0171, dir -0.9871, norm 0.1337, swav 0.0000 LR: 5.871e-02 Score 99.426 Data time: 0.0854, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.0926 [2020-10-19 09:33:58,343][root][INFO] - ===> Epoch[5360](26800/5): Loss -0.8352, Sem 0.0194, dir -0.9860, norm 0.1314, swav 0.0000 LR: 5.871e-02 Score 99.345 Data time: 0.1029, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.0225 [2020-10-19 09:33:59,218][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 09:33:59,387][root][INFO] - ===> Start testing [2020-10-19 09:34:39,103][root][INFO] - 68/68: Data time: 0.0025, Iter time: 0.1435 Loss 0.587 (AVG: 0.547) Score 88.698 (AVG: 90.442) mIOU 69.105 mAP 83.382 mAcc 76.683 IOU: 61.831 0.112 74.831 73.751 94.149 91.968 32.353 78.194 97.955 65.985 81.549 86.029 59.654 mAP: 81.351 7.337 96.113 86.738 98.752 98.216 54.075 95.378 99.776 87.393 93.195 94.602 91.036 mAcc: 77.867 0.638 89.610 82.159 95.320 96.387 35.357 90.961 99.148 78.275 90.169 96.464 64.528 [2020-10-19 09:34:39,111][root][INFO] - Finished test. Elapsed time: 39.7156 [2020-10-19 09:34:42,088][root][INFO] - [2020-10-19 09:34:42,088][root][INFO] - ################################################################ [2020-10-19 09:34:42,088][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 09:34:42,088][root][INFO] - ################################################################ [2020-10-19 09:34:42,088][root][INFO] - clutter : nan nan nan [2020-10-19 09:34:42,088][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 09:34:42,088][root][INFO] - board : 0.799 0.921 0.921 [2020-10-19 09:34:42,088][root][INFO] - bookcase : 0.224 0.342 0.510 [2020-10-19 09:34:42,088][root][INFO] - ceiling : 0.519 0.580 0.664 [2020-10-19 09:34:42,088][root][INFO] - chair : 0.835 0.909 0.932 [2020-10-19 09:34:42,089][root][INFO] - column : 0.192 0.342 0.383 [2020-10-19 09:34:42,089][root][INFO] - door : 0.773 0.918 0.955 [2020-10-19 09:34:42,089][root][INFO] - floor : 0.611 0.621 0.651 [2020-10-19 09:34:42,089][root][INFO] - sofa : 0.458 0.809 0.809 [2020-10-19 09:34:42,089][root][INFO] - table : 0.147 0.336 0.655 [2020-10-19 09:34:42,089][root][INFO] - wall : 0.518 0.709 0.803 [2020-10-19 09:34:42,089][root][INFO] - window : 0.548 0.767 0.783 [2020-10-19 09:34:42,089][root][INFO] - ---------------------------------------------------------------- [2020-10-19 09:34:42,089][root][INFO] - average : 0.469 0.605 0.672 [2020-10-19 09:34:42,089][root][INFO] - [2020-10-19 09:34:42,232][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 09:34:42,234][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 09:34:44,011][root][INFO] - ===> Epoch[5361](26801/5): Loss -0.8365, Sem 0.0177, dir -0.9872, norm 0.1329, swav 0.0000 LR: 5.871e-02 Score 99.407 Data time: 0.0675, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.7722 [2020-10-19 09:34:46,213][root][INFO] - ===> Epoch[5361](26802/5): Loss -0.8426, Sem 0.0172, dir -0.9868, norm 0.1269, swav 0.0000 LR: 5.870e-02 Score 99.414 Data time: 0.0692, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.0876 [2020-10-19 09:34:48,290][root][INFO] - ===> Epoch[5361](26803/5): Loss -0.8334, Sem 0.0175, dir -0.9870, norm 0.1362, swav 0.0000 LR: 5.870e-02 Score 99.410 Data time: 0.1149, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9898 [2020-10-19 09:34:50,397][root][INFO] - ===> Epoch[5361](26804/5): Loss -0.8385, Sem 0.0178, dir -0.9874, norm 0.1312, swav 0.0000 LR: 5.870e-02 Score 99.403 Data time: 0.0956, Forward time: 0.7767, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.0101 [2020-10-19 09:34:53,005][root][INFO] - ===> Epoch[5361](26805/5): Loss -0.8288, Sem 0.0173, dir -0.9876, norm 0.1416, swav 0.0000 LR: 5.870e-02 Score 99.418 Data time: 0.0709, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.4934 [2020-10-19 09:34:54,993][root][INFO] - ===> Epoch[5362](26806/5): Loss -0.8403, Sem 0.0175, dir -0.9870, norm 0.1292, swav 0.0000 LR: 5.870e-02 Score 99.401 Data time: 0.0686, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.8921 [2020-10-19 09:34:56,928][root][INFO] - ===> Epoch[5362](26807/5): Loss -0.8494, Sem 0.0156, dir -0.9891, norm 0.1242, swav 0.0000 LR: 5.870e-02 Score 99.471 Data time: 0.0488, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.8434 [2020-10-19 09:34:59,222][root][INFO] - ===> Epoch[5362](26808/5): Loss -0.8471, Sem 0.0161, dir -0.9883, norm 0.1251, swav 0.0000 LR: 5.869e-02 Score 99.449 Data time: 0.0969, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.2006 [2020-10-19 09:35:01,322][root][INFO] - ===> Epoch[5362](26809/5): Loss -0.8312, Sem 0.0189, dir -0.9861, norm 0.1361, swav 0.0000 LR: 5.869e-02 Score 99.373 Data time: 0.0637, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9796 [2020-10-19 09:35:03,570][root][INFO] - ===> Epoch[5362](26810/5): Loss -0.8233, Sem 0.0191, dir -0.9855, norm 0.1431, swav 0.0000 LR: 5.869e-02 Score 99.353 Data time: 0.0906, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.1618 [2020-10-19 09:35:05,993][root][INFO] - ===> Epoch[5363](26811/5): Loss -0.8387, Sem 0.0177, dir -0.9873, norm 0.1309, swav 0.0000 LR: 5.869e-02 Score 99.414 Data time: 0.0789, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.3198 [2020-10-19 09:35:08,031][root][INFO] - ===> Epoch[5363](26812/5): Loss -0.8358, Sem 0.0175, dir -0.9870, norm 0.1337, swav 0.0000 LR: 5.869e-02 Score 99.401 Data time: 0.0878, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9371 [2020-10-19 09:35:09,948][root][INFO] - ===> Epoch[5363](26813/5): Loss -0.8207, Sem 0.0182, dir -0.9865, norm 0.1477, swav 0.0000 LR: 5.869e-02 Score 99.392 Data time: 0.1036, Forward time: 0.7767, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.8091 [2020-10-19 09:35:12,060][root][INFO] - ===> Epoch[5363](26814/5): Loss -0.8427, Sem 0.0187, dir -0.9881, norm 0.1268, swav 0.0000 LR: 5.869e-02 Score 99.381 Data time: 0.0839, Forward time: 0.7767, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.0118 [2020-10-19 09:35:14,680][root][INFO] - ===> Epoch[5363](26815/5): Loss -0.8198, Sem 0.0161, dir -0.9872, norm 0.1514, swav 0.0000 LR: 5.868e-02 Score 99.465 Data time: 0.0674, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.5321 [2020-10-19 09:35:16,479][root][INFO] - ===> Epoch[5364](26816/5): Loss -0.8366, Sem 0.0192, dir -0.9868, norm 0.1309, swav 0.0000 LR: 5.868e-02 Score 99.343 Data time: 0.0793, Forward time: 0.7767, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.6690 [2020-10-19 09:35:18,897][root][INFO] - ===> Epoch[5364](26817/5): Loss -0.8365, Sem 0.0171, dir -0.9877, norm 0.1340, swav 0.0000 LR: 5.868e-02 Score 99.443 Data time: 0.2461, Forward time: 0.7767, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.3202 [2020-10-19 09:35:21,216][root][INFO] - ===> Epoch[5364](26818/5): Loss -0.8311, Sem 0.0157, dir -0.9878, norm 0.1410, swav 0.0000 LR: 5.868e-02 Score 99.483 Data time: 0.0966, Forward time: 0.7767, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.1935 [2020-10-19 09:35:23,279][root][INFO] - ===> Epoch[5364](26819/5): Loss -0.8265, Sem 0.0202, dir -0.9864, norm 0.1396, swav 0.0000 LR: 5.868e-02 Score 99.333 Data time: 0.0452, Forward time: 0.7767, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.9687 [2020-10-19 09:35:25,852][root][INFO] - ===> Epoch[5364](26820/5): Loss -0.8396, Sem 0.0160, dir -0.9868, norm 0.1313, swav 0.0000 LR: 5.868e-02 Score 99.461 Data time: 0.2144, Forward time: 0.7767, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.5097 [2020-10-19 09:35:27,854][root][INFO] - ===> Epoch[5365](26821/5): Loss -0.8417, Sem 0.0176, dir -0.9874, norm 0.1281, swav 0.0000 LR: 5.867e-02 Score 99.413 Data time: 0.0813, Forward time: 0.7767, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.9189 [2020-10-19 09:35:30,304][root][INFO] - ===> Epoch[5365](26822/5): Loss -0.8395, Sem 0.0183, dir -0.9875, norm 0.1297, swav 0.0000 LR: 5.867e-02 Score 99.373 Data time: 0.0753, Forward time: 0.7767, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.3599 [2020-10-19 09:35:32,723][root][INFO] - ===> Epoch[5365](26823/5): Loss -0.8342, Sem 0.0183, dir -0.9875, norm 0.1350, swav 0.0000 LR: 5.867e-02 Score 99.373 Data time: 0.0572, Forward time: 0.7767, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.3439 [2020-10-19 09:35:35,037][root][INFO] - ===> Epoch[5365](26824/5): Loss -0.8187, Sem 0.0192, dir -0.9865, norm 0.1486, swav 0.0000 LR: 5.867e-02 Score 99.367 Data time: 0.0527, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.2501 [2020-10-19 09:35:37,374][root][INFO] - ===> Epoch[5365](26825/5): Loss -0.8398, Sem 0.0173, dir -0.9867, norm 0.1295, swav 0.0000 LR: 5.867e-02 Score 99.424 Data time: 0.0732, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.2914 [2020-10-19 09:35:39,698][root][INFO] - ===> Epoch[5366](26826/5): Loss -0.8395, Sem 0.0170, dir -0.9878, norm 0.1313, swav 0.0000 LR: 5.867e-02 Score 99.422 Data time: 0.0655, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.2347 [2020-10-19 09:35:41,900][root][INFO] - ===> Epoch[5366](26827/5): Loss -0.8398, Sem 0.0188, dir -0.9875, norm 0.1289, swav 0.0000 LR: 5.866e-02 Score 99.367 Data time: 0.0592, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.0849 [2020-10-19 09:35:44,112][root][INFO] - ===> Epoch[5366](26828/5): Loss -0.8459, Sem 0.0179, dir -0.9883, norm 0.1245, swav 0.0000 LR: 5.866e-02 Score 99.401 Data time: 0.0729, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.1491 [2020-10-19 09:35:46,432][root][INFO] - ===> Epoch[5366](26829/5): Loss -0.8457, Sem 0.0169, dir -0.9892, norm 0.1265, swav 0.0000 LR: 5.866e-02 Score 99.419 Data time: 0.0999, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.2086 [2020-10-19 09:35:48,743][root][INFO] - ===> Epoch[5366](26830/5): Loss -0.8295, Sem 0.0189, dir -0.9867, norm 0.1382, swav 0.0000 LR: 5.866e-02 Score 99.367 Data time: 0.0707, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.2091 [2020-10-19 09:35:50,965][root][INFO] - ===> Epoch[5367](26831/5): Loss -0.8418, Sem 0.0176, dir -0.9881, norm 0.1287, swav 0.0000 LR: 5.866e-02 Score 99.409 Data time: 0.0819, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.1428 [2020-10-19 09:35:53,160][root][INFO] - ===> Epoch[5367](26832/5): Loss -0.8300, Sem 0.0168, dir -0.9868, norm 0.1401, swav 0.0000 LR: 5.866e-02 Score 99.447 Data time: 0.0654, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.1069 [2020-10-19 09:35:55,736][root][INFO] - ===> Epoch[5367](26833/5): Loss -0.8355, Sem 0.0164, dir -0.9863, norm 0.1343, swav 0.0000 LR: 5.865e-02 Score 99.443 Data time: 0.0706, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.4918 [2020-10-19 09:35:57,705][root][INFO] - ===> Epoch[5367](26834/5): Loss -0.8441, Sem 0.0172, dir -0.9884, norm 0.1271, swav 0.0000 LR: 5.865e-02 Score 99.423 Data time: 0.0727, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9001 [2020-10-19 09:35:59,730][root][INFO] - ===> Epoch[5367](26835/5): Loss -0.8557, Sem 0.0155, dir -0.9894, norm 0.1182, swav 0.0000 LR: 5.865e-02 Score 99.476 Data time: 0.1218, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.9086 [2020-10-19 09:36:02,200][root][INFO] - ===> Epoch[5368](26836/5): Loss -0.8210, Sem 0.0185, dir -0.9870, norm 0.1475, swav 0.0000 LR: 5.865e-02 Score 99.371 Data time: 0.1849, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.3923 [2020-10-19 09:36:04,169][root][INFO] - ===> Epoch[5368](26837/5): Loss -0.8348, Sem 0.0186, dir -0.9862, norm 0.1329, swav 0.0000 LR: 5.865e-02 Score 99.373 Data time: 0.0844, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.8340 [2020-10-19 09:36:06,318][root][INFO] - ===> Epoch[5368](26838/5): Loss -0.8353, Sem 0.0164, dir -0.9871, norm 0.1354, swav 0.0000 LR: 5.865e-02 Score 99.441 Data time: 0.0954, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.0571 [2020-10-19 09:36:08,499][root][INFO] - ===> Epoch[5368](26839/5): Loss -0.8260, Sem 0.0190, dir -0.9875, norm 0.1425, swav 0.0000 LR: 5.865e-02 Score 99.362 Data time: 0.0933, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.0939 [2020-10-19 09:36:10,787][root][INFO] - ===> Epoch[5368](26840/5): Loss -0.8290, Sem 0.0179, dir -0.9874, norm 0.1405, swav 0.0000 LR: 5.864e-02 Score 99.402 Data time: 0.1012, Forward time: 0.7767, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.1749 [2020-10-19 09:36:13,407][root][INFO] - ===> Epoch[5369](26841/5): Loss -0.8487, Sem 0.0168, dir -0.9886, norm 0.1231, swav 0.0000 LR: 5.864e-02 Score 99.422 Data time: 0.0952, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.5198 [2020-10-19 09:36:15,569][root][INFO] - ===> Epoch[5369](26842/5): Loss -0.8202, Sem 0.0191, dir -0.9859, norm 0.1467, swav 0.0000 LR: 5.864e-02 Score 99.367 Data time: 0.0772, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 2.0447 [2020-10-19 09:36:17,422][root][INFO] - ===> Epoch[5369](26843/5): Loss -0.8513, Sem 0.0167, dir -0.9875, norm 0.1195, swav 0.0000 LR: 5.864e-02 Score 99.443 Data time: 0.0820, Forward time: 0.7768, Backward time: 1.1709, DDP time: 0.0031, Total iter time: 1.7651 [2020-10-19 09:36:19,389][root][INFO] - ===> Epoch[5369](26844/5): Loss -0.8353, Sem 0.0182, dir -0.9870, norm 0.1335, swav 0.0000 LR: 5.864e-02 Score 99.390 Data time: 0.1203, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.8685 [2020-10-19 09:36:21,756][root][INFO] - ===> Epoch[5369](26845/5): Loss -0.8484, Sem 0.0177, dir -0.9883, norm 0.1222, swav 0.0000 LR: 5.864e-02 Score 99.400 Data time: 0.0919, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.2714 [2020-10-19 09:36:23,777][root][INFO] - ===> Epoch[5370](26846/5): Loss -0.8290, Sem 0.0174, dir -0.9862, norm 0.1399, swav 0.0000 LR: 5.863e-02 Score 99.419 Data time: 0.0694, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.8994 [2020-10-19 09:36:25,679][root][INFO] - ===> Epoch[5370](26847/5): Loss -0.8417, Sem 0.0172, dir -0.9888, norm 0.1299, swav 0.0000 LR: 5.863e-02 Score 99.430 Data time: 0.0765, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.8326 [2020-10-19 09:36:27,941][root][INFO] - ===> Epoch[5370](26848/5): Loss -0.8461, Sem 0.0166, dir -0.9869, norm 0.1243, swav 0.0000 LR: 5.863e-02 Score 99.426 Data time: 0.0602, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.1727 [2020-10-19 09:36:30,208][root][INFO] - ===> Epoch[5370](26849/5): Loss -0.8220, Sem 0.0221, dir -0.9855, norm 0.1414, swav 0.0000 LR: 5.863e-02 Score 99.265 Data time: 0.1041, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.1586 [2020-10-19 09:36:32,241][root][INFO] - ===> Epoch[5370](26850/5): Loss -0.8440, Sem 0.0160, dir -0.9882, norm 0.1282, swav 0.0000 LR: 5.863e-02 Score 99.463 Data time: 0.0929, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.9317 [2020-10-19 09:36:34,261][root][INFO] - ===> Epoch[5371](26851/5): Loss -0.8434, Sem 0.0177, dir -0.9873, norm 0.1262, swav 0.0000 LR: 5.863e-02 Score 99.397 Data time: 0.1228, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.9002 [2020-10-19 09:36:36,340][root][INFO] - ===> Epoch[5371](26852/5): Loss -0.8373, Sem 0.0184, dir -0.9867, norm 0.1311, swav 0.0000 LR: 5.862e-02 Score 99.391 Data time: 0.0772, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.9667 [2020-10-19 09:36:38,454][root][INFO] - ===> Epoch[5371](26853/5): Loss -0.8419, Sem 0.0159, dir -0.9883, norm 0.1305, swav 0.0000 LR: 5.862e-02 Score 99.459 Data time: 0.0647, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.9815 [2020-10-19 09:36:40,881][root][INFO] - ===> Epoch[5371](26854/5): Loss -0.8284, Sem 0.0219, dir -0.9864, norm 0.1361, swav 0.0000 LR: 5.862e-02 Score 99.269 Data time: 0.0719, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.3421 [2020-10-19 09:36:42,826][root][INFO] - ===> Epoch[5371](26855/5): Loss -0.8387, Sem 0.0187, dir -0.9866, norm 0.1292, swav 0.0000 LR: 5.862e-02 Score 99.373 Data time: 0.0802, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.8377 [2020-10-19 09:36:44,908][root][INFO] - ===> Epoch[5372](26856/5): Loss -0.8510, Sem 0.0166, dir -0.9888, norm 0.1212, swav 0.0000 LR: 5.862e-02 Score 99.447 Data time: 0.0876, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.9789 [2020-10-19 09:36:47,212][root][INFO] - ===> Epoch[5372](26857/5): Loss -0.8290, Sem 0.0171, dir -0.9876, norm 0.1415, swav 0.0000 LR: 5.862e-02 Score 99.424 Data time: 0.0814, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.2001 [2020-10-19 09:36:49,749][root][INFO] - ===> Epoch[5372](26858/5): Loss -0.8273, Sem 0.0211, dir -0.9875, norm 0.1391, swav 0.0000 LR: 5.862e-02 Score 99.326 Data time: 0.0788, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.4223 [2020-10-19 09:36:51,881][root][INFO] - ===> Epoch[5372](26859/5): Loss -0.8327, Sem 0.0184, dir -0.9866, norm 0.1355, swav 0.0000 LR: 5.861e-02 Score 99.389 Data time: 0.0573, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.0236 [2020-10-19 09:36:54,073][root][INFO] - ===> Epoch[5372](26860/5): Loss -0.8242, Sem 0.0173, dir -0.9870, norm 0.1455, swav 0.0000 LR: 5.861e-02 Score 99.412 Data time: 0.0595, Forward time: 0.7767, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.1006 [2020-10-19 09:36:56,375][root][INFO] - ===> Epoch[5373](26861/5): Loss -0.8347, Sem 0.0183, dir -0.9870, norm 0.1340, swav 0.0000 LR: 5.861e-02 Score 99.386 Data time: 0.0574, Forward time: 0.7767, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.2326 [2020-10-19 09:36:58,808][root][INFO] - ===> Epoch[5373](26862/5): Loss -0.8191, Sem 0.0187, dir -0.9866, norm 0.1488, swav 0.0000 LR: 5.861e-02 Score 99.388 Data time: 0.0875, Forward time: 0.7767, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.3579 [2020-10-19 09:37:01,246][root][INFO] - ===> Epoch[5373](26863/5): Loss -0.8264, Sem 0.0194, dir -0.9874, norm 0.1416, swav 0.0000 LR: 5.861e-02 Score 99.351 Data time: 0.1104, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.3245 [2020-10-19 09:37:03,331][root][INFO] - ===> Epoch[5373](26864/5): Loss -0.8383, Sem 0.0172, dir -0.9873, norm 0.1318, swav 0.0000 LR: 5.861e-02 Score 99.418 Data time: 0.0946, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.9764 [2020-10-19 09:37:05,502][root][INFO] - ===> Epoch[5373](26865/5): Loss -0.8324, Sem 0.0173, dir -0.9881, norm 0.1384, swav 0.0000 LR: 5.860e-02 Score 99.414 Data time: 0.0816, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.0573 [2020-10-19 09:37:07,459][root][INFO] - ===> Epoch[5374](26866/5): Loss -0.8296, Sem 0.0170, dir -0.9880, norm 0.1413, swav 0.0000 LR: 5.860e-02 Score 99.425 Data time: 0.0488, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.8769 [2020-10-19 09:37:09,680][root][INFO] - ===> Epoch[5374](26867/5): Loss -0.8309, Sem 0.0162, dir -0.9869, norm 0.1397, swav 0.0000 LR: 5.860e-02 Score 99.454 Data time: 0.0977, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.1206 [2020-10-19 09:37:12,066][root][INFO] - ===> Epoch[5374](26868/5): Loss -0.8307, Sem 0.0167, dir -0.9881, norm 0.1407, swav 0.0000 LR: 5.860e-02 Score 99.439 Data time: 0.0820, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.2539 [2020-10-19 09:37:13,959][root][INFO] - ===> Epoch[5374](26869/5): Loss -0.8208, Sem 0.0203, dir -0.9864, norm 0.1453, swav 0.0000 LR: 5.860e-02 Score 99.314 Data time: 0.0738, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.8151 [2020-10-19 09:37:16,009][root][INFO] - ===> Epoch[5374](26870/5): Loss -0.8321, Sem 0.0206, dir -0.9863, norm 0.1337, swav 0.0000 LR: 5.860e-02 Score 99.318 Data time: 0.0715, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.9393 [2020-10-19 09:37:18,523][root][INFO] - ===> Epoch[5375](26871/5): Loss -0.8224, Sem 0.0182, dir -0.9871, norm 0.1465, swav 0.0000 LR: 5.859e-02 Score 99.378 Data time: 0.1030, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.4198 [2020-10-19 09:37:20,619][root][INFO] - ===> Epoch[5375](26872/5): Loss -0.8323, Sem 0.0165, dir -0.9879, norm 0.1391, swav 0.0000 LR: 5.859e-02 Score 99.454 Data time: 0.0819, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.9712 [2020-10-19 09:37:22,776][root][INFO] - ===> Epoch[5375](26873/5): Loss -0.8313, Sem 0.0182, dir -0.9871, norm 0.1376, swav 0.0000 LR: 5.859e-02 Score 99.388 Data time: 0.0845, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.0498 [2020-10-19 09:37:25,199][root][INFO] - ===> Epoch[5375](26874/5): Loss -0.8285, Sem 0.0198, dir -0.9863, norm 0.1380, swav 0.0000 LR: 5.859e-02 Score 99.339 Data time: 0.3288, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.2779 [2020-10-19 09:37:27,574][root][INFO] - ===> Epoch[5375](26875/5): Loss -0.8125, Sem 0.0206, dir -0.9852, norm 0.1521, swav 0.0000 LR: 5.859e-02 Score 99.299 Data time: 0.1030, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.2302 [2020-10-19 09:37:29,606][root][INFO] - ===> Epoch[5376](26876/5): Loss -0.8306, Sem 0.0186, dir -0.9870, norm 0.1377, swav 0.0000 LR: 5.859e-02 Score 99.369 Data time: 0.0698, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.8894 [2020-10-19 09:37:31,588][root][INFO] - ===> Epoch[5376](26877/5): Loss -0.8236, Sem 0.0204, dir -0.9857, norm 0.1417, swav 0.0000 LR: 5.858e-02 Score 99.321 Data time: 0.0815, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.8806 [2020-10-19 09:37:34,102][root][INFO] - ===> Epoch[5376](26878/5): Loss -0.8287, Sem 0.0194, dir -0.9862, norm 0.1381, swav 0.0000 LR: 5.858e-02 Score 99.359 Data time: 0.1139, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.3986 [2020-10-19 09:37:36,491][root][INFO] - ===> Epoch[5376](26879/5): Loss -0.8159, Sem 0.0178, dir -0.9883, norm 0.1546, swav 0.0000 LR: 5.858e-02 Score 99.409 Data time: 0.0674, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.2761 [2020-10-19 09:37:38,425][root][INFO] - ===> Epoch[5376](26880/5): Loss -0.8353, Sem 0.0190, dir -0.9871, norm 0.1328, swav 0.0000 LR: 5.858e-02 Score 99.360 Data time: 0.0861, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.8005 [2020-10-19 09:37:40,704][root][INFO] - ===> Epoch[5377](26881/5): Loss -0.8211, Sem 0.0180, dir -0.9863, norm 0.1472, swav 0.0000 LR: 5.858e-02 Score 99.400 Data time: 0.0706, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.1709 [2020-10-19 09:37:42,762][root][INFO] - ===> Epoch[5377](26882/5): Loss -0.8323, Sem 0.0186, dir -0.9867, norm 0.1358, swav 0.0000 LR: 5.858e-02 Score 99.367 Data time: 0.0913, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.9212 [2020-10-19 09:37:45,012][root][INFO] - ===> Epoch[5377](26883/5): Loss -0.8116, Sem 0.0202, dir -0.9865, norm 0.1548, swav 0.0000 LR: 5.858e-02 Score 99.336 Data time: 0.0688, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.1242 [2020-10-19 09:37:46,936][root][INFO] - ===> Epoch[5377](26884/5): Loss -0.8404, Sem 0.0182, dir -0.9872, norm 0.1287, swav 0.0000 LR: 5.857e-02 Score 99.403 Data time: 0.0826, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.8153 [2020-10-19 09:37:48,909][root][INFO] - ===> Epoch[5377](26885/5): Loss -0.8135, Sem 0.0174, dir -0.9867, norm 0.1559, swav 0.0000 LR: 5.857e-02 Score 99.422 Data time: 0.0600, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.8809 [2020-10-19 09:37:51,280][root][INFO] - ===> Epoch[5378](26886/5): Loss -0.8364, Sem 0.0170, dir -0.9865, norm 0.1332, swav 0.0000 LR: 5.857e-02 Score 99.426 Data time: 0.0720, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.2819 [2020-10-19 09:37:53,337][root][INFO] - ===> Epoch[5378](26887/5): Loss -0.8176, Sem 0.0184, dir -0.9853, norm 0.1493, swav 0.0000 LR: 5.857e-02 Score 99.403 Data time: 0.0657, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.9495 [2020-10-19 09:37:55,555][root][INFO] - ===> Epoch[5378](26888/5): Loss -0.8153, Sem 0.0213, dir -0.9864, norm 0.1498, swav 0.0000 LR: 5.857e-02 Score 99.291 Data time: 0.0753, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.1143 [2020-10-19 09:37:57,472][root][INFO] - ===> Epoch[5378](26889/5): Loss -0.8252, Sem 0.0169, dir -0.9879, norm 0.1459, swav 0.0000 LR: 5.857e-02 Score 99.429 Data time: 0.0707, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.7874 [2020-10-19 09:37:59,385][root][INFO] - ===> Epoch[5378](26890/5): Loss -0.8304, Sem 0.0178, dir -0.9873, norm 0.1391, swav 0.0000 LR: 5.856e-02 Score 99.412 Data time: 0.0718, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.8099 [2020-10-19 09:38:01,437][root][INFO] - ===> Epoch[5379](26891/5): Loss -0.8379, Sem 0.0177, dir -0.9879, norm 0.1324, swav 0.0000 LR: 5.856e-02 Score 99.410 Data time: 0.0849, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 1.9473 [2020-10-19 09:38:03,763][root][INFO] - ===> Epoch[5379](26892/5): Loss -0.8209, Sem 0.0207, dir -0.9858, norm 0.1441, swav 0.0000 LR: 5.856e-02 Score 99.300 Data time: 0.0960, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.2064 [2020-10-19 09:38:05,740][root][INFO] - ===> Epoch[5379](26893/5): Loss -0.8332, Sem 0.0172, dir -0.9866, norm 0.1361, swav 0.0000 LR: 5.856e-02 Score 99.418 Data time: 0.2239, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.8524 [2020-10-19 09:38:08,335][root][INFO] - ===> Epoch[5379](26894/5): Loss -0.8289, Sem 0.0175, dir -0.9868, norm 0.1405, swav 0.0000 LR: 5.856e-02 Score 99.404 Data time: 0.1682, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.4892 [2020-10-19 09:38:10,328][root][INFO] - ===> Epoch[5379](26895/5): Loss -0.8177, Sem 0.0188, dir -0.9865, norm 0.1501, swav 0.0000 LR: 5.856e-02 Score 99.368 Data time: 0.0871, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.9017 [2020-10-19 09:38:12,435][root][INFO] - ===> Epoch[5380](26896/5): Loss -0.8274, Sem 0.0179, dir -0.9871, norm 0.1419, swav 0.0000 LR: 5.855e-02 Score 99.418 Data time: 0.1136, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.0063 [2020-10-19 09:38:14,699][root][INFO] - ===> Epoch[5380](26897/5): Loss -0.8228, Sem 0.0194, dir -0.9854, norm 0.1431, swav 0.0000 LR: 5.855e-02 Score 99.353 Data time: 0.2629, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.1505 [2020-10-19 09:38:17,172][root][INFO] - ===> Epoch[5380](26898/5): Loss -0.8257, Sem 0.0186, dir -0.9873, norm 0.1430, swav 0.0000 LR: 5.855e-02 Score 99.384 Data time: 0.1079, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.3553 [2020-10-19 09:38:19,105][root][INFO] - ===> Epoch[5380](26899/5): Loss -0.8272, Sem 0.0188, dir -0.9849, norm 0.1389, swav 0.0000 LR: 5.855e-02 Score 99.374 Data time: 0.0789, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.8164 [2020-10-19 09:38:21,185][root][INFO] - ===> Epoch[5380](26900/5): Loss -0.8387, Sem 0.0175, dir -0.9875, norm 0.1314, swav 0.0000 LR: 5.855e-02 Score 99.400 Data time: 0.0753, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.9673 [2020-10-19 09:38:22,234][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 09:38:24,014][root][INFO] - ===> Epoch[5381](26901/5): Loss -0.8228, Sem 0.0193, dir -0.9872, norm 0.1452, swav 0.0000 LR: 5.855e-02 Score 99.364 Data time: 0.0802, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.6094 [2020-10-19 09:38:26,110][root][INFO] - ===> Epoch[5381](26902/5): Loss -0.8451, Sem 0.0171, dir -0.9876, norm 0.1254, swav 0.0000 LR: 5.855e-02 Score 99.440 Data time: 0.1044, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.0019 [2020-10-19 09:38:28,322][root][INFO] - ===> Epoch[5381](26903/5): Loss -0.8407, Sem 0.0159, dir -0.9889, norm 0.1323, swav 0.0000 LR: 5.854e-02 Score 99.457 Data time: 0.1014, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.0663 [2020-10-19 09:38:30,363][root][INFO] - ===> Epoch[5381](26904/5): Loss -0.8262, Sem 0.0195, dir -0.9871, norm 0.1414, swav 0.0000 LR: 5.854e-02 Score 99.344 Data time: 0.0809, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.9256 [2020-10-19 09:38:32,735][root][INFO] - ===> Epoch[5381](26905/5): Loss -0.8262, Sem 0.0165, dir -0.9870, norm 0.1443, swav 0.0000 LR: 5.854e-02 Score 99.449 Data time: 0.0834, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.2711 [2020-10-19 09:38:34,682][root][INFO] - ===> Epoch[5382](26906/5): Loss -0.8398, Sem 0.0164, dir -0.9866, norm 0.1304, swav 0.0000 LR: 5.854e-02 Score 99.435 Data time: 0.0575, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.8316 [2020-10-19 09:38:36,738][root][INFO] - ===> Epoch[5382](26907/5): Loss -0.8350, Sem 0.0179, dir -0.9871, norm 0.1341, swav 0.0000 LR: 5.854e-02 Score 99.387 Data time: 0.0893, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.9654 [2020-10-19 09:38:39,126][root][INFO] - ===> Epoch[5382](26908/5): Loss -0.8279, Sem 0.0191, dir -0.9865, norm 0.1395, swav 0.0000 LR: 5.854e-02 Score 99.356 Data time: 0.0884, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.2497 [2020-10-19 09:38:41,519][root][INFO] - ===> Epoch[5382](26909/5): Loss -0.8324, Sem 0.0167, dir -0.9863, norm 0.1371, swav 0.0000 LR: 5.853e-02 Score 99.445 Data time: 0.0791, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.2663 [2020-10-19 09:38:44,245][root][INFO] - ===> Epoch[5382](26910/5): Loss -0.8344, Sem 0.0178, dir -0.9871, norm 0.1349, swav 0.0000 LR: 5.853e-02 Score 99.400 Data time: 0.0641, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.6039 [2020-10-19 09:38:46,041][root][INFO] - ===> Epoch[5383](26911/5): Loss -0.8429, Sem 0.0170, dir -0.9881, norm 0.1282, swav 0.0000 LR: 5.853e-02 Score 99.424 Data time: 0.0757, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.7141 [2020-10-19 09:38:48,036][root][INFO] - ===> Epoch[5383](26912/5): Loss -0.8450, Sem 0.0183, dir -0.9882, norm 0.1249, swav 0.0000 LR: 5.853e-02 Score 99.388 Data time: 0.0692, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.8895 [2020-10-19 09:38:50,235][root][INFO] - ===> Epoch[5383](26913/5): Loss -0.8231, Sem 0.0162, dir -0.9867, norm 0.1475, swav 0.0000 LR: 5.853e-02 Score 99.472 Data time: 0.0967, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.0957 [2020-10-19 09:38:52,682][root][INFO] - ===> Epoch[5383](26914/5): Loss -0.8354, Sem 0.0173, dir -0.9870, norm 0.1343, swav 0.0000 LR: 5.853e-02 Score 99.419 Data time: 0.0824, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.3238 [2020-10-19 09:38:55,648][root][INFO] - ===> Epoch[5383](26915/5): Loss -0.8341, Sem 0.0178, dir -0.9859, norm 0.1340, swav 0.0000 LR: 5.852e-02 Score 99.398 Data time: 0.0819, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.8696 [2020-10-19 09:38:57,655][root][INFO] - ===> Epoch[5384](26916/5): Loss -0.8459, Sem 0.0184, dir -0.9876, norm 0.1233, swav 0.0000 LR: 5.852e-02 Score 99.360 Data time: 0.0771, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.9083 [2020-10-19 09:38:59,619][root][INFO] - ===> Epoch[5384](26917/5): Loss -0.8532, Sem 0.0179, dir -0.9886, norm 0.1175, swav 0.0000 LR: 5.852e-02 Score 99.425 Data time: 0.0785, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.8667 [2020-10-19 09:39:01,832][root][INFO] - ===> Epoch[5384](26918/5): Loss -0.8380, Sem 0.0167, dir -0.9869, norm 0.1322, swav 0.0000 LR: 5.852e-02 Score 99.441 Data time: 0.0639, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.0997 [2020-10-19 09:39:03,944][root][INFO] - ===> Epoch[5384](26919/5): Loss -0.8340, Sem 0.0161, dir -0.9874, norm 0.1373, swav 0.0000 LR: 5.852e-02 Score 99.463 Data time: 0.0959, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.0234 [2020-10-19 09:39:06,136][root][INFO] - ===> Epoch[5384](26920/5): Loss -0.8318, Sem 0.0198, dir -0.9872, norm 0.1356, swav 0.0000 LR: 5.852e-02 Score 99.329 Data time: 0.0722, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.0888 [2020-10-19 09:39:08,278][root][INFO] - ===> Epoch[5385](26921/5): Loss -0.8349, Sem 0.0168, dir -0.9867, norm 0.1350, swav 0.0000 LR: 5.851e-02 Score 99.443 Data time: 0.0685, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.0338 [2020-10-19 09:39:10,433][root][INFO] - ===> Epoch[5385](26922/5): Loss -0.8390, Sem 0.0188, dir -0.9881, norm 0.1303, swav 0.0000 LR: 5.851e-02 Score 99.351 Data time: 0.0589, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.0677 [2020-10-19 09:39:12,788][root][INFO] - ===> Epoch[5385](26923/5): Loss -0.8363, Sem 0.0171, dir -0.9884, norm 0.1349, swav 0.0000 LR: 5.851e-02 Score 99.438 Data time: 0.1058, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.2634 [2020-10-19 09:39:15,090][root][INFO] - ===> Epoch[5385](26924/5): Loss -0.8351, Sem 0.0167, dir -0.9885, norm 0.1367, swav 0.0000 LR: 5.851e-02 Score 99.425 Data time: 0.0888, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.1661 [2020-10-19 09:39:17,349][root][INFO] - ===> Epoch[5385](26925/5): Loss -0.8403, Sem 0.0155, dir -0.9877, norm 0.1319, swav 0.0000 LR: 5.851e-02 Score 99.487 Data time: 0.0982, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.1667 [2020-10-19 09:39:19,434][root][INFO] - ===> Epoch[5386](26926/5): Loss -0.8194, Sem 0.0184, dir -0.9861, norm 0.1482, swav 0.0000 LR: 5.851e-02 Score 99.386 Data time: 0.0742, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.9644 [2020-10-19 09:39:22,184][root][INFO] - ===> Epoch[5386](26927/5): Loss -0.8377, Sem 0.0174, dir -0.9886, norm 0.1335, swav 0.0000 LR: 5.851e-02 Score 99.402 Data time: 0.0777, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.6735 [2020-10-19 09:39:24,211][root][INFO] - ===> Epoch[5386](26928/5): Loss -0.8388, Sem 0.0187, dir -0.9879, norm 0.1303, swav 0.0000 LR: 5.850e-02 Score 99.391 Data time: 0.0529, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.9191 [2020-10-19 09:39:26,674][root][INFO] - ===> Epoch[5386](26929/5): Loss -0.8287, Sem 0.0172, dir -0.9874, norm 0.1415, swav 0.0000 LR: 5.850e-02 Score 99.430 Data time: 0.0725, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.3977 [2020-10-19 09:39:28,544][root][INFO] - ===> Epoch[5386](26930/5): Loss -0.8492, Sem 0.0187, dir -0.9875, norm 0.1196, swav 0.0000 LR: 5.850e-02 Score 99.365 Data time: 0.0858, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.7669 [2020-10-19 09:39:30,782][root][INFO] - ===> Epoch[5387](26931/5): Loss -0.8231, Sem 0.0194, dir -0.9865, norm 0.1439, swav 0.0000 LR: 5.850e-02 Score 99.353 Data time: 0.0796, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.1473 [2020-10-19 09:39:32,873][root][INFO] - ===> Epoch[5387](26932/5): Loss -0.8320, Sem 0.0174, dir -0.9868, norm 0.1374, swav 0.0000 LR: 5.850e-02 Score 99.412 Data time: 0.0766, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.9684 [2020-10-19 09:39:34,878][root][INFO] - ===> Epoch[5387](26933/5): Loss -0.8349, Sem 0.0188, dir -0.9872, norm 0.1335, swav 0.0000 LR: 5.850e-02 Score 99.374 Data time: 0.0511, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.8809 [2020-10-19 09:39:36,889][root][INFO] - ===> Epoch[5387](26934/5): Loss -0.8359, Sem 0.0179, dir -0.9871, norm 0.1332, swav 0.0000 LR: 5.849e-02 Score 99.396 Data time: 0.0642, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.9228 [2020-10-19 09:39:38,904][root][INFO] - ===> Epoch[5387](26935/5): Loss -0.8384, Sem 0.0184, dir -0.9876, norm 0.1308, swav 0.0000 LR: 5.849e-02 Score 99.386 Data time: 0.1718, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.9308 [2020-10-19 09:39:41,355][root][INFO] - ===> Epoch[5388](26936/5): Loss -0.8224, Sem 0.0181, dir -0.9862, norm 0.1457, swav 0.0000 LR: 5.849e-02 Score 99.386 Data time: 0.0973, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.3342 [2020-10-19 09:39:43,666][root][INFO] - ===> Epoch[5388](26937/5): Loss -0.8224, Sem 0.0177, dir -0.9869, norm 0.1468, swav 0.0000 LR: 5.849e-02 Score 99.400 Data time: 0.0625, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.1850 [2020-10-19 09:39:45,819][root][INFO] - ===> Epoch[5388](26938/5): Loss -0.8389, Sem 0.0170, dir -0.9869, norm 0.1310, swav 0.0000 LR: 5.849e-02 Score 99.413 Data time: 0.0661, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.0470 [2020-10-19 09:39:48,479][root][INFO] - ===> Epoch[5388](26939/5): Loss -0.8383, Sem 0.0182, dir -0.9871, norm 0.1306, swav 0.0000 LR: 5.849e-02 Score 99.423 Data time: 0.0550, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.5415 [2020-10-19 09:39:51,374][root][INFO] - ===> Epoch[5388](26940/5): Loss -0.8252, Sem 0.0206, dir -0.9860, norm 0.1402, swav 0.0000 LR: 5.848e-02 Score 99.326 Data time: 0.0494, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.8052 [2020-10-19 09:39:53,863][root][INFO] - ===> Epoch[5389](26941/5): Loss -0.8269, Sem 0.0186, dir -0.9885, norm 0.1430, swav 0.0000 LR: 5.848e-02 Score 99.389 Data time: 0.0677, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.4228 [2020-10-19 09:39:56,087][root][INFO] - ===> Epoch[5389](26942/5): Loss -0.8245, Sem 0.0199, dir -0.9867, norm 0.1422, swav 0.0000 LR: 5.848e-02 Score 99.342 Data time: 0.0672, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.1270 [2020-10-19 09:39:58,116][root][INFO] - ===> Epoch[5389](26943/5): Loss -0.8309, Sem 0.0187, dir -0.9864, norm 0.1367, swav 0.0000 LR: 5.848e-02 Score 99.368 Data time: 0.0621, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.9436 [2020-10-19 09:40:00,046][root][INFO] - ===> Epoch[5389](26944/5): Loss -0.8347, Sem 0.0171, dir -0.9870, norm 0.1352, swav 0.0000 LR: 5.848e-02 Score 99.414 Data time: 0.0786, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.8344 [2020-10-19 09:40:02,308][root][INFO] - ===> Epoch[5389](26945/5): Loss -0.8231, Sem 0.0223, dir -0.9856, norm 0.1402, swav 0.0000 LR: 5.848e-02 Score 99.284 Data time: 0.0753, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.1652 [2020-10-19 09:40:04,697][root][INFO] - ===> Epoch[5390](26946/5): Loss -0.8371, Sem 0.0182, dir -0.9885, norm 0.1332, swav 0.0000 LR: 5.848e-02 Score 99.396 Data time: 0.0644, Forward time: 0.7768, Backward time: 1.1708, DDP time: 0.0031, Total iter time: 2.2510 [2020-10-19 09:40:06,643][root][INFO] - ===> Epoch[5390](26947/5): Loss -0.8420, Sem 0.0210, dir -0.9884, norm 0.1254, swav 0.0000 LR: 5.847e-02 Score 99.305 Data time: 0.0882, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.8462 [2020-10-19 09:40:08,706][root][INFO] - ===> Epoch[5390](26948/5): Loss -0.8234, Sem 0.0168, dir -0.9884, norm 0.1481, swav 0.0000 LR: 5.847e-02 Score 99.439 Data time: 0.0570, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.9538 [2020-10-19 09:40:11,120][root][INFO] - ===> Epoch[5390](26949/5): Loss -0.7983, Sem 0.0186, dir -0.9854, norm 0.1686, swav 0.0000 LR: 5.847e-02 Score 99.388 Data time: 0.2630, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.3179 [2020-10-19 09:40:13,063][root][INFO] - ===> Epoch[5390](26950/5): Loss -0.8127, Sem 0.0199, dir -0.9870, norm 0.1544, swav 0.0000 LR: 5.847e-02 Score 99.344 Data time: 0.0718, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.8388 [2020-10-19 09:40:15,601][root][INFO] - ===> Epoch[5391](26951/5): Loss -0.8135, Sem 0.0185, dir -0.9864, norm 0.1544, swav 0.0000 LR: 5.847e-02 Score 99.390 Data time: 0.0963, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.4296 [2020-10-19 09:40:17,596][root][INFO] - ===> Epoch[5391](26952/5): Loss -0.8200, Sem 0.0202, dir -0.9863, norm 0.1462, swav 0.0000 LR: 5.847e-02 Score 99.343 Data time: 0.0870, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.8137 [2020-10-19 09:40:19,811][root][INFO] - ===> Epoch[5391](26953/5): Loss -0.8187, Sem 0.0189, dir -0.9863, norm 0.1487, swav 0.0000 LR: 5.846e-02 Score 99.363 Data time: 0.0832, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.1233 [2020-10-19 09:40:22,510][root][INFO] - ===> Epoch[5391](26954/5): Loss -0.8121, Sem 0.0219, dir -0.9853, norm 0.1513, swav 0.0000 LR: 5.846e-02 Score 99.266 Data time: 0.0895, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.5885 [2020-10-19 09:40:24,969][root][INFO] - ===> Epoch[5391](26955/5): Loss -0.8172, Sem 0.0172, dir -0.9877, norm 0.1533, swav 0.0000 LR: 5.846e-02 Score 99.430 Data time: 0.1004, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.3427 [2020-10-19 09:40:27,003][root][INFO] - ===> Epoch[5392](26956/5): Loss -0.8034, Sem 0.0204, dir -0.9858, norm 0.1621, swav 0.0000 LR: 5.846e-02 Score 99.324 Data time: 0.0818, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.9434 [2020-10-19 09:40:28,935][root][INFO] - ===> Epoch[5392](26957/5): Loss -0.8288, Sem 0.0197, dir -0.9867, norm 0.1382, swav 0.0000 LR: 5.846e-02 Score 99.341 Data time: 0.0639, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.8282 [2020-10-19 09:40:30,907][root][INFO] - ===> Epoch[5392](26958/5): Loss -0.8266, Sem 0.0205, dir -0.9862, norm 0.1391, swav 0.0000 LR: 5.846e-02 Score 99.315 Data time: 0.0680, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.8920 [2020-10-19 09:40:33,194][root][INFO] - ===> Epoch[5392](26959/5): Loss -0.8209, Sem 0.0203, dir -0.9867, norm 0.1455, swav 0.0000 LR: 5.845e-02 Score 99.320 Data time: 0.0950, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.1902 [2020-10-19 09:40:35,319][root][INFO] - ===> Epoch[5392](26960/5): Loss -0.8303, Sem 0.0190, dir -0.9883, norm 0.1389, swav 0.0000 LR: 5.845e-02 Score 99.372 Data time: 0.1546, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.0037 [2020-10-19 09:40:37,792][root][INFO] - ===> Epoch[5393](26961/5): Loss -0.8122, Sem 0.0201, dir -0.9849, norm 0.1526, swav 0.0000 LR: 5.845e-02 Score 99.332 Data time: 0.1800, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.3820 [2020-10-19 09:40:39,917][root][INFO] - ===> Epoch[5393](26962/5): Loss -0.8275, Sem 0.0179, dir -0.9865, norm 0.1412, swav 0.0000 LR: 5.845e-02 Score 99.388 Data time: 0.0867, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.0217 [2020-10-19 09:40:42,009][root][INFO] - ===> Epoch[5393](26963/5): Loss -0.8193, Sem 0.0188, dir -0.9867, norm 0.1486, swav 0.0000 LR: 5.845e-02 Score 99.372 Data time: 0.0738, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.9870 [2020-10-19 09:40:43,923][root][INFO] - ===> Epoch[5393](26964/5): Loss -0.8215, Sem 0.0198, dir -0.9867, norm 0.1454, swav 0.0000 LR: 5.845e-02 Score 99.345 Data time: 0.0694, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.8150 [2020-10-19 09:40:45,821][root][INFO] - ===> Epoch[5393](26965/5): Loss -0.8351, Sem 0.0194, dir -0.9867, norm 0.1322, swav 0.0000 LR: 5.844e-02 Score 99.347 Data time: 0.1170, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.8054 [2020-10-19 09:40:48,000][root][INFO] - ===> Epoch[5394](26966/5): Loss -0.8282, Sem 0.0153, dir -0.9871, norm 0.1437, swav 0.0000 LR: 5.844e-02 Score 99.495 Data time: 0.0841, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.0689 [2020-10-19 09:40:50,229][root][INFO] - ===> Epoch[5394](26967/5): Loss -0.8329, Sem 0.0196, dir -0.9864, norm 0.1339, swav 0.0000 LR: 5.844e-02 Score 99.338 Data time: 0.0605, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.1161 [2020-10-19 09:40:52,495][root][INFO] - ===> Epoch[5394](26968/5): Loss -0.8399, Sem 0.0163, dir -0.9880, norm 0.1318, swav 0.0000 LR: 5.844e-02 Score 99.453 Data time: 0.0608, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.1805 [2020-10-19 09:40:55,571][root][INFO] - ===> Epoch[5394](26969/5): Loss -0.8366, Sem 0.0161, dir -0.9877, norm 0.1350, swav 0.0000 LR: 5.844e-02 Score 99.459 Data time: 0.0833, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.9787 [2020-10-19 09:40:57,593][root][INFO] - ===> Epoch[5394](26970/5): Loss -0.8193, Sem 0.0197, dir -0.9859, norm 0.1469, swav 0.0000 LR: 5.844e-02 Score 99.329 Data time: 0.0827, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.8976 [2020-10-19 09:40:59,683][root][INFO] - ===> Epoch[5395](26971/5): Loss -0.8411, Sem 0.0163, dir -0.9873, norm 0.1299, swav 0.0000 LR: 5.844e-02 Score 99.450 Data time: 0.0818, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.9690 [2020-10-19 09:41:01,588][root][INFO] - ===> Epoch[5395](26972/5): Loss -0.8306, Sem 0.0177, dir -0.9873, norm 0.1389, swav 0.0000 LR: 5.843e-02 Score 99.408 Data time: 0.0693, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.8033 [2020-10-19 09:41:04,027][root][INFO] - ===> Epoch[5395](26973/5): Loss -0.8375, Sem 0.0172, dir -0.9877, norm 0.1330, swav 0.0000 LR: 5.843e-02 Score 99.405 Data time: 0.1226, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.3190 [2020-10-19 09:41:06,686][root][INFO] - ===> Epoch[5395](26974/5): Loss -0.8255, Sem 0.0186, dir -0.9853, norm 0.1411, swav 0.0000 LR: 5.843e-02 Score 99.382 Data time: 0.1109, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.5374 [2020-10-19 09:41:08,686][root][INFO] - ===> Epoch[5395](26975/5): Loss -0.8417, Sem 0.0179, dir -0.9879, norm 0.1283, swav 0.0000 LR: 5.843e-02 Score 99.384 Data time: 0.0849, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.8736 [2020-10-19 09:41:10,768][root][INFO] - ===> Epoch[5396](26976/5): Loss -0.8477, Sem 0.0172, dir -0.9874, norm 0.1225, swav 0.0000 LR: 5.843e-02 Score 99.415 Data time: 0.0674, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.9901 [2020-10-19 09:41:13,054][root][INFO] - ===> Epoch[5396](26977/5): Loss -0.8249, Sem 0.0204, dir -0.9870, norm 0.1417, swav 0.0000 LR: 5.843e-02 Score 99.361 Data time: 0.1022, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.1824 [2020-10-19 09:41:15,354][root][INFO] - ===> Epoch[5396](26978/5): Loss -0.8202, Sem 0.0202, dir -0.9866, norm 0.1462, swav 0.0000 LR: 5.842e-02 Score 99.372 Data time: 0.0922, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.2069 [2020-10-19 09:41:17,397][root][INFO] - ===> Epoch[5396](26979/5): Loss -0.8417, Sem 0.0199, dir -0.9873, norm 0.1257, swav 0.0000 LR: 5.842e-02 Score 99.315 Data time: 0.1035, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.9237 [2020-10-19 09:41:19,188][root][INFO] - ===> Epoch[5396](26980/5): Loss -0.8512, Sem 0.0186, dir -0.9885, norm 0.1186, swav 0.0000 LR: 5.842e-02 Score 99.370 Data time: 0.0794, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.6942 [2020-10-19 09:41:21,275][root][INFO] - ===> Epoch[5397](26981/5): Loss -0.8328, Sem 0.0183, dir -0.9874, norm 0.1362, swav 0.0000 LR: 5.842e-02 Score 99.387 Data time: 0.0991, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.9844 [2020-10-19 09:41:23,683][root][INFO] - ===> Epoch[5397](26982/5): Loss -0.8238, Sem 0.0183, dir -0.9870, norm 0.1449, swav 0.0000 LR: 5.842e-02 Score 99.390 Data time: 0.0884, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.3134 [2020-10-19 09:41:25,805][root][INFO] - ===> Epoch[5397](26983/5): Loss -0.8227, Sem 0.0215, dir -0.9865, norm 0.1423, swav 0.0000 LR: 5.842e-02 Score 99.283 Data time: 0.0647, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.0019 [2020-10-19 09:41:28,241][root][INFO] - ===> Epoch[5397](26984/5): Loss -0.8307, Sem 0.0180, dir -0.9860, norm 0.1372, swav 0.0000 LR: 5.841e-02 Score 99.403 Data time: 0.0845, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.3544 [2020-10-19 09:41:30,739][root][INFO] - ===> Epoch[5397](26985/5): Loss -0.8269, Sem 0.0191, dir -0.9867, norm 0.1408, swav 0.0000 LR: 5.841e-02 Score 99.364 Data time: 0.3391, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.4007 [2020-10-19 09:41:32,677][root][INFO] - ===> Epoch[5398](26986/5): Loss -0.8294, Sem 0.0186, dir -0.9861, norm 0.1381, swav 0.0000 LR: 5.841e-02 Score 99.378 Data time: 0.0878, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.8196 [2020-10-19 09:41:34,585][root][INFO] - ===> Epoch[5398](26987/5): Loss -0.8454, Sem 0.0168, dir -0.9882, norm 0.1259, swav 0.0000 LR: 5.841e-02 Score 99.426 Data time: 0.0760, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.8237 [2020-10-19 09:41:36,805][root][INFO] - ===> Epoch[5398](26988/5): Loss -0.8319, Sem 0.0202, dir -0.9869, norm 0.1348, swav 0.0000 LR: 5.841e-02 Score 99.352 Data time: 0.1113, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.1011 [2020-10-19 09:41:39,019][root][INFO] - ===> Epoch[5398](26989/5): Loss -0.8387, Sem 0.0178, dir -0.9873, norm 0.1308, swav 0.0000 LR: 5.841e-02 Score 99.394 Data time: 0.0936, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.1097 [2020-10-19 09:41:41,335][root][INFO] - ===> Epoch[5398](26990/5): Loss -0.8395, Sem 0.0165, dir -0.9874, norm 0.1314, swav 0.0000 LR: 5.841e-02 Score 99.448 Data time: 0.0753, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.2064 [2020-10-19 09:41:43,522][root][INFO] - ===> Epoch[5399](26991/5): Loss -0.8386, Sem 0.0183, dir -0.9883, norm 0.1314, swav 0.0000 LR: 5.840e-02 Score 99.389 Data time: 0.1000, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0986 [2020-10-19 09:41:45,660][root][INFO] - ===> Epoch[5399](26992/5): Loss -0.8249, Sem 0.0197, dir -0.9868, norm 0.1421, swav 0.0000 LR: 5.840e-02 Score 99.351 Data time: 0.0977, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0271 [2020-10-19 09:41:48,010][root][INFO] - ===> Epoch[5399](26993/5): Loss -0.8439, Sem 0.0185, dir -0.9882, norm 0.1257, swav 0.0000 LR: 5.840e-02 Score 99.380 Data time: 0.1237, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.2398 [2020-10-19 09:41:50,564][root][INFO] - ===> Epoch[5399](26994/5): Loss -0.8240, Sem 0.0187, dir -0.9859, norm 0.1432, swav 0.0000 LR: 5.840e-02 Score 99.386 Data time: 0.0915, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.4702 [2020-10-19 09:41:52,862][root][INFO] - ===> Epoch[5399](26995/5): Loss -0.8373, Sem 0.0162, dir -0.9871, norm 0.1336, swav 0.0000 LR: 5.840e-02 Score 99.448 Data time: 0.0841, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.1974 [2020-10-19 09:41:55,026][root][INFO] - ===> Epoch[5400](26996/5): Loss -0.8218, Sem 0.0194, dir -0.9873, norm 0.1461, swav 0.0000 LR: 5.840e-02 Score 99.378 Data time: 0.0774, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.0637 [2020-10-19 09:41:57,269][root][INFO] - ===> Epoch[5400](26997/5): Loss -0.8437, Sem 0.0187, dir -0.9879, norm 0.1255, swav 0.0000 LR: 5.839e-02 Score 99.368 Data time: 0.0666, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.1485 [2020-10-19 09:41:59,267][root][INFO] - ===> Epoch[5400](26998/5): Loss -0.8230, Sem 0.0188, dir -0.9865, norm 0.1447, swav 0.0000 LR: 5.839e-02 Score 99.372 Data time: 0.0641, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 1.9188 [2020-10-19 09:42:01,208][root][INFO] - ===> Epoch[5400](26999/5): Loss -0.8349, Sem 0.0175, dir -0.9873, norm 0.1349, swav 0.0000 LR: 5.839e-02 Score 99.422 Data time: 0.0788, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.8704 [2020-10-19 09:42:03,474][root][INFO] - ===> Epoch[5400](27000/5): Loss -0.8202, Sem 0.0201, dir -0.9865, norm 0.1462, swav 0.0000 LR: 5.839e-02 Score 99.327 Data time: 0.0744, Forward time: 0.7768, Backward time: 1.1707, DDP time: 0.0031, Total iter time: 2.1763 [2020-10-19 09:42:04,672][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 09:42:04,852][root][INFO] - ===> Start testing [2020-10-19 09:42:44,292][root][INFO] - 68/68: Data time: 0.8692, Iter time: 0.4177 Loss 0.192 (AVG: 0.574) Score 95.405 (AVG: 90.206) mIOU 69.455 mAP 84.772 mAcc 77.154 IOU: 62.142 0.712 79.933 74.210 93.935 91.648 28.124 81.318 97.241 68.943 81.882 84.595 58.227 mAP: 81.060 23.132 97.079 87.193 98.795 98.464 52.321 96.252 99.691 90.765 93.140 94.090 90.050 mAcc: 78.164 5.743 90.236 81.853 95.599 97.310 30.265 93.004 97.980 84.649 90.575 96.371 61.251 [2020-10-19 09:42:44,294][root][INFO] - Finished test. Elapsed time: 39.4396 [2020-10-19 09:42:47,737][root][INFO] - [2020-10-19 09:42:47,737][root][INFO] - ################################################################ [2020-10-19 09:42:47,737][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 09:42:47,737][root][INFO] - ################################################################ [2020-10-19 09:42:47,737][root][INFO] - clutter : nan nan nan [2020-10-19 09:42:47,737][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 09:42:47,737][root][INFO] - board : 0.830 0.946 0.946 [2020-10-19 09:42:47,737][root][INFO] - bookcase : 0.250 0.364 0.539 [2020-10-19 09:42:47,737][root][INFO] - ceiling : 0.376 0.431 0.486 [2020-10-19 09:42:47,737][root][INFO] - chair : 0.815 0.912 0.924 [2020-10-19 09:42:47,737][root][INFO] - column : 0.173 0.230 0.336 [2020-10-19 09:42:47,737][root][INFO] - door : 0.744 0.895 0.930 [2020-10-19 09:42:47,737][root][INFO] - floor : 0.822 0.849 0.893 [2020-10-19 09:42:47,737][root][INFO] - sofa : 0.482 0.798 0.798 [2020-10-19 09:42:47,737][root][INFO] - table : 0.150 0.327 0.651 [2020-10-19 09:42:47,737][root][INFO] - wall : 0.527 0.753 0.830 [2020-10-19 09:42:47,738][root][INFO] - window : 0.481 0.685 0.738 [2020-10-19 09:42:47,738][root][INFO] - ---------------------------------------------------------------- [2020-10-19 09:42:47,738][root][INFO] - average : 0.471 0.599 0.673 [2020-10-19 09:42:47,738][root][INFO] - [2020-10-19 09:42:47,907][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 09:42:47,909][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 09:42:49,646][root][INFO] - ===> Epoch[5401](27001/5): Loss -0.8341, Sem 0.0187, dir -0.9874, norm 0.1346, swav 0.0000 LR: 5.839e-02 Score 99.360 Data time: 0.0654, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.7314 [2020-10-19 09:42:51,935][root][INFO] - ===> Epoch[5401](27002/5): Loss -0.8276, Sem 0.0182, dir -0.9876, norm 0.1418, swav 0.0000 LR: 5.839e-02 Score 99.383 Data time: 0.1255, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.1880 [2020-10-19 09:42:54,070][root][INFO] - ===> Epoch[5401](27003/5): Loss -0.8334, Sem 0.0181, dir -0.9866, norm 0.1351, swav 0.0000 LR: 5.838e-02 Score 99.394 Data time: 0.0911, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0564 [2020-10-19 09:42:56,130][root][INFO] - ===> Epoch[5401](27004/5): Loss -0.8349, Sem 0.0185, dir -0.9868, norm 0.1334, swav 0.0000 LR: 5.838e-02 Score 99.381 Data time: 0.0832, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.9589 [2020-10-19 09:42:58,258][root][INFO] - ===> Epoch[5401](27005/5): Loss -0.8323, Sem 0.0196, dir -0.9867, norm 0.1348, swav 0.0000 LR: 5.838e-02 Score 99.337 Data time: 0.0798, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0644 [2020-10-19 09:43:00,192][root][INFO] - ===> Epoch[5402](27006/5): Loss -0.8376, Sem 0.0199, dir -0.9872, norm 0.1296, swav 0.0000 LR: 5.838e-02 Score 99.358 Data time: 0.0651, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.8469 [2020-10-19 09:43:02,053][root][INFO] - ===> Epoch[5402](27007/5): Loss -0.8374, Sem 0.0158, dir -0.9873, norm 0.1340, swav 0.0000 LR: 5.838e-02 Score 99.461 Data time: 0.0675, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.7914 [2020-10-19 09:43:04,243][root][INFO] - ===> Epoch[5402](27008/5): Loss -0.8426, Sem 0.0176, dir -0.9876, norm 0.1273, swav 0.0000 LR: 5.838e-02 Score 99.405 Data time: 0.0878, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0932 [2020-10-19 09:43:06,126][root][INFO] - ===> Epoch[5402](27009/5): Loss -0.8387, Sem 0.0174, dir -0.9882, norm 0.1321, swav 0.0000 LR: 5.837e-02 Score 99.425 Data time: 0.0580, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.7461 [2020-10-19 09:43:08,434][root][INFO] - ===> Epoch[5402](27010/5): Loss -0.8260, Sem 0.0205, dir -0.9855, norm 0.1389, swav 0.0000 LR: 5.837e-02 Score 99.309 Data time: 0.1893, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.2172 [2020-10-19 09:43:10,868][root][INFO] - ===> Epoch[5403](27011/5): Loss -0.8331, Sem 0.0179, dir -0.9873, norm 0.1363, swav 0.0000 LR: 5.837e-02 Score 99.406 Data time: 0.1310, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.3195 [2020-10-19 09:43:12,717][root][INFO] - ===> Epoch[5403](27012/5): Loss -0.8545, Sem 0.0155, dir -0.9888, norm 0.1188, swav 0.0000 LR: 5.837e-02 Score 99.468 Data time: 0.0811, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.7248 [2020-10-19 09:43:14,568][root][INFO] - ===> Epoch[5403](27013/5): Loss -0.8386, Sem 0.0171, dir -0.9863, norm 0.1306, swav 0.0000 LR: 5.837e-02 Score 99.423 Data time: 0.0707, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.7427 [2020-10-19 09:43:17,019][root][INFO] - ===> Epoch[5403](27014/5): Loss -0.8222, Sem 0.0178, dir -0.9869, norm 0.1470, swav 0.0000 LR: 5.837e-02 Score 99.403 Data time: 0.0667, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.3695 [2020-10-19 09:43:19,191][root][INFO] - ===> Epoch[5403](27015/5): Loss -0.8435, Sem 0.0182, dir -0.9873, norm 0.1256, swav 0.0000 LR: 5.837e-02 Score 99.376 Data time: 0.0874, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0662 [2020-10-19 09:43:21,452][root][INFO] - ===> Epoch[5404](27016/5): Loss -0.8416, Sem 0.0164, dir -0.9877, norm 0.1297, swav 0.0000 LR: 5.836e-02 Score 99.439 Data time: 0.0723, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.1616 [2020-10-19 09:43:23,824][root][INFO] - ===> Epoch[5404](27017/5): Loss -0.8398, Sem 0.0154, dir -0.9879, norm 0.1326, swav 0.0000 LR: 5.836e-02 Score 99.478 Data time: 0.0793, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.2816 [2020-10-19 09:43:26,702][root][INFO] - ===> Epoch[5404](27018/5): Loss -0.8238, Sem 0.0187, dir -0.9868, norm 0.1443, swav 0.0000 LR: 5.836e-02 Score 99.374 Data time: 0.0657, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.7804 [2020-10-19 09:43:28,461][root][INFO] - ===> Epoch[5404](27019/5): Loss -0.8423, Sem 0.0170, dir -0.9883, norm 0.1290, swav 0.0000 LR: 5.836e-02 Score 99.439 Data time: 0.0732, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.6574 [2020-10-19 09:43:30,367][root][INFO] - ===> Epoch[5404](27020/5): Loss -0.8054, Sem 0.0208, dir -0.9853, norm 0.1590, swav 0.0000 LR: 5.836e-02 Score 99.312 Data time: 0.0882, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.8189 [2020-10-19 09:43:32,723][root][INFO] - ===> Epoch[5405](27021/5): Loss -0.8363, Sem 0.0155, dir -0.9882, norm 0.1364, swav 0.0000 LR: 5.836e-02 Score 99.473 Data time: 0.0670, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.2370 [2020-10-19 09:43:35,106][root][INFO] - ===> Epoch[5405](27022/5): Loss -0.8351, Sem 0.0180, dir -0.9876, norm 0.1345, swav 0.0000 LR: 5.835e-02 Score 99.389 Data time: 0.0907, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.2572 [2020-10-19 09:43:37,045][root][INFO] - ===> Epoch[5405](27023/5): Loss -0.8374, Sem 0.0173, dir -0.9866, norm 0.1319, swav 0.0000 LR: 5.835e-02 Score 99.434 Data time: 0.0916, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.8042 [2020-10-19 09:43:39,731][root][INFO] - ===> Epoch[5405](27024/5): Loss -0.8338, Sem 0.0179, dir -0.9879, norm 0.1363, swav 0.0000 LR: 5.835e-02 Score 99.408 Data time: 0.0777, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.5964 [2020-10-19 09:43:41,927][root][INFO] - ===> Epoch[5405](27025/5): Loss -0.8301, Sem 0.0187, dir -0.9856, norm 0.1368, swav 0.0000 LR: 5.835e-02 Score 99.356 Data time: 0.0551, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0799 [2020-10-19 09:43:44,051][root][INFO] - ===> Epoch[5406](27026/5): Loss -0.8379, Sem 0.0165, dir -0.9874, norm 0.1330, swav 0.0000 LR: 5.835e-02 Score 99.442 Data time: 0.0709, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0394 [2020-10-19 09:43:46,160][root][INFO] - ===> Epoch[5406](27027/5): Loss -0.8273, Sem 0.0155, dir -0.9879, norm 0.1451, swav 0.0000 LR: 5.835e-02 Score 99.486 Data time: 0.0645, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0243 [2020-10-19 09:43:48,831][root][INFO] - ===> Epoch[5406](27028/5): Loss -0.8384, Sem 0.0169, dir -0.9882, norm 0.1330, swav 0.0000 LR: 5.834e-02 Score 99.428 Data time: 0.2034, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.5839 [2020-10-19 09:43:51,051][root][INFO] - ===> Epoch[5406](27029/5): Loss -0.8465, Sem 0.0175, dir -0.9870, norm 0.1230, swav 0.0000 LR: 5.834e-02 Score 99.397 Data time: 0.0838, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.1129 [2020-10-19 09:43:53,021][root][INFO] - ===> Epoch[5406](27030/5): Loss -0.8462, Sem 0.0168, dir -0.9886, norm 0.1256, swav 0.0000 LR: 5.834e-02 Score 99.425 Data time: 0.0878, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.8791 [2020-10-19 09:43:55,273][root][INFO] - ===> Epoch[5407](27031/5): Loss -0.8283, Sem 0.0184, dir -0.9865, norm 0.1398, swav 0.0000 LR: 5.834e-02 Score 99.405 Data time: 0.0647, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.1520 [2020-10-19 09:43:57,118][root][INFO] - ===> Epoch[5407](27032/5): Loss -0.8305, Sem 0.0196, dir -0.9875, norm 0.1374, swav 0.0000 LR: 5.834e-02 Score 99.332 Data time: 0.0602, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.7527 [2020-10-19 09:43:59,374][root][INFO] - ===> Epoch[5407](27033/5): Loss -0.8385, Sem 0.0185, dir -0.9863, norm 0.1294, swav 0.0000 LR: 5.834e-02 Score 99.403 Data time: 0.0767, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.1658 [2020-10-19 09:44:02,018][root][INFO] - ===> Epoch[5407](27034/5): Loss -0.8275, Sem 0.0165, dir -0.9875, norm 0.1435, swav 0.0000 LR: 5.833e-02 Score 99.445 Data time: 0.0783, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.5361 [2020-10-19 09:44:04,444][root][INFO] - ===> Epoch[5407](27035/5): Loss -0.8159, Sem 0.0178, dir -0.9867, norm 0.1531, swav 0.0000 LR: 5.833e-02 Score 99.406 Data time: 0.0698, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.2915 [2020-10-19 09:44:06,635][root][INFO] - ===> Epoch[5408](27036/5): Loss -0.8444, Sem 0.0171, dir -0.9874, norm 0.1259, swav 0.0000 LR: 5.833e-02 Score 99.414 Data time: 0.1011, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0852 [2020-10-19 09:44:08,753][root][INFO] - ===> Epoch[5408](27037/5): Loss -0.8294, Sem 0.0202, dir -0.9866, norm 0.1369, swav 0.0000 LR: 5.833e-02 Score 99.323 Data time: 0.0925, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0203 [2020-10-19 09:44:10,787][root][INFO] - ===> Epoch[5408](27038/5): Loss -0.8244, Sem 0.0169, dir -0.9867, norm 0.1455, swav 0.0000 LR: 5.833e-02 Score 99.431 Data time: 0.0573, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.9313 [2020-10-19 09:44:12,971][root][INFO] - ===> Epoch[5408](27039/5): Loss -0.8320, Sem 0.0184, dir -0.9864, norm 0.1360, swav 0.0000 LR: 5.833e-02 Score 99.391 Data time: 0.0643, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0868 [2020-10-19 09:44:15,134][root][INFO] - ===> Epoch[5408](27040/5): Loss -0.8254, Sem 0.0163, dir -0.9880, norm 0.1463, swav 0.0000 LR: 5.833e-02 Score 99.466 Data time: 0.0669, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0822 [2020-10-19 09:44:17,073][root][INFO] - ===> Epoch[5409](27041/5): Loss -0.8385, Sem 0.0180, dir -0.9881, norm 0.1316, swav 0.0000 LR: 5.832e-02 Score 99.391 Data time: 0.1331, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.8338 [2020-10-19 09:44:19,277][root][INFO] - ===> Epoch[5409](27042/5): Loss -0.8178, Sem 0.0168, dir -0.9874, norm 0.1527, swav 0.0000 LR: 5.832e-02 Score 99.444 Data time: 0.1328, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.1002 [2020-10-19 09:44:21,435][root][INFO] - ===> Epoch[5409](27043/5): Loss -0.8177, Sem 0.0177, dir -0.9868, norm 0.1513, swav 0.0000 LR: 5.832e-02 Score 99.405 Data time: 0.0789, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0496 [2020-10-19 09:44:23,676][root][INFO] - ===> Epoch[5409](27044/5): Loss -0.8299, Sem 0.0173, dir -0.9871, norm 0.1399, swav 0.0000 LR: 5.832e-02 Score 99.425 Data time: 0.1018, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.1754 [2020-10-19 09:44:25,643][root][INFO] - ===> Epoch[5409](27045/5): Loss -0.8250, Sem 0.0179, dir -0.9864, norm 0.1435, swav 0.0000 LR: 5.832e-02 Score 99.385 Data time: 0.0632, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.8619 [2020-10-19 09:44:28,195][root][INFO] - ===> Epoch[5410](27046/5): Loss -0.8352, Sem 0.0172, dir -0.9877, norm 0.1353, swav 0.0000 LR: 5.832e-02 Score 99.418 Data time: 0.0901, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.4491 [2020-10-19 09:44:30,513][root][INFO] - ===> Epoch[5410](27047/5): Loss -0.8267, Sem 0.0154, dir -0.9873, norm 0.1452, swav 0.0000 LR: 5.831e-02 Score 99.479 Data time: 0.1046, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.2321 [2020-10-19 09:44:33,016][root][INFO] - ===> Epoch[5410](27048/5): Loss -0.8178, Sem 0.0170, dir -0.9871, norm 0.1523, swav 0.0000 LR: 5.831e-02 Score 99.422 Data time: 0.0632, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.3833 [2020-10-19 09:44:35,113][root][INFO] - ===> Epoch[5410](27049/5): Loss -0.8306, Sem 0.0195, dir -0.9865, norm 0.1364, swav 0.0000 LR: 5.831e-02 Score 99.334 Data time: 0.0622, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0008 [2020-10-19 09:44:37,107][root][INFO] - ===> Epoch[5410](27050/5): Loss -0.8172, Sem 0.0178, dir -0.9863, norm 0.1513, swav 0.0000 LR: 5.831e-02 Score 99.398 Data time: 0.0708, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.9311 [2020-10-19 09:44:39,626][root][INFO] - ===> Epoch[5411](27051/5): Loss -0.8253, Sem 0.0190, dir -0.9863, norm 0.1421, swav 0.0000 LR: 5.831e-02 Score 99.389 Data time: 0.2788, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.4081 [2020-10-19 09:44:41,653][root][INFO] - ===> Epoch[5411](27052/5): Loss -0.8340, Sem 0.0167, dir -0.9866, norm 0.1360, swav 0.0000 LR: 5.831e-02 Score 99.431 Data time: 0.0932, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.9260 [2020-10-19 09:44:43,796][root][INFO] - ===> Epoch[5411](27053/5): Loss -0.8265, Sem 0.0208, dir -0.9867, norm 0.1393, swav 0.0000 LR: 5.830e-02 Score 99.315 Data time: 0.0798, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0098 [2020-10-19 09:44:46,631][root][INFO] - ===> Epoch[5411](27054/5): Loss -0.8351, Sem 0.0176, dir -0.9880, norm 0.1352, swav 0.0000 LR: 5.830e-02 Score 99.415 Data time: 0.0682, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.7369 [2020-10-19 09:44:48,551][root][INFO] - ===> Epoch[5411](27055/5): Loss -0.8428, Sem 0.0152, dir -0.9875, norm 0.1295, swav 0.0000 LR: 5.830e-02 Score 99.482 Data time: 0.0809, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.8119 [2020-10-19 09:44:50,796][root][INFO] - ===> Epoch[5412](27056/5): Loss -0.8181, Sem 0.0209, dir -0.9866, norm 0.1475, swav 0.0000 LR: 5.830e-02 Score 99.308 Data time: 0.0732, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.1420 [2020-10-19 09:44:53,224][root][INFO] - ===> Epoch[5412](27057/5): Loss -0.8219, Sem 0.0178, dir -0.9859, norm 0.1462, swav 0.0000 LR: 5.830e-02 Score 99.394 Data time: 0.0580, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.3189 [2020-10-19 09:44:55,447][root][INFO] - ===> Epoch[5412](27058/5): Loss -0.8412, Sem 0.0167, dir -0.9883, norm 0.1303, swav 0.0000 LR: 5.830e-02 Score 99.426 Data time: 0.0675, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.1479 [2020-10-19 09:44:57,836][root][INFO] - ===> Epoch[5412](27059/5): Loss -0.8282, Sem 0.0175, dir -0.9868, norm 0.1410, swav 0.0000 LR: 5.830e-02 Score 99.409 Data time: 0.0705, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.2925 [2020-10-19 09:44:59,900][root][INFO] - ===> Epoch[5412](27060/5): Loss -0.8365, Sem 0.0179, dir -0.9880, norm 0.1336, swav 0.0000 LR: 5.829e-02 Score 99.403 Data time: 0.0839, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.9718 [2020-10-19 09:45:02,302][root][INFO] - ===> Epoch[5413](27061/5): Loss -0.8079, Sem 0.0175, dir -0.9864, norm 0.1611, swav 0.0000 LR: 5.829e-02 Score 99.427 Data time: 0.0750, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.2845 [2020-10-19 09:45:04,474][root][INFO] - ===> Epoch[5413](27062/5): Loss -0.8285, Sem 0.0196, dir -0.9865, norm 0.1384, swav 0.0000 LR: 5.829e-02 Score 99.341 Data time: 0.0838, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0486 [2020-10-19 09:45:06,926][root][INFO] - ===> Epoch[5413](27063/5): Loss -0.8052, Sem 0.0184, dir -0.9872, norm 0.1636, swav 0.0000 LR: 5.829e-02 Score 99.377 Data time: 0.1513, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.3431 [2020-10-19 09:45:09,109][root][INFO] - ===> Epoch[5413](27064/5): Loss -0.8312, Sem 0.0180, dir -0.9878, norm 0.1386, swav 0.0000 LR: 5.829e-02 Score 99.386 Data time: 0.0931, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0646 [2020-10-19 09:45:11,801][root][INFO] - ===> Epoch[5413](27065/5): Loss -0.8299, Sem 0.0165, dir -0.9873, norm 0.1408, swav 0.0000 LR: 5.829e-02 Score 99.437 Data time: 0.1182, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.5819 [2020-10-19 09:45:13,745][root][INFO] - ===> Epoch[5414](27066/5): Loss -0.8397, Sem 0.0180, dir -0.9868, norm 0.1291, swav 0.0000 LR: 5.828e-02 Score 99.398 Data time: 0.0884, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.8488 [2020-10-19 09:45:15,598][root][INFO] - ===> Epoch[5414](27067/5): Loss -0.8279, Sem 0.0170, dir -0.9869, norm 0.1420, swav 0.0000 LR: 5.828e-02 Score 99.432 Data time: 0.0909, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.7706 [2020-10-19 09:45:17,965][root][INFO] - ===> Epoch[5414](27068/5): Loss -0.8250, Sem 0.0207, dir -0.9859, norm 0.1403, swav 0.0000 LR: 5.828e-02 Score 99.303 Data time: 0.0772, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.2891 [2020-10-19 09:45:20,051][root][INFO] - ===> Epoch[5414](27069/5): Loss -0.8103, Sem 0.0174, dir -0.9868, norm 0.1591, swav 0.0000 LR: 5.828e-02 Score 99.404 Data time: 0.0798, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.9671 [2020-10-19 09:45:22,024][root][INFO] - ===> Epoch[5414](27070/5): Loss -0.8432, Sem 0.0159, dir -0.9884, norm 0.1294, swav 0.0000 LR: 5.828e-02 Score 99.479 Data time: 0.0835, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.8844 [2020-10-19 09:45:23,933][root][INFO] - ===> Epoch[5415](27071/5): Loss -0.8218, Sem 0.0180, dir -0.9852, norm 0.1454, swav 0.0000 LR: 5.828e-02 Score 99.389 Data time: 0.1894, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.8037 [2020-10-19 09:45:26,271][root][INFO] - ===> Epoch[5415](27072/5): Loss -0.8344, Sem 0.0198, dir -0.9873, norm 0.1331, swav 0.0000 LR: 5.827e-02 Score 99.375 Data time: 0.0949, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.2490 [2020-10-19 09:45:28,404][root][INFO] - ===> Epoch[5415](27073/5): Loss -0.8302, Sem 0.0196, dir -0.9873, norm 0.1375, swav 0.0000 LR: 5.827e-02 Score 99.358 Data time: 0.0743, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0117 [2020-10-19 09:45:30,699][root][INFO] - ===> Epoch[5415](27074/5): Loss -0.8395, Sem 0.0183, dir -0.9864, norm 0.1286, swav 0.0000 LR: 5.827e-02 Score 99.368 Data time: 0.0730, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.2046 [2020-10-19 09:45:33,142][root][INFO] - ===> Epoch[5415](27075/5): Loss -0.8194, Sem 0.0157, dir -0.9852, norm 0.1501, swav 0.0000 LR: 5.827e-02 Score 99.478 Data time: 0.0573, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.3590 [2020-10-19 09:45:35,275][root][INFO] - ===> Epoch[5416](27076/5): Loss -0.8341, Sem 0.0155, dir -0.9888, norm 0.1392, swav 0.0000 LR: 5.827e-02 Score 99.498 Data time: 0.0569, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0607 [2020-10-19 09:45:37,784][root][INFO] - ===> Epoch[5416](27077/5): Loss -0.8407, Sem 0.0150, dir -0.9875, norm 0.1318, swav 0.0000 LR: 5.827e-02 Score 99.494 Data time: 0.1185, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.4073 [2020-10-19 09:45:39,742][root][INFO] - ===> Epoch[5416](27078/5): Loss -0.8367, Sem 0.0194, dir -0.9873, norm 0.1312, swav 0.0000 LR: 5.826e-02 Score 99.358 Data time: 0.0861, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.8489 [2020-10-19 09:45:41,597][root][INFO] - ===> Epoch[5416](27079/5): Loss -0.8146, Sem 0.0196, dir -0.9852, norm 0.1509, swav 0.0000 LR: 5.826e-02 Score 99.328 Data time: 0.0717, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.7699 [2020-10-19 09:45:43,670][root][INFO] - ===> Epoch[5416](27080/5): Loss -0.8402, Sem 0.0184, dir -0.9873, norm 0.1288, swav 0.0000 LR: 5.826e-02 Score 99.371 Data time: 0.0681, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.9767 [2020-10-19 09:45:46,005][root][INFO] - ===> Epoch[5417](27081/5): Loss -0.8232, Sem 0.0185, dir -0.9872, norm 0.1456, swav 0.0000 LR: 5.826e-02 Score 99.387 Data time: 0.0702, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.2714 [2020-10-19 09:45:48,260][root][INFO] - ===> Epoch[5417](27082/5): Loss -0.8335, Sem 0.0172, dir -0.9863, norm 0.1356, swav 0.0000 LR: 5.826e-02 Score 99.423 Data time: 0.0689, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.1419 [2020-10-19 09:45:50,368][root][INFO] - ===> Epoch[5417](27083/5): Loss -0.8320, Sem 0.0188, dir -0.9864, norm 0.1357, swav 0.0000 LR: 5.826e-02 Score 99.373 Data time: 0.0926, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0076 [2020-10-19 09:45:52,197][root][INFO] - ===> Epoch[5417](27084/5): Loss -0.8392, Sem 0.0173, dir -0.9880, norm 0.1315, swav 0.0000 LR: 5.826e-02 Score 99.419 Data time: 0.0767, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.7203 [2020-10-19 09:45:54,627][root][INFO] - ===> Epoch[5417](27085/5): Loss -0.8292, Sem 0.0178, dir -0.9858, norm 0.1389, swav 0.0000 LR: 5.825e-02 Score 99.399 Data time: 0.0876, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.3082 [2020-10-19 09:45:56,865][root][INFO] - ===> Epoch[5418](27086/5): Loss -0.8194, Sem 0.0179, dir -0.9875, norm 0.1503, swav 0.0000 LR: 5.825e-02 Score 99.403 Data time: 0.0798, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.1087 [2020-10-19 09:45:58,861][root][INFO] - ===> Epoch[5418](27087/5): Loss -0.8494, Sem 0.0169, dir -0.9881, norm 0.1218, swav 0.0000 LR: 5.825e-02 Score 99.415 Data time: 0.0832, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.8799 [2020-10-19 09:46:00,754][root][INFO] - ===> Epoch[5418](27088/5): Loss -0.8297, Sem 0.0171, dir -0.9867, norm 0.1399, swav 0.0000 LR: 5.825e-02 Score 99.426 Data time: 0.0537, Forward time: 0.7769, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.7817 [2020-10-19 09:46:02,921][root][INFO] - ===> Epoch[5418](27089/5): Loss -0.8211, Sem 0.0183, dir -0.9861, norm 0.1466, swav 0.0000 LR: 5.825e-02 Score 99.381 Data time: 0.0753, Forward time: 0.7769, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0744 [2020-10-19 09:46:04,772][root][INFO] - ===> Epoch[5418](27090/5): Loss -0.8337, Sem 0.0168, dir -0.9882, norm 0.1377, swav 0.0000 LR: 5.825e-02 Score 99.440 Data time: 0.0806, Forward time: 0.7769, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.7449 [2020-10-19 09:46:06,953][root][INFO] - ===> Epoch[5419](27091/5): Loss -0.8355, Sem 0.0160, dir -0.9878, norm 0.1363, swav 0.0000 LR: 5.824e-02 Score 99.455 Data time: 0.0519, Forward time: 0.7769, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0638 [2020-10-19 09:46:09,152][root][INFO] - ===> Epoch[5419](27092/5): Loss -0.8222, Sem 0.0195, dir -0.9859, norm 0.1442, swav 0.0000 LR: 5.824e-02 Score 99.355 Data time: 0.0901, Forward time: 0.7769, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1116 [2020-10-19 09:46:11,165][root][INFO] - ===> Epoch[5419](27093/5): Loss -0.8267, Sem 0.0166, dir -0.9864, norm 0.1431, swav 0.0000 LR: 5.824e-02 Score 99.425 Data time: 0.0347, Forward time: 0.7769, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8828 [2020-10-19 09:46:13,386][root][INFO] - ===> Epoch[5419](27094/5): Loss -0.8116, Sem 0.0225, dir -0.9862, norm 0.1522, swav 0.0000 LR: 5.824e-02 Score 99.276 Data time: 0.0589, Forward time: 0.7769, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1380 [2020-10-19 09:46:15,935][root][INFO] - ===> Epoch[5419](27095/5): Loss -0.8207, Sem 0.0182, dir -0.9866, norm 0.1477, swav 0.0000 LR: 5.824e-02 Score 99.420 Data time: 0.0621, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.4567 [2020-10-19 09:46:18,110][root][INFO] - ===> Epoch[5420](27096/5): Loss -0.8206, Sem 0.0165, dir -0.9869, norm 0.1498, swav 0.0000 LR: 5.824e-02 Score 99.441 Data time: 0.0876, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0414 [2020-10-19 09:46:20,292][root][INFO] - ===> Epoch[5420](27097/5): Loss -0.8304, Sem 0.0177, dir -0.9879, norm 0.1397, swav 0.0000 LR: 5.823e-02 Score 99.395 Data time: 0.0791, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0515 [2020-10-19 09:46:22,609][root][INFO] - ===> Epoch[5420](27098/5): Loss -0.8202, Sem 0.0187, dir -0.9869, norm 0.1481, swav 0.0000 LR: 5.823e-02 Score 99.398 Data time: 0.0709, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.2051 [2020-10-19 09:46:24,889][root][INFO] - ===> Epoch[5420](27099/5): Loss -0.8292, Sem 0.0170, dir -0.9867, norm 0.1404, swav 0.0000 LR: 5.823e-02 Score 99.451 Data time: 0.0670, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.1697 [2020-10-19 09:46:27,276][root][INFO] - ===> Epoch[5420](27100/5): Loss -0.8155, Sem 0.0188, dir -0.9862, norm 0.1519, swav 0.0000 LR: 5.823e-02 Score 99.369 Data time: 0.0793, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.2790 [2020-10-19 09:46:28,265][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 09:46:30,108][root][INFO] - ===> Epoch[5421](27101/5): Loss -0.8272, Sem 0.0182, dir -0.9877, norm 0.1424, swav 0.0000 LR: 5.823e-02 Score 99.387 Data time: 0.0805, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.6630 [2020-10-19 09:46:32,276][root][INFO] - ===> Epoch[5421](27102/5): Loss -0.8199, Sem 0.0197, dir -0.9852, norm 0.1457, swav 0.0000 LR: 5.823e-02 Score 99.345 Data time: 0.0622, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0484 [2020-10-19 09:46:34,319][root][INFO] - ===> Epoch[5421](27103/5): Loss -0.8333, Sem 0.0190, dir -0.9871, norm 0.1349, swav 0.0000 LR: 5.823e-02 Score 99.355 Data time: 0.1503, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.9781 [2020-10-19 09:46:36,810][root][INFO] - ===> Epoch[5421](27104/5): Loss -0.8216, Sem 0.0156, dir -0.9871, norm 0.1498, swav 0.0000 LR: 5.822e-02 Score 99.490 Data time: 0.1139, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.3860 [2020-10-19 09:46:38,901][root][INFO] - ===> Epoch[5421](27105/5): Loss -0.8200, Sem 0.0168, dir -0.9864, norm 0.1496, swav 0.0000 LR: 5.822e-02 Score 99.438 Data time: 0.0608, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.9595 [2020-10-19 09:46:40,960][root][INFO] - ===> Epoch[5422](27106/5): Loss -0.8383, Sem 0.0181, dir -0.9878, norm 0.1314, swav 0.0000 LR: 5.822e-02 Score 99.404 Data time: 0.0745, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.9709 [2020-10-19 09:46:42,967][root][INFO] - ===> Epoch[5422](27107/5): Loss -0.8207, Sem 0.0175, dir -0.9862, norm 0.1480, swav 0.0000 LR: 5.822e-02 Score 99.410 Data time: 0.0608, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.9031 [2020-10-19 09:46:45,925][root][INFO] - ===> Epoch[5422](27108/5): Loss -0.8264, Sem 0.0205, dir -0.9858, norm 0.1389, swav 0.0000 LR: 5.822e-02 Score 99.333 Data time: 0.0732, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.8457 [2020-10-19 09:46:47,836][root][INFO] - ===> Epoch[5422](27109/5): Loss -0.8303, Sem 0.0177, dir -0.9878, norm 0.1397, swav 0.0000 LR: 5.822e-02 Score 99.411 Data time: 0.0618, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.7793 [2020-10-19 09:46:49,955][root][INFO] - ===> Epoch[5422](27110/5): Loss -0.8301, Sem 0.0177, dir -0.9872, norm 0.1394, swav 0.0000 LR: 5.821e-02 Score 99.397 Data time: 0.0768, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.9976 [2020-10-19 09:46:51,956][root][INFO] - ===> Epoch[5423](27111/5): Loss -0.8269, Sem 0.0162, dir -0.9882, norm 0.1451, swav 0.0000 LR: 5.821e-02 Score 99.444 Data time: 0.0582, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.8956 [2020-10-19 09:46:54,582][root][INFO] - ===> Epoch[5423](27112/5): Loss -0.8186, Sem 0.0195, dir -0.9849, norm 0.1469, swav 0.0000 LR: 5.821e-02 Score 99.369 Data time: 0.1469, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.5198 [2020-10-19 09:46:56,459][root][INFO] - ===> Epoch[5423](27113/5): Loss -0.8354, Sem 0.0196, dir -0.9880, norm 0.1330, swav 0.0000 LR: 5.821e-02 Score 99.330 Data time: 0.0770, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.7620 [2020-10-19 09:46:58,490][root][INFO] - ===> Epoch[5423](27114/5): Loss -0.8114, Sem 0.0194, dir -0.9851, norm 0.1542, swav 0.0000 LR: 5.821e-02 Score 99.336 Data time: 0.0630, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.9328 [2020-10-19 09:47:00,666][root][INFO] - ===> Epoch[5423](27115/5): Loss -0.8358, Sem 0.0181, dir -0.9868, norm 0.1329, swav 0.0000 LR: 5.821e-02 Score 99.399 Data time: 0.0592, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0874 [2020-10-19 09:47:02,812][root][INFO] - ===> Epoch[5424](27116/5): Loss -0.8221, Sem 0.0173, dir -0.9879, norm 0.1484, swav 0.0000 LR: 5.820e-02 Score 99.420 Data time: 0.1921, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0571 [2020-10-19 09:47:04,921][root][INFO] - ===> Epoch[5424](27117/5): Loss -0.8318, Sem 0.0182, dir -0.9867, norm 0.1367, swav 0.0000 LR: 5.820e-02 Score 99.390 Data time: 0.0976, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9917 [2020-10-19 09:47:07,106][root][INFO] - ===> Epoch[5424](27118/5): Loss -0.8007, Sem 0.0189, dir -0.9855, norm 0.1660, swav 0.0000 LR: 5.820e-02 Score 99.378 Data time: 0.1014, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0772 [2020-10-19 09:47:09,267][root][INFO] - ===> Epoch[5424](27119/5): Loss -0.8302, Sem 0.0178, dir -0.9858, norm 0.1378, swav 0.0000 LR: 5.820e-02 Score 99.402 Data time: 0.0614, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0413 [2020-10-19 09:47:11,364][root][INFO] - ===> Epoch[5424](27120/5): Loss -0.8358, Sem 0.0171, dir -0.9881, norm 0.1352, swav 0.0000 LR: 5.820e-02 Score 99.414 Data time: 0.0597, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0094 [2020-10-19 09:47:13,433][root][INFO] - ===> Epoch[5425](27121/5): Loss -0.8242, Sem 0.0186, dir -0.9854, norm 0.1425, swav 0.0000 LR: 5.820e-02 Score 99.361 Data time: 0.0658, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9683 [2020-10-19 09:47:15,948][root][INFO] - ===> Epoch[5425](27122/5): Loss -0.8064, Sem 0.0180, dir -0.9856, norm 0.1612, swav 0.0000 LR: 5.819e-02 Score 99.417 Data time: 0.0847, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.4188 [2020-10-19 09:47:18,198][root][INFO] - ===> Epoch[5425](27123/5): Loss -0.8295, Sem 0.0183, dir -0.9862, norm 0.1385, swav 0.0000 LR: 5.819e-02 Score 99.379 Data time: 0.0745, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1308 [2020-10-19 09:47:20,795][root][INFO] - ===> Epoch[5425](27124/5): Loss -0.8167, Sem 0.0214, dir -0.9844, norm 0.1462, swav 0.0000 LR: 5.819e-02 Score 99.314 Data time: 0.0753, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.4854 [2020-10-19 09:47:22,820][root][INFO] - ===> Epoch[5425](27125/5): Loss -0.8124, Sem 0.0185, dir -0.9830, norm 0.1520, swav 0.0000 LR: 5.819e-02 Score 99.390 Data time: 0.0829, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.9089 [2020-10-19 09:47:24,890][root][INFO] - ===> Epoch[5426](27126/5): Loss -0.8112, Sem 0.0238, dir -0.9845, norm 0.1495, swav 0.0000 LR: 5.819e-02 Score 99.197 Data time: 0.0661, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.9708 [2020-10-19 09:47:26,924][root][INFO] - ===> Epoch[5426](27127/5): Loss -0.8187, Sem 0.0235, dir -0.9851, norm 0.1429, swav 0.0000 LR: 5.819e-02 Score 99.300 Data time: 0.0768, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9379 [2020-10-19 09:47:29,257][root][INFO] - ===> Epoch[5426](27128/5): Loss -0.7919, Sem 0.0286, dir -0.9833, norm 0.1628, swav 0.0000 LR: 5.819e-02 Score 99.149 Data time: 0.1160, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.2422 [2020-10-19 09:47:31,564][root][INFO] - ===> Epoch[5426](27129/5): Loss -0.7827, Sem 0.0329, dir -0.9822, norm 0.1667, swav 0.0000 LR: 5.818e-02 Score 98.966 Data time: 0.1134, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.2020 [2020-10-19 09:47:33,557][root][INFO] - ===> Epoch[5426](27130/5): Loss -0.7721, Sem 0.0364, dir -0.9806, norm 0.1722, swav 0.0000 LR: 5.818e-02 Score 98.907 Data time: 0.0850, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8767 [2020-10-19 09:47:35,565][root][INFO] - ===> Epoch[5427](27131/5): Loss -0.7927, Sem 0.0309, dir -0.9822, norm 0.1586, swav 0.0000 LR: 5.818e-02 Score 99.008 Data time: 0.0695, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8999 [2020-10-19 09:47:37,846][root][INFO] - ===> Epoch[5427](27132/5): Loss -0.7740, Sem 0.0364, dir -0.9808, norm 0.1705, swav 0.0000 LR: 5.818e-02 Score 98.851 Data time: 0.0786, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1760 [2020-10-19 09:47:39,702][root][INFO] - ===> Epoch[5427](27133/5): Loss -0.7563, Sem 0.0441, dir -0.9791, norm 0.1788, swav 0.0000 LR: 5.818e-02 Score 98.551 Data time: 0.0693, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.7618 [2020-10-19 09:47:41,649][root][INFO] - ===> Epoch[5427](27134/5): Loss -0.7926, Sem 0.0393, dir -0.9824, norm 0.1505, swav 0.0000 LR: 5.818e-02 Score 98.751 Data time: 0.1330, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8373 [2020-10-19 09:47:43,702][root][INFO] - ===> Epoch[5427](27135/5): Loss -0.7776, Sem 0.0397, dir -0.9781, norm 0.1608, swav 0.0000 LR: 5.817e-02 Score 98.728 Data time: 0.1173, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9387 [2020-10-19 09:47:46,139][root][INFO] - ===> Epoch[5428](27136/5): Loss -0.7683, Sem 0.0465, dir -0.9826, norm 0.1677, swav 0.0000 LR: 5.817e-02 Score 98.550 Data time: 0.0933, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.3309 [2020-10-19 09:47:48,727][root][INFO] - ===> Epoch[5428](27137/5): Loss -0.7954, Sem 0.0386, dir -0.9830, norm 0.1490, swav 0.0000 LR: 5.817e-02 Score 98.711 Data time: 0.0529, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.4799 [2020-10-19 09:47:50,730][root][INFO] - ===> Epoch[5428](27138/5): Loss -0.7756, Sem 0.0436, dir -0.9817, norm 0.1625, swav 0.0000 LR: 5.817e-02 Score 98.555 Data time: 0.0824, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9248 [2020-10-19 09:47:53,209][root][INFO] - ===> Epoch[5428](27139/5): Loss -0.7897, Sem 0.0297, dir -0.9830, norm 0.1635, swav 0.0000 LR: 5.817e-02 Score 98.998 Data time: 0.0836, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.3756 [2020-10-19 09:47:56,027][root][INFO] - ===> Epoch[5428](27140/5): Loss -0.7599, Sem 0.0461, dir -0.9787, norm 0.1728, swav 0.0000 LR: 5.817e-02 Score 98.557 Data time: 0.0770, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.7045 [2020-10-19 09:47:58,509][root][INFO] - ===> Epoch[5429](27141/5): Loss -0.7595, Sem 0.0406, dir -0.9801, norm 0.1799, swav 0.0000 LR: 5.816e-02 Score 98.683 Data time: 0.1204, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.3687 [2020-10-19 09:48:00,347][root][INFO] - ===> Epoch[5429](27142/5): Loss -0.7957, Sem 0.0311, dir -0.9817, norm 0.1549, swav 0.0000 LR: 5.816e-02 Score 98.992 Data time: 0.0784, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.7193 [2020-10-19 09:48:03,011][root][INFO] - ===> Epoch[5429](27143/5): Loss -0.7744, Sem 0.0354, dir -0.9820, norm 0.1722, swav 0.0000 LR: 5.816e-02 Score 98.901 Data time: 0.0561, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.5751 [2020-10-19 09:48:05,268][root][INFO] - ===> Epoch[5429](27144/5): Loss -0.7786, Sem 0.0399, dir -0.9818, norm 0.1633, swav 0.0000 LR: 5.816e-02 Score 98.846 Data time: 0.0645, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.1718 [2020-10-19 09:48:07,288][root][INFO] - ===> Epoch[5429](27145/5): Loss -0.7827, Sem 0.0359, dir -0.9809, norm 0.1623, swav 0.0000 LR: 5.816e-02 Score 98.845 Data time: 0.0885, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.9331 [2020-10-19 09:48:09,649][root][INFO] - ===> Epoch[5430](27146/5): Loss -0.7686, Sem 0.0375, dir -0.9818, norm 0.1758, swav 0.0000 LR: 5.816e-02 Score 98.792 Data time: 0.1523, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.2568 [2020-10-19 09:48:11,829][root][INFO] - ===> Epoch[5430](27147/5): Loss -0.7914, Sem 0.0310, dir -0.9808, norm 0.1584, swav 0.0000 LR: 5.815e-02 Score 98.975 Data time: 0.0981, Forward time: 0.7769, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0644 [2020-10-19 09:48:14,195][root][INFO] - ===> Epoch[5430](27148/5): Loss -0.7718, Sem 0.0310, dir -0.9818, norm 0.1790, swav 0.0000 LR: 5.815e-02 Score 99.031 Data time: 0.0674, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.2656 [2020-10-19 09:48:16,693][root][INFO] - ===> Epoch[5430](27149/5): Loss -0.7952, Sem 0.0308, dir -0.9822, norm 0.1561, swav 0.0000 LR: 5.815e-02 Score 99.004 Data time: 0.1057, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.4052 [2020-10-19 09:48:18,776][root][INFO] - ===> Epoch[5430](27150/5): Loss -0.7625, Sem 0.0403, dir -0.9805, norm 0.1777, swav 0.0000 LR: 5.815e-02 Score 98.766 Data time: 0.0844, Forward time: 0.7769, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9622 [2020-10-19 09:48:20,655][root][INFO] - ===> Epoch[5431](27151/5): Loss -0.7753, Sem 0.0317, dir -0.9823, norm 0.1753, swav 0.0000 LR: 5.815e-02 Score 98.984 Data time: 0.0754, Forward time: 0.7769, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.7847 [2020-10-19 09:48:22,523][root][INFO] - ===> Epoch[5431](27152/5): Loss -0.7882, Sem 0.0283, dir -0.9806, norm 0.1641, swav 0.0000 LR: 5.815e-02 Score 99.076 Data time: 0.0768, Forward time: 0.7769, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.7811 [2020-10-19 09:48:25,136][root][INFO] - ===> Epoch[5431](27153/5): Loss -0.7754, Sem 0.0305, dir -0.9816, norm 0.1757, swav 0.0000 LR: 5.815e-02 Score 98.999 Data time: 0.0460, Forward time: 0.7769, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.5082 [2020-10-19 09:48:27,491][root][INFO] - ===> Epoch[5431](27154/5): Loss -0.7711, Sem 0.0316, dir -0.9802, norm 0.1775, swav 0.0000 LR: 5.814e-02 Score 99.012 Data time: 0.0903, Forward time: 0.7769, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2890 [2020-10-19 09:48:29,601][root][INFO] - ===> Epoch[5431](27155/5): Loss -0.7874, Sem 0.0306, dir -0.9821, norm 0.1641, swav 0.0000 LR: 5.814e-02 Score 99.016 Data time: 0.0568, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.9869 [2020-10-19 09:48:31,952][root][INFO] - ===> Epoch[5432](27156/5): Loss -0.8030, Sem 0.0300, dir -0.9832, norm 0.1503, swav 0.0000 LR: 5.814e-02 Score 99.000 Data time: 0.0610, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.2723 [2020-10-19 09:48:33,972][root][INFO] - ===> Epoch[5432](27157/5): Loss -0.7829, Sem 0.0313, dir -0.9813, norm 0.1671, swav 0.0000 LR: 5.814e-02 Score 98.969 Data time: 0.0677, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.9311 [2020-10-19 09:48:36,304][root][INFO] - ===> Epoch[5432](27158/5): Loss -0.7878, Sem 0.0275, dir -0.9814, norm 0.1661, swav 0.0000 LR: 5.814e-02 Score 99.070 Data time: 0.1035, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.2107 [2020-10-19 09:48:38,366][root][INFO] - ===> Epoch[5432](27159/5): Loss -0.7887, Sem 0.0287, dir -0.9825, norm 0.1651, swav 0.0000 LR: 5.814e-02 Score 99.053 Data time: 0.0646, Forward time: 0.7769, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9374 [2020-10-19 09:48:41,050][root][INFO] - ===> Epoch[5432](27160/5): Loss -0.7768, Sem 0.0360, dir -0.9807, norm 0.1678, swav 0.0000 LR: 5.813e-02 Score 98.929 Data time: 0.0751, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.5951 [2020-10-19 09:48:42,761][root][INFO] - ===> Epoch[5433](27161/5): Loss -0.8084, Sem 0.0282, dir -0.9838, norm 0.1473, swav 0.0000 LR: 5.813e-02 Score 99.048 Data time: 0.0702, Forward time: 0.7769, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.6233 [2020-10-19 09:48:44,773][root][INFO] - ===> Epoch[5433](27162/5): Loss -0.7877, Sem 0.0314, dir -0.9825, norm 0.1633, swav 0.0000 LR: 5.813e-02 Score 98.973 Data time: 0.0727, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9178 [2020-10-19 09:48:47,795][root][INFO] - ===> Epoch[5433](27163/5): Loss -0.7870, Sem 0.0381, dir -0.9831, norm 0.1580, swav 0.0000 LR: 5.813e-02 Score 98.830 Data time: 0.0772, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.9412 [2020-10-19 09:48:50,207][root][INFO] - ===> Epoch[5433](27164/5): Loss -0.8045, Sem 0.0255, dir -0.9829, norm 0.1529, swav 0.0000 LR: 5.813e-02 Score 99.186 Data time: 0.0688, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.2984 [2020-10-19 09:48:52,270][root][INFO] - ===> Epoch[5433](27165/5): Loss -0.7939, Sem 0.0264, dir -0.9827, norm 0.1624, swav 0.0000 LR: 5.813e-02 Score 99.117 Data time: 0.0645, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.9766 [2020-10-19 09:48:54,423][root][INFO] - ===> Epoch[5434](27166/5): Loss -0.7981, Sem 0.0330, dir -0.9829, norm 0.1517, swav 0.0000 LR: 5.812e-02 Score 98.888 Data time: 0.0578, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0454 [2020-10-19 09:48:57,053][root][INFO] - ===> Epoch[5434](27167/5): Loss -0.7717, Sem 0.0309, dir -0.9820, norm 0.1793, swav 0.0000 LR: 5.812e-02 Score 99.041 Data time: 0.0796, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.5445 [2020-10-19 09:48:58,958][root][INFO] - ===> Epoch[5434](27168/5): Loss -0.8034, Sem 0.0267, dir -0.9854, norm 0.1553, swav 0.0000 LR: 5.812e-02 Score 99.125 Data time: 0.1077, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.7776 [2020-10-19 09:49:00,800][root][INFO] - ===> Epoch[5434](27169/5): Loss -0.8053, Sem 0.0302, dir -0.9825, norm 0.1471, swav 0.0000 LR: 5.812e-02 Score 99.010 Data time: 0.0579, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.7401 [2020-10-19 09:49:03,108][root][INFO] - ===> Epoch[5434](27170/5): Loss -0.7817, Sem 0.0356, dir -0.9823, norm 0.1650, swav 0.0000 LR: 5.812e-02 Score 98.903 Data time: 0.1054, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.1984 [2020-10-19 09:49:05,156][root][INFO] - ===> Epoch[5435](27171/5): Loss -0.7885, Sem 0.0262, dir -0.9819, norm 0.1671, swav 0.0000 LR: 5.812e-02 Score 99.173 Data time: 0.0613, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.9293 [2020-10-19 09:49:07,411][root][INFO] - ===> Epoch[5435](27172/5): Loss -0.8078, Sem 0.0274, dir -0.9845, norm 0.1494, swav 0.0000 LR: 5.812e-02 Score 99.102 Data time: 0.0721, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.1466 [2020-10-19 09:49:09,263][root][INFO] - ===> Epoch[5435](27173/5): Loss -0.7944, Sem 0.0326, dir -0.9833, norm 0.1563, swav 0.0000 LR: 5.811e-02 Score 98.888 Data time: 0.0599, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.7428 [2020-10-19 09:49:11,386][root][INFO] - ===> Epoch[5435](27174/5): Loss -0.7925, Sem 0.0326, dir -0.9815, norm 0.1564, swav 0.0000 LR: 5.811e-02 Score 98.998 Data time: 0.0731, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0387 [2020-10-19 09:49:13,284][root][INFO] - ===> Epoch[5435](27175/5): Loss -0.7934, Sem 0.0319, dir -0.9816, norm 0.1563, swav 0.0000 LR: 5.811e-02 Score 98.934 Data time: 0.0766, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.7946 [2020-10-19 09:49:15,715][root][INFO] - ===> Epoch[5436](27176/5): Loss -0.8083, Sem 0.0263, dir -0.9842, norm 0.1497, swav 0.0000 LR: 5.811e-02 Score 99.128 Data time: 0.0959, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.3254 [2020-10-19 09:49:17,657][root][INFO] - ===> Epoch[5436](27177/5): Loss -0.8058, Sem 0.0286, dir -0.9849, norm 0.1505, swav 0.0000 LR: 5.811e-02 Score 99.137 Data time: 0.0856, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.8427 [2020-10-19 09:49:19,771][root][INFO] - ===> Epoch[5436](27178/5): Loss -0.7970, Sem 0.0322, dir -0.9821, norm 0.1528, swav 0.0000 LR: 5.811e-02 Score 98.948 Data time: 0.0640, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0114 [2020-10-19 09:49:21,889][root][INFO] - ===> Epoch[5436](27179/5): Loss -0.7811, Sem 0.0284, dir -0.9808, norm 0.1714, swav 0.0000 LR: 5.810e-02 Score 99.063 Data time: 0.2246, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0201 [2020-10-19 09:49:24,855][root][INFO] - ===> Epoch[5436](27180/5): Loss -0.7938, Sem 0.0293, dir -0.9848, norm 0.1616, swav 0.0000 LR: 5.810e-02 Score 99.036 Data time: 0.0867, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.8695 [2020-10-19 09:49:26,980][root][INFO] - ===> Epoch[5437](27181/5): Loss -0.8119, Sem 0.0261, dir -0.9851, norm 0.1472, swav 0.0000 LR: 5.810e-02 Score 99.176 Data time: 0.0660, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0280 [2020-10-19 09:49:28,711][root][INFO] - ===> Epoch[5437](27182/5): Loss -0.7999, Sem 0.0271, dir -0.9817, norm 0.1546, swav 0.0000 LR: 5.810e-02 Score 99.110 Data time: 0.0713, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.6610 [2020-10-19 09:49:31,140][root][INFO] - ===> Epoch[5437](27183/5): Loss -0.7847, Sem 0.0336, dir -0.9818, norm 0.1635, swav 0.0000 LR: 5.810e-02 Score 98.935 Data time: 0.0740, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.3147 [2020-10-19 09:49:33,344][root][INFO] - ===> Epoch[5437](27184/5): Loss -0.8087, Sem 0.0260, dir -0.9845, norm 0.1498, swav 0.0000 LR: 5.810e-02 Score 99.126 Data time: 0.0785, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0933 [2020-10-19 09:49:35,479][root][INFO] - ===> Epoch[5437](27185/5): Loss -0.7944, Sem 0.0313, dir -0.9839, norm 0.1582, swav 0.0000 LR: 5.809e-02 Score 99.013 Data time: 0.0932, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0320 [2020-10-19 09:49:37,696][root][INFO] - ===> Epoch[5438](27186/5): Loss -0.7810, Sem 0.0305, dir -0.9834, norm 0.1719, swav 0.0000 LR: 5.809e-02 Score 99.009 Data time: 0.0670, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0988 [2020-10-19 09:49:39,857][root][INFO] - ===> Epoch[5438](27187/5): Loss -0.7879, Sem 0.0259, dir -0.9810, norm 0.1672, swav 0.0000 LR: 5.809e-02 Score 99.153 Data time: 0.0708, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0612 [2020-10-19 09:49:41,839][root][INFO] - ===> Epoch[5438](27188/5): Loss -0.7821, Sem 0.0341, dir -0.9815, norm 0.1653, swav 0.0000 LR: 5.809e-02 Score 98.909 Data time: 0.0411, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.8771 [2020-10-19 09:49:43,990][root][INFO] - ===> Epoch[5438](27189/5): Loss -0.7931, Sem 0.0276, dir -0.9826, norm 0.1619, swav 0.0000 LR: 5.809e-02 Score 99.065 Data time: 0.0792, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.1070 [2020-10-19 09:49:46,200][root][INFO] - ===> Epoch[5438](27190/5): Loss -0.7130, Sem 0.1063, dir -0.9835, norm 0.1642, swav 0.0000 LR: 5.809e-02 Score 97.640 Data time: 0.0616, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.1096 [2020-10-19 09:49:48,201][root][INFO] - ===> Epoch[5439](27191/5): Loss -0.7615, Sem 0.0464, dir -0.9819, norm 0.1740, swav 0.0000 LR: 5.808e-02 Score 98.586 Data time: 0.0640, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.8923 [2020-10-19 09:49:50,012][root][INFO] - ===> Epoch[5439](27192/5): Loss -0.7366, Sem 0.0574, dir -0.9816, norm 0.1877, swav 0.0000 LR: 5.808e-02 Score 98.114 Data time: 0.0632, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.7342 [2020-10-19 09:49:52,364][root][INFO] - ===> Epoch[5439](27193/5): Loss -0.7358, Sem 0.0413, dir -0.9795, norm 0.2024, swav 0.0000 LR: 5.808e-02 Score 98.727 Data time: 0.0579, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.2619 [2020-10-19 09:49:54,368][root][INFO] - ===> Epoch[5439](27194/5): Loss -0.7406, Sem 0.0369, dir -0.9807, norm 0.2032, swav 0.0000 LR: 5.808e-02 Score 98.799 Data time: 0.0851, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.9203 [2020-10-19 09:49:56,426][root][INFO] - ===> Epoch[5439](27195/5): Loss -0.7343, Sem 0.0389, dir -0.9806, norm 0.2075, swav 0.0000 LR: 5.808e-02 Score 98.827 Data time: 0.0769, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.9461 [2020-10-19 09:49:58,552][root][INFO] - ===> Epoch[5440](27196/5): Loss -0.7047, Sem 0.0445, dir -0.9772, norm 0.2279, swav 0.0000 LR: 5.808e-02 Score 98.770 Data time: 0.0949, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0095 [2020-10-19 09:50:00,587][root][INFO] - ===> Epoch[5440](27197/5): Loss -0.7305, Sem 0.0394, dir -0.9787, norm 0.2088, swav 0.0000 LR: 5.808e-02 Score 98.745 Data time: 0.0857, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9268 [2020-10-19 09:50:02,492][root][INFO] - ===> Epoch[5440](27198/5): Loss -0.7370, Sem 0.0390, dir -0.9789, norm 0.2029, swav 0.0000 LR: 5.807e-02 Score 98.796 Data time: 0.0448, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.7823 [2020-10-19 09:50:04,777][root][INFO] - ===> Epoch[5440](27199/5): Loss -0.7069, Sem 0.0484, dir -0.9802, norm 0.2249, swav 0.0000 LR: 5.807e-02 Score 98.605 Data time: 0.0847, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2246 [2020-10-19 09:50:07,092][root][INFO] - ===> Epoch[5440](27200/5): Loss -0.7015, Sem 0.0514, dir -0.9774, norm 0.2245, swav 0.0000 LR: 5.807e-02 Score 98.560 Data time: 0.0746, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2192 [2020-10-19 09:50:08,518][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 09:50:08,682][root][INFO] - ===> Start testing [2020-10-19 09:50:46,037][root][INFO] - 68/68: Data time: 0.0021, Iter time: 0.1086 Loss 0.645 (AVG: 0.676) Score 86.170 (AVG: 88.484) mIOU 65.505 mAP 81.527 mAcc 74.249 IOU: 57.597 0.056 76.647 70.478 91.372 85.144 16.358 72.478 96.397 72.009 74.755 84.032 54.238 mAP: 79.433 7.516 95.495 85.310 98.170 97.289 44.146 92.849 99.505 90.306 91.205 93.483 85.139 mAcc: 72.955 0.273 88.490 79.711 93.183 96.039 19.081 87.686 99.408 81.067 93.406 95.174 58.758 [2020-10-19 09:50:46,045][root][INFO] - Finished test. Elapsed time: 37.3549 [2020-10-19 09:50:49,245][root][INFO] - [2020-10-19 09:50:49,245][root][INFO] - ################################################################ [2020-10-19 09:50:49,245][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 09:50:49,245][root][INFO] - ################################################################ [2020-10-19 09:50:49,245][root][INFO] - clutter : nan nan nan [2020-10-19 09:50:49,245][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 09:50:49,245][root][INFO] - board : 0.764 0.893 0.946 [2020-10-19 09:50:49,245][root][INFO] - bookcase : 0.261 0.429 0.558 [2020-10-19 09:50:49,245][root][INFO] - ceiling : 0.590 0.648 0.703 [2020-10-19 09:50:49,245][root][INFO] - chair : 0.789 0.898 0.929 [2020-10-19 09:50:49,245][root][INFO] - column : 0.079 0.119 0.180 [2020-10-19 09:50:49,245][root][INFO] - door : 0.681 0.859 0.916 [2020-10-19 09:50:49,245][root][INFO] - floor : 0.635 0.658 0.734 [2020-10-19 09:50:49,245][root][INFO] - sofa : 0.370 0.610 0.854 [2020-10-19 09:50:49,245][root][INFO] - table : 0.119 0.279 0.602 [2020-10-19 09:50:49,245][root][INFO] - wall : 0.484 0.652 0.761 [2020-10-19 09:50:49,245][root][INFO] - window : 0.473 0.711 0.747 [2020-10-19 09:50:49,245][root][INFO] - ---------------------------------------------------------------- [2020-10-19 09:50:49,245][root][INFO] - average : 0.437 0.563 0.661 [2020-10-19 09:50:49,245][root][INFO] - [2020-10-19 09:50:49,392][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 09:50:49,393][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 09:50:50,791][root][INFO] - ===> Epoch[5441](27201/5): Loss -0.7204, Sem 0.0387, dir -0.9775, norm 0.2184, swav 0.0000 LR: 5.807e-02 Score 98.843 Data time: 0.0531, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.3926 [2020-10-19 09:50:52,977][root][INFO] - ===> Epoch[5441](27202/5): Loss -0.7571, Sem 0.0361, dir -0.9807, norm 0.1875, swav 0.0000 LR: 5.807e-02 Score 98.882 Data time: 0.0790, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0986 [2020-10-19 09:50:55,022][root][INFO] - ===> Epoch[5441](27203/5): Loss -0.7524, Sem 0.0438, dir -0.9799, norm 0.1837, swav 0.0000 LR: 5.807e-02 Score 98.670 Data time: 0.0681, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9375 [2020-10-19 09:50:57,206][root][INFO] - ===> Epoch[5441](27204/5): Loss -0.7356, Sem 0.0368, dir -0.9797, norm 0.2073, swav 0.0000 LR: 5.806e-02 Score 98.841 Data time: 0.0656, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0972 [2020-10-19 09:50:59,295][root][INFO] - ===> Epoch[5441](27205/5): Loss -0.7431, Sem 0.0352, dir -0.9815, norm 0.2031, swav 0.0000 LR: 5.806e-02 Score 98.933 Data time: 0.0655, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9985 [2020-10-19 09:51:01,565][root][INFO] - ===> Epoch[5442](27206/5): Loss -0.7569, Sem 0.0382, dir -0.9804, norm 0.1853, swav 0.0000 LR: 5.806e-02 Score 98.815 Data time: 0.0826, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1842 [2020-10-19 09:51:03,357][root][INFO] - ===> Epoch[5442](27207/5): Loss -0.7461, Sem 0.0356, dir -0.9810, norm 0.1993, swav 0.0000 LR: 5.806e-02 Score 98.854 Data time: 0.0803, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.6773 [2020-10-19 09:51:05,452][root][INFO] - ===> Epoch[5442](27208/5): Loss -0.7684, Sem 0.0326, dir -0.9819, norm 0.1809, swav 0.0000 LR: 5.806e-02 Score 98.919 Data time: 0.0838, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9820 [2020-10-19 09:51:07,822][root][INFO] - ===> Epoch[5442](27209/5): Loss -0.7453, Sem 0.0341, dir -0.9812, norm 0.2019, swav 0.0000 LR: 5.806e-02 Score 98.946 Data time: 0.0717, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2658 [2020-10-19 09:51:09,975][root][INFO] - ===> Epoch[5442](27210/5): Loss -0.7685, Sem 0.0294, dir -0.9807, norm 0.1829, swav 0.0000 LR: 5.805e-02 Score 99.030 Data time: 0.0676, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0549 [2020-10-19 09:51:12,296][root][INFO] - ===> Epoch[5443](27211/5): Loss -0.7618, Sem 0.0328, dir -0.9818, norm 0.1872, swav 0.0000 LR: 5.805e-02 Score 98.952 Data time: 0.0803, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2405 [2020-10-19 09:51:15,097][root][INFO] - ===> Epoch[5443](27212/5): Loss -0.7613, Sem 0.0362, dir -0.9816, norm 0.1841, swav 0.0000 LR: 5.805e-02 Score 98.844 Data time: 0.0695, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.6864 [2020-10-19 09:51:17,223][root][INFO] - ===> Epoch[5443](27213/5): Loss -0.7735, Sem 0.0305, dir -0.9823, norm 0.1782, swav 0.0000 LR: 5.805e-02 Score 99.068 Data time: 0.0960, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0382 [2020-10-19 09:51:19,226][root][INFO] - ===> Epoch[5443](27214/5): Loss -0.7704, Sem 0.0352, dir -0.9819, norm 0.1764, swav 0.0000 LR: 5.805e-02 Score 98.912 Data time: 0.0706, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9074 [2020-10-19 09:51:21,445][root][INFO] - ===> Epoch[5443](27215/5): Loss -0.7786, Sem 0.0268, dir -0.9826, norm 0.1771, swav 0.0000 LR: 5.805e-02 Score 99.127 Data time: 0.0500, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1265 [2020-10-19 09:51:23,420][root][INFO] - ===> Epoch[5444](27216/5): Loss -0.7944, Sem 0.0288, dir -0.9821, norm 0.1590, swav 0.0000 LR: 5.805e-02 Score 99.058 Data time: 0.0819, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8969 [2020-10-19 09:51:26,089][root][INFO] - ===> Epoch[5444](27217/5): Loss -0.7842, Sem 0.0284, dir -0.9832, norm 0.1707, swav 0.0000 LR: 5.804e-02 Score 99.087 Data time: 0.1105, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.5434 [2020-10-19 09:51:28,439][root][INFO] - ===> Epoch[5444](27218/5): Loss -0.7700, Sem 0.0341, dir -0.9813, norm 0.1772, swav 0.0000 LR: 5.804e-02 Score 98.914 Data time: 0.0795, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2415 [2020-10-19 09:51:30,444][root][INFO] - ===> Epoch[5444](27219/5): Loss -0.7953, Sem 0.0272, dir -0.9827, norm 0.1602, swav 0.0000 LR: 5.804e-02 Score 99.133 Data time: 0.0731, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8945 [2020-10-19 09:51:32,644][root][INFO] - ===> Epoch[5444](27220/5): Loss -0.7800, Sem 0.0263, dir -0.9828, norm 0.1764, swav 0.0000 LR: 5.804e-02 Score 99.166 Data time: 0.0739, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1009 [2020-10-19 09:51:34,888][root][INFO] - ===> Epoch[5445](27221/5): Loss -0.7927, Sem 0.0318, dir -0.9828, norm 0.1583, swav 0.0000 LR: 5.804e-02 Score 98.991 Data time: 0.0953, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1511 [2020-10-19 09:51:37,178][root][INFO] - ===> Epoch[5445](27222/5): Loss -0.7980, Sem 0.0299, dir -0.9821, norm 0.1542, swav 0.0000 LR: 5.804e-02 Score 98.999 Data time: 0.0724, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1819 [2020-10-19 09:51:39,171][root][INFO] - ===> Epoch[5445](27223/5): Loss -0.8037, Sem 0.0264, dir -0.9840, norm 0.1539, swav 0.0000 LR: 5.803e-02 Score 99.100 Data time: 0.0648, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9155 [2020-10-19 09:51:41,669][root][INFO] - ===> Epoch[5445](27224/5): Loss -0.7835, Sem 0.0300, dir -0.9830, norm 0.1695, swav 0.0000 LR: 5.803e-02 Score 99.102 Data time: 0.0642, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.3908 [2020-10-19 09:51:43,877][root][INFO] - ===> Epoch[5445](27225/5): Loss -0.8119, Sem 0.0232, dir -0.9851, norm 0.1501, swav 0.0000 LR: 5.803e-02 Score 99.239 Data time: 0.0534, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1016 [2020-10-19 09:51:45,797][root][INFO] - ===> Epoch[5446](27226/5): Loss -0.7814, Sem 0.0300, dir -0.9820, norm 0.1706, swav 0.0000 LR: 5.803e-02 Score 99.049 Data time: 0.0876, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8495 [2020-10-19 09:51:48,178][root][INFO] - ===> Epoch[5446](27227/5): Loss -0.7891, Sem 0.0300, dir -0.9840, norm 0.1649, swav 0.0000 LR: 5.803e-02 Score 99.088 Data time: 0.0894, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2655 [2020-10-19 09:51:50,672][root][INFO] - ===> Epoch[5446](27228/5): Loss -0.7939, Sem 0.0266, dir -0.9844, norm 0.1639, swav 0.0000 LR: 5.803e-02 Score 99.131 Data time: 0.1963, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.3709 [2020-10-19 09:51:53,234][root][INFO] - ===> Epoch[5446](27229/5): Loss -0.7966, Sem 0.0314, dir -0.9815, norm 0.1535, swav 0.0000 LR: 5.802e-02 Score 98.996 Data time: 0.1303, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.4471 [2020-10-19 09:51:55,333][root][INFO] - ===> Epoch[5446](27230/5): Loss -0.7907, Sem 0.0356, dir -0.9854, norm 0.1591, swav 0.0000 LR: 5.802e-02 Score 98.960 Data time: 0.0917, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9901 [2020-10-19 09:51:57,158][root][INFO] - ===> Epoch[5447](27231/5): Loss -0.7949, Sem 0.0305, dir -0.9826, norm 0.1572, swav 0.0000 LR: 5.802e-02 Score 99.054 Data time: 0.0554, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.7369 [2020-10-19 09:51:59,153][root][INFO] - ===> Epoch[5447](27232/5): Loss -0.7904, Sem 0.0264, dir -0.9847, norm 0.1680, swav 0.0000 LR: 5.802e-02 Score 99.190 Data time: 0.0724, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9092 [2020-10-19 09:52:01,164][root][INFO] - ===> Epoch[5447](27233/5): Loss -0.7750, Sem 0.0398, dir -0.9845, norm 0.1697, swav 0.0000 LR: 5.802e-02 Score 98.848 Data time: 0.0873, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8853 [2020-10-19 09:52:03,093][root][INFO] - ===> Epoch[5447](27234/5): Loss -0.8048, Sem 0.0251, dir -0.9842, norm 0.1543, swav 0.0000 LR: 5.802e-02 Score 99.153 Data time: 0.0795, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8248 [2020-10-19 09:52:05,454][root][INFO] - ===> Epoch[5447](27235/5): Loss -0.7938, Sem 0.0292, dir -0.9827, norm 0.1597, swav 0.0000 LR: 5.801e-02 Score 99.022 Data time: 0.0682, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2581 [2020-10-19 09:52:07,664][root][INFO] - ===> Epoch[5448](27236/5): Loss -0.7948, Sem 0.0297, dir -0.9845, norm 0.1600, swav 0.0000 LR: 5.801e-02 Score 99.046 Data time: 0.0962, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1118 [2020-10-19 09:52:09,510][root][INFO] - ===> Epoch[5448](27237/5): Loss -0.7864, Sem 0.0285, dir -0.9822, norm 0.1674, swav 0.0000 LR: 5.801e-02 Score 99.061 Data time: 0.0630, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.7228 [2020-10-19 09:52:11,517][root][INFO] - ===> Epoch[5448](27238/5): Loss -0.8096, Sem 0.0249, dir -0.9850, norm 0.1505, swav 0.0000 LR: 5.801e-02 Score 99.178 Data time: 0.0600, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9214 [2020-10-19 09:52:13,919][root][INFO] - ===> Epoch[5448](27239/5): Loss -0.7897, Sem 0.0309, dir -0.9821, norm 0.1615, swav 0.0000 LR: 5.801e-02 Score 99.004 Data time: 0.0481, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.3581 [2020-10-19 09:52:16,243][root][INFO] - ===> Epoch[5448](27240/5): Loss -0.7940, Sem 0.0296, dir -0.9840, norm 0.1603, swav 0.0000 LR: 5.801e-02 Score 99.101 Data time: 0.0566, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2903 [2020-10-19 09:52:18,997][root][INFO] - ===> Epoch[5449](27241/5): Loss -0.7981, Sem 0.0264, dir -0.9838, norm 0.1594, swav 0.0000 LR: 5.801e-02 Score 99.135 Data time: 0.0678, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.6313 [2020-10-19 09:52:20,999][root][INFO] - ===> Epoch[5449](27242/5): Loss -0.8083, Sem 0.0271, dir -0.9847, norm 0.1494, swav 0.0000 LR: 5.800e-02 Score 99.091 Data time: 0.1003, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8945 [2020-10-19 09:52:22,967][root][INFO] - ===> Epoch[5449](27243/5): Loss -0.7965, Sem 0.0266, dir -0.9850, norm 0.1619, swav 0.0000 LR: 5.800e-02 Score 99.142 Data time: 0.0732, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8570 [2020-10-19 09:52:26,105][root][INFO] - ===> Epoch[5449](27244/5): Loss -0.7686, Sem 0.0314, dir -0.9822, norm 0.1823, swav 0.0000 LR: 5.800e-02 Score 99.007 Data time: 0.0574, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 3.0257 [2020-10-19 09:52:28,041][root][INFO] - ===> Epoch[5449](27245/5): Loss -0.8117, Sem 0.0255, dir -0.9846, norm 0.1474, swav 0.0000 LR: 5.800e-02 Score 99.167 Data time: 0.0465, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.8624 [2020-10-19 09:52:30,073][root][INFO] - ===> Epoch[5450](27246/5): Loss -0.7876, Sem 0.0271, dir -0.9837, norm 0.1690, swav 0.0000 LR: 5.800e-02 Score 99.092 Data time: 0.0689, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9607 [2020-10-19 09:52:32,162][root][INFO] - ===> Epoch[5450](27247/5): Loss -0.8146, Sem 0.0227, dir -0.9841, norm 0.1468, swav 0.0000 LR: 5.800e-02 Score 99.255 Data time: 0.0728, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9164 [2020-10-19 09:52:34,648][root][INFO] - ===> Epoch[5450](27248/5): Loss -0.7965, Sem 0.0278, dir -0.9821, norm 0.1578, swav 0.0000 LR: 5.799e-02 Score 99.097 Data time: 0.0724, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.3882 [2020-10-19 09:52:37,452][root][INFO] - ===> Epoch[5450](27249/5): Loss -0.8003, Sem 0.0243, dir -0.9836, norm 0.1590, swav 0.0000 LR: 5.799e-02 Score 99.211 Data time: 0.0754, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.7056 [2020-10-19 09:52:39,946][root][INFO] - ===> Epoch[5450](27250/5): Loss -0.7948, Sem 0.0225, dir -0.9834, norm 0.1660, swav 0.0000 LR: 5.799e-02 Score 99.258 Data time: 0.0651, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.3779 [2020-10-19 09:52:41,916][root][INFO] - ===> Epoch[5451](27251/5): Loss -0.8105, Sem 0.0233, dir -0.9856, norm 0.1518, swav 0.0000 LR: 5.799e-02 Score 99.221 Data time: 0.0682, Forward time: 0.7767, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.8663 [2020-10-19 09:52:43,918][root][INFO] - ===> Epoch[5451](27252/5): Loss -0.8109, Sem 0.0237, dir -0.9849, norm 0.1502, swav 0.0000 LR: 5.799e-02 Score 99.212 Data time: 0.0769, Forward time: 0.7767, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.9082 [2020-10-19 09:52:45,795][root][INFO] - ===> Epoch[5451](27253/5): Loss -0.8028, Sem 0.0256, dir -0.9835, norm 0.1551, swav 0.0000 LR: 5.799e-02 Score 99.151 Data time: 0.0848, Forward time: 0.7768, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.7616 [2020-10-19 09:52:47,847][root][INFO] - ===> Epoch[5451](27254/5): Loss -0.8038, Sem 0.0253, dir -0.9830, norm 0.1539, swav 0.0000 LR: 5.798e-02 Score 99.181 Data time: 0.0573, Forward time: 0.7767, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 1.9491 [2020-10-19 09:52:49,962][root][INFO] - ===> Epoch[5451](27255/5): Loss -0.8182, Sem 0.0235, dir -0.9852, norm 0.1435, swav 0.0000 LR: 5.798e-02 Score 99.190 Data time: 0.1226, Forward time: 0.7767, Backward time: 1.1706, DDP time: 0.0031, Total iter time: 2.0096 [2020-10-19 09:52:52,211][root][INFO] - ===> Epoch[5452](27256/5): Loss -0.8114, Sem 0.0209, dir -0.9849, norm 0.1526, swav 0.0000 LR: 5.798e-02 Score 99.304 Data time: 0.1006, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1428 [2020-10-19 09:52:54,195][root][INFO] - ===> Epoch[5452](27257/5): Loss -0.7973, Sem 0.0237, dir -0.9829, norm 0.1619, swav 0.0000 LR: 5.798e-02 Score 99.215 Data time: 0.0543, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8661 [2020-10-19 09:52:56,936][root][INFO] - ===> Epoch[5452](27258/5): Loss -0.7961, Sem 0.0199, dir -0.9840, norm 0.1680, swav 0.0000 LR: 5.798e-02 Score 99.357 Data time: 0.1208, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.6571 [2020-10-19 09:52:58,862][root][INFO] - ===> Epoch[5452](27259/5): Loss -0.8218, Sem 0.0225, dir -0.9851, norm 0.1407, swav 0.0000 LR: 5.798e-02 Score 99.255 Data time: 0.0833, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8168 [2020-10-19 09:53:00,900][root][INFO] - ===> Epoch[5452](27260/5): Loss -0.8121, Sem 0.0257, dir -0.9840, norm 0.1463, swav 0.0000 LR: 5.797e-02 Score 99.142 Data time: 0.0714, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9468 [2020-10-19 09:53:03,056][root][INFO] - ===> Epoch[5453](27261/5): Loss -0.8082, Sem 0.0235, dir -0.9850, norm 0.1533, swav 0.0000 LR: 5.797e-02 Score 99.212 Data time: 0.0712, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0559 [2020-10-19 09:53:05,121][root][INFO] - ===> Epoch[5453](27262/5): Loss -0.8191, Sem 0.0197, dir -0.9859, norm 0.1471, swav 0.0000 LR: 5.797e-02 Score 99.352 Data time: 0.0939, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9612 [2020-10-19 09:53:07,406][root][INFO] - ===> Epoch[5453](27263/5): Loss -0.8205, Sem 0.0223, dir -0.9839, norm 0.1410, swav 0.0000 LR: 5.797e-02 Score 99.246 Data time: 0.0688, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1956 [2020-10-19 09:53:09,491][root][INFO] - ===> Epoch[5453](27264/5): Loss -0.8131, Sem 0.0215, dir -0.9839, norm 0.1494, swav 0.0000 LR: 5.797e-02 Score 99.279 Data time: 0.0572, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9897 [2020-10-19 09:53:11,820][root][INFO] - ===> Epoch[5453](27265/5): Loss -0.7972, Sem 0.0251, dir -0.9846, norm 0.1623, swav 0.0000 LR: 5.797e-02 Score 99.178 Data time: 0.0782, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2550 [2020-10-19 09:53:13,711][root][INFO] - ===> Epoch[5454](27266/5): Loss -0.8058, Sem 0.0253, dir -0.9835, norm 0.1524, swav 0.0000 LR: 5.797e-02 Score 99.171 Data time: 0.0832, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.7875 [2020-10-19 09:53:15,918][root][INFO] - ===> Epoch[5454](27267/5): Loss -0.8190, Sem 0.0201, dir -0.9860, norm 0.1469, swav 0.0000 LR: 5.796e-02 Score 99.330 Data time: 0.1101, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1279 [2020-10-19 09:53:18,421][root][INFO] - ===> Epoch[5454](27268/5): Loss -0.8085, Sem 0.0233, dir -0.9842, norm 0.1525, swav 0.0000 LR: 5.796e-02 Score 99.270 Data time: 0.0788, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.4021 [2020-10-19 09:53:20,512][root][INFO] - ===> Epoch[5454](27269/5): Loss -0.8133, Sem 0.0230, dir -0.9849, norm 0.1486, swav 0.0000 LR: 5.796e-02 Score 99.230 Data time: 0.0730, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9624 [2020-10-19 09:53:22,413][root][INFO] - ===> Epoch[5454](27270/5): Loss -0.8199, Sem 0.0212, dir -0.9854, norm 0.1442, swav 0.0000 LR: 5.796e-02 Score 99.281 Data time: 0.1399, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8171 [2020-10-19 09:53:28,568][root][INFO] - ===> Epoch[5455](27271/5): Loss -0.8171, Sem 0.0208, dir -0.9855, norm 0.1477, swav 0.0000 LR: 5.796e-02 Score 99.322 Data time: 0.0662, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.7680 [2020-10-19 09:53:30,602][root][INFO] - ===> Epoch[5455](27272/5): Loss -0.8104, Sem 0.0232, dir -0.9827, norm 0.1492, swav 0.0000 LR: 5.796e-02 Score 99.228 Data time: 0.0731, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9175 [2020-10-19 09:53:32,427][root][INFO] - ===> Epoch[5455](27273/5): Loss -0.8110, Sem 0.0216, dir -0.9852, norm 0.1526, swav 0.0000 LR: 5.795e-02 Score 99.284 Data time: 0.0804, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.7368 [2020-10-19 09:53:34,708][root][INFO] - ===> Epoch[5455](27274/5): Loss -0.8182, Sem 0.0211, dir -0.9857, norm 0.1464, swav 0.0000 LR: 5.795e-02 Score 99.291 Data time: 0.0721, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1702 [2020-10-19 09:53:36,992][root][INFO] - ===> Epoch[5455](27275/5): Loss -0.8189, Sem 0.0186, dir -0.9860, norm 0.1485, swav 0.0000 LR: 5.795e-02 Score 99.366 Data time: 0.0646, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1753 [2020-10-19 09:53:38,998][root][INFO] - ===> Epoch[5456](27276/5): Loss -0.8211, Sem 0.0224, dir -0.9846, norm 0.1411, swav 0.0000 LR: 5.795e-02 Score 99.248 Data time: 0.0836, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8963 [2020-10-19 09:53:41,306][root][INFO] - ===> Epoch[5456](27277/5): Loss -0.8174, Sem 0.0227, dir -0.9865, norm 0.1464, swav 0.0000 LR: 5.795e-02 Score 99.295 Data time: 0.1962, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1846 [2020-10-19 09:53:43,363][root][INFO] - ===> Epoch[5456](27278/5): Loss -0.8143, Sem 0.0189, dir -0.9859, norm 0.1527, swav 0.0000 LR: 5.795e-02 Score 99.367 Data time: 0.0865, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9527 [2020-10-19 09:53:45,335][root][INFO] - ===> Epoch[5456](27279/5): Loss -0.8305, Sem 0.0209, dir -0.9859, norm 0.1345, swav 0.0000 LR: 5.794e-02 Score 99.296 Data time: 0.0600, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8651 [2020-10-19 09:53:47,438][root][INFO] - ===> Epoch[5456](27280/5): Loss -0.8216, Sem 0.0231, dir -0.9852, norm 0.1405, swav 0.0000 LR: 5.794e-02 Score 99.231 Data time: 0.3084, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0038 [2020-10-19 09:53:49,894][root][INFO] - ===> Epoch[5457](27281/5): Loss -0.8106, Sem 0.0220, dir -0.9862, norm 0.1536, swav 0.0000 LR: 5.794e-02 Score 99.285 Data time: 0.1002, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.3375 [2020-10-19 09:53:51,933][root][INFO] - ===> Epoch[5457](27282/5): Loss -0.8145, Sem 0.0210, dir -0.9858, norm 0.1504, swav 0.0000 LR: 5.794e-02 Score 99.312 Data time: 0.0602, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9071 [2020-10-19 09:53:54,099][root][INFO] - ===> Epoch[5457](27283/5): Loss -0.8149, Sem 0.0177, dir -0.9864, norm 0.1539, swav 0.0000 LR: 5.794e-02 Score 99.407 Data time: 0.0680, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0720 [2020-10-19 09:53:56,712][root][INFO] - ===> Epoch[5457](27284/5): Loss -0.8087, Sem 0.0183, dir -0.9854, norm 0.1585, swav 0.0000 LR: 5.794e-02 Score 99.399 Data time: 0.0645, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.5107 [2020-10-19 09:53:58,666][root][INFO] - ===> Epoch[5457](27285/5): Loss -0.8130, Sem 0.0220, dir -0.9852, norm 0.1502, swav 0.0000 LR: 5.794e-02 Score 99.255 Data time: 0.0654, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8470 [2020-10-19 09:54:00,958][root][INFO] - ===> Epoch[5458](27286/5): Loss -0.8156, Sem 0.0221, dir -0.9856, norm 0.1480, swav 0.0000 LR: 5.793e-02 Score 99.269 Data time: 0.0827, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1941 [2020-10-19 09:54:03,433][root][INFO] - ===> Epoch[5458](27287/5): Loss -0.8264, Sem 0.0211, dir -0.9854, norm 0.1379, swav 0.0000 LR: 5.793e-02 Score 99.321 Data time: 0.0809, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.3591 [2020-10-19 09:54:05,442][root][INFO] - ===> Epoch[5458](27288/5): Loss -0.8111, Sem 0.0229, dir -0.9842, norm 0.1502, swav 0.0000 LR: 5.793e-02 Score 99.262 Data time: 0.0754, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8957 [2020-10-19 09:54:07,556][root][INFO] - ===> Epoch[5458](27289/5): Loss -0.8189, Sem 0.0205, dir -0.9862, norm 0.1467, swav 0.0000 LR: 5.793e-02 Score 99.325 Data time: 0.0508, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9954 [2020-10-19 09:54:09,786][root][INFO] - ===> Epoch[5458](27290/5): Loss -0.8279, Sem 0.0199, dir -0.9858, norm 0.1379, swav 0.0000 LR: 5.793e-02 Score 99.328 Data time: 0.0751, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1383 [2020-10-19 09:54:12,051][root][INFO] - ===> Epoch[5459](27291/5): Loss -0.8214, Sem 0.0196, dir -0.9868, norm 0.1459, swav 0.0000 LR: 5.793e-02 Score 99.345 Data time: 0.0682, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1483 [2020-10-19 09:54:14,602][root][INFO] - ===> Epoch[5459](27292/5): Loss -0.8129, Sem 0.0210, dir -0.9858, norm 0.1520, swav 0.0000 LR: 5.792e-02 Score 99.341 Data time: 0.0792, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.4573 [2020-10-19 09:54:17,153][root][INFO] - ===> Epoch[5459](27293/5): Loss -0.7912, Sem 0.0228, dir -0.9838, norm 0.1698, swav 0.0000 LR: 5.792e-02 Score 99.266 Data time: 0.1039, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.4066 [2020-10-19 09:54:18,987][root][INFO] - ===> Epoch[5459](27294/5): Loss -0.8362, Sem 0.0195, dir -0.9860, norm 0.1303, swav 0.0000 LR: 5.792e-02 Score 99.329 Data time: 0.0597, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.7087 [2020-10-19 09:54:21,001][root][INFO] - ===> Epoch[5459](27295/5): Loss -0.8218, Sem 0.0198, dir -0.9856, norm 0.1440, swav 0.0000 LR: 5.792e-02 Score 99.350 Data time: 0.0689, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9356 [2020-10-19 09:54:23,166][root][INFO] - ===> Epoch[5460](27296/5): Loss -0.8063, Sem 0.0218, dir -0.9850, norm 0.1569, swav 0.0000 LR: 5.792e-02 Score 99.300 Data time: 0.0771, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0505 [2020-10-19 09:54:25,767][root][INFO] - ===> Epoch[5460](27297/5): Loss -0.8154, Sem 0.0181, dir -0.9859, norm 0.1523, swav 0.0000 LR: 5.792e-02 Score 99.408 Data time: 0.0777, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.4931 [2020-10-19 09:54:27,810][root][INFO] - ===> Epoch[5460](27298/5): Loss -0.8155, Sem 0.0221, dir -0.9860, norm 0.1484, swav 0.0000 LR: 5.791e-02 Score 99.255 Data time: 0.0597, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9251 [2020-10-19 09:54:29,865][root][INFO] - ===> Epoch[5460](27299/5): Loss -0.8119, Sem 0.0210, dir -0.9845, norm 0.1515, swav 0.0000 LR: 5.791e-02 Score 99.303 Data time: 0.0648, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9488 [2020-10-19 09:54:31,885][root][INFO] - ===> Epoch[5460](27300/5): Loss -0.8104, Sem 0.0205, dir -0.9860, norm 0.1551, swav 0.0000 LR: 5.791e-02 Score 99.307 Data time: 0.0569, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9186 [2020-10-19 09:54:32,841][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 09:54:34,658][root][INFO] - ===> Epoch[5461](27301/5): Loss -0.8215, Sem 0.0199, dir -0.9868, norm 0.1455, swav 0.0000 LR: 5.791e-02 Score 99.340 Data time: 0.0788, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.6340 [2020-10-19 09:54:37,097][root][INFO] - ===> Epoch[5461](27302/5): Loss -0.7981, Sem 0.0195, dir -0.9852, norm 0.1676, swav 0.0000 LR: 5.791e-02 Score 99.343 Data time: 0.0887, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.3465 [2020-10-19 09:54:39,086][root][INFO] - ===> Epoch[5461](27303/5): Loss -0.8235, Sem 0.0208, dir -0.9858, norm 0.1415, swav 0.0000 LR: 5.791e-02 Score 99.301 Data time: 0.0695, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8764 [2020-10-19 09:54:41,385][root][INFO] - ===> Epoch[5461](27304/5): Loss -0.8149, Sem 0.0202, dir -0.9845, norm 0.1493, swav 0.0000 LR: 5.790e-02 Score 99.321 Data time: 0.0677, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2103 [2020-10-19 09:54:43,898][root][INFO] - ===> Epoch[5461](27305/5): Loss -0.8292, Sem 0.0192, dir -0.9876, norm 0.1392, swav 0.0000 LR: 5.790e-02 Score 99.372 Data time: 0.0754, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.4005 [2020-10-19 09:54:45,910][root][INFO] - ===> Epoch[5462](27306/5): Loss -0.8084, Sem 0.0234, dir -0.9848, norm 0.1531, swav 0.0000 LR: 5.790e-02 Score 99.248 Data time: 0.0878, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8980 [2020-10-19 09:54:47,997][root][INFO] - ===> Epoch[5462](27307/5): Loss -0.8163, Sem 0.0210, dir -0.9842, norm 0.1469, swav 0.0000 LR: 5.790e-02 Score 99.309 Data time: 0.0761, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9635 [2020-10-19 09:54:50,001][root][INFO] - ===> Epoch[5462](27308/5): Loss -0.8326, Sem 0.0194, dir -0.9861, norm 0.1341, swav 0.0000 LR: 5.790e-02 Score 99.347 Data time: 0.0571, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8831 [2020-10-19 09:54:52,257][root][INFO] - ===> Epoch[5462](27309/5): Loss -0.8137, Sem 0.0201, dir -0.9862, norm 0.1525, swav 0.0000 LR: 5.790e-02 Score 99.327 Data time: 0.0949, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1383 [2020-10-19 09:54:54,241][root][INFO] - ===> Epoch[5462](27310/5): Loss -0.8269, Sem 0.0196, dir -0.9854, norm 0.1390, swav 0.0000 LR: 5.790e-02 Score 99.356 Data time: 0.0510, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8424 [2020-10-19 09:54:56,480][root][INFO] - ===> Epoch[5463](27311/5): Loss -0.8146, Sem 0.0221, dir -0.9858, norm 0.1491, swav 0.0000 LR: 5.789e-02 Score 99.278 Data time: 0.0599, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1572 [2020-10-19 09:54:58,390][root][INFO] - ===> Epoch[5463](27312/5): Loss -0.8251, Sem 0.0204, dir -0.9862, norm 0.1406, swav 0.0000 LR: 5.789e-02 Score 99.326 Data time: 0.0798, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8201 [2020-10-19 09:55:00,661][root][INFO] - ===> Epoch[5463](27313/5): Loss -0.8189, Sem 0.0201, dir -0.9864, norm 0.1474, swav 0.0000 LR: 5.789e-02 Score 99.325 Data time: 0.0779, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1653 [2020-10-19 09:55:03,083][root][INFO] - ===> Epoch[5463](27314/5): Loss -0.8244, Sem 0.0211, dir -0.9868, norm 0.1413, swav 0.0000 LR: 5.789e-02 Score 99.292 Data time: 0.0622, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.3152 [2020-10-19 09:55:05,066][root][INFO] - ===> Epoch[5463](27315/5): Loss -0.8399, Sem 0.0179, dir -0.9872, norm 0.1294, swav 0.0000 LR: 5.789e-02 Score 99.386 Data time: 0.0936, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8864 [2020-10-19 09:55:07,622][root][INFO] - ===> Epoch[5464](27316/5): Loss -0.8244, Sem 0.0191, dir -0.9854, norm 0.1419, swav 0.0000 LR: 5.789e-02 Score 99.355 Data time: 0.0732, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.4518 [2020-10-19 09:55:09,843][root][INFO] - ===> Epoch[5464](27317/5): Loss -0.8157, Sem 0.0212, dir -0.9851, norm 0.1482, swav 0.0000 LR: 5.788e-02 Score 99.297 Data time: 0.0851, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1265 [2020-10-19 09:55:12,311][root][INFO] - ===> Epoch[5464](27318/5): Loss -0.8272, Sem 0.0187, dir -0.9872, norm 0.1413, swav 0.0000 LR: 5.788e-02 Score 99.395 Data time: 0.1571, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.3342 [2020-10-19 09:55:14,648][root][INFO] - ===> Epoch[5464](27319/5): Loss -0.7975, Sem 0.0205, dir -0.9847, norm 0.1666, swav 0.0000 LR: 5.788e-02 Score 99.342 Data time: 0.0948, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2343 [2020-10-19 09:55:16,975][root][INFO] - ===> Epoch[5464](27320/5): Loss -0.8304, Sem 0.0201, dir -0.9864, norm 0.1359, swav 0.0000 LR: 5.788e-02 Score 99.329 Data time: 0.0618, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2050 [2020-10-19 09:55:19,057][root][INFO] - ===> Epoch[5465](27321/5): Loss -0.8358, Sem 0.0172, dir -0.9872, norm 0.1342, swav 0.0000 LR: 5.788e-02 Score 99.420 Data time: 0.0723, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9751 [2020-10-19 09:55:21,014][root][INFO] - ===> Epoch[5465](27322/5): Loss -0.8218, Sem 0.0201, dir -0.9856, norm 0.1436, swav 0.0000 LR: 5.788e-02 Score 99.329 Data time: 0.0487, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8731 [2020-10-19 09:55:22,913][root][INFO] - ===> Epoch[5465](27323/5): Loss -0.8324, Sem 0.0189, dir -0.9873, norm 0.1360, swav 0.0000 LR: 5.787e-02 Score 99.359 Data time: 0.0601, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8383 [2020-10-19 09:55:25,303][root][INFO] - ===> Epoch[5465](27324/5): Loss -0.8115, Sem 0.0187, dir -0.9851, norm 0.1548, swav 0.0000 LR: 5.787e-02 Score 99.381 Data time: 0.0738, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2821 [2020-10-19 09:55:27,635][root][INFO] - ===> Epoch[5465](27325/5): Loss -0.8170, Sem 0.0197, dir -0.9862, norm 0.1495, swav 0.0000 LR: 5.787e-02 Score 99.338 Data time: 0.0643, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2174 [2020-10-19 09:55:30,044][root][INFO] - ===> Epoch[5466](27326/5): Loss -0.8262, Sem 0.0195, dir -0.9858, norm 0.1401, swav 0.0000 LR: 5.787e-02 Score 99.356 Data time: 0.0488, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2977 [2020-10-19 09:55:32,444][root][INFO] - ===> Epoch[5466](27327/5): Loss -0.8316, Sem 0.0186, dir -0.9861, norm 0.1358, swav 0.0000 LR: 5.787e-02 Score 99.370 Data time: 0.0599, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.3161 [2020-10-19 09:55:34,718][root][INFO] - ===> Epoch[5466](27328/5): Loss -0.8187, Sem 0.0217, dir -0.9856, norm 0.1451, swav 0.0000 LR: 5.787e-02 Score 99.269 Data time: 0.0746, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1687 [2020-10-19 09:55:36,732][root][INFO] - ===> Epoch[5466](27329/5): Loss -0.8276, Sem 0.0223, dir -0.9859, norm 0.1360, swav 0.0000 LR: 5.786e-02 Score 99.277 Data time: 0.0914, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8965 [2020-10-19 09:55:38,943][root][INFO] - ===> Epoch[5466](27330/5): Loss -0.8329, Sem 0.0185, dir -0.9868, norm 0.1353, swav 0.0000 LR: 5.786e-02 Score 99.388 Data time: 0.0870, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0889 [2020-10-19 09:55:41,991][root][INFO] - ===> Epoch[5467](27331/5): Loss -0.8256, Sem 0.0173, dir -0.9880, norm 0.1451, swav 0.0000 LR: 5.786e-02 Score 99.414 Data time: 0.0985, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.9359 [2020-10-19 09:55:44,301][root][INFO] - ===> Epoch[5467](27332/5): Loss -0.8346, Sem 0.0179, dir -0.9867, norm 0.1342, swav 0.0000 LR: 5.786e-02 Score 99.398 Data time: 0.1005, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1781 [2020-10-19 09:55:46,344][root][INFO] - ===> Epoch[5467](27333/5): Loss -0.8249, Sem 0.0197, dir -0.9862, norm 0.1416, swav 0.0000 LR: 5.786e-02 Score 99.325 Data time: 0.1029, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9146 [2020-10-19 09:55:48,369][root][INFO] - ===> Epoch[5467](27334/5): Loss -0.8286, Sem 0.0179, dir -0.9867, norm 0.1402, swav 0.0000 LR: 5.786e-02 Score 99.398 Data time: 0.0903, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9282 [2020-10-19 09:55:50,607][root][INFO] - ===> Epoch[5467](27335/5): Loss -0.8241, Sem 0.0184, dir -0.9855, norm 0.1430, swav 0.0000 LR: 5.786e-02 Score 99.383 Data time: 0.0850, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1303 [2020-10-19 09:55:52,797][root][INFO] - ===> Epoch[5468](27336/5): Loss -0.8310, Sem 0.0161, dir -0.9864, norm 0.1394, swav 0.0000 LR: 5.785e-02 Score 99.459 Data time: 0.0894, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0746 [2020-10-19 09:55:55,196][root][INFO] - ===> Epoch[5468](27337/5): Loss -0.8082, Sem 0.0192, dir -0.9849, norm 0.1576, swav 0.0000 LR: 5.785e-02 Score 99.359 Data time: 0.4176, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2918 [2020-10-19 09:55:57,745][root][INFO] - ===> Epoch[5468](27338/5): Loss -0.8237, Sem 0.0196, dir -0.9865, norm 0.1432, swav 0.0000 LR: 5.785e-02 Score 99.347 Data time: 0.1168, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.4639 [2020-10-19 09:56:00,274][root][INFO] - ===> Epoch[5468](27339/5): Loss -0.8230, Sem 0.0206, dir -0.9861, norm 0.1425, swav 0.0000 LR: 5.785e-02 Score 99.316 Data time: 0.1108, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.4206 [2020-10-19 09:56:02,411][root][INFO] - ===> Epoch[5468](27340/5): Loss -0.8271, Sem 0.0185, dir -0.9869, norm 0.1413, swav 0.0000 LR: 5.785e-02 Score 99.363 Data time: 0.0862, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0373 [2020-10-19 09:56:05,201][root][INFO] - ===> Epoch[5469](27341/5): Loss -0.8261, Sem 0.0166, dir -0.9862, norm 0.1434, swav 0.0000 LR: 5.785e-02 Score 99.450 Data time: 0.0766, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.6757 [2020-10-19 09:56:06,875][root][INFO] - ===> Epoch[5469](27342/5): Loss -0.8301, Sem 0.0183, dir -0.9870, norm 0.1386, swav 0.0000 LR: 5.784e-02 Score 99.375 Data time: 0.0753, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.5653 [2020-10-19 09:56:09,522][root][INFO] - ===> Epoch[5469](27343/5): Loss -0.8108, Sem 0.0215, dir -0.9847, norm 0.1523, swav 0.0000 LR: 5.784e-02 Score 99.277 Data time: 0.1152, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.5632 [2020-10-19 09:56:11,716][root][INFO] - ===> Epoch[5469](27344/5): Loss -0.8223, Sem 0.0192, dir -0.9855, norm 0.1440, swav 0.0000 LR: 5.784e-02 Score 99.348 Data time: 0.0667, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0247 [2020-10-19 09:56:13,955][root][INFO] - ===> Epoch[5469](27345/5): Loss -0.8193, Sem 0.0193, dir -0.9861, norm 0.1474, swav 0.0000 LR: 5.784e-02 Score 99.327 Data time: 0.0821, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1574 [2020-10-19 09:56:16,009][root][INFO] - ===> Epoch[5470](27346/5): Loss -0.8290, Sem 0.0185, dir -0.9864, norm 0.1389, swav 0.0000 LR: 5.784e-02 Score 99.388 Data time: 0.0453, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9401 [2020-10-19 09:56:18,202][root][INFO] - ===> Epoch[5470](27347/5): Loss -0.8271, Sem 0.0184, dir -0.9872, norm 0.1417, swav 0.0000 LR: 5.784e-02 Score 99.384 Data time: 0.0649, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1223 [2020-10-19 09:56:20,786][root][INFO] - ===> Epoch[5470](27348/5): Loss -0.8319, Sem 0.0173, dir -0.9876, norm 0.1385, swav 0.0000 LR: 5.783e-02 Score 99.438 Data time: 0.0854, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.4838 [2020-10-19 09:56:23,000][root][INFO] - ===> Epoch[5470](27349/5): Loss -0.8310, Sem 0.0200, dir -0.9866, norm 0.1356, swav 0.0000 LR: 5.783e-02 Score 99.333 Data time: 0.0809, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0988 [2020-10-19 09:56:25,295][root][INFO] - ===> Epoch[5470](27350/5): Loss -0.8278, Sem 0.0176, dir -0.9868, norm 0.1414, swav 0.0000 LR: 5.783e-02 Score 99.398 Data time: 0.0708, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1917 [2020-10-19 09:56:27,321][root][INFO] - ===> Epoch[5471](27351/5): Loss -0.8344, Sem 0.0191, dir -0.9872, norm 0.1337, swav 0.0000 LR: 5.783e-02 Score 99.361 Data time: 0.0890, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9352 [2020-10-19 09:56:29,854][root][INFO] - ===> Epoch[5471](27352/5): Loss -0.8367, Sem 0.0189, dir -0.9874, norm 0.1318, swav 0.0000 LR: 5.783e-02 Score 99.368 Data time: 0.0733, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.4186 [2020-10-19 09:56:32,505][root][INFO] - ===> Epoch[5471](27353/5): Loss -0.8257, Sem 0.0198, dir -0.9866, norm 0.1411, swav 0.0000 LR: 5.783e-02 Score 99.358 Data time: 0.0749, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.5689 [2020-10-19 09:56:34,631][root][INFO] - ===> Epoch[5471](27354/5): Loss -0.8336, Sem 0.0208, dir -0.9867, norm 0.1323, swav 0.0000 LR: 5.783e-02 Score 99.305 Data time: 0.0813, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0174 [2020-10-19 09:56:36,487][root][INFO] - ===> Epoch[5471](27355/5): Loss -0.8307, Sem 0.0205, dir -0.9872, norm 0.1360, swav 0.0000 LR: 5.782e-02 Score 99.313 Data time: 0.0750, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.7436 [2020-10-19 09:56:38,424][root][INFO] - ===> Epoch[5472](27356/5): Loss -0.8367, Sem 0.0214, dir -0.9852, norm 0.1271, swav 0.0000 LR: 5.782e-02 Score 99.284 Data time: 0.3455, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8206 [2020-10-19 09:56:40,448][root][INFO] - ===> Epoch[5472](27357/5): Loss -0.8257, Sem 0.0194, dir -0.9864, norm 0.1412, swav 0.0000 LR: 5.782e-02 Score 99.369 Data time: 0.0840, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9707 [2020-10-19 09:56:42,457][root][INFO] - ===> Epoch[5472](27358/5): Loss -0.8296, Sem 0.0190, dir -0.9875, norm 0.1389, swav 0.0000 LR: 5.782e-02 Score 99.363 Data time: 0.0637, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9111 [2020-10-19 09:56:44,478][root][INFO] - ===> Epoch[5472](27359/5): Loss -0.8333, Sem 0.0206, dir -0.9860, norm 0.1321, swav 0.0000 LR: 5.782e-02 Score 99.322 Data time: 0.0510, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9513 [2020-10-19 09:56:46,600][root][INFO] - ===> Epoch[5472](27360/5): Loss -0.8302, Sem 0.0174, dir -0.9863, norm 0.1387, swav 0.0000 LR: 5.782e-02 Score 99.410 Data time: 0.0786, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0602 [2020-10-19 09:56:48,526][root][INFO] - ===> Epoch[5473](27361/5): Loss -0.8286, Sem 0.0193, dir -0.9852, norm 0.1373, swav 0.0000 LR: 5.781e-02 Score 99.364 Data time: 0.0781, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8290 [2020-10-19 09:56:50,625][root][INFO] - ===> Epoch[5473](27362/5): Loss -0.8231, Sem 0.0194, dir -0.9867, norm 0.1441, swav 0.0000 LR: 5.781e-02 Score 99.355 Data time: 0.0792, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9990 [2020-10-19 09:56:53,082][root][INFO] - ===> Epoch[5473](27363/5): Loss -0.8288, Sem 0.0186, dir -0.9853, norm 0.1379, swav 0.0000 LR: 5.781e-02 Score 99.382 Data time: 0.0652, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.3404 [2020-10-19 09:56:55,243][root][INFO] - ===> Epoch[5473](27364/5): Loss -0.8321, Sem 0.0221, dir -0.9864, norm 0.1321, swav 0.0000 LR: 5.781e-02 Score 99.250 Data time: 0.0597, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0689 [2020-10-19 09:56:57,175][root][INFO] - ===> Epoch[5473](27365/5): Loss -0.8305, Sem 0.0175, dir -0.9879, norm 0.1398, swav 0.0000 LR: 5.781e-02 Score 99.421 Data time: 0.0818, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8448 [2020-10-19 09:56:59,974][root][INFO] - ===> Epoch[5474](27366/5): Loss -0.8219, Sem 0.0283, dir -0.9868, norm 0.1366, swav 0.0000 LR: 5.781e-02 Score 99.250 Data time: 0.1360, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.6963 [2020-10-19 09:57:01,982][root][INFO] - ===> Epoch[5474](27367/5): Loss -0.8298, Sem 0.0192, dir -0.9876, norm 0.1385, swav 0.0000 LR: 5.780e-02 Score 99.359 Data time: 0.0885, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8820 [2020-10-19 09:57:04,138][root][INFO] - ===> Epoch[5474](27368/5): Loss -0.8375, Sem 0.0195, dir -0.9873, norm 0.1302, swav 0.0000 LR: 5.780e-02 Score 99.342 Data time: 0.0662, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0218 [2020-10-19 09:57:06,239][root][INFO] - ===> Epoch[5474](27369/5): Loss -0.8147, Sem 0.0204, dir -0.9847, norm 0.1496, swav 0.0000 LR: 5.780e-02 Score 99.327 Data time: 0.0800, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0037 [2020-10-19 09:57:08,201][root][INFO] - ===> Epoch[5474](27370/5): Loss -0.8310, Sem 0.0191, dir -0.9876, norm 0.1375, swav 0.0000 LR: 5.780e-02 Score 99.353 Data time: 0.0774, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8500 [2020-10-19 09:57:10,520][root][INFO] - ===> Epoch[5475](27371/5): Loss -0.8343, Sem 0.0196, dir -0.9871, norm 0.1332, swav 0.0000 LR: 5.780e-02 Score 99.341 Data time: 0.0527, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1979 [2020-10-19 09:57:12,841][root][INFO] - ===> Epoch[5475](27372/5): Loss -0.8180, Sem 0.0199, dir -0.9847, norm 0.1469, swav 0.0000 LR: 5.780e-02 Score 99.363 Data time: 0.0609, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2447 [2020-10-19 09:57:15,270][root][INFO] - ===> Epoch[5475](27373/5): Loss -0.8164, Sem 0.0223, dir -0.9870, norm 0.1482, swav 0.0000 LR: 5.779e-02 Score 99.309 Data time: 0.0683, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.3213 [2020-10-19 09:57:17,133][root][INFO] - ===> Epoch[5475](27374/5): Loss -0.8161, Sem 0.0217, dir -0.9849, norm 0.1471, swav 0.0000 LR: 5.779e-02 Score 99.260 Data time: 0.0799, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.7464 [2020-10-19 09:57:19,165][root][INFO] - ===> Epoch[5475](27375/5): Loss -0.8251, Sem 0.0191, dir -0.9857, norm 0.1415, swav 0.0000 LR: 5.779e-02 Score 99.379 Data time: 0.0814, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9082 [2020-10-19 09:57:21,510][root][INFO] - ===> Epoch[5476](27376/5): Loss -0.8131, Sem 0.0192, dir -0.9868, norm 0.1545, swav 0.0000 LR: 5.779e-02 Score 99.366 Data time: 0.0939, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2274 [2020-10-19 09:57:24,415][root][INFO] - ===> Epoch[5476](27377/5): Loss -0.8142, Sem 0.0201, dir -0.9860, norm 0.1517, swav 0.0000 LR: 5.779e-02 Score 99.338 Data time: 0.0790, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.7752 [2020-10-19 09:57:26,600][root][INFO] - ===> Epoch[5476](27378/5): Loss -0.8154, Sem 0.0197, dir -0.9862, norm 0.1511, swav 0.0000 LR: 5.779e-02 Score 99.346 Data time: 0.1003, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0630 [2020-10-19 09:57:28,679][root][INFO] - ===> Epoch[5476](27379/5): Loss -0.8240, Sem 0.0181, dir -0.9861, norm 0.1440, swav 0.0000 LR: 5.779e-02 Score 99.391 Data time: 0.0760, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9445 [2020-10-19 09:57:30,895][root][INFO] - ===> Epoch[5476](27380/5): Loss -0.8210, Sem 0.0181, dir -0.9855, norm 0.1464, swav 0.0000 LR: 5.778e-02 Score 99.409 Data time: 0.0556, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1120 [2020-10-19 09:57:32,752][root][INFO] - ===> Epoch[5477](27381/5): Loss -0.8232, Sem 0.0198, dir -0.9861, norm 0.1431, swav 0.0000 LR: 5.778e-02 Score 99.323 Data time: 0.0600, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.7935 [2020-10-19 09:57:35,109][root][INFO] - ===> Epoch[5477](27382/5): Loss -0.7984, Sem 0.0216, dir -0.9852, norm 0.1652, swav 0.0000 LR: 5.778e-02 Score 99.282 Data time: 0.0587, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2651 [2020-10-19 09:57:37,962][root][INFO] - ===> Epoch[5477](27383/5): Loss -0.8003, Sem 0.0203, dir -0.9857, norm 0.1651, swav 0.0000 LR: 5.778e-02 Score 99.327 Data time: 0.0830, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.7940 [2020-10-19 09:57:40,157][root][INFO] - ===> Epoch[5477](27384/5): Loss -0.8185, Sem 0.0177, dir -0.9873, norm 0.1511, swav 0.0000 LR: 5.778e-02 Score 99.406 Data time: 0.0839, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0497 [2020-10-19 09:57:42,094][root][INFO] - ===> Epoch[5477](27385/5): Loss -0.8108, Sem 0.0212, dir -0.9847, norm 0.1527, swav 0.0000 LR: 5.778e-02 Score 99.293 Data time: 0.0886, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8223 [2020-10-19 09:57:44,377][root][INFO] - ===> Epoch[5478](27386/5): Loss -0.8116, Sem 0.0186, dir -0.9853, norm 0.1551, swav 0.0000 LR: 5.777e-02 Score 99.388 Data time: 0.1065, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2228 [2020-10-19 09:57:46,422][root][INFO] - ===> Epoch[5478](27387/5): Loss -0.8065, Sem 0.0197, dir -0.9860, norm 0.1599, swav 0.0000 LR: 5.777e-02 Score 99.337 Data time: 0.0896, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9412 [2020-10-19 09:57:48,253][root][INFO] - ===> Epoch[5478](27388/5): Loss -0.8108, Sem 0.0210, dir -0.9859, norm 0.1541, swav 0.0000 LR: 5.777e-02 Score 99.283 Data time: 0.1046, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.7288 [2020-10-19 09:57:50,576][root][INFO] - ===> Epoch[5478](27389/5): Loss -0.8053, Sem 0.0209, dir -0.9854, norm 0.1593, swav 0.0000 LR: 5.777e-02 Score 99.298 Data time: 0.0858, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2298 [2020-10-19 09:57:52,923][root][INFO] - ===> Epoch[5478](27390/5): Loss -0.8244, Sem 0.0174, dir -0.9865, norm 0.1447, swav 0.0000 LR: 5.777e-02 Score 99.426 Data time: 0.0858, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2430 [2020-10-19 09:57:54,824][root][INFO] - ===> Epoch[5479](27391/5): Loss -0.8189, Sem 0.0195, dir -0.9867, norm 0.1484, swav 0.0000 LR: 5.777e-02 Score 99.347 Data time: 0.0759, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.7889 [2020-10-19 09:57:56,868][root][INFO] - ===> Epoch[5479](27392/5): Loss -0.8306, Sem 0.0182, dir -0.9868, norm 0.1381, swav 0.0000 LR: 5.776e-02 Score 99.396 Data time: 0.0660, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9364 [2020-10-19 09:57:59,332][root][INFO] - ===> Epoch[5479](27393/5): Loss -0.8184, Sem 0.0191, dir -0.9861, norm 0.1486, swav 0.0000 LR: 5.776e-02 Score 99.367 Data time: 0.0642, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.3654 [2020-10-19 09:58:01,327][root][INFO] - ===> Epoch[5479](27394/5): Loss -0.8155, Sem 0.0219, dir -0.9862, norm 0.1488, swav 0.0000 LR: 5.776e-02 Score 99.285 Data time: 0.0802, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8984 [2020-10-19 09:58:03,526][root][INFO] - ===> Epoch[5479](27395/5): Loss -0.8262, Sem 0.0187, dir -0.9861, norm 0.1412, swav 0.0000 LR: 5.776e-02 Score 99.366 Data time: 0.0690, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1175 [2020-10-19 09:58:06,352][root][INFO] - ===> Epoch[5480](27396/5): Loss -0.8122, Sem 0.0200, dir -0.9862, norm 0.1539, swav 0.0000 LR: 5.776e-02 Score 99.331 Data time: 0.0672, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.7268 [2020-10-19 09:58:08,504][root][INFO] - ===> Epoch[5480](27397/5): Loss -0.8212, Sem 0.0209, dir -0.9860, norm 0.1438, swav 0.0000 LR: 5.776e-02 Score 99.303 Data time: 0.0781, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0469 [2020-10-19 09:58:10,504][root][INFO] - ===> Epoch[5480](27398/5): Loss -0.8337, Sem 0.0191, dir -0.9864, norm 0.1336, swav 0.0000 LR: 5.775e-02 Score 99.361 Data time: 0.0745, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8903 [2020-10-19 09:58:12,743][root][INFO] - ===> Epoch[5480](27399/5): Loss -0.8289, Sem 0.0186, dir -0.9875, norm 0.1400, swav 0.0000 LR: 5.775e-02 Score 99.386 Data time: 0.0868, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1372 [2020-10-19 09:58:14,752][root][INFO] - ===> Epoch[5480](27400/5): Loss -0.8100, Sem 0.0249, dir -0.9859, norm 0.1509, swav 0.0000 LR: 5.775e-02 Score 99.268 Data time: 0.0812, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8948 [2020-10-19 09:58:16,243][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 09:58:16,403][root][INFO] - ===> Start testing [2020-10-19 09:58:55,633][root][INFO] - 68/68: Data time: 0.0024, Iter time: 0.1341 Loss 0.727 (AVG: 0.527) Score 89.471 (AVG: 90.573) mIOU 69.940 mAP 84.154 mAcc 76.315 IOU: 62.465 0.069 78.432 73.103 93.941 92.390 33.409 83.631 98.563 66.648 80.512 86.029 60.028 mAP: 82.872 10.529 95.461 86.943 98.815 98.488 58.469 97.058 99.751 86.713 94.108 94.555 90.240 mAcc: 79.137 0.547 88.660 81.409 95.027 95.799 35.193 94.783 99.453 69.061 90.953 96.331 65.749 [2020-10-19 09:58:55,635][root][INFO] - Finished test. Elapsed time: 39.2297 [2020-10-19 09:58:58,527][root][INFO] - [2020-10-19 09:58:58,527][root][INFO] - ################################################################ [2020-10-19 09:58:58,527][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 09:58:58,527][root][INFO] - ################################################################ [2020-10-19 09:58:58,527][root][INFO] - clutter : nan nan nan [2020-10-19 09:58:58,527][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 09:58:58,527][root][INFO] - board : 0.805 0.875 0.924 [2020-10-19 09:58:58,527][root][INFO] - bookcase : 0.220 0.333 0.521 [2020-10-19 09:58:58,527][root][INFO] - ceiling : 0.575 0.620 0.639 [2020-10-19 09:58:58,527][root][INFO] - chair : 0.814 0.902 0.918 [2020-10-19 09:58:58,528][root][INFO] - column : 0.177 0.296 0.446 [2020-10-19 09:58:58,528][root][INFO] - door : 0.788 0.937 0.956 [2020-10-19 09:58:58,528][root][INFO] - floor : 0.677 0.704 0.737 [2020-10-19 09:58:58,528][root][INFO] - sofa : 0.394 0.636 0.717 [2020-10-19 09:58:58,528][root][INFO] - table : 0.141 0.289 0.666 [2020-10-19 09:58:58,528][root][INFO] - wall : 0.534 0.741 0.836 [2020-10-19 09:58:58,528][root][INFO] - window : 0.534 0.731 0.767 [2020-10-19 09:58:58,528][root][INFO] - ---------------------------------------------------------------- [2020-10-19 09:58:58,528][root][INFO] - average : 0.472 0.589 0.677 [2020-10-19 09:58:58,528][root][INFO] - [2020-10-19 09:58:58,671][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 09:58:58,673][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 09:59:00,665][root][INFO] - ===> Epoch[5481](27401/5): Loss -0.8202, Sem 0.0179, dir -0.9867, norm 0.1485, swav 0.0000 LR: 5.775e-02 Score 99.416 Data time: 0.0872, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9869 [2020-10-19 09:59:03,007][root][INFO] - ===> Epoch[5481](27402/5): Loss -0.8236, Sem 0.0197, dir -0.9865, norm 0.1431, swav 0.0000 LR: 5.775e-02 Score 99.330 Data time: 0.0919, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1959 [2020-10-19 09:59:05,286][root][INFO] - ===> Epoch[5481](27403/5): Loss -0.8283, Sem 0.0200, dir -0.9861, norm 0.1378, swav 0.0000 LR: 5.775e-02 Score 99.317 Data time: 0.0644, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1369 [2020-10-19 09:59:07,742][root][INFO] - ===> Epoch[5481](27404/5): Loss -0.8277, Sem 0.0200, dir -0.9859, norm 0.1382, swav 0.0000 LR: 5.775e-02 Score 99.333 Data time: 0.0939, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.3577 [2020-10-19 09:59:10,080][root][INFO] - ===> Epoch[5481](27405/5): Loss -0.8423, Sem 0.0200, dir -0.9867, norm 0.1245, swav 0.0000 LR: 5.774e-02 Score 99.338 Data time: 0.1087, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2054 [2020-10-19 09:59:11,926][root][INFO] - ===> Epoch[5482](27406/5): Loss -0.8330, Sem 0.0176, dir -0.9869, norm 0.1363, swav 0.0000 LR: 5.774e-02 Score 99.406 Data time: 0.0841, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.7359 [2020-10-19 09:59:13,863][root][INFO] - ===> Epoch[5482](27407/5): Loss -0.8288, Sem 0.0215, dir -0.9858, norm 0.1354, swav 0.0000 LR: 5.774e-02 Score 99.282 Data time: 0.0643, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8285 [2020-10-19 09:59:16,298][root][INFO] - ===> Epoch[5482](27408/5): Loss -0.8068, Sem 0.0195, dir -0.9856, norm 0.1592, swav 0.0000 LR: 5.774e-02 Score 99.358 Data time: 0.1327, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.3261 [2020-10-19 09:59:18,639][root][INFO] - ===> Epoch[5482](27409/5): Loss -0.8197, Sem 0.0193, dir -0.9869, norm 0.1479, swav 0.0000 LR: 5.774e-02 Score 99.344 Data time: 0.1047, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2213 [2020-10-19 09:59:20,648][root][INFO] - ===> Epoch[5482](27410/5): Loss -0.8348, Sem 0.0193, dir -0.9866, norm 0.1325, swav 0.0000 LR: 5.774e-02 Score 99.335 Data time: 0.0862, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9075 [2020-10-19 09:59:22,867][root][INFO] - ===> Epoch[5483](27411/5): Loss -0.8246, Sem 0.0173, dir -0.9874, norm 0.1455, swav 0.0000 LR: 5.773e-02 Score 99.418 Data time: 0.0600, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1143 [2020-10-19 09:59:25,027][root][INFO] - ===> Epoch[5483](27412/5): Loss -0.8349, Sem 0.0204, dir -0.9860, norm 0.1307, swav 0.0000 LR: 5.773e-02 Score 99.309 Data time: 0.1618, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0601 [2020-10-19 09:59:27,364][root][INFO] - ===> Epoch[5483](27413/5): Loss -0.8178, Sem 0.0211, dir -0.9853, norm 0.1465, swav 0.0000 LR: 5.773e-02 Score 99.317 Data time: 0.1011, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2423 [2020-10-19 09:59:29,526][root][INFO] - ===> Epoch[5483](27414/5): Loss -0.8289, Sem 0.0201, dir -0.9856, norm 0.1367, swav 0.0000 LR: 5.773e-02 Score 99.317 Data time: 0.0791, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0438 [2020-10-19 09:59:31,802][root][INFO] - ===> Epoch[5483](27415/5): Loss -0.8220, Sem 0.0199, dir -0.9861, norm 0.1441, swav 0.0000 LR: 5.773e-02 Score 99.359 Data time: 0.0797, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1913 [2020-10-19 09:59:34,071][root][INFO] - ===> Epoch[5484](27416/5): Loss -0.8194, Sem 0.0166, dir -0.9871, norm 0.1511, swav 0.0000 LR: 5.773e-02 Score 99.454 Data time: 0.0897, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1518 [2020-10-19 09:59:36,015][root][INFO] - ===> Epoch[5484](27417/5): Loss -0.8457, Sem 0.0187, dir -0.9871, norm 0.1228, swav 0.0000 LR: 5.772e-02 Score 99.357 Data time: 0.0739, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8382 [2020-10-19 09:59:38,075][root][INFO] - ===> Epoch[5484](27418/5): Loss -0.8224, Sem 0.0180, dir -0.9857, norm 0.1453, swav 0.0000 LR: 5.772e-02 Score 99.398 Data time: 0.0747, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9609 [2020-10-19 09:59:40,047][root][INFO] - ===> Epoch[5484](27419/5): Loss -0.8313, Sem 0.0193, dir -0.9868, norm 0.1362, swav 0.0000 LR: 5.772e-02 Score 99.364 Data time: 0.0751, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8671 [2020-10-19 09:59:42,162][root][INFO] - ===> Epoch[5484](27420/5): Loss -0.8276, Sem 0.0187, dir -0.9867, norm 0.1404, swav 0.0000 LR: 5.772e-02 Score 99.399 Data time: 0.0829, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0007 [2020-10-19 09:59:44,762][root][INFO] - ===> Epoch[5485](27421/5): Loss -0.8015, Sem 0.0209, dir -0.9858, norm 0.1634, swav 0.0000 LR: 5.772e-02 Score 99.303 Data time: 0.0800, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.4777 [2020-10-19 09:59:47,229][root][INFO] - ===> Epoch[5485](27422/5): Loss -0.8368, Sem 0.0189, dir -0.9869, norm 0.1312, swav 0.0000 LR: 5.772e-02 Score 99.357 Data time: 0.0718, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.3652 [2020-10-19 09:59:49,255][root][INFO] - ===> Epoch[5485](27423/5): Loss -0.8244, Sem 0.0192, dir -0.9852, norm 0.1416, swav 0.0000 LR: 5.772e-02 Score 99.360 Data time: 0.0800, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9235 [2020-10-19 09:59:51,315][root][INFO] - ===> Epoch[5485](27424/5): Loss -0.8269, Sem 0.0191, dir -0.9867, norm 0.1407, swav 0.0000 LR: 5.771e-02 Score 99.361 Data time: 0.0915, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9581 [2020-10-19 09:59:53,386][root][INFO] - ===> Epoch[5485](27425/5): Loss -0.8271, Sem 0.0196, dir -0.9863, norm 0.1397, swav 0.0000 LR: 5.771e-02 Score 99.348 Data time: 0.0840, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9599 [2020-10-19 09:59:55,881][root][INFO] - ===> Epoch[5486](27426/5): Loss -0.8275, Sem 0.0158, dir -0.9872, norm 0.1439, swav 0.0000 LR: 5.771e-02 Score 99.476 Data time: 0.0843, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.4025 [2020-10-19 09:59:58,151][root][INFO] - ===> Epoch[5486](27427/5): Loss -0.8285, Sem 0.0211, dir -0.9861, norm 0.1365, swav 0.0000 LR: 5.771e-02 Score 99.290 Data time: 0.0833, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1573 [2020-10-19 09:59:59,781][root][INFO] - ===> Epoch[5486](27428/5): Loss -0.8245, Sem 0.0209, dir -0.9853, norm 0.1398, swav 0.0000 LR: 5.771e-02 Score 99.301 Data time: 0.0688, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.5311 [2020-10-19 10:00:02,000][root][INFO] - ===> Epoch[5486](27429/5): Loss -0.8297, Sem 0.0199, dir -0.9868, norm 0.1372, swav 0.0000 LR: 5.771e-02 Score 99.360 Data time: 0.0638, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1350 [2020-10-19 10:00:04,382][root][INFO] - ===> Epoch[5486](27430/5): Loss -0.8107, Sem 0.0199, dir -0.9850, norm 0.1545, swav 0.0000 LR: 5.770e-02 Score 99.345 Data time: 0.0807, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2831 [2020-10-19 10:00:06,148][root][INFO] - ===> Epoch[5487](27431/5): Loss -0.8253, Sem 0.0223, dir -0.9851, norm 0.1375, swav 0.0000 LR: 5.770e-02 Score 99.255 Data time: 0.0736, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.6540 [2020-10-19 10:00:08,426][root][INFO] - ===> Epoch[5487](27432/5): Loss -0.8377, Sem 0.0174, dir -0.9883, norm 0.1333, swav 0.0000 LR: 5.770e-02 Score 99.427 Data time: 0.1049, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1867 [2020-10-19 10:00:10,875][root][INFO] - ===> Epoch[5487](27433/5): Loss -0.8222, Sem 0.0196, dir -0.9854, norm 0.1436, swav 0.0000 LR: 5.770e-02 Score 99.353 Data time: 0.0854, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.3404 [2020-10-19 10:00:13,209][root][INFO] - ===> Epoch[5487](27434/5): Loss -0.8131, Sem 0.0207, dir -0.9850, norm 0.1512, swav 0.0000 LR: 5.770e-02 Score 99.320 Data time: 0.0782, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2198 [2020-10-19 10:00:15,317][root][INFO] - ===> Epoch[5487](27435/5): Loss -0.8357, Sem 0.0175, dir -0.9881, norm 0.1349, swav 0.0000 LR: 5.770e-02 Score 99.406 Data time: 0.0904, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9992 [2020-10-19 10:00:17,540][root][INFO] - ===> Epoch[5488](27436/5): Loss -0.8286, Sem 0.0186, dir -0.9868, norm 0.1397, swav 0.0000 LR: 5.769e-02 Score 99.358 Data time: 0.0849, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.1152 [2020-10-19 10:00:19,413][root][INFO] - ===> Epoch[5488](27437/5): Loss -0.8337, Sem 0.0195, dir -0.9863, norm 0.1331, swav 0.0000 LR: 5.769e-02 Score 99.344 Data time: 0.0756, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.7802 [2020-10-19 10:00:21,945][root][INFO] - ===> Epoch[5488](27438/5): Loss -0.8180, Sem 0.0191, dir -0.9864, norm 0.1493, swav 0.0000 LR: 5.769e-02 Score 99.367 Data time: 0.1093, Forward time: 0.7767, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.4384 [2020-10-19 10:00:23,890][root][INFO] - ===> Epoch[5488](27439/5): Loss -0.8206, Sem 0.0186, dir -0.9856, norm 0.1464, swav 0.0000 LR: 5.769e-02 Score 99.381 Data time: 0.0547, Forward time: 0.7767, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.8234 [2020-10-19 10:00:26,111][root][INFO] - ===> Epoch[5488](27440/5): Loss -0.8328, Sem 0.0172, dir -0.9859, norm 0.1359, swav 0.0000 LR: 5.769e-02 Score 99.414 Data time: 0.0833, Forward time: 0.7767, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1301 [2020-10-19 10:00:28,246][root][INFO] - ===> Epoch[5489](27441/5): Loss -0.8227, Sem 0.0218, dir -0.9855, norm 0.1411, swav 0.0000 LR: 5.769e-02 Score 99.276 Data time: 0.0839, Forward time: 0.7767, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0460 [2020-10-19 10:00:30,532][root][INFO] - ===> Epoch[5489](27442/5): Loss -0.8282, Sem 0.0170, dir -0.9878, norm 0.1426, swav 0.0000 LR: 5.768e-02 Score 99.429 Data time: 0.0870, Forward time: 0.7767, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1971 [2020-10-19 10:00:32,568][root][INFO] - ===> Epoch[5489](27443/5): Loss -0.8249, Sem 0.0203, dir -0.9865, norm 0.1413, swav 0.0000 LR: 5.768e-02 Score 99.329 Data time: 0.0798, Forward time: 0.7767, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9371 [2020-10-19 10:00:34,957][root][INFO] - ===> Epoch[5489](27444/5): Loss -0.8229, Sem 0.0182, dir -0.9877, norm 0.1466, swav 0.0000 LR: 5.768e-02 Score 99.388 Data time: 0.0819, Forward time: 0.7767, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.2889 [2020-10-19 10:00:36,930][root][INFO] - ===> Epoch[5489](27445/5): Loss -0.8023, Sem 0.0207, dir -0.9834, norm 0.1604, swav 0.0000 LR: 5.768e-02 Score 99.305 Data time: 0.0742, Forward time: 0.7767, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.8811 [2020-10-19 10:00:38,930][root][INFO] - ===> Epoch[5490](27446/5): Loss -0.8282, Sem 0.0192, dir -0.9862, norm 0.1389, swav 0.0000 LR: 5.768e-02 Score 99.360 Data time: 0.1298, Forward time: 0.7767, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9113 [2020-10-19 10:00:40,906][root][INFO] - ===> Epoch[5490](27447/5): Loss -0.8081, Sem 0.0202, dir -0.9848, norm 0.1566, swav 0.0000 LR: 5.768e-02 Score 99.332 Data time: 0.0667, Forward time: 0.7767, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.8686 [2020-10-19 10:00:43,351][root][INFO] - ===> Epoch[5490](27448/5): Loss -0.8242, Sem 0.0177, dir -0.9867, norm 0.1448, swav 0.0000 LR: 5.768e-02 Score 99.408 Data time: 0.0798, Forward time: 0.7767, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.3708 [2020-10-19 10:00:45,338][root][INFO] - ===> Epoch[5490](27449/5): Loss -0.8148, Sem 0.0207, dir -0.9865, norm 0.1509, swav 0.0000 LR: 5.767e-02 Score 99.300 Data time: 0.0826, Forward time: 0.7767, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.8789 [2020-10-19 10:00:47,768][root][INFO] - ===> Epoch[5490](27450/5): Loss -0.8091, Sem 0.0196, dir -0.9861, norm 0.1573, swav 0.0000 LR: 5.767e-02 Score 99.370 Data time: 0.0805, Forward time: 0.7767, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.3262 [2020-10-19 10:00:50,165][root][INFO] - ===> Epoch[5491](27451/5): Loss -0.8260, Sem 0.0187, dir -0.9863, norm 0.1416, swav 0.0000 LR: 5.767e-02 Score 99.374 Data time: 0.0741, Forward time: 0.7767, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.2802 [2020-10-19 10:00:52,463][root][INFO] - ===> Epoch[5491](27452/5): Loss -0.7991, Sem 0.0172, dir -0.9860, norm 0.1697, swav 0.0000 LR: 5.767e-02 Score 99.441 Data time: 0.0835, Forward time: 0.7767, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1959 [2020-10-19 10:00:54,436][root][INFO] - ===> Epoch[5491](27453/5): Loss -0.8282, Sem 0.0171, dir -0.9869, norm 0.1416, swav 0.0000 LR: 5.767e-02 Score 99.416 Data time: 0.0772, Forward time: 0.7767, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.8598 [2020-10-19 10:00:57,440][root][INFO] - ===> Epoch[5491](27454/5): Loss -0.8175, Sem 0.0193, dir -0.9856, norm 0.1488, swav 0.0000 LR: 5.767e-02 Score 99.350 Data time: 0.0624, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.8970 [2020-10-19 10:00:59,538][root][INFO] - ===> Epoch[5491](27455/5): Loss -0.8286, Sem 0.0184, dir -0.9875, norm 0.1405, swav 0.0000 LR: 5.766e-02 Score 99.412 Data time: 0.0706, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0223 [2020-10-19 10:01:02,151][root][INFO] - ===> Epoch[5492](27456/5): Loss -0.8148, Sem 0.0193, dir -0.9866, norm 0.1525, swav 0.0000 LR: 5.766e-02 Score 99.364 Data time: 0.0798, Forward time: 0.7767, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.4998 [2020-10-19 10:01:03,786][root][INFO] - ===> Epoch[5492](27457/5): Loss -0.8319, Sem 0.0168, dir -0.9884, norm 0.1398, swav 0.0000 LR: 5.766e-02 Score 99.431 Data time: 0.0918, Forward time: 0.7767, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.5159 [2020-10-19 10:01:06,352][root][INFO] - ===> Epoch[5492](27458/5): Loss -0.7975, Sem 0.0194, dir -0.9849, norm 0.1680, swav 0.0000 LR: 5.766e-02 Score 99.381 Data time: 0.1370, Forward time: 0.7767, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.4816 [2020-10-19 10:01:08,406][root][INFO] - ===> Epoch[5492](27459/5): Loss -0.8267, Sem 0.0185, dir -0.9872, norm 0.1421, swav 0.0000 LR: 5.766e-02 Score 99.374 Data time: 0.1018, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9228 [2020-10-19 10:01:10,693][root][INFO] - ===> Epoch[5492](27460/5): Loss -0.8002, Sem 0.0213, dir -0.9846, norm 0.1631, swav 0.0000 LR: 5.766e-02 Score 99.295 Data time: 0.0759, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1884 [2020-10-19 10:01:13,128][root][INFO] - ===> Epoch[5493](27461/5): Loss -0.8058, Sem 0.0211, dir -0.9858, norm 0.1589, swav 0.0000 LR: 5.765e-02 Score 99.299 Data time: 0.0816, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.3221 [2020-10-19 10:01:15,219][root][INFO] - ===> Epoch[5493](27462/5): Loss -0.8102, Sem 0.0195, dir -0.9853, norm 0.1555, swav 0.0000 LR: 5.765e-02 Score 99.354 Data time: 0.0877, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9783 [2020-10-19 10:01:17,151][root][INFO] - ===> Epoch[5493](27463/5): Loss -0.8210, Sem 0.0191, dir -0.9870, norm 0.1469, swav 0.0000 LR: 5.765e-02 Score 99.342 Data time: 0.0874, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.8182 [2020-10-19 10:01:19,779][root][INFO] - ===> Epoch[5493](27464/5): Loss -0.8084, Sem 0.0168, dir -0.9849, norm 0.1596, swav 0.0000 LR: 5.765e-02 Score 99.440 Data time: 0.0996, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.5224 [2020-10-19 10:01:22,130][root][INFO] - ===> Epoch[5493](27465/5): Loss -0.8178, Sem 0.0213, dir -0.9855, norm 0.1464, swav 0.0000 LR: 5.765e-02 Score 99.283 Data time: 0.0819, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.2620 [2020-10-19 10:01:24,322][root][INFO] - ===> Epoch[5494](27466/5): Loss -0.8183, Sem 0.0188, dir -0.9868, norm 0.1497, swav 0.0000 LR: 5.765e-02 Score 99.374 Data time: 0.0935, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0791 [2020-10-19 10:01:26,743][root][INFO] - ===> Epoch[5494](27467/5): Loss -0.8276, Sem 0.0184, dir -0.9861, norm 0.1401, swav 0.0000 LR: 5.764e-02 Score 99.391 Data time: 0.0738, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.3036 [2020-10-19 10:01:28,923][root][INFO] - ===> Epoch[5494](27468/5): Loss -0.8358, Sem 0.0158, dir -0.9894, norm 0.1378, swav 0.0000 LR: 5.764e-02 Score 99.473 Data time: 0.0480, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0759 [2020-10-19 10:01:31,433][root][INFO] - ===> Epoch[5494](27469/5): Loss -0.8261, Sem 0.0206, dir -0.9862, norm 0.1395, swav 0.0000 LR: 5.764e-02 Score 99.343 Data time: 0.1062, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.4380 [2020-10-19 10:01:33,546][root][INFO] - ===> Epoch[5494](27470/5): Loss -0.8189, Sem 0.0179, dir -0.9875, norm 0.1507, swav 0.0000 LR: 5.764e-02 Score 99.433 Data time: 0.0858, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.9969 [2020-10-19 10:01:35,775][root][INFO] - ===> Epoch[5495](27471/5): Loss -0.8302, Sem 0.0202, dir -0.9862, norm 0.1358, swav 0.0000 LR: 5.764e-02 Score 99.322 Data time: 0.0972, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1125 [2020-10-19 10:01:38,254][root][INFO] - ===> Epoch[5495](27472/5): Loss -0.8230, Sem 0.0203, dir -0.9868, norm 0.1435, swav 0.0000 LR: 5.764e-02 Score 99.323 Data time: 0.0724, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.3765 [2020-10-19 10:01:39,937][root][INFO] - ===> Epoch[5495](27473/5): Loss -0.8229, Sem 0.0251, dir -0.9868, norm 0.1388, swav 0.0000 LR: 5.764e-02 Score 99.272 Data time: 0.0648, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.6016 [2020-10-19 10:01:42,124][root][INFO] - ===> Epoch[5495](27474/5): Loss -0.8177, Sem 0.0219, dir -0.9849, norm 0.1453, swav 0.0000 LR: 5.763e-02 Score 99.361 Data time: 0.0932, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0942 [2020-10-19 10:01:44,188][root][INFO] - ===> Epoch[5495](27475/5): Loss -0.8268, Sem 0.0179, dir -0.9870, norm 0.1423, swav 0.0000 LR: 5.763e-02 Score 99.389 Data time: 0.0777, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9360 [2020-10-19 10:01:46,304][root][INFO] - ===> Epoch[5496](27476/5): Loss -0.8279, Sem 0.0195, dir -0.9867, norm 0.1393, swav 0.0000 LR: 5.763e-02 Score 99.338 Data time: 0.0607, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0158 [2020-10-19 10:01:48,344][root][INFO] - ===> Epoch[5496](27477/5): Loss -0.8212, Sem 0.0204, dir -0.9863, norm 0.1448, swav 0.0000 LR: 5.763e-02 Score 99.334 Data time: 0.1065, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9494 [2020-10-19 10:01:50,863][root][INFO] - ===> Epoch[5496](27478/5): Loss -0.8342, Sem 0.0195, dir -0.9868, norm 0.1331, swav 0.0000 LR: 5.763e-02 Score 99.363 Data time: 0.0705, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.4063 [2020-10-19 10:01:53,098][root][INFO] - ===> Epoch[5496](27479/5): Loss -0.8167, Sem 0.0211, dir -0.9845, norm 0.1467, swav 0.0000 LR: 5.763e-02 Score 99.292 Data time: 0.0679, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1435 [2020-10-19 10:01:55,215][root][INFO] - ===> Epoch[5496](27480/5): Loss -0.8287, Sem 0.0166, dir -0.9877, norm 0.1424, swav 0.0000 LR: 5.762e-02 Score 99.445 Data time: 0.0959, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0288 [2020-10-19 10:01:57,314][root][INFO] - ===> Epoch[5497](27481/5): Loss -0.8379, Sem 0.0178, dir -0.9880, norm 0.1323, swav 0.0000 LR: 5.762e-02 Score 99.408 Data time: 0.0663, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9872 [2020-10-19 10:01:59,954][root][INFO] - ===> Epoch[5497](27482/5): Loss -0.8221, Sem 0.0189, dir -0.9857, norm 0.1447, swav 0.0000 LR: 5.762e-02 Score 99.371 Data time: 0.0945, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.5614 [2020-10-19 10:02:02,725][root][INFO] - ===> Epoch[5497](27483/5): Loss -0.8193, Sem 0.0207, dir -0.9858, norm 0.1458, swav 0.0000 LR: 5.762e-02 Score 99.310 Data time: 0.0792, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.6625 [2020-10-19 10:02:04,674][root][INFO] - ===> Epoch[5497](27484/5): Loss -0.8349, Sem 0.0175, dir -0.9879, norm 0.1354, swav 0.0000 LR: 5.762e-02 Score 99.420 Data time: 0.0854, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.8423 [2020-10-19 10:02:06,729][root][INFO] - ===> Epoch[5497](27485/5): Loss -0.8274, Sem 0.0191, dir -0.9874, norm 0.1409, swav 0.0000 LR: 5.762e-02 Score 99.358 Data time: 0.0661, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9529 [2020-10-19 10:02:08,574][root][INFO] - ===> Epoch[5498](27486/5): Loss -0.8286, Sem 0.0190, dir -0.9854, norm 0.1378, swav 0.0000 LR: 5.761e-02 Score 99.344 Data time: 0.0661, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.7369 [2020-10-19 10:02:11,161][root][INFO] - ===> Epoch[5498](27487/5): Loss -0.8358, Sem 0.0169, dir -0.9874, norm 0.1347, swav 0.0000 LR: 5.761e-02 Score 99.430 Data time: 0.0746, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.4864 [2020-10-19 10:02:13,231][root][INFO] - ===> Epoch[5498](27488/5): Loss -0.8193, Sem 0.0211, dir -0.9853, norm 0.1450, swav 0.0000 LR: 5.761e-02 Score 99.306 Data time: 0.0555, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9609 [2020-10-19 10:02:15,108][root][INFO] - ===> Epoch[5498](27489/5): Loss -0.8360, Sem 0.0190, dir -0.9875, norm 0.1325, swav 0.0000 LR: 5.761e-02 Score 99.362 Data time: 0.0569, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.7725 [2020-10-19 10:02:17,319][root][INFO] - ===> Epoch[5498](27490/5): Loss -0.8291, Sem 0.0150, dir -0.9870, norm 0.1428, swav 0.0000 LR: 5.761e-02 Score 99.493 Data time: 0.0798, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1306 [2020-10-19 10:02:20,044][root][INFO] - ===> Epoch[5499](27491/5): Loss -0.8037, Sem 0.0195, dir -0.9857, norm 0.1625, swav 0.0000 LR: 5.761e-02 Score 99.360 Data time: 0.3770, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.5704 [2020-10-19 10:02:22,120][root][INFO] - ===> Epoch[5499](27492/5): Loss -0.8344, Sem 0.0190, dir -0.9871, norm 0.1337, swav 0.0000 LR: 5.761e-02 Score 99.361 Data time: 0.0784, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9440 [2020-10-19 10:02:23,988][root][INFO] - ===> Epoch[5499](27493/5): Loss -0.8390, Sem 0.0181, dir -0.9880, norm 0.1308, swav 0.0000 LR: 5.760e-02 Score 99.388 Data time: 0.1020, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.7659 [2020-10-19 10:02:26,333][root][INFO] - ===> Epoch[5499](27494/5): Loss -0.8155, Sem 0.0206, dir -0.9848, norm 0.1488, swav 0.0000 LR: 5.760e-02 Score 99.305 Data time: 0.0814, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.2581 [2020-10-19 10:02:28,600][root][INFO] - ===> Epoch[5499](27495/5): Loss -0.8231, Sem 0.0172, dir -0.9862, norm 0.1459, swav 0.0000 LR: 5.760e-02 Score 99.419 Data time: 0.0621, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1653 [2020-10-19 10:02:30,617][root][INFO] - ===> Epoch[5500](27496/5): Loss -0.8147, Sem 0.0228, dir -0.9862, norm 0.1487, swav 0.0000 LR: 5.760e-02 Score 99.225 Data time: 0.0691, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9165 [2020-10-19 10:02:32,928][root][INFO] - ===> Epoch[5500](27497/5): Loss -0.8155, Sem 0.0188, dir -0.9862, norm 0.1519, swav 0.0000 LR: 5.760e-02 Score 99.407 Data time: 0.0731, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.2090 [2020-10-19 10:02:34,892][root][INFO] - ===> Epoch[5500](27498/5): Loss -0.8089, Sem 0.0188, dir -0.9855, norm 0.1579, swav 0.0000 LR: 5.760e-02 Score 99.403 Data time: 0.0829, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.8514 [2020-10-19 10:02:37,063][root][INFO] - ===> Epoch[5500](27499/5): Loss -0.8048, Sem 0.0213, dir -0.9861, norm 0.1600, swav 0.0000 LR: 5.759e-02 Score 99.297 Data time: 0.0650, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0480 [2020-10-19 10:02:39,043][root][INFO] - ===> Epoch[5500](27500/5): Loss -0.8309, Sem 0.0189, dir -0.9871, norm 0.1373, swav 0.0000 LR: 5.759e-02 Score 99.352 Data time: 0.0798, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9173 [2020-10-19 10:02:40,594][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 10:02:42,618][root][INFO] - ===> Epoch[5501](27501/5): Loss -0.8046, Sem 0.0175, dir -0.9873, norm 0.1652, swav 0.0000 LR: 5.759e-02 Score 99.412 Data time: 0.0946, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.8298 [2020-10-19 10:02:45,272][root][INFO] - ===> Epoch[5501](27502/5): Loss -0.8199, Sem 0.0165, dir -0.9863, norm 0.1499, swav 0.0000 LR: 5.759e-02 Score 99.450 Data time: 0.1194, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.5340 [2020-10-19 10:02:47,452][root][INFO] - ===> Epoch[5501](27503/5): Loss -0.8170, Sem 0.0177, dir -0.9866, norm 0.1519, swav 0.0000 LR: 5.759e-02 Score 99.396 Data time: 0.0782, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0599 [2020-10-19 10:02:49,456][root][INFO] - ===> Epoch[5501](27504/5): Loss -0.8205, Sem 0.0192, dir -0.9877, norm 0.1479, swav 0.0000 LR: 5.759e-02 Score 99.367 Data time: 0.0754, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.8897 [2020-10-19 10:02:51,671][root][INFO] - ===> Epoch[5501](27505/5): Loss -0.8213, Sem 0.0185, dir -0.9862, norm 0.1464, swav 0.0000 LR: 5.758e-02 Score 99.367 Data time: 0.0491, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1071 [2020-10-19 10:02:54,241][root][INFO] - ===> Epoch[5502](27506/5): Loss -0.8220, Sem 0.0190, dir -0.9868, norm 0.1458, swav 0.0000 LR: 5.758e-02 Score 99.374 Data time: 0.0820, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.4764 [2020-10-19 10:02:56,285][root][INFO] - ===> Epoch[5502](27507/5): Loss -0.8201, Sem 0.0188, dir -0.9869, norm 0.1481, swav 0.0000 LR: 5.758e-02 Score 99.360 Data time: 0.0671, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9265 [2020-10-19 10:02:58,740][root][INFO] - ===> Epoch[5502](27508/5): Loss -0.8252, Sem 0.0187, dir -0.9857, norm 0.1417, swav 0.0000 LR: 5.758e-02 Score 99.414 Data time: 0.1014, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.3568 [2020-10-19 10:03:01,025][root][INFO] - ===> Epoch[5502](27509/5): Loss -0.8084, Sem 0.0185, dir -0.9851, norm 0.1582, swav 0.0000 LR: 5.758e-02 Score 99.390 Data time: 0.0739, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1727 [2020-10-19 10:03:03,631][root][INFO] - ===> Epoch[5502](27510/5): Loss -0.8121, Sem 0.0189, dir -0.9865, norm 0.1554, swav 0.0000 LR: 5.758e-02 Score 99.376 Data time: 0.0718, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.5021 [2020-10-19 10:03:05,762][root][INFO] - ===> Epoch[5503](27511/5): Loss -0.8177, Sem 0.0198, dir -0.9873, norm 0.1498, swav 0.0000 LR: 5.757e-02 Score 99.335 Data time: 0.0623, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0379 [2020-10-19 10:03:07,962][root][INFO] - ===> Epoch[5503](27512/5): Loss -0.8104, Sem 0.0232, dir -0.9868, norm 0.1532, swav 0.0000 LR: 5.757e-02 Score 99.228 Data time: 0.0528, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1124 [2020-10-19 10:03:10,102][root][INFO] - ===> Epoch[5503](27513/5): Loss -0.8056, Sem 0.0203, dir -0.9862, norm 0.1603, swav 0.0000 LR: 5.757e-02 Score 99.328 Data time: 0.0826, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0653 [2020-10-19 10:03:12,299][root][INFO] - ===> Epoch[5503](27514/5): Loss -0.8038, Sem 0.0174, dir -0.9870, norm 0.1658, swav 0.0000 LR: 5.757e-02 Score 99.414 Data time: 0.0971, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0858 [2020-10-19 10:03:14,375][root][INFO] - ===> Epoch[5503](27515/5): Loss -0.8219, Sem 0.0184, dir -0.9865, norm 0.1462, swav 0.0000 LR: 5.757e-02 Score 99.388 Data time: 0.0830, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9540 [2020-10-19 10:03:16,513][root][INFO] - ===> Epoch[5504](27516/5): Loss -0.8043, Sem 0.0203, dir -0.9856, norm 0.1610, swav 0.0000 LR: 5.757e-02 Score 99.318 Data time: 0.0823, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0296 [2020-10-19 10:03:18,553][root][INFO] - ===> Epoch[5504](27517/5): Loss -0.8228, Sem 0.0209, dir -0.9877, norm 0.1440, swav 0.0000 LR: 5.757e-02 Score 99.294 Data time: 0.0786, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9433 [2020-10-19 10:03:20,729][root][INFO] - ===> Epoch[5504](27518/5): Loss -0.8003, Sem 0.0237, dir -0.9866, norm 0.1626, swav 0.0000 LR: 5.756e-02 Score 99.297 Data time: 0.0866, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0733 [2020-10-19 10:03:22,720][root][INFO] - ===> Epoch[5504](27519/5): Loss -0.8161, Sem 0.0198, dir -0.9851, norm 0.1491, swav 0.0000 LR: 5.756e-02 Score 99.345 Data time: 0.0570, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.8933 [2020-10-19 10:03:24,993][root][INFO] - ===> Epoch[5504](27520/5): Loss -0.8164, Sem 0.0182, dir -0.9874, norm 0.1528, swav 0.0000 LR: 5.756e-02 Score 99.402 Data time: 0.1011, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1638 [2020-10-19 10:03:27,768][root][INFO] - ===> Epoch[5505](27521/5): Loss -0.8249, Sem 0.0199, dir -0.9860, norm 0.1412, swav 0.0000 LR: 5.756e-02 Score 99.320 Data time: 0.0624, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.6665 [2020-10-19 10:03:30,075][root][INFO] - ===> Epoch[5505](27522/5): Loss -0.8196, Sem 0.0191, dir -0.9876, norm 0.1490, swav 0.0000 LR: 5.756e-02 Score 99.367 Data time: 0.0767, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.2343 [2020-10-19 10:03:32,162][root][INFO] - ===> Epoch[5505](27523/5): Loss -0.8116, Sem 0.0214, dir -0.9845, norm 0.1515, swav 0.0000 LR: 5.756e-02 Score 99.280 Data time: 0.0784, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9882 [2020-10-19 10:03:34,408][root][INFO] - ===> Epoch[5505](27524/5): Loss -0.8209, Sem 0.0195, dir -0.9864, norm 0.1461, swav 0.0000 LR: 5.755e-02 Score 99.370 Data time: 0.0934, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1625 [2020-10-19 10:03:36,926][root][INFO] - ===> Epoch[5505](27525/5): Loss -0.8166, Sem 0.0198, dir -0.9859, norm 0.1494, swav 0.0000 LR: 5.755e-02 Score 99.348 Data time: 0.0925, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.4101 [2020-10-19 10:03:38,645][root][INFO] - ===> Epoch[5506](27526/5): Loss -0.8135, Sem 0.0228, dir -0.9857, norm 0.1495, swav 0.0000 LR: 5.755e-02 Score 99.278 Data time: 0.0784, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.5868 [2020-10-19 10:03:41,002][root][INFO] - ===> Epoch[5506](27527/5): Loss -0.8173, Sem 0.0218, dir -0.9844, norm 0.1453, swav 0.0000 LR: 5.755e-02 Score 99.267 Data time: 0.0808, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.2709 [2020-10-19 10:03:43,058][root][INFO] - ===> Epoch[5506](27528/5): Loss -0.8150, Sem 0.0195, dir -0.9865, norm 0.1520, swav 0.0000 LR: 5.755e-02 Score 99.339 Data time: 0.1488, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9475 [2020-10-19 10:03:45,855][root][INFO] - ===> Epoch[5506](27529/5): Loss -0.8199, Sem 0.0176, dir -0.9874, norm 0.1499, swav 0.0000 LR: 5.755e-02 Score 99.406 Data time: 0.1453, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.6970 [2020-10-19 10:03:48,527][root][INFO] - ===> Epoch[5506](27530/5): Loss -0.7992, Sem 0.0240, dir -0.9843, norm 0.1611, swav 0.0000 LR: 5.754e-02 Score 99.215 Data time: 0.0787, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.5567 [2020-10-19 10:03:50,429][root][INFO] - ===> Epoch[5507](27531/5): Loss -0.8242, Sem 0.0199, dir -0.9871, norm 0.1430, swav 0.0000 LR: 5.754e-02 Score 99.330 Data time: 0.0828, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.8116 [2020-10-19 10:03:52,640][root][INFO] - ===> Epoch[5507](27532/5): Loss -0.8092, Sem 0.0249, dir -0.9845, norm 0.1504, swav 0.0000 LR: 5.754e-02 Score 99.258 Data time: 0.0790, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1267 [2020-10-19 10:03:54,811][root][INFO] - ===> Epoch[5507](27533/5): Loss -0.8250, Sem 0.0180, dir -0.9863, norm 0.1433, swav 0.0000 LR: 5.754e-02 Score 99.394 Data time: 0.0575, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0698 [2020-10-19 10:03:56,920][root][INFO] - ===> Epoch[5507](27534/5): Loss -0.8158, Sem 0.0266, dir -0.9864, norm 0.1440, swav 0.0000 LR: 5.754e-02 Score 99.194 Data time: 0.0590, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0307 [2020-10-19 10:03:59,416][root][INFO] - ===> Epoch[5507](27535/5): Loss -0.8244, Sem 0.0194, dir -0.9866, norm 0.1428, swav 0.0000 LR: 5.754e-02 Score 99.347 Data time: 0.0594, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.4070 [2020-10-19 10:04:01,408][root][INFO] - ===> Epoch[5508](27536/5): Loss -0.8182, Sem 0.0237, dir -0.9850, norm 0.1431, swav 0.0000 LR: 5.753e-02 Score 99.204 Data time: 0.0803, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9159 [2020-10-19 10:04:03,447][root][INFO] - ===> Epoch[5508](27537/5): Loss -0.8122, Sem 0.0195, dir -0.9872, norm 0.1555, swav 0.0000 LR: 5.753e-02 Score 99.349 Data time: 0.0932, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9222 [2020-10-19 10:04:05,582][root][INFO] - ===> Epoch[5508](27538/5): Loss -0.8338, Sem 0.0207, dir -0.9868, norm 0.1323, swav 0.0000 LR: 5.753e-02 Score 99.294 Data time: 0.0744, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0322 [2020-10-19 10:04:08,234][root][INFO] - ===> Epoch[5508](27539/5): Loss -0.8221, Sem 0.0228, dir -0.9873, norm 0.1424, swav 0.0000 LR: 5.753e-02 Score 99.257 Data time: 0.0498, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.5422 [2020-10-19 10:04:10,297][root][INFO] - ===> Epoch[5508](27540/5): Loss -0.8314, Sem 0.0195, dir -0.9856, norm 0.1347, swav 0.0000 LR: 5.753e-02 Score 99.351 Data time: 0.0827, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9907 [2020-10-19 10:04:12,282][root][INFO] - ===> Epoch[5509](27541/5): Loss -0.8190, Sem 0.0213, dir -0.9868, norm 0.1465, swav 0.0000 LR: 5.753e-02 Score 99.303 Data time: 0.0809, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.8813 [2020-10-19 10:04:14,226][root][INFO] - ===> Epoch[5509](27542/5): Loss -0.8222, Sem 0.0217, dir -0.9849, norm 0.1409, swav 0.0000 LR: 5.753e-02 Score 99.295 Data time: 0.0666, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.8408 [2020-10-19 10:04:17,094][root][INFO] - ===> Epoch[5509](27543/5): Loss -0.8204, Sem 0.0201, dir -0.9862, norm 0.1456, swav 0.0000 LR: 5.752e-02 Score 99.323 Data time: 0.0630, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.7808 [2020-10-19 10:04:19,426][root][INFO] - ===> Epoch[5509](27544/5): Loss -0.8109, Sem 0.0216, dir -0.9848, norm 0.1523, swav 0.0000 LR: 5.752e-02 Score 99.291 Data time: 0.1020, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.2321 [2020-10-19 10:04:21,382][root][INFO] - ===> Epoch[5509](27545/5): Loss -0.8374, Sem 0.0206, dir -0.9870, norm 0.1290, swav 0.0000 LR: 5.752e-02 Score 99.316 Data time: 0.0649, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.8364 [2020-10-19 10:04:23,632][root][INFO] - ===> Epoch[5510](27546/5): Loss -0.8278, Sem 0.0216, dir -0.9863, norm 0.1370, swav 0.0000 LR: 5.752e-02 Score 99.288 Data time: 0.2405, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1352 [2020-10-19 10:04:25,913][root][INFO] - ===> Epoch[5510](27547/5): Loss -0.8338, Sem 0.0195, dir -0.9865, norm 0.1332, swav 0.0000 LR: 5.752e-02 Score 99.347 Data time: 0.1008, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1597 [2020-10-19 10:04:28,698][root][INFO] - ===> Epoch[5510](27548/5): Loss -0.8411, Sem 0.0181, dir -0.9862, norm 0.1270, swav 0.0000 LR: 5.752e-02 Score 99.393 Data time: 0.0515, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.6901 [2020-10-19 10:04:30,818][root][INFO] - ===> Epoch[5510](27549/5): Loss -0.8360, Sem 0.0187, dir -0.9875, norm 0.1328, swav 0.0000 LR: 5.751e-02 Score 99.368 Data time: 0.0642, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0446 [2020-10-19 10:04:33,124][root][INFO] - ===> Epoch[5510](27550/5): Loss -0.8200, Sem 0.0195, dir -0.9859, norm 0.1463, swav 0.0000 LR: 5.751e-02 Score 99.349 Data time: 0.0937, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2184 [2020-10-19 10:04:34,998][root][INFO] - ===> Epoch[5511](27551/5): Loss -0.8132, Sem 0.0216, dir -0.9840, norm 0.1491, swav 0.0000 LR: 5.751e-02 Score 99.248 Data time: 0.0789, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.7355 [2020-10-19 10:04:36,996][root][INFO] - ===> Epoch[5511](27552/5): Loss -0.8143, Sem 0.0283, dir -0.9856, norm 0.1431, swav 0.0000 LR: 5.751e-02 Score 99.137 Data time: 0.1111, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9051 [2020-10-19 10:04:39,238][root][INFO] - ===> Epoch[5511](27553/5): Loss -0.8119, Sem 0.0202, dir -0.9862, norm 0.1541, swav 0.0000 LR: 5.751e-02 Score 99.325 Data time: 0.0568, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1365 [2020-10-19 10:04:41,455][root][INFO] - ===> Epoch[5511](27554/5): Loss -0.8163, Sem 0.0330, dir -0.9867, norm 0.1374, swav 0.0000 LR: 5.751e-02 Score 99.109 Data time: 0.1258, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1484 [2020-10-19 10:04:43,531][root][INFO] - ===> Epoch[5511](27555/5): Loss -0.8156, Sem 0.0260, dir -0.9869, norm 0.1453, swav 0.0000 LR: 5.750e-02 Score 99.209 Data time: 0.0906, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9779 [2020-10-19 10:04:46,110][root][INFO] - ===> Epoch[5512](27556/5): Loss -0.8137, Sem 0.0225, dir -0.9853, norm 0.1491, swav 0.0000 LR: 5.750e-02 Score 99.303 Data time: 0.0691, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.4930 [2020-10-19 10:04:48,111][root][INFO] - ===> Epoch[5512](27557/5): Loss -0.8183, Sem 0.0208, dir -0.9866, norm 0.1475, swav 0.0000 LR: 5.750e-02 Score 99.309 Data time: 0.0750, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.8882 [2020-10-19 10:04:50,357][root][INFO] - ===> Epoch[5512](27558/5): Loss -0.8187, Sem 0.0241, dir -0.9852, norm 0.1424, swav 0.0000 LR: 5.750e-02 Score 99.202 Data time: 0.0638, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1382 [2020-10-19 10:04:52,643][root][INFO] - ===> Epoch[5512](27559/5): Loss -0.8100, Sem 0.0239, dir -0.9856, norm 0.1517, swav 0.0000 LR: 5.750e-02 Score 99.217 Data time: 0.0699, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.2064 [2020-10-19 10:04:55,052][root][INFO] - ===> Epoch[5512](27560/5): Loss -0.8120, Sem 0.0243, dir -0.9860, norm 0.1497, swav 0.0000 LR: 5.750e-02 Score 99.214 Data time: 0.1032, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.3307 [2020-10-19 10:04:57,228][root][INFO] - ===> Epoch[5513](27561/5): Loss -0.8176, Sem 0.0233, dir -0.9863, norm 0.1454, swav 0.0000 LR: 5.750e-02 Score 99.230 Data time: 0.0674, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0722 [2020-10-19 10:05:00,008][root][INFO] - ===> Epoch[5513](27562/5): Loss -0.8117, Sem 0.0230, dir -0.9833, norm 0.1486, swav 0.0000 LR: 5.749e-02 Score 99.252 Data time: 0.0972, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.6861 [2020-10-19 10:05:02,152][root][INFO] - ===> Epoch[5513](27563/5): Loss -0.8252, Sem 0.0230, dir -0.9871, norm 0.1389, swav 0.0000 LR: 5.749e-02 Score 99.244 Data time: 0.0952, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0814 [2020-10-19 10:05:04,936][root][INFO] - ===> Epoch[5513](27564/5): Loss -0.8158, Sem 0.0231, dir -0.9868, norm 0.1479, swav 0.0000 LR: 5.749e-02 Score 99.239 Data time: 0.0921, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.6655 [2020-10-19 10:05:06,753][root][INFO] - ===> Epoch[5513](27565/5): Loss -0.8178, Sem 0.0270, dir -0.9858, norm 0.1410, swav 0.0000 LR: 5.749e-02 Score 99.088 Data time: 0.0830, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.7149 [2020-10-19 10:05:08,887][root][INFO] - ===> Epoch[5514](27566/5): Loss -0.8194, Sem 0.0196, dir -0.9864, norm 0.1474, swav 0.0000 LR: 5.749e-02 Score 99.338 Data time: 0.0829, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.0436 [2020-10-19 10:05:11,263][root][INFO] - ===> Epoch[5514](27567/5): Loss -0.8238, Sem 0.0202, dir -0.9860, norm 0.1419, swav 0.0000 LR: 5.749e-02 Score 99.349 Data time: 0.0795, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.2651 [2020-10-19 10:05:13,015][root][INFO] - ===> Epoch[5514](27568/5): Loss -0.8194, Sem 0.0220, dir -0.9863, norm 0.1449, swav 0.0000 LR: 5.748e-02 Score 99.275 Data time: 0.0771, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.6530 [2020-10-19 10:05:15,395][root][INFO] - ===> Epoch[5514](27569/5): Loss -0.7948, Sem 0.0240, dir -0.9835, norm 0.1647, swav 0.0000 LR: 5.748e-02 Score 99.224 Data time: 0.1810, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.2788 [2020-10-19 10:05:17,467][root][INFO] - ===> Epoch[5514](27570/5): Loss -0.8120, Sem 0.0230, dir -0.9858, norm 0.1508, swav 0.0000 LR: 5.748e-02 Score 99.268 Data time: 0.0912, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9621 [2020-10-19 10:05:19,962][root][INFO] - ===> Epoch[5515](27571/5): Loss -0.8097, Sem 0.0226, dir -0.9841, norm 0.1519, swav 0.0000 LR: 5.748e-02 Score 99.252 Data time: 0.0772, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.4014 [2020-10-19 10:05:22,620][root][INFO] - ===> Epoch[5515](27572/5): Loss -0.8112, Sem 0.0213, dir -0.9860, norm 0.1534, swav 0.0000 LR: 5.748e-02 Score 99.287 Data time: 0.0829, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 2.5440 [2020-10-19 10:05:24,561][root][INFO] - ===> Epoch[5515](27573/5): Loss -0.8042, Sem 0.0306, dir -0.9842, norm 0.1495, swav 0.0000 LR: 5.748e-02 Score 99.067 Data time: 0.0573, Forward time: 0.7768, Backward time: 1.1705, DDP time: 0.0031, Total iter time: 1.8390 [2020-10-19 10:05:26,368][root][INFO] - ===> Epoch[5515](27574/5): Loss -0.8220, Sem 0.0207, dir -0.9855, norm 0.1429, swav 0.0000 LR: 5.747e-02 Score 99.307 Data time: 0.0737, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.7310 [2020-10-19 10:05:28,435][root][INFO] - ===> Epoch[5515](27575/5): Loss -0.8173, Sem 0.0232, dir -0.9840, norm 0.1435, swav 0.0000 LR: 5.747e-02 Score 99.226 Data time: 0.3743, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9644 [2020-10-19 10:05:30,465][root][INFO] - ===> Epoch[5516](27576/5): Loss -0.8200, Sem 0.0229, dir -0.9846, norm 0.1416, swav 0.0000 LR: 5.747e-02 Score 99.258 Data time: 0.0818, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9313 [2020-10-19 10:05:32,877][root][INFO] - ===> Epoch[5516](27577/5): Loss -0.8098, Sem 0.0250, dir -0.9853, norm 0.1505, swav 0.0000 LR: 5.747e-02 Score 99.176 Data time: 0.0764, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.3073 [2020-10-19 10:05:34,828][root][INFO] - ===> Epoch[5516](27578/5): Loss -0.8241, Sem 0.0196, dir -0.9848, norm 0.1411, swav 0.0000 LR: 5.747e-02 Score 99.363 Data time: 0.1030, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.8331 [2020-10-19 10:05:36,755][root][INFO] - ===> Epoch[5516](27579/5): Loss -0.8279, Sem 0.0210, dir -0.9872, norm 0.1383, swav 0.0000 LR: 5.747e-02 Score 99.285 Data time: 0.0817, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.8160 [2020-10-19 10:05:38,599][root][INFO] - ===> Epoch[5516](27580/5): Loss -0.8286, Sem 0.0200, dir -0.9876, norm 0.1390, swav 0.0000 LR: 5.746e-02 Score 99.333 Data time: 0.0885, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.7542 [2020-10-19 10:05:40,796][root][INFO] - ===> Epoch[5517](27581/5): Loss -0.8252, Sem 0.0221, dir -0.9854, norm 0.1381, swav 0.0000 LR: 5.746e-02 Score 99.261 Data time: 0.0630, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0885 [2020-10-19 10:05:42,953][root][INFO] - ===> Epoch[5517](27582/5): Loss -0.7993, Sem 0.0269, dir -0.9846, norm 0.1583, swav 0.0000 LR: 5.746e-02 Score 99.085 Data time: 0.0895, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0669 [2020-10-19 10:05:45,072][root][INFO] - ===> Epoch[5517](27583/5): Loss -0.7999, Sem 0.0282, dir -0.9854, norm 0.1573, swav 0.0000 LR: 5.746e-02 Score 99.167 Data time: 0.0995, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9946 [2020-10-19 10:05:47,175][root][INFO] - ===> Epoch[5517](27584/5): Loss -0.8219, Sem 0.0215, dir -0.9863, norm 0.1428, swav 0.0000 LR: 5.746e-02 Score 99.299 Data time: 0.1093, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9906 [2020-10-19 10:05:49,273][root][INFO] - ===> Epoch[5517](27585/5): Loss -0.8331, Sem 0.0198, dir -0.9870, norm 0.1341, swav 0.0000 LR: 5.746e-02 Score 99.322 Data time: 0.0910, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0038 [2020-10-19 10:05:51,535][root][INFO] - ===> Epoch[5518](27586/5): Loss -0.8292, Sem 0.0197, dir -0.9863, norm 0.1375, swav 0.0000 LR: 5.746e-02 Score 99.338 Data time: 0.0912, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1861 [2020-10-19 10:05:53,528][root][INFO] - ===> Epoch[5518](27587/5): Loss -0.8283, Sem 0.0203, dir -0.9870, norm 0.1384, swav 0.0000 LR: 5.745e-02 Score 99.324 Data time: 0.1106, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8856 [2020-10-19 10:05:56,163][root][INFO] - ===> Epoch[5518](27588/5): Loss -0.8231, Sem 0.0186, dir -0.9861, norm 0.1443, swav 0.0000 LR: 5.745e-02 Score 99.383 Data time: 0.0807, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.5532 [2020-10-19 10:05:58,936][root][INFO] - ===> Epoch[5518](27589/5): Loss -0.8106, Sem 0.0226, dir -0.9855, norm 0.1523, swav 0.0000 LR: 5.745e-02 Score 99.257 Data time: 0.0905, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.6637 [2020-10-19 10:06:01,001][root][INFO] - ===> Epoch[5518](27590/5): Loss -0.8210, Sem 0.0206, dir -0.9867, norm 0.1450, swav 0.0000 LR: 5.745e-02 Score 99.321 Data time: 0.0808, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9552 [2020-10-19 10:06:02,659][root][INFO] - ===> Epoch[5519](27591/5): Loss -0.8393, Sem 0.0187, dir -0.9870, norm 0.1290, swav 0.0000 LR: 5.745e-02 Score 99.375 Data time: 0.0532, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.5591 [2020-10-19 10:06:04,898][root][INFO] - ===> Epoch[5519](27592/5): Loss -0.8052, Sem 0.0229, dir -0.9854, norm 0.1573, swav 0.0000 LR: 5.745e-02 Score 99.232 Data time: 0.0793, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1937 [2020-10-19 10:06:07,181][root][INFO] - ===> Epoch[5519](27593/5): Loss -0.8273, Sem 0.0186, dir -0.9862, norm 0.1403, swav 0.0000 LR: 5.744e-02 Score 99.381 Data time: 0.0803, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1655 [2020-10-19 10:06:09,537][root][INFO] - ===> Epoch[5519](27594/5): Loss -0.8138, Sem 0.0199, dir -0.9847, norm 0.1510, swav 0.0000 LR: 5.744e-02 Score 99.337 Data time: 0.0459, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.2787 [2020-10-19 10:06:11,916][root][INFO] - ===> Epoch[5519](27595/5): Loss -0.8367, Sem 0.0175, dir -0.9865, norm 0.1323, swav 0.0000 LR: 5.744e-02 Score 99.423 Data time: 0.0479, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.3363 [2020-10-19 10:06:13,962][root][INFO] - ===> Epoch[5520](27596/5): Loss -0.8280, Sem 0.0203, dir -0.9864, norm 0.1381, swav 0.0000 LR: 5.744e-02 Score 99.306 Data time: 0.0709, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9786 [2020-10-19 10:06:16,173][root][INFO] - ===> Epoch[5520](27597/5): Loss -0.8254, Sem 0.0191, dir -0.9867, norm 0.1422, swav 0.0000 LR: 5.744e-02 Score 99.358 Data time: 0.0667, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1138 [2020-10-19 10:06:18,061][root][INFO] - ===> Epoch[5520](27598/5): Loss -0.8220, Sem 0.0207, dir -0.9862, norm 0.1435, swav 0.0000 LR: 5.744e-02 Score 99.295 Data time: 0.0809, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.7811 [2020-10-19 10:06:20,553][root][INFO] - ===> Epoch[5520](27599/5): Loss -0.8272, Sem 0.0179, dir -0.9865, norm 0.1414, swav 0.0000 LR: 5.743e-02 Score 99.405 Data time: 0.0837, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.3924 [2020-10-19 10:06:22,973][root][INFO] - ===> Epoch[5520](27600/5): Loss -0.8362, Sem 0.0182, dir -0.9865, norm 0.1320, swav 0.0000 LR: 5.743e-02 Score 99.382 Data time: 0.0601, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.3090 [2020-10-19 10:06:24,183][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 10:06:24,409][root][INFO] - ===> Start testing [2020-10-19 10:07:03,854][root][INFO] - 68/68: Data time: 0.0025, Iter time: 0.1355 Loss 0.256 (AVG: 0.616) Score 94.857 (AVG: 89.727) mIOU 67.605 mAP 82.197 mAcc 75.051 IOU: 61.588 0.050 80.804 72.715 93.444 91.761 15.615 76.247 98.243 70.163 76.414 85.326 56.499 mAP: 81.267 7.106 96.684 85.335 98.241 98.183 45.237 96.055 99.710 83.494 93.596 94.080 89.571 mAcc: 79.705 0.547 89.891 79.633 94.778 96.508 16.556 92.855 99.134 77.605 91.603 95.862 60.982 [2020-10-19 10:07:03,856][root][INFO] - Finished test. Elapsed time: 39.4449 [2020-10-19 10:07:07,278][root][INFO] - [2020-10-19 10:07:07,278][root][INFO] - ################################################################ [2020-10-19 10:07:07,278][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 10:07:07,278][root][INFO] - ################################################################ [2020-10-19 10:07:07,278][root][INFO] - clutter : nan nan nan [2020-10-19 10:07:07,278][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 10:07:07,279][root][INFO] - board : 0.811 0.871 0.923 [2020-10-19 10:07:07,279][root][INFO] - bookcase : 0.219 0.344 0.494 [2020-10-19 10:07:07,279][root][INFO] - ceiling : 0.433 0.462 0.545 [2020-10-19 10:07:07,279][root][INFO] - chair : 0.805 0.898 0.915 [2020-10-19 10:07:07,279][root][INFO] - column : 0.097 0.151 0.222 [2020-10-19 10:07:07,279][root][INFO] - door : 0.661 0.831 0.916 [2020-10-19 10:07:07,279][root][INFO] - floor : 0.846 0.850 0.877 [2020-10-19 10:07:07,279][root][INFO] - sofa : 0.382 0.507 0.809 [2020-10-19 10:07:07,279][root][INFO] - table : 0.145 0.298 0.617 [2020-10-19 10:07:07,279][root][INFO] - wall : 0.513 0.689 0.814 [2020-10-19 10:07:07,279][root][INFO] - window : 0.439 0.635 0.696 [2020-10-19 10:07:07,279][root][INFO] - ---------------------------------------------------------------- [2020-10-19 10:07:07,279][root][INFO] - average : 0.446 0.545 0.652 [2020-10-19 10:07:07,279][root][INFO] - [2020-10-19 10:07:07,430][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 10:07:07,432][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 10:07:09,358][root][INFO] - ===> Epoch[5521](27601/5): Loss -0.8303, Sem 0.0208, dir -0.9879, norm 0.1367, swav 0.0000 LR: 5.743e-02 Score 99.339 Data time: 0.0787, Forward time: 0.7768, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9208 [2020-10-19 10:07:11,630][root][INFO] - ===> Epoch[5521](27602/5): Loss -0.8239, Sem 0.0179, dir -0.9862, norm 0.1444, swav 0.0000 LR: 5.743e-02 Score 99.401 Data time: 0.1585, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1586 [2020-10-19 10:07:14,172][root][INFO] - ===> Epoch[5521](27603/5): Loss -0.8153, Sem 0.0198, dir -0.9858, norm 0.1507, swav 0.0000 LR: 5.743e-02 Score 99.342 Data time: 0.1122, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.4437 [2020-10-19 10:07:17,003][root][INFO] - ===> Epoch[5521](27604/5): Loss -0.7977, Sem 0.0348, dir -0.9840, norm 0.1515, swav 0.0000 LR: 5.743e-02 Score 99.162 Data time: 0.0895, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.7171 [2020-10-19 10:07:18,960][root][INFO] - ===> Epoch[5521](27605/5): Loss -0.8305, Sem 0.0202, dir -0.9873, norm 0.1365, swav 0.0000 LR: 5.742e-02 Score 99.320 Data time: 0.0836, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.8799 [2020-10-19 10:07:21,434][root][INFO] - ===> Epoch[5522](27606/5): Loss -0.8259, Sem 0.0180, dir -0.9858, norm 0.1419, swav 0.0000 LR: 5.742e-02 Score 99.435 Data time: 0.0450, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.3755 [2020-10-19 10:07:23,428][root][INFO] - ===> Epoch[5522](27607/5): Loss -0.8194, Sem 0.0226, dir -0.9865, norm 0.1445, swav 0.0000 LR: 5.742e-02 Score 99.245 Data time: 0.0895, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9078 [2020-10-19 10:07:25,540][root][INFO] - ===> Epoch[5522](27608/5): Loss -0.8298, Sem 0.0224, dir -0.9866, norm 0.1344, swav 0.0000 LR: 5.742e-02 Score 99.228 Data time: 0.0655, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0196 [2020-10-19 10:07:27,744][root][INFO] - ===> Epoch[5522](27609/5): Loss -0.8161, Sem 0.0196, dir -0.9858, norm 0.1502, swav 0.0000 LR: 5.742e-02 Score 99.354 Data time: 0.2106, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1182 [2020-10-19 10:07:30,627][root][INFO] - ===> Epoch[5522](27610/5): Loss -0.8218, Sem 0.0215, dir -0.9855, norm 0.1423, swav 0.0000 LR: 5.742e-02 Score 99.302 Data time: 0.3240, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.7708 [2020-10-19 10:07:33,171][root][INFO] - ===> Epoch[5523](27611/5): Loss -0.8186, Sem 0.0198, dir -0.9867, norm 0.1483, swav 0.0000 LR: 5.742e-02 Score 99.356 Data time: 0.1098, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.4322 [2020-10-19 10:07:35,624][root][INFO] - ===> Epoch[5523](27612/5): Loss -0.8188, Sem 0.0204, dir -0.9860, norm 0.1468, swav 0.0000 LR: 5.741e-02 Score 99.305 Data time: 0.0932, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.3363 [2020-10-19 10:07:37,826][root][INFO] - ===> Epoch[5523](27613/5): Loss -0.8222, Sem 0.0191, dir -0.9869, norm 0.1455, swav 0.0000 LR: 5.741e-02 Score 99.345 Data time: 0.1196, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0918 [2020-10-19 10:07:39,613][root][INFO] - ===> Epoch[5523](27614/5): Loss -0.8356, Sem 0.0188, dir -0.9872, norm 0.1328, swav 0.0000 LR: 5.741e-02 Score 99.359 Data time: 0.0921, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.6817 [2020-10-19 10:07:41,948][root][INFO] - ===> Epoch[5523](27615/5): Loss -0.8252, Sem 0.0217, dir -0.9864, norm 0.1396, swav 0.0000 LR: 5.741e-02 Score 99.281 Data time: 0.0629, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.2673 [2020-10-19 10:07:44,391][root][INFO] - ===> Epoch[5524](27616/5): Loss -0.8157, Sem 0.0216, dir -0.9851, norm 0.1478, swav 0.0000 LR: 5.741e-02 Score 99.280 Data time: 0.0720, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.3764 [2020-10-19 10:07:46,479][root][INFO] - ===> Epoch[5524](27617/5): Loss -0.8142, Sem 0.0216, dir -0.9846, norm 0.1488, swav 0.0000 LR: 5.741e-02 Score 99.299 Data time: 0.0953, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9812 [2020-10-19 10:07:48,511][root][INFO] - ===> Epoch[5524](27618/5): Loss -0.8239, Sem 0.0222, dir -0.9861, norm 0.1399, swav 0.0000 LR: 5.740e-02 Score 99.235 Data time: 0.0626, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9111 [2020-10-19 10:07:50,704][root][INFO] - ===> Epoch[5524](27619/5): Loss -0.8319, Sem 0.0190, dir -0.9858, norm 0.1350, swav 0.0000 LR: 5.740e-02 Score 99.363 Data time: 0.0572, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1120 [2020-10-19 10:07:52,734][root][INFO] - ===> Epoch[5524](27620/5): Loss -0.8173, Sem 0.0215, dir -0.9849, norm 0.1462, swav 0.0000 LR: 5.740e-02 Score 99.269 Data time: 0.0623, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9882 [2020-10-19 10:07:54,844][root][INFO] - ===> Epoch[5525](27621/5): Loss -0.8109, Sem 0.0203, dir -0.9859, norm 0.1547, swav 0.0000 LR: 5.740e-02 Score 99.348 Data time: 0.0853, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0090 [2020-10-19 10:07:56,930][root][INFO] - ===> Epoch[5525](27622/5): Loss -0.8080, Sem 0.0235, dir -0.9840, norm 0.1525, swav 0.0000 LR: 5.740e-02 Score 99.214 Data time: 0.0970, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9819 [2020-10-19 10:08:00,014][root][INFO] - ===> Epoch[5525](27623/5): Loss -0.8178, Sem 0.0236, dir -0.9857, norm 0.1443, swav 0.0000 LR: 5.740e-02 Score 99.239 Data time: 0.0775, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.9948 [2020-10-19 10:08:01,928][root][INFO] - ===> Epoch[5525](27624/5): Loss -0.8168, Sem 0.0215, dir -0.9856, norm 0.1473, swav 0.0000 LR: 5.739e-02 Score 99.293 Data time: 0.0726, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.8304 [2020-10-19 10:08:03,845][root][INFO] - ===> Epoch[5525](27625/5): Loss -0.8337, Sem 0.0179, dir -0.9871, norm 0.1355, swav 0.0000 LR: 5.739e-02 Score 99.394 Data time: 0.0549, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.8189 [2020-10-19 10:08:06,087][root][INFO] - ===> Epoch[5526](27626/5): Loss -0.8305, Sem 0.0208, dir -0.9869, norm 0.1356, swav 0.0000 LR: 5.739e-02 Score 99.284 Data time: 0.1068, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1672 [2020-10-19 10:08:08,490][root][INFO] - ===> Epoch[5526](27627/5): Loss -0.8364, Sem 0.0182, dir -0.9869, norm 0.1323, swav 0.0000 LR: 5.739e-02 Score 99.385 Data time: 0.0825, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.2900 [2020-10-19 10:08:10,377][root][INFO] - ===> Epoch[5526](27628/5): Loss -0.8281, Sem 0.0206, dir -0.9855, norm 0.1367, swav 0.0000 LR: 5.739e-02 Score 99.324 Data time: 0.0671, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.8045 [2020-10-19 10:08:12,540][root][INFO] - ===> Epoch[5526](27629/5): Loss -0.8279, Sem 0.0186, dir -0.9872, norm 0.1407, swav 0.0000 LR: 5.739e-02 Score 99.380 Data time: 0.0902, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1008 [2020-10-19 10:08:14,991][root][INFO] - ===> Epoch[5526](27630/5): Loss -0.8294, Sem 0.0197, dir -0.9858, norm 0.1367, swav 0.0000 LR: 5.738e-02 Score 99.341 Data time: 0.0740, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.3416 [2020-10-19 10:08:17,008][root][INFO] - ===> Epoch[5527](27631/5): Loss -0.8194, Sem 0.0201, dir -0.9844, norm 0.1449, swav 0.0000 LR: 5.738e-02 Score 99.329 Data time: 0.0860, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9316 [2020-10-19 10:08:19,171][root][INFO] - ===> Epoch[5527](27632/5): Loss -0.8220, Sem 0.0211, dir -0.9858, norm 0.1427, swav 0.0000 LR: 5.738e-02 Score 99.287 Data time: 0.1167, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0733 [2020-10-19 10:08:21,309][root][INFO] - ===> Epoch[5527](27633/5): Loss -0.8190, Sem 0.0190, dir -0.9857, norm 0.1478, swav 0.0000 LR: 5.738e-02 Score 99.366 Data time: 0.0891, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0227 [2020-10-19 10:08:23,526][root][INFO] - ===> Epoch[5527](27634/5): Loss -0.8306, Sem 0.0194, dir -0.9859, norm 0.1360, swav 0.0000 LR: 5.738e-02 Score 99.361 Data time: 0.0610, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1093 [2020-10-19 10:08:25,725][root][INFO] - ===> Epoch[5527](27635/5): Loss -0.8406, Sem 0.0176, dir -0.9878, norm 0.1296, swav 0.0000 LR: 5.738e-02 Score 99.392 Data time: 0.0789, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1044 [2020-10-19 10:08:28,009][root][INFO] - ===> Epoch[5528](27636/5): Loss -0.8328, Sem 0.0182, dir -0.9868, norm 0.1358, swav 0.0000 LR: 5.738e-02 Score 99.392 Data time: 0.0872, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1871 [2020-10-19 10:08:30,505][root][INFO] - ===> Epoch[5528](27637/5): Loss -0.8339, Sem 0.0198, dir -0.9867, norm 0.1330, swav 0.0000 LR: 5.737e-02 Score 99.339 Data time: 0.0670, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.3868 [2020-10-19 10:08:32,915][root][INFO] - ===> Epoch[5528](27638/5): Loss -0.8284, Sem 0.0193, dir -0.9866, norm 0.1389, swav 0.0000 LR: 5.737e-02 Score 99.354 Data time: 0.0618, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.3372 [2020-10-19 10:08:34,882][root][INFO] - ===> Epoch[5528](27639/5): Loss -0.8376, Sem 0.0164, dir -0.9881, norm 0.1341, swav 0.0000 LR: 5.737e-02 Score 99.447 Data time: 0.0818, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.8939 [2020-10-19 10:08:37,558][root][INFO] - ===> Epoch[5528](27640/5): Loss -0.8218, Sem 0.0205, dir -0.9860, norm 0.1437, swav 0.0000 LR: 5.737e-02 Score 99.321 Data time: 0.0804, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.5807 [2020-10-19 10:08:39,875][root][INFO] - ===> Epoch[5529](27641/5): Loss -0.8438, Sem 0.0182, dir -0.9876, norm 0.1256, swav 0.0000 LR: 5.737e-02 Score 99.390 Data time: 0.0830, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.2324 [2020-10-19 10:08:41,982][root][INFO] - ===> Epoch[5529](27642/5): Loss -0.8009, Sem 0.0229, dir -0.9838, norm 0.1599, swav 0.0000 LR: 5.737e-02 Score 99.272 Data time: 0.0956, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0071 [2020-10-19 10:08:44,182][root][INFO] - ===> Epoch[5529](27643/5): Loss -0.8243, Sem 0.0203, dir -0.9872, norm 0.1425, swav 0.0000 LR: 5.736e-02 Score 99.320 Data time: 0.0911, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1024 [2020-10-19 10:08:46,244][root][INFO] - ===> Epoch[5529](27644/5): Loss -0.8365, Sem 0.0180, dir -0.9865, norm 0.1319, swav 0.0000 LR: 5.736e-02 Score 99.405 Data time: 0.0954, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9553 [2020-10-19 10:08:48,415][root][INFO] - ===> Epoch[5529](27645/5): Loss -0.8318, Sem 0.0172, dir -0.9874, norm 0.1384, swav 0.0000 LR: 5.736e-02 Score 99.416 Data time: 0.0788, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0706 [2020-10-19 10:08:50,663][root][INFO] - ===> Epoch[5530](27646/5): Loss -0.8354, Sem 0.0199, dir -0.9872, norm 0.1318, swav 0.0000 LR: 5.736e-02 Score 99.332 Data time: 0.0837, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1412 [2020-10-19 10:08:53,027][root][INFO] - ===> Epoch[5530](27647/5): Loss -0.8227, Sem 0.0192, dir -0.9864, norm 0.1444, swav 0.0000 LR: 5.736e-02 Score 99.362 Data time: 0.0629, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.2482 [2020-10-19 10:08:55,281][root][INFO] - ===> Epoch[5530](27648/5): Loss -0.8346, Sem 0.0158, dir -0.9882, norm 0.1379, swav 0.0000 LR: 5.736e-02 Score 99.471 Data time: 0.0998, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1590 [2020-10-19 10:08:57,109][root][INFO] - ===> Epoch[5530](27649/5): Loss -0.8435, Sem 0.0200, dir -0.9866, norm 0.1230, swav 0.0000 LR: 5.735e-02 Score 99.326 Data time: 0.1510, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.6998 [2020-10-19 10:08:59,294][root][INFO] - ===> Epoch[5530](27650/5): Loss -0.8202, Sem 0.0175, dir -0.9866, norm 0.1490, swav 0.0000 LR: 5.735e-02 Score 99.413 Data time: 0.1313, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1005 [2020-10-19 10:09:01,270][root][INFO] - ===> Epoch[5531](27651/5): Loss -0.8241, Sem 0.0192, dir -0.9855, norm 0.1423, swav 0.0000 LR: 5.735e-02 Score 99.375 Data time: 0.0757, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8556 [2020-10-19 10:09:03,494][root][INFO] - ===> Epoch[5531](27652/5): Loss -0.8232, Sem 0.0171, dir -0.9870, norm 0.1467, swav 0.0000 LR: 5.735e-02 Score 99.438 Data time: 0.0617, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1330 [2020-10-19 10:09:05,543][root][INFO] - ===> Epoch[5531](27653/5): Loss -0.8364, Sem 0.0183, dir -0.9881, norm 0.1334, swav 0.0000 LR: 5.735e-02 Score 99.379 Data time: 0.1314, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9851 [2020-10-19 10:09:07,672][root][INFO] - ===> Epoch[5531](27654/5): Loss -0.8265, Sem 0.0196, dir -0.9857, norm 0.1397, swav 0.0000 LR: 5.735e-02 Score 99.335 Data time: 0.0982, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0099 [2020-10-19 10:09:09,487][root][INFO] - ===> Epoch[5531](27655/5): Loss -0.8177, Sem 0.0196, dir -0.9861, norm 0.1488, swav 0.0000 LR: 5.735e-02 Score 99.333 Data time: 0.0840, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.7003 [2020-10-19 10:09:11,551][root][INFO] - ===> Epoch[5532](27656/5): Loss -0.8207, Sem 0.0175, dir -0.9851, norm 0.1470, swav 0.0000 LR: 5.734e-02 Score 99.420 Data time: 0.0827, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9733 [2020-10-19 10:09:13,848][root][INFO] - ===> Epoch[5532](27657/5): Loss -0.8291, Sem 0.0185, dir -0.9867, norm 0.1391, swav 0.0000 LR: 5.734e-02 Score 99.381 Data time: 0.1659, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1953 [2020-10-19 10:09:16,187][root][INFO] - ===> Epoch[5532](27658/5): Loss -0.8212, Sem 0.0188, dir -0.9857, norm 0.1457, swav 0.0000 LR: 5.734e-02 Score 99.381 Data time: 0.0664, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.2350 [2020-10-19 10:09:18,361][root][INFO] - ===> Epoch[5532](27659/5): Loss -0.8200, Sem 0.0189, dir -0.9868, norm 0.1479, swav 0.0000 LR: 5.734e-02 Score 99.358 Data time: 0.0815, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0859 [2020-10-19 10:09:20,485][root][INFO] - ===> Epoch[5532](27660/5): Loss -0.8328, Sem 0.0191, dir -0.9863, norm 0.1344, swav 0.0000 LR: 5.734e-02 Score 99.357 Data time: 0.0654, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0110 [2020-10-19 10:09:22,713][root][INFO] - ===> Epoch[5533](27661/5): Loss -0.8414, Sem 0.0182, dir -0.9873, norm 0.1277, swav 0.0000 LR: 5.734e-02 Score 99.384 Data time: 0.0595, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1549 [2020-10-19 10:09:24,837][root][INFO] - ===> Epoch[5533](27662/5): Loss -0.8110, Sem 0.0183, dir -0.9854, norm 0.1562, swav 0.0000 LR: 5.733e-02 Score 99.396 Data time: 0.0784, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0444 [2020-10-19 10:09:26,964][root][INFO] - ===> Epoch[5533](27663/5): Loss -0.8343, Sem 0.0184, dir -0.9875, norm 0.1348, swav 0.0000 LR: 5.733e-02 Score 99.371 Data time: 0.0975, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0344 [2020-10-19 10:09:29,234][root][INFO] - ===> Epoch[5533](27664/5): Loss -0.8466, Sem 0.0154, dir -0.9877, norm 0.1257, swav 0.0000 LR: 5.733e-02 Score 99.471 Data time: 0.0883, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1433 [2020-10-19 10:09:31,508][root][INFO] - ===> Epoch[5533](27665/5): Loss -0.8363, Sem 0.0177, dir -0.9863, norm 0.1323, swav 0.0000 LR: 5.733e-02 Score 99.401 Data time: 0.0751, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1667 [2020-10-19 10:09:33,527][root][INFO] - ===> Epoch[5534](27666/5): Loss -0.8307, Sem 0.0166, dir -0.9881, norm 0.1407, swav 0.0000 LR: 5.733e-02 Score 99.442 Data time: 0.0996, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9320 [2020-10-19 10:09:35,772][root][INFO] - ===> Epoch[5534](27667/5): Loss -0.8320, Sem 0.0193, dir -0.9852, norm 0.1339, swav 0.0000 LR: 5.733e-02 Score 99.355 Data time: 0.0923, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1417 [2020-10-19 10:09:38,319][root][INFO] - ===> Epoch[5534](27668/5): Loss -0.8299, Sem 0.0173, dir -0.9885, norm 0.1414, swav 0.0000 LR: 5.732e-02 Score 99.420 Data time: 0.1551, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.4530 [2020-10-19 10:09:40,682][root][INFO] - ===> Epoch[5534](27669/5): Loss -0.8371, Sem 0.0177, dir -0.9875, norm 0.1326, swav 0.0000 LR: 5.732e-02 Score 99.396 Data time: 0.0834, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.2526 [2020-10-19 10:09:42,724][root][INFO] - ===> Epoch[5534](27670/5): Loss -0.8328, Sem 0.0176, dir -0.9865, norm 0.1361, swav 0.0000 LR: 5.732e-02 Score 99.394 Data time: 0.1566, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9567 [2020-10-19 10:09:45,545][root][INFO] - ===> Epoch[5535](27671/5): Loss -0.8211, Sem 0.0189, dir -0.9873, norm 0.1473, swav 0.0000 LR: 5.732e-02 Score 99.369 Data time: 0.1684, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.7434 [2020-10-19 10:09:47,672][root][INFO] - ===> Epoch[5535](27672/5): Loss -0.8324, Sem 0.0186, dir -0.9855, norm 0.1345, swav 0.0000 LR: 5.732e-02 Score 99.372 Data time: 0.0836, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0187 [2020-10-19 10:09:49,628][root][INFO] - ===> Epoch[5535](27673/5): Loss -0.8313, Sem 0.0187, dir -0.9864, norm 0.1365, swav 0.0000 LR: 5.732e-02 Score 99.375 Data time: 0.0739, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8763 [2020-10-19 10:09:52,174][root][INFO] - ===> Epoch[5535](27674/5): Loss -0.8283, Sem 0.0186, dir -0.9869, norm 0.1401, swav 0.0000 LR: 5.731e-02 Score 99.377 Data time: 0.0587, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.4496 [2020-10-19 10:09:54,291][root][INFO] - ===> Epoch[5535](27675/5): Loss -0.8356, Sem 0.0187, dir -0.9879, norm 0.1337, swav 0.0000 LR: 5.731e-02 Score 99.359 Data time: 0.0660, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0731 [2020-10-19 10:09:56,387][root][INFO] - ===> Epoch[5536](27676/5): Loss -0.8322, Sem 0.0161, dir -0.9867, norm 0.1384, swav 0.0000 LR: 5.731e-02 Score 99.457 Data time: 0.0835, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9974 [2020-10-19 10:09:58,700][root][INFO] - ===> Epoch[5536](27677/5): Loss -0.8341, Sem 0.0175, dir -0.9863, norm 0.1347, swav 0.0000 LR: 5.731e-02 Score 99.416 Data time: 0.0678, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1841 [2020-10-19 10:10:00,670][root][INFO] - ===> Epoch[5536](27678/5): Loss -0.8300, Sem 0.0192, dir -0.9871, norm 0.1380, swav 0.0000 LR: 5.731e-02 Score 99.358 Data time: 0.0723, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8885 [2020-10-19 10:10:02,854][root][INFO] - ===> Epoch[5536](27679/5): Loss -0.8320, Sem 0.0182, dir -0.9861, norm 0.1358, swav 0.0000 LR: 5.731e-02 Score 99.383 Data time: 0.0902, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0961 [2020-10-19 10:10:05,526][root][INFO] - ===> Epoch[5536](27680/5): Loss -0.8194, Sem 0.0170, dir -0.9869, norm 0.1504, swav 0.0000 LR: 5.731e-02 Score 99.432 Data time: 0.0881, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.5617 [2020-10-19 10:10:07,492][root][INFO] - ===> Epoch[5537](27681/5): Loss -0.8294, Sem 0.0205, dir -0.9870, norm 0.1371, swav 0.0000 LR: 5.730e-02 Score 99.306 Data time: 0.0945, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8412 [2020-10-19 10:10:09,419][root][INFO] - ===> Epoch[5537](27682/5): Loss -0.8333, Sem 0.0174, dir -0.9872, norm 0.1365, swav 0.0000 LR: 5.730e-02 Score 99.417 Data time: 0.0829, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8272 [2020-10-19 10:10:12,503][root][INFO] - ===> Epoch[5537](27683/5): Loss -0.8205, Sem 0.0230, dir -0.9857, norm 0.1421, swav 0.0000 LR: 5.730e-02 Score 99.255 Data time: 0.0784, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.9449 [2020-10-19 10:10:14,676][root][INFO] - ===> Epoch[5537](27684/5): Loss -0.8343, Sem 0.0168, dir -0.9877, norm 0.1366, swav 0.0000 LR: 5.730e-02 Score 99.431 Data time: 0.0877, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0960 [2020-10-19 10:10:16,824][root][INFO] - ===> Epoch[5537](27685/5): Loss -0.8412, Sem 0.0203, dir -0.9867, norm 0.1253, swav 0.0000 LR: 5.730e-02 Score 99.335 Data time: 0.0575, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0328 [2020-10-19 10:10:19,214][root][INFO] - ===> Epoch[5538](27686/5): Loss -0.8232, Sem 0.0176, dir -0.9881, norm 0.1473, swav 0.0000 LR: 5.730e-02 Score 99.424 Data time: 0.0589, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.2956 [2020-10-19 10:10:21,214][root][INFO] - ===> Epoch[5538](27687/5): Loss -0.8542, Sem 0.0160, dir -0.9895, norm 0.1193, swav 0.0000 LR: 5.729e-02 Score 99.453 Data time: 0.0673, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9171 [2020-10-19 10:10:23,636][root][INFO] - ===> Epoch[5538](27688/5): Loss -0.8272, Sem 0.0253, dir -0.9857, norm 0.1332, swav 0.0000 LR: 5.729e-02 Score 99.297 Data time: 0.0941, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.3313 [2020-10-19 10:10:25,704][root][INFO] - ===> Epoch[5538](27689/5): Loss -0.8340, Sem 0.0202, dir -0.9857, norm 0.1315, swav 0.0000 LR: 5.729e-02 Score 99.320 Data time: 0.0879, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9431 [2020-10-19 10:10:27,931][root][INFO] - ===> Epoch[5538](27690/5): Loss -0.8341, Sem 0.0186, dir -0.9878, norm 0.1351, swav 0.0000 LR: 5.729e-02 Score 99.380 Data time: 0.0813, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1288 [2020-10-19 10:10:30,232][root][INFO] - ===> Epoch[5539](27691/5): Loss -0.8391, Sem 0.0193, dir -0.9875, norm 0.1291, swav 0.0000 LR: 5.729e-02 Score 99.348 Data time: 0.1462, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1981 [2020-10-19 10:10:32,787][root][INFO] - ===> Epoch[5539](27692/5): Loss -0.8264, Sem 0.0205, dir -0.9858, norm 0.1389, swav 0.0000 LR: 5.729e-02 Score 99.327 Data time: 0.1149, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.4477 [2020-10-19 10:10:35,169][root][INFO] - ===> Epoch[5539](27693/5): Loss -0.8426, Sem 0.0177, dir -0.9885, norm 0.1282, swav 0.0000 LR: 5.728e-02 Score 99.423 Data time: 0.0707, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.2364 [2020-10-19 10:10:37,607][root][INFO] - ===> Epoch[5539](27694/5): Loss -0.7997, Sem 0.0191, dir -0.9863, norm 0.1675, swav 0.0000 LR: 5.728e-02 Score 99.385 Data time: 0.0675, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.3269 [2020-10-19 10:10:39,752][root][INFO] - ===> Epoch[5539](27695/5): Loss -0.8405, Sem 0.0153, dir -0.9883, norm 0.1326, swav 0.0000 LR: 5.728e-02 Score 99.485 Data time: 0.0647, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0643 [2020-10-19 10:10:42,082][root][INFO] - ===> Epoch[5540](27696/5): Loss -0.8221, Sem 0.0199, dir -0.9854, norm 0.1434, swav 0.0000 LR: 5.728e-02 Score 99.343 Data time: 0.0823, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.2184 [2020-10-19 10:10:44,193][root][INFO] - ===> Epoch[5540](27697/5): Loss -0.8299, Sem 0.0199, dir -0.9869, norm 0.1372, swav 0.0000 LR: 5.728e-02 Score 99.341 Data time: 0.0895, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0401 [2020-10-19 10:10:46,252][root][INFO] - ===> Epoch[5540](27698/5): Loss -0.8332, Sem 0.0213, dir -0.9867, norm 0.1321, swav 0.0000 LR: 5.728e-02 Score 99.307 Data time: 0.0669, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9331 [2020-10-19 10:10:48,499][root][INFO] - ===> Epoch[5540](27699/5): Loss -0.8342, Sem 0.0184, dir -0.9881, norm 0.1355, swav 0.0000 LR: 5.727e-02 Score 99.392 Data time: 0.0742, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1601 [2020-10-19 10:10:50,458][root][INFO] - ===> Epoch[5540](27700/5): Loss -0.8324, Sem 0.0174, dir -0.9882, norm 0.1384, swav 0.0000 LR: 5.727e-02 Score 99.413 Data time: 0.0728, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8469 [2020-10-19 10:10:51,795][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 10:10:53,593][root][INFO] - ===> Epoch[5541](27701/5): Loss -0.8309, Sem 0.0173, dir -0.9861, norm 0.1379, swav 0.0000 LR: 5.727e-02 Score 99.422 Data time: 0.1030, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.6167 [2020-10-19 10:10:55,689][root][INFO] - ===> Epoch[5541](27702/5): Loss -0.8373, Sem 0.0200, dir -0.9868, norm 0.1295, swav 0.0000 LR: 5.727e-02 Score 99.362 Data time: 0.0979, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9845 [2020-10-19 10:10:57,787][root][INFO] - ===> Epoch[5541](27703/5): Loss -0.8378, Sem 0.0173, dir -0.9869, norm 0.1317, swav 0.0000 LR: 5.727e-02 Score 99.417 Data time: 0.0969, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9701 [2020-10-19 10:10:59,588][root][INFO] - ===> Epoch[5541](27704/5): Loss -0.8397, Sem 0.0189, dir -0.9881, norm 0.1295, swav 0.0000 LR: 5.727e-02 Score 99.372 Data time: 0.0828, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.6963 [2020-10-19 10:11:01,828][root][INFO] - ===> Epoch[5541](27705/5): Loss -0.8285, Sem 0.0176, dir -0.9865, norm 0.1403, swav 0.0000 LR: 5.727e-02 Score 99.405 Data time: 0.0886, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1296 [2020-10-19 10:11:03,926][root][INFO] - ===> Epoch[5542](27706/5): Loss -0.8281, Sem 0.0200, dir -0.9867, norm 0.1386, swav 0.0000 LR: 5.726e-02 Score 99.327 Data time: 0.0753, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9814 [2020-10-19 10:11:05,880][root][INFO] - ===> Epoch[5542](27707/5): Loss -0.8296, Sem 0.0196, dir -0.9866, norm 0.1373, swav 0.0000 LR: 5.726e-02 Score 99.334 Data time: 0.0667, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8655 [2020-10-19 10:11:08,262][root][INFO] - ===> Epoch[5542](27708/5): Loss -0.8229, Sem 0.0206, dir -0.9859, norm 0.1424, swav 0.0000 LR: 5.726e-02 Score 99.326 Data time: 0.0819, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.2918 [2020-10-19 10:11:10,112][root][INFO] - ===> Epoch[5542](27709/5): Loss -0.8445, Sem 0.0185, dir -0.9871, norm 0.1241, swav 0.0000 LR: 5.726e-02 Score 99.375 Data time: 0.3125, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.7230 [2020-10-19 10:11:12,378][root][INFO] - ===> Epoch[5542](27710/5): Loss -0.8249, Sem 0.0214, dir -0.9854, norm 0.1392, swav 0.0000 LR: 5.726e-02 Score 99.271 Data time: 0.1534, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1974 [2020-10-19 10:11:14,481][root][INFO] - ===> Epoch[5543](27711/5): Loss -0.8325, Sem 0.0177, dir -0.9866, norm 0.1365, swav 0.0000 LR: 5.726e-02 Score 99.417 Data time: 0.0692, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9979 [2020-10-19 10:11:16,576][root][INFO] - ===> Epoch[5543](27712/5): Loss -0.8491, Sem 0.0171, dir -0.9883, norm 0.1220, swav 0.0000 LR: 5.725e-02 Score 99.422 Data time: 0.2193, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0030 [2020-10-19 10:11:18,694][root][INFO] - ===> Epoch[5543](27713/5): Loss -0.8318, Sem 0.0198, dir -0.9860, norm 0.1343, swav 0.0000 LR: 5.725e-02 Score 99.339 Data time: 0.0942, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9984 [2020-10-19 10:11:20,908][root][INFO] - ===> Epoch[5543](27714/5): Loss -0.8317, Sem 0.0201, dir -0.9875, norm 0.1358, swav 0.0000 LR: 5.725e-02 Score 99.342 Data time: 0.0647, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0848 [2020-10-19 10:11:23,238][root][INFO] - ===> Epoch[5543](27715/5): Loss -0.8343, Sem 0.0167, dir -0.9872, norm 0.1362, swav 0.0000 LR: 5.725e-02 Score 99.450 Data time: 0.0648, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2507 [2020-10-19 10:11:25,606][root][INFO] - ===> Epoch[5544](27716/5): Loss -0.8413, Sem 0.0184, dir -0.9869, norm 0.1271, swav 0.0000 LR: 5.725e-02 Score 99.370 Data time: 0.0731, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3027 [2020-10-19 10:11:27,784][root][INFO] - ===> Epoch[5544](27717/5): Loss -0.8338, Sem 0.0174, dir -0.9859, norm 0.1347, swav 0.0000 LR: 5.725e-02 Score 99.424 Data time: 0.0617, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0745 [2020-10-19 10:11:30,120][root][INFO] - ===> Epoch[5544](27718/5): Loss -0.8410, Sem 0.0179, dir -0.9875, norm 0.1286, swav 0.0000 LR: 5.724e-02 Score 99.401 Data time: 0.0781, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2320 [2020-10-19 10:11:32,036][root][INFO] - ===> Epoch[5544](27719/5): Loss -0.8366, Sem 0.0178, dir -0.9880, norm 0.1336, swav 0.0000 LR: 5.724e-02 Score 99.395 Data time: 0.0774, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8249 [2020-10-19 10:11:34,367][root][INFO] - ===> Epoch[5544](27720/5): Loss -0.8304, Sem 0.0206, dir -0.9855, norm 0.1344, swav 0.0000 LR: 5.724e-02 Score 99.318 Data time: 0.0784, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2344 [2020-10-19 10:11:36,621][root][INFO] - ===> Epoch[5545](27721/5): Loss -0.8325, Sem 0.0193, dir -0.9868, norm 0.1349, swav 0.0000 LR: 5.724e-02 Score 99.335 Data time: 0.1568, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1334 [2020-10-19 10:11:39,036][root][INFO] - ===> Epoch[5545](27722/5): Loss -0.8385, Sem 0.0179, dir -0.9877, norm 0.1314, swav 0.0000 LR: 5.724e-02 Score 99.410 Data time: 0.1079, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3071 [2020-10-19 10:11:40,989][root][INFO] - ===> Epoch[5545](27723/5): Loss -0.8243, Sem 0.0191, dir -0.9864, norm 0.1431, swav 0.0000 LR: 5.724e-02 Score 99.350 Data time: 0.0814, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8300 [2020-10-19 10:11:43,274][root][INFO] - ===> Epoch[5545](27724/5): Loss -0.8333, Sem 0.0157, dir -0.9869, norm 0.1379, swav 0.0000 LR: 5.723e-02 Score 99.469 Data time: 0.0705, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1792 [2020-10-19 10:11:45,422][root][INFO] - ===> Epoch[5545](27725/5): Loss -0.8382, Sem 0.0183, dir -0.9872, norm 0.1306, swav 0.0000 LR: 5.723e-02 Score 99.391 Data time: 0.0967, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0600 [2020-10-19 10:11:47,721][root][INFO] - ===> Epoch[5546](27726/5): Loss -0.8304, Sem 0.0193, dir -0.9858, norm 0.1362, swav 0.0000 LR: 5.723e-02 Score 99.372 Data time: 0.1229, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1889 [2020-10-19 10:11:49,808][root][INFO] - ===> Epoch[5546](27727/5): Loss -0.8152, Sem 0.0221, dir -0.9857, norm 0.1484, swav 0.0000 LR: 5.723e-02 Score 99.296 Data time: 0.0636, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0138 [2020-10-19 10:11:51,901][root][INFO] - ===> Epoch[5546](27728/5): Loss -0.8276, Sem 0.0185, dir -0.9863, norm 0.1402, swav 0.0000 LR: 5.723e-02 Score 99.384 Data time: 0.0629, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0316 [2020-10-19 10:11:53,960][root][INFO] - ===> Epoch[5546](27729/5): Loss -0.8202, Sem 0.0194, dir -0.9858, norm 0.1461, swav 0.0000 LR: 5.723e-02 Score 99.346 Data time: 0.0614, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9523 [2020-10-19 10:11:56,260][root][INFO] - ===> Epoch[5546](27730/5): Loss -0.8373, Sem 0.0170, dir -0.9869, norm 0.1326, swav 0.0000 LR: 5.723e-02 Score 99.427 Data time: 0.0908, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2253 [2020-10-19 10:11:58,788][root][INFO] - ===> Epoch[5547](27731/5): Loss -0.8223, Sem 0.0205, dir -0.9853, norm 0.1425, swav 0.0000 LR: 5.722e-02 Score 99.342 Data time: 0.0670, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3950 [2020-10-19 10:12:00,756][root][INFO] - ===> Epoch[5547](27732/5): Loss -0.8278, Sem 0.0198, dir -0.9863, norm 0.1387, swav 0.0000 LR: 5.722e-02 Score 99.342 Data time: 0.0577, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8973 [2020-10-19 10:12:02,843][root][INFO] - ===> Epoch[5547](27733/5): Loss -0.8137, Sem 0.0232, dir -0.9860, norm 0.1491, swav 0.0000 LR: 5.722e-02 Score 99.259 Data time: 0.0692, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9852 [2020-10-19 10:12:04,907][root][INFO] - ===> Epoch[5547](27734/5): Loss -0.8355, Sem 0.0184, dir -0.9876, norm 0.1338, swav 0.0000 LR: 5.722e-02 Score 99.377 Data time: 0.0594, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9744 [2020-10-19 10:12:07,860][root][INFO] - ===> Epoch[5547](27735/5): Loss -0.8290, Sem 0.0175, dir -0.9872, norm 0.1408, swav 0.0000 LR: 5.722e-02 Score 99.414 Data time: 0.1113, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.8759 [2020-10-19 10:12:10,448][root][INFO] - ===> Epoch[5548](27736/5): Loss -0.8286, Sem 0.0191, dir -0.9878, norm 0.1401, swav 0.0000 LR: 5.722e-02 Score 99.378 Data time: 0.1049, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4808 [2020-10-19 10:12:12,647][root][INFO] - ===> Epoch[5548](27737/5): Loss -0.8245, Sem 0.0177, dir -0.9865, norm 0.1443, swav 0.0000 LR: 5.721e-02 Score 99.403 Data time: 0.0806, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0386 [2020-10-19 10:12:14,844][root][INFO] - ===> Epoch[5548](27738/5): Loss -0.8295, Sem 0.0207, dir -0.9856, norm 0.1354, swav 0.0000 LR: 5.721e-02 Score 99.313 Data time: 0.0756, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1197 [2020-10-19 10:12:17,019][root][INFO] - ===> Epoch[5548](27739/5): Loss -0.8385, Sem 0.0170, dir -0.9883, norm 0.1328, swav 0.0000 LR: 5.721e-02 Score 99.431 Data time: 0.0619, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0679 [2020-10-19 10:12:19,497][root][INFO] - ===> Epoch[5548](27740/5): Loss -0.8376, Sem 0.0190, dir -0.9873, norm 0.1307, swav 0.0000 LR: 5.721e-02 Score 99.364 Data time: 0.0613, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.3837 [2020-10-19 10:12:21,737][root][INFO] - ===> Epoch[5549](27741/5): Loss -0.8330, Sem 0.0184, dir -0.9868, norm 0.1354, swav 0.0000 LR: 5.721e-02 Score 99.383 Data time: 0.0588, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1761 [2020-10-19 10:12:23,831][root][INFO] - ===> Epoch[5549](27742/5): Loss -0.8396, Sem 0.0182, dir -0.9873, norm 0.1296, swav 0.0000 LR: 5.721e-02 Score 99.381 Data time: 0.0694, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9998 [2020-10-19 10:12:26,037][root][INFO] - ===> Epoch[5549](27743/5): Loss -0.8246, Sem 0.0170, dir -0.9878, norm 0.1462, swav 0.0000 LR: 5.720e-02 Score 99.450 Data time: 0.0745, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1163 [2020-10-19 10:12:28,247][root][INFO] - ===> Epoch[5549](27744/5): Loss -0.8448, Sem 0.0183, dir -0.9870, norm 0.1239, swav 0.0000 LR: 5.720e-02 Score 99.372 Data time: 0.0546, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1086 [2020-10-19 10:12:30,720][root][INFO] - ===> Epoch[5549](27745/5): Loss -0.8207, Sem 0.0170, dir -0.9856, norm 0.1479, swav 0.0000 LR: 5.720e-02 Score 99.435 Data time: 0.0978, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.4045 [2020-10-19 10:12:32,676][root][INFO] - ===> Epoch[5550](27746/5): Loss -0.8300, Sem 0.0186, dir -0.9861, norm 0.1375, swav 0.0000 LR: 5.720e-02 Score 99.373 Data time: 0.0740, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8423 [2020-10-19 10:12:34,368][root][INFO] - ===> Epoch[5550](27747/5): Loss -0.8375, Sem 0.0197, dir -0.9872, norm 0.1300, swav 0.0000 LR: 5.720e-02 Score 99.342 Data time: 0.0799, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.6062 [2020-10-19 10:12:36,842][root][INFO] - ===> Epoch[5550](27748/5): Loss -0.8145, Sem 0.0185, dir -0.9856, norm 0.1526, swav 0.0000 LR: 5.720e-02 Score 99.399 Data time: 0.2555, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.3777 [2020-10-19 10:12:38,982][root][INFO] - ===> Epoch[5550](27749/5): Loss -0.8260, Sem 0.0216, dir -0.9857, norm 0.1381, swav 0.0000 LR: 5.720e-02 Score 99.271 Data time: 0.0930, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0263 [2020-10-19 10:12:40,826][root][INFO] - ===> Epoch[5550](27750/5): Loss -0.8355, Sem 0.0178, dir -0.9880, norm 0.1347, swav 0.0000 LR: 5.719e-02 Score 99.389 Data time: 0.1116, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.7382 [2020-10-19 10:12:43,023][root][INFO] - ===> Epoch[5551](27751/5): Loss -0.8253, Sem 0.0185, dir -0.9871, norm 0.1433, swav 0.0000 LR: 5.719e-02 Score 99.421 Data time: 0.1177, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1137 [2020-10-19 10:12:45,364][root][INFO] - ===> Epoch[5551](27752/5): Loss -0.8319, Sem 0.0212, dir -0.9869, norm 0.1338, swav 0.0000 LR: 5.719e-02 Score 99.290 Data time: 0.0855, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2291 [2020-10-19 10:12:47,778][root][INFO] - ===> Epoch[5551](27753/5): Loss -0.8275, Sem 0.0168, dir -0.9875, norm 0.1432, swav 0.0000 LR: 5.719e-02 Score 99.425 Data time: 0.0623, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3249 [2020-10-19 10:12:50,331][root][INFO] - ===> Epoch[5551](27754/5): Loss -0.8310, Sem 0.0174, dir -0.9860, norm 0.1376, swav 0.0000 LR: 5.719e-02 Score 99.419 Data time: 0.1109, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4622 [2020-10-19 10:12:52,324][root][INFO] - ===> Epoch[5551](27755/5): Loss -0.8261, Sem 0.0174, dir -0.9873, norm 0.1439, swav 0.0000 LR: 5.719e-02 Score 99.420 Data time: 0.0639, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8725 [2020-10-19 10:12:54,523][root][INFO] - ===> Epoch[5552](27756/5): Loss -0.8156, Sem 0.0171, dir -0.9877, norm 0.1550, swav 0.0000 LR: 5.718e-02 Score 99.428 Data time: 0.0998, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1208 [2020-10-19 10:12:56,497][root][INFO] - ===> Epoch[5552](27757/5): Loss -0.8260, Sem 0.0168, dir -0.9878, norm 0.1449, swav 0.0000 LR: 5.718e-02 Score 99.430 Data time: 0.0668, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8672 [2020-10-19 10:12:58,885][root][INFO] - ===> Epoch[5552](27758/5): Loss -0.8082, Sem 0.0212, dir -0.9845, norm 0.1551, swav 0.0000 LR: 5.718e-02 Score 99.293 Data time: 0.0647, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3248 [2020-10-19 10:13:00,972][root][INFO] - ===> Epoch[5552](27759/5): Loss -0.8279, Sem 0.0173, dir -0.9870, norm 0.1419, swav 0.0000 LR: 5.718e-02 Score 99.417 Data time: 0.0751, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9992 [2020-10-19 10:13:03,339][root][INFO] - ===> Epoch[5552](27760/5): Loss -0.8316, Sem 0.0177, dir -0.9865, norm 0.1372, swav 0.0000 LR: 5.718e-02 Score 99.407 Data time: 0.0877, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2605 [2020-10-19 10:13:05,350][root][INFO] - ===> Epoch[5553](27761/5): Loss -0.8253, Sem 0.0168, dir -0.9880, norm 0.1459, swav 0.0000 LR: 5.718e-02 Score 99.449 Data time: 0.0761, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9135 [2020-10-19 10:13:07,605][root][INFO] - ===> Epoch[5553](27762/5): Loss -0.8352, Sem 0.0182, dir -0.9873, norm 0.1339, swav 0.0000 LR: 5.717e-02 Score 99.386 Data time: 0.1037, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1746 [2020-10-19 10:13:10,039][root][INFO] - ===> Epoch[5553](27763/5): Loss -0.8183, Sem 0.0182, dir -0.9864, norm 0.1499, swav 0.0000 LR: 5.717e-02 Score 99.390 Data time: 0.0993, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3125 [2020-10-19 10:13:12,299][root][INFO] - ===> Epoch[5553](27764/5): Loss -0.8195, Sem 0.0174, dir -0.9874, norm 0.1505, swav 0.0000 LR: 5.717e-02 Score 99.425 Data time: 0.0795, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1442 [2020-10-19 10:13:14,317][root][INFO] - ===> Epoch[5553](27765/5): Loss -0.8367, Sem 0.0167, dir -0.9881, norm 0.1348, swav 0.0000 LR: 5.717e-02 Score 99.438 Data time: 0.0541, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9166 [2020-10-19 10:13:16,626][root][INFO] - ===> Epoch[5554](27766/5): Loss -0.8086, Sem 0.0191, dir -0.9854, norm 0.1576, swav 0.0000 LR: 5.717e-02 Score 99.368 Data time: 0.0807, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2152 [2020-10-19 10:13:18,848][root][INFO] - ===> Epoch[5554](27767/5): Loss -0.8195, Sem 0.0184, dir -0.9873, norm 0.1494, swav 0.0000 LR: 5.717e-02 Score 99.384 Data time: 0.0621, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1098 [2020-10-19 10:13:20,889][root][INFO] - ===> Epoch[5554](27768/5): Loss -0.8082, Sem 0.0196, dir -0.9866, norm 0.1588, swav 0.0000 LR: 5.716e-02 Score 99.358 Data time: 0.0902, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9368 [2020-10-19 10:13:22,790][root][INFO] - ===> Epoch[5554](27769/5): Loss -0.8263, Sem 0.0190, dir -0.9877, norm 0.1424, swav 0.0000 LR: 5.716e-02 Score 99.366 Data time: 0.0652, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8050 [2020-10-19 10:13:25,051][root][INFO] - ===> Epoch[5554](27770/5): Loss -0.8108, Sem 0.0169, dir -0.9854, norm 0.1577, swav 0.0000 LR: 5.716e-02 Score 99.443 Data time: 0.0927, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1582 [2020-10-19 10:13:27,276][root][INFO] - ===> Epoch[5555](27771/5): Loss -0.8200, Sem 0.0190, dir -0.9873, norm 0.1483, swav 0.0000 LR: 5.716e-02 Score 99.358 Data time: 0.0701, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0848 [2020-10-19 10:13:29,239][root][INFO] - ===> Epoch[5555](27772/5): Loss -0.8400, Sem 0.0178, dir -0.9873, norm 0.1295, swav 0.0000 LR: 5.716e-02 Score 99.388 Data time: 0.1086, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8889 [2020-10-19 10:13:32,262][root][INFO] - ===> Epoch[5555](27773/5): Loss -0.8063, Sem 0.0197, dir -0.9855, norm 0.1595, swav 0.0000 LR: 5.716e-02 Score 99.345 Data time: 0.0510, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.9187 [2020-10-19 10:13:34,489][root][INFO] - ===> Epoch[5555](27774/5): Loss -0.8336, Sem 0.0178, dir -0.9867, norm 0.1354, swav 0.0000 LR: 5.716e-02 Score 99.395 Data time: 0.0600, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1597 [2020-10-19 10:13:36,774][root][INFO] - ===> Epoch[5555](27775/5): Loss -0.8228, Sem 0.0171, dir -0.9880, norm 0.1480, swav 0.0000 LR: 5.715e-02 Score 99.437 Data time: 0.0747, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2001 [2020-10-19 10:13:39,301][root][INFO] - ===> Epoch[5556](27776/5): Loss -0.8213, Sem 0.0170, dir -0.9863, norm 0.1480, swav 0.0000 LR: 5.715e-02 Score 99.432 Data time: 0.0785, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.4146 [2020-10-19 10:13:41,493][root][INFO] - ===> Epoch[5556](27777/5): Loss -0.8215, Sem 0.0183, dir -0.9876, norm 0.1478, swav 0.0000 LR: 5.715e-02 Score 99.382 Data time: 0.0676, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.5307 [2020-10-19 10:13:43,667][root][INFO] - ===> Epoch[5556](27778/5): Loss -0.8196, Sem 0.0154, dir -0.9874, norm 0.1524, swav 0.0000 LR: 5.715e-02 Score 99.475 Data time: 0.0680, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0773 [2020-10-19 10:13:46,192][root][INFO] - ===> Epoch[5556](27779/5): Loss -0.8223, Sem 0.0200, dir -0.9872, norm 0.1449, swav 0.0000 LR: 5.715e-02 Score 99.329 Data time: 0.0931, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4127 [2020-10-19 10:13:48,536][root][INFO] - ===> Epoch[5556](27780/5): Loss -0.8283, Sem 0.0180, dir -0.9875, norm 0.1412, swav 0.0000 LR: 5.715e-02 Score 99.405 Data time: 0.1053, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2233 [2020-10-19 10:13:50,681][root][INFO] - ===> Epoch[5557](27781/5): Loss -0.8225, Sem 0.0204, dir -0.9845, norm 0.1416, swav 0.0000 LR: 5.714e-02 Score 99.310 Data time: 0.0796, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0260 [2020-10-19 10:13:52,737][root][INFO] - ===> Epoch[5557](27782/5): Loss -0.8236, Sem 0.0191, dir -0.9868, norm 0.1441, swav 0.0000 LR: 5.714e-02 Score 99.368 Data time: 0.0750, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9739 [2020-10-19 10:13:54,900][root][INFO] - ===> Epoch[5557](27783/5): Loss -0.8224, Sem 0.0199, dir -0.9866, norm 0.1443, swav 0.0000 LR: 5.714e-02 Score 99.346 Data time: 0.0722, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0840 [2020-10-19 10:13:57,164][root][INFO] - ===> Epoch[5557](27784/5): Loss -0.8217, Sem 0.0170, dir -0.9862, norm 0.1476, swav 0.0000 LR: 5.714e-02 Score 99.432 Data time: 0.0703, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1601 [2020-10-19 10:13:59,229][root][INFO] - ===> Epoch[5557](27785/5): Loss -0.8264, Sem 0.0175, dir -0.9870, norm 0.1431, swav 0.0000 LR: 5.714e-02 Score 99.414 Data time: 0.0823, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9763 [2020-10-19 10:14:01,411][root][INFO] - ===> Epoch[5558](27786/5): Loss -0.8382, Sem 0.0188, dir -0.9878, norm 0.1308, swav 0.0000 LR: 5.714e-02 Score 99.354 Data time: 0.0584, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0730 [2020-10-19 10:14:03,875][root][INFO] - ===> Epoch[5558](27787/5): Loss -0.8220, Sem 0.0178, dir -0.9873, norm 0.1475, swav 0.0000 LR: 5.713e-02 Score 99.417 Data time: 0.0660, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3919 [2020-10-19 10:14:06,017][root][INFO] - ===> Epoch[5558](27788/5): Loss -0.8232, Sem 0.0183, dir -0.9870, norm 0.1455, swav 0.0000 LR: 5.713e-02 Score 99.357 Data time: 0.0901, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0493 [2020-10-19 10:14:08,348][root][INFO] - ===> Epoch[5558](27789/5): Loss -0.8409, Sem 0.0172, dir -0.9871, norm 0.1290, swav 0.0000 LR: 5.713e-02 Score 99.422 Data time: 0.0727, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2213 [2020-10-19 10:14:11,112][root][INFO] - ===> Epoch[5558](27790/5): Loss -0.8242, Sem 0.0191, dir -0.9863, norm 0.1429, swav 0.0000 LR: 5.713e-02 Score 99.348 Data time: 0.0797, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.6716 [2020-10-19 10:14:18,928][root][INFO] - ===> Epoch[5559](27791/5): Loss -0.8340, Sem 0.0202, dir -0.9865, norm 0.1324, swav 0.0000 LR: 5.713e-02 Score 99.317 Data time: 0.0524, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.6059 [2020-10-19 10:14:21,100][root][INFO] - ===> Epoch[5559](27792/5): Loss -0.8201, Sem 0.0179, dir -0.9873, norm 0.1493, swav 0.0000 LR: 5.713e-02 Score 99.400 Data time: 0.0929, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0808 [2020-10-19 10:14:23,421][root][INFO] - ===> Epoch[5559](27793/5): Loss -0.8308, Sem 0.0163, dir -0.9867, norm 0.1396, swav 0.0000 LR: 5.712e-02 Score 99.461 Data time: 0.1493, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2120 [2020-10-19 10:14:25,317][root][INFO] - ===> Epoch[5559](27794/5): Loss -0.8353, Sem 0.0186, dir -0.9869, norm 0.1330, swav 0.0000 LR: 5.712e-02 Score 99.370 Data time: 0.0823, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.7642 [2020-10-19 10:14:27,023][root][INFO] - ===> Epoch[5559](27795/5): Loss -0.8312, Sem 0.0185, dir -0.9874, norm 0.1377, swav 0.0000 LR: 5.712e-02 Score 99.375 Data time: 0.1514, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.6061 [2020-10-19 10:14:29,126][root][INFO] - ===> Epoch[5560](27796/5): Loss -0.8369, Sem 0.0172, dir -0.9878, norm 0.1337, swav 0.0000 LR: 5.712e-02 Score 99.417 Data time: 0.0891, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0188 [2020-10-19 10:14:31,221][root][INFO] - ===> Epoch[5560](27797/5): Loss -0.8279, Sem 0.0180, dir -0.9878, norm 0.1419, swav 0.0000 LR: 5.712e-02 Score 99.388 Data time: 0.1174, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9710 [2020-10-19 10:14:33,520][root][INFO] - ===> Epoch[5560](27798/5): Loss -0.8234, Sem 0.0190, dir -0.9857, norm 0.1433, swav 0.0000 LR: 5.712e-02 Score 99.372 Data time: 0.0846, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2019 [2020-10-19 10:14:35,805][root][INFO] - ===> Epoch[5560](27799/5): Loss -0.8437, Sem 0.0166, dir -0.9882, norm 0.1280, swav 0.0000 LR: 5.712e-02 Score 99.441 Data time: 0.0808, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1686 [2020-10-19 10:14:38,248][root][INFO] - ===> Epoch[5560](27800/5): Loss -0.8277, Sem 0.0184, dir -0.9866, norm 0.1404, swav 0.0000 LR: 5.711e-02 Score 99.381 Data time: 0.0765, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3469 [2020-10-19 10:14:39,819][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 10:14:39,978][root][INFO] - ===> Start testing [2020-10-19 10:15:19,640][root][INFO] - 68/68: Data time: 0.0024, Iter time: 0.1327 Loss 0.601 (AVG: 0.538) Score 92.815 (AVG: 90.696) mIOU 70.575 mAP 84.262 mAcc 76.946 IOU: 63.730 0.072 82.125 73.781 94.692 91.541 36.474 81.301 98.030 69.545 81.974 85.480 58.736 mAP: 82.103 10.514 96.800 86.027 99.055 98.604 58.677 97.111 99.672 86.952 93.392 94.944 91.548 mAcc: 78.524 0.547 89.939 81.972 96.123 96.945 40.226 93.086 98.926 72.790 91.511 96.196 63.509 [2020-10-19 10:15:19,641][root][INFO] - Finished test. Elapsed time: 39.6616 [2020-10-19 10:15:23,051][root][INFO] - [2020-10-19 10:15:23,051][root][INFO] - ################################################################ [2020-10-19 10:15:23,051][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 10:15:23,051][root][INFO] - ################################################################ [2020-10-19 10:15:23,051][root][INFO] - clutter : nan nan nan [2020-10-19 10:15:23,051][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 10:15:23,051][root][INFO] - board : 0.800 0.893 0.938 [2020-10-19 10:15:23,051][root][INFO] - bookcase : 0.240 0.366 0.538 [2020-10-19 10:15:23,051][root][INFO] - ceiling : 0.436 0.486 0.534 [2020-10-19 10:15:23,051][root][INFO] - chair : 0.830 0.913 0.928 [2020-10-19 10:15:23,051][root][INFO] - column : 0.228 0.330 0.408 [2020-10-19 10:15:23,051][root][INFO] - door : 0.751 0.893 0.965 [2020-10-19 10:15:23,051][root][INFO] - floor : 0.845 0.854 0.868 [2020-10-19 10:15:23,051][root][INFO] - sofa : 0.365 0.531 0.727 [2020-10-19 10:15:23,051][root][INFO] - table : 0.129 0.266 0.634 [2020-10-19 10:15:23,051][root][INFO] - wall : 0.545 0.734 0.834 [2020-10-19 10:15:23,052][root][INFO] - window : 0.539 0.742 0.778 [2020-10-19 10:15:23,052][root][INFO] - ---------------------------------------------------------------- [2020-10-19 10:15:23,052][root][INFO] - average : 0.476 0.584 0.679 [2020-10-19 10:15:23,052][root][INFO] - [2020-10-19 10:15:23,204][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 10:15:23,204][root][INFO] - Current best mIoU: 71.138 at iter 19200 [2020-10-19 10:15:24,799][root][INFO] - ===> Epoch[5561](27801/5): Loss -0.8306, Sem 0.0184, dir -0.9875, norm 0.1385, swav 0.0000 LR: 5.711e-02 Score 99.388 Data time: 0.0570, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.5886 [2020-10-19 10:15:26,913][root][INFO] - ===> Epoch[5561](27802/5): Loss -0.8350, Sem 0.0177, dir -0.9884, norm 0.1357, swav 0.0000 LR: 5.711e-02 Score 99.442 Data time: 0.0765, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0151 [2020-10-19 10:15:29,073][root][INFO] - ===> Epoch[5561](27803/5): Loss -0.8216, Sem 0.0190, dir -0.9873, norm 0.1467, swav 0.0000 LR: 5.711e-02 Score 99.386 Data time: 0.1013, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0334 [2020-10-19 10:15:31,088][root][INFO] - ===> Epoch[5561](27804/5): Loss -0.8355, Sem 0.0187, dir -0.9871, norm 0.1329, swav 0.0000 LR: 5.711e-02 Score 99.362 Data time: 0.0651, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9076 [2020-10-19 10:15:33,075][root][INFO] - ===> Epoch[5561](27805/5): Loss -0.8304, Sem 0.0195, dir -0.9871, norm 0.1372, swav 0.0000 LR: 5.711e-02 Score 99.350 Data time: 0.0409, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9143 [2020-10-19 10:15:35,137][root][INFO] - ===> Epoch[5562](27806/5): Loss -0.8206, Sem 0.0181, dir -0.9873, norm 0.1487, swav 0.0000 LR: 5.710e-02 Score 99.406 Data time: 0.0638, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0191 [2020-10-19 10:15:37,368][root][INFO] - ===> Epoch[5562](27807/5): Loss -0.8331, Sem 0.0184, dir -0.9871, norm 0.1356, swav 0.0000 LR: 5.710e-02 Score 99.375 Data time: 0.0916, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1297 [2020-10-19 10:15:39,571][root][INFO] - ===> Epoch[5562](27808/5): Loss -0.8322, Sem 0.0188, dir -0.9876, norm 0.1366, swav 0.0000 LR: 5.710e-02 Score 99.362 Data time: 0.0849, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1229 [2020-10-19 10:15:41,594][root][INFO] - ===> Epoch[5562](27809/5): Loss -0.8287, Sem 0.0181, dir -0.9859, norm 0.1391, swav 0.0000 LR: 5.710e-02 Score 99.395 Data time: 0.0773, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9106 [2020-10-19 10:15:43,782][root][INFO] - ===> Epoch[5562](27810/5): Loss -0.8314, Sem 0.0176, dir -0.9872, norm 0.1382, swav 0.0000 LR: 5.710e-02 Score 99.405 Data time: 0.1013, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1208 [2020-10-19 10:15:46,250][root][INFO] - ===> Epoch[5563](27811/5): Loss -0.8251, Sem 0.0172, dir -0.9876, norm 0.1453, swav 0.0000 LR: 5.710e-02 Score 99.420 Data time: 0.0534, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4077 [2020-10-19 10:15:48,535][root][INFO] - ===> Epoch[5563](27812/5): Loss -0.8440, Sem 0.0176, dir -0.9892, norm 0.1276, swav 0.0000 LR: 5.709e-02 Score 99.398 Data time: 0.0843, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2150 [2020-10-19 10:15:50,848][root][INFO] - ===> Epoch[5563](27813/5): Loss -0.8279, Sem 0.0198, dir -0.9858, norm 0.1382, swav 0.0000 LR: 5.709e-02 Score 99.326 Data time: 0.0679, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2052 [2020-10-19 10:15:52,815][root][INFO] - ===> Epoch[5563](27814/5): Loss -0.8416, Sem 0.0185, dir -0.9878, norm 0.1278, swav 0.0000 LR: 5.709e-02 Score 99.384 Data time: 0.0724, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9088 [2020-10-19 10:15:54,989][root][INFO] - ===> Epoch[5563](27815/5): Loss -0.8269, Sem 0.0176, dir -0.9868, norm 0.1423, swav 0.0000 LR: 5.709e-02 Score 99.421 Data time: 0.0862, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0919 [2020-10-19 10:15:56,856][root][INFO] - ===> Epoch[5564](27816/5): Loss -0.8222, Sem 0.0201, dir -0.9855, norm 0.1432, swav 0.0000 LR: 5.709e-02 Score 99.346 Data time: 0.0740, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7505 [2020-10-19 10:15:58,920][root][INFO] - ===> Epoch[5564](27817/5): Loss -0.8281, Sem 0.0208, dir -0.9867, norm 0.1378, swav 0.0000 LR: 5.709e-02 Score 99.336 Data time: 0.1382, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9589 [2020-10-19 10:16:00,976][root][INFO] - ===> Epoch[5564](27818/5): Loss -0.8132, Sem 0.0249, dir -0.9862, norm 0.1481, swav 0.0000 LR: 5.708e-02 Score 99.238 Data time: 0.0799, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9408 [2020-10-19 10:16:03,550][root][INFO] - ===> Epoch[5564](27819/5): Loss -0.8281, Sem 0.0202, dir -0.9865, norm 0.1382, swav 0.0000 LR: 5.708e-02 Score 99.328 Data time: 0.0556, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4693 [2020-10-19 10:16:05,702][root][INFO] - ===> Epoch[5564](27820/5): Loss -0.8330, Sem 0.0192, dir -0.9871, norm 0.1349, swav 0.0000 LR: 5.708e-02 Score 99.362 Data time: 0.0803, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0663 [2020-10-19 10:16:07,973][root][INFO] - ===> Epoch[5565](27821/5): Loss -0.8195, Sem 0.0226, dir -0.9867, norm 0.1446, swav 0.0000 LR: 5.708e-02 Score 99.256 Data time: 0.1021, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1687 [2020-10-19 10:16:10,180][root][INFO] - ===> Epoch[5565](27822/5): Loss -0.8442, Sem 0.0188, dir -0.9883, norm 0.1253, swav 0.0000 LR: 5.708e-02 Score 99.380 Data time: 0.0735, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0988 [2020-10-19 10:16:12,516][root][INFO] - ===> Epoch[5565](27823/5): Loss -0.8343, Sem 0.0164, dir -0.9870, norm 0.1363, swav 0.0000 LR: 5.708e-02 Score 99.454 Data time: 0.0796, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2490 [2020-10-19 10:16:14,528][root][INFO] - ===> Epoch[5565](27824/5): Loss -0.8136, Sem 0.0216, dir -0.9854, norm 0.1502, swav 0.0000 LR: 5.708e-02 Score 99.294 Data time: 0.0473, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8985 [2020-10-19 10:16:16,755][root][INFO] - ===> Epoch[5565](27825/5): Loss -0.8349, Sem 0.0198, dir -0.9862, norm 0.1315, swav 0.0000 LR: 5.707e-02 Score 99.360 Data time: 0.0513, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1476 [2020-10-19 10:16:18,640][root][INFO] - ===> Epoch[5566](27826/5): Loss -0.8260, Sem 0.0189, dir -0.9855, norm 0.1406, swav 0.0000 LR: 5.707e-02 Score 99.364 Data time: 0.0570, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8490 [2020-10-19 10:16:20,900][root][INFO] - ===> Epoch[5566](27827/5): Loss -0.8317, Sem 0.0179, dir -0.9868, norm 0.1371, swav 0.0000 LR: 5.707e-02 Score 99.389 Data time: 0.1204, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1611 [2020-10-19 10:16:23,350][root][INFO] - ===> Epoch[5566](27828/5): Loss -0.8259, Sem 0.0169, dir -0.9864, norm 0.1436, swav 0.0000 LR: 5.707e-02 Score 99.434 Data time: 0.1001, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3371 [2020-10-19 10:16:25,366][root][INFO] - ===> Epoch[5566](27829/5): Loss -0.8353, Sem 0.0190, dir -0.9866, norm 0.1323, swav 0.0000 LR: 5.707e-02 Score 99.346 Data time: 0.0880, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8841 [2020-10-19 10:16:27,239][root][INFO] - ===> Epoch[5566](27830/5): Loss -0.8147, Sem 0.0197, dir -0.9853, norm 0.1509, swav 0.0000 LR: 5.707e-02 Score 99.336 Data time: 0.0794, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7808 [2020-10-19 10:16:29,559][root][INFO] - ===> Epoch[5567](27831/5): Loss -0.8461, Sem 0.0175, dir -0.9878, norm 0.1242, swav 0.0000 LR: 5.706e-02 Score 99.404 Data time: 0.0667, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2345 [2020-10-19 10:16:31,803][root][INFO] - ===> Epoch[5567](27832/5): Loss -0.8281, Sem 0.0180, dir -0.9876, norm 0.1416, swav 0.0000 LR: 5.706e-02 Score 99.402 Data time: 0.0680, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1555 [2020-10-19 10:16:34,143][root][INFO] - ===> Epoch[5567](27833/5): Loss -0.8358, Sem 0.0196, dir -0.9868, norm 0.1314, swav 0.0000 LR: 5.706e-02 Score 99.362 Data time: 0.1121, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2351 [2020-10-19 10:16:36,662][root][INFO] - ===> Epoch[5567](27834/5): Loss -0.8291, Sem 0.0184, dir -0.9861, norm 0.1386, swav 0.0000 LR: 5.706e-02 Score 99.379 Data time: 0.1089, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.4084 [2020-10-19 10:16:39,106][root][INFO] - ===> Epoch[5567](27835/5): Loss -0.8377, Sem 0.0167, dir -0.9877, norm 0.1333, swav 0.0000 LR: 5.706e-02 Score 99.470 Data time: 0.0697, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3219 [2020-10-19 10:16:41,360][root][INFO] - ===> Epoch[5568](27836/5): Loss -0.8281, Sem 0.0193, dir -0.9872, norm 0.1398, swav 0.0000 LR: 5.706e-02 Score 99.345 Data time: 0.0759, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1303 [2020-10-19 10:16:43,518][root][INFO] - ===> Epoch[5568](27837/5): Loss -0.8330, Sem 0.0190, dir -0.9873, norm 0.1353, swav 0.0000 LR: 5.705e-02 Score 99.369 Data time: 0.0737, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0579 [2020-10-19 10:16:45,466][root][INFO] - ===> Epoch[5568](27838/5): Loss -0.8400, Sem 0.0164, dir -0.9880, norm 0.1316, swav 0.0000 LR: 5.705e-02 Score 99.452 Data time: 0.0862, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8533 [2020-10-19 10:16:47,766][root][INFO] - ===> Epoch[5568](27839/5): Loss -0.8331, Sem 0.0170, dir -0.9877, norm 0.1377, swav 0.0000 LR: 5.705e-02 Score 99.425 Data time: 0.0858, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1907 [2020-10-19 10:16:49,973][root][INFO] - ===> Epoch[5568](27840/5): Loss -0.8289, Sem 0.0184, dir -0.9866, norm 0.1393, swav 0.0000 LR: 5.705e-02 Score 99.397 Data time: 0.0790, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0885 [2020-10-19 10:16:52,228][root][INFO] - ===> Epoch[5569](27841/5): Loss -0.8253, Sem 0.0185, dir -0.9857, norm 0.1420, swav 0.0000 LR: 5.705e-02 Score 99.386 Data time: 0.0738, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1481 [2020-10-19 10:16:54,342][root][INFO] - ===> Epoch[5569](27842/5): Loss -0.8254, Sem 0.0180, dir -0.9860, norm 0.1426, swav 0.0000 LR: 5.705e-02 Score 99.404 Data time: 0.0827, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0099 [2020-10-19 10:16:56,184][root][INFO] - ===> Epoch[5569](27843/5): Loss -0.8472, Sem 0.0178, dir -0.9880, norm 0.1231, swav 0.0000 LR: 5.704e-02 Score 99.391 Data time: 0.0809, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7232 [2020-10-19 10:16:58,218][root][INFO] - ===> Epoch[5569](27844/5): Loss -0.8230, Sem 0.0200, dir -0.9858, norm 0.1428, swav 0.0000 LR: 5.704e-02 Score 99.331 Data time: 0.1098, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9173 [2020-10-19 10:17:00,273][root][INFO] - ===> Epoch[5569](27845/5): Loss -0.8327, Sem 0.0169, dir -0.9875, norm 0.1379, swav 0.0000 LR: 5.704e-02 Score 99.432 Data time: 0.0899, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9568 [2020-10-19 10:17:02,910][root][INFO] - ===> Epoch[5570](27846/5): Loss -0.8394, Sem 0.0176, dir -0.9876, norm 0.1307, swav 0.0000 LR: 5.704e-02 Score 99.405 Data time: 0.0676, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.5085 [2020-10-19 10:17:05,026][root][INFO] - ===> Epoch[5570](27847/5): Loss -0.8207, Sem 0.0193, dir -0.9869, norm 0.1469, swav 0.0000 LR: 5.704e-02 Score 99.348 Data time: 0.0753, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0128 [2020-10-19 10:17:07,390][root][INFO] - ===> Epoch[5570](27848/5): Loss -0.8398, Sem 0.0185, dir -0.9873, norm 0.1290, swav 0.0000 LR: 5.704e-02 Score 99.382 Data time: 0.0899, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2305 [2020-10-19 10:17:09,402][root][INFO] - ===> Epoch[5570](27849/5): Loss -0.8389, Sem 0.0178, dir -0.9875, norm 0.1308, swav 0.0000 LR: 5.704e-02 Score 99.398 Data time: 0.2666, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8912 [2020-10-19 10:17:12,498][root][INFO] - ===> Epoch[5570](27850/5): Loss -0.8235, Sem 0.0169, dir -0.9859, norm 0.1455, swav 0.0000 LR: 5.703e-02 Score 99.437 Data time: 0.1350, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.9889 [2020-10-19 10:17:14,560][root][INFO] - ===> Epoch[5571](27851/5): Loss -0.8411, Sem 0.0161, dir -0.9881, norm 0.1308, swav 0.0000 LR: 5.703e-02 Score 99.448 Data time: 0.0998, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9310 [2020-10-19 10:17:16,580][root][INFO] - ===> Epoch[5571](27852/5): Loss -0.8270, Sem 0.0191, dir -0.9856, norm 0.1395, swav 0.0000 LR: 5.703e-02 Score 99.356 Data time: 0.0868, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9080 [2020-10-19 10:17:18,923][root][INFO] - ===> Epoch[5571](27853/5): Loss -0.8380, Sem 0.0170, dir -0.9875, norm 0.1326, swav 0.0000 LR: 5.703e-02 Score 99.436 Data time: 0.0948, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2322 [2020-10-19 10:17:21,021][root][INFO] - ===> Epoch[5571](27854/5): Loss -0.8342, Sem 0.0193, dir -0.9873, norm 0.1339, swav 0.0000 LR: 5.703e-02 Score 99.378 Data time: 0.0699, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9798 [2020-10-19 10:17:23,339][root][INFO] - ===> Epoch[5571](27855/5): Loss -0.8232, Sem 0.0191, dir -0.9864, norm 0.1441, swav 0.0000 LR: 5.703e-02 Score 99.340 Data time: 0.0845, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2309 [2020-10-19 10:17:25,522][root][INFO] - ===> Epoch[5572](27856/5): Loss -0.8406, Sem 0.0174, dir -0.9880, norm 0.1299, swav 0.0000 LR: 5.702e-02 Score 99.406 Data time: 0.0741, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0667 [2020-10-19 10:17:27,705][root][INFO] - ===> Epoch[5572](27857/5): Loss -0.8432, Sem 0.0176, dir -0.9881, norm 0.1272, swav 0.0000 LR: 5.702e-02 Score 99.400 Data time: 0.0792, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0797 [2020-10-19 10:17:29,751][root][INFO] - ===> Epoch[5572](27858/5): Loss -0.8195, Sem 0.0198, dir -0.9849, norm 0.1456, swav 0.0000 LR: 5.702e-02 Score 99.362 Data time: 0.0616, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9247 [2020-10-19 10:17:31,708][root][INFO] - ===> Epoch[5572](27859/5): Loss -0.8376, Sem 0.0174, dir -0.9875, norm 0.1325, swav 0.0000 LR: 5.702e-02 Score 99.414 Data time: 0.0963, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8674 [2020-10-19 10:17:33,732][root][INFO] - ===> Epoch[5572](27860/5): Loss -0.8162, Sem 0.0214, dir -0.9853, norm 0.1476, swav 0.0000 LR: 5.702e-02 Score 99.287 Data time: 0.1720, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9167 [2020-10-19 10:17:35,895][root][INFO] - ===> Epoch[5573](27861/5): Loss -0.8379, Sem 0.0176, dir -0.9878, norm 0.1323, swav 0.0000 LR: 5.702e-02 Score 99.413 Data time: 0.0946, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0793 [2020-10-19 10:17:37,965][root][INFO] - ===> Epoch[5573](27862/5): Loss -0.8400, Sem 0.0178, dir -0.9879, norm 0.1301, swav 0.0000 LR: 5.701e-02 Score 99.410 Data time: 0.0734, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9317 [2020-10-19 10:17:39,959][root][INFO] - ===> Epoch[5573](27863/5): Loss -0.8395, Sem 0.0180, dir -0.9876, norm 0.1301, swav 0.0000 LR: 5.701e-02 Score 99.383 Data time: 0.0716, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8933 [2020-10-19 10:17:42,673][root][INFO] - ===> Epoch[5573](27864/5): Loss -0.8202, Sem 0.0188, dir -0.9857, norm 0.1466, swav 0.0000 LR: 5.701e-02 Score 99.365 Data time: 0.0980, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.6224 [2020-10-19 10:17:45,393][root][INFO] - ===> Epoch[5573](27865/5): Loss -0.8249, Sem 0.0202, dir -0.9862, norm 0.1411, swav 0.0000 LR: 5.701e-02 Score 99.345 Data time: 0.0656, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.5989 [2020-10-19 10:17:47,556][root][INFO] - ===> Epoch[5574](27866/5): Loss -0.8386, Sem 0.0180, dir -0.9872, norm 0.1306, swav 0.0000 LR: 5.701e-02 Score 99.390 Data time: 0.0866, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0626 [2020-10-19 10:17:49,549][root][INFO] - ===> Epoch[5574](27867/5): Loss -0.8480, Sem 0.0172, dir -0.9880, norm 0.1228, swav 0.0000 LR: 5.701e-02 Score 99.416 Data time: 0.0761, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8860 [2020-10-19 10:17:52,119][root][INFO] - ===> Epoch[5574](27868/5): Loss -0.8241, Sem 0.0186, dir -0.9878, norm 0.1451, swav 0.0000 LR: 5.701e-02 Score 99.386 Data time: 0.3312, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.4753 [2020-10-19 10:17:54,187][root][INFO] - ===> Epoch[5574](27869/5): Loss -0.8525, Sem 0.0166, dir -0.9884, norm 0.1194, swav 0.0000 LR: 5.700e-02 Score 99.437 Data time: 0.0956, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9330 [2020-10-19 10:17:56,177][root][INFO] - ===> Epoch[5574](27870/5): Loss -0.8324, Sem 0.0169, dir -0.9875, norm 0.1381, swav 0.0000 LR: 5.700e-02 Score 99.423 Data time: 0.0833, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8833 [2020-10-19 10:17:58,255][root][INFO] - ===> Epoch[5575](27871/5): Loss -0.8386, Sem 0.0200, dir -0.9873, norm 0.1287, swav 0.0000 LR: 5.700e-02 Score 99.329 Data time: 0.1216, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9623 [2020-10-19 10:18:00,712][root][INFO] - ===> Epoch[5575](27872/5): Loss -0.8326, Sem 0.0166, dir -0.9860, norm 0.1368, swav 0.0000 LR: 5.700e-02 Score 99.454 Data time: 0.0913, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3488 [2020-10-19 10:18:03,396][root][INFO] - ===> Epoch[5575](27873/5): Loss -0.8331, Sem 0.0176, dir -0.9888, norm 0.1381, swav 0.0000 LR: 5.700e-02 Score 99.413 Data time: 0.0869, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.5729 [2020-10-19 10:18:05,303][root][INFO] - ===> Epoch[5575](27874/5): Loss -0.8459, Sem 0.0168, dir -0.9868, norm 0.1241, swav 0.0000 LR: 5.700e-02 Score 99.432 Data time: 0.0633, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7896 [2020-10-19 10:18:07,620][root][INFO] - ===> Epoch[5575](27875/5): Loss -0.8328, Sem 0.0185, dir -0.9858, norm 0.1346, swav 0.0000 LR: 5.699e-02 Score 99.376 Data time: 0.0771, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2259 [2020-10-19 10:18:09,578][root][INFO] - ===> Epoch[5576](27876/5): Loss -0.8309, Sem 0.0182, dir -0.9865, norm 0.1374, swav 0.0000 LR: 5.699e-02 Score 99.395 Data time: 0.0735, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8321 [2020-10-19 10:18:11,721][root][INFO] - ===> Epoch[5576](27877/5): Loss -0.8324, Sem 0.0181, dir -0.9888, norm 0.1383, swav 0.0000 LR: 5.699e-02 Score 99.403 Data time: 0.0858, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0497 [2020-10-19 10:18:14,134][root][INFO] - ===> Epoch[5576](27878/5): Loss -0.8227, Sem 0.0212, dir -0.9850, norm 0.1411, swav 0.0000 LR: 5.699e-02 Score 99.295 Data time: 0.0742, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3041 [2020-10-19 10:18:16,479][root][INFO] - ===> Epoch[5576](27879/5): Loss -0.8267, Sem 0.0168, dir -0.9886, norm 0.1451, swav 0.0000 LR: 5.699e-02 Score 99.434 Data time: 0.0681, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2446 [2020-10-19 10:18:18,425][root][INFO] - ===> Epoch[5576](27880/5): Loss -0.8148, Sem 0.0208, dir -0.9865, norm 0.1508, swav 0.0000 LR: 5.699e-02 Score 99.303 Data time: 0.0740, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8528 [2020-10-19 10:18:20,612][root][INFO] - ===> Epoch[5577](27881/5): Loss -0.8392, Sem 0.0150, dir -0.9882, norm 0.1340, swav 0.0000 LR: 5.698e-02 Score 99.503 Data time: 0.0651, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0888 [2020-10-19 10:18:22,695][root][INFO] - ===> Epoch[5577](27882/5): Loss -0.8140, Sem 0.0202, dir -0.9855, norm 0.1513, swav 0.0000 LR: 5.698e-02 Score 99.330 Data time: 0.0802, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9755 [2020-10-19 10:18:24,757][root][INFO] - ===> Epoch[5577](27883/5): Loss -0.8223, Sem 0.0177, dir -0.9857, norm 0.1457, swav 0.0000 LR: 5.698e-02 Score 99.406 Data time: 0.1181, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9947 [2020-10-19 10:18:27,078][root][INFO] - ===> Epoch[5577](27884/5): Loss -0.8352, Sem 0.0165, dir -0.9876, norm 0.1359, swav 0.0000 LR: 5.698e-02 Score 99.450 Data time: 0.0805, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2175 [2020-10-19 10:18:29,005][root][INFO] - ===> Epoch[5577](27885/5): Loss -0.8392, Sem 0.0167, dir -0.9888, norm 0.1329, swav 0.0000 LR: 5.698e-02 Score 99.436 Data time: 0.0673, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8350 [2020-10-19 10:18:30,812][root][INFO] - ===> Epoch[5578](27886/5): Loss -0.8229, Sem 0.0184, dir -0.9873, norm 0.1460, swav 0.0000 LR: 5.698e-02 Score 99.379 Data time: 0.1017, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7039 [2020-10-19 10:18:33,284][root][INFO] - ===> Epoch[5578](27887/5): Loss -0.8122, Sem 0.0198, dir -0.9855, norm 0.1535, swav 0.0000 LR: 5.697e-02 Score 99.357 Data time: 0.0694, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3664 [2020-10-19 10:18:35,150][root][INFO] - ===> Epoch[5578](27888/5): Loss -0.8347, Sem 0.0192, dir -0.9862, norm 0.1323, swav 0.0000 LR: 5.697e-02 Score 99.360 Data time: 0.0587, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7628 [2020-10-19 10:18:37,393][root][INFO] - ===> Epoch[5578](27889/5): Loss -0.8356, Sem 0.0174, dir -0.9873, norm 0.1344, swav 0.0000 LR: 5.697e-02 Score 99.424 Data time: 0.0864, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1601 [2020-10-19 10:18:39,813][root][INFO] - ===> Epoch[5578](27890/5): Loss -0.8298, Sem 0.0194, dir -0.9866, norm 0.1374, swav 0.0000 LR: 5.697e-02 Score 99.366 Data time: 0.1054, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2917 [2020-10-19 10:18:42,082][root][INFO] - ===> Epoch[5579](27891/5): Loss -0.8116, Sem 0.0182, dir -0.9851, norm 0.1552, swav 0.0000 LR: 5.697e-02 Score 99.390 Data time: 0.0534, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1413 [2020-10-19 10:18:44,181][root][INFO] - ===> Epoch[5579](27892/5): Loss -0.8355, Sem 0.0170, dir -0.9879, norm 0.1354, swav 0.0000 LR: 5.697e-02 Score 99.419 Data time: 0.0654, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0033 [2020-10-19 10:18:46,285][root][INFO] - ===> Epoch[5579](27893/5): Loss -0.8418, Sem 0.0176, dir -0.9886, norm 0.1292, swav 0.0000 LR: 5.697e-02 Score 99.404 Data time: 0.0890, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9238 [2020-10-19 10:18:48,466][root][INFO] - ===> Epoch[5579](27894/5): Loss -0.8302, Sem 0.0158, dir -0.9877, norm 0.1417, swav 0.0000 LR: 5.696e-02 Score 99.485 Data time: 0.0701, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0828 [2020-10-19 10:18:50,646][root][INFO] - ===> Epoch[5579](27895/5): Loss -0.8227, Sem 0.0182, dir -0.9876, norm 0.1467, swav 0.0000 LR: 5.696e-02 Score 99.396 Data time: 0.0607, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1056 [2020-10-19 10:18:52,852][root][INFO] - ===> Epoch[5580](27896/5): Loss -0.8369, Sem 0.0177, dir -0.9876, norm 0.1330, swav 0.0000 LR: 5.696e-02 Score 99.393 Data time: 0.0930, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1018 [2020-10-19 10:18:54,917][root][INFO] - ===> Epoch[5580](27897/5): Loss -0.8280, Sem 0.0164, dir -0.9870, norm 0.1426, swav 0.0000 LR: 5.696e-02 Score 99.448 Data time: 0.0807, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9571 [2020-10-19 10:18:57,107][root][INFO] - ===> Epoch[5580](27898/5): Loss -0.8319, Sem 0.0164, dir -0.9861, norm 0.1378, swav 0.0000 LR: 5.696e-02 Score 99.446 Data time: 0.0668, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0807 [2020-10-19 10:18:59,241][root][INFO] - ===> Epoch[5580](27899/5): Loss -0.8121, Sem 0.0192, dir -0.9873, norm 0.1560, swav 0.0000 LR: 5.696e-02 Score 99.356 Data time: 0.0845, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0378 [2020-10-19 10:19:01,499][root][INFO] - ===> Epoch[5580](27900/5): Loss -0.8354, Sem 0.0189, dir -0.9874, norm 0.1331, swav 0.0000 LR: 5.695e-02 Score 99.357 Data time: 0.0668, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1630 [2020-10-19 10:19:02,806][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 10:19:04,608][root][INFO] - ===> Epoch[5581](27901/5): Loss -0.8286, Sem 0.0178, dir -0.9870, norm 0.1406, swav 0.0000 LR: 5.695e-02 Score 99.402 Data time: 0.0722, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.6308 [2020-10-19 10:19:06,760][root][INFO] - ===> Epoch[5581](27902/5): Loss -0.8253, Sem 0.0194, dir -0.9851, norm 0.1403, swav 0.0000 LR: 5.695e-02 Score 99.366 Data time: 0.0789, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0420 [2020-10-19 10:19:09,212][root][INFO] - ===> Epoch[5581](27903/5): Loss -0.8198, Sem 0.0158, dir -0.9865, norm 0.1509, swav 0.0000 LR: 5.695e-02 Score 99.475 Data time: 0.0779, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3353 [2020-10-19 10:19:11,462][root][INFO] - ===> Epoch[5581](27904/5): Loss -0.8335, Sem 0.0201, dir -0.9862, norm 0.1326, swav 0.0000 LR: 5.695e-02 Score 99.316 Data time: 0.0806, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1314 [2020-10-19 10:19:13,488][root][INFO] - ===> Epoch[5581](27905/5): Loss -0.8266, Sem 0.0181, dir -0.9879, norm 0.1431, swav 0.0000 LR: 5.695e-02 Score 99.390 Data time: 0.0475, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9247 [2020-10-19 10:19:15,680][root][INFO] - ===> Epoch[5582](27906/5): Loss -0.8086, Sem 0.0166, dir -0.9858, norm 0.1606, swav 0.0000 LR: 5.694e-02 Score 99.446 Data time: 0.0710, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0914 [2020-10-19 10:19:18,164][root][INFO] - ===> Epoch[5582](27907/5): Loss -0.8127, Sem 0.0185, dir -0.9863, norm 0.1551, swav 0.0000 LR: 5.694e-02 Score 99.383 Data time: 0.0673, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3831 [2020-10-19 10:19:20,196][root][INFO] - ===> Epoch[5582](27908/5): Loss -0.8136, Sem 0.0193, dir -0.9869, norm 0.1541, swav 0.0000 LR: 5.694e-02 Score 99.353 Data time: 0.0671, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9488 [2020-10-19 10:19:22,894][root][INFO] - ===> Epoch[5582](27909/5): Loss -0.8163, Sem 0.0175, dir -0.9872, norm 0.1534, swav 0.0000 LR: 5.694e-02 Score 99.415 Data time: 0.0662, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.6094 [2020-10-19 10:19:24,933][root][INFO] - ===> Epoch[5582](27910/5): Loss -0.8248, Sem 0.0170, dir -0.9871, norm 0.1452, swav 0.0000 LR: 5.694e-02 Score 99.435 Data time: 0.0854, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9278 [2020-10-19 10:19:27,241][root][INFO] - ===> Epoch[5583](27911/5): Loss -0.8285, Sem 0.0182, dir -0.9859, norm 0.1392, swav 0.0000 LR: 5.694e-02 Score 99.396 Data time: 0.0695, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1934 [2020-10-19 10:19:29,069][root][INFO] - ===> Epoch[5583](27912/5): Loss -0.8262, Sem 0.0176, dir -0.9869, norm 0.1431, swav 0.0000 LR: 5.693e-02 Score 99.406 Data time: 0.0714, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7287 [2020-10-19 10:19:31,125][root][INFO] - ===> Epoch[5583](27913/5): Loss -0.8202, Sem 0.0214, dir -0.9849, norm 0.1433, swav 0.0000 LR: 5.693e-02 Score 99.339 Data time: 0.0682, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9658 [2020-10-19 10:19:33,655][root][INFO] - ===> Epoch[5583](27914/5): Loss -0.8186, Sem 0.0180, dir -0.9883, norm 0.1517, swav 0.0000 LR: 5.693e-02 Score 99.401 Data time: 0.1108, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.4312 [2020-10-19 10:19:35,987][root][INFO] - ===> Epoch[5583](27915/5): Loss -0.8293, Sem 0.0193, dir -0.9867, norm 0.1381, swav 0.0000 LR: 5.693e-02 Score 99.356 Data time: 0.0638, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1802 [2020-10-19 10:19:38,547][root][INFO] - ===> Epoch[5584](27916/5): Loss -0.8158, Sem 0.0168, dir -0.9872, norm 0.1546, swav 0.0000 LR: 5.693e-02 Score 99.443 Data time: 0.0815, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.4463 [2020-10-19 10:19:40,699][root][INFO] - ===> Epoch[5584](27917/5): Loss -0.8330, Sem 0.0166, dir -0.9871, norm 0.1376, swav 0.0000 LR: 5.693e-02 Score 99.439 Data time: 0.0912, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0447 [2020-10-19 10:19:42,677][root][INFO] - ===> Epoch[5584](27918/5): Loss -0.8144, Sem 0.0208, dir -0.9857, norm 0.1506, swav 0.0000 LR: 5.693e-02 Score 99.307 Data time: 0.0880, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8393 [2020-10-19 10:19:45,586][root][INFO] - ===> Epoch[5584](27919/5): Loss -0.8139, Sem 0.0184, dir -0.9862, norm 0.1539, swav 0.0000 LR: 5.692e-02 Score 99.404 Data time: 0.0788, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.8027 [2020-10-19 10:19:47,847][root][INFO] - ===> Epoch[5584](27920/5): Loss -0.8293, Sem 0.0174, dir -0.9869, norm 0.1403, swav 0.0000 LR: 5.692e-02 Score 99.430 Data time: 0.0748, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1647 [2020-10-19 10:19:50,022][root][INFO] - ===> Epoch[5585](27921/5): Loss -0.8270, Sem 0.0165, dir -0.9870, norm 0.1434, swav 0.0000 LR: 5.692e-02 Score 99.455 Data time: 0.1116, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0770 [2020-10-19 10:19:52,657][root][INFO] - ===> Epoch[5585](27922/5): Loss -0.8303, Sem 0.0187, dir -0.9876, norm 0.1387, swav 0.0000 LR: 5.692e-02 Score 99.385 Data time: 0.1217, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.5506 [2020-10-19 10:19:55,012][root][INFO] - ===> Epoch[5585](27923/5): Loss -0.8244, Sem 0.0198, dir -0.9860, norm 0.1418, swav 0.0000 LR: 5.692e-02 Score 99.330 Data time: 0.0766, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2422 [2020-10-19 10:19:57,535][root][INFO] - ===> Epoch[5585](27924/5): Loss -0.8135, Sem 0.0195, dir -0.9849, norm 0.1519, swav 0.0000 LR: 5.692e-02 Score 99.343 Data time: 0.0887, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.4219 [2020-10-19 10:19:59,753][root][INFO] - ===> Epoch[5585](27925/5): Loss -0.8227, Sem 0.0179, dir -0.9871, norm 0.1466, swav 0.0000 LR: 5.691e-02 Score 99.413 Data time: 0.0760, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1008 [2020-10-19 10:20:01,463][root][INFO] - ===> Epoch[5586](27926/5): Loss -0.8417, Sem 0.0162, dir -0.9870, norm 0.1292, swav 0.0000 LR: 5.691e-02 Score 99.448 Data time: 0.0818, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.5947 [2020-10-19 10:20:03,359][root][INFO] - ===> Epoch[5586](27927/5): Loss -0.8377, Sem 0.0175, dir -0.9870, norm 0.1317, swav 0.0000 LR: 5.691e-02 Score 99.404 Data time: 0.0791, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7881 [2020-10-19 10:20:05,958][root][INFO] - ===> Epoch[5586](27928/5): Loss -0.8208, Sem 0.0197, dir -0.9862, norm 0.1457, swav 0.0000 LR: 5.691e-02 Score 99.346 Data time: 0.0647, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.5019 [2020-10-19 10:20:08,835][root][INFO] - ===> Epoch[5586](27929/5): Loss -0.8242, Sem 0.0187, dir -0.9861, norm 0.1432, swav 0.0000 LR: 5.691e-02 Score 99.374 Data time: 0.0816, Forward time: 0.7771, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.7679 [2020-10-19 10:20:10,877][root][INFO] - ===> Epoch[5586](27930/5): Loss -0.8379, Sem 0.0181, dir -0.9882, norm 0.1322, swav 0.0000 LR: 5.691e-02 Score 99.391 Data time: 0.0846, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9148 [2020-10-19 10:20:13,024][root][INFO] - ===> Epoch[5587](27931/5): Loss -0.8109, Sem 0.0197, dir -0.9858, norm 0.1552, swav 0.0000 LR: 5.690e-02 Score 99.368 Data time: 0.0751, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0386 [2020-10-19 10:20:15,544][root][INFO] - ===> Epoch[5587](27932/5): Loss -0.8332, Sem 0.0175, dir -0.9879, norm 0.1372, swav 0.0000 LR: 5.690e-02 Score 99.401 Data time: 0.0662, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4050 [2020-10-19 10:20:17,975][root][INFO] - ===> Epoch[5587](27933/5): Loss -0.8296, Sem 0.0182, dir -0.9857, norm 0.1380, swav 0.0000 LR: 5.690e-02 Score 99.394 Data time: 0.0868, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3128 [2020-10-19 10:20:20,329][root][INFO] - ===> Epoch[5587](27934/5): Loss -0.8131, Sem 0.0195, dir -0.9860, norm 0.1534, swav 0.0000 LR: 5.690e-02 Score 99.355 Data time: 0.0775, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2371 [2020-10-19 10:20:22,076][root][INFO] - ===> Epoch[5587](27935/5): Loss -0.8249, Sem 0.0200, dir -0.9867, norm 0.1419, swav 0.0000 LR: 5.690e-02 Score 99.316 Data time: 0.0640, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.6290 [2020-10-19 10:20:24,220][root][INFO] - ===> Epoch[5588](27936/5): Loss -0.8305, Sem 0.0161, dir -0.9860, norm 0.1394, swav 0.0000 LR: 5.690e-02 Score 99.468 Data time: 0.0652, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0323 [2020-10-19 10:20:26,289][root][INFO] - ===> Epoch[5588](27937/5): Loss -0.8325, Sem 0.0182, dir -0.9869, norm 0.1362, swav 0.0000 LR: 5.689e-02 Score 99.387 Data time: 0.0822, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9572 [2020-10-19 10:20:28,872][root][INFO] - ===> Epoch[5588](27938/5): Loss -0.8144, Sem 0.0178, dir -0.9860, norm 0.1538, swav 0.0000 LR: 5.689e-02 Score 99.397 Data time: 0.0937, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4421 [2020-10-19 10:20:30,847][root][INFO] - ===> Epoch[5588](27939/5): Loss -0.8433, Sem 0.0163, dir -0.9877, norm 0.1281, swav 0.0000 LR: 5.689e-02 Score 99.435 Data time: 0.0605, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8482 [2020-10-19 10:20:32,987][root][INFO] - ===> Epoch[5588](27940/5): Loss -0.8249, Sem 0.0183, dir -0.9866, norm 0.1434, swav 0.0000 LR: 5.689e-02 Score 99.397 Data time: 0.2355, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0860 [2020-10-19 10:20:35,074][root][INFO] - ===> Epoch[5589](27941/5): Loss -0.8399, Sem 0.0166, dir -0.9866, norm 0.1301, swav 0.0000 LR: 5.689e-02 Score 99.433 Data time: 0.0821, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9815 [2020-10-19 10:20:36,946][root][INFO] - ===> Epoch[5589](27942/5): Loss -0.8160, Sem 0.0189, dir -0.9855, norm 0.1506, swav 0.0000 LR: 5.689e-02 Score 99.371 Data time: 0.0486, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.7696 [2020-10-19 10:20:39,707][root][INFO] - ===> Epoch[5589](27943/5): Loss -0.8258, Sem 0.0196, dir -0.9872, norm 0.1418, swav 0.0000 LR: 5.689e-02 Score 99.350 Data time: 0.0719, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.7239 [2020-10-19 10:20:41,810][root][INFO] - ===> Epoch[5589](27944/5): Loss -0.8297, Sem 0.0173, dir -0.9866, norm 0.1395, swav 0.0000 LR: 5.688e-02 Score 99.421 Data time: 0.0694, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0050 [2020-10-19 10:20:44,219][root][INFO] - ===> Epoch[5589](27945/5): Loss -0.8312, Sem 0.0179, dir -0.9863, norm 0.1373, swav 0.0000 LR: 5.688e-02 Score 99.402 Data time: 0.0906, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2998 [2020-10-19 10:20:46,193][root][INFO] - ===> Epoch[5590](27946/5): Loss -0.8361, Sem 0.0167, dir -0.9874, norm 0.1346, swav 0.0000 LR: 5.688e-02 Score 99.423 Data time: 0.0913, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8485 [2020-10-19 10:20:48,581][root][INFO] - ===> Epoch[5590](27947/5): Loss -0.8350, Sem 0.0169, dir -0.9877, norm 0.1357, swav 0.0000 LR: 5.688e-02 Score 99.427 Data time: 0.0883, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2980 [2020-10-19 10:20:51,155][root][INFO] - ===> Epoch[5590](27948/5): Loss -0.8352, Sem 0.0178, dir -0.9863, norm 0.1333, swav 0.0000 LR: 5.688e-02 Score 99.397 Data time: 0.0810, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4525 [2020-10-19 10:20:53,744][root][INFO] - ===> Epoch[5590](27949/5): Loss -0.8340, Sem 0.0182, dir -0.9873, norm 0.1351, swav 0.0000 LR: 5.688e-02 Score 99.414 Data time: 0.0675, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4775 [2020-10-19 10:20:55,773][root][INFO] - ===> Epoch[5590](27950/5): Loss -0.8394, Sem 0.0175, dir -0.9873, norm 0.1304, swav 0.0000 LR: 5.687e-02 Score 99.405 Data time: 0.0893, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9279 [2020-10-19 10:20:57,487][root][INFO] - ===> Epoch[5591](27951/5): Loss -0.8449, Sem 0.0165, dir -0.9890, norm 0.1276, swav 0.0000 LR: 5.687e-02 Score 99.444 Data time: 0.0574, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.6069 [2020-10-19 10:21:00,072][root][INFO] - ===> Epoch[5591](27952/5): Loss -0.8323, Sem 0.0186, dir -0.9868, norm 0.1359, swav 0.0000 LR: 5.687e-02 Score 99.393 Data time: 0.0545, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4897 [2020-10-19 10:21:02,371][root][INFO] - ===> Epoch[5591](27953/5): Loss -0.8302, Sem 0.0170, dir -0.9871, norm 0.1398, swav 0.0000 LR: 5.687e-02 Score 99.420 Data time: 0.0673, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2287 [2020-10-19 10:21:04,452][root][INFO] - ===> Epoch[5591](27954/5): Loss -0.8444, Sem 0.0193, dir -0.9870, norm 0.1233, swav 0.0000 LR: 5.687e-02 Score 99.358 Data time: 0.0776, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9803 [2020-10-19 10:21:07,055][root][INFO] - ===> Epoch[5591](27955/5): Loss -0.8350, Sem 0.0161, dir -0.9885, norm 0.1375, swav 0.0000 LR: 5.687e-02 Score 99.459 Data time: 0.0862, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4976 [2020-10-19 10:21:09,166][root][INFO] - ===> Epoch[5592](27956/5): Loss -0.8182, Sem 0.0204, dir -0.9862, norm 0.1476, swav 0.0000 LR: 5.686e-02 Score 99.347 Data time: 0.0863, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9789 [2020-10-19 10:21:11,430][root][INFO] - ===> Epoch[5592](27957/5): Loss -0.8325, Sem 0.0173, dir -0.9873, norm 0.1375, swav 0.0000 LR: 5.686e-02 Score 99.434 Data time: 0.1659, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1572 [2020-10-19 10:21:13,672][root][INFO] - ===> Epoch[5592](27958/5): Loss -0.8293, Sem 0.0168, dir -0.9864, norm 0.1403, swav 0.0000 LR: 5.686e-02 Score 99.424 Data time: 0.1059, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1061 [2020-10-19 10:21:15,924][root][INFO] - ===> Epoch[5592](27959/5): Loss -0.8317, Sem 0.0185, dir -0.9863, norm 0.1361, swav 0.0000 LR: 5.686e-02 Score 99.383 Data time: 0.0860, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1554 [2020-10-19 10:21:18,334][root][INFO] - ===> Epoch[5592](27960/5): Loss -0.8268, Sem 0.0169, dir -0.9861, norm 0.1424, swav 0.0000 LR: 5.686e-02 Score 99.442 Data time: 0.0752, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3310 [2020-10-19 10:21:19,998][root][INFO] - ===> Epoch[5593](27961/5): Loss -0.8179, Sem 0.0211, dir -0.9871, norm 0.1481, swav 0.0000 LR: 5.686e-02 Score 99.291 Data time: 0.0878, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.5961 [2020-10-19 10:21:22,000][root][INFO] - ===> Epoch[5593](27962/5): Loss -0.8159, Sem 0.0177, dir -0.9877, norm 0.1542, swav 0.0000 LR: 5.685e-02 Score 99.418 Data time: 0.0876, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9124 [2020-10-19 10:21:24,109][root][INFO] - ===> Epoch[5593](27963/5): Loss -0.8281, Sem 0.0202, dir -0.9867, norm 0.1384, swav 0.0000 LR: 5.685e-02 Score 99.343 Data time: 0.0583, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9931 [2020-10-19 10:21:26,008][root][INFO] - ===> Epoch[5593](27964/5): Loss -0.8366, Sem 0.0161, dir -0.9875, norm 0.1348, swav 0.0000 LR: 5.685e-02 Score 99.451 Data time: 0.0718, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8177 [2020-10-19 10:21:28,543][root][INFO] - ===> Epoch[5593](27965/5): Loss -0.8338, Sem 0.0197, dir -0.9872, norm 0.1336, swav 0.0000 LR: 5.685e-02 Score 99.364 Data time: 0.0749, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4331 [2020-10-19 10:21:30,920][root][INFO] - ===> Epoch[5594](27966/5): Loss -0.8295, Sem 0.0184, dir -0.9866, norm 0.1387, swav 0.0000 LR: 5.685e-02 Score 99.386 Data time: 0.0842, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2514 [2020-10-19 10:21:33,207][root][INFO] - ===> Epoch[5594](27967/5): Loss -0.8248, Sem 0.0178, dir -0.9887, norm 0.1460, swav 0.0000 LR: 5.685e-02 Score 99.408 Data time: 0.0819, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1628 [2020-10-19 10:21:35,453][root][INFO] - ===> Epoch[5594](27968/5): Loss -0.8405, Sem 0.0148, dir -0.9885, norm 0.1333, swav 0.0000 LR: 5.685e-02 Score 99.514 Data time: 0.0811, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1180 [2020-10-19 10:21:37,575][root][INFO] - ===> Epoch[5594](27969/5): Loss -0.8247, Sem 0.0184, dir -0.9861, norm 0.1430, swav 0.0000 LR: 5.684e-02 Score 99.408 Data time: 0.0710, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0142 [2020-10-19 10:21:39,907][root][INFO] - ===> Epoch[5594](27970/5): Loss -0.8323, Sem 0.0191, dir -0.9870, norm 0.1356, swav 0.0000 LR: 5.684e-02 Score 99.362 Data time: 0.1211, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2618 [2020-10-19 10:21:42,389][root][INFO] - ===> Epoch[5595](27971/5): Loss -0.8143, Sem 0.0172, dir -0.9868, norm 0.1553, swav 0.0000 LR: 5.684e-02 Score 99.427 Data time: 0.0912, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3906 [2020-10-19 10:21:44,372][root][INFO] - ===> Epoch[5595](27972/5): Loss -0.8355, Sem 0.0197, dir -0.9863, norm 0.1312, swav 0.0000 LR: 5.684e-02 Score 99.339 Data time: 0.0503, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8658 [2020-10-19 10:21:46,452][root][INFO] - ===> Epoch[5595](27973/5): Loss -0.8314, Sem 0.0178, dir -0.9871, norm 0.1379, swav 0.0000 LR: 5.684e-02 Score 99.408 Data time: 0.0788, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0137 [2020-10-19 10:21:48,451][root][INFO] - ===> Epoch[5595](27974/5): Loss -0.8339, Sem 0.0187, dir -0.9859, norm 0.1333, swav 0.0000 LR: 5.684e-02 Score 99.365 Data time: 0.0661, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8901 [2020-10-19 10:21:50,589][root][INFO] - ===> Epoch[5595](27975/5): Loss -0.8411, Sem 0.0171, dir -0.9876, norm 0.1294, swav 0.0000 LR: 5.683e-02 Score 99.421 Data time: 0.0668, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0307 [2020-10-19 10:21:52,805][root][INFO] - ===> Epoch[5596](27976/5): Loss -0.8463, Sem 0.0171, dir -0.9874, norm 0.1240, swav 0.0000 LR: 5.683e-02 Score 99.429 Data time: 0.0601, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1032 [2020-10-19 10:21:54,884][root][INFO] - ===> Epoch[5596](27977/5): Loss -0.8352, Sem 0.0181, dir -0.9871, norm 0.1339, swav 0.0000 LR: 5.683e-02 Score 99.394 Data time: 0.0993, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9978 [2020-10-19 10:21:57,152][root][INFO] - ===> Epoch[5596](27978/5): Loss -0.8249, Sem 0.0156, dir -0.9876, norm 0.1471, swav 0.0000 LR: 5.683e-02 Score 99.483 Data time: 0.0884, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1572 [2020-10-19 10:21:59,345][root][INFO] - ===> Epoch[5596](27979/5): Loss -0.8237, Sem 0.0180, dir -0.9866, norm 0.1449, swav 0.0000 LR: 5.683e-02 Score 99.394 Data time: 0.0542, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0760 [2020-10-19 10:22:01,297][root][INFO] - ===> Epoch[5596](27980/5): Loss -0.8054, Sem 0.0209, dir -0.9839, norm 0.1577, swav 0.0000 LR: 5.683e-02 Score 99.309 Data time: 0.0817, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8842 [2020-10-19 10:22:03,909][root][INFO] - ===> Epoch[5597](27981/5): Loss -0.8275, Sem 0.0185, dir -0.9871, norm 0.1411, swav 0.0000 LR: 5.682e-02 Score 99.381 Data time: 0.0792, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4882 [2020-10-19 10:22:06,651][root][INFO] - ===> Epoch[5597](27982/5): Loss -0.8374, Sem 0.0153, dir -0.9867, norm 0.1339, swav 0.0000 LR: 5.682e-02 Score 99.490 Data time: 0.0569, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.6333 [2020-10-19 10:22:08,626][root][INFO] - ===> Epoch[5597](27983/5): Loss -0.8300, Sem 0.0177, dir -0.9881, norm 0.1405, swav 0.0000 LR: 5.682e-02 Score 99.416 Data time: 0.0833, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9056 [2020-10-19 10:22:10,819][root][INFO] - ===> Epoch[5597](27984/5): Loss -0.8218, Sem 0.0186, dir -0.9864, norm 0.1459, swav 0.0000 LR: 5.682e-02 Score 99.372 Data time: 0.1224, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0806 [2020-10-19 10:22:12,765][root][INFO] - ===> Epoch[5597](27985/5): Loss -0.8275, Sem 0.0168, dir -0.9875, norm 0.1432, swav 0.0000 LR: 5.682e-02 Score 99.442 Data time: 0.0499, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8348 [2020-10-19 10:22:15,394][root][INFO] - ===> Epoch[5598](27986/5): Loss -0.8170, Sem 0.0218, dir -0.9869, norm 0.1481, swav 0.0000 LR: 5.682e-02 Score 99.303 Data time: 0.0698, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.5309 [2020-10-19 10:22:17,796][root][INFO] - ===> Epoch[5598](27987/5): Loss -0.8313, Sem 0.0183, dir -0.9879, norm 0.1384, swav 0.0000 LR: 5.682e-02 Score 99.406 Data time: 0.1042, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2832 [2020-10-19 10:22:19,989][root][INFO] - ===> Epoch[5598](27988/5): Loss -0.8180, Sem 0.0196, dir -0.9855, norm 0.1479, swav 0.0000 LR: 5.681e-02 Score 99.340 Data time: 0.0595, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0463 [2020-10-19 10:22:21,975][root][INFO] - ===> Epoch[5598](27989/5): Loss -0.8309, Sem 0.0177, dir -0.9865, norm 0.1380, swav 0.0000 LR: 5.681e-02 Score 99.409 Data time: 0.0652, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8796 [2020-10-19 10:22:24,001][root][INFO] - ===> Epoch[5598](27990/5): Loss -0.8211, Sem 0.0194, dir -0.9860, norm 0.1455, swav 0.0000 LR: 5.681e-02 Score 99.363 Data time: 0.0618, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9205 [2020-10-19 10:22:25,869][root][INFO] - ===> Epoch[5599](27991/5): Loss -0.8323, Sem 0.0166, dir -0.9876, norm 0.1386, swav 0.0000 LR: 5.681e-02 Score 99.439 Data time: 0.0732, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.7627 [2020-10-19 10:22:27,956][root][INFO] - ===> Epoch[5599](27992/5): Loss -0.8152, Sem 0.0224, dir -0.9851, norm 0.1475, swav 0.0000 LR: 5.681e-02 Score 99.294 Data time: 0.1226, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9706 [2020-10-19 10:22:30,399][root][INFO] - ===> Epoch[5599](27993/5): Loss -0.8199, Sem 0.0185, dir -0.9865, norm 0.1481, swav 0.0000 LR: 5.681e-02 Score 99.378 Data time: 0.0845, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3683 [2020-10-19 10:22:32,193][root][INFO] - ===> Epoch[5599](27994/5): Loss -0.8266, Sem 0.0193, dir -0.9862, norm 0.1402, swav 0.0000 LR: 5.680e-02 Score 99.348 Data time: 0.0819, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.6737 [2020-10-19 10:22:34,993][root][INFO] - ===> Epoch[5599](27995/5): Loss -0.8258, Sem 0.0184, dir -0.9875, norm 0.1433, swav 0.0000 LR: 5.680e-02 Score 99.377 Data time: 0.0881, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.7088 [2020-10-19 10:22:37,521][root][INFO] - ===> Epoch[5600](27996/5): Loss -0.8293, Sem 0.0179, dir -0.9873, norm 0.1402, swav 0.0000 LR: 5.680e-02 Score 99.388 Data time: 0.0598, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4181 [2020-10-19 10:22:39,852][root][INFO] - ===> Epoch[5600](27997/5): Loss -0.8188, Sem 0.0182, dir -0.9866, norm 0.1495, swav 0.0000 LR: 5.680e-02 Score 99.407 Data time: 0.0485, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2498 [2020-10-19 10:22:42,206][root][INFO] - ===> Epoch[5600](27998/5): Loss -0.8205, Sem 0.0210, dir -0.9859, norm 0.1443, swav 0.0000 LR: 5.680e-02 Score 99.302 Data time: 0.0652, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3031 [2020-10-19 10:22:45,215][root][INFO] - ===> Epoch[5600](27999/5): Loss -0.8278, Sem 0.0188, dir -0.9869, norm 0.1403, swav 0.0000 LR: 5.680e-02 Score 99.363 Data time: 0.0649, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.9180 [2020-10-19 10:22:47,197][root][INFO] - ===> Epoch[5600](28000/5): Loss -0.8369, Sem 0.0178, dir -0.9873, norm 0.1327, swav 0.0000 LR: 5.679e-02 Score 99.404 Data time: 0.0624, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8715 [2020-10-19 10:22:48,136][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 10:22:48,324][root][INFO] - ===> Start testing [2020-10-19 10:23:27,556][root][INFO] - 68/68: Data time: 0.0021, Iter time: 0.1167 Loss 0.238 (AVG: 0.537) Score 94.461 (AVG: 90.739) mIOU 71.243 mAP 84.925 mAcc 78.191 IOU: 62.857 0.423 83.559 73.832 94.602 91.578 39.270 79.605 98.348 75.792 81.219 86.131 58.945 mAP: 81.155 15.279 97.282 86.079 98.903 98.553 62.764 96.850 99.751 89.734 92.710 94.480 90.485 mAcc: 79.500 3.008 91.961 81.612 95.802 97.126 43.432 94.652 99.110 80.929 90.504 95.924 62.916 [2020-10-19 10:23:27,562][root][INFO] - Finished test. Elapsed time: 39.2316 [2020-10-19 10:23:31,135][root][INFO] - [2020-10-19 10:23:31,135][root][INFO] - ################################################################ [2020-10-19 10:23:31,135][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 10:23:31,135][root][INFO] - ################################################################ [2020-10-19 10:23:31,135][root][INFO] - clutter : nan nan nan [2020-10-19 10:23:31,135][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 10:23:31,135][root][INFO] - board : 0.810 0.924 0.946 [2020-10-19 10:23:31,135][root][INFO] - bookcase : 0.233 0.339 0.523 [2020-10-19 10:23:31,135][root][INFO] - ceiling : 0.407 0.451 0.487 [2020-10-19 10:23:31,135][root][INFO] - chair : 0.822 0.919 0.932 [2020-10-19 10:23:31,135][root][INFO] - column : 0.228 0.329 0.453 [2020-10-19 10:23:31,135][root][INFO] - door : 0.750 0.881 0.929 [2020-10-19 10:23:31,135][root][INFO] - floor : 0.627 0.627 0.662 [2020-10-19 10:23:31,135][root][INFO] - sofa : 0.421 0.701 0.790 [2020-10-19 10:23:31,135][root][INFO] - table : 0.171 0.331 0.692 [2020-10-19 10:23:31,135][root][INFO] - wall : 0.519 0.704 0.795 [2020-10-19 10:23:31,135][root][INFO] - window : 0.498 0.733 0.759 [2020-10-19 10:23:31,135][root][INFO] - ---------------------------------------------------------------- [2020-10-19 10:23:31,136][root][INFO] - average : 0.457 0.578 0.664 [2020-10-19 10:23:31,136][root][INFO] - [2020-10-19 10:23:31,292][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 10:23:32,292][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-10-19 10:23:32,432][root][INFO] - Current best mIoU: 71.243 at iter 28000 [2020-10-19 10:23:34,630][root][INFO] - ===> Epoch[5601](28001/5): Loss -0.8451, Sem 0.0151, dir -0.9892, norm 0.1290, swav 0.0000 LR: 5.679e-02 Score 99.488 Data time: 0.1012, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1926 [2020-10-19 10:23:36,852][root][INFO] - ===> Epoch[5601](28002/5): Loss -0.8242, Sem 0.0172, dir -0.9870, norm 0.1455, swav 0.0000 LR: 5.679e-02 Score 99.425 Data time: 0.0573, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1240 [2020-10-19 10:23:38,930][root][INFO] - ===> Epoch[5601](28003/5): Loss -0.8314, Sem 0.0191, dir -0.9864, norm 0.1358, swav 0.0000 LR: 5.679e-02 Score 99.349 Data time: 0.3285, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0044 [2020-10-19 10:23:41,186][root][INFO] - ===> Epoch[5601](28004/5): Loss -0.8410, Sem 0.0164, dir -0.9879, norm 0.1305, swav 0.0000 LR: 5.679e-02 Score 99.442 Data time: 0.0866, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1596 [2020-10-19 10:23:43,166][root][INFO] - ===> Epoch[5601](28005/5): Loss -0.8338, Sem 0.0183, dir -0.9874, norm 0.1354, swav 0.0000 LR: 5.679e-02 Score 99.393 Data time: 0.0764, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8645 [2020-10-19 10:23:45,783][root][INFO] - ===> Epoch[5602](28006/5): Loss -0.8289, Sem 0.0178, dir -0.9877, norm 0.1410, swav 0.0000 LR: 5.678e-02 Score 99.401 Data time: 0.0751, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.5495 [2020-10-19 10:23:48,088][root][INFO] - ===> Epoch[5602](28007/5): Loss -0.8428, Sem 0.0166, dir -0.9886, norm 0.1292, swav 0.0000 LR: 5.678e-02 Score 99.443 Data time: 0.0742, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1780 [2020-10-19 10:23:50,601][root][INFO] - ===> Epoch[5602](28008/5): Loss -0.8376, Sem 0.0185, dir -0.9885, norm 0.1324, swav 0.0000 LR: 5.678e-02 Score 99.379 Data time: 0.0767, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.4117 [2020-10-19 10:23:52,497][root][INFO] - ===> Epoch[5602](28009/5): Loss -0.8284, Sem 0.0188, dir -0.9874, norm 0.1402, swav 0.0000 LR: 5.678e-02 Score 99.375 Data time: 0.0875, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.7907 [2020-10-19 10:23:54,727][root][INFO] - ===> Epoch[5602](28010/5): Loss -0.8198, Sem 0.0177, dir -0.9856, norm 0.1481, swav 0.0000 LR: 5.678e-02 Score 99.404 Data time: 0.0680, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1201 [2020-10-19 10:23:57,166][root][INFO] - ===> Epoch[5603](28011/5): Loss -0.8362, Sem 0.0155, dir -0.9881, norm 0.1364, swav 0.0000 LR: 5.678e-02 Score 99.478 Data time: 0.0690, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.3666 [2020-10-19 10:23:59,521][root][INFO] - ===> Epoch[5603](28012/5): Loss -0.8242, Sem 0.0193, dir -0.9855, norm 0.1419, swav 0.0000 LR: 5.678e-02 Score 99.343 Data time: 0.0766, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.2438 [2020-10-19 10:24:01,726][root][INFO] - ===> Epoch[5603](28013/5): Loss -0.8468, Sem 0.0167, dir -0.9882, norm 0.1247, swav 0.0000 LR: 5.677e-02 Score 99.434 Data time: 0.0883, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1100 [2020-10-19 10:24:04,715][root][INFO] - ===> Epoch[5603](28014/5): Loss -0.8177, Sem 0.0218, dir -0.9854, norm 0.1458, swav 0.0000 LR: 5.677e-02 Score 99.309 Data time: 0.0807, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.8829 [2020-10-19 10:24:06,971][root][INFO] - ===> Epoch[5603](28015/5): Loss -0.8345, Sem 0.0172, dir -0.9877, norm 0.1360, swav 0.0000 LR: 5.677e-02 Score 99.419 Data time: 0.0525, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1231 [2020-10-19 10:24:09,453][root][INFO] - ===> Epoch[5604](28016/5): Loss -0.8333, Sem 0.0186, dir -0.9868, norm 0.1349, swav 0.0000 LR: 5.677e-02 Score 99.368 Data time: 0.1008, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.3889 [2020-10-19 10:24:11,422][root][INFO] - ===> Epoch[5604](28017/5): Loss -0.8370, Sem 0.0179, dir -0.9865, norm 0.1316, swav 0.0000 LR: 5.677e-02 Score 99.383 Data time: 0.0603, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8180 [2020-10-19 10:24:13,378][root][INFO] - ===> Epoch[5604](28018/5): Loss -0.8225, Sem 0.0177, dir -0.9861, norm 0.1458, swav 0.0000 LR: 5.677e-02 Score 99.400 Data time: 0.0514, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8534 [2020-10-19 10:24:15,584][root][INFO] - ===> Epoch[5604](28019/5): Loss -0.8331, Sem 0.0170, dir -0.9872, norm 0.1370, swav 0.0000 LR: 5.676e-02 Score 99.426 Data time: 0.0793, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1379 [2020-10-19 10:24:18,083][root][INFO] - ===> Epoch[5604](28020/5): Loss -0.8315, Sem 0.0194, dir -0.9865, norm 0.1356, swav 0.0000 LR: 5.676e-02 Score 99.352 Data time: 0.0837, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.3846 [2020-10-19 10:24:20,052][root][INFO] - ===> Epoch[5605](28021/5): Loss -0.8379, Sem 0.0161, dir -0.9879, norm 0.1340, swav 0.0000 LR: 5.676e-02 Score 99.457 Data time: 0.0744, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8663 [2020-10-19 10:24:22,938][root][INFO] - ===> Epoch[5605](28022/5): Loss -0.8010, Sem 0.0200, dir -0.9851, norm 0.1640, swav 0.0000 LR: 5.676e-02 Score 99.339 Data time: 0.0909, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.7753 [2020-10-19 10:24:25,049][root][INFO] - ===> Epoch[5605](28023/5): Loss -0.8401, Sem 0.0160, dir -0.9876, norm 0.1315, swav 0.0000 LR: 5.676e-02 Score 99.466 Data time: 0.0839, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9936 [2020-10-19 10:24:27,181][root][INFO] - ===> Epoch[5605](28024/5): Loss -0.8408, Sem 0.0177, dir -0.9875, norm 0.1289, swav 0.0000 LR: 5.676e-02 Score 99.399 Data time: 0.0676, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0240 [2020-10-19 10:24:29,518][root][INFO] - ===> Epoch[5605](28025/5): Loss -0.8379, Sem 0.0163, dir -0.9873, norm 0.1331, swav 0.0000 LR: 5.675e-02 Score 99.441 Data time: 0.0619, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.2142 [2020-10-19 10:24:31,848][root][INFO] - ===> Epoch[5606](28026/5): Loss -0.8310, Sem 0.0168, dir -0.9879, norm 0.1401, swav 0.0000 LR: 5.675e-02 Score 99.431 Data time: 0.0778, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.2258 [2020-10-19 10:24:33,742][root][INFO] - ===> Epoch[5606](28027/5): Loss -0.8272, Sem 0.0196, dir -0.9873, norm 0.1405, swav 0.0000 LR: 5.675e-02 Score 99.349 Data time: 0.0775, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.7951 [2020-10-19 10:24:35,753][root][INFO] - ===> Epoch[5606](28028/5): Loss -0.8261, Sem 0.0174, dir -0.9878, norm 0.1443, swav 0.0000 LR: 5.675e-02 Score 99.412 Data time: 0.0799, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9170 [2020-10-19 10:24:37,754][root][INFO] - ===> Epoch[5606](28029/5): Loss -0.8474, Sem 0.0184, dir -0.9886, norm 0.1228, swav 0.0000 LR: 5.675e-02 Score 99.386 Data time: 0.0487, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9032 [2020-10-19 10:24:39,980][root][INFO] - ===> Epoch[5606](28030/5): Loss -0.8243, Sem 0.0175, dir -0.9874, norm 0.1456, swav 0.0000 LR: 5.675e-02 Score 99.409 Data time: 0.1177, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1205 [2020-10-19 10:24:42,388][root][INFO] - ===> Epoch[5607](28031/5): Loss -0.8205, Sem 0.0179, dir -0.9864, norm 0.1480, swav 0.0000 LR: 5.674e-02 Score 99.402 Data time: 0.0920, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.3074 [2020-10-19 10:24:44,757][root][INFO] - ===> Epoch[5607](28032/5): Loss -0.8334, Sem 0.0176, dir -0.9865, norm 0.1354, swav 0.0000 LR: 5.674e-02 Score 99.416 Data time: 0.1041, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.2642 [2020-10-19 10:24:47,107][root][INFO] - ===> Epoch[5607](28033/5): Loss -0.8469, Sem 0.0165, dir -0.9890, norm 0.1257, swav 0.0000 LR: 5.674e-02 Score 99.441 Data time: 0.0760, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.2516 [2020-10-19 10:24:49,287][root][INFO] - ===> Epoch[5607](28034/5): Loss -0.8245, Sem 0.0182, dir -0.9873, norm 0.1446, swav 0.0000 LR: 5.674e-02 Score 99.381 Data time: 0.0871, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0908 [2020-10-19 10:24:51,897][root][INFO] - ===> Epoch[5607](28035/5): Loss -0.8262, Sem 0.0164, dir -0.9862, norm 0.1436, swav 0.0000 LR: 5.674e-02 Score 99.463 Data time: 0.0830, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.4907 [2020-10-19 10:24:54,122][root][INFO] - ===> Epoch[5608](28036/5): Loss -0.8308, Sem 0.0194, dir -0.9860, norm 0.1358, swav 0.0000 LR: 5.674e-02 Score 99.352 Data time: 0.0578, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1163 [2020-10-19 10:24:56,193][root][INFO] - ===> Epoch[5608](28037/5): Loss -0.8389, Sem 0.0170, dir -0.9880, norm 0.1321, swav 0.0000 LR: 5.674e-02 Score 99.427 Data time: 0.0864, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0075 [2020-10-19 10:24:58,485][root][INFO] - ===> Epoch[5608](28038/5): Loss -0.8285, Sem 0.0172, dir -0.9862, norm 0.1405, swav 0.0000 LR: 5.673e-02 Score 99.438 Data time: 0.0685, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1904 [2020-10-19 10:25:00,521][root][INFO] - ===> Epoch[5608](28039/5): Loss -0.8349, Sem 0.0180, dir -0.9866, norm 0.1336, swav 0.0000 LR: 5.673e-02 Score 99.385 Data time: 0.0603, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9245 [2020-10-19 10:25:02,603][root][INFO] - ===> Epoch[5608](28040/5): Loss -0.8396, Sem 0.0175, dir -0.9878, norm 0.1307, swav 0.0000 LR: 5.673e-02 Score 99.404 Data time: 0.0786, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0040 [2020-10-19 10:25:04,791][root][INFO] - ===> Epoch[5609](28041/5): Loss -0.8297, Sem 0.0179, dir -0.9862, norm 0.1386, swav 0.0000 LR: 5.673e-02 Score 99.398 Data time: 0.0730, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0821 [2020-10-19 10:25:07,190][root][INFO] - ===> Epoch[5609](28042/5): Loss -0.8232, Sem 0.0179, dir -0.9871, norm 0.1460, swav 0.0000 LR: 5.673e-02 Score 99.392 Data time: 0.0634, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.2919 [2020-10-19 10:25:09,581][root][INFO] - ===> Epoch[5609](28043/5): Loss -0.8228, Sem 0.0178, dir -0.9860, norm 0.1454, swav 0.0000 LR: 5.673e-02 Score 99.392 Data time: 0.0841, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.2937 [2020-10-19 10:25:11,787][root][INFO] - ===> Epoch[5609](28044/5): Loss -0.8460, Sem 0.0168, dir -0.9888, norm 0.1260, swav 0.0000 LR: 5.672e-02 Score 99.438 Data time: 0.0696, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0868 [2020-10-19 10:25:13,856][root][INFO] - ===> Epoch[5609](28045/5): Loss -0.8270, Sem 0.0186, dir -0.9871, norm 0.1415, swav 0.0000 LR: 5.672e-02 Score 99.369 Data time: 0.0738, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9704 [2020-10-19 10:25:15,754][root][INFO] - ===> Epoch[5610](28046/5): Loss -0.8261, Sem 0.0159, dir -0.9858, norm 0.1438, swav 0.0000 LR: 5.672e-02 Score 99.469 Data time: 0.0871, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.7872 [2020-10-19 10:25:18,204][root][INFO] - ===> Epoch[5610](28047/5): Loss -0.8409, Sem 0.0181, dir -0.9871, norm 0.1281, swav 0.0000 LR: 5.672e-02 Score 99.388 Data time: 0.0812, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.3432 [2020-10-19 10:25:20,380][root][INFO] - ===> Epoch[5610](28048/5): Loss -0.8146, Sem 0.0184, dir -0.9860, norm 0.1530, swav 0.0000 LR: 5.672e-02 Score 99.389 Data time: 0.0713, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0794 [2020-10-19 10:25:22,526][root][INFO] - ===> Epoch[5610](28049/5): Loss -0.8393, Sem 0.0166, dir -0.9883, norm 0.1324, swav 0.0000 LR: 5.672e-02 Score 99.445 Data time: 0.0929, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0505 [2020-10-19 10:25:24,362][root][INFO] - ===> Epoch[5610](28050/5): Loss -0.8424, Sem 0.0176, dir -0.9879, norm 0.1278, swav 0.0000 LR: 5.671e-02 Score 99.406 Data time: 0.0988, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.7335 [2020-10-19 10:25:26,456][root][INFO] - ===> Epoch[5611](28051/5): Loss -0.8459, Sem 0.0171, dir -0.9882, norm 0.1252, swav 0.0000 LR: 5.671e-02 Score 99.427 Data time: 0.0940, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9947 [2020-10-19 10:25:28,882][root][INFO] - ===> Epoch[5611](28052/5): Loss -0.8299, Sem 0.0193, dir -0.9862, norm 0.1370, swav 0.0000 LR: 5.671e-02 Score 99.350 Data time: 0.0579, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.3157 [2020-10-19 10:25:30,814][root][INFO] - ===> Epoch[5611](28053/5): Loss -0.8169, Sem 0.0161, dir -0.9862, norm 0.1532, swav 0.0000 LR: 5.671e-02 Score 99.458 Data time: 0.0612, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8668 [2020-10-19 10:25:32,975][root][INFO] - ===> Epoch[5611](28054/5): Loss -0.8462, Sem 0.0177, dir -0.9879, norm 0.1240, swav 0.0000 LR: 5.671e-02 Score 99.404 Data time: 0.0786, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0517 [2020-10-19 10:25:35,183][root][INFO] - ===> Epoch[5611](28055/5): Loss -0.8415, Sem 0.0195, dir -0.9864, norm 0.1254, swav 0.0000 LR: 5.671e-02 Score 99.334 Data time: 0.0887, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0885 [2020-10-19 10:25:37,523][root][INFO] - ===> Epoch[5612](28056/5): Loss -0.8373, Sem 0.0181, dir -0.9873, norm 0.1319, swav 0.0000 LR: 5.670e-02 Score 99.407 Data time: 0.0605, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.2211 [2020-10-19 10:25:39,768][root][INFO] - ===> Epoch[5612](28057/5): Loss -0.8261, Sem 0.0173, dir -0.9867, norm 0.1434, swav 0.0000 LR: 5.670e-02 Score 99.423 Data time: 0.0658, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1597 [2020-10-19 10:25:41,713][root][INFO] - ===> Epoch[5612](28058/5): Loss -0.8460, Sem 0.0166, dir -0.9881, norm 0.1255, swav 0.0000 LR: 5.670e-02 Score 99.446 Data time: 0.0770, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8721 [2020-10-19 10:25:43,757][root][INFO] - ===> Epoch[5612](28059/5): Loss -0.8429, Sem 0.0155, dir -0.9888, norm 0.1304, swav 0.0000 LR: 5.670e-02 Score 99.473 Data time: 0.0792, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9424 [2020-10-19 10:25:46,207][root][INFO] - ===> Epoch[5612](28060/5): Loss -0.8496, Sem 0.0171, dir -0.9881, norm 0.1214, swav 0.0000 LR: 5.670e-02 Score 99.422 Data time: 0.0643, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.3739 [2020-10-19 10:25:48,344][root][INFO] - ===> Epoch[5613](28061/5): Loss -0.8448, Sem 0.0178, dir -0.9872, norm 0.1246, swav 0.0000 LR: 5.670e-02 Score 99.387 Data time: 0.0713, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0367 [2020-10-19 10:25:50,920][root][INFO] - ===> Epoch[5613](28062/5): Loss -0.8352, Sem 0.0175, dir -0.9874, norm 0.1348, swav 0.0000 LR: 5.670e-02 Score 99.397 Data time: 0.0744, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.4986 [2020-10-19 10:25:53,284][root][INFO] - ===> Epoch[5613](28063/5): Loss -0.8421, Sem 0.0176, dir -0.9876, norm 0.1278, swav 0.0000 LR: 5.669e-02 Score 99.405 Data time: 0.0535, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.2462 [2020-10-19 10:25:55,514][root][INFO] - ===> Epoch[5613](28064/5): Loss -0.8467, Sem 0.0183, dir -0.9879, norm 0.1229, swav 0.0000 LR: 5.669e-02 Score 99.383 Data time: 0.0780, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1547 [2020-10-19 10:25:57,838][root][INFO] - ===> Epoch[5613](28065/5): Loss -0.8307, Sem 0.0173, dir -0.9859, norm 0.1379, swav 0.0000 LR: 5.669e-02 Score 99.420 Data time: 0.0915, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.2244 [2020-10-19 10:26:00,105][root][INFO] - ===> Epoch[5614](28066/5): Loss -0.8220, Sem 0.0177, dir -0.9864, norm 0.1467, swav 0.0000 LR: 5.669e-02 Score 99.417 Data time: 0.1093, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1542 [2020-10-19 10:26:02,169][root][INFO] - ===> Epoch[5614](28067/5): Loss -0.8457, Sem 0.0174, dir -0.9880, norm 0.1248, swav 0.0000 LR: 5.669e-02 Score 99.415 Data time: 0.0743, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9567 [2020-10-19 10:26:03,921][root][INFO] - ===> Epoch[5614](28068/5): Loss -0.8341, Sem 0.0187, dir -0.9872, norm 0.1344, swav 0.0000 LR: 5.669e-02 Score 99.369 Data time: 0.0673, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.6595 [2020-10-19 10:26:06,146][root][INFO] - ===> Epoch[5614](28069/5): Loss -0.8356, Sem 0.0181, dir -0.9872, norm 0.1335, swav 0.0000 LR: 5.668e-02 Score 99.380 Data time: 0.0934, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1365 [2020-10-19 10:26:08,236][root][INFO] - ===> Epoch[5614](28070/5): Loss -0.8396, Sem 0.0161, dir -0.9879, norm 0.1322, swav 0.0000 LR: 5.668e-02 Score 99.473 Data time: 0.0729, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9839 [2020-10-19 10:26:10,464][root][INFO] - ===> Epoch[5615](28071/5): Loss -0.8246, Sem 0.0194, dir -0.9869, norm 0.1429, swav 0.0000 LR: 5.668e-02 Score 99.358 Data time: 0.0823, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1429 [2020-10-19 10:26:12,702][root][INFO] - ===> Epoch[5615](28072/5): Loss -0.8433, Sem 0.0181, dir -0.9871, norm 0.1257, swav 0.0000 LR: 5.668e-02 Score 99.383 Data time: 0.0764, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1160 [2020-10-19 10:26:14,556][root][INFO] - ===> Epoch[5615](28073/5): Loss -0.8331, Sem 0.0181, dir -0.9868, norm 0.1356, swav 0.0000 LR: 5.668e-02 Score 99.402 Data time: 0.0790, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.7456 [2020-10-19 10:26:16,940][root][INFO] - ===> Epoch[5615](28074/5): Loss -0.8401, Sem 0.0179, dir -0.9866, norm 0.1287, swav 0.0000 LR: 5.668e-02 Score 99.393 Data time: 0.0636, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.2476 [2020-10-19 10:26:19,172][root][INFO] - ===> Epoch[5615](28075/5): Loss -0.8481, Sem 0.0169, dir -0.9886, norm 0.1236, swav 0.0000 LR: 5.667e-02 Score 99.435 Data time: 0.0790, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1056 [2020-10-19 10:26:22,458][root][INFO] - ===> Epoch[5616](28076/5): Loss -0.8290, Sem 0.0177, dir -0.9870, norm 0.1404, swav 0.0000 LR: 5.667e-02 Score 99.410 Data time: 0.0821, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 3.1670 [2020-10-19 10:26:24,676][root][INFO] - ===> Epoch[5616](28077/5): Loss -0.8350, Sem 0.0182, dir -0.9861, norm 0.1329, swav 0.0000 LR: 5.667e-02 Score 99.381 Data time: 0.0861, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1075 [2020-10-19 10:26:26,754][root][INFO] - ===> Epoch[5616](28078/5): Loss -0.8365, Sem 0.0155, dir -0.9867, norm 0.1346, swav 0.0000 LR: 5.667e-02 Score 99.487 Data time: 0.0771, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.9691 [2020-10-19 10:26:28,872][root][INFO] - ===> Epoch[5616](28079/5): Loss -0.8446, Sem 0.0176, dir -0.9874, norm 0.1253, swav 0.0000 LR: 5.667e-02 Score 99.404 Data time: 0.0546, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0130 [2020-10-19 10:26:31,042][root][INFO] - ===> Epoch[5616](28080/5): Loss -0.8399, Sem 0.0180, dir -0.9877, norm 0.1298, swav 0.0000 LR: 5.667e-02 Score 99.384 Data time: 0.0699, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1045 [2020-10-19 10:26:33,429][root][INFO] - ===> Epoch[5617](28081/5): Loss -0.8255, Sem 0.0175, dir -0.9877, norm 0.1447, swav 0.0000 LR: 5.666e-02 Score 99.406 Data time: 0.0665, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.2863 [2020-10-19 10:26:35,373][root][INFO] - ===> Epoch[5617](28082/5): Loss -0.8341, Sem 0.0183, dir -0.9865, norm 0.1341, swav 0.0000 LR: 5.666e-02 Score 99.374 Data time: 0.1182, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.8465 [2020-10-19 10:26:37,970][root][INFO] - ===> Epoch[5617](28083/5): Loss -0.8331, Sem 0.0173, dir -0.9868, norm 0.1365, swav 0.0000 LR: 5.666e-02 Score 99.427 Data time: 0.0906, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.4893 [2020-10-19 10:26:39,851][root][INFO] - ===> Epoch[5617](28084/5): Loss -0.8445, Sem 0.0177, dir -0.9870, norm 0.1249, swav 0.0000 LR: 5.666e-02 Score 99.397 Data time: 0.0702, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.7442 [2020-10-19 10:26:42,061][root][INFO] - ===> Epoch[5617](28085/5): Loss -0.8380, Sem 0.0174, dir -0.9878, norm 0.1324, swav 0.0000 LR: 5.666e-02 Score 99.406 Data time: 0.0794, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1126 [2020-10-19 10:26:44,453][root][INFO] - ===> Epoch[5618](28086/5): Loss -0.8327, Sem 0.0156, dir -0.9870, norm 0.1387, swav 0.0000 LR: 5.666e-02 Score 99.477 Data time: 0.1131, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.2722 [2020-10-19 10:26:46,753][root][INFO] - ===> Epoch[5618](28087/5): Loss -0.8341, Sem 0.0167, dir -0.9869, norm 0.1362, swav 0.0000 LR: 5.666e-02 Score 99.444 Data time: 0.0868, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1964 [2020-10-19 10:26:48,679][root][INFO] - ===> Epoch[5618](28088/5): Loss -0.8334, Sem 0.0182, dir -0.9865, norm 0.1349, swav 0.0000 LR: 5.665e-02 Score 99.398 Data time: 0.0920, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.7986 [2020-10-19 10:26:50,799][root][INFO] - ===> Epoch[5618](28089/5): Loss -0.8189, Sem 0.0183, dir -0.9873, norm 0.1501, swav 0.0000 LR: 5.665e-02 Score 99.402 Data time: 0.0835, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.0167 [2020-10-19 10:26:53,042][root][INFO] - ===> Epoch[5618](28090/5): Loss -0.8244, Sem 0.0179, dir -0.9868, norm 0.1444, swav 0.0000 LR: 5.665e-02 Score 99.400 Data time: 0.0882, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1132 [2020-10-19 10:26:55,325][root][INFO] - ===> Epoch[5619](28091/5): Loss -0.8301, Sem 0.0167, dir -0.9882, norm 0.1414, swav 0.0000 LR: 5.665e-02 Score 99.443 Data time: 0.0873, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.1702 [2020-10-19 10:26:57,304][root][INFO] - ===> Epoch[5619](28092/5): Loss -0.8353, Sem 0.0183, dir -0.9875, norm 0.1339, swav 0.0000 LR: 5.665e-02 Score 99.390 Data time: 0.0599, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.8597 [2020-10-19 10:26:59,693][root][INFO] - ===> Epoch[5619](28093/5): Loss -0.8195, Sem 0.0164, dir -0.9858, norm 0.1499, swav 0.0000 LR: 5.665e-02 Score 99.457 Data time: 0.0616, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.3241 [2020-10-19 10:27:01,483][root][INFO] - ===> Epoch[5619](28094/5): Loss -0.8338, Sem 0.0175, dir -0.9884, norm 0.1371, swav 0.0000 LR: 5.664e-02 Score 99.418 Data time: 0.0862, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 1.6890 [2020-10-19 10:27:03,963][root][INFO] - ===> Epoch[5619](28095/5): Loss -0.8317, Sem 0.0176, dir -0.9868, norm 0.1375, swav 0.0000 LR: 5.664e-02 Score 99.416 Data time: 0.1118, Forward time: 0.7769, Backward time: 1.1704, DDP time: 0.0031, Total iter time: 2.3866 [2020-10-19 10:27:06,075][root][INFO] - ===> Epoch[5620](28096/5): Loss -0.8308, Sem 0.0186, dir -0.9864, norm 0.1371, swav 0.0000 LR: 5.664e-02 Score 99.370 Data time: 0.0929, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9864 [2020-10-19 10:27:08,118][root][INFO] - ===> Epoch[5620](28097/5): Loss -0.8377, Sem 0.0175, dir -0.9872, norm 0.1319, swav 0.0000 LR: 5.664e-02 Score 99.422 Data time: 0.0727, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9348 [2020-10-19 10:27:10,205][root][INFO] - ===> Epoch[5620](28098/5): Loss -0.8426, Sem 0.0164, dir -0.9874, norm 0.1284, swav 0.0000 LR: 5.664e-02 Score 99.452 Data time: 0.1114, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9601 [2020-10-19 10:27:12,126][root][INFO] - ===> Epoch[5620](28099/5): Loss -0.8368, Sem 0.0200, dir -0.9869, norm 0.1301, swav 0.0000 LR: 5.664e-02 Score 99.326 Data time: 0.0745, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8673 [2020-10-19 10:27:14,165][root][INFO] - ===> Epoch[5620](28100/5): Loss -0.8419, Sem 0.0161, dir -0.9888, norm 0.1308, swav 0.0000 LR: 5.663e-02 Score 99.455 Data time: 0.1086, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9266 [2020-10-19 10:27:15,140][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 10:27:17,237][root][INFO] - ===> Epoch[5621](28101/5): Loss -0.8348, Sem 0.0174, dir -0.9868, norm 0.1346, swav 0.0000 LR: 5.663e-02 Score 99.433 Data time: 0.0992, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9178 [2020-10-19 10:27:19,166][root][INFO] - ===> Epoch[5621](28102/5): Loss -0.8237, Sem 0.0181, dir -0.9861, norm 0.1444, swav 0.0000 LR: 5.663e-02 Score 99.389 Data time: 0.0805, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8314 [2020-10-19 10:27:21,158][root][INFO] - ===> Epoch[5621](28103/5): Loss -0.8285, Sem 0.0192, dir -0.9852, norm 0.1375, swav 0.0000 LR: 5.663e-02 Score 99.370 Data time: 0.0616, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8917 [2020-10-19 10:27:23,303][root][INFO] - ===> Epoch[5621](28104/5): Loss -0.8272, Sem 0.0174, dir -0.9867, norm 0.1421, swav 0.0000 LR: 5.663e-02 Score 99.404 Data time: 0.1755, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0471 [2020-10-19 10:27:25,782][root][INFO] - ===> Epoch[5621](28105/5): Loss -0.8310, Sem 0.0177, dir -0.9871, norm 0.1383, swav 0.0000 LR: 5.663e-02 Score 99.403 Data time: 0.0951, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.3624 [2020-10-19 10:27:28,079][root][INFO] - ===> Epoch[5622](28106/5): Loss -0.8376, Sem 0.0168, dir -0.9877, norm 0.1334, swav 0.0000 LR: 5.662e-02 Score 99.444 Data time: 0.0628, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1693 [2020-10-19 10:27:30,355][root][INFO] - ===> Epoch[5622](28107/5): Loss -0.8103, Sem 0.0175, dir -0.9865, norm 0.1587, swav 0.0000 LR: 5.662e-02 Score 99.441 Data time: 0.0611, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1874 [2020-10-19 10:27:32,627][root][INFO] - ===> Epoch[5622](28108/5): Loss -0.8480, Sem 0.0160, dir -0.9886, norm 0.1246, swav 0.0000 LR: 5.662e-02 Score 99.456 Data time: 0.0719, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1736 [2020-10-19 10:27:34,695][root][INFO] - ===> Epoch[5622](28109/5): Loss -0.8480, Sem 0.0173, dir -0.9880, norm 0.1227, swav 0.0000 LR: 5.662e-02 Score 99.420 Data time: 0.0891, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9671 [2020-10-19 10:27:37,363][root][INFO] - ===> Epoch[5622](28110/5): Loss -0.8301, Sem 0.0162, dir -0.9864, norm 0.1402, swav 0.0000 LR: 5.662e-02 Score 99.458 Data time: 0.0898, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.5555 [2020-10-19 10:27:39,741][root][INFO] - ===> Epoch[5623](28111/5): Loss -0.8422, Sem 0.0184, dir -0.9868, norm 0.1263, swav 0.0000 LR: 5.662e-02 Score 99.386 Data time: 0.1373, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.2388 [2020-10-19 10:27:42,300][root][INFO] - ===> Epoch[5623](28112/5): Loss -0.8270, Sem 0.0187, dir -0.9869, norm 0.1413, swav 0.0000 LR: 5.662e-02 Score 99.376 Data time: 0.1552, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.4498 [2020-10-19 10:27:44,277][root][INFO] - ===> Epoch[5623](28113/5): Loss -0.8457, Sem 0.0170, dir -0.9882, norm 0.1255, swav 0.0000 LR: 5.661e-02 Score 99.413 Data time: 0.0755, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8316 [2020-10-19 10:27:46,383][root][INFO] - ===> Epoch[5623](28114/5): Loss -0.8391, Sem 0.0154, dir -0.9885, norm 0.1340, swav 0.0000 LR: 5.661e-02 Score 99.467 Data time: 0.0949, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0212 [2020-10-19 10:27:48,796][root][INFO] - ===> Epoch[5623](28115/5): Loss -0.8336, Sem 0.0184, dir -0.9869, norm 0.1350, swav 0.0000 LR: 5.661e-02 Score 99.380 Data time: 0.0797, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.3001 [2020-10-19 10:27:51,181][root][INFO] - ===> Epoch[5624](28116/5): Loss -0.8432, Sem 0.0177, dir -0.9880, norm 0.1272, swav 0.0000 LR: 5.661e-02 Score 99.402 Data time: 0.0914, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.2884 [2020-10-19 10:27:53,232][root][INFO] - ===> Epoch[5624](28117/5): Loss -0.8238, Sem 0.0169, dir -0.9871, norm 0.1464, swav 0.0000 LR: 5.661e-02 Score 99.418 Data time: 0.0681, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9483 [2020-10-19 10:27:55,277][root][INFO] - ===> Epoch[5624](28118/5): Loss -0.8397, Sem 0.0171, dir -0.9882, norm 0.1314, swav 0.0000 LR: 5.661e-02 Score 99.434 Data time: 0.0855, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9389 [2020-10-19 10:27:57,326][root][INFO] - ===> Epoch[5624](28119/5): Loss -0.8377, Sem 0.0180, dir -0.9873, norm 0.1316, swav 0.0000 LR: 5.660e-02 Score 99.401 Data time: 0.0669, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9373 [2020-10-19 10:27:59,297][root][INFO] - ===> Epoch[5624](28120/5): Loss -0.8470, Sem 0.0172, dir -0.9876, norm 0.1234, swav 0.0000 LR: 5.660e-02 Score 99.404 Data time: 0.0987, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8649 [2020-10-19 10:28:01,287][root][INFO] - ===> Epoch[5625](28121/5): Loss -0.8103, Sem 0.0210, dir -0.9864, norm 0.1551, swav 0.0000 LR: 5.660e-02 Score 99.302 Data time: 0.0886, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8762 [2020-10-19 10:28:03,927][root][INFO] - ===> Epoch[5625](28122/5): Loss -0.8417, Sem 0.0154, dir -0.9877, norm 0.1305, swav 0.0000 LR: 5.660e-02 Score 99.482 Data time: 0.0737, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.5315 [2020-10-19 10:28:05,933][root][INFO] - ===> Epoch[5625](28123/5): Loss -0.8232, Sem 0.0180, dir -0.9867, norm 0.1455, swav 0.0000 LR: 5.660e-02 Score 99.391 Data time: 0.0668, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9170 [2020-10-19 10:28:08,073][root][INFO] - ===> Epoch[5625](28124/5): Loss -0.8333, Sem 0.0172, dir -0.9872, norm 0.1368, swav 0.0000 LR: 5.660e-02 Score 99.413 Data time: 0.0837, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0368 [2020-10-19 10:28:10,115][root][INFO] - ===> Epoch[5625](28125/5): Loss -0.8387, Sem 0.0170, dir -0.9886, norm 0.1329, swav 0.0000 LR: 5.659e-02 Score 99.430 Data time: 0.4251, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9351 [2020-10-19 10:28:12,674][root][INFO] - ===> Epoch[5626](28126/5): Loss -0.8286, Sem 0.0178, dir -0.9865, norm 0.1401, swav 0.0000 LR: 5.659e-02 Score 99.421 Data time: 0.1017, Forward time: 0.7769, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.4494 [2020-10-19 10:28:15,471][root][INFO] - ===> Epoch[5626](28127/5): Loss -0.8288, Sem 0.0170, dir -0.9875, norm 0.1416, swav 0.0000 LR: 5.659e-02 Score 99.436 Data time: 0.1178, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.6639 [2020-10-19 10:28:17,324][root][INFO] - ===> Epoch[5626](28128/5): Loss -0.8299, Sem 0.0158, dir -0.9875, norm 0.1418, swav 0.0000 LR: 5.659e-02 Score 99.476 Data time: 0.0758, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.7419 [2020-10-19 10:28:19,531][root][INFO] - ===> Epoch[5626](28129/5): Loss -0.8300, Sem 0.0199, dir -0.9878, norm 0.1379, swav 0.0000 LR: 5.659e-02 Score 99.349 Data time: 0.1751, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1088 [2020-10-19 10:28:21,761][root][INFO] - ===> Epoch[5626](28130/5): Loss -0.7963, Sem 0.0225, dir -0.9842, norm 0.1653, swav 0.0000 LR: 5.659e-02 Score 99.309 Data time: 0.0824, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1426 [2020-10-19 10:28:23,552][root][INFO] - ===> Epoch[5627](28131/5): Loss -0.8370, Sem 0.0173, dir -0.9868, norm 0.1325, swav 0.0000 LR: 5.658e-02 Score 99.421 Data time: 0.0746, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.6854 [2020-10-19 10:28:25,770][root][INFO] - ===> Epoch[5627](28132/5): Loss -0.8324, Sem 0.0175, dir -0.9878, norm 0.1379, swav 0.0000 LR: 5.658e-02 Score 99.404 Data time: 0.1531, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1185 [2020-10-19 10:28:28,119][root][INFO] - ===> Epoch[5627](28133/5): Loss -0.8261, Sem 0.0174, dir -0.9871, norm 0.1436, swav 0.0000 LR: 5.658e-02 Score 99.411 Data time: 0.0855, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2223 [2020-10-19 10:28:30,365][root][INFO] - ===> Epoch[5627](28134/5): Loss -0.8390, Sem 0.0174, dir -0.9868, norm 0.1304, swav 0.0000 LR: 5.658e-02 Score 99.408 Data time: 0.0738, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1071 [2020-10-19 10:28:32,655][root][INFO] - ===> Epoch[5627](28135/5): Loss -0.8211, Sem 0.0194, dir -0.9858, norm 0.1453, swav 0.0000 LR: 5.658e-02 Score 99.342 Data time: 0.0785, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1885 [2020-10-19 10:28:35,043][root][INFO] - ===> Epoch[5628](28136/5): Loss -0.8432, Sem 0.0169, dir -0.9883, norm 0.1282, swav 0.0000 LR: 5.658e-02 Score 99.447 Data time: 0.0813, Forward time: 0.7770, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.2881 [2020-10-19 10:28:37,144][root][INFO] - ===> Epoch[5628](28137/5): Loss -0.8264, Sem 0.0183, dir -0.9870, norm 0.1422, swav 0.0000 LR: 5.658e-02 Score 99.382 Data time: 0.0934, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9980 [2020-10-19 10:28:39,319][root][INFO] - ===> Epoch[5628](28138/5): Loss -0.8238, Sem 0.0195, dir -0.9862, norm 0.1430, swav 0.0000 LR: 5.657e-02 Score 99.366 Data time: 0.0928, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0585 [2020-10-19 10:28:41,463][root][INFO] - ===> Epoch[5628](28139/5): Loss -0.8351, Sem 0.0172, dir -0.9870, norm 0.1347, swav 0.0000 LR: 5.657e-02 Score 99.421 Data time: 0.0804, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0519 [2020-10-19 10:28:43,403][root][INFO] - ===> Epoch[5628](28140/5): Loss -0.8348, Sem 0.0165, dir -0.9875, norm 0.1362, swav 0.0000 LR: 5.657e-02 Score 99.468 Data time: 0.1150, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8289 [2020-10-19 10:28:45,629][root][INFO] - ===> Epoch[5629](28141/5): Loss -0.8406, Sem 0.0156, dir -0.9880, norm 0.1319, swav 0.0000 LR: 5.657e-02 Score 99.491 Data time: 0.2536, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1014 [2020-10-19 10:28:48,387][root][INFO] - ===> Epoch[5629](28142/5): Loss -0.8243, Sem 0.0158, dir -0.9863, norm 0.1461, swav 0.0000 LR: 5.657e-02 Score 99.471 Data time: 0.1195, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.6510 [2020-10-19 10:28:50,493][root][INFO] - ===> Epoch[5629](28143/5): Loss -0.8380, Sem 0.0185, dir -0.9880, norm 0.1315, swav 0.0000 LR: 5.657e-02 Score 99.386 Data time: 0.0655, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9925 [2020-10-19 10:28:52,694][root][INFO] - ===> Epoch[5629](28144/5): Loss -0.8436, Sem 0.0162, dir -0.9871, norm 0.1272, swav 0.0000 LR: 5.656e-02 Score 99.444 Data time: 0.0765, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0807 [2020-10-19 10:28:54,547][root][INFO] - ===> Epoch[5629](28145/5): Loss -0.8360, Sem 0.0179, dir -0.9883, norm 0.1344, swav 0.0000 LR: 5.656e-02 Score 99.400 Data time: 0.0793, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.7539 [2020-10-19 10:28:56,539][root][INFO] - ===> Epoch[5630](28146/5): Loss -0.8297, Sem 0.0186, dir -0.9854, norm 0.1372, swav 0.0000 LR: 5.656e-02 Score 99.377 Data time: 0.0744, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8911 [2020-10-19 10:28:59,163][root][INFO] - ===> Epoch[5630](28147/5): Loss -0.8363, Sem 0.0163, dir -0.9877, norm 0.1352, swav 0.0000 LR: 5.656e-02 Score 99.449 Data time: 0.0814, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4963 [2020-10-19 10:29:01,411][root][INFO] - ===> Epoch[5630](28148/5): Loss -0.8379, Sem 0.0178, dir -0.9860, norm 0.1304, swav 0.0000 LR: 5.656e-02 Score 99.403 Data time: 0.0664, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1400 [2020-10-19 10:29:03,532][root][INFO] - ===> Epoch[5630](28149/5): Loss -0.8302, Sem 0.0169, dir -0.9873, norm 0.1403, swav 0.0000 LR: 5.656e-02 Score 99.435 Data time: 0.0737, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0272 [2020-10-19 10:29:05,303][root][INFO] - ===> Epoch[5630](28150/5): Loss -0.8398, Sem 0.0180, dir -0.9867, norm 0.1289, swav 0.0000 LR: 5.655e-02 Score 99.384 Data time: 0.0746, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.6694 [2020-10-19 10:29:07,419][root][INFO] - ===> Epoch[5631](28151/5): Loss -0.8418, Sem 0.0180, dir -0.9877, norm 0.1280, swav 0.0000 LR: 5.655e-02 Score 99.390 Data time: 0.0649, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0092 [2020-10-19 10:29:09,598][root][INFO] - ===> Epoch[5631](28152/5): Loss -0.8289, Sem 0.0166, dir -0.9861, norm 0.1407, swav 0.0000 LR: 5.655e-02 Score 99.450 Data time: 0.2110, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0762 [2020-10-19 10:29:11,895][root][INFO] - ===> Epoch[5631](28153/5): Loss -0.8262, Sem 0.0188, dir -0.9864, norm 0.1414, swav 0.0000 LR: 5.655e-02 Score 99.386 Data time: 0.0846, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1780 [2020-10-19 10:29:14,324][root][INFO] - ===> Epoch[5631](28154/5): Loss -0.8410, Sem 0.0173, dir -0.9876, norm 0.1293, swav 0.0000 LR: 5.655e-02 Score 99.428 Data time: 0.0799, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3034 [2020-10-19 10:29:16,313][root][INFO] - ===> Epoch[5631](28155/5): Loss -0.8199, Sem 0.0184, dir -0.9862, norm 0.1478, swav 0.0000 LR: 5.655e-02 Score 99.376 Data time: 0.1289, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8666 [2020-10-19 10:29:19,175][root][INFO] - ===> Epoch[5632](28156/5): Loss -0.8357, Sem 0.0183, dir -0.9865, norm 0.1325, swav 0.0000 LR: 5.655e-02 Score 99.391 Data time: 0.0939, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.7527 [2020-10-19 10:29:21,232][root][INFO] - ===> Epoch[5632](28157/5): Loss -0.8332, Sem 0.0205, dir -0.9867, norm 0.1330, swav 0.0000 LR: 5.654e-02 Score 99.305 Data time: 0.0791, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9586 [2020-10-19 10:29:23,087][root][INFO] - ===> Epoch[5632](28158/5): Loss -0.8425, Sem 0.0181, dir -0.9873, norm 0.1267, swav 0.0000 LR: 5.654e-02 Score 99.388 Data time: 0.0743, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.7599 [2020-10-19 10:29:25,066][root][INFO] - ===> Epoch[5632](28159/5): Loss -0.8370, Sem 0.0185, dir -0.9869, norm 0.1315, swav 0.0000 LR: 5.654e-02 Score 99.390 Data time: 0.1114, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8855 [2020-10-19 10:29:27,169][root][INFO] - ===> Epoch[5632](28160/5): Loss -0.8420, Sem 0.0175, dir -0.9875, norm 0.1279, swav 0.0000 LR: 5.654e-02 Score 99.403 Data time: 0.0844, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0036 [2020-10-19 10:29:28,947][root][INFO] - ===> Epoch[5633](28161/5): Loss -0.8325, Sem 0.0246, dir -0.9872, norm 0.1301, swav 0.0000 LR: 5.654e-02 Score 99.220 Data time: 0.0574, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.6712 [2020-10-19 10:29:31,394][root][INFO] - ===> Epoch[5633](28162/5): Loss -0.8362, Sem 0.0168, dir -0.9870, norm 0.1340, swav 0.0000 LR: 5.654e-02 Score 99.441 Data time: 0.1029, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3558 [2020-10-19 10:29:33,544][root][INFO] - ===> Epoch[5633](28163/5): Loss -0.8289, Sem 0.0186, dir -0.9866, norm 0.1390, swav 0.0000 LR: 5.653e-02 Score 99.381 Data time: 0.0948, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0292 [2020-10-19 10:29:35,965][root][INFO] - ===> Epoch[5633](28164/5): Loss -0.8168, Sem 0.0226, dir -0.9863, norm 0.1469, swav 0.0000 LR: 5.653e-02 Score 99.298 Data time: 0.1031, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3233 [2020-10-19 10:29:37,962][root][INFO] - ===> Epoch[5633](28165/5): Loss -0.8342, Sem 0.0215, dir -0.9867, norm 0.1310, swav 0.0000 LR: 5.653e-02 Score 99.273 Data time: 0.2891, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8949 [2020-10-19 10:29:39,890][root][INFO] - ===> Epoch[5634](28166/5): Loss -0.8285, Sem 0.0169, dir -0.9865, norm 0.1411, swav 0.0000 LR: 5.653e-02 Score 99.427 Data time: 0.1183, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8725 [2020-10-19 10:29:41,762][root][INFO] - ===> Epoch[5634](28167/5): Loss -0.8185, Sem 0.0212, dir -0.9861, norm 0.1463, swav 0.0000 LR: 5.653e-02 Score 99.299 Data time: 0.0781, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7685 [2020-10-19 10:29:43,778][root][INFO] - ===> Epoch[5634](28168/5): Loss -0.8440, Sem 0.0185, dir -0.9863, norm 0.1239, swav 0.0000 LR: 5.653e-02 Score 99.375 Data time: 0.0827, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9378 [2020-10-19 10:29:45,800][root][INFO] - ===> Epoch[5634](28169/5): Loss -0.8298, Sem 0.0193, dir -0.9859, norm 0.1368, swav 0.0000 LR: 5.652e-02 Score 99.349 Data time: 0.0564, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9200 [2020-10-19 10:29:48,008][root][INFO] - ===> Epoch[5634](28170/5): Loss -0.8414, Sem 0.0181, dir -0.9880, norm 0.1285, swav 0.0000 LR: 5.652e-02 Score 99.401 Data time: 0.0840, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1401 [2020-10-19 10:29:50,373][root][INFO] - ===> Epoch[5635](28171/5): Loss -0.8299, Sem 0.0177, dir -0.9887, norm 0.1411, swav 0.0000 LR: 5.652e-02 Score 99.407 Data time: 0.0804, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2660 [2020-10-19 10:29:52,516][root][INFO] - ===> Epoch[5635](28172/5): Loss -0.8254, Sem 0.0194, dir -0.9867, norm 0.1420, swav 0.0000 LR: 5.652e-02 Score 99.361 Data time: 0.0604, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0528 [2020-10-19 10:29:54,586][root][INFO] - ===> Epoch[5635](28173/5): Loss -0.8283, Sem 0.0181, dir -0.9877, norm 0.1413, swav 0.0000 LR: 5.652e-02 Score 99.398 Data time: 0.0783, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9697 [2020-10-19 10:29:56,684][root][INFO] - ===> Epoch[5635](28174/5): Loss -0.8294, Sem 0.0188, dir -0.9853, norm 0.1371, swav 0.0000 LR: 5.652e-02 Score 99.377 Data time: 0.1371, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0050 [2020-10-19 10:29:59,038][root][INFO] - ===> Epoch[5635](28175/5): Loss -0.8342, Sem 0.0191, dir -0.9864, norm 0.1331, swav 0.0000 LR: 5.651e-02 Score 99.375 Data time: 0.0999, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2395 [2020-10-19 10:30:01,422][root][INFO] - ===> Epoch[5636](28176/5): Loss -0.8222, Sem 0.0162, dir -0.9891, norm 0.1507, swav 0.0000 LR: 5.651e-02 Score 99.466 Data time: 0.0805, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2768 [2020-10-19 10:30:03,355][root][INFO] - ===> Epoch[5636](28177/5): Loss -0.8425, Sem 0.0172, dir -0.9875, norm 0.1278, swav 0.0000 LR: 5.651e-02 Score 99.404 Data time: 0.0771, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8613 [2020-10-19 10:30:05,796][root][INFO] - ===> Epoch[5636](28178/5): Loss -0.8066, Sem 0.0190, dir -0.9864, norm 0.1608, swav 0.0000 LR: 5.651e-02 Score 99.379 Data time: 0.0668, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3638 [2020-10-19 10:30:08,666][root][INFO] - ===> Epoch[5636](28179/5): Loss -0.8239, Sem 0.0198, dir -0.9859, norm 0.1421, swav 0.0000 LR: 5.651e-02 Score 99.326 Data time: 0.0795, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.7878 [2020-10-19 10:30:10,612][root][INFO] - ===> Epoch[5636](28180/5): Loss -0.8360, Sem 0.0176, dir -0.9866, norm 0.1330, swav 0.0000 LR: 5.651e-02 Score 99.394 Data time: 0.0820, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8423 [2020-10-19 10:30:12,748][root][INFO] - ===> Epoch[5637](28181/5): Loss -0.8325, Sem 0.0170, dir -0.9871, norm 0.1376, swav 0.0000 LR: 5.651e-02 Score 99.430 Data time: 0.1107, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0309 [2020-10-19 10:30:15,114][root][INFO] - ===> Epoch[5637](28182/5): Loss -0.8277, Sem 0.0167, dir -0.9871, norm 0.1427, swav 0.0000 LR: 5.650e-02 Score 99.444 Data time: 0.0954, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2713 [2020-10-19 10:30:17,346][root][INFO] - ===> Epoch[5637](28183/5): Loss -0.8278, Sem 0.0153, dir -0.9876, norm 0.1445, swav 0.0000 LR: 5.650e-02 Score 99.483 Data time: 0.0488, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0869 [2020-10-19 10:30:19,424][root][INFO] - ===> Epoch[5637](28184/5): Loss -0.8280, Sem 0.0191, dir -0.9858, norm 0.1387, swav 0.0000 LR: 5.650e-02 Score 99.348 Data time: 0.0657, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9758 [2020-10-19 10:30:21,657][root][INFO] - ===> Epoch[5637](28185/5): Loss -0.8304, Sem 0.0196, dir -0.9851, norm 0.1351, swav 0.0000 LR: 5.650e-02 Score 99.329 Data time: 0.0599, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1165 [2020-10-19 10:30:24,572][root][INFO] - ===> Epoch[5638](28186/5): Loss -0.8319, Sem 0.0174, dir -0.9877, norm 0.1384, swav 0.0000 LR: 5.650e-02 Score 99.418 Data time: 0.0748, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.8412 [2020-10-19 10:30:26,561][root][INFO] - ===> Epoch[5638](28187/5): Loss -0.8202, Sem 0.0172, dir -0.9874, norm 0.1500, swav 0.0000 LR: 5.650e-02 Score 99.428 Data time: 0.0542, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8650 [2020-10-19 10:30:28,484][root][INFO] - ===> Epoch[5638](28188/5): Loss -0.8358, Sem 0.0186, dir -0.9873, norm 0.1329, swav 0.0000 LR: 5.649e-02 Score 99.367 Data time: 0.0725, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8053 [2020-10-19 10:30:30,723][root][INFO] - ===> Epoch[5638](28189/5): Loss -0.8222, Sem 0.0155, dir -0.9862, norm 0.1484, swav 0.0000 LR: 5.649e-02 Score 99.480 Data time: 0.0703, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1277 [2020-10-19 10:30:32,730][root][INFO] - ===> Epoch[5638](28190/5): Loss -0.8253, Sem 0.0172, dir -0.9878, norm 0.1453, swav 0.0000 LR: 5.649e-02 Score 99.456 Data time: 0.0756, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9272 [2020-10-19 10:30:34,824][root][INFO] - ===> Epoch[5639](28191/5): Loss -0.8330, Sem 0.0192, dir -0.9870, norm 0.1347, swav 0.0000 LR: 5.649e-02 Score 99.363 Data time: 0.0888, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9888 [2020-10-19 10:30:37,094][root][INFO] - ===> Epoch[5639](28192/5): Loss -0.8266, Sem 0.0186, dir -0.9865, norm 0.1413, swav 0.0000 LR: 5.649e-02 Score 99.394 Data time: 0.0941, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1308 [2020-10-19 10:30:39,325][root][INFO] - ===> Epoch[5639](28193/5): Loss -0.8376, Sem 0.0172, dir -0.9869, norm 0.1321, swav 0.0000 LR: 5.649e-02 Score 99.410 Data time: 0.3549, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0940 [2020-10-19 10:30:41,671][root][INFO] - ===> Epoch[5639](28194/5): Loss -0.8285, Sem 0.0174, dir -0.9871, norm 0.1413, swav 0.0000 LR: 5.648e-02 Score 99.432 Data time: 0.0954, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2320 [2020-10-19 10:30:43,780][root][INFO] - ===> Epoch[5639](28195/5): Loss -0.8375, Sem 0.0188, dir -0.9874, norm 0.1311, swav 0.0000 LR: 5.648e-02 Score 99.356 Data time: 0.0817, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9957 [2020-10-19 10:30:46,396][root][INFO] - ===> Epoch[5640](28196/5): Loss -0.8345, Sem 0.0167, dir -0.9878, norm 0.1367, swav 0.0000 LR: 5.648e-02 Score 99.446 Data time: 0.0878, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.5147 [2020-10-19 10:30:48,920][root][INFO] - ===> Epoch[5640](28197/5): Loss -0.8287, Sem 0.0195, dir -0.9872, norm 0.1390, swav 0.0000 LR: 5.648e-02 Score 99.377 Data time: 0.0661, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.4113 [2020-10-19 10:30:50,754][root][INFO] - ===> Epoch[5640](28198/5): Loss -0.8459, Sem 0.0191, dir -0.9877, norm 0.1227, swav 0.0000 LR: 5.648e-02 Score 99.351 Data time: 0.0783, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7204 [2020-10-19 10:30:52,730][root][INFO] - ===> Epoch[5640](28199/5): Loss -0.8325, Sem 0.0175, dir -0.9877, norm 0.1377, swav 0.0000 LR: 5.648e-02 Score 99.410 Data time: 0.0613, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8716 [2020-10-19 10:30:55,028][root][INFO] - ===> Epoch[5640](28200/5): Loss -0.8286, Sem 0.0192, dir -0.9859, norm 0.1381, swav 0.0000 LR: 5.647e-02 Score 99.367 Data time: 0.0884, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1951 [2020-10-19 10:30:55,934][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 10:30:56,101][root][INFO] - ===> Start testing [2020-10-19 10:31:35,579][root][INFO] - 68/68: Data time: 0.0021, Iter time: 0.1068 Loss 0.502 (AVG: 0.549) Score 92.710 (AVG: 90.532) mIOU 69.467 mAP 83.695 mAcc 76.656 IOU: 63.157 0.291 74.865 74.255 94.443 92.591 35.528 80.702 98.078 64.669 80.877 85.409 58.209 mAP: 81.801 10.876 85.106 87.685 99.018 98.487 60.540 96.513 99.771 89.493 93.719 94.887 90.136 mAcc: 78.502 2.279 79.147 83.215 95.728 97.419 40.177 92.463 99.302 79.726 91.049 95.831 61.694 [2020-10-19 10:31:35,584][root][INFO] - Finished test. Elapsed time: 39.4769 [2020-10-19 10:31:38,534][root][INFO] - [2020-10-19 10:31:38,535][root][INFO] - ################################################################ [2020-10-19 10:31:38,535][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 10:31:38,535][root][INFO] - ################################################################ [2020-10-19 10:31:38,535][root][INFO] - clutter : nan nan nan [2020-10-19 10:31:38,535][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 10:31:38,535][root][INFO] - board : 0.674 0.760 0.828 [2020-10-19 10:31:38,535][root][INFO] - bookcase : 0.245 0.367 0.538 [2020-10-19 10:31:38,535][root][INFO] - ceiling : 0.466 0.510 0.554 [2020-10-19 10:31:38,535][root][INFO] - chair : 0.815 0.901 0.923 [2020-10-19 10:31:38,535][root][INFO] - column : 0.213 0.345 0.436 [2020-10-19 10:31:38,535][root][INFO] - door : 0.765 0.898 0.950 [2020-10-19 10:31:38,535][root][INFO] - floor : 0.729 0.762 0.785 [2020-10-19 10:31:38,535][root][INFO] - sofa : 0.448 0.727 0.801 [2020-10-19 10:31:38,535][root][INFO] - table : 0.151 0.325 0.643 [2020-10-19 10:31:38,535][root][INFO] - wall : 0.542 0.741 0.814 [2020-10-19 10:31:38,535][root][INFO] - window : 0.537 0.769 0.769 [2020-10-19 10:31:38,535][root][INFO] - ---------------------------------------------------------------- [2020-10-19 10:31:38,535][root][INFO] - average : 0.466 0.592 0.670 [2020-10-19 10:31:38,535][root][INFO] - [2020-10-19 10:31:38,679][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 10:31:38,680][root][INFO] - Current best mIoU: 71.243 at iter 28000 [2020-10-19 10:31:40,551][root][INFO] - ===> Epoch[5641](28201/5): Loss -0.8227, Sem 0.0183, dir -0.9873, norm 0.1462, swav 0.0000 LR: 5.647e-02 Score 99.374 Data time: 0.0803, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8657 [2020-10-19 10:31:42,837][root][INFO] - ===> Epoch[5641](28202/5): Loss -0.8274, Sem 0.0156, dir -0.9876, norm 0.1446, swav 0.0000 LR: 5.647e-02 Score 99.485 Data time: 0.0985, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1719 [2020-10-19 10:31:44,816][root][INFO] - ===> Epoch[5641](28203/5): Loss -0.8373, Sem 0.0191, dir -0.9873, norm 0.1310, swav 0.0000 LR: 5.647e-02 Score 99.375 Data time: 0.0725, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8503 [2020-10-19 10:31:47,301][root][INFO] - ===> Epoch[5641](28204/5): Loss -0.8281, Sem 0.0188, dir -0.9868, norm 0.1399, swav 0.0000 LR: 5.647e-02 Score 99.403 Data time: 0.0798, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3968 [2020-10-19 10:31:49,489][root][INFO] - ===> Epoch[5641](28205/5): Loss -0.8234, Sem 0.0211, dir -0.9869, norm 0.1424, swav 0.0000 LR: 5.647e-02 Score 99.331 Data time: 0.0946, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0513 [2020-10-19 10:31:51,488][root][INFO] - ===> Epoch[5642](28206/5): Loss -0.8186, Sem 0.0180, dir -0.9866, norm 0.1500, swav 0.0000 LR: 5.647e-02 Score 99.375 Data time: 0.0856, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8823 [2020-10-19 10:31:53,357][root][INFO] - ===> Epoch[5642](28207/5): Loss -0.8408, Sem 0.0172, dir -0.9872, norm 0.1292, swav 0.0000 LR: 5.646e-02 Score 99.412 Data time: 0.0787, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7630 [2020-10-19 10:31:55,251][root][INFO] - ===> Epoch[5642](28208/5): Loss -0.8214, Sem 0.0196, dir -0.9873, norm 0.1463, swav 0.0000 LR: 5.646e-02 Score 99.365 Data time: 0.0803, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7842 [2020-10-19 10:31:57,582][root][INFO] - ===> Epoch[5642](28209/5): Loss -0.8173, Sem 0.0217, dir -0.9845, norm 0.1454, swav 0.0000 LR: 5.646e-02 Score 99.273 Data time: 0.0691, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2064 [2020-10-19 10:31:59,648][root][INFO] - ===> Epoch[5642](28210/5): Loss -0.8281, Sem 0.0172, dir -0.9877, norm 0.1424, swav 0.0000 LR: 5.646e-02 Score 99.435 Data time: 0.0729, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9655 [2020-10-19 10:32:01,852][root][INFO] - ===> Epoch[5643](28211/5): Loss -0.8305, Sem 0.0214, dir -0.9864, norm 0.1346, swav 0.0000 LR: 5.646e-02 Score 99.289 Data time: 0.0693, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1034 [2020-10-19 10:32:04,288][root][INFO] - ===> Epoch[5643](28212/5): Loss -0.8321, Sem 0.0204, dir -0.9868, norm 0.1343, swav 0.0000 LR: 5.646e-02 Score 99.331 Data time: 0.0844, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3420 [2020-10-19 10:32:06,387][root][INFO] - ===> Epoch[5643](28213/5): Loss -0.8336, Sem 0.0185, dir -0.9865, norm 0.1344, swav 0.0000 LR: 5.645e-02 Score 99.371 Data time: 0.0714, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9883 [2020-10-19 10:32:08,616][root][INFO] - ===> Epoch[5643](28214/5): Loss -0.8271, Sem 0.0176, dir -0.9874, norm 0.1427, swav 0.0000 LR: 5.645e-02 Score 99.417 Data time: 0.0895, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1296 [2020-10-19 10:32:10,642][root][INFO] - ===> Epoch[5643](28215/5): Loss -0.8169, Sem 0.0188, dir -0.9865, norm 0.1508, swav 0.0000 LR: 5.645e-02 Score 99.383 Data time: 0.1416, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9220 [2020-10-19 10:32:12,753][root][INFO] - ===> Epoch[5644](28216/5): Loss -0.8284, Sem 0.0183, dir -0.9862, norm 0.1395, swav 0.0000 LR: 5.645e-02 Score 99.395 Data time: 0.0925, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0185 [2020-10-19 10:32:14,787][root][INFO] - ===> Epoch[5644](28217/5): Loss -0.8266, Sem 0.0231, dir -0.9862, norm 0.1365, swav 0.0000 LR: 5.645e-02 Score 99.252 Data time: 0.0995, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9343 [2020-10-19 10:32:16,703][root][INFO] - ===> Epoch[5644](28218/5): Loss -0.8390, Sem 0.0176, dir -0.9881, norm 0.1315, swav 0.0000 LR: 5.645e-02 Score 99.413 Data time: 0.0868, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.8212 [2020-10-19 10:32:18,749][root][INFO] - ===> Epoch[5644](28219/5): Loss -0.8297, Sem 0.0176, dir -0.9867, norm 0.1394, swav 0.0000 LR: 5.644e-02 Score 99.407 Data time: 0.0829, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9355 [2020-10-19 10:32:21,160][root][INFO] - ===> Epoch[5644](28220/5): Loss -0.8340, Sem 0.0198, dir -0.9874, norm 0.1336, swav 0.0000 LR: 5.644e-02 Score 99.335 Data time: 0.0961, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.2945 [2020-10-19 10:32:23,365][root][INFO] - ===> Epoch[5645](28221/5): Loss -0.8196, Sem 0.0204, dir -0.9863, norm 0.1463, swav 0.0000 LR: 5.644e-02 Score 99.330 Data time: 0.0747, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0893 [2020-10-19 10:32:25,484][root][INFO] - ===> Epoch[5645](28222/5): Loss -0.8366, Sem 0.0165, dir -0.9879, norm 0.1348, swav 0.0000 LR: 5.644e-02 Score 99.472 Data time: 0.0755, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0216 [2020-10-19 10:32:28,632][root][INFO] - ===> Epoch[5645](28223/5): Loss -0.8413, Sem 0.0179, dir -0.9883, norm 0.1291, swav 0.0000 LR: 5.644e-02 Score 99.426 Data time: 0.0782, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 3.0594 [2020-10-19 10:32:30,761][root][INFO] - ===> Epoch[5645](28224/5): Loss -0.8326, Sem 0.0187, dir -0.9871, norm 0.1358, swav 0.0000 LR: 5.644e-02 Score 99.364 Data time: 0.0735, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0130 [2020-10-19 10:32:32,676][root][INFO] - ===> Epoch[5645](28225/5): Loss -0.8469, Sem 0.0163, dir -0.9886, norm 0.1254, swav 0.0000 LR: 5.643e-02 Score 99.450 Data time: 0.0681, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.8066 [2020-10-19 10:32:34,548][root][INFO] - ===> Epoch[5646](28226/5): Loss -0.8294, Sem 0.0181, dir -0.9860, norm 0.1385, swav 0.0000 LR: 5.643e-02 Score 99.391 Data time: 0.0801, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.7680 [2020-10-19 10:32:36,714][root][INFO] - ===> Epoch[5646](28227/5): Loss -0.8363, Sem 0.0185, dir -0.9874, norm 0.1326, swav 0.0000 LR: 5.643e-02 Score 99.381 Data time: 0.1126, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0491 [2020-10-19 10:32:38,814][root][INFO] - ===> Epoch[5646](28228/5): Loss -0.8252, Sem 0.0207, dir -0.9870, norm 0.1412, swav 0.0000 LR: 5.643e-02 Score 99.316 Data time: 0.0868, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0018 [2020-10-19 10:32:41,255][root][INFO] - ===> Epoch[5646](28229/5): Loss -0.8499, Sem 0.0164, dir -0.9892, norm 0.1229, swav 0.0000 LR: 5.643e-02 Score 99.451 Data time: 0.0807, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.3195 [2020-10-19 10:32:43,299][root][INFO] - ===> Epoch[5646](28230/5): Loss -0.8342, Sem 0.0168, dir -0.9870, norm 0.1360, swav 0.0000 LR: 5.643e-02 Score 99.439 Data time: 0.0935, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9502 [2020-10-19 10:32:45,866][root][INFO] - ===> Epoch[5647](28231/5): Loss -0.8215, Sem 0.0186, dir -0.9860, norm 0.1459, swav 0.0000 LR: 5.643e-02 Score 99.381 Data time: 0.1103, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.4646 [2020-10-19 10:32:47,948][root][INFO] - ===> Epoch[5647](28232/5): Loss -0.8486, Sem 0.0176, dir -0.9890, norm 0.1228, swav 0.0000 LR: 5.642e-02 Score 99.407 Data time: 0.0887, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9608 [2020-10-19 10:32:50,492][root][INFO] - ===> Epoch[5647](28233/5): Loss -0.8403, Sem 0.0163, dir -0.9877, norm 0.1311, swav 0.0000 LR: 5.642e-02 Score 99.453 Data time: 0.0859, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.4357 [2020-10-19 10:32:52,828][root][INFO] - ===> Epoch[5647](28234/5): Loss -0.8315, Sem 0.0186, dir -0.9872, norm 0.1371, swav 0.0000 LR: 5.642e-02 Score 99.381 Data time: 0.0713, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.2326 [2020-10-19 10:32:54,931][root][INFO] - ===> Epoch[5647](28235/5): Loss -0.8342, Sem 0.0161, dir -0.9885, norm 0.1382, swav 0.0000 LR: 5.642e-02 Score 99.456 Data time: 0.0869, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0017 [2020-10-19 10:32:57,355][root][INFO] - ===> Epoch[5648](28236/5): Loss -0.8334, Sem 0.0193, dir -0.9865, norm 0.1339, swav 0.0000 LR: 5.642e-02 Score 99.353 Data time: 0.1133, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.3407 [2020-10-19 10:32:59,622][root][INFO] - ===> Epoch[5648](28237/5): Loss -0.8268, Sem 0.0191, dir -0.9863, norm 0.1404, swav 0.0000 LR: 5.642e-02 Score 99.356 Data time: 0.0726, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.1414 [2020-10-19 10:33:01,771][root][INFO] - ===> Epoch[5648](28238/5): Loss -0.8435, Sem 0.0174, dir -0.9879, norm 0.1270, swav 0.0000 LR: 5.641e-02 Score 99.414 Data time: 0.0735, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0598 [2020-10-19 10:33:03,678][root][INFO] - ===> Epoch[5648](28239/5): Loss -0.8281, Sem 0.0215, dir -0.9867, norm 0.1370, swav 0.0000 LR: 5.641e-02 Score 99.276 Data time: 0.0573, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.7960 [2020-10-19 10:33:05,728][root][INFO] - ===> Epoch[5648](28240/5): Loss -0.8248, Sem 0.0178, dir -0.9848, norm 0.1422, swav 0.0000 LR: 5.641e-02 Score 99.419 Data time: 0.0620, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9676 [2020-10-19 10:33:07,641][root][INFO] - ===> Epoch[5649](28241/5): Loss -0.8390, Sem 0.0152, dir -0.9888, norm 0.1346, swav 0.0000 LR: 5.641e-02 Score 99.495 Data time: 0.0781, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.8387 [2020-10-19 10:33:09,825][root][INFO] - ===> Epoch[5649](28242/5): Loss -0.8350, Sem 0.0200, dir -0.9865, norm 0.1315, swav 0.0000 LR: 5.641e-02 Score 99.317 Data time: 0.0764, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0845 [2020-10-19 10:33:11,953][root][INFO] - ===> Epoch[5649](28243/5): Loss -0.8248, Sem 0.0190, dir -0.9859, norm 0.1420, swav 0.0000 LR: 5.641e-02 Score 99.359 Data time: 0.0757, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0185 [2020-10-19 10:33:14,247][root][INFO] - ===> Epoch[5649](28244/5): Loss -0.8323, Sem 0.0179, dir -0.9861, norm 0.1359, swav 0.0000 LR: 5.640e-02 Score 99.392 Data time: 0.0705, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.1915 [2020-10-19 10:33:16,451][root][INFO] - ===> Epoch[5649](28245/5): Loss -0.8446, Sem 0.0177, dir -0.9884, norm 0.1260, swav 0.0000 LR: 5.640e-02 Score 99.398 Data time: 0.1023, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0844 [2020-10-19 10:33:18,447][root][INFO] - ===> Epoch[5650](28246/5): Loss -0.8475, Sem 0.0164, dir -0.9885, norm 0.1246, swav 0.0000 LR: 5.640e-02 Score 99.453 Data time: 0.0801, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.8886 [2020-10-19 10:33:20,595][root][INFO] - ===> Epoch[5650](28247/5): Loss -0.8334, Sem 0.0165, dir -0.9873, norm 0.1375, swav 0.0000 LR: 5.640e-02 Score 99.448 Data time: 0.0647, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0541 [2020-10-19 10:33:22,715][root][INFO] - ===> Epoch[5650](28248/5): Loss -0.8251, Sem 0.0183, dir -0.9858, norm 0.1424, swav 0.0000 LR: 5.640e-02 Score 99.379 Data time: 0.0960, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0133 [2020-10-19 10:33:24,624][root][INFO] - ===> Epoch[5650](28249/5): Loss -0.8189, Sem 0.0194, dir -0.9872, norm 0.1490, swav 0.0000 LR: 5.640e-02 Score 99.354 Data time: 0.0884, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.7936 [2020-10-19 10:33:26,457][root][INFO] - ===> Epoch[5650](28250/5): Loss -0.8442, Sem 0.0167, dir -0.9881, norm 0.1272, swav 0.0000 LR: 5.639e-02 Score 99.424 Data time: 0.0631, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.7361 [2020-10-19 10:33:28,616][root][INFO] - ===> Epoch[5651](28251/5): Loss -0.8278, Sem 0.0182, dir -0.9869, norm 0.1409, swav 0.0000 LR: 5.639e-02 Score 99.387 Data time: 0.0852, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0805 [2020-10-19 10:33:30,700][root][INFO] - ===> Epoch[5651](28252/5): Loss -0.8274, Sem 0.0185, dir -0.9875, norm 0.1416, swav 0.0000 LR: 5.639e-02 Score 99.391 Data time: 0.0777, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0061 [2020-10-19 10:33:33,003][root][INFO] - ===> Epoch[5651](28253/5): Loss -0.8190, Sem 0.0199, dir -0.9851, norm 0.1461, swav 0.0000 LR: 5.639e-02 Score 99.359 Data time: 0.0573, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.1957 [2020-10-19 10:33:34,977][root][INFO] - ===> Epoch[5651](28254/5): Loss -0.8298, Sem 0.0183, dir -0.9865, norm 0.1384, swav 0.0000 LR: 5.639e-02 Score 99.390 Data time: 0.0658, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.8770 [2020-10-19 10:33:37,038][root][INFO] - ===> Epoch[5651](28255/5): Loss -0.8341, Sem 0.0171, dir -0.9871, norm 0.1359, swav 0.0000 LR: 5.639e-02 Score 99.416 Data time: 0.0724, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9668 [2020-10-19 10:33:39,691][root][INFO] - ===> Epoch[5652](28256/5): Loss -0.8306, Sem 0.0174, dir -0.9875, norm 0.1395, swav 0.0000 LR: 5.639e-02 Score 99.428 Data time: 0.0754, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.5294 [2020-10-19 10:33:42,076][root][INFO] - ===> Epoch[5652](28257/5): Loss -0.8293, Sem 0.0174, dir -0.9869, norm 0.1402, swav 0.0000 LR: 5.638e-02 Score 99.418 Data time: 0.0809, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.2535 [2020-10-19 10:33:44,328][root][INFO] - ===> Epoch[5652](28258/5): Loss -0.8384, Sem 0.0177, dir -0.9876, norm 0.1315, swav 0.0000 LR: 5.638e-02 Score 99.392 Data time: 0.0764, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.1399 [2020-10-19 10:33:46,353][root][INFO] - ===> Epoch[5652](28259/5): Loss -0.8378, Sem 0.0175, dir -0.9868, norm 0.1316, swav 0.0000 LR: 5.638e-02 Score 99.417 Data time: 0.0734, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9339 [2020-10-19 10:33:48,666][root][INFO] - ===> Epoch[5652](28260/5): Loss -0.8381, Sem 0.0175, dir -0.9878, norm 0.1323, swav 0.0000 LR: 5.638e-02 Score 99.405 Data time: 0.0589, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.2173 [2020-10-19 10:33:51,496][root][INFO] - ===> Epoch[5653](28261/5): Loss -0.8351, Sem 0.0168, dir -0.9877, norm 0.1357, swav 0.0000 LR: 5.638e-02 Score 99.436 Data time: 0.1363, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.7623 [2020-10-19 10:33:53,825][root][INFO] - ===> Epoch[5653](28262/5): Loss -0.8254, Sem 0.0184, dir -0.9857, norm 0.1419, swav 0.0000 LR: 5.638e-02 Score 99.396 Data time: 0.1065, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.2174 [2020-10-19 10:33:55,994][root][INFO] - ===> Epoch[5653](28263/5): Loss -0.8317, Sem 0.0195, dir -0.9874, norm 0.1361, swav 0.0000 LR: 5.637e-02 Score 99.354 Data time: 0.0845, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0593 [2020-10-19 10:33:57,947][root][INFO] - ===> Epoch[5653](28264/5): Loss -0.8303, Sem 0.0202, dir -0.9857, norm 0.1352, swav 0.0000 LR: 5.637e-02 Score 99.327 Data time: 0.0801, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.8528 [2020-10-19 10:34:00,794][root][INFO] - ===> Epoch[5653](28265/5): Loss -0.8393, Sem 0.0160, dir -0.9879, norm 0.1326, swav 0.0000 LR: 5.637e-02 Score 99.448 Data time: 0.0828, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.7585 [2020-10-19 10:34:03,136][root][INFO] - ===> Epoch[5654](28266/5): Loss -0.8401, Sem 0.0161, dir -0.9881, norm 0.1319, swav 0.0000 LR: 5.637e-02 Score 99.458 Data time: 0.0618, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.2286 [2020-10-19 10:34:04,993][root][INFO] - ===> Epoch[5654](28267/5): Loss -0.8457, Sem 0.0177, dir -0.9883, norm 0.1249, swav 0.0000 LR: 5.637e-02 Score 99.391 Data time: 0.0392, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.7675 [2020-10-19 10:34:07,431][root][INFO] - ===> Epoch[5654](28268/5): Loss -0.8290, Sem 0.0163, dir -0.9864, norm 0.1411, swav 0.0000 LR: 5.637e-02 Score 99.448 Data time: 0.0761, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.3682 [2020-10-19 10:34:09,628][root][INFO] - ===> Epoch[5654](28269/5): Loss -0.8263, Sem 0.0182, dir -0.9871, norm 0.1425, swav 0.0000 LR: 5.636e-02 Score 99.400 Data time: 0.0566, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0733 [2020-10-19 10:34:11,769][root][INFO] - ===> Epoch[5654](28270/5): Loss -0.8441, Sem 0.0159, dir -0.9879, norm 0.1279, swav 0.0000 LR: 5.636e-02 Score 99.468 Data time: 0.0646, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0549 [2020-10-19 10:34:14,135][root][INFO] - ===> Epoch[5655](28271/5): Loss -0.8379, Sem 0.0185, dir -0.9879, norm 0.1315, swav 0.0000 LR: 5.636e-02 Score 99.382 Data time: 0.0675, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.2798 [2020-10-19 10:34:16,488][root][INFO] - ===> Epoch[5655](28272/5): Loss -0.8359, Sem 0.0178, dir -0.9868, norm 0.1332, swav 0.0000 LR: 5.636e-02 Score 99.413 Data time: 0.0732, Forward time: 0.7771, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2631 [2020-10-19 10:34:18,572][root][INFO] - ===> Epoch[5655](28273/5): Loss -0.8310, Sem 0.0176, dir -0.9878, norm 0.1392, swav 0.0000 LR: 5.636e-02 Score 99.389 Data time: 0.0553, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9723 [2020-10-19 10:34:21,210][root][INFO] - ===> Epoch[5655](28274/5): Loss -0.8246, Sem 0.0193, dir -0.9862, norm 0.1423, swav 0.0000 LR: 5.636e-02 Score 99.360 Data time: 0.0735, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.5750 [2020-10-19 10:34:23,089][root][INFO] - ===> Epoch[5655](28275/5): Loss -0.8327, Sem 0.0181, dir -0.9875, norm 0.1367, swav 0.0000 LR: 5.635e-02 Score 99.397 Data time: 0.0678, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7824 [2020-10-19 10:34:25,948][root][INFO] - ===> Epoch[5656](28276/5): Loss -0.8400, Sem 0.0167, dir -0.9876, norm 0.1309, swav 0.0000 LR: 5.635e-02 Score 99.441 Data time: 0.0685, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.7569 [2020-10-19 10:34:27,901][root][INFO] - ===> Epoch[5656](28277/5): Loss -0.8279, Sem 0.0189, dir -0.9860, norm 0.1392, swav 0.0000 LR: 5.635e-02 Score 99.367 Data time: 0.1004, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8663 [2020-10-19 10:34:30,069][root][INFO] - ===> Epoch[5656](28278/5): Loss -0.8354, Sem 0.0169, dir -0.9866, norm 0.1343, swav 0.0000 LR: 5.635e-02 Score 99.428 Data time: 0.0731, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0721 [2020-10-19 10:34:31,962][root][INFO] - ===> Epoch[5656](28279/5): Loss -0.8422, Sem 0.0175, dir -0.9874, norm 0.1278, swav 0.0000 LR: 5.635e-02 Score 99.410 Data time: 0.0884, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7937 [2020-10-19 10:34:34,800][root][INFO] - ===> Epoch[5656](28280/5): Loss -0.8282, Sem 0.0199, dir -0.9872, norm 0.1391, swav 0.0000 LR: 5.635e-02 Score 99.338 Data time: 0.0773, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.7275 [2020-10-19 10:34:36,673][root][INFO] - ===> Epoch[5657](28281/5): Loss -0.8326, Sem 0.0166, dir -0.9866, norm 0.1374, swav 0.0000 LR: 5.635e-02 Score 99.440 Data time: 0.0671, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7845 [2020-10-19 10:34:38,675][root][INFO] - ===> Epoch[5657](28282/5): Loss -0.8467, Sem 0.0169, dir -0.9884, norm 0.1248, swav 0.0000 LR: 5.634e-02 Score 99.423 Data time: 0.0757, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9026 [2020-10-19 10:34:40,734][root][INFO] - ===> Epoch[5657](28283/5): Loss -0.8406, Sem 0.0179, dir -0.9882, norm 0.1297, swav 0.0000 LR: 5.634e-02 Score 99.394 Data time: 0.0654, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9549 [2020-10-19 10:34:43,214][root][INFO] - ===> Epoch[5657](28284/5): Loss -0.8301, Sem 0.0168, dir -0.9851, norm 0.1381, swav 0.0000 LR: 5.634e-02 Score 99.438 Data time: 0.0638, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3866 [2020-10-19 10:34:45,052][root][INFO] - ===> Epoch[5657](28285/5): Loss -0.8356, Sem 0.0198, dir -0.9878, norm 0.1325, swav 0.0000 LR: 5.634e-02 Score 99.349 Data time: 0.0665, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7581 [2020-10-19 10:34:47,163][root][INFO] - ===> Epoch[5658](28286/5): Loss -0.8231, Sem 0.0168, dir -0.9875, norm 0.1476, swav 0.0000 LR: 5.634e-02 Score 99.440 Data time: 0.2654, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9947 [2020-10-19 10:34:49,692][root][INFO] - ===> Epoch[5658](28287/5): Loss -0.8286, Sem 0.0193, dir -0.9865, norm 0.1386, swav 0.0000 LR: 5.634e-02 Score 99.345 Data time: 0.0821, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.4344 [2020-10-19 10:34:52,059][root][INFO] - ===> Epoch[5658](28288/5): Loss -0.8349, Sem 0.0165, dir -0.9868, norm 0.1354, swav 0.0000 LR: 5.633e-02 Score 99.454 Data time: 0.1421, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2265 [2020-10-19 10:34:54,248][root][INFO] - ===> Epoch[5658](28289/5): Loss -0.8294, Sem 0.0171, dir -0.9870, norm 0.1406, swav 0.0000 LR: 5.633e-02 Score 99.428 Data time: 0.0810, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0687 [2020-10-19 10:34:56,510][root][INFO] - ===> Epoch[5658](28290/5): Loss -0.8290, Sem 0.0198, dir -0.9862, norm 0.1374, swav 0.0000 LR: 5.633e-02 Score 99.333 Data time: 0.1789, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1637 [2020-10-19 10:34:58,405][root][INFO] - ===> Epoch[5659](28291/5): Loss -0.8402, Sem 0.0166, dir -0.9879, norm 0.1311, swav 0.0000 LR: 5.633e-02 Score 99.452 Data time: 0.0861, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8078 [2020-10-19 10:35:00,530][root][INFO] - ===> Epoch[5659](28292/5): Loss -0.8304, Sem 0.0189, dir -0.9870, norm 0.1377, swav 0.0000 LR: 5.633e-02 Score 99.364 Data time: 0.0960, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0255 [2020-10-19 10:35:02,906][root][INFO] - ===> Epoch[5659](28293/5): Loss -0.8372, Sem 0.0159, dir -0.9888, norm 0.1357, swav 0.0000 LR: 5.633e-02 Score 99.468 Data time: 0.0839, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2567 [2020-10-19 10:35:05,092][root][INFO] - ===> Epoch[5659](28294/5): Loss -0.8330, Sem 0.0172, dir -0.9873, norm 0.1370, swav 0.0000 LR: 5.632e-02 Score 99.427 Data time: 0.0780, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0859 [2020-10-19 10:35:07,461][root][INFO] - ===> Epoch[5659](28295/5): Loss -0.8372, Sem 0.0190, dir -0.9865, norm 0.1303, swav 0.0000 LR: 5.632e-02 Score 99.354 Data time: 0.0683, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2503 [2020-10-19 10:35:09,663][root][INFO] - ===> Epoch[5660](28296/5): Loss -0.8226, Sem 0.0166, dir -0.9868, norm 0.1476, swav 0.0000 LR: 5.632e-02 Score 99.446 Data time: 0.0763, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1111 [2020-10-19 10:35:11,863][root][INFO] - ===> Epoch[5660](28297/5): Loss -0.8367, Sem 0.0167, dir -0.9883, norm 0.1349, swav 0.0000 LR: 5.632e-02 Score 99.439 Data time: 0.0806, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0897 [2020-10-19 10:35:14,036][root][INFO] - ===> Epoch[5660](28298/5): Loss -0.8305, Sem 0.0182, dir -0.9869, norm 0.1382, swav 0.0000 LR: 5.632e-02 Score 99.383 Data time: 0.0708, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0772 [2020-10-19 10:35:16,502][root][INFO] - ===> Epoch[5660](28299/5): Loss -0.8307, Sem 0.0176, dir -0.9880, norm 0.1397, swav 0.0000 LR: 5.632e-02 Score 99.402 Data time: 0.0771, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3709 [2020-10-19 10:35:18,720][root][INFO] - ===> Epoch[5660](28300/5): Loss -0.8342, Sem 0.0173, dir -0.9874, norm 0.1359, swav 0.0000 LR: 5.631e-02 Score 99.425 Data time: 0.0657, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1160 [2020-10-19 10:35:19,651][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 10:35:21,287][root][INFO] - ===> Epoch[5661](28301/5): Loss -0.8360, Sem 0.0196, dir -0.9861, norm 0.1305, swav 0.0000 LR: 5.631e-02 Score 99.340 Data time: 0.0639, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.4640 [2020-10-19 10:35:23,425][root][INFO] - ===> Epoch[5661](28302/5): Loss -0.8316, Sem 0.0168, dir -0.9879, norm 0.1395, swav 0.0000 LR: 5.631e-02 Score 99.438 Data time: 0.0578, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0520 [2020-10-19 10:35:25,294][root][INFO] - ===> Epoch[5661](28303/5): Loss -0.8047, Sem 0.0214, dir -0.9862, norm 0.1601, swav 0.0000 LR: 5.631e-02 Score 99.295 Data time: 0.0733, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8013 [2020-10-19 10:35:27,257][root][INFO] - ===> Epoch[5661](28304/5): Loss -0.8201, Sem 0.0193, dir -0.9874, norm 0.1480, swav 0.0000 LR: 5.631e-02 Score 99.347 Data time: 0.0551, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8418 [2020-10-19 10:35:29,491][root][INFO] - ===> Epoch[5661](28305/5): Loss -0.8203, Sem 0.0181, dir -0.9867, norm 0.1484, swav 0.0000 LR: 5.631e-02 Score 99.400 Data time: 0.0850, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1245 [2020-10-19 10:35:31,650][root][INFO] - ===> Epoch[5662](28306/5): Loss -0.8239, Sem 0.0185, dir -0.9868, norm 0.1444, swav 0.0000 LR: 5.631e-02 Score 99.386 Data time: 0.0451, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0503 [2020-10-19 10:35:33,986][root][INFO] - ===> Epoch[5662](28307/5): Loss -0.8228, Sem 0.0187, dir -0.9877, norm 0.1463, swav 0.0000 LR: 5.630e-02 Score 99.383 Data time: 0.0776, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2572 [2020-10-19 10:35:35,877][root][INFO] - ===> Epoch[5662](28308/5): Loss -0.8404, Sem 0.0178, dir -0.9875, norm 0.1294, swav 0.0000 LR: 5.630e-02 Score 99.402 Data time: 0.0780, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7779 [2020-10-19 10:35:38,474][root][INFO] - ===> Epoch[5662](28309/5): Loss -0.8082, Sem 0.0200, dir -0.9862, norm 0.1579, swav 0.0000 LR: 5.630e-02 Score 99.341 Data time: 0.0664, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.4759 [2020-10-19 10:35:40,792][root][INFO] - ===> Epoch[5662](28310/5): Loss -0.8470, Sem 0.0189, dir -0.9878, norm 0.1219, swav 0.0000 LR: 5.630e-02 Score 99.372 Data time: 0.0665, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2081 [2020-10-19 10:35:42,855][root][INFO] - ===> Epoch[5663](28311/5): Loss -0.8308, Sem 0.0156, dir -0.9883, norm 0.1419, swav 0.0000 LR: 5.630e-02 Score 99.459 Data time: 0.0876, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9645 [2020-10-19 10:35:46,031][root][INFO] - ===> Epoch[5663](28312/5): Loss -0.8261, Sem 0.0191, dir -0.9872, norm 0.1420, swav 0.0000 LR: 5.630e-02 Score 99.377 Data time: 0.0876, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 3.0565 [2020-10-19 10:35:48,467][root][INFO] - ===> Epoch[5663](28313/5): Loss -0.8284, Sem 0.0178, dir -0.9870, norm 0.1409, swav 0.0000 LR: 5.629e-02 Score 99.410 Data time: 0.0755, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3241 [2020-10-19 10:35:50,719][root][INFO] - ===> Epoch[5663](28314/5): Loss -0.8357, Sem 0.0186, dir -0.9858, norm 0.1315, swav 0.0000 LR: 5.629e-02 Score 99.374 Data time: 0.0660, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1560 [2020-10-19 10:35:52,934][root][INFO] - ===> Epoch[5663](28315/5): Loss -0.8302, Sem 0.0181, dir -0.9881, norm 0.1397, swav 0.0000 LR: 5.629e-02 Score 99.391 Data time: 0.0896, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1250 [2020-10-19 10:35:54,796][root][INFO] - ===> Epoch[5664](28316/5): Loss -0.8386, Sem 0.0191, dir -0.9876, norm 0.1299, swav 0.0000 LR: 5.629e-02 Score 99.348 Data time: 0.0712, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7322 [2020-10-19 10:35:56,731][root][INFO] - ===> Epoch[5664](28317/5): Loss -0.8314, Sem 0.0182, dir -0.9866, norm 0.1370, swav 0.0000 LR: 5.629e-02 Score 99.398 Data time: 0.0696, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8602 [2020-10-19 10:35:58,990][root][INFO] - ===> Epoch[5664](28318/5): Loss -0.8339, Sem 0.0185, dir -0.9873, norm 0.1349, swav 0.0000 LR: 5.629e-02 Score 99.380 Data time: 0.1288, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1577 [2020-10-19 10:36:01,134][root][INFO] - ===> Epoch[5664](28319/5): Loss -0.8250, Sem 0.0168, dir -0.9858, norm 0.1439, swav 0.0000 LR: 5.628e-02 Score 99.441 Data time: 0.0911, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0504 [2020-10-19 10:36:03,656][root][INFO] - ===> Epoch[5664](28320/5): Loss -0.8458, Sem 0.0151, dir -0.9884, norm 0.1274, swav 0.0000 LR: 5.628e-02 Score 99.493 Data time: 0.0758, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.4061 [2020-10-19 10:36:06,040][root][INFO] - ===> Epoch[5665](28321/5): Loss -0.8340, Sem 0.0172, dir -0.9880, norm 0.1368, swav 0.0000 LR: 5.628e-02 Score 99.430 Data time: 0.0809, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2951 [2020-10-19 10:36:08,096][root][INFO] - ===> Epoch[5665](28322/5): Loss -0.8278, Sem 0.0198, dir -0.9868, norm 0.1391, swav 0.0000 LR: 5.628e-02 Score 99.326 Data time: 0.0840, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9474 [2020-10-19 10:36:10,266][root][INFO] - ===> Epoch[5665](28323/5): Loss -0.8288, Sem 0.0174, dir -0.9856, norm 0.1394, swav 0.0000 LR: 5.628e-02 Score 99.417 Data time: 0.0469, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0530 [2020-10-19 10:36:12,438][root][INFO] - ===> Epoch[5665](28324/5): Loss -0.8315, Sem 0.0192, dir -0.9866, norm 0.1359, swav 0.0000 LR: 5.628e-02 Score 99.345 Data time: 0.0604, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1044 [2020-10-19 10:36:14,480][root][INFO] - ===> Epoch[5665](28325/5): Loss -0.8405, Sem 0.0162, dir -0.9887, norm 0.1320, swav 0.0000 LR: 5.627e-02 Score 99.458 Data time: 0.0544, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9480 [2020-10-19 10:36:16,453][root][INFO] - ===> Epoch[5666](28326/5): Loss -0.8485, Sem 0.0175, dir -0.9876, norm 0.1215, swav 0.0000 LR: 5.627e-02 Score 99.407 Data time: 0.0641, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8712 [2020-10-19 10:36:18,344][root][INFO] - ===> Epoch[5666](28327/5): Loss -0.8186, Sem 0.0212, dir -0.9835, norm 0.1437, swav 0.0000 LR: 5.627e-02 Score 99.304 Data time: 0.0654, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7991 [2020-10-19 10:36:20,507][root][INFO] - ===> Epoch[5666](28328/5): Loss -0.8304, Sem 0.0174, dir -0.9865, norm 0.1386, swav 0.0000 LR: 5.627e-02 Score 99.411 Data time: 0.0906, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0417 [2020-10-19 10:36:22,546][root][INFO] - ===> Epoch[5666](28329/5): Loss -0.8373, Sem 0.0179, dir -0.9869, norm 0.1317, swav 0.0000 LR: 5.627e-02 Score 99.411 Data time: 0.0693, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8950 [2020-10-19 10:36:24,528][root][INFO] - ===> Epoch[5666](28330/5): Loss -0.8394, Sem 0.0166, dir -0.9881, norm 0.1321, swav 0.0000 LR: 5.627e-02 Score 99.439 Data time: 0.0772, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8949 [2020-10-19 10:36:26,699][root][INFO] - ===> Epoch[5667](28331/5): Loss -0.8405, Sem 0.0174, dir -0.9876, norm 0.1297, swav 0.0000 LR: 5.627e-02 Score 99.404 Data time: 0.0731, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0619 [2020-10-19 10:36:29,214][root][INFO] - ===> Epoch[5667](28332/5): Loss -0.8356, Sem 0.0155, dir -0.9870, norm 0.1359, swav 0.0000 LR: 5.626e-02 Score 99.477 Data time: 0.0650, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.4244 [2020-10-19 10:36:31,311][root][INFO] - ===> Epoch[5667](28333/5): Loss -0.8270, Sem 0.0209, dir -0.9867, norm 0.1389, swav 0.0000 LR: 5.626e-02 Score 99.294 Data time: 0.0886, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9899 [2020-10-19 10:36:33,374][root][INFO] - ===> Epoch[5667](28334/5): Loss -0.8384, Sem 0.0185, dir -0.9873, norm 0.1304, swav 0.0000 LR: 5.626e-02 Score 99.366 Data time: 0.0808, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9448 [2020-10-19 10:36:35,837][root][INFO] - ===> Epoch[5667](28335/5): Loss -0.8201, Sem 0.0155, dir -0.9865, norm 0.1509, swav 0.0000 LR: 5.626e-02 Score 99.491 Data time: 0.0764, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3460 [2020-10-19 10:36:37,675][root][INFO] - ===> Epoch[5668](28336/5): Loss -0.8404, Sem 0.0169, dir -0.9879, norm 0.1306, swav 0.0000 LR: 5.626e-02 Score 99.424 Data time: 0.0685, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7198 [2020-10-19 10:36:39,825][root][INFO] - ===> Epoch[5668](28337/5): Loss -0.8435, Sem 0.0187, dir -0.9885, norm 0.1263, swav 0.0000 LR: 5.626e-02 Score 99.361 Data time: 0.0791, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0644 [2020-10-19 10:36:41,904][root][INFO] - ===> Epoch[5668](28338/5): Loss -0.8388, Sem 0.0156, dir -0.9888, norm 0.1344, swav 0.0000 LR: 5.625e-02 Score 99.469 Data time: 0.0749, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9702 [2020-10-19 10:36:44,576][root][INFO] - ===> Epoch[5668](28339/5): Loss -0.8119, Sem 0.0207, dir -0.9855, norm 0.1529, swav 0.0000 LR: 5.625e-02 Score 99.313 Data time: 0.1411, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.5777 [2020-10-19 10:36:46,856][root][INFO] - ===> Epoch[5668](28340/5): Loss -0.8248, Sem 0.0197, dir -0.9858, norm 0.1413, swav 0.0000 LR: 5.625e-02 Score 99.348 Data time: 0.0836, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1665 [2020-10-19 10:36:49,312][root][INFO] - ===> Epoch[5669](28341/5): Loss -0.8422, Sem 0.0157, dir -0.9882, norm 0.1303, swav 0.0000 LR: 5.625e-02 Score 99.468 Data time: 0.0820, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3426 [2020-10-19 10:36:51,516][root][INFO] - ===> Epoch[5669](28342/5): Loss -0.8328, Sem 0.0162, dir -0.9875, norm 0.1385, swav 0.0000 LR: 5.625e-02 Score 99.460 Data time: 0.0714, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0858 [2020-10-19 10:36:53,633][root][INFO] - ===> Epoch[5669](28343/5): Loss -0.8320, Sem 0.0190, dir -0.9870, norm 0.1360, swav 0.0000 LR: 5.625e-02 Score 99.362 Data time: 0.0640, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0222 [2020-10-19 10:36:55,988][root][INFO] - ===> Epoch[5669](28344/5): Loss -0.8354, Sem 0.0176, dir -0.9875, norm 0.1345, swav 0.0000 LR: 5.624e-02 Score 99.410 Data time: 0.0957, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2989 [2020-10-19 10:36:58,251][root][INFO] - ===> Epoch[5669](28345/5): Loss -0.8281, Sem 0.0189, dir -0.9878, norm 0.1408, swav 0.0000 LR: 5.624e-02 Score 99.373 Data time: 0.0767, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1503 [2020-10-19 10:37:00,697][root][INFO] - ===> Epoch[5670](28346/5): Loss -0.8353, Sem 0.0179, dir -0.9873, norm 0.1341, swav 0.0000 LR: 5.624e-02 Score 99.401 Data time: 0.0715, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3663 [2020-10-19 10:37:02,683][root][INFO] - ===> Epoch[5670](28347/5): Loss -0.8247, Sem 0.0183, dir -0.9857, norm 0.1427, swav 0.0000 LR: 5.624e-02 Score 99.389 Data time: 0.0706, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8916 [2020-10-19 10:37:05,049][root][INFO] - ===> Epoch[5670](28348/5): Loss -0.8315, Sem 0.0183, dir -0.9871, norm 0.1373, swav 0.0000 LR: 5.624e-02 Score 99.391 Data time: 0.0611, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2645 [2020-10-19 10:37:07,868][root][INFO] - ===> Epoch[5670](28349/5): Loss -0.8238, Sem 0.0155, dir -0.9889, norm 0.1496, swav 0.0000 LR: 5.624e-02 Score 99.481 Data time: 0.0883, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.7175 [2020-10-19 10:37:09,589][root][INFO] - ===> Epoch[5670](28350/5): Loss -0.8160, Sem 0.0203, dir -0.9864, norm 0.1501, swav 0.0000 LR: 5.623e-02 Score 99.319 Data time: 0.0681, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.6062 [2020-10-19 10:37:11,810][root][INFO] - ===> Epoch[5671](28351/5): Loss -0.8395, Sem 0.0171, dir -0.9876, norm 0.1311, swav 0.0000 LR: 5.623e-02 Score 99.412 Data time: 0.0580, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1235 [2020-10-19 10:37:14,268][root][INFO] - ===> Epoch[5671](28352/5): Loss -0.8292, Sem 0.0165, dir -0.9860, norm 0.1403, swav 0.0000 LR: 5.623e-02 Score 99.453 Data time: 0.0910, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3403 [2020-10-19 10:37:16,299][root][INFO] - ===> Epoch[5671](28353/5): Loss -0.8523, Sem 0.0159, dir -0.9889, norm 0.1207, swav 0.0000 LR: 5.623e-02 Score 99.457 Data time: 0.0644, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9050 [2020-10-19 10:37:18,348][root][INFO] - ===> Epoch[5671](28354/5): Loss -0.8441, Sem 0.0182, dir -0.9878, norm 0.1255, swav 0.0000 LR: 5.623e-02 Score 99.394 Data time: 0.0629, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9516 [2020-10-19 10:37:20,929][root][INFO] - ===> Epoch[5671](28355/5): Loss -0.8334, Sem 0.0169, dir -0.9870, norm 0.1366, swav 0.0000 LR: 5.623e-02 Score 99.420 Data time: 0.0735, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.4957 [2020-10-19 10:37:22,903][root][INFO] - ===> Epoch[5672](28356/5): Loss -0.8401, Sem 0.0159, dir -0.9891, norm 0.1331, swav 0.0000 LR: 5.623e-02 Score 99.469 Data time: 0.0669, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8859 [2020-10-19 10:37:25,043][root][INFO] - ===> Epoch[5672](28357/5): Loss -0.8339, Sem 0.0181, dir -0.9868, norm 0.1348, swav 0.0000 LR: 5.622e-02 Score 99.389 Data time: 0.0463, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0376 [2020-10-19 10:37:26,976][root][INFO] - ===> Epoch[5672](28358/5): Loss -0.8316, Sem 0.0180, dir -0.9869, norm 0.1373, swav 0.0000 LR: 5.622e-02 Score 99.388 Data time: 0.0755, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8590 [2020-10-19 10:37:29,000][root][INFO] - ===> Epoch[5672](28359/5): Loss -0.8465, Sem 0.0171, dir -0.9868, norm 0.1232, swav 0.0000 LR: 5.622e-02 Score 99.411 Data time: 0.0637, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9073 [2020-10-19 10:37:31,110][root][INFO] - ===> Epoch[5672](28360/5): Loss -0.8388, Sem 0.0179, dir -0.9882, norm 0.1316, swav 0.0000 LR: 5.622e-02 Score 99.399 Data time: 0.0589, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0329 [2020-10-19 10:37:33,296][root][INFO] - ===> Epoch[5673](28361/5): Loss -0.8439, Sem 0.0176, dir -0.9885, norm 0.1271, swav 0.0000 LR: 5.622e-02 Score 99.413 Data time: 0.0840, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1163 [2020-10-19 10:37:35,401][root][INFO] - ===> Epoch[5673](28362/5): Loss -0.8463, Sem 0.0166, dir -0.9876, norm 0.1247, swav 0.0000 LR: 5.622e-02 Score 99.440 Data time: 0.0816, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9883 [2020-10-19 10:37:37,730][root][INFO] - ===> Epoch[5673](28363/5): Loss -0.8476, Sem 0.0159, dir -0.9877, norm 0.1242, swav 0.0000 LR: 5.621e-02 Score 99.466 Data time: 0.0683, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2109 [2020-10-19 10:37:40,382][root][INFO] - ===> Epoch[5673](28364/5): Loss -0.8470, Sem 0.0183, dir -0.9876, norm 0.1224, swav 0.0000 LR: 5.621e-02 Score 99.379 Data time: 0.0756, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.5560 [2020-10-19 10:37:42,220][root][INFO] - ===> Epoch[5673](28365/5): Loss -0.8231, Sem 0.0177, dir -0.9869, norm 0.1461, swav 0.0000 LR: 5.621e-02 Score 99.404 Data time: 0.0807, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7335 [2020-10-19 10:37:44,325][root][INFO] - ===> Epoch[5674](28366/5): Loss -0.8482, Sem 0.0172, dir -0.9889, norm 0.1235, swav 0.0000 LR: 5.621e-02 Score 99.417 Data time: 0.0619, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9807 [2020-10-19 10:37:46,195][root][INFO] - ===> Epoch[5674](28367/5): Loss -0.8447, Sem 0.0175, dir -0.9870, norm 0.1249, swav 0.0000 LR: 5.621e-02 Score 99.413 Data time: 0.0735, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7816 [2020-10-19 10:37:48,154][root][INFO] - ===> Epoch[5674](28368/5): Loss -0.8476, Sem 0.0165, dir -0.9885, norm 0.1244, swav 0.0000 LR: 5.621e-02 Score 99.448 Data time: 0.0786, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8612 [2020-10-19 10:37:50,353][root][INFO] - ===> Epoch[5674](28369/5): Loss -0.8411, Sem 0.0169, dir -0.9875, norm 0.1296, swav 0.0000 LR: 5.620e-02 Score 99.449 Data time: 0.0746, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0639 [2020-10-19 10:37:52,951][root][INFO] - ===> Epoch[5674](28370/5): Loss -0.8360, Sem 0.0169, dir -0.9880, norm 0.1351, swav 0.0000 LR: 5.620e-02 Score 99.434 Data time: 0.0821, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.5073 [2020-10-19 10:37:55,233][root][INFO] - ===> Epoch[5675](28371/5): Loss -0.8324, Sem 0.0174, dir -0.9862, norm 0.1364, swav 0.0000 LR: 5.620e-02 Score 99.426 Data time: 0.0879, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1681 [2020-10-19 10:37:57,376][root][INFO] - ===> Epoch[5675](28372/5): Loss -0.8502, Sem 0.0158, dir -0.9896, norm 0.1236, swav 0.0000 LR: 5.620e-02 Score 99.464 Data time: 0.0777, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0099 [2020-10-19 10:37:59,638][root][INFO] - ===> Epoch[5675](28373/5): Loss -0.8494, Sem 0.0184, dir -0.9873, norm 0.1195, swav 0.0000 LR: 5.620e-02 Score 99.382 Data time: 0.1033, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1597 [2020-10-19 10:38:01,727][root][INFO] - ===> Epoch[5675](28374/5): Loss -0.8439, Sem 0.0176, dir -0.9871, norm 0.1255, swav 0.0000 LR: 5.620e-02 Score 99.408 Data time: 0.0616, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9706 [2020-10-19 10:38:04,537][root][INFO] - ===> Epoch[5675](28375/5): Loss -0.8249, Sem 0.0183, dir -0.9865, norm 0.1434, swav 0.0000 LR: 5.619e-02 Score 99.403 Data time: 0.0539, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.7111 [2020-10-19 10:38:06,402][root][INFO] - ===> Epoch[5676](28376/5): Loss -0.8513, Sem 0.0169, dir -0.9878, norm 0.1196, swav 0.0000 LR: 5.619e-02 Score 99.431 Data time: 0.0779, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7807 [2020-10-19 10:38:08,354][root][INFO] - ===> Epoch[5676](28377/5): Loss -0.8405, Sem 0.0183, dir -0.9880, norm 0.1292, swav 0.0000 LR: 5.619e-02 Score 99.390 Data time: 0.0591, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8403 [2020-10-19 10:38:10,548][root][INFO] - ===> Epoch[5676](28378/5): Loss -0.8407, Sem 0.0184, dir -0.9864, norm 0.1272, swav 0.0000 LR: 5.619e-02 Score 99.388 Data time: 0.0771, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0909 [2020-10-19 10:38:12,689][root][INFO] - ===> Epoch[5676](28379/5): Loss -0.8375, Sem 0.0185, dir -0.9879, norm 0.1319, swav 0.0000 LR: 5.619e-02 Score 99.387 Data time: 0.0856, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0128 [2020-10-19 10:38:14,642][root][INFO] - ===> Epoch[5676](28380/5): Loss -0.8468, Sem 0.0168, dir -0.9878, norm 0.1242, swav 0.0000 LR: 5.619e-02 Score 99.427 Data time: 0.0627, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8437 [2020-10-19 10:38:16,845][root][INFO] - ===> Epoch[5677](28381/5): Loss -0.8519, Sem 0.0159, dir -0.9876, norm 0.1198, swav 0.0000 LR: 5.619e-02 Score 99.462 Data time: 0.0705, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1348 [2020-10-19 10:38:19,102][root][INFO] - ===> Epoch[5677](28382/5): Loss -0.8379, Sem 0.0183, dir -0.9875, norm 0.1313, swav 0.0000 LR: 5.618e-02 Score 99.405 Data time: 0.0658, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1724 [2020-10-19 10:38:21,447][root][INFO] - ===> Epoch[5677](28383/5): Loss -0.8261, Sem 0.0190, dir -0.9877, norm 0.1427, swav 0.0000 LR: 5.618e-02 Score 99.372 Data time: 0.0759, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2317 [2020-10-19 10:38:23,512][root][INFO] - ===> Epoch[5677](28384/5): Loss -0.8432, Sem 0.0183, dir -0.9863, norm 0.1248, swav 0.0000 LR: 5.618e-02 Score 99.390 Data time: 0.0711, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9488 [2020-10-19 10:38:25,550][root][INFO] - ===> Epoch[5677](28385/5): Loss -0.8293, Sem 0.0171, dir -0.9887, norm 0.1423, swav 0.0000 LR: 5.618e-02 Score 99.433 Data time: 0.0657, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9404 [2020-10-19 10:38:27,520][root][INFO] - ===> Epoch[5678](28386/5): Loss -0.8421, Sem 0.0169, dir -0.9866, norm 0.1276, swav 0.0000 LR: 5.618e-02 Score 99.433 Data time: 0.0760, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8857 [2020-10-19 10:38:30,004][root][INFO] - ===> Epoch[5678](28387/5): Loss -0.8333, Sem 0.0198, dir -0.9867, norm 0.1337, swav 0.0000 LR: 5.618e-02 Score 99.338 Data time: 0.2184, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3830 [2020-10-19 10:38:31,768][root][INFO] - ===> Epoch[5678](28388/5): Loss -0.8287, Sem 0.0187, dir -0.9881, norm 0.1408, swav 0.0000 LR: 5.617e-02 Score 99.378 Data time: 0.0691, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.6255 [2020-10-19 10:38:33,952][root][INFO] - ===> Epoch[5678](28389/5): Loss -0.8396, Sem 0.0194, dir -0.9880, norm 0.1290, swav 0.0000 LR: 5.617e-02 Score 99.335 Data time: 0.1450, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0831 [2020-10-19 10:38:36,490][root][INFO] - ===> Epoch[5678](28390/5): Loss -0.8382, Sem 0.0156, dir -0.9872, norm 0.1333, swav 0.0000 LR: 5.617e-02 Score 99.477 Data time: 0.0831, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.4287 [2020-10-19 10:38:38,630][root][INFO] - ===> Epoch[5679](28391/5): Loss -0.8355, Sem 0.0168, dir -0.9876, norm 0.1353, swav 0.0000 LR: 5.617e-02 Score 99.432 Data time: 0.0674, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0289 [2020-10-19 10:38:41,142][root][INFO] - ===> Epoch[5679](28392/5): Loss -0.8255, Sem 0.0188, dir -0.9864, norm 0.1422, swav 0.0000 LR: 5.617e-02 Score 99.369 Data time: 0.0896, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3887 [2020-10-19 10:38:43,281][root][INFO] - ===> Epoch[5679](28393/5): Loss -0.8472, Sem 0.0167, dir -0.9887, norm 0.1248, swav 0.0000 LR: 5.617e-02 Score 99.431 Data time: 0.0832, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0076 [2020-10-19 10:38:45,297][root][INFO] - ===> Epoch[5679](28394/5): Loss -0.8355, Sem 0.0166, dir -0.9876, norm 0.1355, swav 0.0000 LR: 5.616e-02 Score 99.442 Data time: 0.0834, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8819 [2020-10-19 10:38:47,626][root][INFO] - ===> Epoch[5679](28395/5): Loss -0.8212, Sem 0.0194, dir -0.9876, norm 0.1470, swav 0.0000 LR: 5.616e-02 Score 99.336 Data time: 0.0773, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2148 [2020-10-19 10:38:50,209][root][INFO] - ===> Epoch[5680](28396/5): Loss -0.8295, Sem 0.0182, dir -0.9858, norm 0.1380, swav 0.0000 LR: 5.616e-02 Score 99.403 Data time: 0.0827, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.4567 [2020-10-19 10:38:52,725][root][INFO] - ===> Epoch[5680](28397/5): Loss -0.8329, Sem 0.0168, dir -0.9883, norm 0.1386, swav 0.0000 LR: 5.616e-02 Score 99.437 Data time: 0.0902, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3966 [2020-10-19 10:38:54,770][root][INFO] - ===> Epoch[5680](28398/5): Loss -0.8439, Sem 0.0171, dir -0.9883, norm 0.1272, swav 0.0000 LR: 5.616e-02 Score 99.426 Data time: 0.1072, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9063 [2020-10-19 10:38:57,233][root][INFO] - ===> Epoch[5680](28399/5): Loss -0.8297, Sem 0.0173, dir -0.9869, norm 0.1398, swav 0.0000 LR: 5.616e-02 Score 99.423 Data time: 0.0918, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3574 [2020-10-19 10:38:59,425][root][INFO] - ===> Epoch[5680](28400/5): Loss -0.8381, Sem 0.0169, dir -0.9866, norm 0.1316, swav 0.0000 LR: 5.615e-02 Score 99.424 Data time: 0.0790, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0727 [2020-10-19 10:39:00,827][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 10:39:01,025][root][INFO] - ===> Start testing [2020-10-19 10:39:40,132][root][INFO] - 68/68: Data time: 0.1695, Iter time: 0.2899 Loss 0.193 (AVG: 0.545) Score 95.860 (AVG: 90.494) mIOU 69.455 mAP 83.262 mAcc 76.511 IOU: 61.768 0.037 81.021 73.531 93.978 90.697 36.799 77.920 98.108 62.957 80.341 86.280 59.472 mAP: 81.203 7.234 95.737 86.426 98.827 98.512 57.227 96.920 99.720 82.752 93.402 94.589 89.851 mAcc: 78.643 0.182 90.198 81.240 95.283 96.999 40.850 94.972 99.094 67.758 90.656 96.237 62.530 [2020-10-19 10:39:40,137][root][INFO] - Finished test. Elapsed time: 39.1063 [2020-10-19 10:39:43,097][root][INFO] - [2020-10-19 10:39:43,098][root][INFO] - ################################################################ [2020-10-19 10:39:43,098][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 10:39:43,098][root][INFO] - ################################################################ [2020-10-19 10:39:43,098][root][INFO] - clutter : nan nan nan [2020-10-19 10:39:43,098][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 10:39:43,098][root][INFO] - board : 0.797 0.876 0.949 [2020-10-19 10:39:43,098][root][INFO] - bookcase : 0.213 0.341 0.503 [2020-10-19 10:39:43,098][root][INFO] - ceiling : 0.474 0.511 0.584 [2020-10-19 10:39:43,098][root][INFO] - chair : 0.822 0.914 0.917 [2020-10-19 10:39:43,098][root][INFO] - column : 0.212 0.311 0.454 [2020-10-19 10:39:43,098][root][INFO] - door : 0.807 0.960 0.981 [2020-10-19 10:39:43,098][root][INFO] - floor : 0.805 0.808 0.821 [2020-10-19 10:39:43,098][root][INFO] - sofa : 0.391 0.636 0.727 [2020-10-19 10:39:43,098][root][INFO] - table : 0.148 0.300 0.589 [2020-10-19 10:39:43,098][root][INFO] - wall : 0.538 0.727 0.812 [2020-10-19 10:39:43,098][root][INFO] - window : 0.476 0.710 0.735 [2020-10-19 10:39:43,098][root][INFO] - ---------------------------------------------------------------- [2020-10-19 10:39:43,098][root][INFO] - average : 0.474 0.591 0.673 [2020-10-19 10:39:43,098][root][INFO] - [2020-10-19 10:39:43,275][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 10:39:43,277][root][INFO] - Current best mIoU: 71.243 at iter 28000 [2020-10-19 10:39:44,726][root][INFO] - ===> Epoch[5681](28401/5): Loss -0.8302, Sem 0.0186, dir -0.9877, norm 0.1390, swav 0.0000 LR: 5.615e-02 Score 99.369 Data time: 0.0663, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.4438 [2020-10-19 10:39:46,666][root][INFO] - ===> Epoch[5681](28402/5): Loss -0.8506, Sem 0.0154, dir -0.9894, norm 0.1234, swav 0.0000 LR: 5.615e-02 Score 99.484 Data time: 0.0806, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8396 [2020-10-19 10:39:49,132][root][INFO] - ===> Epoch[5681](28403/5): Loss -0.8406, Sem 0.0167, dir -0.9877, norm 0.1304, swav 0.0000 LR: 5.615e-02 Score 99.438 Data time: 0.0538, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3581 [2020-10-19 10:39:51,207][root][INFO] - ===> Epoch[5681](28404/5): Loss -0.8384, Sem 0.0181, dir -0.9864, norm 0.1299, swav 0.0000 LR: 5.615e-02 Score 99.381 Data time: 0.0729, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9671 [2020-10-19 10:39:53,402][root][INFO] - ===> Epoch[5681](28405/5): Loss -0.8308, Sem 0.0167, dir -0.9871, norm 0.1397, swav 0.0000 LR: 5.615e-02 Score 99.443 Data time: 0.0957, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0896 [2020-10-19 10:39:55,441][root][INFO] - ===> Epoch[5682](28406/5): Loss -0.8203, Sem 0.0175, dir -0.9867, norm 0.1489, swav 0.0000 LR: 5.615e-02 Score 99.418 Data time: 0.0646, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9028 [2020-10-19 10:39:57,604][root][INFO] - ===> Epoch[5682](28407/5): Loss -0.8302, Sem 0.0183, dir -0.9867, norm 0.1381, swav 0.0000 LR: 5.614e-02 Score 99.393 Data time: 0.0814, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0636 [2020-10-19 10:39:59,819][root][INFO] - ===> Epoch[5682](28408/5): Loss -0.8437, Sem 0.0155, dir -0.9885, norm 0.1293, swav 0.0000 LR: 5.614e-02 Score 99.475 Data time: 0.1582, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1108 [2020-10-19 10:40:02,144][root][INFO] - ===> Epoch[5682](28409/5): Loss -0.8349, Sem 0.0170, dir -0.9881, norm 0.1362, swav 0.0000 LR: 5.614e-02 Score 99.421 Data time: 0.0996, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2089 [2020-10-19 10:40:04,167][root][INFO] - ===> Epoch[5682](28410/5): Loss -0.8322, Sem 0.0195, dir -0.9855, norm 0.1339, swav 0.0000 LR: 5.614e-02 Score 99.351 Data time: 0.0885, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9020 [2020-10-19 10:40:06,550][root][INFO] - ===> Epoch[5683](28411/5): Loss -0.8352, Sem 0.0177, dir -0.9887, norm 0.1358, swav 0.0000 LR: 5.614e-02 Score 99.424 Data time: 0.0858, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2853 [2020-10-19 10:40:08,375][root][INFO] - ===> Epoch[5683](28412/5): Loss -0.8292, Sem 0.0195, dir -0.9864, norm 0.1377, swav 0.0000 LR: 5.614e-02 Score 99.363 Data time: 0.0663, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7356 [2020-10-19 10:40:10,451][root][INFO] - ===> Epoch[5683](28413/5): Loss -0.8386, Sem 0.0174, dir -0.9877, norm 0.1318, swav 0.0000 LR: 5.613e-02 Score 99.418 Data time: 0.0819, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0123 [2020-10-19 10:40:12,820][root][INFO] - ===> Epoch[5683](28414/5): Loss -0.8336, Sem 0.0181, dir -0.9868, norm 0.1351, swav 0.0000 LR: 5.613e-02 Score 99.400 Data time: 0.0882, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2572 [2020-10-19 10:40:15,386][root][INFO] - ===> Epoch[5683](28415/5): Loss -0.8311, Sem 0.0201, dir -0.9859, norm 0.1347, swav 0.0000 LR: 5.613e-02 Score 99.333 Data time: 0.0852, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.4494 [2020-10-19 10:40:18,096][root][INFO] - ===> Epoch[5684](28416/5): Loss -0.8368, Sem 0.0163, dir -0.9883, norm 0.1353, swav 0.0000 LR: 5.613e-02 Score 99.446 Data time: 0.0788, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.6041 [2020-10-19 10:40:20,116][root][INFO] - ===> Epoch[5684](28417/5): Loss -0.8494, Sem 0.0154, dir -0.9895, norm 0.1247, swav 0.0000 LR: 5.613e-02 Score 99.474 Data time: 0.0965, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9175 [2020-10-19 10:40:22,064][root][INFO] - ===> Epoch[5684](28418/5): Loss -0.8287, Sem 0.0196, dir -0.9861, norm 0.1378, swav 0.0000 LR: 5.613e-02 Score 99.337 Data time: 0.0885, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8529 [2020-10-19 10:40:24,316][root][INFO] - ===> Epoch[5684](28419/5): Loss -0.8491, Sem 0.0174, dir -0.9881, norm 0.1215, swav 0.0000 LR: 5.612e-02 Score 99.421 Data time: 0.0719, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1574 [2020-10-19 10:40:26,505][root][INFO] - ===> Epoch[5684](28420/5): Loss -0.8375, Sem 0.0198, dir -0.9882, norm 0.1309, swav 0.0000 LR: 5.612e-02 Score 99.361 Data time: 0.0681, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1180 [2020-10-19 10:40:28,754][root][INFO] - ===> Epoch[5685](28421/5): Loss -0.8321, Sem 0.0193, dir -0.9867, norm 0.1354, swav 0.0000 LR: 5.612e-02 Score 99.347 Data time: 0.0644, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1566 [2020-10-19 10:40:30,999][root][INFO] - ===> Epoch[5685](28422/5): Loss -0.8219, Sem 0.0207, dir -0.9867, norm 0.1441, swav 0.0000 LR: 5.612e-02 Score 99.334 Data time: 0.0636, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1685 [2020-10-19 10:40:33,302][root][INFO] - ===> Epoch[5685](28423/5): Loss -0.8329, Sem 0.0181, dir -0.9878, norm 0.1367, swav 0.0000 LR: 5.612e-02 Score 99.410 Data time: 0.1089, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1894 [2020-10-19 10:40:36,043][root][INFO] - ===> Epoch[5685](28424/5): Loss -0.8395, Sem 0.0183, dir -0.9863, norm 0.1286, swav 0.0000 LR: 5.612e-02 Score 99.397 Data time: 0.1331, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.6430 [2020-10-19 10:40:38,452][root][INFO] - ===> Epoch[5685](28425/5): Loss -0.8279, Sem 0.0182, dir -0.9863, norm 0.1403, swav 0.0000 LR: 5.611e-02 Score 99.381 Data time: 0.0699, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3028 [2020-10-19 10:40:40,348][root][INFO] - ===> Epoch[5686](28426/5): Loss -0.8358, Sem 0.0190, dir -0.9868, norm 0.1320, swav 0.0000 LR: 5.611e-02 Score 99.355 Data time: 0.0596, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8037 [2020-10-19 10:40:42,259][root][INFO] - ===> Epoch[5686](28427/5): Loss -0.8463, Sem 0.0184, dir -0.9877, norm 0.1231, swav 0.0000 LR: 5.611e-02 Score 99.364 Data time: 0.0605, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8572 [2020-10-19 10:40:44,283][root][INFO] - ===> Epoch[5686](28428/5): Loss -0.8504, Sem 0.0177, dir -0.9881, norm 0.1200, swav 0.0000 LR: 5.611e-02 Score 99.414 Data time: 0.0906, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9470 [2020-10-19 10:40:46,380][root][INFO] - ===> Epoch[5686](28429/5): Loss -0.8408, Sem 0.0163, dir -0.9881, norm 0.1310, swav 0.0000 LR: 5.611e-02 Score 99.458 Data time: 0.0834, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0204 [2020-10-19 10:40:48,715][root][INFO] - ===> Epoch[5686](28430/5): Loss -0.8383, Sem 0.0182, dir -0.9872, norm 0.1307, swav 0.0000 LR: 5.611e-02 Score 99.389 Data time: 0.1109, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2247 [2020-10-19 10:40:50,879][root][INFO] - ===> Epoch[5687](28431/5): Loss -0.8249, Sem 0.0189, dir -0.9866, norm 0.1428, swav 0.0000 LR: 5.611e-02 Score 99.368 Data time: 0.0963, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0661 [2020-10-19 10:40:52,953][root][INFO] - ===> Epoch[5687](28432/5): Loss -0.8239, Sem 0.0187, dir -0.9879, norm 0.1454, swav 0.0000 LR: 5.610e-02 Score 99.376 Data time: 0.0698, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9572 [2020-10-19 10:40:55,161][root][INFO] - ===> Epoch[5687](28433/5): Loss -0.8357, Sem 0.0194, dir -0.9875, norm 0.1324, swav 0.0000 LR: 5.610e-02 Score 99.360 Data time: 0.0628, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1239 [2020-10-19 10:40:57,428][root][INFO] - ===> Epoch[5687](28434/5): Loss -0.8341, Sem 0.0166, dir -0.9875, norm 0.1368, swav 0.0000 LR: 5.610e-02 Score 99.450 Data time: 0.0852, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1827 [2020-10-19 10:40:59,363][root][INFO] - ===> Epoch[5687](28435/5): Loss -0.8184, Sem 0.0194, dir -0.9865, norm 0.1487, swav 0.0000 LR: 5.610e-02 Score 99.344 Data time: 0.0599, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8453 [2020-10-19 10:41:01,534][root][INFO] - ===> Epoch[5688](28436/5): Loss -0.8340, Sem 0.0175, dir -0.9872, norm 0.1357, swav 0.0000 LR: 5.610e-02 Score 99.405 Data time: 0.0748, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1053 [2020-10-19 10:41:03,237][root][INFO] - ===> Epoch[5688](28437/5): Loss -0.8415, Sem 0.0181, dir -0.9880, norm 0.1283, swav 0.0000 LR: 5.610e-02 Score 99.387 Data time: 0.0614, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.5904 [2020-10-19 10:41:05,640][root][INFO] - ===> Epoch[5688](28438/5): Loss -0.8209, Sem 0.0186, dir -0.9877, norm 0.1482, swav 0.0000 LR: 5.609e-02 Score 99.380 Data time: 0.0654, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3187 [2020-10-19 10:41:07,743][root][INFO] - ===> Epoch[5688](28439/5): Loss -0.8259, Sem 0.0188, dir -0.9863, norm 0.1415, swav 0.0000 LR: 5.609e-02 Score 99.382 Data time: 0.0557, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9904 [2020-10-19 10:41:09,847][root][INFO] - ===> Epoch[5688](28440/5): Loss -0.8313, Sem 0.0184, dir -0.9875, norm 0.1378, swav 0.0000 LR: 5.609e-02 Score 99.374 Data time: 0.0668, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0241 [2020-10-19 10:41:12,744][root][INFO] - ===> Epoch[5689](28441/5): Loss -0.8306, Sem 0.0162, dir -0.9871, norm 0.1403, swav 0.0000 LR: 5.609e-02 Score 99.466 Data time: 0.0875, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.8130 [2020-10-19 10:41:14,657][root][INFO] - ===> Epoch[5689](28442/5): Loss -0.8304, Sem 0.0187, dir -0.9871, norm 0.1379, swav 0.0000 LR: 5.609e-02 Score 99.373 Data time: 0.0666, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7951 [2020-10-19 10:41:17,786][root][INFO] - ===> Epoch[5689](28443/5): Loss -0.8345, Sem 0.0170, dir -0.9880, norm 0.1364, swav 0.0000 LR: 5.609e-02 Score 99.424 Data time: 0.0695, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 3.0475 [2020-10-19 10:41:20,287][root][INFO] - ===> Epoch[5689](28444/5): Loss -0.8288, Sem 0.0191, dir -0.9875, norm 0.1397, swav 0.0000 LR: 5.608e-02 Score 99.347 Data time: 0.0691, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3773 [2020-10-19 10:41:22,658][root][INFO] - ===> Epoch[5689](28445/5): Loss -0.8263, Sem 0.0199, dir -0.9868, norm 0.1406, swav 0.0000 LR: 5.608e-02 Score 99.330 Data time: 0.0686, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1926 [2020-10-19 10:41:24,917][root][INFO] - ===> Epoch[5690](28446/5): Loss -0.8379, Sem 0.0174, dir -0.9877, norm 0.1325, swav 0.0000 LR: 5.608e-02 Score 99.413 Data time: 0.0611, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1520 [2020-10-19 10:41:27,126][root][INFO] - ===> Epoch[5690](28447/5): Loss -0.8398, Sem 0.0182, dir -0.9868, norm 0.1288, swav 0.0000 LR: 5.608e-02 Score 99.397 Data time: 0.0831, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1073 [2020-10-19 10:41:29,074][root][INFO] - ===> Epoch[5690](28448/5): Loss -0.8351, Sem 0.0193, dir -0.9863, norm 0.1320, swav 0.0000 LR: 5.608e-02 Score 99.364 Data time: 0.0753, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8350 [2020-10-19 10:41:31,265][root][INFO] - ===> Epoch[5690](28449/5): Loss -0.8386, Sem 0.0182, dir -0.9876, norm 0.1308, swav 0.0000 LR: 5.608e-02 Score 99.380 Data time: 0.0670, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0983 [2020-10-19 10:41:33,823][root][INFO] - ===> Epoch[5690](28450/5): Loss -0.8288, Sem 0.0178, dir -0.9869, norm 0.1403, swav 0.0000 LR: 5.607e-02 Score 99.402 Data time: 0.0497, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4579 [2020-10-19 10:41:36,039][root][INFO] - ===> Epoch[5691](28451/5): Loss -0.8271, Sem 0.0189, dir -0.9874, norm 0.1414, swav 0.0000 LR: 5.607e-02 Score 99.371 Data time: 0.0572, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1417 [2020-10-19 10:41:38,123][root][INFO] - ===> Epoch[5691](28452/5): Loss -0.8389, Sem 0.0173, dir -0.9880, norm 0.1318, swav 0.0000 LR: 5.607e-02 Score 99.407 Data time: 0.0918, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9986 [2020-10-19 10:41:40,196][root][INFO] - ===> Epoch[5691](28453/5): Loss -0.8356, Sem 0.0188, dir -0.9870, norm 0.1326, swav 0.0000 LR: 5.607e-02 Score 99.371 Data time: 0.0930, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9629 [2020-10-19 10:41:42,381][root][INFO] - ===> Epoch[5691](28454/5): Loss -0.8285, Sem 0.0179, dir -0.9871, norm 0.1408, swav 0.0000 LR: 5.607e-02 Score 99.401 Data time: 0.0851, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0617 [2020-10-19 10:41:44,376][root][INFO] - ===> Epoch[5691](28455/5): Loss -0.8452, Sem 0.0172, dir -0.9885, norm 0.1260, swav 0.0000 LR: 5.607e-02 Score 99.428 Data time: 0.1382, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8992 [2020-10-19 10:41:46,867][root][INFO] - ===> Epoch[5692](28456/5): Loss -0.8332, Sem 0.0184, dir -0.9861, norm 0.1345, swav 0.0000 LR: 5.607e-02 Score 99.381 Data time: 0.1276, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3947 [2020-10-19 10:41:48,783][root][INFO] - ===> Epoch[5692](28457/5): Loss -0.8312, Sem 0.0189, dir -0.9868, norm 0.1367, swav 0.0000 LR: 5.606e-02 Score 99.370 Data time: 0.0679, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7989 [2020-10-19 10:41:50,934][root][INFO] - ===> Epoch[5692](28458/5): Loss -0.8412, Sem 0.0164, dir -0.9875, norm 0.1299, swav 0.0000 LR: 5.606e-02 Score 99.450 Data time: 0.0809, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0477 [2020-10-19 10:41:54,005][root][INFO] - ===> Epoch[5692](28459/5): Loss -0.8242, Sem 0.0208, dir -0.9866, norm 0.1416, swav 0.0000 LR: 5.606e-02 Score 99.321 Data time: 0.0744, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.9494 [2020-10-19 10:41:56,024][root][INFO] - ===> Epoch[5692](28460/5): Loss -0.8567, Sem 0.0165, dir -0.9888, norm 0.1155, swav 0.0000 LR: 5.606e-02 Score 99.432 Data time: 0.0766, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9067 [2020-10-19 10:41:58,092][root][INFO] - ===> Epoch[5693](28461/5): Loss -0.8385, Sem 0.0169, dir -0.9871, norm 0.1317, swav 0.0000 LR: 5.606e-02 Score 99.425 Data time: 0.0792, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9740 [2020-10-19 10:42:00,220][root][INFO] - ===> Epoch[5693](28462/5): Loss -0.8465, Sem 0.0179, dir -0.9876, norm 0.1232, swav 0.0000 LR: 5.606e-02 Score 99.395 Data time: 0.0973, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0070 [2020-10-19 10:42:02,484][root][INFO] - ===> Epoch[5693](28463/5): Loss -0.8370, Sem 0.0177, dir -0.9875, norm 0.1328, swav 0.0000 LR: 5.605e-02 Score 99.414 Data time: 0.0658, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1550 [2020-10-19 10:42:05,570][root][INFO] - ===> Epoch[5693](28464/5): Loss -0.8400, Sem 0.0159, dir -0.9885, norm 0.1325, swav 0.0000 LR: 5.605e-02 Score 99.482 Data time: 0.0877, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.9792 [2020-10-19 10:42:07,733][root][INFO] - ===> Epoch[5693](28465/5): Loss -0.8302, Sem 0.0187, dir -0.9868, norm 0.1378, swav 0.0000 LR: 5.605e-02 Score 99.378 Data time: 0.0811, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0659 [2020-10-19 10:42:10,348][root][INFO] - ===> Epoch[5694](28466/5): Loss -0.8476, Sem 0.0181, dir -0.9885, norm 0.1228, swav 0.0000 LR: 5.605e-02 Score 99.392 Data time: 0.0791, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.5123 [2020-10-19 10:42:12,806][root][INFO] - ===> Epoch[5694](28467/5): Loss -0.8404, Sem 0.0186, dir -0.9867, norm 0.1277, swav 0.0000 LR: 5.605e-02 Score 99.382 Data time: 0.0701, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3422 [2020-10-19 10:42:14,832][root][INFO] - ===> Epoch[5694](28468/5): Loss -0.8341, Sem 0.0186, dir -0.9867, norm 0.1340, swav 0.0000 LR: 5.605e-02 Score 99.354 Data time: 0.0791, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9155 [2020-10-19 10:42:16,706][root][INFO] - ===> Epoch[5694](28469/5): Loss -0.8486, Sem 0.0169, dir -0.9885, norm 0.1230, swav 0.0000 LR: 5.604e-02 Score 99.432 Data time: 0.0736, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.7686 [2020-10-19 10:42:19,270][root][INFO] - ===> Epoch[5694](28470/5): Loss -0.8298, Sem 0.0194, dir -0.9863, norm 0.1372, swav 0.0000 LR: 5.604e-02 Score 99.361 Data time: 0.0455, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4603 [2020-10-19 10:42:21,546][root][INFO] - ===> Epoch[5695](28471/5): Loss -0.8380, Sem 0.0170, dir -0.9874, norm 0.1324, swav 0.0000 LR: 5.604e-02 Score 99.426 Data time: 0.0855, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1999 [2020-10-19 10:42:23,526][root][INFO] - ===> Epoch[5695](28472/5): Loss -0.8396, Sem 0.0176, dir -0.9883, norm 0.1311, swav 0.0000 LR: 5.604e-02 Score 99.406 Data time: 0.0670, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8670 [2020-10-19 10:42:25,673][root][INFO] - ===> Epoch[5695](28473/5): Loss -0.8204, Sem 0.0199, dir -0.9868, norm 0.1464, swav 0.0000 LR: 5.604e-02 Score 99.334 Data time: 0.0861, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0744 [2020-10-19 10:42:27,827][root][INFO] - ===> Epoch[5695](28474/5): Loss -0.8506, Sem 0.0164, dir -0.9875, norm 0.1204, swav 0.0000 LR: 5.604e-02 Score 99.432 Data time: 0.0787, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0366 [2020-10-19 10:42:30,052][root][INFO] - ===> Epoch[5695](28475/5): Loss -0.8323, Sem 0.0177, dir -0.9870, norm 0.1370, swav 0.0000 LR: 5.603e-02 Score 99.413 Data time: 0.0767, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1310 [2020-10-19 10:42:32,766][root][INFO] - ===> Epoch[5696](28476/5): Loss -0.8372, Sem 0.0180, dir -0.9870, norm 0.1318, swav 0.0000 LR: 5.603e-02 Score 99.399 Data time: 0.0634, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.6105 [2020-10-19 10:42:34,886][root][INFO] - ===> Epoch[5696](28477/5): Loss -0.8509, Sem 0.0178, dir -0.9874, norm 0.1186, swav 0.0000 LR: 5.603e-02 Score 99.384 Data time: 0.0639, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0236 [2020-10-19 10:42:36,938][root][INFO] - ===> Epoch[5696](28478/5): Loss -0.8400, Sem 0.0177, dir -0.9869, norm 0.1292, swav 0.0000 LR: 5.603e-02 Score 99.402 Data time: 0.0903, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9792 [2020-10-19 10:42:39,381][root][INFO] - ===> Epoch[5696](28479/5): Loss -0.8250, Sem 0.0189, dir -0.9870, norm 0.1431, swav 0.0000 LR: 5.603e-02 Score 99.377 Data time: 0.0554, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3184 [2020-10-19 10:42:41,566][root][INFO] - ===> Epoch[5696](28480/5): Loss -0.8382, Sem 0.0167, dir -0.9859, norm 0.1310, swav 0.0000 LR: 5.603e-02 Score 99.443 Data time: 0.0803, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1036 [2020-10-19 10:42:43,835][root][INFO] - ===> Epoch[5697](28481/5): Loss -0.8406, Sem 0.0182, dir -0.9880, norm 0.1291, swav 0.0000 LR: 5.603e-02 Score 99.402 Data time: 0.1439, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1606 [2020-10-19 10:42:46,159][root][INFO] - ===> Epoch[5697](28482/5): Loss -0.8360, Sem 0.0161, dir -0.9886, norm 0.1364, swav 0.0000 LR: 5.602e-02 Score 99.450 Data time: 0.1128, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2233 [2020-10-19 10:42:48,752][root][INFO] - ===> Epoch[5697](28483/5): Loss -0.8327, Sem 0.0192, dir -0.9878, norm 0.1359, swav 0.0000 LR: 5.602e-02 Score 99.352 Data time: 0.0860, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4882 [2020-10-19 10:42:51,280][root][INFO] - ===> Epoch[5697](28484/5): Loss -0.8300, Sem 0.0215, dir -0.9863, norm 0.1348, swav 0.0000 LR: 5.602e-02 Score 99.293 Data time: 0.0838, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4230 [2020-10-19 10:42:53,459][root][INFO] - ===> Epoch[5697](28485/5): Loss -0.8435, Sem 0.0180, dir -0.9871, norm 0.1256, swav 0.0000 LR: 5.602e-02 Score 99.394 Data time: 0.0997, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0684 [2020-10-19 10:42:55,568][root][INFO] - ===> Epoch[5698](28486/5): Loss -0.8291, Sem 0.0182, dir -0.9870, norm 0.1397, swav 0.0000 LR: 5.602e-02 Score 99.380 Data time: 0.0760, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0177 [2020-10-19 10:42:57,657][root][INFO] - ===> Epoch[5698](28487/5): Loss -0.8379, Sem 0.0192, dir -0.9865, norm 0.1294, swav 0.0000 LR: 5.602e-02 Score 99.347 Data time: 0.0855, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9828 [2020-10-19 10:42:59,493][root][INFO] - ===> Epoch[5698](28488/5): Loss -0.8422, Sem 0.0191, dir -0.9880, norm 0.1266, swav 0.0000 LR: 5.601e-02 Score 99.362 Data time: 0.0610, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.7281 [2020-10-19 10:43:01,662][root][INFO] - ===> Epoch[5698](28489/5): Loss -0.8312, Sem 0.0218, dir -0.9860, norm 0.1330, swav 0.0000 LR: 5.601e-02 Score 99.327 Data time: 0.0565, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0951 [2020-10-19 10:43:03,622][root][INFO] - ===> Epoch[5698](28490/5): Loss -0.8340, Sem 0.0167, dir -0.9866, norm 0.1358, swav 0.0000 LR: 5.601e-02 Score 99.436 Data time: 0.0815, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8826 [2020-10-19 10:43:06,160][root][INFO] - ===> Epoch[5699](28491/5): Loss -0.8395, Sem 0.0183, dir -0.9877, norm 0.1299, swav 0.0000 LR: 5.601e-02 Score 99.384 Data time: 0.0704, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4341 [2020-10-19 10:43:08,126][root][INFO] - ===> Epoch[5699](28492/5): Loss -0.8336, Sem 0.0179, dir -0.9878, norm 0.1362, swav 0.0000 LR: 5.601e-02 Score 99.403 Data time: 0.0623, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8646 [2020-10-19 10:43:10,353][root][INFO] - ===> Epoch[5699](28493/5): Loss -0.8281, Sem 0.0188, dir -0.9855, norm 0.1385, swav 0.0000 LR: 5.601e-02 Score 99.383 Data time: 0.0597, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1359 [2020-10-19 10:43:12,478][root][INFO] - ===> Epoch[5699](28494/5): Loss -0.8246, Sem 0.0187, dir -0.9874, norm 0.1441, swav 0.0000 LR: 5.600e-02 Score 99.377 Data time: 0.0703, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0712 [2020-10-19 10:43:14,548][root][INFO] - ===> Epoch[5699](28495/5): Loss -0.8431, Sem 0.0161, dir -0.9885, norm 0.1293, swav 0.0000 LR: 5.600e-02 Score 99.448 Data time: 0.0725, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9396 [2020-10-19 10:43:16,296][root][INFO] - ===> Epoch[5700](28496/5): Loss -0.8402, Sem 0.0205, dir -0.9869, norm 0.1262, swav 0.0000 LR: 5.600e-02 Score 99.325 Data time: 0.0776, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.6442 [2020-10-19 10:43:18,360][root][INFO] - ===> Epoch[5700](28497/5): Loss -0.8304, Sem 0.0182, dir -0.9875, norm 0.1390, swav 0.0000 LR: 5.600e-02 Score 99.393 Data time: 0.0732, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9658 [2020-10-19 10:43:20,605][root][INFO] - ===> Epoch[5700](28498/5): Loss -0.8286, Sem 0.0178, dir -0.9866, norm 0.1402, swav 0.0000 LR: 5.600e-02 Score 99.412 Data time: 0.0508, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1376 [2020-10-19 10:43:23,203][root][INFO] - ===> Epoch[5700](28499/5): Loss -0.8278, Sem 0.0183, dir -0.9864, norm 0.1404, swav 0.0000 LR: 5.600e-02 Score 99.399 Data time: 0.0832, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.5203 [2020-10-19 10:43:25,274][root][INFO] - ===> Epoch[5700](28500/5): Loss -0.8420, Sem 0.0191, dir -0.9880, norm 0.1269, swav 0.0000 LR: 5.600e-02 Score 99.360 Data time: 0.0867, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9423 [2020-10-19 10:43:26,799][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 10:43:29,012][root][INFO] - ===> Epoch[5701](28501/5): Loss -0.8295, Sem 0.0193, dir -0.9861, norm 0.1374, swav 0.0000 LR: 5.599e-02 Score 99.365 Data time: 0.1056, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0289 [2020-10-19 10:43:31,690][root][INFO] - ===> Epoch[5701](28502/5): Loss -0.8345, Sem 0.0167, dir -0.9870, norm 0.1357, swav 0.0000 LR: 5.599e-02 Score 99.451 Data time: 0.0823, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.5880 [2020-10-19 10:43:33,728][root][INFO] - ===> Epoch[5701](28503/5): Loss -0.8295, Sem 0.0179, dir -0.9872, norm 0.1398, swav 0.0000 LR: 5.599e-02 Score 99.381 Data time: 0.0803, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9390 [2020-10-19 10:43:35,728][root][INFO] - ===> Epoch[5701](28504/5): Loss -0.8443, Sem 0.0175, dir -0.9875, norm 0.1258, swav 0.0000 LR: 5.599e-02 Score 99.413 Data time: 0.0875, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8944 [2020-10-19 10:43:37,730][root][INFO] - ===> Epoch[5701](28505/5): Loss -0.8529, Sem 0.0168, dir -0.9891, norm 0.1195, swav 0.0000 LR: 5.599e-02 Score 99.423 Data time: 0.0579, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8888 [2020-10-19 10:43:39,961][root][INFO] - ===> Epoch[5702](28506/5): Loss -0.8247, Sem 0.0171, dir -0.9861, norm 0.1443, swav 0.0000 LR: 5.599e-02 Score 99.423 Data time: 0.0712, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1336 [2020-10-19 10:43:42,419][root][INFO] - ===> Epoch[5702](28507/5): Loss -0.8361, Sem 0.0198, dir -0.9859, norm 0.1301, swav 0.0000 LR: 5.598e-02 Score 99.350 Data time: 0.0646, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3548 [2020-10-19 10:43:44,851][root][INFO] - ===> Epoch[5702](28508/5): Loss -0.8249, Sem 0.0186, dir -0.9857, norm 0.1421, swav 0.0000 LR: 5.598e-02 Score 99.368 Data time: 0.0755, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3341 [2020-10-19 10:43:47,045][root][INFO] - ===> Epoch[5702](28509/5): Loss -0.8326, Sem 0.0201, dir -0.9880, norm 0.1353, swav 0.0000 LR: 5.598e-02 Score 99.338 Data time: 0.0862, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0791 [2020-10-19 10:43:49,395][root][INFO] - ===> Epoch[5702](28510/5): Loss -0.8225, Sem 0.0212, dir -0.9862, norm 0.1425, swav 0.0000 LR: 5.598e-02 Score 99.297 Data time: 0.0690, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2477 [2020-10-19 10:43:51,372][root][INFO] - ===> Epoch[5703](28511/5): Loss -0.8303, Sem 0.0170, dir -0.9869, norm 0.1395, swav 0.0000 LR: 5.598e-02 Score 99.429 Data time: 0.0908, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8879 [2020-10-19 10:43:54,012][root][INFO] - ===> Epoch[5703](28512/5): Loss -0.8328, Sem 0.0177, dir -0.9872, norm 0.1367, swav 0.0000 LR: 5.598e-02 Score 99.395 Data time: 0.0686, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.5385 [2020-10-19 10:43:56,132][root][INFO] - ===> Epoch[5703](28513/5): Loss -0.8369, Sem 0.0190, dir -0.9869, norm 0.1310, swav 0.0000 LR: 5.597e-02 Score 99.367 Data time: 0.0563, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0102 [2020-10-19 10:43:57,910][root][INFO] - ===> Epoch[5703](28514/5): Loss -0.8382, Sem 0.0164, dir -0.9882, norm 0.1336, swav 0.0000 LR: 5.597e-02 Score 99.450 Data time: 0.0465, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.6969 [2020-10-19 10:43:59,865][root][INFO] - ===> Epoch[5703](28515/5): Loss -0.8313, Sem 0.0204, dir -0.9872, norm 0.1354, swav 0.0000 LR: 5.597e-02 Score 99.293 Data time: 0.0552, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8690 [2020-10-19 10:44:02,292][root][INFO] - ===> Epoch[5704](28516/5): Loss -0.8295, Sem 0.0185, dir -0.9862, norm 0.1381, swav 0.0000 LR: 5.597e-02 Score 99.380 Data time: 0.0843, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.3720 [2020-10-19 10:44:04,646][root][INFO] - ===> Epoch[5704](28517/5): Loss -0.8384, Sem 0.0164, dir -0.9884, norm 0.1336, swav 0.0000 LR: 5.597e-02 Score 99.458 Data time: 0.1036, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.2403 [2020-10-19 10:44:06,745][root][INFO] - ===> Epoch[5704](28518/5): Loss -0.8358, Sem 0.0189, dir -0.9866, norm 0.1319, swav 0.0000 LR: 5.597e-02 Score 99.384 Data time: 0.0729, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9801 [2020-10-19 10:44:08,543][root][INFO] - ===> Epoch[5704](28519/5): Loss -0.8247, Sem 0.0215, dir -0.9859, norm 0.1397, swav 0.0000 LR: 5.596e-02 Score 99.296 Data time: 0.0762, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.7015 [2020-10-19 10:44:10,974][root][INFO] - ===> Epoch[5704](28520/5): Loss -0.8266, Sem 0.0166, dir -0.9868, norm 0.1436, swav 0.0000 LR: 5.596e-02 Score 99.449 Data time: 0.0738, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.3754 [2020-10-19 10:44:13,372][root][INFO] - ===> Epoch[5705](28521/5): Loss -0.8472, Sem 0.0177, dir -0.9885, norm 0.1236, swav 0.0000 LR: 5.596e-02 Score 99.400 Data time: 0.0712, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.2716 [2020-10-19 10:44:15,413][root][INFO] - ===> Epoch[5705](28522/5): Loss -0.8357, Sem 0.0176, dir -0.9868, norm 0.1335, swav 0.0000 LR: 5.596e-02 Score 99.392 Data time: 0.0789, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9424 [2020-10-19 10:44:17,737][root][INFO] - ===> Epoch[5705](28523/5): Loss -0.8426, Sem 0.0167, dir -0.9885, norm 0.1291, swav 0.0000 LR: 5.596e-02 Score 99.436 Data time: 0.0662, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1996 [2020-10-19 10:44:19,795][root][INFO] - ===> Epoch[5705](28524/5): Loss -0.8382, Sem 0.0180, dir -0.9874, norm 0.1313, swav 0.0000 LR: 5.596e-02 Score 99.398 Data time: 0.0544, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9462 [2020-10-19 10:44:22,213][root][INFO] - ===> Epoch[5705](28525/5): Loss -0.8251, Sem 0.0203, dir -0.9863, norm 0.1409, swav 0.0000 LR: 5.596e-02 Score 99.319 Data time: 0.0601, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.3406 [2020-10-19 10:44:24,324][root][INFO] - ===> Epoch[5706](28526/5): Loss -0.8303, Sem 0.0180, dir -0.9867, norm 0.1384, swav 0.0000 LR: 5.595e-02 Score 99.420 Data time: 0.0880, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0111 [2020-10-19 10:44:26,302][root][INFO] - ===> Epoch[5706](28527/5): Loss -0.8351, Sem 0.0186, dir -0.9868, norm 0.1331, swav 0.0000 LR: 5.595e-02 Score 99.373 Data time: 0.0884, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8487 [2020-10-19 10:44:28,728][root][INFO] - ===> Epoch[5706](28528/5): Loss -0.8378, Sem 0.0166, dir -0.9868, norm 0.1324, swav 0.0000 LR: 5.595e-02 Score 99.449 Data time: 0.0589, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.2715 [2020-10-19 10:44:30,996][root][INFO] - ===> Epoch[5706](28529/5): Loss -0.8406, Sem 0.0178, dir -0.9881, norm 0.1297, swav 0.0000 LR: 5.595e-02 Score 99.397 Data time: 0.0801, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1338 [2020-10-19 10:44:33,306][root][INFO] - ===> Epoch[5706](28530/5): Loss -0.8409, Sem 0.0192, dir -0.9871, norm 0.1270, swav 0.0000 LR: 5.595e-02 Score 99.400 Data time: 0.0687, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1878 [2020-10-19 10:44:35,230][root][INFO] - ===> Epoch[5707](28531/5): Loss -0.8339, Sem 0.0182, dir -0.9878, norm 0.1357, swav 0.0000 LR: 5.595e-02 Score 99.376 Data time: 0.0691, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8257 [2020-10-19 10:44:37,137][root][INFO] - ===> Epoch[5707](28532/5): Loss -0.8332, Sem 0.0174, dir -0.9870, norm 0.1363, swav 0.0000 LR: 5.594e-02 Score 99.417 Data time: 0.0756, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8037 [2020-10-19 10:44:40,150][root][INFO] - ===> Epoch[5707](28533/5): Loss -0.8465, Sem 0.0171, dir -0.9880, norm 0.1245, swav 0.0000 LR: 5.594e-02 Score 99.418 Data time: 0.0670, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.8903 [2020-10-19 10:44:42,404][root][INFO] - ===> Epoch[5707](28534/5): Loss -0.8410, Sem 0.0193, dir -0.9870, norm 0.1267, swav 0.0000 LR: 5.594e-02 Score 99.354 Data time: 0.0969, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1497 [2020-10-19 10:44:44,562][root][INFO] - ===> Epoch[5707](28535/5): Loss -0.8383, Sem 0.0181, dir -0.9872, norm 0.1308, swav 0.0000 LR: 5.594e-02 Score 99.397 Data time: 0.0757, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0494 [2020-10-19 10:44:46,606][root][INFO] - ===> Epoch[5708](28536/5): Loss -0.8507, Sem 0.0172, dir -0.9879, norm 0.1200, swav 0.0000 LR: 5.594e-02 Score 99.410 Data time: 0.0653, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9422 [2020-10-19 10:44:48,581][root][INFO] - ===> Epoch[5708](28537/5): Loss -0.8327, Sem 0.0189, dir -0.9868, norm 0.1352, swav 0.0000 LR: 5.594e-02 Score 99.364 Data time: 0.0851, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8945 [2020-10-19 10:44:50,748][root][INFO] - ===> Epoch[5708](28538/5): Loss -0.8354, Sem 0.0160, dir -0.9877, norm 0.1364, swav 0.0000 LR: 5.593e-02 Score 99.467 Data time: 0.0943, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0494 [2020-10-19 10:44:52,987][root][INFO] - ===> Epoch[5708](28539/5): Loss -0.8473, Sem 0.0177, dir -0.9879, norm 0.1228, swav 0.0000 LR: 5.593e-02 Score 99.390 Data time: 0.0723, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1059 [2020-10-19 10:44:55,739][root][INFO] - ===> Epoch[5708](28540/5): Loss -0.8345, Sem 0.0180, dir -0.9866, norm 0.1341, swav 0.0000 LR: 5.593e-02 Score 99.407 Data time: 0.1223, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.6523 [2020-10-19 10:44:58,240][root][INFO] - ===> Epoch[5709](28541/5): Loss -0.8370, Sem 0.0176, dir -0.9875, norm 0.1329, swav 0.0000 LR: 5.593e-02 Score 99.404 Data time: 0.0712, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.3670 [2020-10-19 10:45:00,445][root][INFO] - ===> Epoch[5709](28542/5): Loss -0.8403, Sem 0.0172, dir -0.9882, norm 0.1307, swav 0.0000 LR: 5.593e-02 Score 99.426 Data time: 0.0904, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0883 [2020-10-19 10:45:02,457][root][INFO] - ===> Epoch[5709](28543/5): Loss -0.8305, Sem 0.0189, dir -0.9880, norm 0.1385, swav 0.0000 LR: 5.593e-02 Score 99.368 Data time: 0.0704, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9059 [2020-10-19 10:45:04,730][root][INFO] - ===> Epoch[5709](28544/5): Loss -0.8266, Sem 0.0185, dir -0.9857, norm 0.1406, swav 0.0000 LR: 5.592e-02 Score 99.398 Data time: 0.1712, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1849 [2020-10-19 10:45:07,077][root][INFO] - ===> Epoch[5709](28545/5): Loss -0.8375, Sem 0.0202, dir -0.9881, norm 0.1305, swav 0.0000 LR: 5.592e-02 Score 99.378 Data time: 0.0952, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.2217 [2020-10-19 10:45:09,198][root][INFO] - ===> Epoch[5710](28546/5): Loss -0.8379, Sem 0.0163, dir -0.9866, norm 0.1325, swav 0.0000 LR: 5.592e-02 Score 99.444 Data time: 0.0954, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0483 [2020-10-19 10:45:11,287][root][INFO] - ===> Epoch[5710](28547/5): Loss -0.8436, Sem 0.0173, dir -0.9884, norm 0.1274, swav 0.0000 LR: 5.592e-02 Score 99.425 Data time: 0.1122, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9982 [2020-10-19 10:45:13,451][root][INFO] - ===> Epoch[5710](28548/5): Loss -0.8304, Sem 0.0170, dir -0.9871, norm 0.1397, swav 0.0000 LR: 5.592e-02 Score 99.443 Data time: 0.0794, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0883 [2020-10-19 10:45:15,834][root][INFO] - ===> Epoch[5710](28549/5): Loss -0.8365, Sem 0.0184, dir -0.9866, norm 0.1317, swav 0.0000 LR: 5.592e-02 Score 99.373 Data time: 0.0915, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.2839 [2020-10-19 10:45:18,413][root][INFO] - ===> Epoch[5710](28550/5): Loss -0.8496, Sem 0.0156, dir -0.9887, norm 0.1235, swav 0.0000 LR: 5.592e-02 Score 99.475 Data time: 0.0890, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.4777 [2020-10-19 10:45:20,970][root][INFO] - ===> Epoch[5711](28551/5): Loss -0.8313, Sem 0.0162, dir -0.9872, norm 0.1398, swav 0.0000 LR: 5.591e-02 Score 99.477 Data time: 0.0809, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.4752 [2020-10-19 10:45:22,806][root][INFO] - ===> Epoch[5711](28552/5): Loss -0.8505, Sem 0.0174, dir -0.9879, norm 0.1200, swav 0.0000 LR: 5.591e-02 Score 99.408 Data time: 0.0686, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.7175 [2020-10-19 10:45:24,873][root][INFO] - ===> Epoch[5711](28553/5): Loss -0.8357, Sem 0.0194, dir -0.9878, norm 0.1327, swav 0.0000 LR: 5.591e-02 Score 99.368 Data time: 0.1016, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9767 [2020-10-19 10:45:27,477][root][INFO] - ===> Epoch[5711](28554/5): Loss -0.8431, Sem 0.0170, dir -0.9879, norm 0.1278, swav 0.0000 LR: 5.591e-02 Score 99.431 Data time: 0.0839, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.5198 [2020-10-19 10:45:29,453][root][INFO] - ===> Epoch[5711](28555/5): Loss -0.8438, Sem 0.0192, dir -0.9868, norm 0.1239, swav 0.0000 LR: 5.591e-02 Score 99.346 Data time: 0.0788, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8703 [2020-10-19 10:45:31,432][root][INFO] - ===> Epoch[5712](28556/5): Loss -0.8409, Sem 0.0184, dir -0.9884, norm 0.1290, swav 0.0000 LR: 5.591e-02 Score 99.397 Data time: 0.0662, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8849 [2020-10-19 10:45:33,900][root][INFO] - ===> Epoch[5712](28557/5): Loss -0.8276, Sem 0.0167, dir -0.9871, norm 0.1428, swav 0.0000 LR: 5.590e-02 Score 99.445 Data time: 0.0621, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.3884 [2020-10-19 10:45:35,920][root][INFO] - ===> Epoch[5712](28558/5): Loss -0.8380, Sem 0.0184, dir -0.9881, norm 0.1317, swav 0.0000 LR: 5.590e-02 Score 99.391 Data time: 0.0702, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.9160 [2020-10-19 10:45:38,182][root][INFO] - ===> Epoch[5712](28559/5): Loss -0.8303, Sem 0.0200, dir -0.9871, norm 0.1368, swav 0.0000 LR: 5.590e-02 Score 99.358 Data time: 0.0698, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1481 [2020-10-19 10:45:40,690][root][INFO] - ===> Epoch[5712](28560/5): Loss -0.8157, Sem 0.0193, dir -0.9870, norm 0.1520, swav 0.0000 LR: 5.590e-02 Score 99.376 Data time: 0.0704, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.3972 [2020-10-19 10:45:42,623][root][INFO] - ===> Epoch[5713](28561/5): Loss -0.8383, Sem 0.0191, dir -0.9859, norm 0.1285, swav 0.0000 LR: 5.590e-02 Score 99.365 Data time: 0.0626, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8281 [2020-10-19 10:45:44,571][root][INFO] - ===> Epoch[5713](28562/5): Loss -0.8368, Sem 0.0163, dir -0.9874, norm 0.1342, swav 0.0000 LR: 5.590e-02 Score 99.451 Data time: 0.1077, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 1.8602 [2020-10-19 10:45:46,878][root][INFO] - ===> Epoch[5713](28563/5): Loss -0.8289, Sem 0.0192, dir -0.9869, norm 0.1389, swav 0.0000 LR: 5.589e-02 Score 99.360 Data time: 0.2173, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.1882 [2020-10-19 10:45:49,044][root][INFO] - ===> Epoch[5713](28564/5): Loss -0.8392, Sem 0.0159, dir -0.9875, norm 0.1324, swav 0.0000 LR: 5.589e-02 Score 99.472 Data time: 0.0625, Forward time: 0.7768, Backward time: 1.1703, DDP time: 0.0031, Total iter time: 2.0533 [2020-10-19 10:45:51,254][root][INFO] - ===> Epoch[5713](28565/5): Loss -0.8362, Sem 0.0191, dir -0.9865, norm 0.1312, swav 0.0000 LR: 5.589e-02 Score 99.344 Data time: 0.0991, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1024 [2020-10-19 10:45:53,005][root][INFO] - ===> Epoch[5714](28566/5): Loss -0.8310, Sem 0.0192, dir -0.9886, norm 0.1384, swav 0.0000 LR: 5.589e-02 Score 99.375 Data time: 0.0746, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.6469 [2020-10-19 10:45:55,076][root][INFO] - ===> Epoch[5714](28567/5): Loss -0.8374, Sem 0.0166, dir -0.9870, norm 0.1330, swav 0.0000 LR: 5.589e-02 Score 99.440 Data time: 0.0601, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9563 [2020-10-19 10:45:57,496][root][INFO] - ===> Epoch[5714](28568/5): Loss -0.8266, Sem 0.0195, dir -0.9868, norm 0.1407, swav 0.0000 LR: 5.589e-02 Score 99.360 Data time: 0.0741, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3328 [2020-10-19 10:45:59,388][root][INFO] - ===> Epoch[5714](28569/5): Loss -0.8363, Sem 0.0183, dir -0.9868, norm 0.1322, swav 0.0000 LR: 5.588e-02 Score 99.373 Data time: 0.0768, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.7850 [2020-10-19 10:46:01,829][root][INFO] - ===> Epoch[5714](28570/5): Loss -0.8332, Sem 0.0163, dir -0.9871, norm 0.1376, swav 0.0000 LR: 5.588e-02 Score 99.448 Data time: 0.1283, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3281 [2020-10-19 10:46:03,928][root][INFO] - ===> Epoch[5715](28571/5): Loss -0.8425, Sem 0.0175, dir -0.9881, norm 0.1280, swav 0.0000 LR: 5.588e-02 Score 99.400 Data time: 0.0876, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9735 [2020-10-19 10:46:05,956][root][INFO] - ===> Epoch[5715](28572/5): Loss -0.8493, Sem 0.0168, dir -0.9881, norm 0.1220, swav 0.0000 LR: 5.588e-02 Score 99.438 Data time: 0.0787, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9067 [2020-10-19 10:46:08,462][root][INFO] - ===> Epoch[5715](28573/5): Loss -0.8359, Sem 0.0159, dir -0.9876, norm 0.1358, swav 0.0000 LR: 5.588e-02 Score 99.462 Data time: 0.0861, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3659 [2020-10-19 10:46:10,913][root][INFO] - ===> Epoch[5715](28574/5): Loss -0.8353, Sem 0.0177, dir -0.9866, norm 0.1336, swav 0.0000 LR: 5.588e-02 Score 99.419 Data time: 0.0645, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3264 [2020-10-19 10:46:13,131][root][INFO] - ===> Epoch[5715](28575/5): Loss -0.8352, Sem 0.0176, dir -0.9880, norm 0.1352, swav 0.0000 LR: 5.588e-02 Score 99.416 Data time: 0.0670, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1058 [2020-10-19 10:46:15,258][root][INFO] - ===> Epoch[5716](28576/5): Loss -0.8427, Sem 0.0166, dir -0.9885, norm 0.1292, swav 0.0000 LR: 5.587e-02 Score 99.427 Data time: 0.0853, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0106 [2020-10-19 10:46:17,601][root][INFO] - ===> Epoch[5716](28577/5): Loss -0.8373, Sem 0.0192, dir -0.9879, norm 0.1314, swav 0.0000 LR: 5.587e-02 Score 99.367 Data time: 0.0771, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2092 [2020-10-19 10:46:19,821][root][INFO] - ===> Epoch[5716](28578/5): Loss -0.8301, Sem 0.0179, dir -0.9854, norm 0.1374, swav 0.0000 LR: 5.587e-02 Score 99.407 Data time: 0.0473, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1117 [2020-10-19 10:46:21,851][root][INFO] - ===> Epoch[5716](28579/5): Loss -0.8289, Sem 0.0207, dir -0.9853, norm 0.1357, swav 0.0000 LR: 5.587e-02 Score 99.300 Data time: 0.0511, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9600 [2020-10-19 10:46:24,277][root][INFO] - ===> Epoch[5716](28580/5): Loss -0.8431, Sem 0.0174, dir -0.9877, norm 0.1273, swav 0.0000 LR: 5.587e-02 Score 99.421 Data time: 0.0917, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3517 [2020-10-19 10:46:26,147][root][INFO] - ===> Epoch[5717](28581/5): Loss -0.8504, Sem 0.0166, dir -0.9880, norm 0.1210, swav 0.0000 LR: 5.587e-02 Score 99.444 Data time: 0.0786, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.7451 [2020-10-19 10:46:28,314][root][INFO] - ===> Epoch[5717](28582/5): Loss -0.8462, Sem 0.0154, dir -0.9890, norm 0.1274, swav 0.0000 LR: 5.586e-02 Score 99.476 Data time: 0.0937, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0895 [2020-10-19 10:46:30,275][root][INFO] - ===> Epoch[5717](28583/5): Loss -0.8382, Sem 0.0175, dir -0.9888, norm 0.1330, swav 0.0000 LR: 5.586e-02 Score 99.423 Data time: 0.0854, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8285 [2020-10-19 10:46:32,370][root][INFO] - ===> Epoch[5717](28584/5): Loss -0.8402, Sem 0.0185, dir -0.9867, norm 0.1280, swav 0.0000 LR: 5.586e-02 Score 99.382 Data time: 0.0970, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0195 [2020-10-19 10:46:34,364][root][INFO] - ===> Epoch[5717](28585/5): Loss -0.8393, Sem 0.0164, dir -0.9872, norm 0.1315, swav 0.0000 LR: 5.586e-02 Score 99.439 Data time: 0.0887, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8822 [2020-10-19 10:46:36,407][root][INFO] - ===> Epoch[5718](28586/5): Loss -0.8279, Sem 0.0176, dir -0.9870, norm 0.1416, swav 0.0000 LR: 5.586e-02 Score 99.423 Data time: 0.0820, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9146 [2020-10-19 10:46:38,185][root][INFO] - ===> Epoch[5718](28587/5): Loss -0.8522, Sem 0.0175, dir -0.9877, norm 0.1180, swav 0.0000 LR: 5.586e-02 Score 99.403 Data time: 0.0550, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.6851 [2020-10-19 10:46:40,373][root][INFO] - ===> Epoch[5718](28588/5): Loss -0.8423, Sem 0.0168, dir -0.9877, norm 0.1287, swav 0.0000 LR: 5.585e-02 Score 99.444 Data time: 0.0682, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0908 [2020-10-19 10:46:42,512][root][INFO] - ===> Epoch[5718](28589/5): Loss -0.8475, Sem 0.0165, dir -0.9879, norm 0.1239, swav 0.0000 LR: 5.585e-02 Score 99.448 Data time: 0.0891, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0320 [2020-10-19 10:46:45,368][root][INFO] - ===> Epoch[5718](28590/5): Loss -0.8374, Sem 0.0187, dir -0.9881, norm 0.1320, swav 0.0000 LR: 5.585e-02 Score 99.383 Data time: 0.0869, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.7252 [2020-10-19 10:46:47,423][root][INFO] - ===> Epoch[5719](28591/5): Loss -0.8344, Sem 0.0191, dir -0.9869, norm 0.1333, swav 0.0000 LR: 5.585e-02 Score 99.354 Data time: 0.0862, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9558 [2020-10-19 10:46:50,014][root][INFO] - ===> Epoch[5719](28592/5): Loss -0.8424, Sem 0.0162, dir -0.9873, norm 0.1286, swav 0.0000 LR: 5.585e-02 Score 99.448 Data time: 0.1108, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.5176 [2020-10-19 10:46:52,455][root][INFO] - ===> Epoch[5719](28593/5): Loss -0.8534, Sem 0.0163, dir -0.9881, norm 0.1184, swav 0.0000 LR: 5.585e-02 Score 99.462 Data time: 0.0802, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3170 [2020-10-19 10:46:54,478][root][INFO] - ===> Epoch[5719](28594/5): Loss -0.8235, Sem 0.0181, dir -0.9868, norm 0.1452, swav 0.0000 LR: 5.584e-02 Score 99.391 Data time: 0.1041, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9328 [2020-10-19 10:46:56,900][root][INFO] - ===> Epoch[5719](28595/5): Loss -0.8415, Sem 0.0149, dir -0.9885, norm 0.1321, swav 0.0000 LR: 5.584e-02 Score 99.500 Data time: 0.0663, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3161 [2020-10-19 10:46:59,130][root][INFO] - ===> Epoch[5720](28596/5): Loss -0.8335, Sem 0.0194, dir -0.9859, norm 0.1330, swav 0.0000 LR: 5.584e-02 Score 99.335 Data time: 0.1150, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1372 [2020-10-19 10:47:01,009][root][INFO] - ===> Epoch[5720](28597/5): Loss -0.8411, Sem 0.0186, dir -0.9876, norm 0.1279, swav 0.0000 LR: 5.584e-02 Score 99.385 Data time: 0.0910, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.7785 [2020-10-19 10:47:03,285][root][INFO] - ===> Epoch[5720](28598/5): Loss -0.8340, Sem 0.0193, dir -0.9871, norm 0.1339, swav 0.0000 LR: 5.584e-02 Score 99.359 Data time: 0.1359, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1809 [2020-10-19 10:47:05,690][root][INFO] - ===> Epoch[5720](28599/5): Loss -0.8353, Sem 0.0175, dir -0.9879, norm 0.1350, swav 0.0000 LR: 5.584e-02 Score 99.413 Data time: 0.0765, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2937 [2020-10-19 10:47:07,679][root][INFO] - ===> Epoch[5720](28600/5): Loss -0.8272, Sem 0.0208, dir -0.9855, norm 0.1375, swav 0.0000 LR: 5.583e-02 Score 99.325 Data time: 0.0535, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8833 [2020-10-19 10:47:08,677][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 10:47:08,828][root][INFO] - ===> Start testing [2020-10-19 10:47:48,801][root][INFO] - 68/68: Data time: 0.0026, Iter time: 0.1654 Loss 0.440 (AVG: 0.528) Score 90.870 (AVG: 90.834) mIOU 70.784 mAP 84.440 mAcc 77.644 IOU: 62.834 0.383 83.036 74.752 94.546 91.381 33.772 82.074 98.201 71.167 81.503 86.241 60.300 mAP: 82.290 15.180 97.212 87.386 98.969 98.258 53.591 97.408 99.670 88.708 93.101 94.742 91.205 mAcc: 78.917 2.552 91.108 82.770 95.478 96.944 37.260 93.530 99.429 78.996 91.666 96.261 64.460 [2020-10-19 10:47:48,805][root][INFO] - Finished test. Elapsed time: 39.9721 [2020-10-19 10:47:51,657][root][INFO] - [2020-10-19 10:47:51,657][root][INFO] - ################################################################ [2020-10-19 10:47:51,657][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 10:47:51,657][root][INFO] - ################################################################ [2020-10-19 10:47:51,657][root][INFO] - clutter : nan nan nan [2020-10-19 10:47:51,657][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 10:47:51,657][root][INFO] - board : 0.803 0.876 0.947 [2020-10-19 10:47:51,657][root][INFO] - bookcase : 0.230 0.364 0.534 [2020-10-19 10:47:51,657][root][INFO] - ceiling : 0.478 0.528 0.557 [2020-10-19 10:47:51,657][root][INFO] - chair : 0.826 0.923 0.931 [2020-10-19 10:47:51,657][root][INFO] - column : 0.172 0.261 0.350 [2020-10-19 10:47:51,657][root][INFO] - door : 0.753 0.879 0.951 [2020-10-19 10:47:51,657][root][INFO] - floor : 0.945 0.955 0.969 [2020-10-19 10:47:51,657][root][INFO] - sofa : 0.450 0.818 0.818 [2020-10-19 10:47:51,657][root][INFO] - table : 0.145 0.295 0.641 [2020-10-19 10:47:51,657][root][INFO] - wall : 0.545 0.727 0.801 [2020-10-19 10:47:51,658][root][INFO] - window : 0.539 0.784 0.784 [2020-10-19 10:47:51,658][root][INFO] - ---------------------------------------------------------------- [2020-10-19 10:47:51,658][root][INFO] - average : 0.491 0.617 0.690 [2020-10-19 10:47:51,658][root][INFO] - [2020-10-19 10:47:51,815][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 10:47:51,817][root][INFO] - Current best mIoU: 71.243 at iter 28000 [2020-10-19 10:47:53,816][root][INFO] - ===> Epoch[5721](28601/5): Loss -0.8397, Sem 0.0166, dir -0.9873, norm 0.1310, swav 0.0000 LR: 5.583e-02 Score 99.439 Data time: 0.0788, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9931 [2020-10-19 10:47:55,977][root][INFO] - ===> Epoch[5721](28602/5): Loss -0.8334, Sem 0.0168, dir -0.9873, norm 0.1371, swav 0.0000 LR: 5.583e-02 Score 99.436 Data time: 0.0821, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0409 [2020-10-19 10:47:58,475][root][INFO] - ===> Epoch[5721](28603/5): Loss -0.8402, Sem 0.0172, dir -0.9886, norm 0.1312, swav 0.0000 LR: 5.583e-02 Score 99.417 Data time: 0.0723, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4147 [2020-10-19 10:48:00,718][root][INFO] - ===> Epoch[5721](28604/5): Loss -0.8397, Sem 0.0200, dir -0.9861, norm 0.1264, swav 0.0000 LR: 5.583e-02 Score 99.321 Data time: 0.0542, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1459 [2020-10-19 10:48:02,934][root][INFO] - ===> Epoch[5721](28605/5): Loss -0.8383, Sem 0.0177, dir -0.9870, norm 0.1310, swav 0.0000 LR: 5.583e-02 Score 99.413 Data time: 0.0564, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1634 [2020-10-19 10:48:05,019][root][INFO] - ===> Epoch[5722](28606/5): Loss -0.8417, Sem 0.0178, dir -0.9882, norm 0.1287, swav 0.0000 LR: 5.583e-02 Score 99.399 Data time: 0.0891, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0015 [2020-10-19 10:48:07,266][root][INFO] - ===> Epoch[5722](28607/5): Loss -0.8295, Sem 0.0171, dir -0.9873, norm 0.1406, swav 0.0000 LR: 5.582e-02 Score 99.416 Data time: 0.0768, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1341 [2020-10-19 10:48:09,418][root][INFO] - ===> Epoch[5722](28608/5): Loss -0.8580, Sem 0.0155, dir -0.9885, norm 0.1150, swav 0.0000 LR: 5.582e-02 Score 99.472 Data time: 0.0816, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0554 [2020-10-19 10:48:11,604][root][INFO] - ===> Epoch[5722](28609/5): Loss -0.8438, Sem 0.0172, dir -0.9876, norm 0.1266, swav 0.0000 LR: 5.582e-02 Score 99.426 Data time: 0.0702, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0649 [2020-10-19 10:48:14,181][root][INFO] - ===> Epoch[5722](28610/5): Loss -0.8376, Sem 0.0178, dir -0.9873, norm 0.1319, swav 0.0000 LR: 5.582e-02 Score 99.411 Data time: 0.0762, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4796 [2020-10-19 10:48:16,063][root][INFO] - ===> Epoch[5723](28611/5): Loss -0.8274, Sem 0.0163, dir -0.9871, norm 0.1434, swav 0.0000 LR: 5.582e-02 Score 99.466 Data time: 0.0558, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.7736 [2020-10-19 10:48:18,432][root][INFO] - ===> Epoch[5723](28612/5): Loss -0.8442, Sem 0.0179, dir -0.9882, norm 0.1260, swav 0.0000 LR: 5.582e-02 Score 99.392 Data time: 0.0715, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2794 [2020-10-19 10:48:20,816][root][INFO] - ===> Epoch[5723](28613/5): Loss -0.8328, Sem 0.0173, dir -0.9876, norm 0.1375, swav 0.0000 LR: 5.581e-02 Score 99.419 Data time: 0.0755, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2652 [2020-10-19 10:48:22,490][root][INFO] - ===> Epoch[5723](28614/5): Loss -0.8441, Sem 0.0165, dir -0.9885, norm 0.1279, swav 0.0000 LR: 5.581e-02 Score 99.439 Data time: 0.0634, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.5685 [2020-10-19 10:48:24,457][root][INFO] - ===> Epoch[5723](28615/5): Loss -0.8377, Sem 0.0199, dir -0.9865, norm 0.1289, swav 0.0000 LR: 5.581e-02 Score 99.334 Data time: 0.0675, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8725 [2020-10-19 10:48:26,573][root][INFO] - ===> Epoch[5724](28616/5): Loss -0.8330, Sem 0.0192, dir -0.9870, norm 0.1349, swav 0.0000 LR: 5.581e-02 Score 99.350 Data time: 0.0778, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0178 [2020-10-19 10:48:28,641][root][INFO] - ===> Epoch[5724](28617/5): Loss -0.8351, Sem 0.0168, dir -0.9873, norm 0.1354, swav 0.0000 LR: 5.581e-02 Score 99.440 Data time: 0.0788, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9695 [2020-10-19 10:48:31,132][root][INFO] - ===> Epoch[5724](28618/5): Loss -0.8285, Sem 0.0160, dir -0.9870, norm 0.1425, swav 0.0000 LR: 5.581e-02 Score 99.472 Data time: 0.0714, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3769 [2020-10-19 10:48:33,194][root][INFO] - ===> Epoch[5724](28619/5): Loss -0.8360, Sem 0.0187, dir -0.9871, norm 0.1324, swav 0.0000 LR: 5.580e-02 Score 99.366 Data time: 0.0807, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9539 [2020-10-19 10:48:35,640][root][INFO] - ===> Epoch[5724](28620/5): Loss -0.8283, Sem 0.0210, dir -0.9867, norm 0.1374, swav 0.0000 LR: 5.580e-02 Score 99.314 Data time: 0.0638, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3336 [2020-10-19 10:48:37,998][root][INFO] - ===> Epoch[5725](28621/5): Loss -0.8405, Sem 0.0167, dir -0.9879, norm 0.1307, swav 0.0000 LR: 5.580e-02 Score 99.442 Data time: 0.1160, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2431 [2020-10-19 10:48:40,067][root][INFO] - ===> Epoch[5725](28622/5): Loss -0.8398, Sem 0.0169, dir -0.9877, norm 0.1310, swav 0.0000 LR: 5.580e-02 Score 99.430 Data time: 0.1198, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9497 [2020-10-19 10:48:42,184][root][INFO] - ===> Epoch[5725](28623/5): Loss -0.8406, Sem 0.0178, dir -0.9874, norm 0.1290, swav 0.0000 LR: 5.580e-02 Score 99.402 Data time: 0.0884, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9884 [2020-10-19 10:48:44,457][root][INFO] - ===> Epoch[5725](28624/5): Loss -0.8404, Sem 0.0159, dir -0.9883, norm 0.1320, swav 0.0000 LR: 5.580e-02 Score 99.469 Data time: 0.2718, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1638 [2020-10-19 10:48:46,608][root][INFO] - ===> Epoch[5725](28625/5): Loss -0.8300, Sem 0.0178, dir -0.9870, norm 0.1392, swav 0.0000 LR: 5.579e-02 Score 99.397 Data time: 0.1540, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0355 [2020-10-19 10:48:49,065][root][INFO] - ===> Epoch[5726](28626/5): Loss -0.8337, Sem 0.0181, dir -0.9870, norm 0.1352, swav 0.0000 LR: 5.579e-02 Score 99.382 Data time: 0.1308, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3545 [2020-10-19 10:48:51,653][root][INFO] - ===> Epoch[5726](28627/5): Loss -0.8382, Sem 0.0194, dir -0.9873, norm 0.1297, swav 0.0000 LR: 5.579e-02 Score 99.329 Data time: 0.0834, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4742 [2020-10-19 10:48:53,533][root][INFO] - ===> Epoch[5726](28628/5): Loss -0.8436, Sem 0.0166, dir -0.9880, norm 0.1279, swav 0.0000 LR: 5.579e-02 Score 99.438 Data time: 0.0847, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.7829 [2020-10-19 10:48:56,062][root][INFO] - ===> Epoch[5726](28629/5): Loss -0.8395, Sem 0.0171, dir -0.9880, norm 0.1314, swav 0.0000 LR: 5.579e-02 Score 99.440 Data time: 0.0866, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4168 [2020-10-19 10:48:58,098][root][INFO] - ===> Epoch[5726](28630/5): Loss -0.8274, Sem 0.0195, dir -0.9861, norm 0.1393, swav 0.0000 LR: 5.579e-02 Score 99.347 Data time: 0.0807, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9189 [2020-10-19 10:49:00,231][root][INFO] - ===> Epoch[5727](28631/5): Loss -0.8446, Sem 0.0154, dir -0.9888, norm 0.1287, swav 0.0000 LR: 5.579e-02 Score 99.480 Data time: 0.1115, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0271 [2020-10-19 10:49:02,484][root][INFO] - ===> Epoch[5727](28632/5): Loss -0.8330, Sem 0.0180, dir -0.9860, norm 0.1351, swav 0.0000 LR: 5.578e-02 Score 99.404 Data time: 0.0938, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1582 [2020-10-19 10:49:04,762][root][INFO] - ===> Epoch[5727](28633/5): Loss -0.8307, Sem 0.0182, dir -0.9870, norm 0.1381, swav 0.0000 LR: 5.578e-02 Score 99.368 Data time: 0.0805, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1545 [2020-10-19 10:49:06,706][root][INFO] - ===> Epoch[5727](28634/5): Loss -0.8270, Sem 0.0186, dir -0.9868, norm 0.1412, swav 0.0000 LR: 5.578e-02 Score 99.373 Data time: 0.0851, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8311 [2020-10-19 10:49:08,801][root][INFO] - ===> Epoch[5727](28635/5): Loss -0.8341, Sem 0.0164, dir -0.9888, norm 0.1383, swav 0.0000 LR: 5.578e-02 Score 99.462 Data time: 0.0648, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9965 [2020-10-19 10:49:11,199][root][INFO] - ===> Epoch[5728](28636/5): Loss -0.8456, Sem 0.0174, dir -0.9887, norm 0.1257, swav 0.0000 LR: 5.578e-02 Score 99.417 Data time: 0.0820, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3082 [2020-10-19 10:49:13,643][root][INFO] - ===> Epoch[5728](28637/5): Loss -0.8243, Sem 0.0211, dir -0.9861, norm 0.1406, swav 0.0000 LR: 5.578e-02 Score 99.304 Data time: 0.0762, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3362 [2020-10-19 10:49:15,721][root][INFO] - ===> Epoch[5728](28638/5): Loss -0.8488, Sem 0.0164, dir -0.9883, norm 0.1231, swav 0.0000 LR: 5.577e-02 Score 99.460 Data time: 0.0608, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9775 [2020-10-19 10:49:17,520][root][INFO] - ===> Epoch[5728](28639/5): Loss -0.8415, Sem 0.0167, dir -0.9867, norm 0.1285, swav 0.0000 LR: 5.577e-02 Score 99.444 Data time: 0.0827, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.7055 [2020-10-19 10:49:19,973][root][INFO] - ===> Epoch[5728](28640/5): Loss -0.8416, Sem 0.0181, dir -0.9868, norm 0.1271, swav 0.0000 LR: 5.577e-02 Score 99.387 Data time: 0.0788, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3617 [2020-10-19 10:49:21,917][root][INFO] - ===> Epoch[5729](28641/5): Loss -0.8545, Sem 0.0164, dir -0.9892, norm 0.1183, swav 0.0000 LR: 5.577e-02 Score 99.449 Data time: 0.0820, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8331 [2020-10-19 10:49:23,997][root][INFO] - ===> Epoch[5729](28642/5): Loss -0.8378, Sem 0.0172, dir -0.9879, norm 0.1329, swav 0.0000 LR: 5.577e-02 Score 99.430 Data time: 0.0810, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9806 [2020-10-19 10:49:26,544][root][INFO] - ===> Epoch[5729](28643/5): Loss -0.8433, Sem 0.0190, dir -0.9877, norm 0.1253, swav 0.0000 LR: 5.577e-02 Score 99.372 Data time: 0.0791, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4364 [2020-10-19 10:49:28,695][root][INFO] - ===> Epoch[5729](28644/5): Loss -0.8524, Sem 0.0166, dir -0.9878, norm 0.1187, swav 0.0000 LR: 5.576e-02 Score 99.442 Data time: 0.0662, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0451 [2020-10-19 10:49:30,949][root][INFO] - ===> Epoch[5729](28645/5): Loss -0.8392, Sem 0.0189, dir -0.9877, norm 0.1296, swav 0.0000 LR: 5.576e-02 Score 99.368 Data time: 0.0662, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1463 [2020-10-19 10:49:33,099][root][INFO] - ===> Epoch[5730](28646/5): Loss -0.8254, Sem 0.0186, dir -0.9861, norm 0.1421, swav 0.0000 LR: 5.576e-02 Score 99.396 Data time: 0.0658, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0521 [2020-10-19 10:49:35,023][root][INFO] - ===> Epoch[5730](28647/5): Loss -0.8468, Sem 0.0174, dir -0.9879, norm 0.1237, swav 0.0000 LR: 5.576e-02 Score 99.420 Data time: 0.0670, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8262 [2020-10-19 10:49:37,816][root][INFO] - ===> Epoch[5730](28648/5): Loss -0.8419, Sem 0.0184, dir -0.9876, norm 0.1274, swav 0.0000 LR: 5.576e-02 Score 99.385 Data time: 0.0731, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.6848 [2020-10-19 10:49:40,237][root][INFO] - ===> Epoch[5730](28649/5): Loss -0.8330, Sem 0.0206, dir -0.9858, norm 0.1321, swav 0.0000 LR: 5.576e-02 Score 99.305 Data time: 0.1126, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3104 [2020-10-19 10:49:42,618][root][INFO] - ===> Epoch[5730](28650/5): Loss -0.8453, Sem 0.0169, dir -0.9873, norm 0.1252, swav 0.0000 LR: 5.575e-02 Score 99.430 Data time: 0.0780, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2708 [2020-10-19 10:49:44,852][root][INFO] - ===> Epoch[5731](28651/5): Loss -0.8459, Sem 0.0163, dir -0.9890, norm 0.1268, swav 0.0000 LR: 5.575e-02 Score 99.449 Data time: 0.0646, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1226 [2020-10-19 10:49:46,902][root][INFO] - ===> Epoch[5731](28652/5): Loss -0.8387, Sem 0.0175, dir -0.9872, norm 0.1310, swav 0.0000 LR: 5.575e-02 Score 99.402 Data time: 0.0699, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9781 [2020-10-19 10:49:49,218][root][INFO] - ===> Epoch[5731](28653/5): Loss -0.8526, Sem 0.0167, dir -0.9878, norm 0.1185, swav 0.0000 LR: 5.575e-02 Score 99.437 Data time: 0.0629, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2023 [2020-10-19 10:49:51,293][root][INFO] - ===> Epoch[5731](28654/5): Loss -0.8354, Sem 0.0178, dir -0.9881, norm 0.1349, swav 0.0000 LR: 5.575e-02 Score 99.420 Data time: 0.0763, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0038 [2020-10-19 10:49:53,429][root][INFO] - ===> Epoch[5731](28655/5): Loss -0.8350, Sem 0.0173, dir -0.9867, norm 0.1345, swav 0.0000 LR: 5.575e-02 Score 99.413 Data time: 0.0893, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0099 [2020-10-19 10:49:55,668][root][INFO] - ===> Epoch[5732](28656/5): Loss -0.8318, Sem 0.0165, dir -0.9882, norm 0.1398, swav 0.0000 LR: 5.575e-02 Score 99.444 Data time: 0.0610, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1503 [2020-10-19 10:49:58,210][root][INFO] - ===> Epoch[5732](28657/5): Loss -0.8391, Sem 0.0176, dir -0.9874, norm 0.1308, swav 0.0000 LR: 5.574e-02 Score 99.407 Data time: 0.0613, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4781 [2020-10-19 10:50:00,406][root][INFO] - ===> Epoch[5732](28658/5): Loss -0.8422, Sem 0.0172, dir -0.9882, norm 0.1289, swav 0.0000 LR: 5.574e-02 Score 99.433 Data time: 0.0978, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0837 [2020-10-19 10:50:02,419][root][INFO] - ===> Epoch[5732](28659/5): Loss -0.8216, Sem 0.0202, dir -0.9856, norm 0.1439, swav 0.0000 LR: 5.574e-02 Score 99.323 Data time: 0.0711, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8939 [2020-10-19 10:50:04,485][root][INFO] - ===> Epoch[5732](28660/5): Loss -0.8455, Sem 0.0164, dir -0.9881, norm 0.1263, swav 0.0000 LR: 5.574e-02 Score 99.458 Data time: 0.0739, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9802 [2020-10-19 10:50:07,333][root][INFO] - ===> Epoch[5733](28661/5): Loss -0.8133, Sem 0.0201, dir -0.9876, norm 0.1542, swav 0.0000 LR: 5.574e-02 Score 99.340 Data time: 0.0836, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.7322 [2020-10-19 10:50:09,544][root][INFO] - ===> Epoch[5733](28662/5): Loss -0.8343, Sem 0.0164, dir -0.9874, norm 0.1367, swav 0.0000 LR: 5.574e-02 Score 99.449 Data time: 0.0728, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0959 [2020-10-19 10:50:11,697][root][INFO] - ===> Epoch[5733](28663/5): Loss -0.8340, Sem 0.0164, dir -0.9869, norm 0.1365, swav 0.0000 LR: 5.573e-02 Score 99.458 Data time: 0.0765, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0624 [2020-10-19 10:50:13,860][root][INFO] - ===> Epoch[5733](28664/5): Loss -0.8280, Sem 0.0185, dir -0.9866, norm 0.1401, swav 0.0000 LR: 5.573e-02 Score 99.383 Data time: 0.0647, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0501 [2020-10-19 10:50:16,114][root][INFO] - ===> Epoch[5733](28665/5): Loss -0.8457, Sem 0.0175, dir -0.9882, norm 0.1250, swav 0.0000 LR: 5.573e-02 Score 99.416 Data time: 0.0698, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1763 [2020-10-19 10:50:18,500][root][INFO] - ===> Epoch[5734](28666/5): Loss -0.8224, Sem 0.0177, dir -0.9867, norm 0.1466, swav 0.0000 LR: 5.573e-02 Score 99.392 Data time: 0.0955, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2834 [2020-10-19 10:50:20,409][root][INFO] - ===> Epoch[5734](28667/5): Loss -0.8521, Sem 0.0154, dir -0.9885, norm 0.1210, swav 0.0000 LR: 5.573e-02 Score 99.464 Data time: 0.0722, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.7939 [2020-10-19 10:50:22,724][root][INFO] - ===> Epoch[5734](28668/5): Loss -0.8362, Sem 0.0188, dir -0.9866, norm 0.1316, swav 0.0000 LR: 5.573e-02 Score 99.365 Data time: 0.0675, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2258 [2020-10-19 10:50:24,848][root][INFO] - ===> Epoch[5734](28669/5): Loss -0.8207, Sem 0.0167, dir -0.9865, norm 0.1491, swav 0.0000 LR: 5.572e-02 Score 99.455 Data time: 0.0589, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0483 [2020-10-19 10:50:26,823][root][INFO] - ===> Epoch[5734](28670/5): Loss -0.8312, Sem 0.0179, dir -0.9870, norm 0.1379, swav 0.0000 LR: 5.572e-02 Score 99.411 Data time: 0.0902, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8820 [2020-10-19 10:50:28,975][root][INFO] - ===> Epoch[5735](28671/5): Loss -0.8307, Sem 0.0184, dir -0.9868, norm 0.1378, swav 0.0000 LR: 5.572e-02 Score 99.380 Data time: 0.0877, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0416 [2020-10-19 10:50:31,277][root][INFO] - ===> Epoch[5735](28672/5): Loss -0.8220, Sem 0.0174, dir -0.9874, norm 0.1481, swav 0.0000 LR: 5.572e-02 Score 99.451 Data time: 0.0580, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2085 [2020-10-19 10:50:33,332][root][INFO] - ===> Epoch[5735](28673/5): Loss -0.8367, Sem 0.0176, dir -0.9872, norm 0.1329, swav 0.0000 LR: 5.572e-02 Score 99.397 Data time: 0.0979, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9648 [2020-10-19 10:50:35,354][root][INFO] - ===> Epoch[5735](28674/5): Loss -0.8282, Sem 0.0163, dir -0.9869, norm 0.1424, swav 0.0000 LR: 5.572e-02 Score 99.454 Data time: 0.1082, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9134 [2020-10-19 10:50:37,785][root][INFO] - ===> Epoch[5735](28675/5): Loss -0.8437, Sem 0.0161, dir -0.9887, norm 0.1288, swav 0.0000 LR: 5.571e-02 Score 99.465 Data time: 0.1659, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3421 [2020-10-19 10:50:39,794][root][INFO] - ===> Epoch[5736](28676/5): Loss -0.8428, Sem 0.0166, dir -0.9882, norm 0.1288, swav 0.0000 LR: 5.571e-02 Score 99.439 Data time: 0.0882, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8997 [2020-10-19 10:50:42,074][root][INFO] - ===> Epoch[5736](28677/5): Loss -0.8381, Sem 0.0175, dir -0.9870, norm 0.1314, swav 0.0000 LR: 5.571e-02 Score 99.406 Data time: 0.0742, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1938 [2020-10-19 10:50:44,510][root][INFO] - ===> Epoch[5736](28678/5): Loss -0.8400, Sem 0.0165, dir -0.9879, norm 0.1313, swav 0.0000 LR: 5.571e-02 Score 99.449 Data time: 0.0643, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3260 [2020-10-19 10:50:46,807][root][INFO] - ===> Epoch[5736](28679/5): Loss -0.8380, Sem 0.0173, dir -0.9874, norm 0.1321, swav 0.0000 LR: 5.571e-02 Score 99.409 Data time: 0.1039, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2096 [2020-10-19 10:50:49,439][root][INFO] - ===> Epoch[5736](28680/5): Loss -0.8477, Sem 0.0156, dir -0.9884, norm 0.1252, swav 0.0000 LR: 5.571e-02 Score 99.472 Data time: 0.1157, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.5173 [2020-10-19 10:50:51,369][root][INFO] - ===> Epoch[5737](28681/5): Loss -0.8429, Sem 0.0197, dir -0.9871, norm 0.1245, swav 0.0000 LR: 5.571e-02 Score 99.334 Data time: 0.0759, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8218 [2020-10-19 10:50:53,547][root][INFO] - ===> Epoch[5737](28682/5): Loss -0.8486, Sem 0.0153, dir -0.9883, norm 0.1244, swav 0.0000 LR: 5.570e-02 Score 99.506 Data time: 0.0845, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0737 [2020-10-19 10:50:55,472][root][INFO] - ===> Epoch[5737](28683/5): Loss -0.8351, Sem 0.0187, dir -0.9868, norm 0.1330, swav 0.0000 LR: 5.570e-02 Score 99.374 Data time: 0.0710, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8296 [2020-10-19 10:50:57,422][root][INFO] - ===> Epoch[5737](28684/5): Loss -0.8325, Sem 0.0176, dir -0.9875, norm 0.1374, swav 0.0000 LR: 5.570e-02 Score 99.416 Data time: 0.0793, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8293 [2020-10-19 10:50:59,694][root][INFO] - ===> Epoch[5737](28685/5): Loss -0.8397, Sem 0.0189, dir -0.9877, norm 0.1291, swav 0.0000 LR: 5.570e-02 Score 99.377 Data time: 0.0660, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1654 [2020-10-19 10:51:02,263][root][INFO] - ===> Epoch[5738](28686/5): Loss -0.8360, Sem 0.0169, dir -0.9878, norm 0.1349, swav 0.0000 LR: 5.570e-02 Score 99.427 Data time: 0.0776, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4575 [2020-10-19 10:51:05,072][root][INFO] - ===> Epoch[5738](28687/5): Loss -0.8474, Sem 0.0157, dir -0.9879, norm 0.1248, swav 0.0000 LR: 5.570e-02 Score 99.477 Data time: 0.0917, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.7014 [2020-10-19 10:51:07,205][root][INFO] - ===> Epoch[5738](28688/5): Loss -0.8443, Sem 0.0146, dir -0.9882, norm 0.1293, swav 0.0000 LR: 5.569e-02 Score 99.510 Data time: 0.0808, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0220 [2020-10-19 10:51:09,176][root][INFO] - ===> Epoch[5738](28689/5): Loss -0.8411, Sem 0.0189, dir -0.9872, norm 0.1271, swav 0.0000 LR: 5.569e-02 Score 99.362 Data time: 0.0748, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8685 [2020-10-19 10:51:11,071][root][INFO] - ===> Epoch[5738](28690/5): Loss -0.8372, Sem 0.0172, dir -0.9882, norm 0.1339, swav 0.0000 LR: 5.569e-02 Score 99.426 Data time: 0.0675, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8068 [2020-10-19 10:51:13,549][root][INFO] - ===> Epoch[5739](28691/5): Loss -0.8401, Sem 0.0167, dir -0.9867, norm 0.1298, swav 0.0000 LR: 5.569e-02 Score 99.441 Data time: 0.1094, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3869 [2020-10-19 10:51:15,668][root][INFO] - ===> Epoch[5739](28692/5): Loss -0.8409, Sem 0.0163, dir -0.9879, norm 0.1307, swav 0.0000 LR: 5.569e-02 Score 99.445 Data time: 0.0570, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0014 [2020-10-19 10:51:17,897][root][INFO] - ===> Epoch[5739](28693/5): Loss -0.8371, Sem 0.0163, dir -0.9882, norm 0.1348, swav 0.0000 LR: 5.569e-02 Score 99.455 Data time: 0.0701, Forward time: 0.7768, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1349 [2020-10-19 10:51:20,057][root][INFO] - ===> Epoch[5739](28694/5): Loss -0.8488, Sem 0.0190, dir -0.9872, norm 0.1194, swav 0.0000 LR: 5.568e-02 Score 99.353 Data time: 0.1011, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0604 [2020-10-19 10:51:22,276][root][INFO] - ===> Epoch[5739](28695/5): Loss -0.8384, Sem 0.0184, dir -0.9876, norm 0.1308, swav 0.0000 LR: 5.568e-02 Score 99.384 Data time: 0.0796, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0928 [2020-10-19 10:51:24,698][root][INFO] - ===> Epoch[5740](28696/5): Loss -0.8267, Sem 0.0171, dir -0.9870, norm 0.1432, swav 0.0000 LR: 5.568e-02 Score 99.450 Data time: 0.1103, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3204 [2020-10-19 10:51:27,028][root][INFO] - ===> Epoch[5740](28697/5): Loss -0.8435, Sem 0.0184, dir -0.9880, norm 0.1261, swav 0.0000 LR: 5.568e-02 Score 99.380 Data time: 0.0930, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2303 [2020-10-19 10:51:29,052][root][INFO] - ===> Epoch[5740](28698/5): Loss -0.8357, Sem 0.0193, dir -0.9864, norm 0.1315, swav 0.0000 LR: 5.568e-02 Score 99.358 Data time: 0.0511, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9130 [2020-10-19 10:51:31,515][root][INFO] - ===> Epoch[5740](28699/5): Loss -0.8249, Sem 0.0174, dir -0.9869, norm 0.1445, swav 0.0000 LR: 5.568e-02 Score 99.413 Data time: 0.1471, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3711 [2020-10-19 10:51:33,519][root][INFO] - ===> Epoch[5740](28700/5): Loss -0.8496, Sem 0.0167, dir -0.9883, norm 0.1221, swav 0.0000 LR: 5.567e-02 Score 99.434 Data time: 0.1724, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8908 [2020-10-19 10:51:34,598][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 10:51:37,022][root][INFO] - ===> Epoch[5741](28701/5): Loss -0.8329, Sem 0.0166, dir -0.9869, norm 0.1375, swav 0.0000 LR: 5.567e-02 Score 99.443 Data time: 0.1079, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2578 [2020-10-19 10:51:39,046][root][INFO] - ===> Epoch[5741](28702/5): Loss -0.8337, Sem 0.0202, dir -0.9862, norm 0.1324, swav 0.0000 LR: 5.567e-02 Score 99.335 Data time: 0.0572, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8980 [2020-10-19 10:51:41,005][root][INFO] - ===> Epoch[5741](28703/5): Loss -0.8329, Sem 0.0180, dir -0.9880, norm 0.1371, swav 0.0000 LR: 5.567e-02 Score 99.401 Data time: 0.0713, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8615 [2020-10-19 10:51:43,138][root][INFO] - ===> Epoch[5741](28704/5): Loss -0.8340, Sem 0.0199, dir -0.9868, norm 0.1329, swav 0.0000 LR: 5.567e-02 Score 99.335 Data time: 0.0912, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0478 [2020-10-19 10:51:45,350][root][INFO] - ===> Epoch[5741](28705/5): Loss -0.8398, Sem 0.0173, dir -0.9874, norm 0.1303, swav 0.0000 LR: 5.567e-02 Score 99.414 Data time: 0.0912, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1030 [2020-10-19 10:51:47,649][root][INFO] - ===> Epoch[5742](28706/5): Loss -0.8495, Sem 0.0161, dir -0.9886, norm 0.1230, swav 0.0000 LR: 5.567e-02 Score 99.458 Data time: 0.1528, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1845 [2020-10-19 10:51:50,008][root][INFO] - ===> Epoch[5742](28707/5): Loss -0.8276, Sem 0.0177, dir -0.9880, norm 0.1427, swav 0.0000 LR: 5.566e-02 Score 99.418 Data time: 0.2347, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2607 [2020-10-19 10:51:52,064][root][INFO] - ===> Epoch[5742](28708/5): Loss -0.8380, Sem 0.0220, dir -0.9869, norm 0.1269, swav 0.0000 LR: 5.566e-02 Score 99.314 Data time: 0.1495, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9803 [2020-10-19 10:51:54,138][root][INFO] - ===> Epoch[5742](28709/5): Loss -0.8296, Sem 0.0174, dir -0.9881, norm 0.1411, swav 0.0000 LR: 5.566e-02 Score 99.424 Data time: 0.0655, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9958 [2020-10-19 10:51:57,302][root][INFO] - ===> Epoch[5742](28710/5): Loss -0.8150, Sem 0.0177, dir -0.9854, norm 0.1527, swav 0.0000 LR: 5.566e-02 Score 99.400 Data time: 0.0755, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 3.0868 [2020-10-19 10:51:59,303][root][INFO] - ===> Epoch[5743](28711/5): Loss -0.8490, Sem 0.0178, dir -0.9891, norm 0.1223, swav 0.0000 LR: 5.566e-02 Score 99.405 Data time: 0.0936, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8901 [2020-10-19 10:52:01,377][root][INFO] - ===> Epoch[5743](28712/5): Loss -0.8266, Sem 0.0188, dir -0.9869, norm 0.1414, swav 0.0000 LR: 5.566e-02 Score 99.352 Data time: 0.0633, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9731 [2020-10-19 10:52:03,621][root][INFO] - ===> Epoch[5743](28713/5): Loss -0.8377, Sem 0.0165, dir -0.9879, norm 0.1337, swav 0.0000 LR: 5.565e-02 Score 99.443 Data time: 0.0723, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1676 [2020-10-19 10:52:05,672][root][INFO] - ===> Epoch[5743](28714/5): Loss -0.8342, Sem 0.0204, dir -0.9861, norm 0.1315, swav 0.0000 LR: 5.565e-02 Score 99.329 Data time: 0.0843, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9494 [2020-10-19 10:52:07,537][root][INFO] - ===> Epoch[5743](28715/5): Loss -0.8334, Sem 0.0180, dir -0.9866, norm 0.1352, swav 0.0000 LR: 5.565e-02 Score 99.409 Data time: 0.0789, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7592 [2020-10-19 10:52:09,715][root][INFO] - ===> Epoch[5744](28716/5): Loss -0.8456, Sem 0.0168, dir -0.9884, norm 0.1260, swav 0.0000 LR: 5.565e-02 Score 99.420 Data time: 0.0448, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1007 [2020-10-19 10:52:12,002][root][INFO] - ===> Epoch[5744](28717/5): Loss -0.8421, Sem 0.0176, dir -0.9872, norm 0.1276, swav 0.0000 LR: 5.565e-02 Score 99.393 Data time: 0.1509, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1996 [2020-10-19 10:52:14,296][root][INFO] - ===> Epoch[5744](28718/5): Loss -0.8206, Sem 0.0178, dir -0.9873, norm 0.1490, swav 0.0000 LR: 5.565e-02 Score 99.429 Data time: 0.0738, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1960 [2020-10-19 10:52:16,498][root][INFO] - ===> Epoch[5744](28719/5): Loss -0.8379, Sem 0.0198, dir -0.9862, norm 0.1286, swav 0.0000 LR: 5.564e-02 Score 99.324 Data time: 0.0588, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1315 [2020-10-19 10:52:18,424][root][INFO] - ===> Epoch[5744](28720/5): Loss -0.8315, Sem 0.0176, dir -0.9880, norm 0.1388, swav 0.0000 LR: 5.564e-02 Score 99.407 Data time: 0.0861, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8504 [2020-10-19 10:52:20,423][root][INFO] - ===> Epoch[5745](28721/5): Loss -0.8497, Sem 0.0157, dir -0.9895, norm 0.1240, swav 0.0000 LR: 5.564e-02 Score 99.469 Data time: 0.0665, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8885 [2020-10-19 10:52:22,590][root][INFO] - ===> Epoch[5745](28722/5): Loss -0.8408, Sem 0.0177, dir -0.9878, norm 0.1292, swav 0.0000 LR: 5.564e-02 Score 99.400 Data time: 0.0589, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1010 [2020-10-19 10:52:24,736][root][INFO] - ===> Epoch[5745](28723/5): Loss -0.8233, Sem 0.0182, dir -0.9868, norm 0.1453, swav 0.0000 LR: 5.564e-02 Score 99.379 Data time: 0.0654, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0880 [2020-10-19 10:52:27,238][root][INFO] - ===> Epoch[5745](28724/5): Loss -0.8312, Sem 0.0187, dir -0.9872, norm 0.1372, swav 0.0000 LR: 5.564e-02 Score 99.370 Data time: 0.1094, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.4034 [2020-10-19 10:52:30,572][root][INFO] - ===> Epoch[5745](28725/5): Loss -0.8335, Sem 0.0165, dir -0.9867, norm 0.1367, swav 0.0000 LR: 5.563e-02 Score 99.443 Data time: 0.0680, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 3.2273 [2020-10-19 10:52:32,470][root][INFO] - ===> Epoch[5746](28726/5): Loss -0.8524, Sem 0.0168, dir -0.9878, norm 0.1186, swav 0.0000 LR: 5.563e-02 Score 99.431 Data time: 0.0581, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8107 [2020-10-19 10:52:35,039][root][INFO] - ===> Epoch[5746](28727/5): Loss -0.8239, Sem 0.0200, dir -0.9864, norm 0.1426, swav 0.0000 LR: 5.563e-02 Score 99.331 Data time: 0.0880, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.5009 [2020-10-19 10:52:36,757][root][INFO] - ===> Epoch[5746](28728/5): Loss -0.8459, Sem 0.0164, dir -0.9887, norm 0.1263, swav 0.0000 LR: 5.563e-02 Score 99.456 Data time: 0.0810, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.6082 [2020-10-19 10:52:39,223][root][INFO] - ===> Epoch[5746](28729/5): Loss -0.8269, Sem 0.0171, dir -0.9862, norm 0.1422, swav 0.0000 LR: 5.563e-02 Score 99.432 Data time: 0.2065, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3687 [2020-10-19 10:52:41,414][root][INFO] - ===> Epoch[5746](28730/5): Loss -0.8311, Sem 0.0181, dir -0.9890, norm 0.1397, swav 0.0000 LR: 5.563e-02 Score 99.377 Data time: 0.0916, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1070 [2020-10-19 10:52:43,475][root][INFO] - ===> Epoch[5747](28731/5): Loss -0.8465, Sem 0.0167, dir -0.9875, norm 0.1242, swav 0.0000 LR: 5.563e-02 Score 99.439 Data time: 0.0822, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9564 [2020-10-19 10:52:45,443][root][INFO] - ===> Epoch[5747](28732/5): Loss -0.8400, Sem 0.0166, dir -0.9885, norm 0.1318, swav 0.0000 LR: 5.562e-02 Score 99.432 Data time: 0.0743, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8762 [2020-10-19 10:52:47,881][root][INFO] - ===> Epoch[5747](28733/5): Loss -0.8241, Sem 0.0180, dir -0.9852, norm 0.1431, swav 0.0000 LR: 5.562e-02 Score 99.402 Data time: 0.0901, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3446 [2020-10-19 10:52:49,964][root][INFO] - ===> Epoch[5747](28734/5): Loss -0.8368, Sem 0.0174, dir -0.9879, norm 0.1337, swav 0.0000 LR: 5.562e-02 Score 99.414 Data time: 0.0709, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9698 [2020-10-19 10:52:52,051][root][INFO] - ===> Epoch[5747](28735/5): Loss -0.8396, Sem 0.0163, dir -0.9870, norm 0.1311, swav 0.0000 LR: 5.562e-02 Score 99.459 Data time: 0.0490, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9841 [2020-10-19 10:52:54,821][root][INFO] - ===> Epoch[5748](28736/5): Loss -0.8194, Sem 0.0169, dir -0.9856, norm 0.1494, swav 0.0000 LR: 5.562e-02 Score 99.441 Data time: 0.1803, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.7002 [2020-10-19 10:52:56,779][root][INFO] - ===> Epoch[5748](28737/5): Loss -0.8421, Sem 0.0166, dir -0.9890, norm 0.1303, swav 0.0000 LR: 5.562e-02 Score 99.450 Data time: 0.0817, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8257 [2020-10-19 10:52:59,003][root][INFO] - ===> Epoch[5748](28738/5): Loss -0.8313, Sem 0.0180, dir -0.9866, norm 0.1373, swav 0.0000 LR: 5.561e-02 Score 99.387 Data time: 0.0876, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1246 [2020-10-19 10:53:01,099][root][INFO] - ===> Epoch[5748](28739/5): Loss -0.8388, Sem 0.0182, dir -0.9876, norm 0.1307, swav 0.0000 LR: 5.561e-02 Score 99.389 Data time: 0.0741, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9934 [2020-10-19 10:53:02,948][root][INFO] - ===> Epoch[5748](28740/5): Loss -0.8271, Sem 0.0200, dir -0.9846, norm 0.1375, swav 0.0000 LR: 5.561e-02 Score 99.328 Data time: 0.0862, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7484 [2020-10-19 10:53:05,117][root][INFO] - ===> Epoch[5749](28741/5): Loss -0.8252, Sem 0.0171, dir -0.9858, norm 0.1435, swav 0.0000 LR: 5.561e-02 Score 99.428 Data time: 0.0704, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0675 [2020-10-19 10:53:07,054][root][INFO] - ===> Epoch[5749](28742/5): Loss -0.8321, Sem 0.0180, dir -0.9874, norm 0.1374, swav 0.0000 LR: 5.561e-02 Score 99.410 Data time: 0.0701, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8370 [2020-10-19 10:53:09,241][root][INFO] - ===> Epoch[5749](28743/5): Loss -0.8203, Sem 0.0176, dir -0.9864, norm 0.1485, swav 0.0000 LR: 5.561e-02 Score 99.410 Data time: 0.0883, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1020 [2020-10-19 10:53:11,190][root][INFO] - ===> Epoch[5749](28744/5): Loss -0.8456, Sem 0.0183, dir -0.9874, norm 0.1235, swav 0.0000 LR: 5.560e-02 Score 99.383 Data time: 0.0505, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8365 [2020-10-19 10:53:13,633][root][INFO] - ===> Epoch[5749](28745/5): Loss -0.8157, Sem 0.0156, dir -0.9869, norm 0.1557, swav 0.0000 LR: 5.560e-02 Score 99.486 Data time: 0.0907, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3795 [2020-10-19 10:53:15,799][root][INFO] - ===> Epoch[5750](28746/5): Loss -0.8398, Sem 0.0179, dir -0.9871, norm 0.1294, swav 0.0000 LR: 5.560e-02 Score 99.389 Data time: 0.0994, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0800 [2020-10-19 10:53:17,907][root][INFO] - ===> Epoch[5750](28747/5): Loss -0.8157, Sem 0.0199, dir -0.9854, norm 0.1498, swav 0.0000 LR: 5.560e-02 Score 99.350 Data time: 0.0860, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9981 [2020-10-19 10:53:19,980][root][INFO] - ===> Epoch[5750](28748/5): Loss -0.8294, Sem 0.0184, dir -0.9875, norm 0.1396, swav 0.0000 LR: 5.560e-02 Score 99.384 Data time: 0.0884, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9931 [2020-10-19 10:53:22,335][root][INFO] - ===> Epoch[5750](28749/5): Loss -0.8331, Sem 0.0174, dir -0.9870, norm 0.1365, swav 0.0000 LR: 5.560e-02 Score 99.413 Data time: 0.0890, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2543 [2020-10-19 10:53:24,662][root][INFO] - ===> Epoch[5750](28750/5): Loss -0.8095, Sem 0.0174, dir -0.9850, norm 0.1582, swav 0.0000 LR: 5.559e-02 Score 99.411 Data time: 0.0940, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2304 [2020-10-19 10:53:26,877][root][INFO] - ===> Epoch[5751](28751/5): Loss -0.8176, Sem 0.0190, dir -0.9868, norm 0.1502, swav 0.0000 LR: 5.559e-02 Score 99.370 Data time: 0.0969, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0739 [2020-10-19 10:53:28,750][root][INFO] - ===> Epoch[5751](28752/5): Loss -0.8220, Sem 0.0236, dir -0.9875, norm 0.1419, swav 0.0000 LR: 5.559e-02 Score 99.354 Data time: 0.1333, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7715 [2020-10-19 10:53:31,219][root][INFO] - ===> Epoch[5751](28753/5): Loss -0.8322, Sem 0.0207, dir -0.9878, norm 0.1349, swav 0.0000 LR: 5.559e-02 Score 99.393 Data time: 0.1166, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3889 [2020-10-19 10:53:33,159][root][INFO] - ===> Epoch[5751](28754/5): Loss -0.8171, Sem 0.0182, dir -0.9866, norm 0.1513, swav 0.0000 LR: 5.559e-02 Score 99.385 Data time: 0.0856, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8201 [2020-10-19 10:53:35,359][root][INFO] - ===> Epoch[5751](28755/5): Loss -0.8187, Sem 0.0206, dir -0.9860, norm 0.1466, swav 0.0000 LR: 5.559e-02 Score 99.313 Data time: 0.0712, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1000 [2020-10-19 10:53:37,234][root][INFO] - ===> Epoch[5752](28756/5): Loss -0.8193, Sem 0.0184, dir -0.9850, norm 0.1473, swav 0.0000 LR: 5.559e-02 Score 99.395 Data time: 0.0701, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7422 [2020-10-19 10:53:39,481][root][INFO] - ===> Epoch[5752](28757/5): Loss -0.8167, Sem 0.0196, dir -0.9861, norm 0.1498, swav 0.0000 LR: 5.558e-02 Score 99.346 Data time: 0.0761, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1485 [2020-10-19 10:53:41,754][root][INFO] - ===> Epoch[5752](28758/5): Loss -0.8143, Sem 0.0217, dir -0.9863, norm 0.1503, swav 0.0000 LR: 5.558e-02 Score 99.274 Data time: 0.0781, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1754 [2020-10-19 10:53:44,834][root][INFO] - ===> Epoch[5752](28759/5): Loss -0.8279, Sem 0.0174, dir -0.9858, norm 0.1405, swav 0.0000 LR: 5.558e-02 Score 99.433 Data time: 0.0633, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.9921 [2020-10-19 10:53:46,758][root][INFO] - ===> Epoch[5752](28760/5): Loss -0.8126, Sem 0.0238, dir -0.9863, norm 0.1499, swav 0.0000 LR: 5.558e-02 Score 99.217 Data time: 0.0636, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8294 [2020-10-19 10:53:48,947][root][INFO] - ===> Epoch[5753](28761/5): Loss -0.8259, Sem 0.0185, dir -0.9854, norm 0.1410, swav 0.0000 LR: 5.558e-02 Score 99.374 Data time: 0.1237, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1272 [2020-10-19 10:53:51,332][root][INFO] - ===> Epoch[5753](28762/5): Loss -0.8380, Sem 0.0162, dir -0.9881, norm 0.1339, swav 0.0000 LR: 5.558e-02 Score 99.458 Data time: 0.1041, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2823 [2020-10-19 10:53:53,651][root][INFO] - ===> Epoch[5753](28763/5): Loss -0.8244, Sem 0.0198, dir -0.9873, norm 0.1430, swav 0.0000 LR: 5.557e-02 Score 99.354 Data time: 0.1176, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2136 [2020-10-19 10:53:55,528][root][INFO] - ===> Epoch[5753](28764/5): Loss -0.8248, Sem 0.0185, dir -0.9869, norm 0.1436, swav 0.0000 LR: 5.557e-02 Score 99.382 Data time: 0.0781, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7785 [2020-10-19 10:53:57,957][root][INFO] - ===> Epoch[5753](28765/5): Loss -0.8178, Sem 0.0202, dir -0.9852, norm 0.1472, swav 0.0000 LR: 5.557e-02 Score 99.332 Data time: 0.0667, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3474 [2020-10-19 10:53:59,770][root][INFO] - ===> Epoch[5754](28766/5): Loss -0.8353, Sem 0.0213, dir -0.9860, norm 0.1294, swav 0.0000 LR: 5.557e-02 Score 99.279 Data time: 0.0661, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7084 [2020-10-19 10:54:01,907][root][INFO] - ===> Epoch[5754](28767/5): Loss -0.8395, Sem 0.0159, dir -0.9886, norm 0.1332, swav 0.0000 LR: 5.557e-02 Score 99.462 Data time: 0.0785, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0434 [2020-10-19 10:54:03,717][root][INFO] - ===> Epoch[5754](28768/5): Loss -0.8311, Sem 0.0168, dir -0.9868, norm 0.1389, swav 0.0000 LR: 5.557e-02 Score 99.450 Data time: 0.0677, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.6969 [2020-10-19 10:54:06,129][root][INFO] - ===> Epoch[5754](28769/5): Loss -0.8275, Sem 0.0167, dir -0.9871, norm 0.1429, swav 0.0000 LR: 5.556e-02 Score 99.443 Data time: 0.0760, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3310 [2020-10-19 10:54:08,485][root][INFO] - ===> Epoch[5754](28770/5): Loss -0.8324, Sem 0.0195, dir -0.9868, norm 0.1349, swav 0.0000 LR: 5.556e-02 Score 99.352 Data time: 0.0817, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2493 [2020-10-19 10:54:10,979][root][INFO] - ===> Epoch[5755](28771/5): Loss -0.8296, Sem 0.0181, dir -0.9873, norm 0.1396, swav 0.0000 LR: 5.556e-02 Score 99.392 Data time: 0.0902, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3781 [2020-10-19 10:54:13,156][root][INFO] - ===> Epoch[5755](28772/5): Loss -0.8273, Sem 0.0190, dir -0.9872, norm 0.1408, swav 0.0000 LR: 5.556e-02 Score 99.397 Data time: 0.0742, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0702 [2020-10-19 10:54:15,295][root][INFO] - ===> Epoch[5755](28773/5): Loss -0.8347, Sem 0.0187, dir -0.9869, norm 0.1335, swav 0.0000 LR: 5.556e-02 Score 99.379 Data time: 0.1918, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0609 [2020-10-19 10:54:17,749][root][INFO] - ===> Epoch[5755](28774/5): Loss -0.8293, Sem 0.0169, dir -0.9877, norm 0.1415, swav 0.0000 LR: 5.556e-02 Score 99.434 Data time: 0.0929, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3458 [2020-10-19 10:54:19,989][root][INFO] - ===> Epoch[5755](28775/5): Loss -0.8284, Sem 0.0176, dir -0.9882, norm 0.1422, swav 0.0000 LR: 5.555e-02 Score 99.405 Data time: 0.1186, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1232 [2020-10-19 10:54:22,274][root][INFO] - ===> Epoch[5756](28776/5): Loss -0.8284, Sem 0.0169, dir -0.9870, norm 0.1417, swav 0.0000 LR: 5.555e-02 Score 99.425 Data time: 0.0854, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1686 [2020-10-19 10:54:24,360][root][INFO] - ===> Epoch[5756](28777/5): Loss -0.8394, Sem 0.0182, dir -0.9876, norm 0.1301, swav 0.0000 LR: 5.555e-02 Score 99.363 Data time: 0.0811, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9988 [2020-10-19 10:54:26,344][root][INFO] - ===> Epoch[5756](28778/5): Loss -0.8253, Sem 0.0189, dir -0.9868, norm 0.1426, swav 0.0000 LR: 5.555e-02 Score 99.371 Data time: 0.1169, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8827 [2020-10-19 10:54:28,344][root][INFO] - ===> Epoch[5756](28779/5): Loss -0.8360, Sem 0.0179, dir -0.9873, norm 0.1334, swav 0.0000 LR: 5.555e-02 Score 99.403 Data time: 0.0879, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8958 [2020-10-19 10:54:30,474][root][INFO] - ===> Epoch[5756](28780/5): Loss -0.8405, Sem 0.0179, dir -0.9868, norm 0.1285, swav 0.0000 LR: 5.555e-02 Score 99.411 Data time: 0.0647, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0131 [2020-10-19 10:54:32,554][root][INFO] - ===> Epoch[5757](28781/5): Loss -0.8197, Sem 0.0179, dir -0.9869, norm 0.1494, swav 0.0000 LR: 5.555e-02 Score 99.399 Data time: 0.0733, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9817 [2020-10-19 10:54:34,871][root][INFO] - ===> Epoch[5757](28782/5): Loss -0.8294, Sem 0.0181, dir -0.9879, norm 0.1404, swav 0.0000 LR: 5.554e-02 Score 99.400 Data time: 0.0890, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2188 [2020-10-19 10:54:36,687][root][INFO] - ===> Epoch[5757](28783/5): Loss -0.8248, Sem 0.0173, dir -0.9882, norm 0.1462, swav 0.0000 LR: 5.554e-02 Score 99.427 Data time: 0.0817, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7179 [2020-10-19 10:54:38,790][root][INFO] - ===> Epoch[5757](28784/5): Loss -0.8283, Sem 0.0190, dir -0.9856, norm 0.1383, swav 0.0000 LR: 5.554e-02 Score 99.364 Data time: 0.0765, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0023 [2020-10-19 10:54:41,337][root][INFO] - ===> Epoch[5757](28785/5): Loss -0.8318, Sem 0.0168, dir -0.9869, norm 0.1383, swav 0.0000 LR: 5.554e-02 Score 99.451 Data time: 0.0766, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.4371 [2020-10-19 10:54:43,072][root][INFO] - ===> Epoch[5758](28786/5): Loss -0.8394, Sem 0.0190, dir -0.9868, norm 0.1285, swav 0.0000 LR: 5.554e-02 Score 99.363 Data time: 0.0657, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.6390 [2020-10-19 10:54:45,277][root][INFO] - ===> Epoch[5758](28787/5): Loss -0.8255, Sem 0.0162, dir -0.9868, norm 0.1451, swav 0.0000 LR: 5.554e-02 Score 99.465 Data time: 0.0853, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1190 [2020-10-19 10:54:48,855][root][INFO] - ===> Epoch[5758](28788/5): Loss -0.8292, Sem 0.0202, dir -0.9863, norm 0.1368, swav 0.0000 LR: 5.553e-02 Score 99.338 Data time: 0.0744, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 3.4653 [2020-10-19 10:54:50,919][root][INFO] - ===> Epoch[5758](28789/5): Loss -0.8446, Sem 0.0159, dir -0.9891, norm 0.1286, swav 0.0000 LR: 5.553e-02 Score 99.452 Data time: 0.0935, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9748 [2020-10-19 10:54:52,883][root][INFO] - ===> Epoch[5758](28790/5): Loss -0.8336, Sem 0.0178, dir -0.9885, norm 0.1371, swav 0.0000 LR: 5.553e-02 Score 99.397 Data time: 0.0796, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8530 [2020-10-19 10:54:55,313][root][INFO] - ===> Epoch[5759](28791/5): Loss -0.8176, Sem 0.0198, dir -0.9872, norm 0.1498, swav 0.0000 LR: 5.553e-02 Score 99.335 Data time: 0.0859, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3204 [2020-10-19 10:54:57,246][root][INFO] - ===> Epoch[5759](28792/5): Loss -0.8243, Sem 0.0169, dir -0.9876, norm 0.1464, swav 0.0000 LR: 5.553e-02 Score 99.435 Data time: 0.0803, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8318 [2020-10-19 10:54:59,200][root][INFO] - ===> Epoch[5759](28793/5): Loss -0.8255, Sem 0.0181, dir -0.9862, norm 0.1426, swav 0.0000 LR: 5.553e-02 Score 99.398 Data time: 0.0623, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8425 [2020-10-19 10:55:01,699][root][INFO] - ===> Epoch[5759](28794/5): Loss -0.8237, Sem 0.0187, dir -0.9871, norm 0.1447, swav 0.0000 LR: 5.552e-02 Score 99.388 Data time: 0.0644, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3993 [2020-10-19 10:55:03,722][root][INFO] - ===> Epoch[5759](28795/5): Loss -0.8297, Sem 0.0182, dir -0.9865, norm 0.1386, swav 0.0000 LR: 5.552e-02 Score 99.382 Data time: 0.0809, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9182 [2020-10-19 10:55:05,959][root][INFO] - ===> Epoch[5760](28796/5): Loss -0.8258, Sem 0.0181, dir -0.9868, norm 0.1429, swav 0.0000 LR: 5.552e-02 Score 99.400 Data time: 0.0907, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1206 [2020-10-19 10:55:08,270][root][INFO] - ===> Epoch[5760](28797/5): Loss -0.8378, Sem 0.0187, dir -0.9880, norm 0.1316, swav 0.0000 LR: 5.552e-02 Score 99.409 Data time: 0.1070, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2042 [2020-10-19 10:55:10,109][root][INFO] - ===> Epoch[5760](28798/5): Loss -0.8383, Sem 0.0177, dir -0.9887, norm 0.1327, swav 0.0000 LR: 5.552e-02 Score 99.405 Data time: 0.0860, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7160 [2020-10-19 10:55:12,294][root][INFO] - ===> Epoch[5760](28799/5): Loss -0.8464, Sem 0.0183, dir -0.9872, norm 0.1225, swav 0.0000 LR: 5.552e-02 Score 99.381 Data time: 0.0888, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0829 [2020-10-19 10:55:14,718][root][INFO] - ===> Epoch[5760](28800/5): Loss -0.8163, Sem 0.0193, dir -0.9863, norm 0.1508, swav 0.0000 LR: 5.551e-02 Score 99.377 Data time: 0.0802, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3108 [2020-10-19 10:55:16,372][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 10:55:16,534][root][INFO] - ===> Start testing [2020-10-19 10:55:55,674][root][INFO] - 68/68: Data time: 0.0022, Iter time: 0.1129 Loss 0.230 (AVG: 0.557) Score 94.875 (AVG: 90.494) mIOU 69.569 mAP 83.585 mAcc 76.049 IOU: 62.401 0.147 79.323 74.454 93.540 92.148 35.309 78.271 98.139 62.790 81.700 85.937 60.243 mAP: 81.649 9.402 96.120 86.299 98.740 98.322 57.802 96.260 99.752 82.773 93.520 94.700 91.261 mAcc: 79.899 1.459 87.861 81.072 94.882 97.485 37.963 91.501 99.068 66.575 90.452 96.661 63.765 [2020-10-19 10:55:55,675][root][INFO] - Finished test. Elapsed time: 39.1393 [2020-10-19 10:55:59,355][root][INFO] - [2020-10-19 10:55:59,355][root][INFO] - ################################################################ [2020-10-19 10:55:59,355][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 10:55:59,355][root][INFO] - ################################################################ [2020-10-19 10:55:59,355][root][INFO] - clutter : nan nan nan [2020-10-19 10:55:59,355][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 10:55:59,355][root][INFO] - board : 0.813 0.896 0.948 [2020-10-19 10:55:59,355][root][INFO] - bookcase : 0.212 0.310 0.523 [2020-10-19 10:55:59,355][root][INFO] - ceiling : 0.467 0.520 0.601 [2020-10-19 10:55:59,355][root][INFO] - chair : 0.830 0.910 0.918 [2020-10-19 10:55:59,355][root][INFO] - column : 0.206 0.356 0.458 [2020-10-19 10:55:59,356][root][INFO] - door : 0.745 0.901 0.939 [2020-10-19 10:55:59,356][root][INFO] - floor : 0.945 0.956 0.994 [2020-10-19 10:55:59,356][root][INFO] - sofa : 0.424 0.545 0.727 [2020-10-19 10:55:59,356][root][INFO] - table : 0.135 0.298 0.638 [2020-10-19 10:55:59,356][root][INFO] - wall : 0.566 0.751 0.831 [2020-10-19 10:55:59,356][root][INFO] - window : 0.547 0.734 0.778 [2020-10-19 10:55:59,356][root][INFO] - ---------------------------------------------------------------- [2020-10-19 10:55:59,356][root][INFO] - average : 0.491 0.598 0.696 [2020-10-19 10:55:59,356][root][INFO] - [2020-10-19 10:55:59,508][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 10:55:59,509][root][INFO] - Current best mIoU: 71.243 at iter 28000 [2020-10-19 10:56:01,247][root][INFO] - ===> Epoch[5761](28801/5): Loss -0.8400, Sem 0.0169, dir -0.9869, norm 0.1299, swav 0.0000 LR: 5.551e-02 Score 99.434 Data time: 0.0805, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7319 [2020-10-19 10:56:03,093][root][INFO] - ===> Epoch[5761](28802/5): Loss -0.8301, Sem 0.0172, dir -0.9867, norm 0.1395, swav 0.0000 LR: 5.551e-02 Score 99.418 Data time: 0.1718, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7392 [2020-10-19 10:56:05,236][root][INFO] - ===> Epoch[5761](28803/5): Loss -0.8353, Sem 0.0194, dir -0.9873, norm 0.1326, swav 0.0000 LR: 5.551e-02 Score 99.351 Data time: 0.0992, Forward time: 0.7769, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0469 [2020-10-19 10:56:07,244][root][INFO] - ===> Epoch[5761](28804/5): Loss -0.8285, Sem 0.0208, dir -0.9865, norm 0.1372, swav 0.0000 LR: 5.551e-02 Score 99.282 Data time: 0.0646, Forward time: 0.7769, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.8937 [2020-10-19 10:56:09,190][root][INFO] - ===> Epoch[5761](28805/5): Loss -0.8262, Sem 0.0198, dir -0.9864, norm 0.1404, swav 0.0000 LR: 5.551e-02 Score 99.354 Data time: 0.0456, Forward time: 0.7769, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.8598 [2020-10-19 10:56:11,291][root][INFO] - ===> Epoch[5762](28806/5): Loss -0.8425, Sem 0.0179, dir -0.9883, norm 0.1278, swav 0.0000 LR: 5.551e-02 Score 99.402 Data time: 0.0512, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0458 [2020-10-19 10:56:13,557][root][INFO] - ===> Epoch[5762](28807/5): Loss -0.8268, Sem 0.0167, dir -0.9862, norm 0.1427, swav 0.0000 LR: 5.550e-02 Score 99.445 Data time: 0.0990, Forward time: 0.7769, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.1882 [2020-10-19 10:56:15,716][root][INFO] - ===> Epoch[5762](28808/5): Loss -0.8323, Sem 0.0206, dir -0.9877, norm 0.1348, swav 0.0000 LR: 5.550e-02 Score 99.337 Data time: 0.0804, Forward time: 0.7769, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0324 [2020-10-19 10:56:17,557][root][INFO] - ===> Epoch[5762](28809/5): Loss -0.8275, Sem 0.0197, dir -0.9859, norm 0.1386, swav 0.0000 LR: 5.550e-02 Score 99.356 Data time: 0.0578, Forward time: 0.7769, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.7561 [2020-10-19 10:56:20,030][root][INFO] - ===> Epoch[5762](28810/5): Loss -0.8375, Sem 0.0164, dir -0.9879, norm 0.1339, swav 0.0000 LR: 5.550e-02 Score 99.449 Data time: 0.0824, Forward time: 0.7769, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.3945 [2020-10-19 10:56:22,097][root][INFO] - ===> Epoch[5763](28811/5): Loss -0.8399, Sem 0.0165, dir -0.9872, norm 0.1308, swav 0.0000 LR: 5.550e-02 Score 99.444 Data time: 0.0697, Forward time: 0.7769, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9356 [2020-10-19 10:56:23,945][root][INFO] - ===> Epoch[5763](28812/5): Loss -0.8338, Sem 0.0188, dir -0.9878, norm 0.1352, swav 0.0000 LR: 5.550e-02 Score 99.360 Data time: 0.0787, Forward time: 0.7769, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.7516 [2020-10-19 10:56:26,506][root][INFO] - ===> Epoch[5763](28813/5): Loss -0.8406, Sem 0.0185, dir -0.9873, norm 0.1282, swav 0.0000 LR: 5.549e-02 Score 99.383 Data time: 0.0940, Forward time: 0.7769, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.4599 [2020-10-19 10:56:28,951][root][INFO] - ===> Epoch[5763](28814/5): Loss -0.8428, Sem 0.0174, dir -0.9876, norm 0.1274, swav 0.0000 LR: 5.549e-02 Score 99.402 Data time: 0.0658, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3321 [2020-10-19 10:56:31,254][root][INFO] - ===> Epoch[5763](28815/5): Loss -0.8379, Sem 0.0161, dir -0.9872, norm 0.1331, swav 0.0000 LR: 5.549e-02 Score 99.453 Data time: 0.0974, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2109 [2020-10-19 10:56:33,861][root][INFO] - ===> Epoch[5764](28816/5): Loss -0.8475, Sem 0.0172, dir -0.9889, norm 0.1243, swav 0.0000 LR: 5.549e-02 Score 99.423 Data time: 0.0700, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.5035 [2020-10-19 10:56:36,239][root][INFO] - ===> Epoch[5764](28817/5): Loss -0.8191, Sem 0.0175, dir -0.9863, norm 0.1497, swav 0.0000 LR: 5.549e-02 Score 99.425 Data time: 0.0711, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2948 [2020-10-19 10:56:38,463][root][INFO] - ===> Epoch[5764](28818/5): Loss -0.8456, Sem 0.0171, dir -0.9875, norm 0.1248, swav 0.0000 LR: 5.549e-02 Score 99.409 Data time: 0.0981, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1382 [2020-10-19 10:56:41,017][root][INFO] - ===> Epoch[5764](28819/5): Loss -0.8319, Sem 0.0190, dir -0.9865, norm 0.1357, swav 0.0000 LR: 5.548e-02 Score 99.363 Data time: 0.0661, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.4593 [2020-10-19 10:56:43,261][root][INFO] - ===> Epoch[5764](28820/5): Loss -0.8401, Sem 0.0164, dir -0.9873, norm 0.1308, swav 0.0000 LR: 5.548e-02 Score 99.449 Data time: 0.0717, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1657 [2020-10-19 10:56:45,343][root][INFO] - ===> Epoch[5765](28821/5): Loss -0.8473, Sem 0.0164, dir -0.9891, norm 0.1254, swav 0.0000 LR: 5.548e-02 Score 99.442 Data time: 0.0523, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9955 [2020-10-19 10:56:47,724][root][INFO] - ===> Epoch[5765](28822/5): Loss -0.8382, Sem 0.0185, dir -0.9869, norm 0.1302, swav 0.0000 LR: 5.548e-02 Score 99.371 Data time: 0.0532, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2991 [2020-10-19 10:56:49,740][root][INFO] - ===> Epoch[5765](28823/5): Loss -0.8363, Sem 0.0175, dir -0.9875, norm 0.1337, swav 0.0000 LR: 5.548e-02 Score 99.413 Data time: 0.0889, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9561 [2020-10-19 10:56:51,924][root][INFO] - ===> Epoch[5765](28824/5): Loss -0.8342, Sem 0.0161, dir -0.9886, norm 0.1383, swav 0.0000 LR: 5.548e-02 Score 99.460 Data time: 0.0717, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0710 [2020-10-19 10:56:54,062][root][INFO] - ===> Epoch[5765](28825/5): Loss -0.8436, Sem 0.0180, dir -0.9875, norm 0.1259, swav 0.0000 LR: 5.547e-02 Score 99.393 Data time: 0.1461, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0633 [2020-10-19 10:56:56,755][root][INFO] - ===> Epoch[5766](28826/5): Loss -0.8309, Sem 0.0179, dir -0.9877, norm 0.1388, swav 0.0000 LR: 5.547e-02 Score 99.392 Data time: 0.2202, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.5737 [2020-10-19 10:56:58,836][root][INFO] - ===> Epoch[5766](28827/5): Loss -0.8244, Sem 0.0155, dir -0.9874, norm 0.1476, swav 0.0000 LR: 5.547e-02 Score 99.484 Data time: 0.0890, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9704 [2020-10-19 10:57:01,255][root][INFO] - ===> Epoch[5766](28828/5): Loss -0.8365, Sem 0.0161, dir -0.9882, norm 0.1357, swav 0.0000 LR: 5.547e-02 Score 99.456 Data time: 0.0723, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3160 [2020-10-19 10:57:03,508][root][INFO] - ===> Epoch[5766](28829/5): Loss -0.8293, Sem 0.0180, dir -0.9864, norm 0.1391, swav 0.0000 LR: 5.547e-02 Score 99.396 Data time: 0.0806, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1615 [2020-10-19 10:57:05,472][root][INFO] - ===> Epoch[5766](28830/5): Loss -0.8450, Sem 0.0188, dir -0.9880, norm 0.1242, swav 0.0000 LR: 5.547e-02 Score 99.371 Data time: 0.0610, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8414 [2020-10-19 10:57:07,603][root][INFO] - ===> Epoch[5767](28831/5): Loss -0.8345, Sem 0.0179, dir -0.9870, norm 0.1346, swav 0.0000 LR: 5.547e-02 Score 99.402 Data time: 0.0983, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0388 [2020-10-19 10:57:09,770][root][INFO] - ===> Epoch[5767](28832/5): Loss -0.8307, Sem 0.0173, dir -0.9879, norm 0.1398, swav 0.0000 LR: 5.546e-02 Score 99.413 Data time: 0.1051, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0437 [2020-10-19 10:57:11,919][root][INFO] - ===> Epoch[5767](28833/5): Loss -0.8434, Sem 0.0166, dir -0.9882, norm 0.1282, swav 0.0000 LR: 5.546e-02 Score 99.426 Data time: 0.1749, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0600 [2020-10-19 10:57:14,465][root][INFO] - ===> Epoch[5767](28834/5): Loss -0.8279, Sem 0.0171, dir -0.9863, norm 0.1413, swav 0.0000 LR: 5.546e-02 Score 99.427 Data time: 0.1233, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.4572 [2020-10-19 10:57:16,617][root][INFO] - ===> Epoch[5767](28835/5): Loss -0.8356, Sem 0.0166, dir -0.9878, norm 0.1356, swav 0.0000 LR: 5.546e-02 Score 99.439 Data time: 0.0803, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0335 [2020-10-19 10:57:18,667][root][INFO] - ===> Epoch[5768](28836/5): Loss -0.8353, Sem 0.0177, dir -0.9873, norm 0.1343, swav 0.0000 LR: 5.546e-02 Score 99.411 Data time: 0.0517, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9597 [2020-10-19 10:57:20,994][root][INFO] - ===> Epoch[5768](28837/5): Loss -0.8410, Sem 0.0153, dir -0.9875, norm 0.1312, swav 0.0000 LR: 5.546e-02 Score 99.480 Data time: 0.1784, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2466 [2020-10-19 10:57:23,181][root][INFO] - ===> Epoch[5768](28838/5): Loss -0.8259, Sem 0.0199, dir -0.9860, norm 0.1402, swav 0.0000 LR: 5.545e-02 Score 99.336 Data time: 0.0928, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0788 [2020-10-19 10:57:25,265][root][INFO] - ===> Epoch[5768](28839/5): Loss -0.8285, Sem 0.0176, dir -0.9869, norm 0.1408, swav 0.0000 LR: 5.545e-02 Score 99.411 Data time: 0.0676, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9847 [2020-10-19 10:57:28,001][root][INFO] - ===> Epoch[5768](28840/5): Loss -0.8365, Sem 0.0187, dir -0.9858, norm 0.1307, swav 0.0000 LR: 5.545e-02 Score 99.374 Data time: 0.0624, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.6580 [2020-10-19 10:57:29,923][root][INFO] - ===> Epoch[5769](28841/5): Loss -0.8577, Sem 0.0144, dir -0.9895, norm 0.1173, swav 0.0000 LR: 5.545e-02 Score 99.505 Data time: 0.0591, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8396 [2020-10-19 10:57:31,978][root][INFO] - ===> Epoch[5769](28842/5): Loss -0.8276, Sem 0.0184, dir -0.9874, norm 0.1414, swav 0.0000 LR: 5.545e-02 Score 99.375 Data time: 0.1030, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9704 [2020-10-19 10:57:34,485][root][INFO] - ===> Epoch[5769](28843/5): Loss -0.8325, Sem 0.0159, dir -0.9877, norm 0.1393, swav 0.0000 LR: 5.545e-02 Score 99.468 Data time: 0.0804, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.4003 [2020-10-19 10:57:36,816][root][INFO] - ===> Epoch[5769](28844/5): Loss -0.8446, Sem 0.0174, dir -0.9877, norm 0.1257, swav 0.0000 LR: 5.544e-02 Score 99.423 Data time: 0.0718, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2259 [2020-10-19 10:57:39,611][root][INFO] - ===> Epoch[5769](28845/5): Loss -0.8277, Sem 0.0173, dir -0.9869, norm 0.1420, swav 0.0000 LR: 5.544e-02 Score 99.411 Data time: 0.1130, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.6911 [2020-10-19 10:57:41,567][root][INFO] - ===> Epoch[5770](28846/5): Loss -0.8274, Sem 0.0187, dir -0.9869, norm 0.1408, swav 0.0000 LR: 5.544e-02 Score 99.387 Data time: 0.0587, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8320 [2020-10-19 10:57:43,600][root][INFO] - ===> Epoch[5770](28847/5): Loss -0.8346, Sem 0.0186, dir -0.9878, norm 0.1346, swav 0.0000 LR: 5.544e-02 Score 99.369 Data time: 0.0952, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9310 [2020-10-19 10:57:46,474][root][INFO] - ===> Epoch[5770](28848/5): Loss -0.8361, Sem 0.0192, dir -0.9866, norm 0.1313, swav 0.0000 LR: 5.544e-02 Score 99.346 Data time: 0.2460, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.7932 [2020-10-19 10:57:48,712][root][INFO] - ===> Epoch[5770](28849/5): Loss -0.8429, Sem 0.0168, dir -0.9875, norm 0.1278, swav 0.0000 LR: 5.544e-02 Score 99.438 Data time: 0.0864, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1317 [2020-10-19 10:57:50,816][root][INFO] - ===> Epoch[5770](28850/5): Loss -0.8495, Sem 0.0150, dir -0.9885, norm 0.1240, swav 0.0000 LR: 5.543e-02 Score 99.489 Data time: 0.0766, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0082 [2020-10-19 10:57:53,410][root][INFO] - ===> Epoch[5771](28851/5): Loss -0.8389, Sem 0.0163, dir -0.9874, norm 0.1322, swav 0.0000 LR: 5.543e-02 Score 99.443 Data time: 0.0927, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.5252 [2020-10-19 10:57:55,525][root][INFO] - ===> Epoch[5771](28852/5): Loss -0.8448, Sem 0.0172, dir -0.9883, norm 0.1263, swav 0.0000 LR: 5.543e-02 Score 99.421 Data time: 0.0709, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0099 [2020-10-19 10:57:57,590][root][INFO] - ===> Epoch[5771](28853/5): Loss -0.8420, Sem 0.0175, dir -0.9877, norm 0.1281, swav 0.0000 LR: 5.543e-02 Score 99.406 Data time: 0.0617, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9968 [2020-10-19 10:57:59,863][root][INFO] - ===> Epoch[5771](28854/5): Loss -0.8514, Sem 0.0156, dir -0.9882, norm 0.1212, swav 0.0000 LR: 5.543e-02 Score 99.470 Data time: 0.0393, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1743 [2020-10-19 10:58:02,819][root][INFO] - ===> Epoch[5771](28855/5): Loss -0.8347, Sem 0.0190, dir -0.9871, norm 0.1333, swav 0.0000 LR: 5.543e-02 Score 99.374 Data time: 0.0677, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.9000 [2020-10-19 10:58:04,717][root][INFO] - ===> Epoch[5772](28856/5): Loss -0.8545, Sem 0.0169, dir -0.9886, norm 0.1171, swav 0.0000 LR: 5.543e-02 Score 99.433 Data time: 0.0785, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8038 [2020-10-19 10:58:07,138][root][INFO] - ===> Epoch[5772](28857/5): Loss -0.8438, Sem 0.0186, dir -0.9878, norm 0.1254, swav 0.0000 LR: 5.542e-02 Score 99.369 Data time: 0.1120, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3000 [2020-10-19 10:58:09,265][root][INFO] - ===> Epoch[5772](28858/5): Loss -0.8380, Sem 0.0172, dir -0.9876, norm 0.1324, swav 0.0000 LR: 5.542e-02 Score 99.422 Data time: 0.0837, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0030 [2020-10-19 10:58:11,948][root][INFO] - ===> Epoch[5772](28859/5): Loss -0.8441, Sem 0.0159, dir -0.9872, norm 0.1272, swav 0.0000 LR: 5.542e-02 Score 99.472 Data time: 0.0600, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.5812 [2020-10-19 10:58:13,896][root][INFO] - ===> Epoch[5772](28860/5): Loss -0.8303, Sem 0.0185, dir -0.9872, norm 0.1384, swav 0.0000 LR: 5.542e-02 Score 99.386 Data time: 0.0564, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8519 [2020-10-19 10:58:16,151][root][INFO] - ===> Epoch[5773](28861/5): Loss -0.8417, Sem 0.0173, dir -0.9881, norm 0.1292, swav 0.0000 LR: 5.542e-02 Score 99.424 Data time: 0.0758, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1746 [2020-10-19 10:58:18,057][root][INFO] - ===> Epoch[5773](28862/5): Loss -0.8399, Sem 0.0179, dir -0.9879, norm 0.1302, swav 0.0000 LR: 5.542e-02 Score 99.394 Data time: 0.0691, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7962 [2020-10-19 10:58:20,411][root][INFO] - ===> Epoch[5773](28863/5): Loss -0.8387, Sem 0.0169, dir -0.9877, norm 0.1321, swav 0.0000 LR: 5.541e-02 Score 99.433 Data time: 0.0685, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2595 [2020-10-19 10:58:22,424][root][INFO] - ===> Epoch[5773](28864/5): Loss -0.8475, Sem 0.0167, dir -0.9875, norm 0.1232, swav 0.0000 LR: 5.541e-02 Score 99.427 Data time: 0.0624, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9056 [2020-10-19 10:58:24,731][root][INFO] - ===> Epoch[5773](28865/5): Loss -0.8356, Sem 0.0184, dir -0.9871, norm 0.1331, swav 0.0000 LR: 5.541e-02 Score 99.382 Data time: 0.0527, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1871 [2020-10-19 10:58:26,682][root][INFO] - ===> Epoch[5774](28866/5): Loss -0.8488, Sem 0.0178, dir -0.9881, norm 0.1214, swav 0.0000 LR: 5.541e-02 Score 99.399 Data time: 0.0740, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8878 [2020-10-19 10:58:29,458][root][INFO] - ===> Epoch[5774](28867/5): Loss -0.8371, Sem 0.0150, dir -0.9874, norm 0.1354, swav 0.0000 LR: 5.541e-02 Score 99.503 Data time: 0.0517, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.6655 [2020-10-19 10:58:31,689][root][INFO] - ===> Epoch[5774](28868/5): Loss -0.8501, Sem 0.0166, dir -0.9884, norm 0.1218, swav 0.0000 LR: 5.541e-02 Score 99.447 Data time: 0.0877, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1448 [2020-10-19 10:58:33,995][root][INFO] - ===> Epoch[5774](28869/5): Loss -0.8280, Sem 0.0205, dir -0.9863, norm 0.1378, swav 0.0000 LR: 5.540e-02 Score 99.302 Data time: 0.0564, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2012 [2020-10-19 10:58:36,241][root][INFO] - ===> Epoch[5774](28870/5): Loss -0.8453, Sem 0.0167, dir -0.9882, norm 0.1262, swav 0.0000 LR: 5.540e-02 Score 99.428 Data time: 0.0760, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1643 [2020-10-19 10:58:38,467][root][INFO] - ===> Epoch[5775](28871/5): Loss -0.8452, Sem 0.0172, dir -0.9881, norm 0.1257, swav 0.0000 LR: 5.540e-02 Score 99.417 Data time: 0.1016, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1244 [2020-10-19 10:58:40,756][root][INFO] - ===> Epoch[5775](28872/5): Loss -0.8343, Sem 0.0174, dir -0.9876, norm 0.1358, swav 0.0000 LR: 5.540e-02 Score 99.411 Data time: 0.0878, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1817 [2020-10-19 10:58:42,891][root][INFO] - ===> Epoch[5775](28873/5): Loss -0.8428, Sem 0.0152, dir -0.9874, norm 0.1294, swav 0.0000 LR: 5.540e-02 Score 99.486 Data time: 0.0762, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0310 [2020-10-19 10:58:44,772][root][INFO] - ===> Epoch[5775](28874/5): Loss -0.8550, Sem 0.0164, dir -0.9886, norm 0.1173, swav 0.0000 LR: 5.540e-02 Score 99.448 Data time: 0.0794, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8088 [2020-10-19 10:58:46,964][root][INFO] - ===> Epoch[5775](28875/5): Loss -0.8300, Sem 0.0182, dir -0.9862, norm 0.1380, swav 0.0000 LR: 5.539e-02 Score 99.401 Data time: 0.0808, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0781 [2020-10-19 10:58:49,016][root][INFO] - ===> Epoch[5776](28876/5): Loss -0.8408, Sem 0.0169, dir -0.9881, norm 0.1303, swav 0.0000 LR: 5.539e-02 Score 99.415 Data time: 0.0734, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9570 [2020-10-19 10:58:51,222][root][INFO] - ===> Epoch[5776](28877/5): Loss -0.8331, Sem 0.0173, dir -0.9873, norm 0.1369, swav 0.0000 LR: 5.539e-02 Score 99.414 Data time: 0.0902, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1137 [2020-10-19 10:58:53,148][root][INFO] - ===> Epoch[5776](28878/5): Loss -0.8459, Sem 0.0182, dir -0.9881, norm 0.1240, swav 0.0000 LR: 5.539e-02 Score 99.384 Data time: 0.0940, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8177 [2020-10-19 10:58:55,723][root][INFO] - ===> Epoch[5776](28879/5): Loss -0.8328, Sem 0.0154, dir -0.9864, norm 0.1382, swav 0.0000 LR: 5.539e-02 Score 99.485 Data time: 0.0853, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.4754 [2020-10-19 10:58:57,632][root][INFO] - ===> Epoch[5776](28880/5): Loss -0.8190, Sem 0.0185, dir -0.9868, norm 0.1493, swav 0.0000 LR: 5.539e-02 Score 99.361 Data time: 0.0695, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8090 [2020-10-19 10:58:59,757][root][INFO] - ===> Epoch[5777](28881/5): Loss -0.8410, Sem 0.0149, dir -0.9884, norm 0.1326, swav 0.0000 LR: 5.539e-02 Score 99.507 Data time: 0.0740, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0173 [2020-10-19 10:59:02,092][root][INFO] - ===> Epoch[5777](28882/5): Loss -0.8342, Sem 0.0175, dir -0.9889, norm 0.1372, swav 0.0000 LR: 5.538e-02 Score 99.414 Data time: 0.0807, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2444 [2020-10-19 10:59:04,064][root][INFO] - ===> Epoch[5777](28883/5): Loss -0.8349, Sem 0.0178, dir -0.9860, norm 0.1332, swav 0.0000 LR: 5.538e-02 Score 99.410 Data time: 0.0772, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8527 [2020-10-19 10:59:06,133][root][INFO] - ===> Epoch[5777](28884/5): Loss -0.8328, Sem 0.0190, dir -0.9876, norm 0.1358, swav 0.0000 LR: 5.538e-02 Score 99.355 Data time: 0.0870, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9884 [2020-10-19 10:59:08,319][root][INFO] - ===> Epoch[5777](28885/5): Loss -0.8347, Sem 0.0176, dir -0.9876, norm 0.1354, swav 0.0000 LR: 5.538e-02 Score 99.410 Data time: 0.0760, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0885 [2020-10-19 10:59:10,553][root][INFO] - ===> Epoch[5778](28886/5): Loss -0.8426, Sem 0.0164, dir -0.9880, norm 0.1289, swav 0.0000 LR: 5.538e-02 Score 99.448 Data time: 0.0771, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1633 [2020-10-19 10:59:12,369][root][INFO] - ===> Epoch[5778](28887/5): Loss -0.8327, Sem 0.0193, dir -0.9872, norm 0.1352, swav 0.0000 LR: 5.538e-02 Score 99.343 Data time: 0.0530, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7149 [2020-10-19 10:59:14,991][root][INFO] - ===> Epoch[5778](28888/5): Loss -0.8384, Sem 0.0160, dir -0.9880, norm 0.1336, swav 0.0000 LR: 5.537e-02 Score 99.461 Data time: 0.1110, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.5390 [2020-10-19 10:59:17,053][root][INFO] - ===> Epoch[5778](28889/5): Loss -0.8332, Sem 0.0171, dir -0.9871, norm 0.1369, swav 0.0000 LR: 5.537e-02 Score 99.441 Data time: 0.0831, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9416 [2020-10-19 10:59:18,859][root][INFO] - ===> Epoch[5778](28890/5): Loss -0.8324, Sem 0.0190, dir -0.9870, norm 0.1356, swav 0.0000 LR: 5.537e-02 Score 99.358 Data time: 0.1320, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7110 [2020-10-19 10:59:21,554][root][INFO] - ===> Epoch[5779](28891/5): Loss -0.8233, Sem 0.0146, dir -0.9877, norm 0.1497, swav 0.0000 LR: 5.537e-02 Score 99.500 Data time: 0.0942, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.6113 [2020-10-19 10:59:23,936][root][INFO] - ===> Epoch[5779](28892/5): Loss -0.8349, Sem 0.0179, dir -0.9881, norm 0.1352, swav 0.0000 LR: 5.537e-02 Score 99.391 Data time: 0.0768, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2284 [2020-10-19 10:59:25,968][root][INFO] - ===> Epoch[5779](28893/5): Loss -0.8184, Sem 0.0195, dir -0.9864, norm 0.1486, swav 0.0000 LR: 5.537e-02 Score 99.354 Data time: 0.0515, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9412 [2020-10-19 10:59:28,223][root][INFO] - ===> Epoch[5779](28894/5): Loss -0.8457, Sem 0.0158, dir -0.9889, norm 0.1274, swav 0.0000 LR: 5.536e-02 Score 99.461 Data time: 0.1002, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1700 [2020-10-19 10:59:30,489][root][INFO] - ===> Epoch[5779](28895/5): Loss -0.8274, Sem 0.0183, dir -0.9869, norm 0.1413, swav 0.0000 LR: 5.536e-02 Score 99.405 Data time: 0.0617, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1597 [2020-10-19 10:59:32,440][root][INFO] - ===> Epoch[5780](28896/5): Loss -0.8512, Sem 0.0159, dir -0.9887, norm 0.1216, swav 0.0000 LR: 5.536e-02 Score 99.459 Data time: 0.0795, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8869 [2020-10-19 10:59:34,369][root][INFO] - ===> Epoch[5780](28897/5): Loss -0.8293, Sem 0.0177, dir -0.9882, norm 0.1412, swav 0.0000 LR: 5.536e-02 Score 99.412 Data time: 0.0769, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8238 [2020-10-19 10:59:36,470][root][INFO] - ===> Epoch[5780](28898/5): Loss -0.8367, Sem 0.0177, dir -0.9877, norm 0.1334, swav 0.0000 LR: 5.536e-02 Score 99.394 Data time: 0.1471, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9986 [2020-10-19 10:59:38,793][root][INFO] - ===> Epoch[5780](28899/5): Loss -0.8373, Sem 0.0173, dir -0.9868, norm 0.1322, swav 0.0000 LR: 5.536e-02 Score 99.430 Data time: 0.0920, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2425 [2020-10-19 10:59:41,007][root][INFO] - ===> Epoch[5780](28900/5): Loss -0.8397, Sem 0.0162, dir -0.9891, norm 0.1332, swav 0.0000 LR: 5.535e-02 Score 99.466 Data time: 0.0985, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0963 [2020-10-19 10:59:42,785][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 10:59:44,739][root][INFO] - ===> Epoch[5781](28901/5): Loss -0.8426, Sem 0.0185, dir -0.9874, norm 0.1264, swav 0.0000 LR: 5.535e-02 Score 99.387 Data time: 0.0717, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7715 [2020-10-19 10:59:47,062][root][INFO] - ===> Epoch[5781](28902/5): Loss -0.8379, Sem 0.0175, dir -0.9863, norm 0.1308, swav 0.0000 LR: 5.535e-02 Score 99.412 Data time: 0.0912, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1839 [2020-10-19 10:59:49,554][root][INFO] - ===> Epoch[5781](28903/5): Loss -0.8384, Sem 0.0183, dir -0.9878, norm 0.1311, swav 0.0000 LR: 5.535e-02 Score 99.388 Data time: 0.0761, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3828 [2020-10-19 10:59:52,548][root][INFO] - ===> Epoch[5781](28904/5): Loss -0.8402, Sem 0.0180, dir -0.9878, norm 0.1296, swav 0.0000 LR: 5.535e-02 Score 99.385 Data time: 0.0729, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.8860 [2020-10-19 10:59:54,605][root][INFO] - ===> Epoch[5781](28905/5): Loss -0.8380, Sem 0.0205, dir -0.9886, norm 0.1300, swav 0.0000 LR: 5.535e-02 Score 99.373 Data time: 0.0645, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9564 [2020-10-19 10:59:56,407][root][INFO] - ===> Epoch[5782](28906/5): Loss -0.8494, Sem 0.0181, dir -0.9874, norm 0.1199, swav 0.0000 LR: 5.535e-02 Score 99.388 Data time: 0.0556, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7285 [2020-10-19 10:59:58,778][root][INFO] - ===> Epoch[5782](28907/5): Loss -0.8309, Sem 0.0187, dir -0.9874, norm 0.1378, swav 0.0000 LR: 5.534e-02 Score 99.364 Data time: 0.1102, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2858 [2020-10-19 11:00:01,010][root][INFO] - ===> Epoch[5782](28908/5): Loss -0.8340, Sem 0.0186, dir -0.9852, norm 0.1326, swav 0.0000 LR: 5.534e-02 Score 99.382 Data time: 0.0784, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1437 [2020-10-19 11:00:03,537][root][INFO] - ===> Epoch[5782](28909/5): Loss -0.8403, Sem 0.0165, dir -0.9887, norm 0.1319, swav 0.0000 LR: 5.534e-02 Score 99.447 Data time: 0.0870, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.4182 [2020-10-19 11:00:05,649][root][INFO] - ===> Epoch[5782](28910/5): Loss -0.8216, Sem 0.0199, dir -0.9862, norm 0.1447, swav 0.0000 LR: 5.534e-02 Score 99.328 Data time: 0.0882, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0056 [2020-10-19 11:00:07,805][root][INFO] - ===> Epoch[5783](28911/5): Loss -0.8439, Sem 0.0170, dir -0.9884, norm 0.1275, swav 0.0000 LR: 5.534e-02 Score 99.435 Data time: 0.0837, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0437 [2020-10-19 11:00:10,423][root][INFO] - ===> Epoch[5783](28912/5): Loss -0.8352, Sem 0.0201, dir -0.9878, norm 0.1325, swav 0.0000 LR: 5.534e-02 Score 99.348 Data time: 0.0658, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.5083 [2020-10-19 11:00:12,533][root][INFO] - ===> Epoch[5783](28913/5): Loss -0.8405, Sem 0.0177, dir -0.9875, norm 0.1294, swav 0.0000 LR: 5.533e-02 Score 99.408 Data time: 0.0765, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9997 [2020-10-19 11:00:14,456][root][INFO] - ===> Epoch[5783](28914/5): Loss -0.8340, Sem 0.0176, dir -0.9864, norm 0.1347, swav 0.0000 LR: 5.533e-02 Score 99.405 Data time: 0.1175, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8136 [2020-10-19 11:00:16,684][root][INFO] - ===> Epoch[5783](28915/5): Loss -0.8309, Sem 0.0166, dir -0.9883, norm 0.1409, swav 0.0000 LR: 5.533e-02 Score 99.442 Data time: 0.0958, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1185 [2020-10-19 11:00:19,352][root][INFO] - ===> Epoch[5784](28916/5): Loss -0.8358, Sem 0.0182, dir -0.9885, norm 0.1345, swav 0.0000 LR: 5.533e-02 Score 99.397 Data time: 0.0589, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.5385 [2020-10-19 11:00:21,562][root][INFO] - ===> Epoch[5784](28917/5): Loss -0.8261, Sem 0.0194, dir -0.9862, norm 0.1407, swav 0.0000 LR: 5.533e-02 Score 99.355 Data time: 0.0606, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1002 [2020-10-19 11:00:23,588][root][INFO] - ===> Epoch[5784](28918/5): Loss -0.8354, Sem 0.0172, dir -0.9868, norm 0.1342, swav 0.0000 LR: 5.533e-02 Score 99.423 Data time: 0.0689, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9578 [2020-10-19 11:00:26,720][root][INFO] - ===> Epoch[5784](28919/5): Loss -0.8465, Sem 0.0167, dir -0.9884, norm 0.1251, swav 0.0000 LR: 5.532e-02 Score 99.448 Data time: 0.0520, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 3.0039 [2020-10-19 11:00:28,768][root][INFO] - ===> Epoch[5784](28920/5): Loss -0.8428, Sem 0.0174, dir -0.9886, norm 0.1284, swav 0.0000 LR: 5.532e-02 Score 99.419 Data time: 0.0671, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9829 [2020-10-19 11:00:31,038][root][INFO] - ===> Epoch[5785](28921/5): Loss -0.8427, Sem 0.0180, dir -0.9888, norm 0.1280, swav 0.0000 LR: 5.532e-02 Score 99.404 Data time: 0.0715, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1610 [2020-10-19 11:00:32,873][root][INFO] - ===> Epoch[5785](28922/5): Loss -0.8406, Sem 0.0176, dir -0.9881, norm 0.1299, swav 0.0000 LR: 5.532e-02 Score 99.414 Data time: 0.0590, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.7404 [2020-10-19 11:00:35,252][root][INFO] - ===> Epoch[5785](28923/5): Loss -0.8315, Sem 0.0183, dir -0.9854, norm 0.1356, swav 0.0000 LR: 5.532e-02 Score 99.390 Data time: 0.0914, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2931 [2020-10-19 11:00:37,255][root][INFO] - ===> Epoch[5785](28924/5): Loss -0.8344, Sem 0.0179, dir -0.9879, norm 0.1356, swav 0.0000 LR: 5.532e-02 Score 99.399 Data time: 0.0737, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8888 [2020-10-19 11:00:39,668][root][INFO] - ===> Epoch[5785](28925/5): Loss -0.8451, Sem 0.0177, dir -0.9874, norm 0.1247, swav 0.0000 LR: 5.531e-02 Score 99.424 Data time: 0.0978, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3117 [2020-10-19 11:00:42,384][root][INFO] - ===> Epoch[5786](28926/5): Loss -0.8182, Sem 0.0160, dir -0.9875, norm 0.1533, swav 0.0000 LR: 5.531e-02 Score 99.482 Data time: 0.1028, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.6121 [2020-10-19 11:00:44,677][root][INFO] - ===> Epoch[5786](28927/5): Loss -0.8287, Sem 0.0201, dir -0.9868, norm 0.1380, swav 0.0000 LR: 5.531e-02 Score 99.318 Data time: 0.0898, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1691 [2020-10-19 11:00:46,994][root][INFO] - ===> Epoch[5786](28928/5): Loss -0.8475, Sem 0.0158, dir -0.9888, norm 0.1255, swav 0.0000 LR: 5.531e-02 Score 99.467 Data time: 0.0614, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2154 [2020-10-19 11:00:49,198][root][INFO] - ===> Epoch[5786](28929/5): Loss -0.8331, Sem 0.0168, dir -0.9872, norm 0.1372, swav 0.0000 LR: 5.531e-02 Score 99.426 Data time: 0.0671, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1157 [2020-10-19 11:00:51,108][root][INFO] - ===> Epoch[5786](28930/5): Loss -0.8377, Sem 0.0178, dir -0.9874, norm 0.1319, swav 0.0000 LR: 5.531e-02 Score 99.383 Data time: 0.0637, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8164 [2020-10-19 11:00:53,468][root][INFO] - ===> Epoch[5787](28931/5): Loss -0.8330, Sem 0.0154, dir -0.9877, norm 0.1393, swav 0.0000 LR: 5.531e-02 Score 99.475 Data time: 0.0741, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2707 [2020-10-19 11:00:55,337][root][INFO] - ===> Epoch[5787](28932/5): Loss -0.8293, Sem 0.0191, dir -0.9867, norm 0.1383, swav 0.0000 LR: 5.530e-02 Score 99.356 Data time: 0.0764, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.7755 [2020-10-19 11:00:57,435][root][INFO] - ===> Epoch[5787](28933/5): Loss -0.8361, Sem 0.0195, dir -0.9876, norm 0.1319, swav 0.0000 LR: 5.530e-02 Score 99.349 Data time: 0.0751, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0143 [2020-10-19 11:00:59,821][root][INFO] - ===> Epoch[5787](28934/5): Loss -0.8302, Sem 0.0163, dir -0.9875, norm 0.1410, swav 0.0000 LR: 5.530e-02 Score 99.439 Data time: 0.0626, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3089 [2020-10-19 11:01:02,121][root][INFO] - ===> Epoch[5787](28935/5): Loss -0.8489, Sem 0.0154, dir -0.9879, norm 0.1237, swav 0.0000 LR: 5.530e-02 Score 99.482 Data time: 0.1033, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1926 [2020-10-19 11:01:04,444][root][INFO] - ===> Epoch[5788](28936/5): Loss -0.8197, Sem 0.0172, dir -0.9865, norm 0.1497, swav 0.0000 LR: 5.530e-02 Score 99.421 Data time: 0.0796, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2248 [2020-10-19 11:01:07,029][root][INFO] - ===> Epoch[5788](28937/5): Loss -0.8325, Sem 0.0203, dir -0.9870, norm 0.1342, swav 0.0000 LR: 5.530e-02 Score 99.314 Data time: 0.0797, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4910 [2020-10-19 11:01:09,322][root][INFO] - ===> Epoch[5788](28938/5): Loss -0.8308, Sem 0.0183, dir -0.9878, norm 0.1388, swav 0.0000 LR: 5.529e-02 Score 99.394 Data time: 0.0702, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1899 [2020-10-19 11:01:10,842][root][INFO] - ===> Epoch[5788](28939/5): Loss -0.8343, Sem 0.0204, dir -0.9869, norm 0.1322, swav 0.0000 LR: 5.529e-02 Score 99.309 Data time: 0.0583, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.4381 [2020-10-19 11:01:13,252][root][INFO] - ===> Epoch[5788](28940/5): Loss -0.8341, Sem 0.0164, dir -0.9876, norm 0.1371, swav 0.0000 LR: 5.529e-02 Score 99.453 Data time: 0.1591, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3300 [2020-10-19 11:01:15,386][root][INFO] - ===> Epoch[5789](28941/5): Loss -0.8398, Sem 0.0169, dir -0.9865, norm 0.1297, swav 0.0000 LR: 5.529e-02 Score 99.433 Data time: 0.0815, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0222 [2020-10-19 11:01:17,872][root][INFO] - ===> Epoch[5789](28942/5): Loss -0.8389, Sem 0.0155, dir -0.9884, norm 0.1339, swav 0.0000 LR: 5.529e-02 Score 99.467 Data time: 0.0753, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3656 [2020-10-19 11:01:19,701][root][INFO] - ===> Epoch[5789](28943/5): Loss -0.8476, Sem 0.0168, dir -0.9882, norm 0.1238, swav 0.0000 LR: 5.529e-02 Score 99.426 Data time: 0.0592, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.7090 [2020-10-19 11:01:21,735][root][INFO] - ===> Epoch[5789](28944/5): Loss -0.8164, Sem 0.0176, dir -0.9860, norm 0.1520, swav 0.0000 LR: 5.528e-02 Score 99.428 Data time: 0.0603, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9672 [2020-10-19 11:01:24,012][root][INFO] - ===> Epoch[5789](28945/5): Loss -0.8388, Sem 0.0181, dir -0.9877, norm 0.1308, swav 0.0000 LR: 5.528e-02 Score 99.387 Data time: 0.0830, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1790 [2020-10-19 11:01:26,125][root][INFO] - ===> Epoch[5790](28946/5): Loss -0.8243, Sem 0.0199, dir -0.9870, norm 0.1428, swav 0.0000 LR: 5.528e-02 Score 99.334 Data time: 0.0895, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0002 [2020-10-19 11:01:28,233][root][INFO] - ===> Epoch[5790](28947/5): Loss -0.8292, Sem 0.0179, dir -0.9876, norm 0.1406, swav 0.0000 LR: 5.528e-02 Score 99.417 Data time: 0.0922, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0072 [2020-10-19 11:01:30,761][root][INFO] - ===> Epoch[5790](28948/5): Loss -0.8396, Sem 0.0148, dir -0.9876, norm 0.1331, swav 0.0000 LR: 5.528e-02 Score 99.503 Data time: 0.0653, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.4579 [2020-10-19 11:01:32,873][root][INFO] - ===> Epoch[5790](28949/5): Loss -0.8419, Sem 0.0169, dir -0.9888, norm 0.1300, swav 0.0000 LR: 5.528e-02 Score 99.420 Data time: 0.1131, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0079 [2020-10-19 11:01:35,171][root][INFO] - ===> Epoch[5790](28950/5): Loss -0.8325, Sem 0.0182, dir -0.9873, norm 0.1367, swav 0.0000 LR: 5.527e-02 Score 99.393 Data time: 0.1022, Forward time: 0.7770, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1940 [2020-10-19 11:01:37,177][root][INFO] - ===> Epoch[5791](28951/5): Loss -0.8448, Sem 0.0186, dir -0.9874, norm 0.1239, swav 0.0000 LR: 5.527e-02 Score 99.362 Data time: 0.0571, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.8977 [2020-10-19 11:01:39,497][root][INFO] - ===> Epoch[5791](28952/5): Loss -0.8321, Sem 0.0162, dir -0.9872, norm 0.1389, swav 0.0000 LR: 5.527e-02 Score 99.468 Data time: 0.0674, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.2739 [2020-10-19 11:01:41,606][root][INFO] - ===> Epoch[5791](28953/5): Loss -0.8304, Sem 0.0195, dir -0.9865, norm 0.1367, swav 0.0000 LR: 5.527e-02 Score 99.345 Data time: 0.0588, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0243 [2020-10-19 11:01:43,647][root][INFO] - ===> Epoch[5791](28954/5): Loss -0.8371, Sem 0.0182, dir -0.9873, norm 0.1320, swav 0.0000 LR: 5.527e-02 Score 99.394 Data time: 0.0627, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9803 [2020-10-19 11:01:45,430][root][INFO] - ===> Epoch[5791](28955/5): Loss -0.8451, Sem 0.0175, dir -0.9881, norm 0.1254, swav 0.0000 LR: 5.527e-02 Score 99.415 Data time: 0.0725, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7113 [2020-10-19 11:01:47,687][root][INFO] - ===> Epoch[5792](28956/5): Loss -0.8402, Sem 0.0192, dir -0.9869, norm 0.1275, swav 0.0000 LR: 5.526e-02 Score 99.346 Data time: 0.1896, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1767 [2020-10-19 11:01:50,313][root][INFO] - ===> Epoch[5792](28957/5): Loss -0.8300, Sem 0.0157, dir -0.9869, norm 0.1412, swav 0.0000 LR: 5.526e-02 Score 99.477 Data time: 0.0949, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.5355 [2020-10-19 11:01:52,563][root][INFO] - ===> Epoch[5792](28958/5): Loss -0.8312, Sem 0.0181, dir -0.9866, norm 0.1373, swav 0.0000 LR: 5.526e-02 Score 99.405 Data time: 0.0588, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1298 [2020-10-19 11:01:54,581][root][INFO] - ===> Epoch[5792](28959/5): Loss -0.8370, Sem 0.0158, dir -0.9888, norm 0.1360, swav 0.0000 LR: 5.526e-02 Score 99.465 Data time: 0.0675, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9398 [2020-10-19 11:01:56,571][root][INFO] - ===> Epoch[5792](28960/5): Loss -0.8397, Sem 0.0179, dir -0.9875, norm 0.1299, swav 0.0000 LR: 5.526e-02 Score 99.400 Data time: 0.0485, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.9377 [2020-10-19 11:01:58,686][root][INFO] - ===> Epoch[5793](28961/5): Loss -0.8361, Sem 0.0170, dir -0.9874, norm 0.1344, swav 0.0000 LR: 5.526e-02 Score 99.428 Data time: 0.0653, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0563 [2020-10-19 11:02:00,563][root][INFO] - ===> Epoch[5793](28962/5): Loss -0.8426, Sem 0.0190, dir -0.9880, norm 0.1264, swav 0.0000 LR: 5.526e-02 Score 99.345 Data time: 0.0804, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7992 [2020-10-19 11:02:02,582][root][INFO] - ===> Epoch[5793](28963/5): Loss -0.8316, Sem 0.0188, dir -0.9875, norm 0.1371, swav 0.0000 LR: 5.525e-02 Score 99.370 Data time: 0.0602, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9151 [2020-10-19 11:02:05,308][root][INFO] - ===> Epoch[5793](28964/5): Loss -0.8261, Sem 0.0156, dir -0.9868, norm 0.1451, swav 0.0000 LR: 5.525e-02 Score 99.486 Data time: 0.0879, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.6258 [2020-10-19 11:02:07,518][root][INFO] - ===> Epoch[5793](28965/5): Loss -0.8268, Sem 0.0189, dir -0.9863, norm 0.1406, swav 0.0000 LR: 5.525e-02 Score 99.358 Data time: 0.0817, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.1000 [2020-10-19 11:02:09,934][root][INFO] - ===> Epoch[5794](28966/5): Loss -0.8420, Sem 0.0191, dir -0.9875, norm 0.1265, swav 0.0000 LR: 5.525e-02 Score 99.348 Data time: 0.0586, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.3218 [2020-10-19 11:02:11,798][root][INFO] - ===> Epoch[5794](28967/5): Loss -0.8386, Sem 0.0159, dir -0.9887, norm 0.1341, swav 0.0000 LR: 5.525e-02 Score 99.450 Data time: 0.0635, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 1.7801 [2020-10-19 11:02:14,001][root][INFO] - ===> Epoch[5794](28968/5): Loss -0.8446, Sem 0.0145, dir -0.9877, norm 0.1286, swav 0.0000 LR: 5.525e-02 Score 99.528 Data time: 0.0969, Forward time: 0.7769, Backward time: 1.1702, DDP time: 0.0031, Total iter time: 2.0927 [2020-10-19 11:02:15,782][root][INFO] - ===> Epoch[5794](28969/5): Loss -0.8343, Sem 0.0183, dir -0.9878, norm 0.1352, swav 0.0000 LR: 5.524e-02 Score 99.397 Data time: 0.1000, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.6652 [2020-10-19 11:02:17,950][root][INFO] - ===> Epoch[5794](28970/5): Loss -0.8327, Sem 0.0161, dir -0.9885, norm 0.1396, swav 0.0000 LR: 5.524e-02 Score 99.461 Data time: 0.0860, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0902 [2020-10-19 11:02:20,119][root][INFO] - ===> Epoch[5795](28971/5): Loss -0.8101, Sem 0.0185, dir -0.9856, norm 0.1571, swav 0.0000 LR: 5.524e-02 Score 99.373 Data time: 0.1139, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0698 [2020-10-19 11:02:22,141][root][INFO] - ===> Epoch[5795](28972/5): Loss -0.8374, Sem 0.0186, dir -0.9880, norm 0.1319, swav 0.0000 LR: 5.524e-02 Score 99.375 Data time: 0.0778, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9421 [2020-10-19 11:02:24,265][root][INFO] - ===> Epoch[5795](28973/5): Loss -0.8246, Sem 0.0168, dir -0.9887, norm 0.1473, swav 0.0000 LR: 5.524e-02 Score 99.441 Data time: 0.1014, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0166 [2020-10-19 11:02:26,817][root][INFO] - ===> Epoch[5795](28974/5): Loss -0.8220, Sem 0.0174, dir -0.9876, norm 0.1481, swav 0.0000 LR: 5.524e-02 Score 99.416 Data time: 0.0965, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.4593 [2020-10-19 11:02:29,045][root][INFO] - ===> Epoch[5795](28975/5): Loss -0.7959, Sem 0.0188, dir -0.9865, norm 0.1719, swav 0.0000 LR: 5.523e-02 Score 99.386 Data time: 0.0835, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1250 [2020-10-19 11:02:31,243][root][INFO] - ===> Epoch[5796](28976/5): Loss -0.8241, Sem 0.0178, dir -0.9872, norm 0.1454, swav 0.0000 LR: 5.523e-02 Score 99.406 Data time: 0.1266, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1039 [2020-10-19 11:02:33,523][root][INFO] - ===> Epoch[5796](28977/5): Loss -0.8316, Sem 0.0172, dir -0.9878, norm 0.1389, swav 0.0000 LR: 5.523e-02 Score 99.396 Data time: 0.0697, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1648 [2020-10-19 11:02:35,898][root][INFO] - ===> Epoch[5796](28978/5): Loss -0.8048, Sem 0.0182, dir -0.9863, norm 0.1633, swav 0.0000 LR: 5.523e-02 Score 99.393 Data time: 0.1783, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2834 [2020-10-19 11:02:37,846][root][INFO] - ===> Epoch[5796](28979/5): Loss -0.8235, Sem 0.0185, dir -0.9878, norm 0.1458, swav 0.0000 LR: 5.523e-02 Score 99.374 Data time: 0.1067, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8434 [2020-10-19 11:02:40,229][root][INFO] - ===> Epoch[5796](28980/5): Loss -0.8148, Sem 0.0181, dir -0.9875, norm 0.1545, swav 0.0000 LR: 5.523e-02 Score 99.406 Data time: 0.0655, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2911 [2020-10-19 11:02:42,224][root][INFO] - ===> Epoch[5797](28981/5): Loss -0.8302, Sem 0.0160, dir -0.9875, norm 0.1414, swav 0.0000 LR: 5.522e-02 Score 99.456 Data time: 0.0669, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9102 [2020-10-19 11:02:44,356][root][INFO] - ===> Epoch[5797](28982/5): Loss -0.8245, Sem 0.0185, dir -0.9871, norm 0.1440, swav 0.0000 LR: 5.522e-02 Score 99.369 Data time: 0.0689, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0299 [2020-10-19 11:02:47,369][root][INFO] - ===> Epoch[5797](28983/5): Loss -0.8298, Sem 0.0179, dir -0.9885, norm 0.1409, swav 0.0000 LR: 5.522e-02 Score 99.410 Data time: 0.1451, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.9026 [2020-10-19 11:02:49,356][root][INFO] - ===> Epoch[5797](28984/5): Loss -0.8208, Sem 0.0171, dir -0.9871, norm 0.1491, swav 0.0000 LR: 5.522e-02 Score 99.444 Data time: 0.0769, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8589 [2020-10-19 11:02:51,668][root][INFO] - ===> Epoch[5797](28985/5): Loss -0.8210, Sem 0.0179, dir -0.9869, norm 0.1480, swav 0.0000 LR: 5.522e-02 Score 99.410 Data time: 0.0740, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1945 [2020-10-19 11:02:53,528][root][INFO] - ===> Epoch[5798](28986/5): Loss -0.8278, Sem 0.0184, dir -0.9864, norm 0.1401, swav 0.0000 LR: 5.522e-02 Score 99.368 Data time: 0.0829, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7666 [2020-10-19 11:02:55,701][root][INFO] - ===> Epoch[5798](28987/5): Loss -0.8331, Sem 0.0175, dir -0.9865, norm 0.1360, swav 0.0000 LR: 5.522e-02 Score 99.421 Data time: 0.0833, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0487 [2020-10-19 11:02:57,737][root][INFO] - ===> Epoch[5798](28988/5): Loss -0.8398, Sem 0.0155, dir -0.9873, norm 0.1320, swav 0.0000 LR: 5.521e-02 Score 99.469 Data time: 0.0655, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9277 [2020-10-19 11:03:00,090][root][INFO] - ===> Epoch[5798](28989/5): Loss -0.8157, Sem 0.0204, dir -0.9869, norm 0.1508, swav 0.0000 LR: 5.521e-02 Score 99.341 Data time: 0.0965, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2662 [2020-10-19 11:03:02,471][root][INFO] - ===> Epoch[5798](28990/5): Loss -0.8321, Sem 0.0172, dir -0.9882, norm 0.1389, swav 0.0000 LR: 5.521e-02 Score 99.420 Data time: 0.0700, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2635 [2020-10-19 11:03:04,577][root][INFO] - ===> Epoch[5799](28991/5): Loss -0.8306, Sem 0.0173, dir -0.9875, norm 0.1396, swav 0.0000 LR: 5.521e-02 Score 99.444 Data time: 0.0645, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0121 [2020-10-19 11:03:06,813][root][INFO] - ===> Epoch[5799](28992/5): Loss -0.8356, Sem 0.0165, dir -0.9879, norm 0.1359, swav 0.0000 LR: 5.521e-02 Score 99.443 Data time: 0.0696, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1626 [2020-10-19 11:03:08,920][root][INFO] - ===> Epoch[5799](28993/5): Loss -0.8261, Sem 0.0166, dir -0.9872, norm 0.1444, swav 0.0000 LR: 5.521e-02 Score 99.452 Data time: 0.1039, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9867 [2020-10-19 11:03:11,161][root][INFO] - ===> Epoch[5799](28994/5): Loss -0.8402, Sem 0.0192, dir -0.9881, norm 0.1287, swav 0.0000 LR: 5.520e-02 Score 99.370 Data time: 0.0634, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1255 [2020-10-19 11:03:13,089][root][INFO] - ===> Epoch[5799](28995/5): Loss -0.8350, Sem 0.0182, dir -0.9871, norm 0.1339, swav 0.0000 LR: 5.520e-02 Score 99.374 Data time: 0.0859, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8115 [2020-10-19 11:03:15,218][root][INFO] - ===> Epoch[5800](28996/5): Loss -0.8427, Sem 0.0158, dir -0.9881, norm 0.1295, swav 0.0000 LR: 5.520e-02 Score 99.467 Data time: 0.0903, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0323 [2020-10-19 11:03:17,310][root][INFO] - ===> Epoch[5800](28997/5): Loss -0.8398, Sem 0.0181, dir -0.9870, norm 0.1290, swav 0.0000 LR: 5.520e-02 Score 99.385 Data time: 0.0641, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0038 [2020-10-19 11:03:19,455][root][INFO] - ===> Epoch[5800](28998/5): Loss -0.8412, Sem 0.0165, dir -0.9873, norm 0.1296, swav 0.0000 LR: 5.520e-02 Score 99.446 Data time: 0.1607, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0537 [2020-10-19 11:03:21,586][root][INFO] - ===> Epoch[5800](28999/5): Loss -0.8366, Sem 0.0171, dir -0.9872, norm 0.1335, swav 0.0000 LR: 5.520e-02 Score 99.432 Data time: 0.0995, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0223 [2020-10-19 11:03:23,692][root][INFO] - ===> Epoch[5800](29000/5): Loss -0.8353, Sem 0.0172, dir -0.9882, norm 0.1357, swav 0.0000 LR: 5.519e-02 Score 99.415 Data time: 0.0672, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9816 [2020-10-19 11:03:24,723][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 11:03:24,893][root][INFO] - ===> Start testing [2020-10-19 11:04:04,698][root][INFO] - 68/68: Data time: 0.4812, Iter time: 0.2796 Loss 0.135 (AVG: 0.569) Score 97.552 (AVG: 90.404) mIOU 69.891 mAP 84.090 mAcc 77.128 IOU: 62.147 0.064 76.396 74.513 93.595 91.328 39.612 79.694 97.948 66.137 81.635 85.904 59.607 mAP: 80.629 9.278 96.574 86.278 98.763 98.519 60.528 96.323 99.754 87.899 93.814 94.585 90.231 mAcc: 80.171 0.820 88.625 82.445 94.484 97.612 43.947 91.496 98.637 75.168 89.643 95.779 63.838 [2020-10-19 11:04:04,703][root][INFO] - Finished test. Elapsed time: 39.8041 [2020-10-19 11:04:08,279][root][INFO] - [2020-10-19 11:04:08,279][root][INFO] - ################################################################ [2020-10-19 11:04:08,279][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 11:04:08,279][root][INFO] - ################################################################ [2020-10-19 11:04:08,279][root][INFO] - clutter : nan nan nan [2020-10-19 11:04:08,279][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 11:04:08,279][root][INFO] - board : 0.773 0.858 0.942 [2020-10-19 11:04:08,279][root][INFO] - bookcase : 0.220 0.339 0.494 [2020-10-19 11:04:08,279][root][INFO] - ceiling : 0.461 0.522 0.594 [2020-10-19 11:04:08,279][root][INFO] - chair : 0.826 0.921 0.934 [2020-10-19 11:04:08,279][root][INFO] - column : 0.217 0.333 0.474 [2020-10-19 11:04:08,279][root][INFO] - door : 0.729 0.903 0.953 [2020-10-19 11:04:08,280][root][INFO] - floor : 0.924 0.944 0.958 [2020-10-19 11:04:08,280][root][INFO] - sofa : 0.405 0.624 0.801 [2020-10-19 11:04:08,280][root][INFO] - table : 0.152 0.331 0.602 [2020-10-19 11:04:08,280][root][INFO] - wall : 0.512 0.692 0.780 [2020-10-19 11:04:08,280][root][INFO] - window : 0.540 0.739 0.766 [2020-10-19 11:04:08,280][root][INFO] - ---------------------------------------------------------------- [2020-10-19 11:04:08,280][root][INFO] - average : 0.480 0.600 0.691 [2020-10-19 11:04:08,280][root][INFO] - [2020-10-19 11:04:08,457][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 11:04:08,458][root][INFO] - Current best mIoU: 71.243 at iter 28000 [2020-10-19 11:04:09,855][root][INFO] - ===> Epoch[5801](29001/5): Loss -0.8342, Sem 0.0180, dir -0.9870, norm 0.1348, swav 0.0000 LR: 5.519e-02 Score 99.394 Data time: 0.0458, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.3909 [2020-10-19 11:04:12,535][root][INFO] - ===> Epoch[5801](29002/5): Loss -0.8428, Sem 0.0168, dir -0.9884, norm 0.1288, swav 0.0000 LR: 5.519e-02 Score 99.435 Data time: 0.0928, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.6473 [2020-10-19 11:04:14,681][root][INFO] - ===> Epoch[5801](29003/5): Loss -0.8350, Sem 0.0190, dir -0.9877, norm 0.1337, swav 0.0000 LR: 5.519e-02 Score 99.371 Data time: 0.0827, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0410 [2020-10-19 11:04:17,066][root][INFO] - ===> Epoch[5801](29004/5): Loss -0.8451, Sem 0.0165, dir -0.9873, norm 0.1257, swav 0.0000 LR: 5.519e-02 Score 99.452 Data time: 0.0495, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.2829 [2020-10-19 11:04:19,454][root][INFO] - ===> Epoch[5801](29005/5): Loss -0.8294, Sem 0.0190, dir -0.9878, norm 0.1394, swav 0.0000 LR: 5.519e-02 Score 99.375 Data time: 0.0735, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3142 [2020-10-19 11:04:21,723][root][INFO] - ===> Epoch[5802](29006/5): Loss -0.8442, Sem 0.0178, dir -0.9873, norm 0.1254, swav 0.0000 LR: 5.518e-02 Score 99.405 Data time: 0.0603, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1629 [2020-10-19 11:04:23,990][root][INFO] - ===> Epoch[5802](29007/5): Loss -0.8379, Sem 0.0162, dir -0.9882, norm 0.1341, swav 0.0000 LR: 5.518e-02 Score 99.441 Data time: 0.0937, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1872 [2020-10-19 11:04:26,087][root][INFO] - ===> Epoch[5802](29008/5): Loss -0.8535, Sem 0.0153, dir -0.9881, norm 0.1192, swav 0.0000 LR: 5.518e-02 Score 99.472 Data time: 0.0769, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0063 [2020-10-19 11:04:28,207][root][INFO] - ===> Epoch[5802](29009/5): Loss -0.8247, Sem 0.0177, dir -0.9869, norm 0.1446, swav 0.0000 LR: 5.518e-02 Score 99.419 Data time: 0.0864, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0134 [2020-10-19 11:04:30,400][root][INFO] - ===> Epoch[5802](29010/5): Loss -0.8304, Sem 0.0191, dir -0.9872, norm 0.1377, swav 0.0000 LR: 5.518e-02 Score 99.364 Data time: 0.0857, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0782 [2020-10-19 11:04:32,837][root][INFO] - ===> Epoch[5803](29011/5): Loss -0.8382, Sem 0.0206, dir -0.9881, norm 0.1293, swav 0.0000 LR: 5.518e-02 Score 99.355 Data time: 0.0605, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.3303 [2020-10-19 11:04:34,825][root][INFO] - ===> Epoch[5803](29012/5): Loss -0.8315, Sem 0.0174, dir -0.9875, norm 0.1387, swav 0.0000 LR: 5.518e-02 Score 99.421 Data time: 0.0777, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8978 [2020-10-19 11:04:36,838][root][INFO] - ===> Epoch[5803](29013/5): Loss -0.8424, Sem 0.0173, dir -0.9867, norm 0.1270, swav 0.0000 LR: 5.517e-02 Score 99.410 Data time: 0.0815, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9061 [2020-10-19 11:04:38,688][root][INFO] - ===> Epoch[5803](29014/5): Loss -0.8458, Sem 0.0179, dir -0.9886, norm 0.1249, swav 0.0000 LR: 5.517e-02 Score 99.396 Data time: 0.0687, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7422 [2020-10-19 11:04:40,732][root][INFO] - ===> Epoch[5803](29015/5): Loss -0.8288, Sem 0.0194, dir -0.9873, norm 0.1392, swav 0.0000 LR: 5.517e-02 Score 99.354 Data time: 0.1021, Forward time: 0.7769, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9480 [2020-10-19 11:04:43,597][root][INFO] - ===> Epoch[5804](29016/5): Loss -0.8286, Sem 0.0195, dir -0.9864, norm 0.1384, swav 0.0000 LR: 5.517e-02 Score 99.341 Data time: 0.1218, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.7812 [2020-10-19 11:04:45,600][root][INFO] - ===> Epoch[5804](29017/5): Loss -0.8412, Sem 0.0173, dir -0.9884, norm 0.1298, swav 0.0000 LR: 5.517e-02 Score 99.413 Data time: 0.0905, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8889 [2020-10-19 11:04:47,778][root][INFO] - ===> Epoch[5804](29018/5): Loss -0.8364, Sem 0.0192, dir -0.9874, norm 0.1318, swav 0.0000 LR: 5.517e-02 Score 99.356 Data time: 0.0764, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0635 [2020-10-19 11:04:49,827][root][INFO] - ===> Epoch[5804](29019/5): Loss -0.8303, Sem 0.0187, dir -0.9869, norm 0.1379, swav 0.0000 LR: 5.516e-02 Score 99.379 Data time: 0.0664, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9478 [2020-10-19 11:04:52,111][root][INFO] - ===> Epoch[5804](29020/5): Loss -0.8515, Sem 0.0168, dir -0.9873, norm 0.1189, swav 0.0000 LR: 5.516e-02 Score 99.423 Data time: 0.0886, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1751 [2020-10-19 11:04:54,219][root][INFO] - ===> Epoch[5805](29021/5): Loss -0.8297, Sem 0.0167, dir -0.9886, norm 0.1422, swav 0.0000 LR: 5.516e-02 Score 99.448 Data time: 0.0743, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.9977 [2020-10-19 11:04:56,483][root][INFO] - ===> Epoch[5805](29022/5): Loss -0.8490, Sem 0.0169, dir -0.9874, norm 0.1214, swav 0.0000 LR: 5.516e-02 Score 99.434 Data time: 0.0724, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.1650 [2020-10-19 11:04:58,682][root][INFO] - ===> Epoch[5805](29023/5): Loss -0.8173, Sem 0.0171, dir -0.9887, norm 0.1543, swav 0.0000 LR: 5.516e-02 Score 99.428 Data time: 0.0787, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.0796 [2020-10-19 11:05:00,544][root][INFO] - ===> Epoch[5805](29024/5): Loss -0.8217, Sem 0.0221, dir -0.9862, norm 0.1423, swav 0.0000 LR: 5.516e-02 Score 99.268 Data time: 0.0671, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7735 [2020-10-19 11:05:02,384][root][INFO] - ===> Epoch[5805](29025/5): Loss -0.8311, Sem 0.0175, dir -0.9870, norm 0.1384, swav 0.0000 LR: 5.515e-02 Score 99.412 Data time: 0.0715, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.7431 [2020-10-19 11:05:04,382][root][INFO] - ===> Epoch[5806](29026/5): Loss -0.8417, Sem 0.0177, dir -0.9879, norm 0.1285, swav 0.0000 LR: 5.515e-02 Score 99.403 Data time: 0.0828, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 1.8984 [2020-10-19 11:05:06,451][root][INFO] - ===> Epoch[5806](29027/5): Loss -0.8334, Sem 0.0173, dir -0.9874, norm 0.1367, swav 0.0000 LR: 5.515e-02 Score 99.418 Data time: 0.0818, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9494 [2020-10-19 11:05:09,157][root][INFO] - ===> Epoch[5806](29028/5): Loss -0.8423, Sem 0.0169, dir -0.9869, norm 0.1277, swav 0.0000 LR: 5.515e-02 Score 99.428 Data time: 0.0713, Forward time: 0.7770, Backward time: 1.1701, DDP time: 0.0031, Total iter time: 2.5991 [2020-10-19 11:05:11,296][root][INFO] - ===> Epoch[5806](29029/5): Loss -0.8329, Sem 0.0173, dir -0.9871, norm 0.1369, swav 0.0000 LR: 5.515e-02 Score 99.418 Data time: 0.1268, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0048 [2020-10-19 11:05:13,562][root][INFO] - ===> Epoch[5806](29030/5): Loss -0.8413, Sem 0.0159, dir -0.9880, norm 0.1308, swav 0.0000 LR: 5.515e-02 Score 99.466 Data time: 0.0743, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.1412 [2020-10-19 11:05:15,827][root][INFO] - ===> Epoch[5807](29031/5): Loss -0.8304, Sem 0.0194, dir -0.9868, norm 0.1370, swav 0.0000 LR: 5.514e-02 Score 99.362 Data time: 0.0853, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.1776 [2020-10-19 11:05:18,097][root][INFO] - ===> Epoch[5807](29032/5): Loss -0.8445, Sem 0.0189, dir -0.9876, norm 0.1242, swav 0.0000 LR: 5.514e-02 Score 99.359 Data time: 0.0847, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.1630 [2020-10-19 11:05:20,149][root][INFO] - ===> Epoch[5807](29033/5): Loss -0.8343, Sem 0.0175, dir -0.9879, norm 0.1360, swav 0.0000 LR: 5.514e-02 Score 99.402 Data time: 0.1146, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9569 [2020-10-19 11:05:22,305][root][INFO] - ===> Epoch[5807](29034/5): Loss -0.8336, Sem 0.0163, dir -0.9881, norm 0.1382, swav 0.0000 LR: 5.514e-02 Score 99.457 Data time: 0.0971, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0399 [2020-10-19 11:05:24,487][root][INFO] - ===> Epoch[5807](29035/5): Loss -0.8319, Sem 0.0168, dir -0.9873, norm 0.1387, swav 0.0000 LR: 5.514e-02 Score 99.439 Data time: 0.1091, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0589 [2020-10-19 11:05:26,675][root][INFO] - ===> Epoch[5808](29036/5): Loss -0.8392, Sem 0.0183, dir -0.9858, norm 0.1283, swav 0.0000 LR: 5.514e-02 Score 99.390 Data time: 0.0989, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0946 [2020-10-19 11:05:29,802][root][INFO] - ===> Epoch[5808](29037/5): Loss -0.8412, Sem 0.0163, dir -0.9874, norm 0.1298, swav 0.0000 LR: 5.514e-02 Score 99.463 Data time: 0.0746, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.9974 [2020-10-19 11:05:31,927][root][INFO] - ===> Epoch[5808](29038/5): Loss -0.8379, Sem 0.0188, dir -0.9873, norm 0.1306, swav 0.0000 LR: 5.513e-02 Score 99.375 Data time: 0.0810, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0287 [2020-10-19 11:05:33,819][root][INFO] - ===> Epoch[5808](29039/5): Loss -0.8351, Sem 0.0173, dir -0.9873, norm 0.1349, swav 0.0000 LR: 5.513e-02 Score 99.453 Data time: 0.0856, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.7846 [2020-10-19 11:05:35,536][root][INFO] - ===> Epoch[5808](29040/5): Loss -0.8432, Sem 0.0182, dir -0.9879, norm 0.1265, swav 0.0000 LR: 5.513e-02 Score 99.378 Data time: 0.0799, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.6094 [2020-10-19 11:05:37,556][root][INFO] - ===> Epoch[5809](29041/5): Loss -0.8253, Sem 0.0178, dir -0.9869, norm 0.1438, swav 0.0000 LR: 5.513e-02 Score 99.408 Data time: 0.0794, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9175 [2020-10-19 11:05:40,158][root][INFO] - ===> Epoch[5809](29042/5): Loss -0.8453, Sem 0.0180, dir -0.9880, norm 0.1247, swav 0.0000 LR: 5.513e-02 Score 99.385 Data time: 0.0740, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.4965 [2020-10-19 11:05:42,236][root][INFO] - ===> Epoch[5809](29043/5): Loss -0.8341, Sem 0.0159, dir -0.9881, norm 0.1381, swav 0.0000 LR: 5.513e-02 Score 99.469 Data time: 0.0749, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9760 [2020-10-19 11:05:44,417][root][INFO] - ===> Epoch[5809](29044/5): Loss -0.8285, Sem 0.0176, dir -0.9870, norm 0.1409, swav 0.0000 LR: 5.512e-02 Score 99.412 Data time: 0.0931, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0813 [2020-10-19 11:05:46,799][root][INFO] - ===> Epoch[5809](29045/5): Loss -0.8292, Sem 0.0195, dir -0.9874, norm 0.1387, swav 0.0000 LR: 5.512e-02 Score 99.347 Data time: 0.0531, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.2554 [2020-10-19 11:05:49,076][root][INFO] - ===> Epoch[5810](29046/5): Loss -0.8116, Sem 0.0187, dir -0.9852, norm 0.1549, swav 0.0000 LR: 5.512e-02 Score 99.376 Data time: 0.0592, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.1807 [2020-10-19 11:05:50,973][root][INFO] - ===> Epoch[5810](29047/5): Loss -0.8327, Sem 0.0172, dir -0.9870, norm 0.1370, swav 0.0000 LR: 5.512e-02 Score 99.428 Data time: 0.0791, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.8304 [2020-10-19 11:05:53,376][root][INFO] - ===> Epoch[5810](29048/5): Loss -0.8377, Sem 0.0154, dir -0.9881, norm 0.1351, swav 0.0000 LR: 5.512e-02 Score 99.482 Data time: 0.2732, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.2754 [2020-10-19 11:05:55,626][root][INFO] - ===> Epoch[5810](29049/5): Loss -0.8333, Sem 0.0163, dir -0.9881, norm 0.1385, swav 0.0000 LR: 5.512e-02 Score 99.449 Data time: 0.0986, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.1163 [2020-10-19 11:05:58,326][root][INFO] - ===> Epoch[5810](29050/5): Loss -0.8313, Sem 0.0181, dir -0.9874, norm 0.1380, swav 0.0000 LR: 5.511e-02 Score 99.401 Data time: 0.0658, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.5721 [2020-10-19 11:05:59,974][root][INFO] - ===> Epoch[5811](29051/5): Loss -0.8354, Sem 0.0196, dir -0.9870, norm 0.1320, swav 0.0000 LR: 5.511e-02 Score 99.364 Data time: 0.0646, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.5591 [2020-10-19 11:06:02,006][root][INFO] - ===> Epoch[5811](29052/5): Loss -0.8393, Sem 0.0178, dir -0.9871, norm 0.1300, swav 0.0000 LR: 5.511e-02 Score 99.391 Data time: 0.1039, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9359 [2020-10-19 11:06:04,152][root][INFO] - ===> Epoch[5811](29053/5): Loss -0.8351, Sem 0.0174, dir -0.9862, norm 0.1338, swav 0.0000 LR: 5.511e-02 Score 99.420 Data time: 0.1022, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0357 [2020-10-19 11:06:06,017][root][INFO] - ===> Epoch[5811](29054/5): Loss -0.8324, Sem 0.0178, dir -0.9878, norm 0.1377, swav 0.0000 LR: 5.511e-02 Score 99.401 Data time: 0.0871, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.7426 [2020-10-19 11:06:08,303][root][INFO] - ===> Epoch[5811](29055/5): Loss -0.8082, Sem 0.0188, dir -0.9853, norm 0.1584, swav 0.0000 LR: 5.511e-02 Score 99.376 Data time: 0.0891, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.1730 [2020-10-19 11:06:10,218][root][INFO] - ===> Epoch[5812](29056/5): Loss -0.8414, Sem 0.0181, dir -0.9878, norm 0.1283, swav 0.0000 LR: 5.510e-02 Score 99.384 Data time: 0.0794, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.7825 [2020-10-19 11:06:12,284][root][INFO] - ===> Epoch[5812](29057/5): Loss -0.8545, Sem 0.0156, dir -0.9886, norm 0.1185, swav 0.0000 LR: 5.510e-02 Score 99.474 Data time: 0.0725, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9683 [2020-10-19 11:06:14,367][root][INFO] - ===> Epoch[5812](29058/5): Loss -0.8260, Sem 0.0192, dir -0.9851, norm 0.1399, swav 0.0000 LR: 5.510e-02 Score 99.345 Data time: 0.0752, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9779 [2020-10-19 11:06:17,024][root][INFO] - ===> Epoch[5812](29059/5): Loss -0.8302, Sem 0.0172, dir -0.9871, norm 0.1396, swav 0.0000 LR: 5.510e-02 Score 99.430 Data time: 0.0900, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.5317 [2020-10-19 11:06:19,390][root][INFO] - ===> Epoch[5812](29060/5): Loss -0.8367, Sem 0.0168, dir -0.9865, norm 0.1330, swav 0.0000 LR: 5.510e-02 Score 99.434 Data time: 0.0700, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.2361 [2020-10-19 11:06:21,505][root][INFO] - ===> Epoch[5813](29061/5): Loss -0.8471, Sem 0.0169, dir -0.9873, norm 0.1233, swav 0.0000 LR: 5.510e-02 Score 99.441 Data time: 0.0626, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0008 [2020-10-19 11:06:23,504][root][INFO] - ===> Epoch[5813](29062/5): Loss -0.8456, Sem 0.0180, dir -0.9883, norm 0.1246, swav 0.0000 LR: 5.510e-02 Score 99.402 Data time: 0.0856, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.8902 [2020-10-19 11:06:25,504][root][INFO] - ===> Epoch[5813](29063/5): Loss -0.8358, Sem 0.0171, dir -0.9877, norm 0.1348, swav 0.0000 LR: 5.509e-02 Score 99.426 Data time: 0.0737, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.8900 [2020-10-19 11:06:27,447][root][INFO] - ===> Epoch[5813](29064/5): Loss -0.8478, Sem 0.0175, dir -0.9890, norm 0.1237, swav 0.0000 LR: 5.509e-02 Score 99.409 Data time: 0.0873, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.8462 [2020-10-19 11:06:29,234][root][INFO] - ===> Epoch[5813](29065/5): Loss -0.8415, Sem 0.0171, dir -0.9887, norm 0.1302, swav 0.0000 LR: 5.509e-02 Score 99.416 Data time: 0.0568, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.6604 [2020-10-19 11:06:31,878][root][INFO] - ===> Epoch[5814](29066/5): Loss -0.8208, Sem 0.0195, dir -0.9859, norm 0.1456, swav 0.0000 LR: 5.509e-02 Score 99.364 Data time: 0.1832, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.5696 [2020-10-19 11:06:34,120][root][INFO] - ===> Epoch[5814](29067/5): Loss -0.8285, Sem 0.0190, dir -0.9867, norm 0.1392, swav 0.0000 LR: 5.509e-02 Score 99.366 Data time: 0.1112, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.1165 [2020-10-19 11:06:36,266][root][INFO] - ===> Epoch[5814](29068/5): Loss -0.8478, Sem 0.0182, dir -0.9881, norm 0.1221, swav 0.0000 LR: 5.509e-02 Score 99.388 Data time: 0.0468, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0642 [2020-10-19 11:06:38,345][root][INFO] - ===> Epoch[5814](29069/5): Loss -0.8327, Sem 0.0167, dir -0.9869, norm 0.1375, swav 0.0000 LR: 5.508e-02 Score 99.432 Data time: 0.0668, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0015 [2020-10-19 11:06:40,738][root][INFO] - ===> Epoch[5814](29070/5): Loss -0.8310, Sem 0.0176, dir -0.9870, norm 0.1385, swav 0.0000 LR: 5.508e-02 Score 99.414 Data time: 0.0705, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.3237 [2020-10-19 11:06:43,262][root][INFO] - ===> Epoch[5815](29071/5): Loss -0.8227, Sem 0.0172, dir -0.9876, norm 0.1477, swav 0.0000 LR: 5.508e-02 Score 99.418 Data time: 0.0502, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.4084 [2020-10-19 11:06:45,339][root][INFO] - ===> Epoch[5815](29072/5): Loss -0.8504, Sem 0.0157, dir -0.9890, norm 0.1229, swav 0.0000 LR: 5.508e-02 Score 99.470 Data time: 0.1034, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9741 [2020-10-19 11:06:47,328][root][INFO] - ===> Epoch[5815](29073/5): Loss -0.8369, Sem 0.0184, dir -0.9878, norm 0.1325, swav 0.0000 LR: 5.508e-02 Score 99.390 Data time: 0.0794, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.8807 [2020-10-19 11:06:49,464][root][INFO] - ===> Epoch[5815](29074/5): Loss -0.8369, Sem 0.0181, dir -0.9880, norm 0.1330, swav 0.0000 LR: 5.508e-02 Score 99.386 Data time: 0.1569, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.0288 [2020-10-19 11:06:51,630][root][INFO] - ===> Epoch[5815](29075/5): Loss -0.8407, Sem 0.0146, dir -0.9885, norm 0.1332, swav 0.0000 LR: 5.507e-02 Score 99.516 Data time: 0.0831, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.0561 [2020-10-19 11:06:54,309][root][INFO] - ===> Epoch[5816](29076/5): Loss -0.8270, Sem 0.0218, dir -0.9852, norm 0.1365, swav 0.0000 LR: 5.507e-02 Score 99.300 Data time: 0.0906, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.5584 [2020-10-19 11:06:56,034][root][INFO] - ===> Epoch[5816](29077/5): Loss -0.8397, Sem 0.0154, dir -0.9884, norm 0.1333, swav 0.0000 LR: 5.507e-02 Score 99.474 Data time: 0.0671, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.6476 [2020-10-19 11:06:58,885][root][INFO] - ===> Epoch[5816](29078/5): Loss -0.8373, Sem 0.0168, dir -0.9877, norm 0.1336, swav 0.0000 LR: 5.507e-02 Score 99.436 Data time: 0.0767, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.7689 [2020-10-19 11:07:01,150][root][INFO] - ===> Epoch[5816](29079/5): Loss -0.8368, Sem 0.0172, dir -0.9878, norm 0.1338, swav 0.0000 LR: 5.507e-02 Score 99.416 Data time: 0.1005, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.1528 [2020-10-19 11:07:03,701][root][INFO] - ===> Epoch[5816](29080/5): Loss -0.8214, Sem 0.0169, dir -0.9878, norm 0.1494, swav 0.0000 LR: 5.507e-02 Score 99.445 Data time: 0.0849, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.4663 [2020-10-19 11:07:05,838][root][INFO] - ===> Epoch[5817](29081/5): Loss -0.8439, Sem 0.0166, dir -0.9874, norm 0.1269, swav 0.0000 LR: 5.506e-02 Score 99.428 Data time: 0.0533, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0556 [2020-10-19 11:07:08,009][root][INFO] - ===> Epoch[5817](29082/5): Loss -0.8426, Sem 0.0152, dir -0.9886, norm 0.1308, swav 0.0000 LR: 5.506e-02 Score 99.488 Data time: 0.0685, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.1039 [2020-10-19 11:07:10,296][root][INFO] - ===> Epoch[5817](29083/5): Loss -0.8468, Sem 0.0155, dir -0.9889, norm 0.1266, swav 0.0000 LR: 5.506e-02 Score 99.468 Data time: 0.0840, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.2187 [2020-10-19 11:07:12,596][root][INFO] - ===> Epoch[5817](29084/5): Loss -0.8302, Sem 0.0162, dir -0.9879, norm 0.1415, swav 0.0000 LR: 5.506e-02 Score 99.466 Data time: 0.0781, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.1805 [2020-10-19 11:07:15,155][root][INFO] - ===> Epoch[5817](29085/5): Loss -0.8275, Sem 0.0202, dir -0.9866, norm 0.1389, swav 0.0000 LR: 5.506e-02 Score 99.325 Data time: 0.0569, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.4672 [2020-10-19 11:07:17,311][root][INFO] - ===> Epoch[5818](29086/5): Loss -0.8339, Sem 0.0182, dir -0.9875, norm 0.1353, swav 0.0000 LR: 5.506e-02 Score 99.395 Data time: 0.0718, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0778 [2020-10-19 11:07:19,678][root][INFO] - ===> Epoch[5818](29087/5): Loss -0.8351, Sem 0.0159, dir -0.9877, norm 0.1367, swav 0.0000 LR: 5.506e-02 Score 99.463 Data time: 0.1578, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.2801 [2020-10-19 11:07:22,240][root][INFO] - ===> Epoch[5818](29088/5): Loss -0.8310, Sem 0.0185, dir -0.9861, norm 0.1365, swav 0.0000 LR: 5.505e-02 Score 99.386 Data time: 0.1183, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.4595 [2020-10-19 11:07:24,493][root][INFO] - ===> Epoch[5818](29089/5): Loss -0.8440, Sem 0.0172, dir -0.9880, norm 0.1268, swav 0.0000 LR: 5.505e-02 Score 99.414 Data time: 0.0598, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.1276 [2020-10-19 11:07:26,327][root][INFO] - ===> Epoch[5818](29090/5): Loss -0.8339, Sem 0.0163, dir -0.9884, norm 0.1383, swav 0.0000 LR: 5.505e-02 Score 99.450 Data time: 0.0787, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.7610 [2020-10-19 11:07:28,630][root][INFO] - ===> Epoch[5819](29091/5): Loss -0.8367, Sem 0.0173, dir -0.9866, norm 0.1327, swav 0.0000 LR: 5.505e-02 Score 99.430 Data time: 0.0611, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.1945 [2020-10-19 11:07:30,568][root][INFO] - ===> Epoch[5819](29092/5): Loss -0.8477, Sem 0.0169, dir -0.9886, norm 0.1241, swav 0.0000 LR: 5.505e-02 Score 99.416 Data time: 0.0927, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.8256 [2020-10-19 11:07:32,748][root][INFO] - ===> Epoch[5819](29093/5): Loss -0.8278, Sem 0.0170, dir -0.9870, norm 0.1422, swav 0.0000 LR: 5.505e-02 Score 99.447 Data time: 0.0880, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0798 [2020-10-19 11:07:35,267][root][INFO] - ===> Epoch[5819](29094/5): Loss -0.8085, Sem 0.0186, dir -0.9873, norm 0.1602, swav 0.0000 LR: 5.504e-02 Score 99.388 Data time: 0.0750, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.3974 [2020-10-19 11:07:37,305][root][INFO] - ===> Epoch[5819](29095/5): Loss -0.8163, Sem 0.0167, dir -0.9866, norm 0.1536, swav 0.0000 LR: 5.504e-02 Score 99.454 Data time: 0.0622, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9260 [2020-10-19 11:07:39,653][root][INFO] - ===> Epoch[5820](29096/5): Loss -0.8202, Sem 0.0178, dir -0.9876, norm 0.1495, swav 0.0000 LR: 5.504e-02 Score 99.408 Data time: 0.0804, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.2578 [2020-10-19 11:07:41,926][root][INFO] - ===> Epoch[5820](29097/5): Loss -0.8217, Sem 0.0181, dir -0.9868, norm 0.1470, swav 0.0000 LR: 5.504e-02 Score 99.394 Data time: 0.0636, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.1620 [2020-10-19 11:07:43,677][root][INFO] - ===> Epoch[5820](29098/5): Loss -0.8233, Sem 0.0172, dir -0.9875, norm 0.1471, swav 0.0000 LR: 5.504e-02 Score 99.415 Data time: 0.0888, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.6565 [2020-10-19 11:07:45,692][root][INFO] - ===> Epoch[5820](29099/5): Loss -0.8229, Sem 0.0166, dir -0.9864, norm 0.1470, swav 0.0000 LR: 5.504e-02 Score 99.449 Data time: 0.0820, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9047 [2020-10-19 11:07:47,896][root][INFO] - ===> Epoch[5820](29100/5): Loss -0.8265, Sem 0.0197, dir -0.9862, norm 0.1399, swav 0.0000 LR: 5.503e-02 Score 99.351 Data time: 0.1105, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0965 [2020-10-19 11:07:49,339][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 11:07:51,413][root][INFO] - ===> Epoch[5821](29101/5): Loss -0.8363, Sem 0.0165, dir -0.9883, norm 0.1355, swav 0.0000 LR: 5.503e-02 Score 99.448 Data time: 0.0890, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9060 [2020-10-19 11:07:53,371][root][INFO] - ===> Epoch[5821](29102/5): Loss -0.8266, Sem 0.0182, dir -0.9872, norm 0.1424, swav 0.0000 LR: 5.503e-02 Score 99.386 Data time: 0.0867, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.8492 [2020-10-19 11:07:55,979][root][INFO] - ===> Epoch[5821](29103/5): Loss -0.8322, Sem 0.0161, dir -0.9880, norm 0.1398, swav 0.0000 LR: 5.503e-02 Score 99.478 Data time: 0.0809, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.5208 [2020-10-19 11:07:58,064][root][INFO] - ===> Epoch[5821](29104/5): Loss -0.8301, Sem 0.0187, dir -0.9873, norm 0.1386, swav 0.0000 LR: 5.503e-02 Score 99.373 Data time: 0.0512, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9680 [2020-10-19 11:08:00,141][root][INFO] - ===> Epoch[5821](29105/5): Loss -0.8337, Sem 0.0179, dir -0.9867, norm 0.1351, swav 0.0000 LR: 5.503e-02 Score 99.391 Data time: 0.0717, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9912 [2020-10-19 11:08:02,032][root][INFO] - ===> Epoch[5822](29106/5): Loss -0.8435, Sem 0.0161, dir -0.9876, norm 0.1281, swav 0.0000 LR: 5.502e-02 Score 99.465 Data time: 0.0824, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.7882 [2020-10-19 11:08:04,341][root][INFO] - ===> Epoch[5822](29107/5): Loss -0.8263, Sem 0.0182, dir -0.9870, norm 0.1424, swav 0.0000 LR: 5.502e-02 Score 99.383 Data time: 0.0676, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.1938 [2020-10-19 11:08:06,750][root][INFO] - ===> Epoch[5822](29108/5): Loss -0.8465, Sem 0.0151, dir -0.9884, norm 0.1269, swav 0.0000 LR: 5.502e-02 Score 99.494 Data time: 0.0706, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.2938 [2020-10-19 11:08:08,852][root][INFO] - ===> Epoch[5822](29109/5): Loss -0.8343, Sem 0.0171, dir -0.9865, norm 0.1351, swav 0.0000 LR: 5.502e-02 Score 99.415 Data time: 0.0897, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9943 [2020-10-19 11:08:10,886][root][INFO] - ===> Epoch[5822](29110/5): Loss -0.8387, Sem 0.0171, dir -0.9885, norm 0.1327, swav 0.0000 LR: 5.502e-02 Score 99.430 Data time: 0.0861, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.9298 [2020-10-19 11:08:12,987][root][INFO] - ===> Epoch[5823](29111/5): Loss -0.8327, Sem 0.0190, dir -0.9863, norm 0.1346, swav 0.0000 LR: 5.502e-02 Score 99.330 Data time: 0.0793, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.9945 [2020-10-19 11:08:15,279][root][INFO] - ===> Epoch[5823](29112/5): Loss -0.8261, Sem 0.0167, dir -0.9850, norm 0.1422, swav 0.0000 LR: 5.501e-02 Score 99.443 Data time: 0.0765, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.1812 [2020-10-19 11:08:17,471][root][INFO] - ===> Epoch[5823](29113/5): Loss -0.8351, Sem 0.0191, dir -0.9874, norm 0.1332, swav 0.0000 LR: 5.501e-02 Score 99.349 Data time: 0.0896, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.0956 [2020-10-19 11:08:19,607][root][INFO] - ===> Epoch[5823](29114/5): Loss -0.8339, Sem 0.0176, dir -0.9881, norm 0.1366, swav 0.0000 LR: 5.501e-02 Score 99.404 Data time: 0.0929, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.0267 [2020-10-19 11:08:21,863][root][INFO] - ===> Epoch[5823](29115/5): Loss -0.8381, Sem 0.0178, dir -0.9874, norm 0.1316, swav 0.0000 LR: 5.501e-02 Score 99.414 Data time: 0.0872, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.1431 [2020-10-19 11:08:23,864][root][INFO] - ===> Epoch[5824](29116/5): Loss -0.8258, Sem 0.0170, dir -0.9869, norm 0.1441, swav 0.0000 LR: 5.501e-02 Score 99.436 Data time: 0.0854, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.8849 [2020-10-19 11:08:26,129][root][INFO] - ===> Epoch[5824](29117/5): Loss -0.8322, Sem 0.0188, dir -0.9876, norm 0.1366, swav 0.0000 LR: 5.501e-02 Score 99.369 Data time: 0.0857, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.1368 [2020-10-19 11:08:28,225][root][INFO] - ===> Epoch[5824](29118/5): Loss -0.8251, Sem 0.0164, dir -0.9862, norm 0.1447, swav 0.0000 LR: 5.501e-02 Score 99.472 Data time: 0.1093, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.9776 [2020-10-19 11:08:30,794][root][INFO] - ===> Epoch[5824](29119/5): Loss -0.8432, Sem 0.0189, dir -0.9870, norm 0.1249, swav 0.0000 LR: 5.500e-02 Score 99.360 Data time: 0.0715, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.4759 [2020-10-19 11:08:32,788][root][INFO] - ===> Epoch[5824](29120/5): Loss -0.8339, Sem 0.0167, dir -0.9874, norm 0.1368, swav 0.0000 LR: 5.500e-02 Score 99.436 Data time: 0.0766, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.9148 [2020-10-19 11:08:35,084][root][INFO] - ===> Epoch[5825](29121/5): Loss -0.8386, Sem 0.0184, dir -0.9864, norm 0.1295, swav 0.0000 LR: 5.500e-02 Score 99.381 Data time: 0.0603, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.1955 [2020-10-19 11:08:37,138][root][INFO] - ===> Epoch[5825](29122/5): Loss -0.8282, Sem 0.0152, dir -0.9876, norm 0.1442, swav 0.0000 LR: 5.500e-02 Score 99.492 Data time: 0.0704, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.9676 [2020-10-19 11:08:39,480][root][INFO] - ===> Epoch[5825](29123/5): Loss -0.8298, Sem 0.0190, dir -0.9870, norm 0.1382, swav 0.0000 LR: 5.500e-02 Score 99.362 Data time: 0.1047, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.2478 [2020-10-19 11:08:41,647][root][INFO] - ===> Epoch[5825](29124/5): Loss -0.8414, Sem 0.0156, dir -0.9879, norm 0.1309, swav 0.0000 LR: 5.500e-02 Score 99.463 Data time: 0.1017, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.0637 [2020-10-19 11:08:44,447][root][INFO] - ===> Epoch[5825](29125/5): Loss -0.8317, Sem 0.0189, dir -0.9877, norm 0.1371, swav 0.0000 LR: 5.499e-02 Score 99.409 Data time: 0.0576, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.6876 [2020-10-19 11:08:46,596][root][INFO] - ===> Epoch[5826](29126/5): Loss -0.8415, Sem 0.0163, dir -0.9865, norm 0.1287, swav 0.0000 LR: 5.499e-02 Score 99.438 Data time: 0.0638, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.0687 [2020-10-19 11:08:48,844][root][INFO] - ===> Epoch[5826](29127/5): Loss -0.8349, Sem 0.0183, dir -0.9860, norm 0.1327, swav 0.0000 LR: 5.499e-02 Score 99.376 Data time: 0.0702, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.1563 [2020-10-19 11:08:51,288][root][INFO] - ===> Epoch[5826](29128/5): Loss -0.8296, Sem 0.0170, dir -0.9877, norm 0.1410, swav 0.0000 LR: 5.499e-02 Score 99.425 Data time: 0.0638, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.3403 [2020-10-19 11:08:53,318][root][INFO] - ===> Epoch[5826](29129/5): Loss -0.8415, Sem 0.0170, dir -0.9887, norm 0.1302, swav 0.0000 LR: 5.499e-02 Score 99.423 Data time: 0.0909, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9272 [2020-10-19 11:08:55,644][root][INFO] - ===> Epoch[5826](29130/5): Loss -0.8331, Sem 0.0195, dir -0.9861, norm 0.1335, swav 0.0000 LR: 5.499e-02 Score 99.359 Data time: 0.1086, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.1957 [2020-10-19 11:08:57,828][root][INFO] - ===> Epoch[5827](29131/5): Loss -0.8258, Sem 0.0174, dir -0.9857, norm 0.1425, swav 0.0000 LR: 5.498e-02 Score 99.418 Data time: 0.0720, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.0740 [2020-10-19 11:09:00,073][root][INFO] - ===> Epoch[5827](29132/5): Loss -0.8556, Sem 0.0149, dir -0.9901, norm 0.1196, swav 0.0000 LR: 5.498e-02 Score 99.492 Data time: 0.0799, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.1337 [2020-10-19 11:09:01,789][root][INFO] - ===> Epoch[5827](29133/5): Loss -0.8466, Sem 0.0171, dir -0.9881, norm 0.1244, swav 0.0000 LR: 5.498e-02 Score 99.422 Data time: 0.0740, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.6162 [2020-10-19 11:09:03,885][root][INFO] - ===> Epoch[5827](29134/5): Loss -0.8464, Sem 0.0161, dir -0.9879, norm 0.1254, swav 0.0000 LR: 5.498e-02 Score 99.453 Data time: 0.0747, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.9896 [2020-10-19 11:09:06,018][root][INFO] - ===> Epoch[5827](29135/5): Loss -0.8428, Sem 0.0174, dir -0.9870, norm 0.1268, swav 0.0000 LR: 5.498e-02 Score 99.415 Data time: 0.0841, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.0084 [2020-10-19 11:09:08,311][root][INFO] - ===> Epoch[5828](29136/5): Loss -0.8458, Sem 0.0187, dir -0.9870, norm 0.1225, swav 0.0000 LR: 5.498e-02 Score 99.359 Data time: 0.0987, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.1696 [2020-10-19 11:09:10,175][root][INFO] - ===> Epoch[5828](29137/5): Loss -0.8496, Sem 0.0152, dir -0.9880, norm 0.1232, swav 0.0000 LR: 5.497e-02 Score 99.490 Data time: 0.0467, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.7475 [2020-10-19 11:09:12,445][root][INFO] - ===> Epoch[5828](29138/5): Loss -0.8411, Sem 0.0153, dir -0.9882, norm 0.1318, swav 0.0000 LR: 5.497e-02 Score 99.489 Data time: 0.0940, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.2221 [2020-10-19 11:09:14,565][root][INFO] - ===> Epoch[5828](29139/5): Loss -0.8522, Sem 0.0154, dir -0.9891, norm 0.1215, swav 0.0000 LR: 5.497e-02 Score 99.490 Data time: 0.0793, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.0201 [2020-10-19 11:09:17,097][root][INFO] - ===> Epoch[5828](29140/5): Loss -0.8373, Sem 0.0178, dir -0.9870, norm 0.1319, swav 0.0000 LR: 5.497e-02 Score 99.393 Data time: 0.0646, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.4285 [2020-10-19 11:09:18,964][root][INFO] - ===> Epoch[5829](29141/5): Loss -0.8421, Sem 0.0182, dir -0.9865, norm 0.1262, swav 0.0000 LR: 5.497e-02 Score 99.395 Data time: 0.0600, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.7747 [2020-10-19 11:09:21,334][root][INFO] - ===> Epoch[5829](29142/5): Loss -0.8320, Sem 0.0168, dir -0.9881, norm 0.1393, swav 0.0000 LR: 5.497e-02 Score 99.435 Data time: 0.0710, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.2677 [2020-10-19 11:09:23,439][root][INFO] - ===> Epoch[5829](29143/5): Loss -0.8402, Sem 0.0179, dir -0.9859, norm 0.1277, swav 0.0000 LR: 5.497e-02 Score 99.394 Data time: 0.0641, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.0016 [2020-10-19 11:09:25,874][root][INFO] - ===> Epoch[5829](29144/5): Loss -0.8387, Sem 0.0169, dir -0.9876, norm 0.1319, swav 0.0000 LR: 5.496e-02 Score 99.429 Data time: 0.0728, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.3350 [2020-10-19 11:09:28,046][root][INFO] - ===> Epoch[5829](29145/5): Loss -0.8389, Sem 0.0179, dir -0.9874, norm 0.1306, swav 0.0000 LR: 5.496e-02 Score 99.405 Data time: 0.0697, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.0706 [2020-10-19 11:09:30,318][root][INFO] - ===> Epoch[5830](29146/5): Loss -0.8481, Sem 0.0157, dir -0.9884, norm 0.1246, swav 0.0000 LR: 5.496e-02 Score 99.466 Data time: 0.1149, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.1741 [2020-10-19 11:09:33,293][root][INFO] - ===> Epoch[5830](29147/5): Loss -0.8392, Sem 0.0196, dir -0.9862, norm 0.1273, swav 0.0000 LR: 5.496e-02 Score 99.333 Data time: 0.0940, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.8689 [2020-10-19 11:09:35,527][root][INFO] - ===> Epoch[5830](29148/5): Loss -0.8513, Sem 0.0161, dir -0.9889, norm 0.1215, swav 0.0000 LR: 5.496e-02 Score 99.456 Data time: 0.0719, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.1131 [2020-10-19 11:09:37,834][root][INFO] - ===> Epoch[5830](29149/5): Loss -0.8407, Sem 0.0154, dir -0.9878, norm 0.1317, swav 0.0000 LR: 5.496e-02 Score 99.488 Data time: 0.1036, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.2172 [2020-10-19 11:09:39,979][root][INFO] - ===> Epoch[5830](29150/5): Loss -0.8426, Sem 0.0157, dir -0.9899, norm 0.1316, swav 0.0000 LR: 5.495e-02 Score 99.472 Data time: 0.0948, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.0311 [2020-10-19 11:09:42,219][root][INFO] - ===> Epoch[5831](29151/5): Loss -0.8488, Sem 0.0181, dir -0.9879, norm 0.1209, swav 0.0000 LR: 5.495e-02 Score 99.416 Data time: 0.0536, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.1272 [2020-10-19 11:09:44,428][root][INFO] - ===> Epoch[5831](29152/5): Loss -0.8484, Sem 0.0164, dir -0.9879, norm 0.1230, swav 0.0000 LR: 5.495e-02 Score 99.440 Data time: 0.0565, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.1309 [2020-10-19 11:09:46,715][root][INFO] - ===> Epoch[5831](29153/5): Loss -0.8352, Sem 0.0168, dir -0.9877, norm 0.1356, swav 0.0000 LR: 5.495e-02 Score 99.441 Data time: 0.1027, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.2150 [2020-10-19 11:09:48,742][root][INFO] - ===> Epoch[5831](29154/5): Loss -0.8330, Sem 0.0167, dir -0.9866, norm 0.1369, swav 0.0000 LR: 5.495e-02 Score 99.432 Data time: 0.0899, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9246 [2020-10-19 11:09:50,802][root][INFO] - ===> Epoch[5831](29155/5): Loss -0.8362, Sem 0.0173, dir -0.9880, norm 0.1346, swav 0.0000 LR: 5.495e-02 Score 99.413 Data time: 0.0682, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9379 [2020-10-19 11:09:52,615][root][INFO] - ===> Epoch[5832](29156/5): Loss -0.8441, Sem 0.0164, dir -0.9884, norm 0.1279, swav 0.0000 LR: 5.494e-02 Score 99.448 Data time: 0.0601, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.7348 [2020-10-19 11:09:54,578][root][INFO] - ===> Epoch[5832](29157/5): Loss -0.8282, Sem 0.0177, dir -0.9884, norm 0.1425, swav 0.0000 LR: 5.494e-02 Score 99.401 Data time: 0.0649, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.8763 [2020-10-19 11:09:56,685][root][INFO] - ===> Epoch[5832](29158/5): Loss -0.8427, Sem 0.0180, dir -0.9871, norm 0.1263, swav 0.0000 LR: 5.494e-02 Score 99.403 Data time: 0.0566, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.0285 [2020-10-19 11:09:59,944][root][INFO] - ===> Epoch[5832](29159/5): Loss -0.8199, Sem 0.0174, dir -0.9872, norm 0.1499, swav 0.0000 LR: 5.494e-02 Score 99.443 Data time: 0.1752, Forward time: 0.7771, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 3.1530 [2020-10-19 11:10:01,891][root][INFO] - ===> Epoch[5832](29160/5): Loss -0.8372, Sem 0.0181, dir -0.9882, norm 0.1329, swav 0.0000 LR: 5.494e-02 Score 99.377 Data time: 0.0750, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.8027 [2020-10-19 11:10:03,786][root][INFO] - ===> Epoch[5833](29161/5): Loss -0.8327, Sem 0.0168, dir -0.9875, norm 0.1380, swav 0.0000 LR: 5.494e-02 Score 99.438 Data time: 0.0774, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.7918 [2020-10-19 11:10:05,938][root][INFO] - ===> Epoch[5833](29162/5): Loss -0.8421, Sem 0.0179, dir -0.9874, norm 0.1273, swav 0.0000 LR: 5.493e-02 Score 99.406 Data time: 0.0553, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.0523 [2020-10-19 11:10:08,070][root][INFO] - ===> Epoch[5833](29163/5): Loss -0.8428, Sem 0.0174, dir -0.9874, norm 0.1273, swav 0.0000 LR: 5.493e-02 Score 99.424 Data time: 0.0898, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.0375 [2020-10-19 11:10:10,140][root][INFO] - ===> Epoch[5833](29164/5): Loss -0.8332, Sem 0.0166, dir -0.9876, norm 0.1378, swav 0.0000 LR: 5.493e-02 Score 99.446 Data time: 0.0892, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.9649 [2020-10-19 11:10:12,208][root][INFO] - ===> Epoch[5833](29165/5): Loss -0.8486, Sem 0.0160, dir -0.9876, norm 0.1230, swav 0.0000 LR: 5.493e-02 Score 99.461 Data time: 0.0517, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.9599 [2020-10-19 11:10:14,662][root][INFO] - ===> Epoch[5834](29166/5): Loss -0.8377, Sem 0.0199, dir -0.9877, norm 0.1301, swav 0.0000 LR: 5.493e-02 Score 99.329 Data time: 0.0579, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.3758 [2020-10-19 11:10:17,899][root][INFO] - ===> Epoch[5834](29167/5): Loss -0.8443, Sem 0.0169, dir -0.9876, norm 0.1264, swav 0.0000 LR: 5.493e-02 Score 99.427 Data time: 0.0494, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 3.1637 [2020-10-19 11:10:19,966][root][INFO] - ===> Epoch[5834](29168/5): Loss -0.8451, Sem 0.0192, dir -0.9879, norm 0.1236, swav 0.0000 LR: 5.493e-02 Score 99.357 Data time: 0.0782, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9838 [2020-10-19 11:10:22,752][root][INFO] - ===> Epoch[5834](29169/5): Loss -0.8447, Sem 0.0159, dir -0.9876, norm 0.1270, swav 0.0000 LR: 5.492e-02 Score 99.477 Data time: 0.1001, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.6914 [2020-10-19 11:10:24,768][root][INFO] - ===> Epoch[5834](29170/5): Loss -0.8372, Sem 0.0183, dir -0.9874, norm 0.1319, swav 0.0000 LR: 5.492e-02 Score 99.392 Data time: 0.0803, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9109 [2020-10-19 11:10:26,545][root][INFO] - ===> Epoch[5835](29171/5): Loss -0.8491, Sem 0.0171, dir -0.9880, norm 0.1218, swav 0.0000 LR: 5.492e-02 Score 99.419 Data time: 0.0766, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.6730 [2020-10-19 11:10:28,621][root][INFO] - ===> Epoch[5835](29172/5): Loss -0.8533, Sem 0.0159, dir -0.9891, norm 0.1199, swav 0.0000 LR: 5.492e-02 Score 99.458 Data time: 0.0614, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9588 [2020-10-19 11:10:30,869][root][INFO] - ===> Epoch[5835](29173/5): Loss -0.8488, Sem 0.0157, dir -0.9887, norm 0.1242, swav 0.0000 LR: 5.492e-02 Score 99.472 Data time: 0.1044, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.1451 [2020-10-19 11:10:32,759][root][INFO] - ===> Epoch[5835](29174/5): Loss -0.8403, Sem 0.0199, dir -0.9866, norm 0.1264, swav 0.0000 LR: 5.492e-02 Score 99.330 Data time: 0.0822, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.7960 [2020-10-19 11:10:35,069][root][INFO] - ===> Epoch[5835](29175/5): Loss -0.8459, Sem 0.0155, dir -0.9883, norm 0.1269, swav 0.0000 LR: 5.491e-02 Score 99.484 Data time: 0.0839, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.2050 [2020-10-19 11:10:37,337][root][INFO] - ===> Epoch[5836](29176/5): Loss -0.8445, Sem 0.0170, dir -0.9875, norm 0.1260, swav 0.0000 LR: 5.491e-02 Score 99.420 Data time: 0.0645, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.1620 [2020-10-19 11:10:39,327][root][INFO] - ===> Epoch[5836](29177/5): Loss -0.8358, Sem 0.0173, dir -0.9879, norm 0.1348, swav 0.0000 LR: 5.491e-02 Score 99.441 Data time: 0.0832, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.8947 [2020-10-19 11:10:41,390][root][INFO] - ===> Epoch[5836](29178/5): Loss -0.8341, Sem 0.0170, dir -0.9872, norm 0.1361, swav 0.0000 LR: 5.491e-02 Score 99.432 Data time: 0.0703, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.9568 [2020-10-19 11:10:43,367][root][INFO] - ===> Epoch[5836](29179/5): Loss -0.8472, Sem 0.0184, dir -0.9879, norm 0.1223, swav 0.0000 LR: 5.491e-02 Score 99.381 Data time: 0.0575, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.8783 [2020-10-19 11:10:45,153][root][INFO] - ===> Epoch[5836](29180/5): Loss -0.8357, Sem 0.0182, dir -0.9874, norm 0.1335, swav 0.0000 LR: 5.491e-02 Score 99.398 Data time: 0.0781, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.7402 [2020-10-19 11:10:47,602][root][INFO] - ===> Epoch[5837](29181/5): Loss -0.8433, Sem 0.0162, dir -0.9885, norm 0.1290, swav 0.0000 LR: 5.490e-02 Score 99.442 Data time: 0.0783, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.3475 [2020-10-19 11:10:49,979][root][INFO] - ===> Epoch[5837](29182/5): Loss -0.8374, Sem 0.0170, dir -0.9880, norm 0.1336, swav 0.0000 LR: 5.490e-02 Score 99.419 Data time: 0.0558, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.2907 [2020-10-19 11:10:52,092][root][INFO] - ===> Epoch[5837](29183/5): Loss -0.8276, Sem 0.0183, dir -0.9866, norm 0.1407, swav 0.0000 LR: 5.490e-02 Score 99.402 Data time: 0.0883, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0262 [2020-10-19 11:10:53,957][root][INFO] - ===> Epoch[5837](29184/5): Loss -0.8473, Sem 0.0168, dir -0.9873, norm 0.1233, swav 0.0000 LR: 5.490e-02 Score 99.437 Data time: 0.0853, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 1.7478 [2020-10-19 11:10:56,115][root][INFO] - ===> Epoch[5837](29185/5): Loss -0.8532, Sem 0.0158, dir -0.9886, norm 0.1196, swav 0.0000 LR: 5.490e-02 Score 99.459 Data time: 0.1246, Forward time: 0.7770, Backward time: 1.1700, DDP time: 0.0031, Total iter time: 2.0710 [2020-10-19 11:10:58,276][root][INFO] - ===> Epoch[5838](29186/5): Loss -0.8316, Sem 0.0176, dir -0.9879, norm 0.1387, swav 0.0000 LR: 5.490e-02 Score 99.402 Data time: 0.0904, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.0221 [2020-10-19 11:11:00,128][root][INFO] - ===> Epoch[5838](29187/5): Loss -0.8434, Sem 0.0183, dir -0.9873, norm 0.1256, swav 0.0000 LR: 5.489e-02 Score 99.382 Data time: 0.0766, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.7397 [2020-10-19 11:11:02,147][root][INFO] - ===> Epoch[5838](29188/5): Loss -0.8279, Sem 0.0171, dir -0.9883, norm 0.1433, swav 0.0000 LR: 5.489e-02 Score 99.429 Data time: 0.0716, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.9238 [2020-10-19 11:11:04,321][root][INFO] - ===> Epoch[5838](29189/5): Loss -0.8434, Sem 0.0184, dir -0.9883, norm 0.1266, swav 0.0000 LR: 5.489e-02 Score 99.378 Data time: 0.0589, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.0768 [2020-10-19 11:11:06,597][root][INFO] - ===> Epoch[5838](29190/5): Loss -0.8260, Sem 0.0157, dir -0.9882, norm 0.1465, swav 0.0000 LR: 5.489e-02 Score 99.499 Data time: 0.0934, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.1781 [2020-10-19 11:11:08,624][root][INFO] - ===> Epoch[5839](29191/5): Loss -0.8428, Sem 0.0154, dir -0.9888, norm 0.1306, swav 0.0000 LR: 5.489e-02 Score 99.479 Data time: 0.0769, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.9074 [2020-10-19 11:11:10,548][root][INFO] - ===> Epoch[5839](29192/5): Loss -0.8466, Sem 0.0155, dir -0.9879, norm 0.1258, swav 0.0000 LR: 5.489e-02 Score 99.479 Data time: 0.0764, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.8421 [2020-10-19 11:11:12,661][root][INFO] - ===> Epoch[5839](29193/5): Loss -0.8154, Sem 0.0214, dir -0.9860, norm 0.1492, swav 0.0000 LR: 5.489e-02 Score 99.291 Data time: 0.0553, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.0092 [2020-10-19 11:11:14,912][root][INFO] - ===> Epoch[5839](29194/5): Loss -0.8354, Sem 0.0190, dir -0.9874, norm 0.1329, swav 0.0000 LR: 5.488e-02 Score 99.361 Data time: 0.1120, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.1479 [2020-10-19 11:11:17,279][root][INFO] - ===> Epoch[5839](29195/5): Loss -0.8325, Sem 0.0178, dir -0.9864, norm 0.1361, swav 0.0000 LR: 5.488e-02 Score 99.413 Data time: 0.0956, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.2551 [2020-10-19 11:11:19,570][root][INFO] - ===> Epoch[5840](29196/5): Loss -0.8332, Sem 0.0183, dir -0.9874, norm 0.1359, swav 0.0000 LR: 5.488e-02 Score 99.394 Data time: 0.0813, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.1940 [2020-10-19 11:11:21,873][root][INFO] - ===> Epoch[5840](29197/5): Loss -0.8473, Sem 0.0145, dir -0.9889, norm 0.1271, swav 0.0000 LR: 5.488e-02 Score 99.519 Data time: 0.0771, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.2014 [2020-10-19 11:11:23,750][root][INFO] - ===> Epoch[5840](29198/5): Loss -0.8513, Sem 0.0179, dir -0.9879, norm 0.1187, swav 0.0000 LR: 5.488e-02 Score 99.383 Data time: 0.0801, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.7854 [2020-10-19 11:11:26,052][root][INFO] - ===> Epoch[5840](29199/5): Loss -0.8377, Sem 0.0177, dir -0.9875, norm 0.1321, swav 0.0000 LR: 5.488e-02 Score 99.428 Data time: 0.0791, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.2031 [2020-10-19 11:11:28,179][root][INFO] - ===> Epoch[5840](29200/5): Loss -0.8353, Sem 0.0165, dir -0.9883, norm 0.1365, swav 0.0000 LR: 5.487e-02 Score 99.447 Data time: 0.0643, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.0333 [2020-10-19 11:11:29,595][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 11:11:29,750][root][INFO] - ===> Start testing [2020-10-19 11:12:09,818][root][INFO] - 68/68: Data time: 0.0024, Iter time: 0.1555 Loss 0.331 (AVG: 0.546) Score 93.838 (AVG: 90.556) mIOU 69.488 mAP 83.937 mAcc 76.709 IOU: 62.097 0.000 77.733 74.007 94.610 90.436 33.957 77.149 98.334 67.175 82.010 86.113 59.725 mAP: 81.960 9.706 95.937 86.580 99.005 98.364 57.663 97.111 99.738 85.237 93.650 94.794 91.437 mAcc: 79.375 0.000 90.109 81.669 95.849 97.455 36.562 92.835 99.179 73.895 89.348 95.854 65.084 [2020-10-19 11:12:09,822][root][INFO] - Finished test. Elapsed time: 40.0666 [2020-10-19 11:12:13,351][root][INFO] - [2020-10-19 11:12:13,351][root][INFO] - ################################################################ [2020-10-19 11:12:13,351][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 11:12:13,351][root][INFO] - ################################################################ [2020-10-19 11:12:13,351][root][INFO] - clutter : nan nan nan [2020-10-19 11:12:13,351][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 11:12:13,351][root][INFO] - board : 0.807 0.900 0.943 [2020-10-19 11:12:13,351][root][INFO] - bookcase : 0.248 0.373 0.519 [2020-10-19 11:12:13,351][root][INFO] - ceiling : 0.454 0.509 0.570 [2020-10-19 11:12:13,351][root][INFO] - chair : 0.823 0.909 0.935 [2020-10-19 11:12:13,351][root][INFO] - column : 0.150 0.204 0.397 [2020-10-19 11:12:13,351][root][INFO] - door : 0.766 0.901 0.956 [2020-10-19 11:12:13,351][root][INFO] - floor : 0.898 0.925 0.940 [2020-10-19 11:12:13,351][root][INFO] - sofa : 0.453 0.636 0.691 [2020-10-19 11:12:13,351][root][INFO] - table : 0.127 0.277 0.613 [2020-10-19 11:12:13,351][root][INFO] - wall : 0.522 0.701 0.774 [2020-10-19 11:12:13,351][root][INFO] - window : 0.541 0.717 0.748 [2020-10-19 11:12:13,351][root][INFO] - ---------------------------------------------------------------- [2020-10-19 11:12:13,352][root][INFO] - average : 0.483 0.588 0.674 [2020-10-19 11:12:13,352][root][INFO] - [2020-10-19 11:12:13,499][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 11:12:13,500][root][INFO] - Current best mIoU: 71.243 at iter 28000 [2020-10-19 11:12:14,898][root][INFO] - ===> Epoch[5841](29201/5): Loss -0.8325, Sem 0.0166, dir -0.9876, norm 0.1385, swav 0.0000 LR: 5.487e-02 Score 99.431 Data time: 0.0479, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.3928 [2020-10-19 11:12:17,136][root][INFO] - ===> Epoch[5841](29202/5): Loss -0.8419, Sem 0.0155, dir -0.9879, norm 0.1305, swav 0.0000 LR: 5.487e-02 Score 99.478 Data time: 0.0740, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.1556 [2020-10-19 11:12:19,237][root][INFO] - ===> Epoch[5841](29203/5): Loss -0.8253, Sem 0.0208, dir -0.9875, norm 0.1415, swav 0.0000 LR: 5.487e-02 Score 99.311 Data time: 0.0746, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.9846 [2020-10-19 11:12:21,507][root][INFO] - ===> Epoch[5841](29204/5): Loss -0.8470, Sem 0.0148, dir -0.9883, norm 0.1266, swav 0.0000 LR: 5.487e-02 Score 99.488 Data time: 0.0740, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.1807 [2020-10-19 11:12:23,847][root][INFO] - ===> Epoch[5841](29205/5): Loss -0.8337, Sem 0.0165, dir -0.9867, norm 0.1364, swav 0.0000 LR: 5.487e-02 Score 99.427 Data time: 0.0721, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.2343 [2020-10-19 11:12:26,087][root][INFO] - ===> Epoch[5842](29206/5): Loss -0.8353, Sem 0.0165, dir -0.9874, norm 0.1357, swav 0.0000 LR: 5.486e-02 Score 99.447 Data time: 0.0889, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.1528 [2020-10-19 11:12:28,599][root][INFO] - ===> Epoch[5842](29207/5): Loss -0.8299, Sem 0.0183, dir -0.9870, norm 0.1387, swav 0.0000 LR: 5.486e-02 Score 99.388 Data time: 0.0578, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.4132 [2020-10-19 11:12:30,377][root][INFO] - ===> Epoch[5842](29208/5): Loss -0.8441, Sem 0.0160, dir -0.9886, norm 0.1285, swav 0.0000 LR: 5.486e-02 Score 99.468 Data time: 0.0471, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.7199 [2020-10-19 11:12:32,398][root][INFO] - ===> Epoch[5842](29209/5): Loss -0.8354, Sem 0.0188, dir -0.9863, norm 0.1321, swav 0.0000 LR: 5.486e-02 Score 99.377 Data time: 0.0731, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.9614 [2020-10-19 11:12:35,113][root][INFO] - ===> Epoch[5842](29210/5): Loss -0.8342, Sem 0.0180, dir -0.9870, norm 0.1349, swav 0.0000 LR: 5.486e-02 Score 99.393 Data time: 0.0924, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.6229 [2020-10-19 11:12:37,181][root][INFO] - ===> Epoch[5843](29211/5): Loss -0.8315, Sem 0.0163, dir -0.9868, norm 0.1391, swav 0.0000 LR: 5.486e-02 Score 99.453 Data time: 0.0796, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.9404 [2020-10-19 11:12:39,227][root][INFO] - ===> Epoch[5843](29212/5): Loss -0.8221, Sem 0.0166, dir -0.9874, norm 0.1488, swav 0.0000 LR: 5.485e-02 Score 99.446 Data time: 0.0758, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.9307 [2020-10-19 11:12:41,543][root][INFO] - ===> Epoch[5843](29213/5): Loss -0.8285, Sem 0.0160, dir -0.9885, norm 0.1439, swav 0.0000 LR: 5.485e-02 Score 99.481 Data time: 0.0655, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.2256 [2020-10-19 11:12:43,679][root][INFO] - ===> Epoch[5843](29214/5): Loss -0.8296, Sem 0.0191, dir -0.9859, norm 0.1372, swav 0.0000 LR: 5.485e-02 Score 99.374 Data time: 0.0884, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.0371 [2020-10-19 11:12:45,816][root][INFO] - ===> Epoch[5843](29215/5): Loss -0.8421, Sem 0.0178, dir -0.9878, norm 0.1279, swav 0.0000 LR: 5.485e-02 Score 99.403 Data time: 0.0825, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.0088 [2020-10-19 11:12:47,976][root][INFO] - ===> Epoch[5844](29216/5): Loss -0.8270, Sem 0.0179, dir -0.9868, norm 0.1420, swav 0.0000 LR: 5.485e-02 Score 99.393 Data time: 0.0831, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.0477 [2020-10-19 11:12:49,991][root][INFO] - ===> Epoch[5844](29217/5): Loss -0.8446, Sem 0.0179, dir -0.9883, norm 0.1258, swav 0.0000 LR: 5.485e-02 Score 99.395 Data time: 0.1382, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.9167 [2020-10-19 11:12:52,058][root][INFO] - ===> Epoch[5844](29218/5): Loss -0.8331, Sem 0.0173, dir -0.9868, norm 0.1363, swav 0.0000 LR: 5.485e-02 Score 99.408 Data time: 0.0831, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.9562 [2020-10-19 11:12:54,420][root][INFO] - ===> Epoch[5844](29219/5): Loss -0.8320, Sem 0.0160, dir -0.9877, norm 0.1398, swav 0.0000 LR: 5.484e-02 Score 99.464 Data time: 0.1223, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.2469 [2020-10-19 11:12:56,323][root][INFO] - ===> Epoch[5844](29220/5): Loss -0.8356, Sem 0.0178, dir -0.9874, norm 0.1339, swav 0.0000 LR: 5.484e-02 Score 99.413 Data time: 0.0787, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.7714 [2020-10-19 11:12:58,485][root][INFO] - ===> Epoch[5845](29221/5): Loss -0.8288, Sem 0.0165, dir -0.9878, norm 0.1425, swav 0.0000 LR: 5.484e-02 Score 99.459 Data time: 0.0860, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.0669 [2020-10-19 11:13:00,720][root][INFO] - ===> Epoch[5845](29222/5): Loss -0.8314, Sem 0.0177, dir -0.9870, norm 0.1379, swav 0.0000 LR: 5.484e-02 Score 99.405 Data time: 0.0817, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.1221 [2020-10-19 11:13:03,289][root][INFO] - ===> Epoch[5845](29223/5): Loss -0.8363, Sem 0.0156, dir -0.9876, norm 0.1356, swav 0.0000 LR: 5.484e-02 Score 99.464 Data time: 0.0848, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.4810 [2020-10-19 11:13:05,241][root][INFO] - ===> Epoch[5845](29224/5): Loss -0.8495, Sem 0.0164, dir -0.9890, norm 0.1231, swav 0.0000 LR: 5.484e-02 Score 99.457 Data time: 0.0745, Forward time: 0.7771, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.8534 [2020-10-19 11:13:07,311][root][INFO] - ===> Epoch[5845](29225/5): Loss -0.8328, Sem 0.0175, dir -0.9864, norm 0.1361, swav 0.0000 LR: 5.483e-02 Score 99.434 Data time: 0.0471, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.9600 [2020-10-19 11:13:09,275][root][INFO] - ===> Epoch[5846](29226/5): Loss -0.8496, Sem 0.0159, dir -0.9889, norm 0.1234, swav 0.0000 LR: 5.483e-02 Score 99.458 Data time: 0.0590, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.9071 [2020-10-19 11:13:11,465][root][INFO] - ===> Epoch[5846](29227/5): Loss -0.8365, Sem 0.0175, dir -0.9870, norm 0.1330, swav 0.0000 LR: 5.483e-02 Score 99.409 Data time: 0.0699, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.0825 [2020-10-19 11:13:13,746][root][INFO] - ===> Epoch[5846](29228/5): Loss -0.8340, Sem 0.0158, dir -0.9872, norm 0.1374, swav 0.0000 LR: 5.483e-02 Score 99.458 Data time: 0.0776, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.1948 [2020-10-19 11:13:15,896][root][INFO] - ===> Epoch[5846](29229/5): Loss -0.8341, Sem 0.0180, dir -0.9868, norm 0.1348, swav 0.0000 LR: 5.483e-02 Score 99.384 Data time: 0.0755, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.0426 [2020-10-19 11:13:17,730][root][INFO] - ===> Epoch[5846](29230/5): Loss -0.8539, Sem 0.0155, dir -0.9882, norm 0.1189, swav 0.0000 LR: 5.483e-02 Score 99.485 Data time: 0.0706, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 1.7408 [2020-10-19 11:13:19,843][root][INFO] - ===> Epoch[5847](29231/5): Loss -0.8423, Sem 0.0171, dir -0.9878, norm 0.1284, swav 0.0000 LR: 5.482e-02 Score 99.420 Data time: 0.1718, Forward time: 0.7770, Backward time: 1.1699, DDP time: 0.0031, Total iter time: 2.0353 [2020-10-19 11:13:22,252][root][INFO] - ===> Epoch[5847](29232/5): Loss -0.8450, Sem 0.0165, dir -0.9882, norm 0.1267, swav 0.0000 LR: 5.482e-02 Score 99.446 Data time: 0.0989, Forward time: 0.7770, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.2818 [2020-10-19 11:13:24,367][root][INFO] - ===> Epoch[5847](29233/5): Loss -0.8320, Sem 0.0164, dir -0.9875, norm 0.1390, swav 0.0000 LR: 5.482e-02 Score 99.467 Data time: 0.0718, Forward time: 0.7770, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 1.9934 [2020-10-19 11:13:26,546][root][INFO] - ===> Epoch[5847](29234/5): Loss -0.8410, Sem 0.0164, dir -0.9883, norm 0.1309, swav 0.0000 LR: 5.482e-02 Score 99.454 Data time: 0.0864, Forward time: 0.7770, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.0736 [2020-10-19 11:13:28,837][root][INFO] - ===> Epoch[5847](29235/5): Loss -0.8401, Sem 0.0167, dir -0.9866, norm 0.1299, swav 0.0000 LR: 5.482e-02 Score 99.447 Data time: 0.0623, Forward time: 0.7770, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.1841 [2020-10-19 11:13:30,664][root][INFO] - ===> Epoch[5848](29236/5): Loss -0.8247, Sem 0.0148, dir -0.9868, norm 0.1473, swav 0.0000 LR: 5.482e-02 Score 99.496 Data time: 0.0832, Forward time: 0.7770, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 1.7151 [2020-10-19 11:13:32,771][root][INFO] - ===> Epoch[5848](29237/5): Loss -0.8311, Sem 0.0194, dir -0.9876, norm 0.1370, swav 0.0000 LR: 5.481e-02 Score 99.349 Data time: 0.1042, Forward time: 0.7770, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.0047 [2020-10-19 11:13:34,973][root][INFO] - ===> Epoch[5848](29238/5): Loss -0.8377, Sem 0.0174, dir -0.9873, norm 0.1321, swav 0.0000 LR: 5.481e-02 Score 99.405 Data time: 0.0878, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.1023 [2020-10-19 11:13:37,194][root][INFO] - ===> Epoch[5848](29239/5): Loss -0.8355, Sem 0.0167, dir -0.9884, norm 0.1362, swav 0.0000 LR: 5.481e-02 Score 99.427 Data time: 0.0765, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.0969 [2020-10-19 11:13:39,423][root][INFO] - ===> Epoch[5848](29240/5): Loss -0.8232, Sem 0.0161, dir -0.9865, norm 0.1472, swav 0.0000 LR: 5.481e-02 Score 99.462 Data time: 0.0732, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.1153 [2020-10-19 11:13:41,796][root][INFO] - ===> Epoch[5849](29241/5): Loss -0.8411, Sem 0.0166, dir -0.9883, norm 0.1306, swav 0.0000 LR: 5.481e-02 Score 99.428 Data time: 0.0911, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.2460 [2020-10-19 11:13:44,046][root][INFO] - ===> Epoch[5849](29242/5): Loss -0.8076, Sem 0.0173, dir -0.9868, norm 0.1619, swav 0.0000 LR: 5.481e-02 Score 99.420 Data time: 0.0723, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.1358 [2020-10-19 11:13:45,943][root][INFO] - ===> Epoch[5849](29243/5): Loss -0.8287, Sem 0.0158, dir -0.9879, norm 0.1434, swav 0.0000 LR: 5.480e-02 Score 99.464 Data time: 0.0856, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 1.7925 [2020-10-19 11:13:48,288][root][INFO] - ===> Epoch[5849](29244/5): Loss -0.8234, Sem 0.0159, dir -0.9883, norm 0.1491, swav 0.0000 LR: 5.480e-02 Score 99.457 Data time: 0.0979, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.2429 [2020-10-19 11:13:50,475][root][INFO] - ===> Epoch[5849](29245/5): Loss -0.8312, Sem 0.0153, dir -0.9873, norm 0.1408, swav 0.0000 LR: 5.480e-02 Score 99.480 Data time: 0.0849, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.0643 [2020-10-19 11:13:52,508][root][INFO] - ===> Epoch[5850](29246/5): Loss -0.8150, Sem 0.0176, dir -0.9875, norm 0.1548, swav 0.0000 LR: 5.480e-02 Score 99.420 Data time: 0.0846, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 1.9256 [2020-10-19 11:13:54,639][root][INFO] - ===> Epoch[5850](29247/5): Loss -0.8456, Sem 0.0169, dir -0.9887, norm 0.1262, swav 0.0000 LR: 5.480e-02 Score 99.426 Data time: 0.0646, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 1.9954 [2020-10-19 11:13:57,446][root][INFO] - ===> Epoch[5850](29248/5): Loss -0.8205, Sem 0.0168, dir -0.9881, norm 0.1508, swav 0.0000 LR: 5.480e-02 Score 99.431 Data time: 0.0762, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.7191 [2020-10-19 11:13:59,687][root][INFO] - ===> Epoch[5850](29249/5): Loss -0.8266, Sem 0.0160, dir -0.9876, norm 0.1450, swav 0.0000 LR: 5.480e-02 Score 99.467 Data time: 0.1217, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.1280 [2020-10-19 11:14:01,975][root][INFO] - ===> Epoch[5850](29250/5): Loss -0.8229, Sem 0.0166, dir -0.9874, norm 0.1478, swav 0.0000 LR: 5.479e-02 Score 99.440 Data time: 0.0946, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.1724 [2020-10-19 11:14:03,985][root][INFO] - ===> Epoch[5851](29251/5): Loss -0.8311, Sem 0.0187, dir -0.9878, norm 0.1380, swav 0.0000 LR: 5.479e-02 Score 99.372 Data time: 0.0743, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 1.8882 [2020-10-19 11:14:05,901][root][INFO] - ===> Epoch[5851](29252/5): Loss -0.8349, Sem 0.0162, dir -0.9881, norm 0.1370, swav 0.0000 LR: 5.479e-02 Score 99.458 Data time: 0.0873, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 1.8136 [2020-10-19 11:14:07,928][root][INFO] - ===> Epoch[5851](29253/5): Loss -0.8209, Sem 0.0183, dir -0.9867, norm 0.1475, swav 0.0000 LR: 5.479e-02 Score 99.370 Data time: 0.0605, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 1.9260 [2020-10-19 11:14:10,174][root][INFO] - ===> Epoch[5851](29254/5): Loss -0.8463, Sem 0.0161, dir -0.9885, norm 0.1262, swav 0.0000 LR: 5.479e-02 Score 99.467 Data time: 0.0726, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.1601 [2020-10-19 11:14:12,710][root][INFO] - ===> Epoch[5851](29255/5): Loss -0.8334, Sem 0.0188, dir -0.9873, norm 0.1352, swav 0.0000 LR: 5.479e-02 Score 99.361 Data time: 0.0908, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.4155 [2020-10-19 11:14:14,796][root][INFO] - ===> Epoch[5852](29256/5): Loss -0.8472, Sem 0.0172, dir -0.9882, norm 0.1238, swav 0.0000 LR: 5.478e-02 Score 99.412 Data time: 0.0904, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 1.9591 [2020-10-19 11:14:16,784][root][INFO] - ===> Epoch[5852](29257/5): Loss -0.8153, Sem 0.0199, dir -0.9856, norm 0.1505, swav 0.0000 LR: 5.478e-02 Score 99.347 Data time: 0.0725, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 1.8801 [2020-10-19 11:14:18,814][root][INFO] - ===> Epoch[5852](29258/5): Loss -0.8375, Sem 0.0160, dir -0.9876, norm 0.1341, swav 0.0000 LR: 5.478e-02 Score 99.469 Data time: 0.0736, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 1.9302 [2020-10-19 11:14:20,896][root][INFO] - ===> Epoch[5852](29259/5): Loss -0.8313, Sem 0.0176, dir -0.9867, norm 0.1379, swav 0.0000 LR: 5.478e-02 Score 99.417 Data time: 0.0600, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 1.9787 [2020-10-19 11:14:23,011][root][INFO] - ===> Epoch[5852](29260/5): Loss -0.8391, Sem 0.0178, dir -0.9876, norm 0.1307, swav 0.0000 LR: 5.478e-02 Score 99.409 Data time: 0.0593, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.0119 [2020-10-19 11:14:25,224][root][INFO] - ===> Epoch[5853](29261/5): Loss -0.8363, Sem 0.0170, dir -0.9876, norm 0.1343, swav 0.0000 LR: 5.478e-02 Score 99.434 Data time: 0.0681, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.1160 [2020-10-19 11:14:27,620][root][INFO] - ===> Epoch[5853](29262/5): Loss -0.8381, Sem 0.0164, dir -0.9877, norm 0.1333, swav 0.0000 LR: 5.477e-02 Score 99.463 Data time: 0.0753, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.2881 [2020-10-19 11:14:29,622][root][INFO] - ===> Epoch[5853](29263/5): Loss -0.8318, Sem 0.0170, dir -0.9864, norm 0.1376, swav 0.0000 LR: 5.477e-02 Score 99.432 Data time: 0.0590, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 1.8940 [2020-10-19 11:14:32,000][root][INFO] - ===> Epoch[5853](29264/5): Loss -0.8300, Sem 0.0182, dir -0.9856, norm 0.1375, swav 0.0000 LR: 5.477e-02 Score 99.402 Data time: 0.1041, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.2715 [2020-10-19 11:14:34,107][root][INFO] - ===> Epoch[5853](29265/5): Loss -0.8379, Sem 0.0184, dir -0.9878, norm 0.1315, swav 0.0000 LR: 5.477e-02 Score 99.392 Data time: 0.0760, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 1.9987 [2020-10-19 11:14:36,361][root][INFO] - ===> Epoch[5854](29266/5): Loss -0.8330, Sem 0.0161, dir -0.9875, norm 0.1383, swav 0.0000 LR: 5.477e-02 Score 99.464 Data time: 0.0970, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.1534 [2020-10-19 11:14:38,310][root][INFO] - ===> Epoch[5854](29267/5): Loss -0.8500, Sem 0.0163, dir -0.9884, norm 0.1221, swav 0.0000 LR: 5.477e-02 Score 99.443 Data time: 0.0867, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 1.8331 [2020-10-19 11:14:40,298][root][INFO] - ===> Epoch[5854](29268/5): Loss -0.8544, Sem 0.0163, dir -0.9886, norm 0.1180, swav 0.0000 LR: 5.476e-02 Score 99.443 Data time: 0.1065, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 1.8901 [2020-10-19 11:14:42,813][root][INFO] - ===> Epoch[5854](29269/5): Loss -0.8428, Sem 0.0174, dir -0.9878, norm 0.1275, swav 0.0000 LR: 5.476e-02 Score 99.407 Data time: 0.0516, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.4167 [2020-10-19 11:14:45,559][root][INFO] - ===> Epoch[5854](29270/5): Loss -0.8300, Sem 0.0156, dir -0.9877, norm 0.1421, swav 0.0000 LR: 5.476e-02 Score 99.477 Data time: 0.3646, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.6459 [2020-10-19 11:14:47,853][root][INFO] - ===> Epoch[5855](29271/5): Loss -0.8221, Sem 0.0182, dir -0.9868, norm 0.1466, swav 0.0000 LR: 5.476e-02 Score 99.395 Data time: 0.0835, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.1633 [2020-10-19 11:14:49,805][root][INFO] - ===> Epoch[5855](29272/5): Loss -0.8412, Sem 0.0176, dir -0.9883, norm 0.1294, swav 0.0000 LR: 5.476e-02 Score 99.407 Data time: 0.0662, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 1.8448 [2020-10-19 11:14:51,739][root][INFO] - ===> Epoch[5855](29273/5): Loss -0.8274, Sem 0.0164, dir -0.9878, norm 0.1440, swav 0.0000 LR: 5.476e-02 Score 99.449 Data time: 0.0703, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 1.8423 [2020-10-19 11:14:54,104][root][INFO] - ===> Epoch[5855](29274/5): Loss -0.8318, Sem 0.0182, dir -0.9873, norm 0.1373, swav 0.0000 LR: 5.476e-02 Score 99.386 Data time: 0.0584, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.2666 [2020-10-19 11:14:56,309][root][INFO] - ===> Epoch[5855](29275/5): Loss -0.8284, Sem 0.0173, dir -0.9871, norm 0.1414, swav 0.0000 LR: 5.475e-02 Score 99.406 Data time: 0.0616, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.1272 [2020-10-19 11:14:58,320][root][INFO] - ===> Epoch[5856](29276/5): Loss -0.8339, Sem 0.0173, dir -0.9871, norm 0.1358, swav 0.0000 LR: 5.475e-02 Score 99.428 Data time: 0.0906, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 1.9086 [2020-10-19 11:15:00,382][root][INFO] - ===> Epoch[5856](29277/5): Loss -0.8380, Sem 0.0159, dir -0.9892, norm 0.1353, swav 0.0000 LR: 5.475e-02 Score 99.450 Data time: 0.0896, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 1.9519 [2020-10-19 11:15:02,670][root][INFO] - ===> Epoch[5856](29278/5): Loss -0.8261, Sem 0.0166, dir -0.9873, norm 0.1446, swav 0.0000 LR: 5.475e-02 Score 99.448 Data time: 0.2509, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.1842 [2020-10-19 11:15:05,368][root][INFO] - ===> Epoch[5856](29279/5): Loss -0.8241, Sem 0.0200, dir -0.9870, norm 0.1429, swav 0.0000 LR: 5.475e-02 Score 99.339 Data time: 0.1185, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.5898 [2020-10-19 11:15:07,379][root][INFO] - ===> Epoch[5856](29280/5): Loss -0.8347, Sem 0.0145, dir -0.9875, norm 0.1383, swav 0.0000 LR: 5.475e-02 Score 99.497 Data time: 0.0590, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 1.8910 [2020-10-19 11:15:09,223][root][INFO] - ===> Epoch[5857](29281/5): Loss -0.8430, Sem 0.0186, dir -0.9874, norm 0.1258, swav 0.0000 LR: 5.474e-02 Score 99.369 Data time: 0.0759, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 1.7824 [2020-10-19 11:15:11,291][root][INFO] - ===> Epoch[5857](29282/5): Loss -0.8282, Sem 0.0176, dir -0.9887, norm 0.1429, swav 0.0000 LR: 5.474e-02 Score 99.412 Data time: 0.0602, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 1.9897 [2020-10-19 11:15:13,417][root][INFO] - ===> Epoch[5857](29283/5): Loss -0.8285, Sem 0.0180, dir -0.9878, norm 0.1413, swav 0.0000 LR: 5.474e-02 Score 99.417 Data time: 0.1353, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.0532 [2020-10-19 11:15:15,572][root][INFO] - ===> Epoch[5857](29284/5): Loss -0.8273, Sem 0.0172, dir -0.9859, norm 0.1414, swav 0.0000 LR: 5.474e-02 Score 99.422 Data time: 0.0866, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.0637 [2020-10-19 11:15:18,411][root][INFO] - ===> Epoch[5857](29285/5): Loss -0.8175, Sem 0.0180, dir -0.9879, norm 0.1524, swav 0.0000 LR: 5.474e-02 Score 99.413 Data time: 0.1440, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.7301 [2020-10-19 11:15:20,919][root][INFO] - ===> Epoch[5858](29286/5): Loss -0.8184, Sem 0.0176, dir -0.9863, norm 0.1502, swav 0.0000 LR: 5.474e-02 Score 99.413 Data time: 0.0695, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.4077 [2020-10-19 11:15:23,506][root][INFO] - ===> Epoch[5858](29287/5): Loss -0.8501, Sem 0.0150, dir -0.9893, norm 0.1242, swav 0.0000 LR: 5.473e-02 Score 99.488 Data time: 0.0705, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.5086 [2020-10-19 11:15:25,370][root][INFO] - ===> Epoch[5858](29288/5): Loss -0.8236, Sem 0.0193, dir -0.9865, norm 0.1436, swav 0.0000 LR: 5.473e-02 Score 99.345 Data time: 0.0818, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 1.7691 [2020-10-19 11:15:27,669][root][INFO] - ===> Epoch[5858](29289/5): Loss -0.8219, Sem 0.0178, dir -0.9861, norm 0.1464, swav 0.0000 LR: 5.473e-02 Score 99.405 Data time: 0.2538, Forward time: 0.7771, Backward time: 1.1698, DDP time: 0.0031, Total iter time: 2.1966 [2020-10-19 11:15:29,741][root][INFO] - ===> Epoch[5858](29290/5): Loss -0.8442, Sem 0.0168, dir -0.9881, norm 0.1271, swav 0.0000 LR: 5.473e-02 Score 99.449 Data time: 0.0940, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 1.9667 [2020-10-19 11:15:31,764][root][INFO] - ===> Epoch[5859](29291/5): Loss -0.8343, Sem 0.0174, dir -0.9870, norm 0.1352, swav 0.0000 LR: 5.473e-02 Score 99.423 Data time: 0.0886, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 1.9228 [2020-10-19 11:15:33,965][root][INFO] - ===> Epoch[5859](29292/5): Loss -0.8322, Sem 0.0176, dir -0.9873, norm 0.1375, swav 0.0000 LR: 5.473e-02 Score 99.416 Data time: 0.0881, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.0897 [2020-10-19 11:15:36,185][root][INFO] - ===> Epoch[5859](29293/5): Loss -0.8299, Sem 0.0176, dir -0.9872, norm 0.1398, swav 0.0000 LR: 5.472e-02 Score 99.407 Data time: 0.0836, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.1176 [2020-10-19 11:15:38,233][root][INFO] - ===> Epoch[5859](29294/5): Loss -0.8401, Sem 0.0199, dir -0.9896, norm 0.1296, swav 0.0000 LR: 5.472e-02 Score 99.388 Data time: 0.0866, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 1.9495 [2020-10-19 11:15:40,483][root][INFO] - ===> Epoch[5859](29295/5): Loss -0.8452, Sem 0.0165, dir -0.9876, norm 0.1259, swav 0.0000 LR: 5.472e-02 Score 99.444 Data time: 0.1126, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.1373 [2020-10-19 11:15:42,752][root][INFO] - ===> Epoch[5860](29296/5): Loss -0.8304, Sem 0.0188, dir -0.9854, norm 0.1362, swav 0.0000 LR: 5.472e-02 Score 99.374 Data time: 0.0953, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.1636 [2020-10-19 11:15:44,746][root][INFO] - ===> Epoch[5860](29297/5): Loss -0.8390, Sem 0.0179, dir -0.9874, norm 0.1305, swav 0.0000 LR: 5.472e-02 Score 99.396 Data time: 0.0904, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 1.8617 [2020-10-19 11:15:46,770][root][INFO] - ===> Epoch[5860](29298/5): Loss -0.8424, Sem 0.0159, dir -0.9891, norm 0.1308, swav 0.0000 LR: 5.472e-02 Score 99.462 Data time: 0.0845, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 1.9407 [2020-10-19 11:15:48,963][root][INFO] - ===> Epoch[5860](29299/5): Loss -0.8248, Sem 0.0192, dir -0.9862, norm 0.1422, swav 0.0000 LR: 5.472e-02 Score 99.360 Data time: 0.0662, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.0983 [2020-10-19 11:15:51,459][root][INFO] - ===> Epoch[5860](29300/5): Loss -0.8466, Sem 0.0162, dir -0.9868, norm 0.1240, swav 0.0000 LR: 5.471e-02 Score 99.447 Data time: 0.0642, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.4009 [2020-10-19 11:15:52,552][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 11:15:54,225][root][INFO] - ===> Epoch[5861](29301/5): Loss -0.8323, Sem 0.0187, dir -0.9874, norm 0.1364, swav 0.0000 LR: 5.471e-02 Score 99.369 Data time: 0.0761, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 1.5057 [2020-10-19 11:15:56,390][root][INFO] - ===> Epoch[5861](29302/5): Loss -0.8354, Sem 0.0174, dir -0.9880, norm 0.1352, swav 0.0000 LR: 5.471e-02 Score 99.427 Data time: 0.0963, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.0746 [2020-10-19 11:15:58,565][root][INFO] - ===> Epoch[5861](29303/5): Loss -0.8454, Sem 0.0166, dir -0.9875, norm 0.1255, swav 0.0000 LR: 5.471e-02 Score 99.442 Data time: 0.0634, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.0631 [2020-10-19 11:16:00,738][root][INFO] - ===> Epoch[5861](29304/5): Loss -0.8338, Sem 0.0162, dir -0.9875, norm 0.1374, swav 0.0000 LR: 5.471e-02 Score 99.463 Data time: 0.0784, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.1003 [2020-10-19 11:16:02,932][root][INFO] - ===> Epoch[5861](29305/5): Loss -0.8186, Sem 0.0192, dir -0.9874, norm 0.1496, swav 0.0000 LR: 5.471e-02 Score 99.364 Data time: 0.0919, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.1051 [2020-10-19 11:16:05,135][root][INFO] - ===> Epoch[5862](29306/5): Loss -0.8396, Sem 0.0171, dir -0.9873, norm 0.1307, swav 0.0000 LR: 5.470e-02 Score 99.423 Data time: 0.0924, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.0679 [2020-10-19 11:16:07,172][root][INFO] - ===> Epoch[5862](29307/5): Loss -0.8508, Sem 0.0163, dir -0.9891, norm 0.1220, swav 0.0000 LR: 5.470e-02 Score 99.432 Data time: 0.0658, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 1.9415 [2020-10-19 11:16:09,717][root][INFO] - ===> Epoch[5862](29308/5): Loss -0.8410, Sem 0.0169, dir -0.9879, norm 0.1300, swav 0.0000 LR: 5.470e-02 Score 99.436 Data time: 0.0629, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.4455 [2020-10-19 11:16:11,699][root][INFO] - ===> Epoch[5862](29309/5): Loss -0.8486, Sem 0.0168, dir -0.9887, norm 0.1234, swav 0.0000 LR: 5.470e-02 Score 99.425 Data time: 0.0883, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 1.8795 [2020-10-19 11:16:13,961][root][INFO] - ===> Epoch[5862](29310/5): Loss -0.8420, Sem 0.0163, dir -0.9882, norm 0.1299, swav 0.0000 LR: 5.470e-02 Score 99.452 Data time: 0.1243, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.1484 [2020-10-19 11:16:16,355][root][INFO] - ===> Epoch[5863](29311/5): Loss -0.8388, Sem 0.0162, dir -0.9873, norm 0.1322, swav 0.0000 LR: 5.470e-02 Score 99.468 Data time: 0.0780, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.2802 [2020-10-19 11:16:18,578][root][INFO] - ===> Epoch[5863](29312/5): Loss -0.8248, Sem 0.0194, dir -0.9858, norm 0.1416, swav 0.0000 LR: 5.469e-02 Score 99.363 Data time: 0.0938, Forward time: 0.7772, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.0977 [2020-10-19 11:16:20,920][root][INFO] - ===> Epoch[5863](29313/5): Loss -0.8470, Sem 0.0168, dir -0.9888, norm 0.1250, swav 0.0000 LR: 5.469e-02 Score 99.421 Data time: 0.0784, Forward time: 0.7772, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.2117 [2020-10-19 11:16:22,876][root][INFO] - ===> Epoch[5863](29314/5): Loss -0.8271, Sem 0.0171, dir -0.9882, norm 0.1440, swav 0.0000 LR: 5.469e-02 Score 99.436 Data time: 0.0627, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 1.8432 [2020-10-19 11:16:24,818][root][INFO] - ===> Epoch[5863](29315/5): Loss -0.8401, Sem 0.0169, dir -0.9881, norm 0.1311, swav 0.0000 LR: 5.469e-02 Score 99.428 Data time: 0.0795, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 1.8746 [2020-10-19 11:16:26,867][root][INFO] - ===> Epoch[5864](29316/5): Loss -0.8390, Sem 0.0173, dir -0.9867, norm 0.1303, swav 0.0000 LR: 5.469e-02 Score 99.426 Data time: 0.0748, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 1.9274 [2020-10-19 11:16:29,028][root][INFO] - ===> Epoch[5864](29317/5): Loss -0.8352, Sem 0.0170, dir -0.9865, norm 0.1343, swav 0.0000 LR: 5.469e-02 Score 99.429 Data time: 0.0877, Forward time: 0.7772, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.0750 [2020-10-19 11:16:31,439][root][INFO] - ===> Epoch[5864](29318/5): Loss -0.8409, Sem 0.0165, dir -0.9883, norm 0.1309, swav 0.0000 LR: 5.468e-02 Score 99.433 Data time: 0.0748, Forward time: 0.7772, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.3024 [2020-10-19 11:16:33,320][root][INFO] - ===> Epoch[5864](29319/5): Loss -0.8510, Sem 0.0171, dir -0.9889, norm 0.1207, swav 0.0000 LR: 5.468e-02 Score 99.422 Data time: 0.0563, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 1.7668 [2020-10-19 11:16:35,241][root][INFO] - ===> Epoch[5864](29320/5): Loss -0.8434, Sem 0.0179, dir -0.9879, norm 0.1265, swav 0.0000 LR: 5.468e-02 Score 99.401 Data time: 0.0609, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 1.8381 [2020-10-19 11:16:37,168][root][INFO] - ===> Epoch[5865](29321/5): Loss -0.8445, Sem 0.0170, dir -0.9885, norm 0.1270, swav 0.0000 LR: 5.468e-02 Score 99.432 Data time: 0.1237, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 1.8234 [2020-10-19 11:16:39,409][root][INFO] - ===> Epoch[5865](29322/5): Loss -0.8339, Sem 0.0174, dir -0.9870, norm 0.1357, swav 0.0000 LR: 5.468e-02 Score 99.424 Data time: 0.0805, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.1436 [2020-10-19 11:16:41,941][root][INFO] - ===> Epoch[5865](29323/5): Loss -0.8423, Sem 0.0176, dir -0.9871, norm 0.1272, swav 0.0000 LR: 5.468e-02 Score 99.403 Data time: 0.0834, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.4050 [2020-10-19 11:16:44,042][root][INFO] - ===> Epoch[5865](29324/5): Loss -0.8434, Sem 0.0182, dir -0.9877, norm 0.1261, swav 0.0000 LR: 5.468e-02 Score 99.398 Data time: 0.0825, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 1.9863 [2020-10-19 11:16:46,314][root][INFO] - ===> Epoch[5865](29325/5): Loss -0.8445, Sem 0.0165, dir -0.9881, norm 0.1271, swav 0.0000 LR: 5.467e-02 Score 99.432 Data time: 0.0727, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.1612 [2020-10-19 11:16:48,643][root][INFO] - ===> Epoch[5866](29326/5): Loss -0.8475, Sem 0.0160, dir -0.9888, norm 0.1253, swav 0.0000 LR: 5.467e-02 Score 99.452 Data time: 0.0742, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.2288 [2020-10-19 11:16:50,829][root][INFO] - ===> Epoch[5866](29327/5): Loss -0.8469, Sem 0.0171, dir -0.9874, norm 0.1235, swav 0.0000 LR: 5.467e-02 Score 99.416 Data time: 0.0678, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.0969 [2020-10-19 11:16:52,702][root][INFO] - ===> Epoch[5866](29328/5): Loss -0.8466, Sem 0.0169, dir -0.9880, norm 0.1245, swav 0.0000 LR: 5.467e-02 Score 99.432 Data time: 0.0881, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 1.7676 [2020-10-19 11:16:54,948][root][INFO] - ===> Epoch[5866](29329/5): Loss -0.8522, Sem 0.0164, dir -0.9874, norm 0.1187, swav 0.0000 LR: 5.467e-02 Score 99.452 Data time: 0.1929, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 2.1386 [2020-10-19 11:16:57,859][root][INFO] - ===> Epoch[5866](29330/5): Loss -0.8382, Sem 0.0149, dir -0.9889, norm 0.1357, swav 0.0000 LR: 5.467e-02 Score 99.514 Data time: 0.0954, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.7915 [2020-10-19 11:17:00,235][root][INFO] - ===> Epoch[5867](29331/5): Loss -0.8269, Sem 0.0198, dir -0.9866, norm 0.1398, swav 0.0000 LR: 5.466e-02 Score 99.336 Data time: 0.0668, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.2642 [2020-10-19 11:17:02,070][root][INFO] - ===> Epoch[5867](29332/5): Loss -0.8385, Sem 0.0180, dir -0.9868, norm 0.1303, swav 0.0000 LR: 5.466e-02 Score 99.393 Data time: 0.0775, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 1.7434 [2020-10-19 11:17:04,244][root][INFO] - ===> Epoch[5867](29333/5): Loss -0.8372, Sem 0.0172, dir -0.9882, norm 0.1337, swav 0.0000 LR: 5.466e-02 Score 99.420 Data time: 0.0461, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.0675 [2020-10-19 11:17:06,428][root][INFO] - ===> Epoch[5867](29334/5): Loss -0.8458, Sem 0.0145, dir -0.9871, norm 0.1267, swav 0.0000 LR: 5.466e-02 Score 99.510 Data time: 0.0875, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 2.1155 [2020-10-19 11:17:08,370][root][INFO] - ===> Epoch[5867](29335/5): Loss -0.8470, Sem 0.0171, dir -0.9882, norm 0.1242, swav 0.0000 LR: 5.466e-02 Score 99.427 Data time: 0.0736, Forward time: 0.7771, Backward time: 1.1697, DDP time: 0.0031, Total iter time: 1.8119 [2020-10-19 11:17:10,574][root][INFO] - ===> Epoch[5868](29336/5): Loss -0.8353, Sem 0.0186, dir -0.9873, norm 0.1334, swav 0.0000 LR: 5.466e-02 Score 99.376 Data time: 0.0863, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 2.1281 [2020-10-19 11:17:12,566][root][INFO] - ===> Epoch[5868](29337/5): Loss -0.8296, Sem 0.0211, dir -0.9873, norm 0.1366, swav 0.0000 LR: 5.465e-02 Score 99.322 Data time: 0.0644, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 1.8751 [2020-10-19 11:17:14,379][root][INFO] - ===> Epoch[5868](29338/5): Loss -0.8402, Sem 0.0186, dir -0.9878, norm 0.1290, swav 0.0000 LR: 5.465e-02 Score 99.377 Data time: 0.0779, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 1.7310 [2020-10-19 11:17:16,764][root][INFO] - ===> Epoch[5868](29339/5): Loss -0.8436, Sem 0.0173, dir -0.9880, norm 0.1271, swav 0.0000 LR: 5.465e-02 Score 99.430 Data time: 0.1240, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 2.2956 [2020-10-19 11:17:19,052][root][INFO] - ===> Epoch[5868](29340/5): Loss -0.8366, Sem 0.0169, dir -0.9889, norm 0.1354, swav 0.0000 LR: 5.465e-02 Score 99.432 Data time: 0.0901, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 2.1901 [2020-10-19 11:17:21,015][root][INFO] - ===> Epoch[5869](29341/5): Loss -0.8246, Sem 0.0188, dir -0.9868, norm 0.1434, swav 0.0000 LR: 5.465e-02 Score 99.399 Data time: 0.0621, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 1.8463 [2020-10-19 11:17:22,969][root][INFO] - ===> Epoch[5869](29342/5): Loss -0.8486, Sem 0.0168, dir -0.9894, norm 0.1241, swav 0.0000 LR: 5.465e-02 Score 99.447 Data time: 0.0762, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 1.8471 [2020-10-19 11:17:24,872][root][INFO] - ===> Epoch[5869](29343/5): Loss -0.8308, Sem 0.0173, dir -0.9876, norm 0.1395, swav 0.0000 LR: 5.464e-02 Score 99.411 Data time: 0.0686, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 1.8002 [2020-10-19 11:17:26,908][root][INFO] - ===> Epoch[5869](29344/5): Loss -0.8453, Sem 0.0160, dir -0.9887, norm 0.1274, swav 0.0000 LR: 5.464e-02 Score 99.465 Data time: 0.0634, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 1.9338 [2020-10-19 11:17:29,401][root][INFO] - ===> Epoch[5869](29345/5): Loss -0.8212, Sem 0.0188, dir -0.9860, norm 0.1460, swav 0.0000 LR: 5.464e-02 Score 99.374 Data time: 0.0709, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 2.4316 [2020-10-19 11:17:31,421][root][INFO] - ===> Epoch[5870](29346/5): Loss -0.8464, Sem 0.0167, dir -0.9884, norm 0.1254, swav 0.0000 LR: 5.464e-02 Score 99.439 Data time: 0.0783, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 1.9103 [2020-10-19 11:17:33,685][root][INFO] - ===> Epoch[5870](29347/5): Loss -0.8300, Sem 0.0170, dir -0.9877, norm 0.1406, swav 0.0000 LR: 5.464e-02 Score 99.433 Data time: 0.1791, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 2.1573 [2020-10-19 11:17:36,114][root][INFO] - ===> Epoch[5870](29348/5): Loss -0.8384, Sem 0.0186, dir -0.9886, norm 0.1315, swav 0.0000 LR: 5.464e-02 Score 99.383 Data time: 0.1003, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 2.3386 [2020-10-19 11:17:38,211][root][INFO] - ===> Epoch[5870](29349/5): Loss -0.8361, Sem 0.0197, dir -0.9883, norm 0.1325, swav 0.0000 LR: 5.463e-02 Score 99.371 Data time: 0.0539, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 1.9672 [2020-10-19 11:17:40,260][root][INFO] - ===> Epoch[5870](29350/5): Loss -0.8241, Sem 0.0174, dir -0.9877, norm 0.1462, swav 0.0000 LR: 5.463e-02 Score 99.432 Data time: 0.0706, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 1.9651 [2020-10-19 11:17:42,580][root][INFO] - ===> Epoch[5871](29351/5): Loss -0.8382, Sem 0.0201, dir -0.9878, norm 0.1294, swav 0.0000 LR: 5.463e-02 Score 99.327 Data time: 0.1029, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 2.2315 [2020-10-19 11:17:44,771][root][INFO] - ===> Epoch[5871](29352/5): Loss -0.8322, Sem 0.0174, dir -0.9876, norm 0.1380, swav 0.0000 LR: 5.463e-02 Score 99.405 Data time: 0.0943, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 2.0481 [2020-10-19 11:17:46,634][root][INFO] - ===> Epoch[5871](29353/5): Loss -0.8471, Sem 0.0175, dir -0.9891, norm 0.1245, swav 0.0000 LR: 5.463e-02 Score 99.419 Data time: 0.0768, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 1.7518 [2020-10-19 11:17:48,930][root][INFO] - ===> Epoch[5871](29354/5): Loss -0.8203, Sem 0.0177, dir -0.9861, norm 0.1481, swav 0.0000 LR: 5.463e-02 Score 99.444 Data time: 0.0565, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 2.1916 [2020-10-19 11:17:50,931][root][INFO] - ===> Epoch[5871](29355/5): Loss -0.8266, Sem 0.0181, dir -0.9873, norm 0.1426, swav 0.0000 LR: 5.463e-02 Score 99.417 Data time: 0.0564, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 1.9078 [2020-10-19 11:17:52,937][root][INFO] - ===> Epoch[5872](29356/5): Loss -0.8440, Sem 0.0172, dir -0.9886, norm 0.1274, swav 0.0000 LR: 5.462e-02 Score 99.421 Data time: 0.0652, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 1.9199 [2020-10-19 11:17:55,001][root][INFO] - ===> Epoch[5872](29357/5): Loss -0.8415, Sem 0.0186, dir -0.9876, norm 0.1275, swav 0.0000 LR: 5.462e-02 Score 99.362 Data time: 0.0866, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 1.9841 [2020-10-19 11:17:57,251][root][INFO] - ===> Epoch[5872](29358/5): Loss -0.8439, Sem 0.0170, dir -0.9876, norm 0.1266, swav 0.0000 LR: 5.462e-02 Score 99.443 Data time: 0.0860, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 2.1362 [2020-10-19 11:17:59,242][root][INFO] - ===> Epoch[5872](29359/5): Loss -0.8351, Sem 0.0165, dir -0.9874, norm 0.1358, swav 0.0000 LR: 5.462e-02 Score 99.447 Data time: 0.0822, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 1.9010 [2020-10-19 11:18:01,258][root][INFO] - ===> Epoch[5872](29360/5): Loss -0.8396, Sem 0.0198, dir -0.9876, norm 0.1282, swav 0.0000 LR: 5.462e-02 Score 99.339 Data time: 0.0878, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 1.9038 [2020-10-19 11:18:03,476][root][INFO] - ===> Epoch[5873](29361/5): Loss -0.8419, Sem 0.0169, dir -0.9873, norm 0.1285, swav 0.0000 LR: 5.462e-02 Score 99.424 Data time: 0.0698, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 2.1097 [2020-10-19 11:18:05,505][root][INFO] - ===> Epoch[5873](29362/5): Loss -0.8360, Sem 0.0175, dir -0.9878, norm 0.1343, swav 0.0000 LR: 5.461e-02 Score 99.407 Data time: 0.0688, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 1.9329 [2020-10-19 11:18:08,015][root][INFO] - ===> Epoch[5873](29363/5): Loss -0.8305, Sem 0.0192, dir -0.9871, norm 0.1375, swav 0.0000 LR: 5.461e-02 Score 99.354 Data time: 0.1389, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 2.4023 [2020-10-19 11:18:10,028][root][INFO] - ===> Epoch[5873](29364/5): Loss -0.8437, Sem 0.0166, dir -0.9886, norm 0.1283, swav 0.0000 LR: 5.461e-02 Score 99.449 Data time: 0.0839, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 1.8932 [2020-10-19 11:18:12,350][root][INFO] - ===> Epoch[5873](29365/5): Loss -0.8427, Sem 0.0159, dir -0.9879, norm 0.1293, swav 0.0000 LR: 5.461e-02 Score 99.474 Data time: 0.0754, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 2.2084 [2020-10-19 11:18:14,198][root][INFO] - ===> Epoch[5874](29366/5): Loss -0.8316, Sem 0.0169, dir -0.9885, norm 0.1400, swav 0.0000 LR: 5.461e-02 Score 99.429 Data time: 0.0877, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 1.7508 [2020-10-19 11:18:16,630][root][INFO] - ===> Epoch[5874](29367/5): Loss -0.8173, Sem 0.0198, dir -0.9861, norm 0.1490, swav 0.0000 LR: 5.461e-02 Score 99.355 Data time: 0.0772, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 2.3364 [2020-10-19 11:18:18,779][root][INFO] - ===> Epoch[5874](29368/5): Loss -0.8322, Sem 0.0166, dir -0.9868, norm 0.1380, swav 0.0000 LR: 5.460e-02 Score 99.443 Data time: 0.0645, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 2.0112 [2020-10-19 11:18:20,865][root][INFO] - ===> Epoch[5874](29369/5): Loss -0.8354, Sem 0.0190, dir -0.9861, norm 0.1317, swav 0.0000 LR: 5.460e-02 Score 99.371 Data time: 0.0767, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 1.9963 [2020-10-19 11:18:23,065][root][INFO] - ===> Epoch[5874](29370/5): Loss -0.8446, Sem 0.0157, dir -0.9885, norm 0.1282, swav 0.0000 LR: 5.460e-02 Score 99.469 Data time: 0.0773, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 2.0868 [2020-10-19 11:18:25,055][root][INFO] - ===> Epoch[5875](29371/5): Loss -0.8322, Sem 0.0191, dir -0.9875, norm 0.1362, swav 0.0000 LR: 5.460e-02 Score 99.355 Data time: 0.1645, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 1.8819 [2020-10-19 11:18:27,389][root][INFO] - ===> Epoch[5875](29372/5): Loss -0.8346, Sem 0.0158, dir -0.9877, norm 0.1373, swav 0.0000 LR: 5.460e-02 Score 99.472 Data time: 0.1070, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 2.2247 [2020-10-19 11:18:29,454][root][INFO] - ===> Epoch[5875](29373/5): Loss -0.8526, Sem 0.0169, dir -0.9882, norm 0.1187, swav 0.0000 LR: 5.460e-02 Score 99.416 Data time: 0.0676, Forward time: 0.7771, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.9265 [2020-10-19 11:18:31,349][root][INFO] - ===> Epoch[5875](29374/5): Loss -0.8445, Sem 0.0154, dir -0.9877, norm 0.1278, swav 0.0000 LR: 5.459e-02 Score 99.482 Data time: 0.0686, Forward time: 0.7771, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.7766 [2020-10-19 11:18:33,582][root][INFO] - ===> Epoch[5875](29375/5): Loss -0.8132, Sem 0.0197, dir -0.9868, norm 0.1539, swav 0.0000 LR: 5.459e-02 Score 99.352 Data time: 0.0928, Forward time: 0.7771, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1264 [2020-10-19 11:18:35,689][root][INFO] - ===> Epoch[5876](29376/5): Loss -0.8359, Sem 0.0173, dir -0.9876, norm 0.1344, swav 0.0000 LR: 5.459e-02 Score 99.414 Data time: 0.0990, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.9638 [2020-10-19 11:18:37,540][root][INFO] - ===> Epoch[5876](29377/5): Loss -0.8523, Sem 0.0166, dir -0.9889, norm 0.1199, swav 0.0000 LR: 5.459e-02 Score 99.427 Data time: 0.0629, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.7446 [2020-10-19 11:18:39,750][root][INFO] - ===> Epoch[5876](29378/5): Loss -0.8232, Sem 0.0171, dir -0.9869, norm 0.1466, swav 0.0000 LR: 5.459e-02 Score 99.442 Data time: 0.1290, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1253 [2020-10-19 11:18:42,207][root][INFO] - ===> Epoch[5876](29379/5): Loss -0.8402, Sem 0.0182, dir -0.9879, norm 0.1295, swav 0.0000 LR: 5.459e-02 Score 99.383 Data time: 0.0698, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.3373 [2020-10-19 11:18:44,438][root][INFO] - ===> Epoch[5876](29380/5): Loss -0.8340, Sem 0.0160, dir -0.9869, norm 0.1368, swav 0.0000 LR: 5.459e-02 Score 99.462 Data time: 0.0746, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1599 [2020-10-19 11:18:46,548][root][INFO] - ===> Epoch[5877](29381/5): Loss -0.8450, Sem 0.0160, dir -0.9885, norm 0.1275, swav 0.0000 LR: 5.458e-02 Score 99.460 Data time: 0.0568, Forward time: 0.7771, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.9891 [2020-10-19 11:18:49,135][root][INFO] - ===> Epoch[5877](29382/5): Loss -0.8280, Sem 0.0164, dir -0.9872, norm 0.1428, swav 0.0000 LR: 5.458e-02 Score 99.451 Data time: 0.0584, Forward time: 0.7771, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.5017 [2020-10-19 11:18:51,550][root][INFO] - ===> Epoch[5877](29383/5): Loss -0.8226, Sem 0.0192, dir -0.9866, norm 0.1448, swav 0.0000 LR: 5.458e-02 Score 99.374 Data time: 0.0942, Forward time: 0.7771, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.3258 [2020-10-19 11:18:53,798][root][INFO] - ===> Epoch[5877](29384/5): Loss -0.8398, Sem 0.0161, dir -0.9878, norm 0.1319, swav 0.0000 LR: 5.458e-02 Score 99.471 Data time: 0.0539, Forward time: 0.7771, Backward time: 1.1696, DDP time: 0.0031, Total iter time: 2.1166 [2020-10-19 11:18:55,904][root][INFO] - ===> Epoch[5877](29385/5): Loss -0.8344, Sem 0.0187, dir -0.9880, norm 0.1349, swav 0.0000 LR: 5.458e-02 Score 99.363 Data time: 0.0795, Forward time: 0.7771, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.0401 [2020-10-19 11:18:58,174][root][INFO] - ===> Epoch[5878](29386/5): Loss -0.8218, Sem 0.0169, dir -0.9868, norm 0.1481, swav 0.0000 LR: 5.458e-02 Score 99.431 Data time: 0.0808, Forward time: 0.7771, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1836 [2020-10-19 11:19:00,417][root][INFO] - ===> Epoch[5878](29387/5): Loss -0.8366, Sem 0.0169, dir -0.9883, norm 0.1348, swav 0.0000 LR: 5.457e-02 Score 99.421 Data time: 0.0687, Forward time: 0.7771, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1518 [2020-10-19 11:19:02,775][root][INFO] - ===> Epoch[5878](29388/5): Loss -0.8226, Sem 0.0192, dir -0.9872, norm 0.1454, swav 0.0000 LR: 5.457e-02 Score 99.359 Data time: 0.0898, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.2593 [2020-10-19 11:19:04,674][root][INFO] - ===> Epoch[5878](29389/5): Loss -0.8460, Sem 0.0189, dir -0.9881, norm 0.1232, swav 0.0000 LR: 5.457e-02 Score 99.352 Data time: 0.0793, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.7667 [2020-10-19 11:19:06,751][root][INFO] - ===> Epoch[5878](29390/5): Loss -0.8222, Sem 0.0166, dir -0.9867, norm 0.1479, swav 0.0000 LR: 5.457e-02 Score 99.436 Data time: 0.0751, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.9813 [2020-10-19 11:19:09,402][root][INFO] - ===> Epoch[5879](29391/5): Loss -0.8273, Sem 0.0178, dir -0.9874, norm 0.1424, swav 0.0000 LR: 5.457e-02 Score 99.409 Data time: 0.1833, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.5441 [2020-10-19 11:19:11,473][root][INFO] - ===> Epoch[5879](29392/5): Loss -0.8372, Sem 0.0144, dir -0.9889, norm 0.1373, swav 0.0000 LR: 5.457e-02 Score 99.509 Data time: 0.0766, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.9557 [2020-10-19 11:19:13,919][root][INFO] - ===> Epoch[5879](29393/5): Loss -0.8265, Sem 0.0195, dir -0.9861, norm 0.1401, swav 0.0000 LR: 5.456e-02 Score 99.339 Data time: 0.0682, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.3437 [2020-10-19 11:19:16,396][root][INFO] - ===> Epoch[5879](29394/5): Loss -0.8281, Sem 0.0170, dir -0.9869, norm 0.1418, swav 0.0000 LR: 5.456e-02 Score 99.418 Data time: 0.0983, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.3623 [2020-10-19 11:19:18,457][root][INFO] - ===> Epoch[5879](29395/5): Loss -0.8393, Sem 0.0178, dir -0.9877, norm 0.1306, swav 0.0000 LR: 5.456e-02 Score 99.405 Data time: 0.0499, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.9263 [2020-10-19 11:19:21,080][root][INFO] - ===> Epoch[5880](29396/5): Loss -0.8298, Sem 0.0207, dir -0.9878, norm 0.1373, swav 0.0000 LR: 5.456e-02 Score 99.383 Data time: 0.1962, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.5487 [2020-10-19 11:19:23,312][root][INFO] - ===> Epoch[5880](29397/5): Loss -0.8385, Sem 0.0172, dir -0.9883, norm 0.1326, swav 0.0000 LR: 5.456e-02 Score 99.409 Data time: 0.1050, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1099 [2020-10-19 11:19:25,633][root][INFO] - ===> Epoch[5880](29398/5): Loss -0.8203, Sem 0.0200, dir -0.9876, norm 0.1474, swav 0.0000 LR: 5.456e-02 Score 99.354 Data time: 0.0922, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.2546 [2020-10-19 11:19:27,834][root][INFO] - ===> Epoch[5880](29399/5): Loss -0.8474, Sem 0.0178, dir -0.9874, norm 0.1221, swav 0.0000 LR: 5.455e-02 Score 99.386 Data time: 0.0984, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.0936 [2020-10-19 11:19:29,897][root][INFO] - ===> Epoch[5880](29400/5): Loss -0.8407, Sem 0.0178, dir -0.9881, norm 0.1296, swav 0.0000 LR: 5.455e-02 Score 99.399 Data time: 0.0671, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.9854 [2020-10-19 11:19:31,300][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 11:19:31,460][root][INFO] - ===> Start testing [2020-10-19 11:20:11,152][root][INFO] - 68/68: Data time: 0.1703, Iter time: 0.2294 Loss 0.719 (AVG: 0.535) Score 90.768 (AVG: 90.771) mIOU 70.100 mAP 84.030 mAcc 77.415 IOU: 62.841 0.082 77.787 75.433 94.665 91.250 29.334 79.824 98.003 75.429 81.366 86.190 59.093 mAP: 81.479 9.153 97.429 88.011 98.716 98.438 52.548 96.713 99.701 91.333 93.601 94.501 90.767 mAcc: 76.955 0.456 92.072 84.362 95.995 96.884 31.584 95.883 98.927 82.044 91.173 96.160 63.892 [2020-10-19 11:20:11,153][root][INFO] - Finished test. Elapsed time: 39.6915 [2020-10-19 11:20:14,017][root][INFO] - [2020-10-19 11:20:14,017][root][INFO] - ################################################################ [2020-10-19 11:20:14,018][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 11:20:14,018][root][INFO] - ################################################################ [2020-10-19 11:20:14,018][root][INFO] - clutter : nan nan nan [2020-10-19 11:20:14,018][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 11:20:14,018][root][INFO] - board : 0.836 0.941 0.966 [2020-10-19 11:20:14,018][root][INFO] - bookcase : 0.214 0.325 0.528 [2020-10-19 11:20:14,018][root][INFO] - ceiling : 0.425 0.470 0.540 [2020-10-19 11:20:14,018][root][INFO] - chair : 0.815 0.903 0.921 [2020-10-19 11:20:14,018][root][INFO] - column : 0.163 0.256 0.371 [2020-10-19 11:20:14,018][root][INFO] - door : 0.808 0.948 0.967 [2020-10-19 11:20:14,018][root][INFO] - floor : 0.884 0.904 0.932 [2020-10-19 11:20:14,018][root][INFO] - sofa : 0.496 0.818 0.818 [2020-10-19 11:20:14,018][root][INFO] - table : 0.160 0.345 0.640 [2020-10-19 11:20:14,018][root][INFO] - wall : 0.530 0.704 0.783 [2020-10-19 11:20:14,018][root][INFO] - window : 0.518 0.719 0.743 [2020-10-19 11:20:14,018][root][INFO] - ---------------------------------------------------------------- [2020-10-19 11:20:14,018][root][INFO] - average : 0.487 0.611 0.684 [2020-10-19 11:20:14,018][root][INFO] - [2020-10-19 11:20:14,184][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 11:20:14,185][root][INFO] - Current best mIoU: 71.243 at iter 28000 [2020-10-19 11:20:16,205][root][INFO] - ===> Epoch[5881](29401/5): Loss -0.8202, Sem 0.0177, dir -0.9862, norm 0.1483, swav 0.0000 LR: 5.455e-02 Score 99.432 Data time: 0.0835, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.0143 [2020-10-19 11:20:18,340][root][INFO] - ===> Epoch[5881](29402/5): Loss -0.8324, Sem 0.0183, dir -0.9881, norm 0.1375, swav 0.0000 LR: 5.455e-02 Score 99.398 Data time: 0.0937, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.0281 [2020-10-19 11:20:20,218][root][INFO] - ===> Epoch[5881](29403/5): Loss -0.8352, Sem 0.0160, dir -0.9876, norm 0.1364, swav 0.0000 LR: 5.455e-02 Score 99.475 Data time: 0.0642, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.7788 [2020-10-19 11:20:22,142][root][INFO] - ===> Epoch[5881](29404/5): Loss -0.8441, Sem 0.0176, dir -0.9870, norm 0.1253, swav 0.0000 LR: 5.455e-02 Score 99.416 Data time: 0.0754, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.8503 [2020-10-19 11:20:24,503][root][INFO] - ===> Epoch[5881](29405/5): Loss -0.8263, Sem 0.0193, dir -0.9874, norm 0.1418, swav 0.0000 LR: 5.455e-02 Score 99.359 Data time: 0.0740, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.2463 [2020-10-19 11:20:26,986][root][INFO] - ===> Epoch[5882](29406/5): Loss -0.8373, Sem 0.0184, dir -0.9872, norm 0.1315, swav 0.0000 LR: 5.454e-02 Score 99.377 Data time: 0.1360, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.3647 [2020-10-19 11:20:29,809][root][INFO] - ===> Epoch[5882](29407/5): Loss -0.8267, Sem 0.0198, dir -0.9875, norm 0.1410, swav 0.0000 LR: 5.454e-02 Score 99.363 Data time: 0.0820, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.6846 [2020-10-19 11:20:31,819][root][INFO] - ===> Epoch[5882](29408/5): Loss -0.8385, Sem 0.0203, dir -0.9861, norm 0.1273, swav 0.0000 LR: 5.454e-02 Score 99.311 Data time: 0.0819, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.9306 [2020-10-19 11:20:33,771][root][INFO] - ===> Epoch[5882](29409/5): Loss -0.8334, Sem 0.0208, dir -0.9870, norm 0.1328, swav 0.0000 LR: 5.454e-02 Score 99.348 Data time: 0.0724, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.8308 [2020-10-19 11:20:35,790][root][INFO] - ===> Epoch[5882](29410/5): Loss -0.8377, Sem 0.0163, dir -0.9881, norm 0.1341, swav 0.0000 LR: 5.454e-02 Score 99.441 Data time: 0.0803, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.9135 [2020-10-19 11:20:38,717][root][INFO] - ===> Epoch[5883](29411/5): Loss -0.8239, Sem 0.0180, dir -0.9877, norm 0.1459, swav 0.0000 LR: 5.454e-02 Score 99.402 Data time: 0.0535, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.8151 [2020-10-19 11:20:40,964][root][INFO] - ===> Epoch[5883](29412/5): Loss -0.8353, Sem 0.0181, dir -0.9871, norm 0.1337, swav 0.0000 LR: 5.453e-02 Score 99.387 Data time: 0.0701, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1983 [2020-10-19 11:20:43,064][root][INFO] - ===> Epoch[5883](29413/5): Loss -0.8513, Sem 0.0186, dir -0.9884, norm 0.1186, swav 0.0000 LR: 5.453e-02 Score 99.369 Data time: 0.0824, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.9947 [2020-10-19 11:20:45,157][root][INFO] - ===> Epoch[5883](29414/5): Loss -0.8312, Sem 0.0182, dir -0.9862, norm 0.1368, swav 0.0000 LR: 5.453e-02 Score 99.420 Data time: 0.0661, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.0057 [2020-10-19 11:20:47,101][root][INFO] - ===> Epoch[5883](29415/5): Loss -0.8349, Sem 0.0183, dir -0.9864, norm 0.1332, swav 0.0000 LR: 5.453e-02 Score 99.384 Data time: 0.0742, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.8397 [2020-10-19 11:20:49,095][root][INFO] - ===> Epoch[5884](29416/5): Loss -0.8465, Sem 0.0178, dir -0.9877, norm 0.1235, swav 0.0000 LR: 5.453e-02 Score 99.408 Data time: 0.0936, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.8849 [2020-10-19 11:20:51,716][root][INFO] - ===> Epoch[5884](29417/5): Loss -0.8385, Sem 0.0191, dir -0.9882, norm 0.1306, swav 0.0000 LR: 5.453e-02 Score 99.357 Data time: 0.0690, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.5168 [2020-10-19 11:20:53,937][root][INFO] - ===> Epoch[5884](29418/5): Loss -0.8269, Sem 0.0182, dir -0.9864, norm 0.1412, swav 0.0000 LR: 5.452e-02 Score 99.391 Data time: 0.0686, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1180 [2020-10-19 11:20:55,890][root][INFO] - ===> Epoch[5884](29419/5): Loss -0.8323, Sem 0.0202, dir -0.9868, norm 0.1342, swav 0.0000 LR: 5.452e-02 Score 99.339 Data time: 0.0741, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.8450 [2020-10-19 11:20:58,131][root][INFO] - ===> Epoch[5884](29420/5): Loss -0.8401, Sem 0.0193, dir -0.9876, norm 0.1282, swav 0.0000 LR: 5.452e-02 Score 99.360 Data time: 0.0962, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1481 [2020-10-19 11:21:00,372][root][INFO] - ===> Epoch[5885](29421/5): Loss -0.8402, Sem 0.0172, dir -0.9877, norm 0.1303, swav 0.0000 LR: 5.452e-02 Score 99.425 Data time: 0.0842, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1314 [2020-10-19 11:21:02,712][root][INFO] - ===> Epoch[5885](29422/5): Loss -0.8324, Sem 0.0214, dir -0.9878, norm 0.1339, swav 0.0000 LR: 5.452e-02 Score 99.343 Data time: 0.0990, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.2339 [2020-10-19 11:21:04,637][root][INFO] - ===> Epoch[5885](29423/5): Loss -0.8296, Sem 0.0223, dir -0.9864, norm 0.1345, swav 0.0000 LR: 5.452e-02 Score 99.282 Data time: 0.0823, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.7990 [2020-10-19 11:21:06,435][root][INFO] - ===> Epoch[5885](29424/5): Loss -0.8323, Sem 0.0196, dir -0.9861, norm 0.1342, swav 0.0000 LR: 5.451e-02 Score 99.328 Data time: 0.0741, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.6914 [2020-10-19 11:21:08,574][root][INFO] - ===> Epoch[5885](29425/5): Loss -0.8320, Sem 0.0222, dir -0.9871, norm 0.1329, swav 0.0000 LR: 5.451e-02 Score 99.257 Data time: 0.0727, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.0554 [2020-10-19 11:21:10,723][root][INFO] - ===> Epoch[5886](29426/5): Loss -0.8327, Sem 0.0208, dir -0.9876, norm 0.1341, swav 0.0000 LR: 5.451e-02 Score 99.362 Data time: 0.0656, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.0394 [2020-10-19 11:21:13,205][root][INFO] - ===> Epoch[5886](29427/5): Loss -0.8338, Sem 0.0218, dir -0.9878, norm 0.1322, swav 0.0000 LR: 5.451e-02 Score 99.319 Data time: 0.0653, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.3859 [2020-10-19 11:21:15,409][root][INFO] - ===> Epoch[5886](29428/5): Loss -0.8083, Sem 0.0248, dir -0.9856, norm 0.1526, swav 0.0000 LR: 5.451e-02 Score 99.171 Data time: 0.0747, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1315 [2020-10-19 11:21:17,756][root][INFO] - ===> Epoch[5886](29429/5): Loss -0.8170, Sem 0.0205, dir -0.9865, norm 0.1490, swav 0.0000 LR: 5.451e-02 Score 99.340 Data time: 0.1019, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.2303 [2020-10-19 11:21:20,213][root][INFO] - ===> Epoch[5886](29430/5): Loss -0.8270, Sem 0.0203, dir -0.9880, norm 0.1407, swav 0.0000 LR: 5.450e-02 Score 99.350 Data time: 0.0698, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.3350 [2020-10-19 11:21:21,903][root][INFO] - ===> Epoch[5887](29431/5): Loss -0.8428, Sem 0.0200, dir -0.9873, norm 0.1245, swav 0.0000 LR: 5.450e-02 Score 99.323 Data time: 0.0568, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.5925 [2020-10-19 11:21:23,960][root][INFO] - ===> Epoch[5887](29432/5): Loss -0.8209, Sem 0.0275, dir -0.9868, norm 0.1383, swav 0.0000 LR: 5.450e-02 Score 99.084 Data time: 0.0759, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.9819 [2020-10-19 11:21:26,319][root][INFO] - ===> Epoch[5887](29433/5): Loss -0.8302, Sem 0.0222, dir -0.9870, norm 0.1347, swav 0.0000 LR: 5.450e-02 Score 99.248 Data time: 0.0504, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.2480 [2020-10-19 11:21:28,350][root][INFO] - ===> Epoch[5887](29434/5): Loss -0.8363, Sem 0.0194, dir -0.9877, norm 0.1320, swav 0.0000 LR: 5.450e-02 Score 99.347 Data time: 0.0738, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.9547 [2020-10-19 11:21:30,342][root][INFO] - ===> Epoch[5887](29435/5): Loss -0.8271, Sem 0.0222, dir -0.9865, norm 0.1372, swav 0.0000 LR: 5.450e-02 Score 99.241 Data time: 0.0733, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.8992 [2020-10-19 11:21:32,346][root][INFO] - ===> Epoch[5888](29436/5): Loss -0.8348, Sem 0.0212, dir -0.9879, norm 0.1320, swav 0.0000 LR: 5.450e-02 Score 99.292 Data time: 0.0912, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.8984 [2020-10-19 11:21:34,876][root][INFO] - ===> Epoch[5888](29437/5): Loss -0.8103, Sem 0.0210, dir -0.9848, norm 0.1535, swav 0.0000 LR: 5.449e-02 Score 99.326 Data time: 0.0689, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.4331 [2020-10-19 11:21:36,915][root][INFO] - ===> Epoch[5888](29438/5): Loss -0.8238, Sem 0.0232, dir -0.9855, norm 0.1384, swav 0.0000 LR: 5.449e-02 Score 99.216 Data time: 0.0979, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.9191 [2020-10-19 11:21:39,016][root][INFO] - ===> Epoch[5888](29439/5): Loss -0.8319, Sem 0.0224, dir -0.9865, norm 0.1321, swav 0.0000 LR: 5.449e-02 Score 99.243 Data time: 0.0964, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.0039 [2020-10-19 11:21:41,014][root][INFO] - ===> Epoch[5888](29440/5): Loss -0.8082, Sem 0.0204, dir -0.9851, norm 0.1565, swav 0.0000 LR: 5.449e-02 Score 99.315 Data time: 0.0809, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.8886 [2020-10-19 11:21:43,431][root][INFO] - ===> Epoch[5889](29441/5): Loss -0.8380, Sem 0.0197, dir -0.9879, norm 0.1303, swav 0.0000 LR: 5.449e-02 Score 99.348 Data time: 0.2669, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.3079 [2020-10-19 11:21:45,751][root][INFO] - ===> Epoch[5889](29442/5): Loss -0.8140, Sem 0.0244, dir -0.9847, norm 0.1463, swav 0.0000 LR: 5.449e-02 Score 99.195 Data time: 0.0884, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.2150 [2020-10-19 11:21:48,308][root][INFO] - ===> Epoch[5889](29443/5): Loss -0.8300, Sem 0.0216, dir -0.9866, norm 0.1350, swav 0.0000 LR: 5.448e-02 Score 99.287 Data time: 0.0860, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.4698 [2020-10-19 11:21:50,319][root][INFO] - ===> Epoch[5889](29444/5): Loss -0.8196, Sem 0.0234, dir -0.9853, norm 0.1424, swav 0.0000 LR: 5.448e-02 Score 99.235 Data time: 0.0849, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.9138 [2020-10-19 11:21:52,448][root][INFO] - ===> Epoch[5889](29445/5): Loss -0.8387, Sem 0.0178, dir -0.9882, norm 0.1317, swav 0.0000 LR: 5.448e-02 Score 99.412 Data time: 0.1364, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0405 [2020-10-19 11:21:54,424][root][INFO] - ===> Epoch[5890](29446/5): Loss -0.8265, Sem 0.0222, dir -0.9857, norm 0.1370, swav 0.0000 LR: 5.448e-02 Score 99.257 Data time: 0.0892, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8664 [2020-10-19 11:21:56,535][root][INFO] - ===> Epoch[5890](29447/5): Loss -0.8317, Sem 0.0199, dir -0.9864, norm 0.1348, swav 0.0000 LR: 5.448e-02 Score 99.337 Data time: 0.0629, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0246 [2020-10-19 11:21:58,697][root][INFO] - ===> Epoch[5890](29448/5): Loss -0.8229, Sem 0.0202, dir -0.9864, norm 0.1433, swav 0.0000 LR: 5.448e-02 Score 99.327 Data time: 0.0777, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0922 [2020-10-19 11:22:01,470][root][INFO] - ===> Epoch[5890](29449/5): Loss -0.8403, Sem 0.0188, dir -0.9865, norm 0.1274, swav 0.0000 LR: 5.447e-02 Score 99.360 Data time: 0.1352, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.6532 [2020-10-19 11:22:03,521][root][INFO] - ===> Epoch[5890](29450/5): Loss -0.8210, Sem 0.0181, dir -0.9869, norm 0.1478, swav 0.0000 LR: 5.447e-02 Score 99.399 Data time: 0.0799, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9065 [2020-10-19 11:22:06,024][root][INFO] - ===> Epoch[5891](29451/5): Loss -0.8172, Sem 0.0220, dir -0.9866, norm 0.1474, swav 0.0000 LR: 5.447e-02 Score 99.261 Data time: 0.3099, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.4115 [2020-10-19 11:22:08,269][root][INFO] - ===> Epoch[5891](29452/5): Loss -0.8310, Sem 0.0187, dir -0.9862, norm 0.1364, swav 0.0000 LR: 5.447e-02 Score 99.360 Data time: 0.1463, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1347 [2020-10-19 11:22:10,528][root][INFO] - ===> Epoch[5891](29453/5): Loss -0.8284, Sem 0.0204, dir -0.9863, norm 0.1375, swav 0.0000 LR: 5.447e-02 Score 99.315 Data time: 0.0905, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1657 [2020-10-19 11:22:12,407][root][INFO] - ===> Epoch[5891](29454/5): Loss -0.8194, Sem 0.0205, dir -0.9852, norm 0.1452, swav 0.0000 LR: 5.447e-02 Score 99.324 Data time: 0.0651, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.7853 [2020-10-19 11:22:14,632][root][INFO] - ===> Epoch[5891](29455/5): Loss -0.8256, Sem 0.0211, dir -0.9864, norm 0.1397, swav 0.0000 LR: 5.446e-02 Score 99.289 Data time: 0.0586, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1266 [2020-10-19 11:22:16,642][root][INFO] - ===> Epoch[5892](29456/5): Loss -0.8244, Sem 0.0175, dir -0.9866, norm 0.1447, swav 0.0000 LR: 5.446e-02 Score 99.407 Data time: 0.0800, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9259 [2020-10-19 11:22:19,107][root][INFO] - ===> Epoch[5892](29457/5): Loss -0.8265, Sem 0.0201, dir -0.9865, norm 0.1399, swav 0.0000 LR: 5.446e-02 Score 99.332 Data time: 0.0732, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.3533 [2020-10-19 11:22:21,410][root][INFO] - ===> Epoch[5892](29458/5): Loss -0.8332, Sem 0.0206, dir -0.9872, norm 0.1334, swav 0.0000 LR: 5.446e-02 Score 99.317 Data time: 0.0792, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1874 [2020-10-19 11:22:23,575][root][INFO] - ===> Epoch[5892](29459/5): Loss -0.8273, Sem 0.0197, dir -0.9859, norm 0.1389, swav 0.0000 LR: 5.446e-02 Score 99.341 Data time: 0.0891, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0669 [2020-10-19 11:22:25,494][root][INFO] - ===> Epoch[5892](29460/5): Loss -0.8334, Sem 0.0190, dir -0.9863, norm 0.1339, swav 0.0000 LR: 5.446e-02 Score 99.352 Data time: 0.0876, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8118 [2020-10-19 11:22:27,469][root][INFO] - ===> Epoch[5893](29461/5): Loss -0.8246, Sem 0.0217, dir -0.9858, norm 0.1396, swav 0.0000 LR: 5.446e-02 Score 99.272 Data time: 0.0636, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8822 [2020-10-19 11:22:29,793][root][INFO] - ===> Epoch[5893](29462/5): Loss -0.8207, Sem 0.0162, dir -0.9871, norm 0.1501, swav 0.0000 LR: 5.445e-02 Score 99.453 Data time: 0.0767, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2243 [2020-10-19 11:22:31,876][root][INFO] - ===> Epoch[5893](29463/5): Loss -0.8251, Sem 0.0182, dir -0.9867, norm 0.1434, swav 0.0000 LR: 5.445e-02 Score 99.407 Data time: 0.0910, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9370 [2020-10-19 11:22:33,614][root][INFO] - ===> Epoch[5893](29464/5): Loss -0.8261, Sem 0.0192, dir -0.9874, norm 0.1421, swav 0.0000 LR: 5.445e-02 Score 99.358 Data time: 0.0783, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.6244 [2020-10-19 11:22:35,766][root][INFO] - ===> Epoch[5893](29465/5): Loss -0.8316, Sem 0.0180, dir -0.9860, norm 0.1364, swav 0.0000 LR: 5.445e-02 Score 99.386 Data time: 0.0680, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0522 [2020-10-19 11:22:38,300][root][INFO] - ===> Epoch[5894](29466/5): Loss -0.8334, Sem 0.0182, dir -0.9878, norm 0.1362, swav 0.0000 LR: 5.445e-02 Score 99.384 Data time: 0.0915, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.4147 [2020-10-19 11:22:40,428][root][INFO] - ===> Epoch[5894](29467/5): Loss -0.8299, Sem 0.0175, dir -0.9866, norm 0.1391, swav 0.0000 LR: 5.445e-02 Score 99.407 Data time: 0.0766, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9961 [2020-10-19 11:22:42,761][root][INFO] - ===> Epoch[5894](29468/5): Loss -0.8334, Sem 0.0183, dir -0.9866, norm 0.1349, swav 0.0000 LR: 5.444e-02 Score 99.387 Data time: 0.0904, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2553 [2020-10-19 11:22:45,377][root][INFO] - ===> Epoch[5894](29469/5): Loss -0.8288, Sem 0.0190, dir -0.9854, norm 0.1375, swav 0.0000 LR: 5.444e-02 Score 99.368 Data time: 0.1142, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.4920 [2020-10-19 11:22:47,691][root][INFO] - ===> Epoch[5894](29470/5): Loss -0.8236, Sem 0.0209, dir -0.9855, norm 0.1410, swav 0.0000 LR: 5.444e-02 Score 99.297 Data time: 0.0745, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1926 [2020-10-19 11:22:49,808][root][INFO] - ===> Epoch[5895](29471/5): Loss -0.8461, Sem 0.0179, dir -0.9887, norm 0.1247, swav 0.0000 LR: 5.444e-02 Score 99.399 Data time: 0.0629, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0265 [2020-10-19 11:22:51,455][root][INFO] - ===> Epoch[5895](29472/5): Loss -0.8406, Sem 0.0178, dir -0.9873, norm 0.1289, swav 0.0000 LR: 5.444e-02 Score 99.400 Data time: 0.0702, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.5792 [2020-10-19 11:22:53,599][root][INFO] - ===> Epoch[5895](29473/5): Loss -0.8389, Sem 0.0201, dir -0.9869, norm 0.1280, swav 0.0000 LR: 5.444e-02 Score 99.364 Data time: 0.0633, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0363 [2020-10-19 11:22:56,049][root][INFO] - ===> Epoch[5895](29474/5): Loss -0.8374, Sem 0.0188, dir -0.9865, norm 0.1303, swav 0.0000 LR: 5.443e-02 Score 99.362 Data time: 0.0605, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.3470 [2020-10-19 11:22:58,996][root][INFO] - ===> Epoch[5895](29475/5): Loss -0.8401, Sem 0.0168, dir -0.9881, norm 0.1311, swav 0.0000 LR: 5.443e-02 Score 99.438 Data time: 0.0721, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.8525 [2020-10-19 11:23:00,858][root][INFO] - ===> Epoch[5896](29476/5): Loss -0.8210, Sem 0.0162, dir -0.9883, norm 0.1512, swav 0.0000 LR: 5.443e-02 Score 99.467 Data time: 0.0688, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.7547 [2020-10-19 11:23:02,680][root][INFO] - ===> Epoch[5896](29477/5): Loss -0.8338, Sem 0.0195, dir -0.9870, norm 0.1336, swav 0.0000 LR: 5.443e-02 Score 99.343 Data time: 0.0605, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.7440 [2020-10-19 11:23:05,350][root][INFO] - ===> Epoch[5896](29478/5): Loss -0.8288, Sem 0.0183, dir -0.9883, norm 0.1412, swav 0.0000 LR: 5.443e-02 Score 99.392 Data time: 0.0625, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.5691 [2020-10-19 11:23:08,331][root][INFO] - ===> Epoch[5896](29479/5): Loss -0.8249, Sem 0.0196, dir -0.9859, norm 0.1414, swav 0.0000 LR: 5.443e-02 Score 99.356 Data time: 0.0631, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.9157 [2020-10-19 11:23:10,173][root][INFO] - ===> Epoch[5896](29480/5): Loss -0.8522, Sem 0.0162, dir -0.9878, norm 0.1193, swav 0.0000 LR: 5.442e-02 Score 99.434 Data time: 0.0462, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.7274 [2020-10-19 11:23:12,191][root][INFO] - ===> Epoch[5897](29481/5): Loss -0.8371, Sem 0.0162, dir -0.9887, norm 0.1354, swav 0.0000 LR: 5.442e-02 Score 99.451 Data time: 0.0636, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9237 [2020-10-19 11:23:14,260][root][INFO] - ===> Epoch[5897](29482/5): Loss -0.8405, Sem 0.0181, dir -0.9881, norm 0.1295, swav 0.0000 LR: 5.442e-02 Score 99.379 Data time: 0.0760, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9587 [2020-10-19 11:23:17,903][root][INFO] - ===> Epoch[5897](29483/5): Loss -0.8296, Sem 0.0180, dir -0.9868, norm 0.1392, swav 0.0000 LR: 5.442e-02 Score 99.416 Data time: 0.1104, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 3.5008 [2020-10-19 11:23:19,687][root][INFO] - ===> Epoch[5897](29484/5): Loss -0.8432, Sem 0.0195, dir -0.9867, norm 0.1240, swav 0.0000 LR: 5.442e-02 Score 99.348 Data time: 0.0716, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.6504 [2020-10-19 11:23:22,014][root][INFO] - ===> Epoch[5897](29485/5): Loss -0.8183, Sem 0.0196, dir -0.9867, norm 0.1488, swav 0.0000 LR: 5.442e-02 Score 99.339 Data time: 0.0823, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.2426 [2020-10-19 11:23:23,932][root][INFO] - ===> Epoch[5898](29486/5): Loss -0.8520, Sem 0.0151, dir -0.9887, norm 0.1216, swav 0.0000 LR: 5.442e-02 Score 99.487 Data time: 0.0711, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.8036 [2020-10-19 11:23:25,924][root][INFO] - ===> Epoch[5898](29487/5): Loss -0.8422, Sem 0.0167, dir -0.9875, norm 0.1286, swav 0.0000 LR: 5.441e-02 Score 99.422 Data time: 0.0661, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9078 [2020-10-19 11:23:28,422][root][INFO] - ===> Epoch[5898](29488/5): Loss -0.8257, Sem 0.0189, dir -0.9864, norm 0.1417, swav 0.0000 LR: 5.441e-02 Score 99.379 Data time: 0.0626, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.4044 [2020-10-19 11:23:30,645][root][INFO] - ===> Epoch[5898](29489/5): Loss -0.8438, Sem 0.0179, dir -0.9880, norm 0.1263, swav 0.0000 LR: 5.441e-02 Score 99.385 Data time: 0.0565, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1134 [2020-10-19 11:23:33,325][root][INFO] - ===> Epoch[5898](29490/5): Loss -0.8239, Sem 0.0173, dir -0.9867, norm 0.1455, swav 0.0000 LR: 5.441e-02 Score 99.427 Data time: 0.0739, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.6163 [2020-10-19 11:23:35,405][root][INFO] - ===> Epoch[5899](29491/5): Loss -0.8369, Sem 0.0184, dir -0.9860, norm 0.1306, swav 0.0000 LR: 5.441e-02 Score 99.359 Data time: 0.0825, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.9719 [2020-10-19 11:23:37,884][root][INFO] - ===> Epoch[5899](29492/5): Loss -0.8162, Sem 0.0180, dir -0.9868, norm 0.1527, swav 0.0000 LR: 5.441e-02 Score 99.416 Data time: 0.0768, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.3731 [2020-10-19 11:23:40,217][root][INFO] - ===> Epoch[5899](29493/5): Loss -0.8363, Sem 0.0194, dir -0.9882, norm 0.1325, swav 0.0000 LR: 5.440e-02 Score 99.363 Data time: 0.0637, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.2121 [2020-10-19 11:23:42,149][root][INFO] - ===> Epoch[5899](29494/5): Loss -0.8115, Sem 0.0188, dir -0.9859, norm 0.1556, swav 0.0000 LR: 5.440e-02 Score 99.371 Data time: 0.1219, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.8422 [2020-10-19 11:23:44,429][root][INFO] - ===> Epoch[5899](29495/5): Loss -0.8244, Sem 0.0161, dir -0.9873, norm 0.1467, swav 0.0000 LR: 5.440e-02 Score 99.472 Data time: 0.1050, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1653 [2020-10-19 11:23:46,518][root][INFO] - ===> Epoch[5900](29496/5): Loss -0.8327, Sem 0.0172, dir -0.9881, norm 0.1382, swav 0.0000 LR: 5.440e-02 Score 99.426 Data time: 0.0810, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.9610 [2020-10-19 11:23:48,698][root][INFO] - ===> Epoch[5900](29497/5): Loss -0.8446, Sem 0.0171, dir -0.9877, norm 0.1260, swav 0.0000 LR: 5.440e-02 Score 99.408 Data time: 0.0763, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.0799 [2020-10-19 11:23:50,949][root][INFO] - ===> Epoch[5900](29498/5): Loss -0.8347, Sem 0.0190, dir -0.9859, norm 0.1321, swav 0.0000 LR: 5.440e-02 Score 99.360 Data time: 0.0620, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1638 [2020-10-19 11:23:53,268][root][INFO] - ===> Epoch[5900](29499/5): Loss -0.8326, Sem 0.0154, dir -0.9867, norm 0.1387, swav 0.0000 LR: 5.439e-02 Score 99.497 Data time: 0.0855, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.2391 [2020-10-19 11:23:55,385][root][INFO] - ===> Epoch[5900](29500/5): Loss -0.8494, Sem 0.0165, dir -0.9882, norm 0.1223, swav 0.0000 LR: 5.439e-02 Score 99.433 Data time: 0.0862, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.0106 [2020-10-19 11:23:56,527][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 11:23:58,803][root][INFO] - ===> Epoch[5901](29501/5): Loss -0.8172, Sem 0.0191, dir -0.9866, norm 0.1503, swav 0.0000 LR: 5.439e-02 Score 99.366 Data time: 0.1071, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.0990 [2020-10-19 11:24:00,712][root][INFO] - ===> Epoch[5901](29502/5): Loss -0.8413, Sem 0.0167, dir -0.9881, norm 0.1300, swav 0.0000 LR: 5.439e-02 Score 99.435 Data time: 0.0634, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.8073 [2020-10-19 11:24:02,960][root][INFO] - ===> Epoch[5901](29503/5): Loss -0.8352, Sem 0.0174, dir -0.9869, norm 0.1343, swav 0.0000 LR: 5.439e-02 Score 99.412 Data time: 0.0679, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1621 [2020-10-19 11:24:05,159][root][INFO] - ===> Epoch[5901](29504/5): Loss -0.8366, Sem 0.0180, dir -0.9870, norm 0.1323, swav 0.0000 LR: 5.439e-02 Score 99.388 Data time: 0.0823, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.0934 [2020-10-19 11:24:07,252][root][INFO] - ===> Epoch[5901](29505/5): Loss -0.8404, Sem 0.0170, dir -0.9879, norm 0.1305, swav 0.0000 LR: 5.438e-02 Score 99.424 Data time: 0.0880, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.9820 [2020-10-19 11:24:09,734][root][INFO] - ===> Epoch[5902](29506/5): Loss -0.8385, Sem 0.0156, dir -0.9865, norm 0.1323, swav 0.0000 LR: 5.438e-02 Score 99.473 Data time: 0.0937, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.3716 [2020-10-19 11:24:12,201][root][INFO] - ===> Epoch[5902](29507/5): Loss -0.8355, Sem 0.0192, dir -0.9870, norm 0.1324, swav 0.0000 LR: 5.438e-02 Score 99.368 Data time: 0.0703, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.3480 [2020-10-19 11:24:14,248][root][INFO] - ===> Epoch[5902](29508/5): Loss -0.8390, Sem 0.0187, dir -0.9875, norm 0.1298, swav 0.0000 LR: 5.438e-02 Score 99.397 Data time: 0.0820, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.9659 [2020-10-19 11:24:16,588][root][INFO] - ===> Epoch[5902](29509/5): Loss -0.8424, Sem 0.0170, dir -0.9877, norm 0.1282, swav 0.0000 LR: 5.438e-02 Score 99.426 Data time: 0.0794, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.2391 [2020-10-19 11:24:18,438][root][INFO] - ===> Epoch[5902](29510/5): Loss -0.8379, Sem 0.0179, dir -0.9880, norm 0.1322, swav 0.0000 LR: 5.438e-02 Score 99.395 Data time: 0.1081, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.7569 [2020-10-19 11:24:20,662][root][INFO] - ===> Epoch[5903](29511/5): Loss -0.8355, Sem 0.0184, dir -0.9873, norm 0.1334, swav 0.0000 LR: 5.437e-02 Score 99.384 Data time: 0.0860, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1284 [2020-10-19 11:24:22,718][root][INFO] - ===> Epoch[5903](29512/5): Loss -0.8350, Sem 0.0186, dir -0.9875, norm 0.1339, swav 0.0000 LR: 5.437e-02 Score 99.390 Data time: 0.0847, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.9288 [2020-10-19 11:24:24,946][root][INFO] - ===> Epoch[5903](29513/5): Loss -0.8524, Sem 0.0175, dir -0.9875, norm 0.1175, swav 0.0000 LR: 5.437e-02 Score 99.398 Data time: 0.0463, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1252 [2020-10-19 11:24:26,985][root][INFO] - ===> Epoch[5903](29514/5): Loss -0.8436, Sem 0.0166, dir -0.9884, norm 0.1283, swav 0.0000 LR: 5.437e-02 Score 99.446 Data time: 0.0757, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.9760 [2020-10-19 11:24:29,419][root][INFO] - ===> Epoch[5903](29515/5): Loss -0.8399, Sem 0.0185, dir -0.9878, norm 0.1295, swav 0.0000 LR: 5.437e-02 Score 99.375 Data time: 0.0663, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.3320 [2020-10-19 11:24:31,569][root][INFO] - ===> Epoch[5904](29516/5): Loss -0.8364, Sem 0.0190, dir -0.9878, norm 0.1325, swav 0.0000 LR: 5.437e-02 Score 99.356 Data time: 0.0692, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.0566 [2020-10-19 11:24:34,259][root][INFO] - ===> Epoch[5904](29517/5): Loss -0.8351, Sem 0.0151, dir -0.9865, norm 0.1364, swav 0.0000 LR: 5.437e-02 Score 99.498 Data time: 0.0844, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.5901 [2020-10-19 11:24:36,368][root][INFO] - ===> Epoch[5904](29518/5): Loss -0.8247, Sem 0.0183, dir -0.9877, norm 0.1447, swav 0.0000 LR: 5.436e-02 Score 99.388 Data time: 0.0780, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.9940 [2020-10-19 11:24:38,286][root][INFO] - ===> Epoch[5904](29519/5): Loss -0.8424, Sem 0.0194, dir -0.9865, norm 0.1247, swav 0.0000 LR: 5.436e-02 Score 99.343 Data time: 0.0672, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.8066 [2020-10-19 11:24:40,360][root][INFO] - ===> Epoch[5904](29520/5): Loss -0.8414, Sem 0.0148, dir -0.9888, norm 0.1326, swav 0.0000 LR: 5.436e-02 Score 99.502 Data time: 0.0657, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.9904 [2020-10-19 11:24:42,899][root][INFO] - ===> Epoch[5905](29521/5): Loss -0.8356, Sem 0.0180, dir -0.9866, norm 0.1330, swav 0.0000 LR: 5.436e-02 Score 99.382 Data time: 0.0502, Forward time: 0.7772, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.4504 [2020-10-19 11:24:45,519][root][INFO] - ===> Epoch[5905](29522/5): Loss -0.8254, Sem 0.0174, dir -0.9871, norm 0.1443, swav 0.0000 LR: 5.436e-02 Score 99.411 Data time: 0.1067, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.5400 [2020-10-19 11:24:47,853][root][INFO] - ===> Epoch[5905](29523/5): Loss -0.8143, Sem 0.0184, dir -0.9875, norm 0.1548, swav 0.0000 LR: 5.436e-02 Score 99.384 Data time: 0.0872, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.2160 [2020-10-19 11:24:49,925][root][INFO] - ===> Epoch[5905](29524/5): Loss -0.8359, Sem 0.0179, dir -0.9869, norm 0.1331, swav 0.0000 LR: 5.435e-02 Score 99.389 Data time: 0.0951, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.9534 [2020-10-19 11:24:52,125][root][INFO] - ===> Epoch[5905](29525/5): Loss -0.8209, Sem 0.0162, dir -0.9874, norm 0.1503, swav 0.0000 LR: 5.435e-02 Score 99.456 Data time: 0.0893, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.0893 [2020-10-19 11:24:54,283][root][INFO] - ===> Epoch[5906](29526/5): Loss -0.8408, Sem 0.0166, dir -0.9878, norm 0.1304, swav 0.0000 LR: 5.435e-02 Score 99.443 Data time: 0.0713, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.0619 [2020-10-19 11:24:56,231][root][INFO] - ===> Epoch[5906](29527/5): Loss -0.8162, Sem 0.0180, dir -0.9877, norm 0.1534, swav 0.0000 LR: 5.435e-02 Score 99.394 Data time: 0.0781, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.8609 [2020-10-19 11:24:58,220][root][INFO] - ===> Epoch[5906](29528/5): Loss -0.8422, Sem 0.0164, dir -0.9884, norm 0.1298, swav 0.0000 LR: 5.435e-02 Score 99.447 Data time: 0.0860, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.8609 [2020-10-19 11:25:00,123][root][INFO] - ===> Epoch[5906](29529/5): Loss -0.8174, Sem 0.0171, dir -0.9885, norm 0.1539, swav 0.0000 LR: 5.435e-02 Score 99.425 Data time: 0.0792, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.7890 [2020-10-19 11:25:02,012][root][INFO] - ===> Epoch[5906](29530/5): Loss -0.8369, Sem 0.0169, dir -0.9859, norm 0.1321, swav 0.0000 LR: 5.434e-02 Score 99.436 Data time: 0.0670, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.7886 [2020-10-19 11:25:03,989][root][INFO] - ===> Epoch[5907](29531/5): Loss -0.8257, Sem 0.0186, dir -0.9875, norm 0.1431, swav 0.0000 LR: 5.434e-02 Score 99.371 Data time: 0.0772, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8754 [2020-10-19 11:25:06,349][root][INFO] - ===> Epoch[5907](29532/5): Loss -0.8264, Sem 0.0194, dir -0.9881, norm 0.1424, swav 0.0000 LR: 5.434e-02 Score 99.355 Data time: 0.1488, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2791 [2020-10-19 11:25:08,794][root][INFO] - ===> Epoch[5907](29533/5): Loss -0.8142, Sem 0.0157, dir -0.9876, norm 0.1577, swav 0.0000 LR: 5.434e-02 Score 99.476 Data time: 0.1678, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.3453 [2020-10-19 11:25:11,193][root][INFO] - ===> Epoch[5907](29534/5): Loss -0.8259, Sem 0.0175, dir -0.9877, norm 0.1443, swav 0.0000 LR: 5.434e-02 Score 99.410 Data time: 0.1118, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2995 [2020-10-19 11:25:13,833][root][INFO] - ===> Epoch[5907](29535/5): Loss -0.8224, Sem 0.0222, dir -0.9874, norm 0.1427, swav 0.0000 LR: 5.434e-02 Score 99.253 Data time: 0.0871, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.5832 [2020-10-19 11:25:15,838][root][INFO] - ===> Epoch[5908](29536/5): Loss -0.8062, Sem 0.0184, dir -0.9866, norm 0.1620, swav 0.0000 LR: 5.433e-02 Score 99.399 Data time: 0.0618, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.9121 [2020-10-19 11:25:17,828][root][INFO] - ===> Epoch[5908](29537/5): Loss -0.8138, Sem 0.0183, dir -0.9865, norm 0.1544, swav 0.0000 LR: 5.433e-02 Score 99.403 Data time: 0.0845, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9100 [2020-10-19 11:25:19,743][root][INFO] - ===> Epoch[5908](29538/5): Loss -0.8190, Sem 0.0190, dir -0.9873, norm 0.1492, swav 0.0000 LR: 5.433e-02 Score 99.361 Data time: 0.0680, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8247 [2020-10-19 11:25:21,688][root][INFO] - ===> Epoch[5908](29539/5): Loss -0.8356, Sem 0.0190, dir -0.9873, norm 0.1327, swav 0.0000 LR: 5.433e-02 Score 99.352 Data time: 0.0743, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8866 [2020-10-19 11:25:24,943][root][INFO] - ===> Epoch[5908](29540/5): Loss -0.8046, Sem 0.0189, dir -0.9872, norm 0.1638, swav 0.0000 LR: 5.433e-02 Score 99.378 Data time: 0.1810, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 3.1279 [2020-10-19 11:25:27,246][root][INFO] - ===> Epoch[5909](29541/5): Loss -0.8265, Sem 0.0202, dir -0.9865, norm 0.1398, swav 0.0000 LR: 5.433e-02 Score 99.320 Data time: 0.0613, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1723 [2020-10-19 11:25:29,376][root][INFO] - ===> Epoch[5909](29542/5): Loss -0.7984, Sem 0.0183, dir -0.9873, norm 0.1706, swav 0.0000 LR: 5.433e-02 Score 99.383 Data time: 0.0939, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0072 [2020-10-19 11:25:31,348][root][INFO] - ===> Epoch[5909](29543/5): Loss -0.8332, Sem 0.0179, dir -0.9877, norm 0.1366, swav 0.0000 LR: 5.432e-02 Score 99.393 Data time: 0.0824, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8581 [2020-10-19 11:25:33,593][root][INFO] - ===> Epoch[5909](29544/5): Loss -0.8034, Sem 0.0214, dir -0.9861, norm 0.1613, swav 0.0000 LR: 5.432e-02 Score 99.276 Data time: 0.0682, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1499 [2020-10-19 11:25:35,664][root][INFO] - ===> Epoch[5909](29545/5): Loss -0.8342, Sem 0.0207, dir -0.9871, norm 0.1321, swav 0.0000 LR: 5.432e-02 Score 99.308 Data time: 0.0762, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9816 [2020-10-19 11:25:37,661][root][INFO] - ===> Epoch[5910](29546/5): Loss -0.8196, Sem 0.0210, dir -0.9865, norm 0.1460, swav 0.0000 LR: 5.432e-02 Score 99.314 Data time: 0.0689, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8662 [2020-10-19 11:25:39,518][root][INFO] - ===> Epoch[5910](29547/5): Loss -0.8251, Sem 0.0209, dir -0.9862, norm 0.1402, swav 0.0000 LR: 5.432e-02 Score 99.322 Data time: 0.0498, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.7675 [2020-10-19 11:25:41,757][root][INFO] - ===> Epoch[5910](29548/5): Loss -0.8293, Sem 0.0189, dir -0.9862, norm 0.1381, swav 0.0000 LR: 5.432e-02 Score 99.365 Data time: 0.0771, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1997 [2020-10-19 11:25:44,152][root][INFO] - ===> Epoch[5910](29549/5): Loss -0.8306, Sem 0.0180, dir -0.9873, norm 0.1387, swav 0.0000 LR: 5.431e-02 Score 99.397 Data time: 0.0788, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.3026 [2020-10-19 11:25:46,498][root][INFO] - ===> Epoch[5910](29550/5): Loss -0.8335, Sem 0.0191, dir -0.9872, norm 0.1346, swav 0.0000 LR: 5.431e-02 Score 99.342 Data time: 0.0758, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2249 [2020-10-19 11:25:48,677][root][INFO] - ===> Epoch[5911](29551/5): Loss -0.8329, Sem 0.0197, dir -0.9871, norm 0.1344, swav 0.0000 LR: 5.431e-02 Score 99.332 Data time: 0.0603, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0629 [2020-10-19 11:25:50,790][root][INFO] - ===> Epoch[5911](29552/5): Loss -0.8358, Sem 0.0196, dir -0.9870, norm 0.1316, swav 0.0000 LR: 5.431e-02 Score 99.344 Data time: 0.0633, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0270 [2020-10-19 11:25:52,891][root][INFO] - ===> Epoch[5911](29553/5): Loss -0.8161, Sem 0.0211, dir -0.9860, norm 0.1488, swav 0.0000 LR: 5.431e-02 Score 99.290 Data time: 0.0670, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0094 [2020-10-19 11:25:54,826][root][INFO] - ===> Epoch[5911](29554/5): Loss -0.8237, Sem 0.0191, dir -0.9869, norm 0.1441, swav 0.0000 LR: 5.431e-02 Score 99.390 Data time: 0.0727, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8616 [2020-10-19 11:25:57,070][root][INFO] - ===> Epoch[5911](29555/5): Loss -0.8394, Sem 0.0200, dir -0.9879, norm 0.1285, swav 0.0000 LR: 5.430e-02 Score 99.329 Data time: 0.1026, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1308 [2020-10-19 11:25:58,797][root][INFO] - ===> Epoch[5912](29556/5): Loss -0.8404, Sem 0.0187, dir -0.9862, norm 0.1270, swav 0.0000 LR: 5.430e-02 Score 99.364 Data time: 0.0745, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.6052 [2020-10-19 11:26:01,067][root][INFO] - ===> Epoch[5912](29557/5): Loss -0.8138, Sem 0.0220, dir -0.9850, norm 0.1492, swav 0.0000 LR: 5.430e-02 Score 99.275 Data time: 0.0662, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1771 [2020-10-19 11:26:03,195][root][INFO] - ===> Epoch[5912](29558/5): Loss -0.8405, Sem 0.0180, dir -0.9877, norm 0.1291, swav 0.0000 LR: 5.430e-02 Score 99.392 Data time: 0.0657, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0377 [2020-10-19 11:26:05,902][root][INFO] - ===> Epoch[5912](29559/5): Loss -0.8246, Sem 0.0174, dir -0.9859, norm 0.1439, swav 0.0000 LR: 5.430e-02 Score 99.426 Data time: 0.0741, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.6192 [2020-10-19 11:26:07,850][root][INFO] - ===> Epoch[5912](29560/5): Loss -0.8378, Sem 0.0189, dir -0.9875, norm 0.1308, swav 0.0000 LR: 5.430e-02 Score 99.363 Data time: 0.0958, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8379 [2020-10-19 11:26:10,185][root][INFO] - ===> Epoch[5913](29561/5): Loss -0.8290, Sem 0.0207, dir -0.9855, norm 0.1358, swav 0.0000 LR: 5.429e-02 Score 99.302 Data time: 0.0892, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2245 [2020-10-19 11:26:12,545][root][INFO] - ===> Epoch[5913](29562/5): Loss -0.8237, Sem 0.0214, dir -0.9867, norm 0.1416, swav 0.0000 LR: 5.429e-02 Score 99.313 Data time: 0.0633, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2609 [2020-10-19 11:26:14,829][root][INFO] - ===> Epoch[5913](29563/5): Loss -0.8225, Sem 0.0204, dir -0.9862, norm 0.1433, swav 0.0000 LR: 5.429e-02 Score 99.317 Data time: 0.0971, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1818 [2020-10-19 11:26:16,777][root][INFO] - ===> Epoch[5913](29564/5): Loss -0.8257, Sem 0.0206, dir -0.9862, norm 0.1399, swav 0.0000 LR: 5.429e-02 Score 99.308 Data time: 0.0677, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8334 [2020-10-19 11:26:18,779][root][INFO] - ===> Epoch[5913](29565/5): Loss -0.8435, Sem 0.0170, dir -0.9879, norm 0.1274, swav 0.0000 LR: 5.429e-02 Score 99.432 Data time: 0.0765, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9283 [2020-10-19 11:26:21,214][root][INFO] - ===> Epoch[5914](29566/5): Loss -0.8248, Sem 0.0192, dir -0.9867, norm 0.1427, swav 0.0000 LR: 5.429e-02 Score 99.354 Data time: 0.0609, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.3368 [2020-10-19 11:26:23,671][root][INFO] - ===> Epoch[5914](29567/5): Loss -0.8285, Sem 0.0169, dir -0.9876, norm 0.1421, swav 0.0000 LR: 5.429e-02 Score 99.437 Data time: 0.0728, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.3731 [2020-10-19 11:26:25,873][root][INFO] - ===> Epoch[5914](29568/5): Loss -0.8305, Sem 0.0189, dir -0.9871, norm 0.1377, swav 0.0000 LR: 5.428e-02 Score 99.363 Data time: 0.0843, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0938 [2020-10-19 11:26:27,649][root][INFO] - ===> Epoch[5914](29569/5): Loss -0.8348, Sem 0.0198, dir -0.9861, norm 0.1315, swav 0.0000 LR: 5.428e-02 Score 99.328 Data time: 0.0537, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.6792 [2020-10-19 11:26:29,893][root][INFO] - ===> Epoch[5914](29570/5): Loss -0.8302, Sem 0.0189, dir -0.9869, norm 0.1378, swav 0.0000 LR: 5.428e-02 Score 99.364 Data time: 0.0463, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1826 [2020-10-19 11:26:31,847][root][INFO] - ===> Epoch[5915](29571/5): Loss -0.8253, Sem 0.0190, dir -0.9869, norm 0.1427, swav 0.0000 LR: 5.428e-02 Score 99.383 Data time: 0.0621, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8852 [2020-10-19 11:26:34,168][root][INFO] - ===> Epoch[5915](29572/5): Loss -0.8256, Sem 0.0188, dir -0.9869, norm 0.1425, swav 0.0000 LR: 5.428e-02 Score 99.364 Data time: 0.0700, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2324 [2020-10-19 11:26:36,224][root][INFO] - ===> Epoch[5915](29573/5): Loss -0.8249, Sem 0.0187, dir -0.9862, norm 0.1426, swav 0.0000 LR: 5.428e-02 Score 99.389 Data time: 0.0941, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9418 [2020-10-19 11:26:38,549][root][INFO] - ===> Epoch[5915](29574/5): Loss -0.8290, Sem 0.0212, dir -0.9874, norm 0.1372, swav 0.0000 LR: 5.427e-02 Score 99.303 Data time: 0.0836, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2162 [2020-10-19 11:26:41,100][root][INFO] - ===> Epoch[5915](29575/5): Loss -0.8227, Sem 0.0172, dir -0.9873, norm 0.1474, swav 0.0000 LR: 5.427e-02 Score 99.423 Data time: 0.0848, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.4458 [2020-10-19 11:26:43,793][root][INFO] - ===> Epoch[5916](29576/5): Loss -0.8296, Sem 0.0220, dir -0.9870, norm 0.1355, swav 0.0000 LR: 5.427e-02 Score 99.260 Data time: 0.0828, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.5857 [2020-10-19 11:26:46,076][root][INFO] - ===> Epoch[5916](29577/5): Loss -0.8105, Sem 0.0192, dir -0.9863, norm 0.1566, swav 0.0000 LR: 5.427e-02 Score 99.391 Data time: 0.0837, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1738 [2020-10-19 11:26:48,260][root][INFO] - ===> Epoch[5916](29578/5): Loss -0.8317, Sem 0.0225, dir -0.9860, norm 0.1318, swav 0.0000 LR: 5.427e-02 Score 99.319 Data time: 0.0661, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.0908 [2020-10-19 11:26:50,371][root][INFO] - ===> Epoch[5916](29579/5): Loss -0.8215, Sem 0.0202, dir -0.9865, norm 0.1448, swav 0.0000 LR: 5.427e-02 Score 99.308 Data time: 0.0947, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.0284 [2020-10-19 11:26:52,924][root][INFO] - ===> Epoch[5916](29580/5): Loss -0.8201, Sem 0.0173, dir -0.9862, norm 0.1488, swav 0.0000 LR: 5.426e-02 Score 99.421 Data time: 0.0683, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.4294 [2020-10-19 11:26:55,509][root][INFO] - ===> Epoch[5917](29581/5): Loss -0.8192, Sem 0.0214, dir -0.9863, norm 0.1457, swav 0.0000 LR: 5.426e-02 Score 99.276 Data time: 0.1105, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.4932 [2020-10-19 11:26:57,916][root][INFO] - ===> Epoch[5917](29582/5): Loss -0.8114, Sem 0.0226, dir -0.9860, norm 0.1520, swav 0.0000 LR: 5.426e-02 Score 99.256 Data time: 0.0571, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.2830 [2020-10-19 11:27:00,178][root][INFO] - ===> Epoch[5917](29583/5): Loss -0.8327, Sem 0.0199, dir -0.9875, norm 0.1349, swav 0.0000 LR: 5.426e-02 Score 99.330 Data time: 0.0714, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1433 [2020-10-19 11:27:02,030][root][INFO] - ===> Epoch[5917](29584/5): Loss -0.8194, Sem 0.0207, dir -0.9851, norm 0.1449, swav 0.0000 LR: 5.426e-02 Score 99.317 Data time: 0.0862, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.7662 [2020-10-19 11:27:04,259][root][INFO] - ===> Epoch[5917](29585/5): Loss -0.8236, Sem 0.0192, dir -0.9875, norm 0.1447, swav 0.0000 LR: 5.426e-02 Score 99.359 Data time: 0.0857, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1176 [2020-10-19 11:27:06,460][root][INFO] - ===> Epoch[5918](29586/5): Loss -0.8176, Sem 0.0211, dir -0.9852, norm 0.1465, swav 0.0000 LR: 5.425e-02 Score 99.299 Data time: 0.0764, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1050 [2020-10-19 11:27:08,705][root][INFO] - ===> Epoch[5918](29587/5): Loss -0.8207, Sem 0.0195, dir -0.9864, norm 0.1461, swav 0.0000 LR: 5.425e-02 Score 99.354 Data time: 0.0821, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1406 [2020-10-19 11:27:10,982][root][INFO] - ===> Epoch[5918](29588/5): Loss -0.8333, Sem 0.0176, dir -0.9864, norm 0.1355, swav 0.0000 LR: 5.425e-02 Score 99.416 Data time: 0.0715, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1738 [2020-10-19 11:27:13,226][root][INFO] - ===> Epoch[5918](29589/5): Loss -0.8123, Sem 0.0248, dir -0.9851, norm 0.1480, swav 0.0000 LR: 5.425e-02 Score 99.192 Data time: 0.0730, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1433 [2020-10-19 11:27:15,376][root][INFO] - ===> Epoch[5918](29590/5): Loss -0.8419, Sem 0.0176, dir -0.9876, norm 0.1281, swav 0.0000 LR: 5.425e-02 Score 99.424 Data time: 0.0836, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.0462 [2020-10-19 11:27:17,667][root][INFO] - ===> Epoch[5919](29591/5): Loss -0.8179, Sem 0.0193, dir -0.9853, norm 0.1482, swav 0.0000 LR: 5.425e-02 Score 99.349 Data time: 0.0980, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1995 [2020-10-19 11:27:19,646][root][INFO] - ===> Epoch[5919](29592/5): Loss -0.8304, Sem 0.0198, dir -0.9868, norm 0.1366, swav 0.0000 LR: 5.424e-02 Score 99.330 Data time: 0.0628, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.8643 [2020-10-19 11:27:22,132][root][INFO] - ===> Epoch[5919](29593/5): Loss -0.8112, Sem 0.0202, dir -0.9861, norm 0.1547, swav 0.0000 LR: 5.424e-02 Score 99.350 Data time: 0.0776, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.4018 [2020-10-19 11:27:24,248][root][INFO] - ===> Epoch[5919](29594/5): Loss -0.8363, Sem 0.0192, dir -0.9879, norm 0.1324, swav 0.0000 LR: 5.424e-02 Score 99.349 Data time: 0.0686, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.9947 [2020-10-19 11:27:26,376][root][INFO] - ===> Epoch[5919](29595/5): Loss -0.8181, Sem 0.0193, dir -0.9849, norm 0.1476, swav 0.0000 LR: 5.424e-02 Score 99.344 Data time: 0.0773, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.0199 [2020-10-19 11:27:28,530][root][INFO] - ===> Epoch[5920](29596/5): Loss -0.8250, Sem 0.0201, dir -0.9867, norm 0.1416, swav 0.0000 LR: 5.424e-02 Score 99.315 Data time: 0.0763, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.0266 [2020-10-19 11:27:31,227][root][INFO] - ===> Epoch[5920](29597/5): Loss -0.8203, Sem 0.0200, dir -0.9851, norm 0.1448, swav 0.0000 LR: 5.424e-02 Score 99.372 Data time: 0.0815, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.5723 [2020-10-19 11:27:33,516][root][INFO] - ===> Epoch[5920](29598/5): Loss -0.8339, Sem 0.0184, dir -0.9873, norm 0.1350, swav 0.0000 LR: 5.424e-02 Score 99.377 Data time: 0.0827, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1601 [2020-10-19 11:27:36,222][root][INFO] - ===> Epoch[5920](29599/5): Loss -0.8169, Sem 0.0203, dir -0.9862, norm 0.1489, swav 0.0000 LR: 5.423e-02 Score 99.323 Data time: 0.0845, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.5863 [2020-10-19 11:27:38,136][root][INFO] - ===> Epoch[5920](29600/5): Loss -0.8230, Sem 0.0188, dir -0.9862, norm 0.1444, swav 0.0000 LR: 5.423e-02 Score 99.370 Data time: 0.0793, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.8054 [2020-10-19 11:27:39,077][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 11:27:39,235][root][INFO] - ===> Start testing [2020-10-19 11:28:18,950][root][INFO] - 68/68: Data time: 0.0025, Iter time: 0.1467 Loss 0.200 (AVG: 0.574) Score 94.739 (AVG: 90.367) mIOU 69.042 mAP 83.457 mAcc 76.840 IOU: 62.683 0.057 76.434 73.198 94.666 90.904 36.428 79.235 98.222 62.756 79.459 85.636 57.866 mAP: 80.728 8.383 94.112 85.190 98.819 97.551 59.590 95.819 99.761 87.346 93.178 94.632 89.833 mAcc: 80.588 0.456 84.945 80.182 95.699 95.295 40.861 93.459 99.250 79.745 90.524 95.587 62.330 [2020-10-19 11:28:18,952][root][INFO] - Finished test. Elapsed time: 39.7147 [2020-10-19 11:28:22,477][root][INFO] - [2020-10-19 11:28:22,477][root][INFO] - ################################################################ [2020-10-19 11:28:22,477][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 11:28:22,477][root][INFO] - ################################################################ [2020-10-19 11:28:22,477][root][INFO] - clutter : nan nan nan [2020-10-19 11:28:22,477][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 11:28:22,477][root][INFO] - board : 0.735 0.773 0.896 [2020-10-19 11:28:22,477][root][INFO] - bookcase : 0.239 0.361 0.509 [2020-10-19 11:28:22,478][root][INFO] - ceiling : 0.479 0.583 0.637 [2020-10-19 11:28:22,478][root][INFO] - chair : 0.814 0.901 0.921 [2020-10-19 11:28:22,478][root][INFO] - column : 0.208 0.297 0.472 [2020-10-19 11:28:22,478][root][INFO] - door : 0.785 0.927 0.960 [2020-10-19 11:28:22,478][root][INFO] - floor : 0.676 0.692 0.735 [2020-10-19 11:28:22,478][root][INFO] - sofa : 0.444 0.701 0.801 [2020-10-19 11:28:22,478][root][INFO] - table : 0.138 0.305 0.653 [2020-10-19 11:28:22,478][root][INFO] - wall : 0.542 0.728 0.795 [2020-10-19 11:28:22,478][root][INFO] - window : 0.516 0.725 0.781 [2020-10-19 11:28:22,478][root][INFO] - ---------------------------------------------------------------- [2020-10-19 11:28:22,478][root][INFO] - average : 0.465 0.583 0.680 [2020-10-19 11:28:22,478][root][INFO] - [2020-10-19 11:28:22,640][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 11:28:22,641][root][INFO] - Current best mIoU: 71.243 at iter 28000 [2020-10-19 11:28:24,198][root][INFO] - ===> Epoch[5921](29601/5): Loss -0.8293, Sem 0.0183, dir -0.9866, norm 0.1390, swav 0.0000 LR: 5.423e-02 Score 99.385 Data time: 0.0513, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 1.5511 [2020-10-19 11:28:26,360][root][INFO] - ===> Epoch[5921](29602/5): Loss -0.8196, Sem 0.0179, dir -0.9855, norm 0.1480, swav 0.0000 LR: 5.423e-02 Score 99.386 Data time: 0.0890, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.0731 [2020-10-19 11:28:28,473][root][INFO] - ===> Epoch[5921](29603/5): Loss -0.8385, Sem 0.0168, dir -0.9878, norm 0.1325, swav 0.0000 LR: 5.423e-02 Score 99.422 Data time: 0.1300, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.0037 [2020-10-19 11:28:30,702][root][INFO] - ===> Epoch[5921](29604/5): Loss -0.8204, Sem 0.0181, dir -0.9864, norm 0.1479, swav 0.0000 LR: 5.423e-02 Score 99.404 Data time: 0.1022, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1420 [2020-10-19 11:28:32,938][root][INFO] - ===> Epoch[5921](29605/5): Loss -0.8276, Sem 0.0227, dir -0.9856, norm 0.1353, swav 0.0000 LR: 5.422e-02 Score 99.293 Data time: 0.0739, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.1233 [2020-10-19 11:28:34,921][root][INFO] - ===> Epoch[5922](29606/5): Loss -0.8295, Sem 0.0194, dir -0.9866, norm 0.1377, swav 0.0000 LR: 5.422e-02 Score 99.336 Data time: 0.0799, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8869 [2020-10-19 11:28:37,220][root][INFO] - ===> Epoch[5922](29607/5): Loss -0.8341, Sem 0.0178, dir -0.9866, norm 0.1346, swav 0.0000 LR: 5.422e-02 Score 99.407 Data time: 0.0926, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2077 [2020-10-19 11:28:39,399][root][INFO] - ===> Epoch[5922](29608/5): Loss -0.8353, Sem 0.0192, dir -0.9872, norm 0.1327, swav 0.0000 LR: 5.422e-02 Score 99.345 Data time: 0.0796, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0637 [2020-10-19 11:28:41,649][root][INFO] - ===> Epoch[5922](29609/5): Loss -0.8397, Sem 0.0186, dir -0.9881, norm 0.1297, swav 0.0000 LR: 5.422e-02 Score 99.385 Data time: 0.0739, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1589 [2020-10-19 11:28:43,386][root][INFO] - ===> Epoch[5922](29610/5): Loss -0.8339, Sem 0.0185, dir -0.9869, norm 0.1345, swav 0.0000 LR: 5.422e-02 Score 99.383 Data time: 0.0687, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.6411 [2020-10-19 11:28:45,590][root][INFO] - ===> Epoch[5923](29611/5): Loss -0.8418, Sem 0.0190, dir -0.9875, norm 0.1268, swav 0.0000 LR: 5.421e-02 Score 99.367 Data time: 0.0749, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1195 [2020-10-19 11:28:48,158][root][INFO] - ===> Epoch[5923](29612/5): Loss -0.8205, Sem 0.0175, dir -0.9867, norm 0.1487, swav 0.0000 LR: 5.421e-02 Score 99.405 Data time: 0.1081, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.4626 [2020-10-19 11:28:50,056][root][INFO] - ===> Epoch[5923](29613/5): Loss -0.8500, Sem 0.0167, dir -0.9881, norm 0.1214, swav 0.0000 LR: 5.421e-02 Score 99.435 Data time: 0.0687, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.7946 [2020-10-19 11:28:52,515][root][INFO] - ===> Epoch[5923](29614/5): Loss -0.8255, Sem 0.0176, dir -0.9869, norm 0.1438, swav 0.0000 LR: 5.421e-02 Score 99.422 Data time: 0.0829, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.3837 [2020-10-19 11:28:54,644][root][INFO] - ===> Epoch[5923](29615/5): Loss -0.8362, Sem 0.0186, dir -0.9864, norm 0.1315, swav 0.0000 LR: 5.421e-02 Score 99.369 Data time: 0.0774, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0061 [2020-10-19 11:28:56,715][root][INFO] - ===> Epoch[5924](29616/5): Loss -0.8301, Sem 0.0180, dir -0.9862, norm 0.1381, swav 0.0000 LR: 5.421e-02 Score 99.399 Data time: 0.0900, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9761 [2020-10-19 11:28:58,675][root][INFO] - ===> Epoch[5924](29617/5): Loss -0.8409, Sem 0.0178, dir -0.9864, norm 0.1277, swav 0.0000 LR: 5.420e-02 Score 99.400 Data time: 0.0549, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8529 [2020-10-19 11:29:01,284][root][INFO] - ===> Epoch[5924](29618/5): Loss -0.8184, Sem 0.0203, dir -0.9865, norm 0.1477, swav 0.0000 LR: 5.420e-02 Score 99.330 Data time: 0.1720, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.5203 [2020-10-19 11:29:03,782][root][INFO] - ===> Epoch[5924](29619/5): Loss -0.8394, Sem 0.0172, dir -0.9881, norm 0.1315, swav 0.0000 LR: 5.420e-02 Score 99.423 Data time: 0.1178, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.3929 [2020-10-19 11:29:06,441][root][INFO] - ===> Epoch[5924](29620/5): Loss -0.8361, Sem 0.0191, dir -0.9875, norm 0.1323, swav 0.0000 LR: 5.420e-02 Score 99.355 Data time: 0.0718, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.5466 [2020-10-19 11:29:08,770][root][INFO] - ===> Epoch[5925](29621/5): Loss -0.8356, Sem 0.0156, dir -0.9881, norm 0.1369, swav 0.0000 LR: 5.420e-02 Score 99.470 Data time: 0.0863, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2356 [2020-10-19 11:29:10,808][root][INFO] - ===> Epoch[5925](29622/5): Loss -0.8263, Sem 0.0191, dir -0.9871, norm 0.1416, swav 0.0000 LR: 5.420e-02 Score 99.370 Data time: 0.0783, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9287 [2020-10-19 11:29:13,018][root][INFO] - ===> Epoch[5925](29623/5): Loss -0.8228, Sem 0.0214, dir -0.9856, norm 0.1415, swav 0.0000 LR: 5.420e-02 Score 99.294 Data time: 0.0742, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1405 [2020-10-19 11:29:15,058][root][INFO] - ===> Epoch[5925](29624/5): Loss -0.8337, Sem 0.0177, dir -0.9864, norm 0.1350, swav 0.0000 LR: 5.419e-02 Score 99.394 Data time: 0.0598, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9481 [2020-10-19 11:29:17,069][root][INFO] - ===> Epoch[5925](29625/5): Loss -0.8364, Sem 0.0165, dir -0.9878, norm 0.1349, swav 0.0000 LR: 5.419e-02 Score 99.443 Data time: 0.0853, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9215 [2020-10-19 11:29:18,771][root][INFO] - ===> Epoch[5926](29626/5): Loss -0.8385, Sem 0.0196, dir -0.9880, norm 0.1298, swav 0.0000 LR: 5.419e-02 Score 99.341 Data time: 0.0719, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.5990 [2020-10-19 11:29:21,002][root][INFO] - ===> Epoch[5926](29627/5): Loss -0.8371, Sem 0.0168, dir -0.9880, norm 0.1341, swav 0.0000 LR: 5.419e-02 Score 99.428 Data time: 0.0676, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1531 [2020-10-19 11:29:23,276][root][INFO] - ===> Epoch[5926](29628/5): Loss -0.8333, Sem 0.0163, dir -0.9879, norm 0.1383, swav 0.0000 LR: 5.419e-02 Score 99.444 Data time: 0.0831, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1709 [2020-10-19 11:29:25,142][root][INFO] - ===> Epoch[5926](29629/5): Loss -0.8407, Sem 0.0177, dir -0.9869, norm 0.1286, swav 0.0000 LR: 5.419e-02 Score 99.411 Data time: 0.0839, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.7565 [2020-10-19 11:29:27,095][root][INFO] - ===> Epoch[5926](29630/5): Loss -0.8253, Sem 0.0195, dir -0.9869, norm 0.1420, swav 0.0000 LR: 5.418e-02 Score 99.333 Data time: 0.0682, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8532 [2020-10-19 11:29:29,212][root][INFO] - ===> Epoch[5927](29631/5): Loss -0.8261, Sem 0.0196, dir -0.9870, norm 0.1413, swav 0.0000 LR: 5.418e-02 Score 99.366 Data time: 0.0764, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0384 [2020-10-19 11:29:31,549][root][INFO] - ===> Epoch[5927](29632/5): Loss -0.8257, Sem 0.0173, dir -0.9878, norm 0.1447, swav 0.0000 LR: 5.418e-02 Score 99.413 Data time: 0.0689, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2311 [2020-10-19 11:29:33,627][root][INFO] - ===> Epoch[5927](29633/5): Loss -0.8386, Sem 0.0182, dir -0.9868, norm 0.1300, swav 0.0000 LR: 5.418e-02 Score 99.400 Data time: 0.0490, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9853 [2020-10-19 11:29:35,540][root][INFO] - ===> Epoch[5927](29634/5): Loss -0.8394, Sem 0.0176, dir -0.9877, norm 0.1308, swav 0.0000 LR: 5.418e-02 Score 99.393 Data time: 0.0481, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8682 [2020-10-19 11:29:37,994][root][INFO] - ===> Epoch[5927](29635/5): Loss -0.8338, Sem 0.0168, dir -0.9871, norm 0.1364, swav 0.0000 LR: 5.418e-02 Score 99.420 Data time: 0.0972, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.3997 [2020-10-19 11:29:40,645][root][INFO] - ===> Epoch[5928](29636/5): Loss -0.8339, Sem 0.0188, dir -0.9873, norm 0.1346, swav 0.0000 LR: 5.417e-02 Score 99.373 Data time: 0.0625, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.5543 [2020-10-19 11:29:42,708][root][INFO] - ===> Epoch[5928](29637/5): Loss -0.8355, Sem 0.0172, dir -0.9874, norm 0.1347, swav 0.0000 LR: 5.417e-02 Score 99.428 Data time: 0.0864, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9919 [2020-10-19 11:29:44,990][root][INFO] - ===> Epoch[5928](29638/5): Loss -0.8197, Sem 0.0219, dir -0.9858, norm 0.1442, swav 0.0000 LR: 5.417e-02 Score 99.324 Data time: 0.0973, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1827 [2020-10-19 11:29:46,908][root][INFO] - ===> Epoch[5928](29639/5): Loss -0.8424, Sem 0.0182, dir -0.9866, norm 0.1261, swav 0.0000 LR: 5.417e-02 Score 99.379 Data time: 0.0853, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8063 [2020-10-19 11:29:48,903][root][INFO] - ===> Epoch[5928](29640/5): Loss -0.8442, Sem 0.0186, dir -0.9878, norm 0.1249, swav 0.0000 LR: 5.417e-02 Score 99.372 Data time: 0.0771, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9048 [2020-10-19 11:29:50,979][root][INFO] - ===> Epoch[5929](29641/5): Loss -0.8460, Sem 0.0181, dir -0.9887, norm 0.1246, swav 0.0000 LR: 5.417e-02 Score 99.391 Data time: 0.0709, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9965 [2020-10-19 11:29:53,247][root][INFO] - ===> Epoch[5929](29642/5): Loss -0.8242, Sem 0.0215, dir -0.9850, norm 0.1393, swav 0.0000 LR: 5.416e-02 Score 99.287 Data time: 0.0996, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1631 [2020-10-19 11:29:55,924][root][INFO] - ===> Epoch[5929](29643/5): Loss -0.8437, Sem 0.0167, dir -0.9875, norm 0.1270, swav 0.0000 LR: 5.416e-02 Score 99.434 Data time: 0.0750, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.5719 [2020-10-19 11:29:58,377][root][INFO] - ===> Epoch[5929](29644/5): Loss -0.8305, Sem 0.0183, dir -0.9875, norm 0.1388, swav 0.0000 LR: 5.416e-02 Score 99.379 Data time: 0.0813, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.3623 [2020-10-19 11:30:01,196][root][INFO] - ===> Epoch[5929](29645/5): Loss -0.8362, Sem 0.0164, dir -0.9872, norm 0.1346, swav 0.0000 LR: 5.416e-02 Score 99.451 Data time: 0.0562, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.7241 [2020-10-19 11:30:03,302][root][INFO] - ===> Epoch[5930](29646/5): Loss -0.8383, Sem 0.0186, dir -0.9871, norm 0.1302, swav 0.0000 LR: 5.416e-02 Score 99.381 Data time: 0.0675, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0175 [2020-10-19 11:30:05,458][root][INFO] - ===> Epoch[5930](29647/5): Loss -0.8375, Sem 0.0168, dir -0.9896, norm 0.1353, swav 0.0000 LR: 5.416e-02 Score 99.428 Data time: 0.0756, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0603 [2020-10-19 11:30:07,847][root][INFO] - ===> Epoch[5930](29648/5): Loss -0.8410, Sem 0.0168, dir -0.9877, norm 0.1299, swav 0.0000 LR: 5.416e-02 Score 99.443 Data time: 0.0916, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2723 [2020-10-19 11:30:10,330][root][INFO] - ===> Epoch[5930](29649/5): Loss -0.8366, Sem 0.0189, dir -0.9869, norm 0.1314, swav 0.0000 LR: 5.415e-02 Score 99.392 Data time: 0.0877, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.3622 [2020-10-19 11:30:12,540][root][INFO] - ===> Epoch[5930](29650/5): Loss -0.8364, Sem 0.0200, dir -0.9871, norm 0.1307, swav 0.0000 LR: 5.415e-02 Score 99.321 Data time: 0.0843, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0895 [2020-10-19 11:30:14,610][root][INFO] - ===> Epoch[5931](29651/5): Loss -0.8319, Sem 0.0203, dir -0.9870, norm 0.1348, swav 0.0000 LR: 5.415e-02 Score 99.327 Data time: 0.0846, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9913 [2020-10-19 11:30:16,988][root][INFO] - ===> Epoch[5931](29652/5): Loss -0.8392, Sem 0.0165, dir -0.9885, norm 0.1328, swav 0.0000 LR: 5.415e-02 Score 99.448 Data time: 0.0768, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2660 [2020-10-19 11:30:19,169][root][INFO] - ===> Epoch[5931](29653/5): Loss -0.8418, Sem 0.0152, dir -0.9872, norm 0.1302, swav 0.0000 LR: 5.415e-02 Score 99.490 Data time: 0.0764, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0880 [2020-10-19 11:30:21,371][root][INFO] - ===> Epoch[5931](29654/5): Loss -0.8443, Sem 0.0166, dir -0.9885, norm 0.1276, swav 0.0000 LR: 5.415e-02 Score 99.438 Data time: 0.0785, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1009 [2020-10-19 11:30:23,766][root][INFO] - ===> Epoch[5931](29655/5): Loss -0.8338, Sem 0.0183, dir -0.9872, norm 0.1351, swav 0.0000 LR: 5.414e-02 Score 99.393 Data time: 0.0785, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2869 [2020-10-19 11:30:25,776][root][INFO] - ===> Epoch[5932](29656/5): Loss -0.8443, Sem 0.0184, dir -0.9884, norm 0.1257, swav 0.0000 LR: 5.414e-02 Score 99.372 Data time: 0.0678, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9052 [2020-10-19 11:30:28,127][root][INFO] - ===> Epoch[5932](29657/5): Loss -0.8414, Sem 0.0176, dir -0.9880, norm 0.1290, swav 0.0000 LR: 5.414e-02 Score 99.398 Data time: 0.0807, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2758 [2020-10-19 11:30:30,229][root][INFO] - ===> Epoch[5932](29658/5): Loss -0.8499, Sem 0.0152, dir -0.9881, norm 0.1230, swav 0.0000 LR: 5.414e-02 Score 99.477 Data time: 0.0758, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0112 [2020-10-19 11:30:32,813][root][INFO] - ===> Epoch[5932](29659/5): Loss -0.8477, Sem 0.0176, dir -0.9881, norm 0.1228, swav 0.0000 LR: 5.414e-02 Score 99.397 Data time: 0.0804, Forward time: 0.7773, Backward time: 1.1695, DDP time: 0.0031, Total iter time: 2.4660 [2020-10-19 11:30:34,577][root][INFO] - ===> Epoch[5932](29660/5): Loss -0.8469, Sem 0.0168, dir -0.9880, norm 0.1243, swav 0.0000 LR: 5.414e-02 Score 99.437 Data time: 0.0688, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.6250 [2020-10-19 11:30:36,951][root][INFO] - ===> Epoch[5933](29661/5): Loss -0.8445, Sem 0.0172, dir -0.9869, norm 0.1253, swav 0.0000 LR: 5.413e-02 Score 99.429 Data time: 0.1380, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2914 [2020-10-19 11:30:39,273][root][INFO] - ===> Epoch[5933](29662/5): Loss -0.8255, Sem 0.0169, dir -0.9884, norm 0.1461, swav 0.0000 LR: 5.413e-02 Score 99.428 Data time: 0.0906, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2080 [2020-10-19 11:30:41,336][root][INFO] - ===> Epoch[5933](29663/5): Loss -0.8382, Sem 0.0179, dir -0.9878, norm 0.1316, swav 0.0000 LR: 5.413e-02 Score 99.408 Data time: 0.0734, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9622 [2020-10-19 11:30:43,318][root][INFO] - ===> Epoch[5933](29664/5): Loss -0.8272, Sem 0.0171, dir -0.9867, norm 0.1424, swav 0.0000 LR: 5.413e-02 Score 99.432 Data time: 0.0612, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8877 [2020-10-19 11:30:45,507][root][INFO] - ===> Epoch[5933](29665/5): Loss -0.8200, Sem 0.0203, dir -0.9859, norm 0.1456, swav 0.0000 LR: 5.413e-02 Score 99.327 Data time: 0.1088, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1122 [2020-10-19 11:30:47,859][root][INFO] - ===> Epoch[5934](29666/5): Loss -0.8487, Sem 0.0158, dir -0.9881, norm 0.1237, swav 0.0000 LR: 5.413e-02 Score 99.463 Data time: 0.1011, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2426 [2020-10-19 11:30:49,904][root][INFO] - ===> Epoch[5934](29667/5): Loss -0.8378, Sem 0.0168, dir -0.9879, norm 0.1334, swav 0.0000 LR: 5.412e-02 Score 99.444 Data time: 0.0924, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9597 [2020-10-19 11:30:52,291][root][INFO] - ===> Epoch[5934](29668/5): Loss -0.8415, Sem 0.0197, dir -0.9873, norm 0.1261, swav 0.0000 LR: 5.412e-02 Score 99.319 Data time: 0.0657, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2833 [2020-10-19 11:30:54,532][root][INFO] - ===> Epoch[5934](29669/5): Loss -0.8144, Sem 0.0165, dir -0.9862, norm 0.1554, swav 0.0000 LR: 5.412e-02 Score 99.447 Data time: 0.0888, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1729 [2020-10-19 11:30:56,459][root][INFO] - ===> Epoch[5934](29670/5): Loss -0.8339, Sem 0.0164, dir -0.9876, norm 0.1374, swav 0.0000 LR: 5.412e-02 Score 99.459 Data time: 0.0769, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8154 [2020-10-19 11:30:58,600][root][INFO] - ===> Epoch[5935](29671/5): Loss -0.8286, Sem 0.0177, dir -0.9873, norm 0.1410, swav 0.0000 LR: 5.412e-02 Score 99.406 Data time: 0.0578, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0290 [2020-10-19 11:31:00,753][root][INFO] - ===> Epoch[5935](29672/5): Loss -0.8316, Sem 0.0187, dir -0.9861, norm 0.1359, swav 0.0000 LR: 5.412e-02 Score 99.370 Data time: 0.0803, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0888 [2020-10-19 11:31:02,634][root][INFO] - ===> Epoch[5935](29673/5): Loss -0.8406, Sem 0.0179, dir -0.9881, norm 0.1297, swav 0.0000 LR: 5.411e-02 Score 99.405 Data time: 0.0521, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.7835 [2020-10-19 11:31:04,694][root][INFO] - ===> Epoch[5935](29674/5): Loss -0.8314, Sem 0.0183, dir -0.9859, norm 0.1361, swav 0.0000 LR: 5.411e-02 Score 99.380 Data time: 0.0659, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9760 [2020-10-19 11:31:06,880][root][INFO] - ===> Epoch[5935](29675/5): Loss -0.8344, Sem 0.0167, dir -0.9886, norm 0.1375, swav 0.0000 LR: 5.411e-02 Score 99.435 Data time: 0.0570, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0845 [2020-10-19 11:31:09,198][root][INFO] - ===> Epoch[5936](29676/5): Loss -0.8343, Sem 0.0167, dir -0.9886, norm 0.1375, swav 0.0000 LR: 5.411e-02 Score 99.446 Data time: 0.0846, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2410 [2020-10-19 11:31:11,489][root][INFO] - ===> Epoch[5936](29677/5): Loss -0.8323, Sem 0.0192, dir -0.9867, norm 0.1352, swav 0.0000 LR: 5.411e-02 Score 99.346 Data time: 0.0932, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1790 [2020-10-19 11:31:13,426][root][INFO] - ===> Epoch[5936](29678/5): Loss -0.8451, Sem 0.0169, dir -0.9870, norm 0.1250, swav 0.0000 LR: 5.411e-02 Score 99.440 Data time: 0.0665, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8407 [2020-10-19 11:31:15,651][root][INFO] - ===> Epoch[5936](29679/5): Loss -0.8363, Sem 0.0172, dir -0.9881, norm 0.1347, swav 0.0000 LR: 5.411e-02 Score 99.410 Data time: 0.0857, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1336 [2020-10-19 11:31:17,642][root][INFO] - ===> Epoch[5936](29680/5): Loss -0.8516, Sem 0.0155, dir -0.9879, norm 0.1209, swav 0.0000 LR: 5.410e-02 Score 99.484 Data time: 0.0703, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8731 [2020-10-19 11:31:19,470][root][INFO] - ===> Epoch[5937](29681/5): Loss -0.8369, Sem 0.0174, dir -0.9873, norm 0.1330, swav 0.0000 LR: 5.410e-02 Score 99.414 Data time: 0.0635, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.7294 [2020-10-19 11:31:21,451][root][INFO] - ===> Epoch[5937](29682/5): Loss -0.8350, Sem 0.0188, dir -0.9868, norm 0.1331, swav 0.0000 LR: 5.410e-02 Score 99.371 Data time: 0.1354, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9033 [2020-10-19 11:31:23,747][root][INFO] - ===> Epoch[5937](29683/5): Loss -0.8379, Sem 0.0178, dir -0.9871, norm 0.1314, swav 0.0000 LR: 5.410e-02 Score 99.411 Data time: 0.1162, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1957 [2020-10-19 11:31:25,872][root][INFO] - ===> Epoch[5937](29684/5): Loss -0.8385, Sem 0.0151, dir -0.9875, norm 0.1339, swav 0.0000 LR: 5.410e-02 Score 99.494 Data time: 0.0719, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0128 [2020-10-19 11:31:27,766][root][INFO] - ===> Epoch[5937](29685/5): Loss -0.8447, Sem 0.0181, dir -0.9882, norm 0.1254, swav 0.0000 LR: 5.410e-02 Score 99.404 Data time: 0.0836, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8162 [2020-10-19 11:31:30,185][root][INFO] - ===> Epoch[5938](29686/5): Loss -0.8380, Sem 0.0173, dir -0.9873, norm 0.1320, swav 0.0000 LR: 5.409e-02 Score 99.410 Data time: 0.0627, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.3269 [2020-10-19 11:31:32,584][root][INFO] - ===> Epoch[5938](29687/5): Loss -0.8405, Sem 0.0165, dir -0.9880, norm 0.1309, swav 0.0000 LR: 5.409e-02 Score 99.435 Data time: 0.0679, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2865 [2020-10-19 11:31:34,904][root][INFO] - ===> Epoch[5938](29688/5): Loss -0.8252, Sem 0.0182, dir -0.9868, norm 0.1434, swav 0.0000 LR: 5.409e-02 Score 99.409 Data time: 0.0581, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2139 [2020-10-19 11:31:37,308][root][INFO] - ===> Epoch[5938](29689/5): Loss -0.8469, Sem 0.0164, dir -0.9891, norm 0.1258, swav 0.0000 LR: 5.409e-02 Score 99.449 Data time: 0.0612, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.3402 [2020-10-19 11:31:39,417][root][INFO] - ===> Epoch[5938](29690/5): Loss -0.8457, Sem 0.0168, dir -0.9882, norm 0.1257, swav 0.0000 LR: 5.409e-02 Score 99.436 Data time: 0.1047, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0107 [2020-10-19 11:31:41,527][root][INFO] - ===> Epoch[5939](29691/5): Loss -0.8431, Sem 0.0182, dir -0.9865, norm 0.1252, swav 0.0000 LR: 5.409e-02 Score 99.383 Data time: 0.0804, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0013 [2020-10-19 11:31:43,571][root][INFO] - ===> Epoch[5939](29692/5): Loss -0.8413, Sem 0.0156, dir -0.9883, norm 0.1314, swav 0.0000 LR: 5.408e-02 Score 99.478 Data time: 0.0611, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9051 [2020-10-19 11:31:45,455][root][INFO] - ===> Epoch[5939](29693/5): Loss -0.8477, Sem 0.0147, dir -0.9897, norm 0.1273, swav 0.0000 LR: 5.408e-02 Score 99.514 Data time: 0.0835, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8045 [2020-10-19 11:31:47,681][root][INFO] - ===> Epoch[5939](29694/5): Loss -0.8372, Sem 0.0195, dir -0.9869, norm 0.1302, swav 0.0000 LR: 5.408e-02 Score 99.340 Data time: 0.0536, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1146 [2020-10-19 11:31:49,655][root][INFO] - ===> Epoch[5939](29695/5): Loss -0.8222, Sem 0.0188, dir -0.9867, norm 0.1457, swav 0.0000 LR: 5.408e-02 Score 99.364 Data time: 0.0743, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8893 [2020-10-19 11:31:52,005][root][INFO] - ===> Epoch[5940](29696/5): Loss -0.8358, Sem 0.0156, dir -0.9867, norm 0.1353, swav 0.0000 LR: 5.408e-02 Score 99.478 Data time: 0.0767, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2076 [2020-10-19 11:31:53,960][root][INFO] - ===> Epoch[5940](29697/5): Loss -0.8382, Sem 0.0165, dir -0.9882, norm 0.1335, swav 0.0000 LR: 5.408e-02 Score 99.441 Data time: 0.0995, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8445 [2020-10-19 11:31:56,166][root][INFO] - ===> Epoch[5940](29698/5): Loss -0.8360, Sem 0.0177, dir -0.9885, norm 0.1349, swav 0.0000 LR: 5.407e-02 Score 99.393 Data time: 0.0957, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1011 [2020-10-19 11:31:58,127][root][INFO] - ===> Epoch[5940](29699/5): Loss -0.8405, Sem 0.0187, dir -0.9868, norm 0.1276, swav 0.0000 LR: 5.407e-02 Score 99.360 Data time: 0.0610, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8625 [2020-10-19 11:32:00,413][root][INFO] - ===> Epoch[5940](29700/5): Loss -0.8379, Sem 0.0157, dir -0.9875, norm 0.1339, swav 0.0000 LR: 5.407e-02 Score 99.467 Data time: 0.0844, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2037 [2020-10-19 11:32:01,804][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 11:32:03,903][root][INFO] - ===> Epoch[5941](29701/5): Loss -0.8134, Sem 0.0197, dir -0.9868, norm 0.1538, swav 0.0000 LR: 5.407e-02 Score 99.365 Data time: 0.0891, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9054 [2020-10-19 11:32:05,705][root][INFO] - ===> Epoch[5941](29702/5): Loss -0.8478, Sem 0.0168, dir -0.9887, norm 0.1241, swav 0.0000 LR: 5.407e-02 Score 99.425 Data time: 0.0613, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.6796 [2020-10-19 11:32:07,441][root][INFO] - ===> Epoch[5941](29703/5): Loss -0.8439, Sem 0.0152, dir -0.9880, norm 0.1289, swav 0.0000 LR: 5.407e-02 Score 99.482 Data time: 0.0713, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.6467 [2020-10-19 11:32:09,893][root][INFO] - ===> Epoch[5941](29704/5): Loss -0.8353, Sem 0.0169, dir -0.9874, norm 0.1352, swav 0.0000 LR: 5.407e-02 Score 99.448 Data time: 0.0777, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.3531 [2020-10-19 11:32:12,018][root][INFO] - ===> Epoch[5941](29705/5): Loss -0.8416, Sem 0.0190, dir -0.9867, norm 0.1261, swav 0.0000 LR: 5.406e-02 Score 99.351 Data time: 0.0838, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9949 [2020-10-19 11:32:14,111][root][INFO] - ===> Epoch[5942](29706/5): Loss -0.8317, Sem 0.0161, dir -0.9867, norm 0.1389, swav 0.0000 LR: 5.406e-02 Score 99.454 Data time: 0.0844, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9811 [2020-10-19 11:32:16,290][root][INFO] - ===> Epoch[5942](29707/5): Loss -0.8382, Sem 0.0211, dir -0.9871, norm 0.1278, swav 0.0000 LR: 5.406e-02 Score 99.300 Data time: 0.0876, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0850 [2020-10-19 11:32:18,340][root][INFO] - ===> Epoch[5942](29708/5): Loss -0.8297, Sem 0.0168, dir -0.9876, norm 0.1411, swav 0.0000 LR: 5.406e-02 Score 99.420 Data time: 0.0879, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9555 [2020-10-19 11:32:20,492][root][INFO] - ===> Epoch[5942](29709/5): Loss -0.8103, Sem 0.0175, dir -0.9865, norm 0.1586, swav 0.0000 LR: 5.406e-02 Score 99.413 Data time: 0.1696, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0361 [2020-10-19 11:32:22,773][root][INFO] - ===> Epoch[5942](29710/5): Loss -0.8150, Sem 0.0147, dir -0.9882, norm 0.1586, swav 0.0000 LR: 5.406e-02 Score 99.512 Data time: 0.1024, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2007 [2020-10-19 11:32:24,742][root][INFO] - ===> Epoch[5943](29711/5): Loss -0.8172, Sem 0.0178, dir -0.9880, norm 0.1530, swav 0.0000 LR: 5.405e-02 Score 99.398 Data time: 0.0696, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.8509 [2020-10-19 11:32:27,197][root][INFO] - ===> Epoch[5943](29712/5): Loss -0.8136, Sem 0.0158, dir -0.9877, norm 0.1583, swav 0.0000 LR: 5.405e-02 Score 99.483 Data time: 0.0809, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.3498 [2020-10-19 11:32:29,365][root][INFO] - ===> Epoch[5943](29713/5): Loss -0.8272, Sem 0.0171, dir -0.9878, norm 0.1434, swav 0.0000 LR: 5.405e-02 Score 99.419 Data time: 0.0682, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.0386 [2020-10-19 11:32:32,013][root][INFO] - ===> Epoch[5943](29714/5): Loss -0.8062, Sem 0.0185, dir -0.9868, norm 0.1622, swav 0.0000 LR: 5.405e-02 Score 99.375 Data time: 0.0733, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.5549 [2020-10-19 11:32:33,817][root][INFO] - ===> Epoch[5943](29715/5): Loss -0.8442, Sem 0.0177, dir -0.9888, norm 0.1269, swav 0.0000 LR: 5.405e-02 Score 99.432 Data time: 0.0759, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.6947 [2020-10-19 11:32:36,355][root][INFO] - ===> Epoch[5944](29716/5): Loss -0.7880, Sem 0.0185, dir -0.9867, norm 0.1802, swav 0.0000 LR: 5.405e-02 Score 99.385 Data time: 0.0790, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.4310 [2020-10-19 11:32:38,444][root][INFO] - ===> Epoch[5944](29717/5): Loss -0.8283, Sem 0.0179, dir -0.9870, norm 0.1408, swav 0.0000 LR: 5.404e-02 Score 99.395 Data time: 0.0685, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.9877 [2020-10-19 11:32:40,436][root][INFO] - ===> Epoch[5944](29718/5): Loss -0.8127, Sem 0.0178, dir -0.9862, norm 0.1556, swav 0.0000 LR: 5.404e-02 Score 99.406 Data time: 0.0544, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8806 [2020-10-19 11:32:42,642][root][INFO] - ===> Epoch[5944](29719/5): Loss -0.8220, Sem 0.0187, dir -0.9875, norm 0.1468, swav 0.0000 LR: 5.404e-02 Score 99.378 Data time: 0.1651, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1177 [2020-10-19 11:32:45,092][root][INFO] - ===> Epoch[5944](29720/5): Loss -0.8197, Sem 0.0161, dir -0.9877, norm 0.1519, swav 0.0000 LR: 5.404e-02 Score 99.466 Data time: 0.1274, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.3356 [2020-10-19 11:32:47,322][root][INFO] - ===> Epoch[5945](29721/5): Loss -0.8361, Sem 0.0154, dir -0.9878, norm 0.1362, swav 0.0000 LR: 5.404e-02 Score 99.489 Data time: 0.0798, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1110 [2020-10-19 11:32:49,542][root][INFO] - ===> Epoch[5945](29722/5): Loss -0.8373, Sem 0.0182, dir -0.9869, norm 0.1313, swav 0.0000 LR: 5.404e-02 Score 99.380 Data time: 0.0660, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.1105 [2020-10-19 11:32:51,447][root][INFO] - ===> Epoch[5945](29723/5): Loss -0.8373, Sem 0.0178, dir -0.9877, norm 0.1325, swav 0.0000 LR: 5.403e-02 Score 99.379 Data time: 0.0709, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 1.8065 [2020-10-19 11:32:53,583][root][INFO] - ===> Epoch[5945](29724/5): Loss -0.8353, Sem 0.0150, dir -0.9888, norm 0.1385, swav 0.0000 LR: 5.403e-02 Score 99.495 Data time: 0.0842, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0478 [2020-10-19 11:32:55,518][root][INFO] - ===> Epoch[5945](29725/5): Loss -0.8393, Sem 0.0173, dir -0.9877, norm 0.1310, swav 0.0000 LR: 5.403e-02 Score 99.400 Data time: 0.0777, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.8218 [2020-10-19 11:32:57,690][root][INFO] - ===> Epoch[5946](29726/5): Loss -0.8297, Sem 0.0180, dir -0.9871, norm 0.1394, swav 0.0000 LR: 5.403e-02 Score 99.404 Data time: 0.0865, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0643 [2020-10-19 11:33:00,157][root][INFO] - ===> Epoch[5946](29727/5): Loss -0.8160, Sem 0.0165, dir -0.9872, norm 0.1548, swav 0.0000 LR: 5.403e-02 Score 99.451 Data time: 0.0680, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.3471 [2020-10-19 11:33:02,523][root][INFO] - ===> Epoch[5946](29728/5): Loss -0.8292, Sem 0.0188, dir -0.9866, norm 0.1385, swav 0.0000 LR: 5.403e-02 Score 99.365 Data time: 0.0667, Forward time: 0.7773, Backward time: 1.1694, DDP time: 0.0031, Total iter time: 2.2595 [2020-10-19 11:33:04,352][root][INFO] - ===> Epoch[5946](29729/5): Loss -0.8296, Sem 0.0171, dir -0.9883, norm 0.1416, swav 0.0000 LR: 5.402e-02 Score 99.446 Data time: 0.0874, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.7365 [2020-10-19 11:33:06,434][root][INFO] - ===> Epoch[5946](29730/5): Loss -0.8294, Sem 0.0187, dir -0.9883, norm 0.1402, swav 0.0000 LR: 5.402e-02 Score 99.359 Data time: 0.0640, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.9654 [2020-10-19 11:33:08,878][root][INFO] - ===> Epoch[5947](29731/5): Loss -0.8212, Sem 0.0177, dir -0.9853, norm 0.1464, swav 0.0000 LR: 5.402e-02 Score 99.423 Data time: 0.1270, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.3414 [2020-10-19 11:33:11,143][root][INFO] - ===> Epoch[5947](29732/5): Loss -0.8137, Sem 0.0188, dir -0.9862, norm 0.1537, swav 0.0000 LR: 5.402e-02 Score 99.387 Data time: 0.0685, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1345 [2020-10-19 11:33:13,473][root][INFO] - ===> Epoch[5947](29733/5): Loss -0.8272, Sem 0.0184, dir -0.9872, norm 0.1416, swav 0.0000 LR: 5.402e-02 Score 99.379 Data time: 0.0671, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.2161 [2020-10-19 11:33:15,434][root][INFO] - ===> Epoch[5947](29734/5): Loss -0.8344, Sem 0.0168, dir -0.9883, norm 0.1372, swav 0.0000 LR: 5.402e-02 Score 99.440 Data time: 0.0830, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.8671 [2020-10-19 11:33:17,605][root][INFO] - ===> Epoch[5947](29735/5): Loss -0.8442, Sem 0.0175, dir -0.9877, norm 0.1260, swav 0.0000 LR: 5.402e-02 Score 99.396 Data time: 0.1001, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0621 [2020-10-19 11:33:19,936][root][INFO] - ===> Epoch[5948](29736/5): Loss -0.8269, Sem 0.0168, dir -0.9877, norm 0.1440, swav 0.0000 LR: 5.401e-02 Score 99.439 Data time: 0.0574, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.2185 [2020-10-19 11:33:22,009][root][INFO] - ===> Epoch[5948](29737/5): Loss -0.8339, Sem 0.0159, dir -0.9878, norm 0.1381, swav 0.0000 LR: 5.401e-02 Score 99.463 Data time: 0.0854, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.9862 [2020-10-19 11:33:23,883][root][INFO] - ===> Epoch[5948](29738/5): Loss -0.8346, Sem 0.0154, dir -0.9884, norm 0.1384, swav 0.0000 LR: 5.401e-02 Score 99.480 Data time: 0.0696, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.7666 [2020-10-19 11:33:26,236][root][INFO] - ===> Epoch[5948](29739/5): Loss -0.8162, Sem 0.0175, dir -0.9864, norm 0.1527, swav 0.0000 LR: 5.401e-02 Score 99.409 Data time: 0.0958, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.2495 [2020-10-19 11:33:28,160][root][INFO] - ===> Epoch[5948](29740/5): Loss -0.8187, Sem 0.0182, dir -0.9889, norm 0.1519, swav 0.0000 LR: 5.401e-02 Score 99.394 Data time: 0.0833, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.8212 [2020-10-19 11:33:30,373][root][INFO] - ===> Epoch[5949](29741/5): Loss -0.8389, Sem 0.0154, dir -0.9888, norm 0.1345, swav 0.0000 LR: 5.401e-02 Score 99.480 Data time: 0.0733, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1079 [2020-10-19 11:33:32,404][root][INFO] - ===> Epoch[5949](29742/5): Loss -0.8256, Sem 0.0168, dir -0.9874, norm 0.1449, swav 0.0000 LR: 5.400e-02 Score 99.427 Data time: 0.0545, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.9319 [2020-10-19 11:33:34,251][root][INFO] - ===> Epoch[5949](29743/5): Loss -0.8332, Sem 0.0181, dir -0.9874, norm 0.1361, swav 0.0000 LR: 5.400e-02 Score 99.405 Data time: 0.0635, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.7782 [2020-10-19 11:33:36,980][root][INFO] - ===> Epoch[5949](29744/5): Loss -0.8216, Sem 0.0181, dir -0.9866, norm 0.1469, swav 0.0000 LR: 5.400e-02 Score 99.389 Data time: 0.0635, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.6418 [2020-10-19 11:33:39,321][root][INFO] - ===> Epoch[5949](29745/5): Loss -0.8241, Sem 0.0192, dir -0.9866, norm 0.1434, swav 0.0000 LR: 5.400e-02 Score 99.362 Data time: 0.0758, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.2553 [2020-10-19 11:33:41,308][root][INFO] - ===> Epoch[5950](29746/5): Loss -0.8161, Sem 0.0163, dir -0.9877, norm 0.1553, swav 0.0000 LR: 5.400e-02 Score 99.450 Data time: 0.0877, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.8855 [2020-10-19 11:33:43,536][root][INFO] - ===> Epoch[5950](29747/5): Loss -0.8385, Sem 0.0160, dir -0.9875, norm 0.1331, swav 0.0000 LR: 5.400e-02 Score 99.472 Data time: 0.0524, Forward time: 0.7772, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1258 [2020-10-19 11:33:45,633][root][INFO] - ===> Epoch[5950](29748/5): Loss -0.8401, Sem 0.0171, dir -0.9883, norm 0.1311, swav 0.0000 LR: 5.399e-02 Score 99.415 Data time: 0.0751, Forward time: 0.7772, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0197 [2020-10-19 11:33:47,796][root][INFO] - ===> Epoch[5950](29749/5): Loss -0.8357, Sem 0.0164, dir -0.9887, norm 0.1366, swav 0.0000 LR: 5.399e-02 Score 99.456 Data time: 0.0907, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0592 [2020-10-19 11:33:49,940][root][INFO] - ===> Epoch[5950](29750/5): Loss -0.8158, Sem 0.0182, dir -0.9875, norm 0.1535, swav 0.0000 LR: 5.399e-02 Score 99.397 Data time: 0.0926, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0174 [2020-10-19 11:33:52,080][root][INFO] - ===> Epoch[5951](29751/5): Loss -0.8204, Sem 0.0187, dir -0.9872, norm 0.1481, swav 0.0000 LR: 5.399e-02 Score 99.391 Data time: 0.0625, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0376 [2020-10-19 11:33:54,770][root][INFO] - ===> Epoch[5951](29752/5): Loss -0.8249, Sem 0.0193, dir -0.9869, norm 0.1426, swav 0.0000 LR: 5.399e-02 Score 99.355 Data time: 0.1014, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.6067 [2020-10-19 11:33:56,768][root][INFO] - ===> Epoch[5951](29753/5): Loss -0.8401, Sem 0.0179, dir -0.9881, norm 0.1301, swav 0.0000 LR: 5.399e-02 Score 99.399 Data time: 0.0832, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.8871 [2020-10-19 11:33:58,567][root][INFO] - ===> Epoch[5951](29754/5): Loss -0.8409, Sem 0.0152, dir -0.9887, norm 0.1325, swav 0.0000 LR: 5.398e-02 Score 99.482 Data time: 0.0967, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.7041 [2020-10-19 11:34:00,911][root][INFO] - ===> Epoch[5951](29755/5): Loss -0.8237, Sem 0.0172, dir -0.9876, norm 0.1467, swav 0.0000 LR: 5.398e-02 Score 99.428 Data time: 0.1104, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.2368 [2020-10-19 11:34:02,950][root][INFO] - ===> Epoch[5952](29756/5): Loss -0.8437, Sem 0.0172, dir -0.9882, norm 0.1273, swav 0.0000 LR: 5.398e-02 Score 99.414 Data time: 0.0951, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.9102 [2020-10-19 11:34:05,104][root][INFO] - ===> Epoch[5952](29757/5): Loss -0.8126, Sem 0.0209, dir -0.9854, norm 0.1520, swav 0.0000 LR: 5.398e-02 Score 99.304 Data time: 0.0783, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0555 [2020-10-19 11:34:07,214][root][INFO] - ===> Epoch[5952](29758/5): Loss -0.8377, Sem 0.0176, dir -0.9873, norm 0.1320, swav 0.0000 LR: 5.398e-02 Score 99.399 Data time: 0.0481, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0094 [2020-10-19 11:34:09,202][root][INFO] - ===> Epoch[5952](29759/5): Loss -0.8283, Sem 0.0162, dir -0.9870, norm 0.1425, swav 0.0000 LR: 5.398e-02 Score 99.475 Data time: 0.0774, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.9120 [2020-10-19 11:34:11,818][root][INFO] - ===> Epoch[5952](29760/5): Loss -0.8344, Sem 0.0172, dir -0.9876, norm 0.1360, swav 0.0000 LR: 5.398e-02 Score 99.404 Data time: 0.0790, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.5073 [2020-10-19 11:34:13,636][root][INFO] - ===> Epoch[5953](29761/5): Loss -0.8226, Sem 0.0190, dir -0.9866, norm 0.1451, swav 0.0000 LR: 5.397e-02 Score 99.371 Data time: 0.0605, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.7025 [2020-10-19 11:34:16,190][root][INFO] - ===> Epoch[5953](29762/5): Loss -0.8340, Sem 0.0184, dir -0.9881, norm 0.1357, swav 0.0000 LR: 5.397e-02 Score 99.373 Data time: 0.0591, Forward time: 0.7772, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.4630 [2020-10-19 11:34:18,471][root][INFO] - ===> Epoch[5953](29763/5): Loss -0.8269, Sem 0.0183, dir -0.9860, norm 0.1408, swav 0.0000 LR: 5.397e-02 Score 99.384 Data time: 0.0808, Forward time: 0.7772, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1884 [2020-10-19 11:34:20,437][root][INFO] - ===> Epoch[5953](29764/5): Loss -0.8528, Sem 0.0149, dir -0.9900, norm 0.1223, swav 0.0000 LR: 5.397e-02 Score 99.488 Data time: 0.0801, Forward time: 0.7772, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.8676 [2020-10-19 11:34:22,654][root][INFO] - ===> Epoch[5953](29765/5): Loss -0.8290, Sem 0.0194, dir -0.9871, norm 0.1387, swav 0.0000 LR: 5.397e-02 Score 99.355 Data time: 0.0775, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0834 [2020-10-19 11:34:25,165][root][INFO] - ===> Epoch[5954](29766/5): Loss -0.8230, Sem 0.0179, dir -0.9859, norm 0.1450, swav 0.0000 LR: 5.397e-02 Score 99.419 Data time: 0.0691, Forward time: 0.7772, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.4051 [2020-10-19 11:34:27,106][root][INFO] - ===> Epoch[5954](29767/5): Loss -0.8431, Sem 0.0155, dir -0.9875, norm 0.1289, swav 0.0000 LR: 5.396e-02 Score 99.475 Data time: 0.0741, Forward time: 0.7772, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.8085 [2020-10-19 11:34:29,583][root][INFO] - ===> Epoch[5954](29768/5): Loss -0.8414, Sem 0.0159, dir -0.9879, norm 0.1306, swav 0.0000 LR: 5.396e-02 Score 99.456 Data time: 0.0883, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.3852 [2020-10-19 11:34:31,650][root][INFO] - ===> Epoch[5954](29769/5): Loss -0.8287, Sem 0.0174, dir -0.9880, norm 0.1418, swav 0.0000 LR: 5.396e-02 Score 99.396 Data time: 0.0831, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.9452 [2020-10-19 11:34:34,294][root][INFO] - ===> Epoch[5954](29770/5): Loss -0.8328, Sem 0.0209, dir -0.9860, norm 0.1323, swav 0.0000 LR: 5.396e-02 Score 99.322 Data time: 0.1174, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.5232 [2020-10-19 11:34:36,591][root][INFO] - ===> Epoch[5955](29771/5): Loss -0.8510, Sem 0.0145, dir -0.9885, norm 0.1230, swav 0.0000 LR: 5.396e-02 Score 99.504 Data time: 0.0556, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1746 [2020-10-19 11:34:38,175][root][INFO] - ===> Epoch[5955](29772/5): Loss -0.8420, Sem 0.0179, dir -0.9869, norm 0.1270, swav 0.0000 LR: 5.396e-02 Score 99.380 Data time: 0.0535, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.5223 [2020-10-19 11:34:40,788][root][INFO] - ===> Epoch[5955](29773/5): Loss -0.8370, Sem 0.0183, dir -0.9865, norm 0.1312, swav 0.0000 LR: 5.395e-02 Score 99.418 Data time: 0.0703, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.5458 [2020-10-19 11:34:43,019][root][INFO] - ===> Epoch[5955](29774/5): Loss -0.8459, Sem 0.0164, dir -0.9884, norm 0.1261, swav 0.0000 LR: 5.395e-02 Score 99.439 Data time: 0.0968, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1303 [2020-10-19 11:34:45,394][root][INFO] - ===> Epoch[5955](29775/5): Loss -0.8297, Sem 0.0187, dir -0.9864, norm 0.1379, swav 0.0000 LR: 5.395e-02 Score 99.388 Data time: 0.0847, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.2525 [2020-10-19 11:34:47,607][root][INFO] - ===> Epoch[5956](29776/5): Loss -0.8437, Sem 0.0164, dir -0.9890, norm 0.1290, swav 0.0000 LR: 5.395e-02 Score 99.444 Data time: 0.0585, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1089 [2020-10-19 11:34:49,933][root][INFO] - ===> Epoch[5956](29777/5): Loss -0.8361, Sem 0.0173, dir -0.9877, norm 0.1343, swav 0.0000 LR: 5.395e-02 Score 99.414 Data time: 0.0604, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.2475 [2020-10-19 11:34:51,994][root][INFO] - ===> Epoch[5956](29778/5): Loss -0.8481, Sem 0.0157, dir -0.9885, norm 0.1248, swav 0.0000 LR: 5.395e-02 Score 99.485 Data time: 0.0805, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.9752 [2020-10-19 11:34:54,107][root][INFO] - ===> Epoch[5956](29779/5): Loss -0.8403, Sem 0.0184, dir -0.9868, norm 0.1281, swav 0.0000 LR: 5.394e-02 Score 99.388 Data time: 0.1211, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.9868 [2020-10-19 11:34:56,576][root][INFO] - ===> Epoch[5956](29780/5): Loss -0.8361, Sem 0.0169, dir -0.9879, norm 0.1349, swav 0.0000 LR: 5.394e-02 Score 99.439 Data time: 0.0598, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.3625 [2020-10-19 11:34:58,939][root][INFO] - ===> Epoch[5957](29781/5): Loss -0.8392, Sem 0.0157, dir -0.9887, norm 0.1338, swav 0.0000 LR: 5.394e-02 Score 99.468 Data time: 0.0929, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.2499 [2020-10-19 11:35:00,958][root][INFO] - ===> Epoch[5957](29782/5): Loss -0.8232, Sem 0.0196, dir -0.9868, norm 0.1440, swav 0.0000 LR: 5.394e-02 Score 99.324 Data time: 0.0711, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.8898 [2020-10-19 11:35:02,905][root][INFO] - ===> Epoch[5957](29783/5): Loss -0.8439, Sem 0.0164, dir -0.9872, norm 0.1269, swav 0.0000 LR: 5.394e-02 Score 99.448 Data time: 0.0770, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.8564 [2020-10-19 11:35:05,034][root][INFO] - ===> Epoch[5957](29784/5): Loss -0.8404, Sem 0.0159, dir -0.9889, norm 0.1325, swav 0.0000 LR: 5.394e-02 Score 99.461 Data time: 0.0843, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0080 [2020-10-19 11:35:06,863][root][INFO] - ===> Epoch[5957](29785/5): Loss -0.8449, Sem 0.0166, dir -0.9883, norm 0.1267, swav 0.0000 LR: 5.393e-02 Score 99.430 Data time: 0.0701, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.7108 [2020-10-19 11:35:09,171][root][INFO] - ===> Epoch[5958](29786/5): Loss -0.8321, Sem 0.0172, dir -0.9881, norm 0.1388, swav 0.0000 LR: 5.393e-02 Score 99.419 Data time: 0.0782, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.2108 [2020-10-19 11:35:11,283][root][INFO] - ===> Epoch[5958](29787/5): Loss -0.8239, Sem 0.0199, dir -0.9847, norm 0.1409, swav 0.0000 LR: 5.393e-02 Score 99.346 Data time: 0.0823, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0008 [2020-10-19 11:35:13,601][root][INFO] - ===> Epoch[5958](29788/5): Loss -0.8358, Sem 0.0161, dir -0.9877, norm 0.1358, swav 0.0000 LR: 5.393e-02 Score 99.457 Data time: 0.0508, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1991 [2020-10-19 11:35:16,216][root][INFO] - ===> Epoch[5958](29789/5): Loss -0.8401, Sem 0.0180, dir -0.9871, norm 0.1290, swav 0.0000 LR: 5.393e-02 Score 99.394 Data time: 0.1076, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.5155 [2020-10-19 11:35:18,690][root][INFO] - ===> Epoch[5958](29790/5): Loss -0.8336, Sem 0.0163, dir -0.9877, norm 0.1379, swav 0.0000 LR: 5.393e-02 Score 99.446 Data time: 0.0802, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.3691 [2020-10-19 11:35:21,128][root][INFO] - ===> Epoch[5959](29791/5): Loss -0.8527, Sem 0.0150, dir -0.9890, norm 0.1213, swav 0.0000 LR: 5.393e-02 Score 99.486 Data time: 0.1193, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.3266 [2020-10-19 11:35:23,574][root][INFO] - ===> Epoch[5959](29792/5): Loss -0.8299, Sem 0.0177, dir -0.9864, norm 0.1389, swav 0.0000 LR: 5.392e-02 Score 99.402 Data time: 0.1120, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.3145 [2020-10-19 11:35:25,486][root][INFO] - ===> Epoch[5959](29793/5): Loss -0.8377, Sem 0.0193, dir -0.9852, norm 0.1282, swav 0.0000 LR: 5.392e-02 Score 99.343 Data time: 0.0852, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.7920 [2020-10-19 11:35:27,386][root][INFO] - ===> Epoch[5959](29794/5): Loss -0.8279, Sem 0.0179, dir -0.9875, norm 0.1417, swav 0.0000 LR: 5.392e-02 Score 99.399 Data time: 0.0671, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.8104 [2020-10-19 11:35:29,364][root][INFO] - ===> Epoch[5959](29795/5): Loss -0.8486, Sem 0.0160, dir -0.9886, norm 0.1240, swav 0.0000 LR: 5.392e-02 Score 99.469 Data time: 0.1585, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.8908 [2020-10-19 11:35:31,676][root][INFO] - ===> Epoch[5960](29796/5): Loss -0.8307, Sem 0.0184, dir -0.9868, norm 0.1378, swav 0.0000 LR: 5.392e-02 Score 99.390 Data time: 0.0852, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.2052 [2020-10-19 11:35:34,223][root][INFO] - ===> Epoch[5960](29797/5): Loss -0.8354, Sem 0.0181, dir -0.9864, norm 0.1330, swav 0.0000 LR: 5.392e-02 Score 99.396 Data time: 0.0667, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.4406 [2020-10-19 11:35:36,956][root][INFO] - ===> Epoch[5960](29798/5): Loss -0.8441, Sem 0.0161, dir -0.9885, norm 0.1283, swav 0.0000 LR: 5.391e-02 Score 99.442 Data time: 0.0726, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.6303 [2020-10-19 11:35:39,103][root][INFO] - ===> Epoch[5960](29799/5): Loss -0.8418, Sem 0.0183, dir -0.9875, norm 0.1275, swav 0.0000 LR: 5.391e-02 Score 99.385 Data time: 0.0788, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0366 [2020-10-19 11:35:41,194][root][INFO] - ===> Epoch[5960](29800/5): Loss -0.8233, Sem 0.0197, dir -0.9851, norm 0.1421, swav 0.0000 LR: 5.391e-02 Score 99.335 Data time: 0.0592, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.9957 [2020-10-19 11:35:42,385][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 11:35:42,541][root][INFO] - ===> Start testing [2020-10-19 11:36:22,261][root][INFO] - 68/68: Data time: 0.2185, Iter time: 0.2218 Loss 0.734 (AVG: 0.540) Score 90.746 (AVG: 90.670) mIOU 69.877 mAP 84.398 mAcc 77.490 IOU: 62.274 0.158 78.163 75.085 94.146 90.976 32.836 81.012 98.308 67.112 80.677 86.147 61.513 mAP: 81.257 14.937 97.148 86.865 98.767 98.578 55.737 96.910 99.768 87.492 93.349 94.386 91.981 mAcc: 78.874 1.185 88.603 82.353 95.008 97.925 36.562 93.145 99.429 81.334 90.669 96.185 66.100 [2020-10-19 11:36:22,262][root][INFO] - Finished test. Elapsed time: 39.7184 [2020-10-19 11:36:25,643][root][INFO] - [2020-10-19 11:36:25,643][root][INFO] - ################################################################ [2020-10-19 11:36:25,643][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 11:36:25,643][root][INFO] - ################################################################ [2020-10-19 11:36:25,643][root][INFO] - clutter : nan nan nan [2020-10-19 11:36:25,643][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 11:36:25,643][root][INFO] - board : 0.801 0.871 0.920 [2020-10-19 11:36:25,643][root][INFO] - bookcase : 0.236 0.352 0.534 [2020-10-19 11:36:25,643][root][INFO] - ceiling : 0.488 0.513 0.609 [2020-10-19 11:36:25,643][root][INFO] - chair : 0.814 0.910 0.935 [2020-10-19 11:36:25,643][root][INFO] - column : 0.185 0.289 0.386 [2020-10-19 11:36:25,643][root][INFO] - door : 0.765 0.894 0.945 [2020-10-19 11:36:25,643][root][INFO] - floor : 0.650 0.650 0.724 [2020-10-19 11:36:25,643][root][INFO] - sofa : 0.453 0.717 0.770 [2020-10-19 11:36:25,643][root][INFO] - table : 0.140 0.307 0.585 [2020-10-19 11:36:25,643][root][INFO] - wall : 0.550 0.737 0.816 [2020-10-19 11:36:25,644][root][INFO] - window : 0.527 0.744 0.765 [2020-10-19 11:36:25,644][root][INFO] - ---------------------------------------------------------------- [2020-10-19 11:36:25,644][root][INFO] - average : 0.467 0.582 0.666 [2020-10-19 11:36:25,644][root][INFO] - [2020-10-19 11:36:25,814][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 11:36:25,816][root][INFO] - Current best mIoU: 71.243 at iter 28000 [2020-10-19 11:36:27,416][root][INFO] - ===> Epoch[5961](29801/5): Loss -0.8360, Sem 0.0160, dir -0.9883, norm 0.1363, swav 0.0000 LR: 5.391e-02 Score 99.465 Data time: 0.0582, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.5938 [2020-10-19 11:36:29,698][root][INFO] - ===> Epoch[5961](29802/5): Loss -0.8371, Sem 0.0176, dir -0.9867, norm 0.1321, swav 0.0000 LR: 5.391e-02 Score 99.415 Data time: 0.0632, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1550 [2020-10-19 11:36:31,591][root][INFO] - ===> Epoch[5961](29803/5): Loss -0.8449, Sem 0.0170, dir -0.9880, norm 0.1261, swav 0.0000 LR: 5.391e-02 Score 99.419 Data time: 0.0724, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.7971 [2020-10-19 11:36:33,441][root][INFO] - ===> Epoch[5961](29804/5): Loss -0.8409, Sem 0.0173, dir -0.9875, norm 0.1293, swav 0.0000 LR: 5.390e-02 Score 99.416 Data time: 0.0812, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.7649 [2020-10-19 11:36:35,876][root][INFO] - ===> Epoch[5961](29805/5): Loss -0.8375, Sem 0.0179, dir -0.9877, norm 0.1324, swav 0.0000 LR: 5.390e-02 Score 99.390 Data time: 0.1460, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.3197 [2020-10-19 11:36:37,825][root][INFO] - ===> Epoch[5962](29806/5): Loss -0.8461, Sem 0.0160, dir -0.9881, norm 0.1261, swav 0.0000 LR: 5.390e-02 Score 99.470 Data time: 0.0910, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.8410 [2020-10-19 11:36:40,115][root][INFO] - ===> Epoch[5962](29807/5): Loss -0.8252, Sem 0.0179, dir -0.9856, norm 0.1425, swav 0.0000 LR: 5.390e-02 Score 99.390 Data time: 0.0857, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1912 [2020-10-19 11:36:42,250][root][INFO] - ===> Epoch[5962](29808/5): Loss -0.8316, Sem 0.0202, dir -0.9872, norm 0.1354, swav 0.0000 LR: 5.390e-02 Score 99.329 Data time: 0.0739, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0202 [2020-10-19 11:36:44,175][root][INFO] - ===> Epoch[5962](29809/5): Loss -0.8495, Sem 0.0163, dir -0.9880, norm 0.1221, swav 0.0000 LR: 5.390e-02 Score 99.441 Data time: 0.0796, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.8322 [2020-10-19 11:36:46,334][root][INFO] - ===> Epoch[5962](29810/5): Loss -0.8286, Sem 0.0181, dir -0.9868, norm 0.1401, swav 0.0000 LR: 5.389e-02 Score 99.388 Data time: 0.0584, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0467 [2020-10-19 11:36:48,506][root][INFO] - ===> Epoch[5963](29811/5): Loss -0.8353, Sem 0.0168, dir -0.9877, norm 0.1356, swav 0.0000 LR: 5.389e-02 Score 99.448 Data time: 0.0749, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0950 [2020-10-19 11:36:50,500][root][INFO] - ===> Epoch[5963](29812/5): Loss -0.8395, Sem 0.0175, dir -0.9873, norm 0.1303, swav 0.0000 LR: 5.389e-02 Score 99.414 Data time: 0.1179, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.8942 [2020-10-19 11:36:52,590][root][INFO] - ===> Epoch[5963](29813/5): Loss -0.8292, Sem 0.0184, dir -0.9864, norm 0.1388, swav 0.0000 LR: 5.389e-02 Score 99.377 Data time: 0.0808, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.9972 [2020-10-19 11:36:54,891][root][INFO] - ===> Epoch[5963](29814/5): Loss -0.8333, Sem 0.0180, dir -0.9872, norm 0.1359, swav 0.0000 LR: 5.389e-02 Score 99.391 Data time: 0.0848, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1978 [2020-10-19 11:36:57,021][root][INFO] - ===> Epoch[5963](29815/5): Loss -0.8324, Sem 0.0175, dir -0.9873, norm 0.1373, swav 0.0000 LR: 5.389e-02 Score 99.423 Data time: 0.0981, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0246 [2020-10-19 11:36:58,956][root][INFO] - ===> Epoch[5964](29816/5): Loss -0.8332, Sem 0.0175, dir -0.9875, norm 0.1368, swav 0.0000 LR: 5.389e-02 Score 99.412 Data time: 0.0771, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.8293 [2020-10-19 11:37:01,319][root][INFO] - ===> Epoch[5964](29817/5): Loss -0.8219, Sem 0.0182, dir -0.9856, norm 0.1455, swav 0.0000 LR: 5.388e-02 Score 99.390 Data time: 0.0734, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.2641 [2020-10-19 11:37:03,475][root][INFO] - ===> Epoch[5964](29818/5): Loss -0.8329, Sem 0.0165, dir -0.9871, norm 0.1377, swav 0.0000 LR: 5.388e-02 Score 99.450 Data time: 0.0537, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0574 [2020-10-19 11:37:05,638][root][INFO] - ===> Epoch[5964](29819/5): Loss -0.8409, Sem 0.0149, dir -0.9887, norm 0.1329, swav 0.0000 LR: 5.388e-02 Score 99.491 Data time: 0.0877, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1016 [2020-10-19 11:37:08,974][root][INFO] - ===> Epoch[5964](29820/5): Loss -0.8181, Sem 0.0191, dir -0.9869, norm 0.1497, swav 0.0000 LR: 5.388e-02 Score 99.359 Data time: 0.0959, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 3.2132 [2020-10-19 11:37:11,286][root][INFO] - ===> Epoch[5965](29821/5): Loss -0.8369, Sem 0.0175, dir -0.9876, norm 0.1332, swav 0.0000 LR: 5.388e-02 Score 99.409 Data time: 0.0716, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1829 [2020-10-19 11:37:13,266][root][INFO] - ===> Epoch[5965](29822/5): Loss -0.8262, Sem 0.0175, dir -0.9870, norm 0.1433, swav 0.0000 LR: 5.388e-02 Score 99.415 Data time: 0.2789, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.8894 [2020-10-19 11:37:15,267][root][INFO] - ===> Epoch[5965](29823/5): Loss -0.8393, Sem 0.0175, dir -0.9871, norm 0.1304, swav 0.0000 LR: 5.387e-02 Score 99.397 Data time: 0.0938, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.9184 [2020-10-19 11:37:17,350][root][INFO] - ===> Epoch[5965](29824/5): Loss -0.8337, Sem 0.0171, dir -0.9872, norm 0.1364, swav 0.0000 LR: 5.387e-02 Score 99.427 Data time: 0.0797, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.9718 [2020-10-19 11:37:19,635][root][INFO] - ===> Epoch[5965](29825/5): Loss -0.8324, Sem 0.0154, dir -0.9879, norm 0.1400, swav 0.0000 LR: 5.387e-02 Score 99.467 Data time: 0.1133, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1915 [2020-10-19 11:37:22,136][root][INFO] - ===> Epoch[5966](29826/5): Loss -0.8348, Sem 0.0171, dir -0.9876, norm 0.1357, swav 0.0000 LR: 5.387e-02 Score 99.433 Data time: 0.0872, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.3802 [2020-10-19 11:37:24,390][root][INFO] - ===> Epoch[5966](29827/5): Loss -0.8278, Sem 0.0190, dir -0.9873, norm 0.1405, swav 0.0000 LR: 5.387e-02 Score 99.366 Data time: 0.0857, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1307 [2020-10-19 11:37:26,539][root][INFO] - ===> Epoch[5966](29828/5): Loss -0.8402, Sem 0.0159, dir -0.9882, norm 0.1321, swav 0.0000 LR: 5.387e-02 Score 99.465 Data time: 0.0909, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0473 [2020-10-19 11:37:28,576][root][INFO] - ===> Epoch[5966](29829/5): Loss -0.8541, Sem 0.0157, dir -0.9886, norm 0.1188, swav 0.0000 LR: 5.386e-02 Score 99.462 Data time: 0.2573, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.9203 [2020-10-19 11:37:30,505][root][INFO] - ===> Epoch[5966](29830/5): Loss -0.8358, Sem 0.0181, dir -0.9870, norm 0.1331, swav 0.0000 LR: 5.386e-02 Score 99.417 Data time: 0.1451, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.8214 [2020-10-19 11:37:32,532][root][INFO] - ===> Epoch[5967](29831/5): Loss -0.8465, Sem 0.0171, dir -0.9874, norm 0.1238, swav 0.0000 LR: 5.386e-02 Score 99.432 Data time: 0.0834, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9304 [2020-10-19 11:37:34,956][root][INFO] - ===> Epoch[5967](29832/5): Loss -0.8386, Sem 0.0179, dir -0.9872, norm 0.1307, swav 0.0000 LR: 5.386e-02 Score 99.409 Data time: 0.1984, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.3216 [2020-10-19 11:37:37,191][root][INFO] - ===> Epoch[5967](29833/5): Loss -0.8439, Sem 0.0168, dir -0.9884, norm 0.1278, swav 0.0000 LR: 5.386e-02 Score 99.442 Data time: 0.1822, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.1377 [2020-10-19 11:37:39,471][root][INFO] - ===> Epoch[5967](29834/5): Loss -0.8417, Sem 0.0170, dir -0.9878, norm 0.1291, swav 0.0000 LR: 5.386e-02 Score 99.420 Data time: 0.2139, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.2009 [2020-10-19 11:37:41,693][root][INFO] - ===> Epoch[5967](29835/5): Loss -0.8225, Sem 0.0173, dir -0.9882, norm 0.1484, swav 0.0000 LR: 5.385e-02 Score 99.434 Data time: 0.1009, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.1183 [2020-10-19 11:37:43,653][root][INFO] - ===> Epoch[5968](29836/5): Loss -0.8315, Sem 0.0180, dir -0.9871, norm 0.1377, swav 0.0000 LR: 5.385e-02 Score 99.399 Data time: 0.0714, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8730 [2020-10-19 11:37:45,367][root][INFO] - ===> Epoch[5968](29837/5): Loss -0.8408, Sem 0.0169, dir -0.9888, norm 0.1310, swav 0.0000 LR: 5.385e-02 Score 99.431 Data time: 0.0753, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.6476 [2020-10-19 11:37:47,403][root][INFO] - ===> Epoch[5968](29838/5): Loss -0.8391, Sem 0.0176, dir -0.9872, norm 0.1304, swav 0.0000 LR: 5.385e-02 Score 99.394 Data time: 0.0437, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9496 [2020-10-19 11:37:49,778][root][INFO] - ===> Epoch[5968](29839/5): Loss -0.8349, Sem 0.0187, dir -0.9869, norm 0.1333, swav 0.0000 LR: 5.385e-02 Score 99.372 Data time: 0.1549, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.3156 [2020-10-19 11:37:51,910][root][INFO] - ===> Epoch[5968](29840/5): Loss -0.8589, Sem 0.0144, dir -0.9897, norm 0.1164, swav 0.0000 LR: 5.385e-02 Score 99.507 Data time: 0.0805, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0377 [2020-10-19 11:37:54,147][root][INFO] - ===> Epoch[5969](29841/5): Loss -0.8250, Sem 0.0186, dir -0.9857, norm 0.1421, swav 0.0000 LR: 5.385e-02 Score 99.362 Data time: 0.0788, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.1421 [2020-10-19 11:37:56,118][root][INFO] - ===> Epoch[5969](29842/5): Loss -0.8446, Sem 0.0174, dir -0.9887, norm 0.1266, swav 0.0000 LR: 5.384e-02 Score 99.416 Data time: 0.0851, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9001 [2020-10-19 11:37:58,520][root][INFO] - ===> Epoch[5969](29843/5): Loss -0.8235, Sem 0.0181, dir -0.9868, norm 0.1452, swav 0.0000 LR: 5.384e-02 Score 99.386 Data time: 0.1182, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.2958 [2020-10-19 11:38:00,489][root][INFO] - ===> Epoch[5969](29844/5): Loss -0.8425, Sem 0.0164, dir -0.9879, norm 0.1290, swav 0.0000 LR: 5.384e-02 Score 99.450 Data time: 0.0954, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8778 [2020-10-19 11:38:02,627][root][INFO] - ===> Epoch[5969](29845/5): Loss -0.8257, Sem 0.0185, dir -0.9862, norm 0.1420, swav 0.0000 LR: 5.384e-02 Score 99.394 Data time: 0.1012, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0285 [2020-10-19 11:38:05,166][root][INFO] - ===> Epoch[5970](29846/5): Loss -0.8468, Sem 0.0162, dir -0.9879, norm 0.1249, swav 0.0000 LR: 5.384e-02 Score 99.452 Data time: 0.3694, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.4501 [2020-10-19 11:38:07,536][root][INFO] - ===> Epoch[5970](29847/5): Loss -0.8427, Sem 0.0155, dir -0.9885, norm 0.1303, swav 0.0000 LR: 5.384e-02 Score 99.485 Data time: 0.1060, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.2745 [2020-10-19 11:38:09,896][root][INFO] - ===> Epoch[5970](29848/5): Loss -0.8382, Sem 0.0166, dir -0.9886, norm 0.1338, swav 0.0000 LR: 5.383e-02 Score 99.436 Data time: 0.0807, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.2568 [2020-10-19 11:38:12,436][root][INFO] - ===> Epoch[5970](29849/5): Loss -0.8321, Sem 0.0182, dir -0.9866, norm 0.1362, swav 0.0000 LR: 5.383e-02 Score 99.389 Data time: 0.0550, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.4290 [2020-10-19 11:38:15,158][root][INFO] - ===> Epoch[5970](29850/5): Loss -0.8474, Sem 0.0166, dir -0.9886, norm 0.1247, swav 0.0000 LR: 5.383e-02 Score 99.439 Data time: 0.0754, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.6733 [2020-10-19 11:38:17,284][root][INFO] - ===> Epoch[5971](29851/5): Loss -0.8396, Sem 0.0160, dir -0.9887, norm 0.1331, swav 0.0000 LR: 5.383e-02 Score 99.462 Data time: 0.1017, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0364 [2020-10-19 11:38:19,402][root][INFO] - ===> Epoch[5971](29852/5): Loss -0.8411, Sem 0.0171, dir -0.9877, norm 0.1294, swav 0.0000 LR: 5.383e-02 Score 99.428 Data time: 0.0696, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9972 [2020-10-19 11:38:21,339][root][INFO] - ===> Epoch[5971](29853/5): Loss -0.8308, Sem 0.0152, dir -0.9882, norm 0.1421, swav 0.0000 LR: 5.383e-02 Score 99.497 Data time: 0.0713, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8521 [2020-10-19 11:38:23,424][root][INFO] - ===> Epoch[5971](29854/5): Loss -0.8492, Sem 0.0161, dir -0.9891, norm 0.1238, swav 0.0000 LR: 5.382e-02 Score 99.460 Data time: 0.0758, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9828 [2020-10-19 11:38:25,833][root][INFO] - ===> Epoch[5971](29855/5): Loss -0.8233, Sem 0.0202, dir -0.9864, norm 0.1428, swav 0.0000 LR: 5.382e-02 Score 99.312 Data time: 0.0663, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.3239 [2020-10-19 11:38:28,001][root][INFO] - ===> Epoch[5972](29856/5): Loss -0.8263, Sem 0.0186, dir -0.9869, norm 0.1421, swav 0.0000 LR: 5.382e-02 Score 99.377 Data time: 0.0738, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0839 [2020-10-19 11:38:30,319][root][INFO] - ===> Epoch[5972](29857/5): Loss -0.8450, Sem 0.0167, dir -0.9883, norm 0.1266, swav 0.0000 LR: 5.382e-02 Score 99.452 Data time: 0.1031, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.2188 [2020-10-19 11:38:32,707][root][INFO] - ===> Epoch[5972](29858/5): Loss -0.8293, Sem 0.0194, dir -0.9859, norm 0.1372, swav 0.0000 LR: 5.382e-02 Score 99.361 Data time: 0.0765, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.2826 [2020-10-19 11:38:34,800][root][INFO] - ===> Epoch[5972](29859/5): Loss -0.8293, Sem 0.0172, dir -0.9863, norm 0.1398, swav 0.0000 LR: 5.382e-02 Score 99.431 Data time: 0.0729, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0021 [2020-10-19 11:38:37,084][root][INFO] - ===> Epoch[5972](29860/5): Loss -0.8504, Sem 0.0155, dir -0.9889, norm 0.1230, swav 0.0000 LR: 5.381e-02 Score 99.467 Data time: 0.0629, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.2109 [2020-10-19 11:38:39,441][root][INFO] - ===> Epoch[5973](29861/5): Loss -0.8430, Sem 0.0169, dir -0.9883, norm 0.1284, swav 0.0000 LR: 5.381e-02 Score 99.428 Data time: 0.0640, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.2583 [2020-10-19 11:38:41,587][root][INFO] - ===> Epoch[5973](29862/5): Loss -0.8431, Sem 0.0172, dir -0.9874, norm 0.1271, swav 0.0000 LR: 5.381e-02 Score 99.415 Data time: 0.0755, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0694 [2020-10-19 11:38:43,500][root][INFO] - ===> Epoch[5973](29863/5): Loss -0.8532, Sem 0.0146, dir -0.9895, norm 0.1217, swav 0.0000 LR: 5.381e-02 Score 99.509 Data time: 0.0851, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8107 [2020-10-19 11:38:46,173][root][INFO] - ===> Epoch[5973](29864/5): Loss -0.8155, Sem 0.0187, dir -0.9863, norm 0.1521, swav 0.0000 LR: 5.381e-02 Score 99.389 Data time: 0.0948, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.5645 [2020-10-19 11:38:48,310][root][INFO] - ===> Epoch[5973](29865/5): Loss -0.8407, Sem 0.0171, dir -0.9870, norm 0.1292, swav 0.0000 LR: 5.381e-02 Score 99.424 Data time: 0.0675, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0465 [2020-10-19 11:38:50,519][root][INFO] - ===> Epoch[5974](29866/5): Loss -0.8400, Sem 0.0159, dir -0.9882, norm 0.1323, swav 0.0000 LR: 5.380e-02 Score 99.467 Data time: 0.0913, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.1133 [2020-10-19 11:38:52,986][root][INFO] - ===> Epoch[5974](29867/5): Loss -0.8396, Sem 0.0159, dir -0.9875, norm 0.1319, swav 0.0000 LR: 5.380e-02 Score 99.465 Data time: 0.0975, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.3594 [2020-10-19 11:38:55,066][root][INFO] - ===> Epoch[5974](29868/5): Loss -0.8345, Sem 0.0162, dir -0.9872, norm 0.1365, swav 0.0000 LR: 5.380e-02 Score 99.455 Data time: 0.0773, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9478 [2020-10-19 11:38:57,333][root][INFO] - ===> Epoch[5974](29869/5): Loss -0.8328, Sem 0.0176, dir -0.9873, norm 0.1369, swav 0.0000 LR: 5.380e-02 Score 99.412 Data time: 0.0641, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.1888 [2020-10-19 11:38:59,434][root][INFO] - ===> Epoch[5974](29870/5): Loss -0.8328, Sem 0.0199, dir -0.9874, norm 0.1348, swav 0.0000 LR: 5.380e-02 Score 99.327 Data time: 0.0770, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0126 [2020-10-19 11:39:01,408][root][INFO] - ===> Epoch[5975](29871/5): Loss -0.8375, Sem 0.0172, dir -0.9879, norm 0.1332, swav 0.0000 LR: 5.380e-02 Score 99.424 Data time: 0.0902, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8647 [2020-10-19 11:39:03,521][root][INFO] - ===> Epoch[5975](29872/5): Loss -0.8429, Sem 0.0177, dir -0.9875, norm 0.1269, swav 0.0000 LR: 5.380e-02 Score 99.413 Data time: 0.0800, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0054 [2020-10-19 11:39:05,662][root][INFO] - ===> Epoch[5975](29873/5): Loss -0.8351, Sem 0.0191, dir -0.9865, norm 0.1323, swav 0.0000 LR: 5.379e-02 Score 99.349 Data time: 0.0833, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0369 [2020-10-19 11:39:07,605][root][INFO] - ===> Epoch[5975](29874/5): Loss -0.8388, Sem 0.0176, dir -0.9879, norm 0.1314, swav 0.0000 LR: 5.379e-02 Score 99.429 Data time: 0.0619, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8423 [2020-10-19 11:39:09,597][root][INFO] - ===> Epoch[5975](29875/5): Loss -0.8409, Sem 0.0171, dir -0.9875, norm 0.1295, swav 0.0000 LR: 5.379e-02 Score 99.420 Data time: 0.0680, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8948 [2020-10-19 11:39:12,044][root][INFO] - ===> Epoch[5976](29876/5): Loss -0.8309, Sem 0.0196, dir -0.9870, norm 0.1365, swav 0.0000 LR: 5.379e-02 Score 99.345 Data time: 0.0577, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.3160 [2020-10-19 11:39:14,005][root][INFO] - ===> Epoch[5976](29877/5): Loss -0.8431, Sem 0.0164, dir -0.9884, norm 0.1289, swav 0.0000 LR: 5.379e-02 Score 99.453 Data time: 0.0745, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8679 [2020-10-19 11:39:15,971][root][INFO] - ===> Epoch[5976](29878/5): Loss -0.8455, Sem 0.0172, dir -0.9887, norm 0.1259, swav 0.0000 LR: 5.379e-02 Score 99.410 Data time: 0.0718, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8641 [2020-10-19 11:39:18,143][root][INFO] - ===> Epoch[5976](29879/5): Loss -0.8340, Sem 0.0146, dir -0.9877, norm 0.1391, swav 0.0000 LR: 5.378e-02 Score 99.516 Data time: 0.2309, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0606 [2020-10-19 11:39:20,423][root][INFO] - ===> Epoch[5976](29880/5): Loss -0.8343, Sem 0.0174, dir -0.9881, norm 0.1365, swav 0.0000 LR: 5.378e-02 Score 99.406 Data time: 0.0986, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.1475 [2020-10-19 11:39:22,520][root][INFO] - ===> Epoch[5977](29881/5): Loss -0.8555, Sem 0.0160, dir -0.9885, norm 0.1169, swav 0.0000 LR: 5.378e-02 Score 99.463 Data time: 0.0632, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9377 [2020-10-19 11:39:24,744][root][INFO] - ===> Epoch[5977](29882/5): Loss -0.8481, Sem 0.0147, dir -0.9890, norm 0.1262, swav 0.0000 LR: 5.378e-02 Score 99.500 Data time: 0.1837, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.1292 [2020-10-19 11:39:27,474][root][INFO] - ===> Epoch[5977](29883/5): Loss -0.8165, Sem 0.0160, dir -0.9860, norm 0.1535, swav 0.0000 LR: 5.378e-02 Score 99.473 Data time: 0.0926, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.6655 [2020-10-19 11:39:29,805][root][INFO] - ===> Epoch[5977](29884/5): Loss -0.8351, Sem 0.0159, dir -0.9889, norm 0.1379, swav 0.0000 LR: 5.378e-02 Score 99.463 Data time: 0.0633, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.2079 [2020-10-19 11:39:32,019][root][INFO] - ===> Epoch[5977](29885/5): Loss -0.8403, Sem 0.0167, dir -0.9875, norm 0.1305, swav 0.0000 LR: 5.377e-02 Score 99.432 Data time: 0.0562, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.1164 [2020-10-19 11:39:33,910][root][INFO] - ===> Epoch[5978](29886/5): Loss -0.8384, Sem 0.0171, dir -0.9883, norm 0.1328, swav 0.0000 LR: 5.377e-02 Score 99.418 Data time: 0.0768, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8309 [2020-10-19 11:39:36,045][root][INFO] - ===> Epoch[5978](29887/5): Loss -0.8192, Sem 0.0181, dir -0.9864, norm 0.1491, swav 0.0000 LR: 5.377e-02 Score 99.399 Data time: 0.0632, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0400 [2020-10-19 11:39:38,080][root][INFO] - ===> Epoch[5978](29888/5): Loss -0.8244, Sem 0.0180, dir -0.9867, norm 0.1444, swav 0.0000 LR: 5.377e-02 Score 99.395 Data time: 0.0769, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9391 [2020-10-19 11:39:40,848][root][INFO] - ===> Epoch[5978](29889/5): Loss -0.8233, Sem 0.0163, dir -0.9870, norm 0.1474, swav 0.0000 LR: 5.377e-02 Score 99.468 Data time: 0.0790, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.6486 [2020-10-19 11:39:42,811][root][INFO] - ===> Epoch[5978](29890/5): Loss -0.8280, Sem 0.0199, dir -0.9864, norm 0.1385, swav 0.0000 LR: 5.377e-02 Score 99.372 Data time: 0.0982, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8554 [2020-10-19 11:39:44,905][root][INFO] - ===> Epoch[5979](29891/5): Loss -0.8240, Sem 0.0172, dir -0.9875, norm 0.1463, swav 0.0000 LR: 5.376e-02 Score 99.416 Data time: 0.0713, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9901 [2020-10-19 11:39:47,656][root][INFO] - ===> Epoch[5979](29892/5): Loss -0.8338, Sem 0.0174, dir -0.9881, norm 0.1370, swav 0.0000 LR: 5.376e-02 Score 99.411 Data time: 0.0748, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.6622 [2020-10-19 11:39:49,599][root][INFO] - ===> Epoch[5979](29893/5): Loss -0.8361, Sem 0.0166, dir -0.9887, norm 0.1360, swav 0.0000 LR: 5.376e-02 Score 99.436 Data time: 0.1029, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8449 [2020-10-19 11:39:52,044][root][INFO] - ===> Epoch[5979](29894/5): Loss -0.8390, Sem 0.0164, dir -0.9871, norm 0.1317, swav 0.0000 LR: 5.376e-02 Score 99.449 Data time: 0.1050, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.3284 [2020-10-19 11:39:53,963][root][INFO] - ===> Epoch[5979](29895/5): Loss -0.8457, Sem 0.0159, dir -0.9881, norm 0.1265, swav 0.0000 LR: 5.376e-02 Score 99.462 Data time: 0.1500, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.7912 [2020-10-19 11:39:56,472][root][INFO] - ===> Epoch[5980](29896/5): Loss -0.8192, Sem 0.0206, dir -0.9859, norm 0.1461, swav 0.0000 LR: 5.376e-02 Score 99.346 Data time: 0.1096, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.4124 [2020-10-19 11:39:58,652][root][INFO] - ===> Epoch[5980](29897/5): Loss -0.8257, Sem 0.0184, dir -0.9871, norm 0.1431, swav 0.0000 LR: 5.376e-02 Score 99.395 Data time: 0.0495, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0639 [2020-10-19 11:40:00,817][root][INFO] - ===> Epoch[5980](29898/5): Loss -0.8374, Sem 0.0177, dir -0.9873, norm 0.1322, swav 0.0000 LR: 5.375e-02 Score 99.402 Data time: 0.2164, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0681 [2020-10-19 11:40:03,110][root][INFO] - ===> Epoch[5980](29899/5): Loss -0.8438, Sem 0.0168, dir -0.9886, norm 0.1281, swav 0.0000 LR: 5.375e-02 Score 99.439 Data time: 0.1046, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.1984 [2020-10-19 11:40:05,697][root][INFO] - ===> Epoch[5980](29900/5): Loss -0.8209, Sem 0.0184, dir -0.9862, norm 0.1469, swav 0.0000 LR: 5.375e-02 Score 99.398 Data time: 0.0700, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.4722 [2020-10-19 11:40:07,428][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 11:40:09,306][root][INFO] - ===> Epoch[5981](29901/5): Loss -0.8382, Sem 0.0181, dir -0.9876, norm 0.1313, swav 0.0000 LR: 5.375e-02 Score 99.381 Data time: 0.0792, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.6743 [2020-10-19 11:40:11,820][root][INFO] - ===> Epoch[5981](29902/5): Loss -0.8398, Sem 0.0158, dir -0.9883, norm 0.1327, swav 0.0000 LR: 5.375e-02 Score 99.482 Data time: 0.0937, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.4131 [2020-10-19 11:40:13,835][root][INFO] - ===> Epoch[5981](29903/5): Loss -0.8402, Sem 0.0187, dir -0.9863, norm 0.1273, swav 0.0000 LR: 5.375e-02 Score 99.384 Data time: 0.0784, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8956 [2020-10-19 11:40:16,114][root][INFO] - ===> Epoch[5981](29904/5): Loss -0.8445, Sem 0.0173, dir -0.9887, norm 0.1270, swav 0.0000 LR: 5.374e-02 Score 99.431 Data time: 0.0663, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.2099 [2020-10-19 11:40:18,711][root][INFO] - ===> Epoch[5981](29905/5): Loss -0.8333, Sem 0.0169, dir -0.9864, norm 0.1361, swav 0.0000 LR: 5.374e-02 Score 99.443 Data time: 0.0891, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.4970 [2020-10-19 11:40:20,560][root][INFO] - ===> Epoch[5982](29906/5): Loss -0.8368, Sem 0.0183, dir -0.9864, norm 0.1313, swav 0.0000 LR: 5.374e-02 Score 99.391 Data time: 0.0605, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.7424 [2020-10-19 11:40:22,744][root][INFO] - ===> Epoch[5982](29907/5): Loss -0.8328, Sem 0.0171, dir -0.9883, norm 0.1384, swav 0.0000 LR: 5.374e-02 Score 99.423 Data time: 0.0637, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0921 [2020-10-19 11:40:24,764][root][INFO] - ===> Epoch[5982](29908/5): Loss -0.8362, Sem 0.0181, dir -0.9878, norm 0.1335, swav 0.0000 LR: 5.374e-02 Score 99.398 Data time: 0.0694, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9195 [2020-10-19 11:40:27,397][root][INFO] - ===> Epoch[5982](29909/5): Loss -0.8341, Sem 0.0173, dir -0.9879, norm 0.1365, swav 0.0000 LR: 5.374e-02 Score 99.416 Data time: 0.0693, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.5245 [2020-10-19 11:40:30,084][root][INFO] - ===> Epoch[5982](29910/5): Loss -0.8406, Sem 0.0194, dir -0.9882, norm 0.1282, swav 0.0000 LR: 5.373e-02 Score 99.415 Data time: 0.0792, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.5900 [2020-10-19 11:40:32,285][root][INFO] - ===> Epoch[5983](29911/5): Loss -0.8147, Sem 0.0180, dir -0.9867, norm 0.1540, swav 0.0000 LR: 5.373e-02 Score 99.387 Data time: 0.0926, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0933 [2020-10-19 11:40:34,354][root][INFO] - ===> Epoch[5983](29912/5): Loss -0.8401, Sem 0.0160, dir -0.9872, norm 0.1311, swav 0.0000 LR: 5.373e-02 Score 99.462 Data time: 0.0846, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9506 [2020-10-19 11:40:36,448][root][INFO] - ===> Epoch[5983](29913/5): Loss -0.8266, Sem 0.0188, dir -0.9869, norm 0.1415, swav 0.0000 LR: 5.373e-02 Score 99.372 Data time: 0.0940, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9935 [2020-10-19 11:40:38,356][root][INFO] - ===> Epoch[5983](29914/5): Loss -0.8456, Sem 0.0196, dir -0.9881, norm 0.1229, swav 0.0000 LR: 5.373e-02 Score 99.386 Data time: 0.0777, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.7964 [2020-10-19 11:40:40,511][root][INFO] - ===> Epoch[5983](29915/5): Loss -0.8287, Sem 0.0180, dir -0.9876, norm 0.1408, swav 0.0000 LR: 5.373e-02 Score 99.394 Data time: 0.0767, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0468 [2020-10-19 11:40:43,039][root][INFO] - ===> Epoch[5984](29916/5): Loss -0.8296, Sem 0.0176, dir -0.9873, norm 0.1401, swav 0.0000 LR: 5.372e-02 Score 99.411 Data time: 0.0648, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.4195 [2020-10-19 11:40:45,376][root][INFO] - ===> Epoch[5984](29917/5): Loss -0.8390, Sem 0.0179, dir -0.9886, norm 0.1317, swav 0.0000 LR: 5.372e-02 Score 99.412 Data time: 0.1107, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.2312 [2020-10-19 11:40:47,632][root][INFO] - ===> Epoch[5984](29918/5): Loss -0.8299, Sem 0.0157, dir -0.9864, norm 0.1408, swav 0.0000 LR: 5.372e-02 Score 99.467 Data time: 0.0912, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.1272 [2020-10-19 11:40:49,619][root][INFO] - ===> Epoch[5984](29919/5): Loss -0.8465, Sem 0.0182, dir -0.9879, norm 0.1232, swav 0.0000 LR: 5.372e-02 Score 99.385 Data time: 0.0835, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8635 [2020-10-19 11:40:51,642][root][INFO] - ===> Epoch[5984](29920/5): Loss -0.8236, Sem 0.0175, dir -0.9874, norm 0.1463, swav 0.0000 LR: 5.372e-02 Score 99.407 Data time: 0.0796, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9225 [2020-10-19 11:40:53,615][root][INFO] - ===> Epoch[5985](29921/5): Loss -0.8434, Sem 0.0180, dir -0.9884, norm 0.1270, swav 0.0000 LR: 5.372e-02 Score 99.398 Data time: 0.0802, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8755 [2020-10-19 11:40:56,155][root][INFO] - ===> Epoch[5985](29922/5): Loss -0.8278, Sem 0.0176, dir -0.9871, norm 0.1416, swav 0.0000 LR: 5.371e-02 Score 99.442 Data time: 0.0605, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.4292 [2020-10-19 11:40:58,744][root][INFO] - ===> Epoch[5985](29923/5): Loss -0.8261, Sem 0.0186, dir -0.9877, norm 0.1431, swav 0.0000 LR: 5.371e-02 Score 99.411 Data time: 0.0986, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.4869 [2020-10-19 11:41:00,695][root][INFO] - ===> Epoch[5985](29924/5): Loss -0.8254, Sem 0.0160, dir -0.9889, norm 0.1476, swav 0.0000 LR: 5.371e-02 Score 99.447 Data time: 0.0853, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8260 [2020-10-19 11:41:02,763][root][INFO] - ===> Epoch[5985](29925/5): Loss -0.8322, Sem 0.0171, dir -0.9861, norm 0.1368, swav 0.0000 LR: 5.371e-02 Score 99.411 Data time: 0.0661, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9651 [2020-10-19 11:41:04,738][root][INFO] - ===> Epoch[5986](29926/5): Loss -0.8198, Sem 0.0165, dir -0.9891, norm 0.1529, swav 0.0000 LR: 5.371e-02 Score 99.446 Data time: 0.0750, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8918 [2020-10-19 11:41:06,908][root][INFO] - ===> Epoch[5986](29927/5): Loss -0.8288, Sem 0.0177, dir -0.9867, norm 0.1401, swav 0.0000 LR: 5.371e-02 Score 99.399 Data time: 0.0697, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0609 [2020-10-19 11:41:08,833][root][INFO] - ===> Epoch[5986](29928/5): Loss -0.8169, Sem 0.0164, dir -0.9876, norm 0.1543, swav 0.0000 LR: 5.371e-02 Score 99.454 Data time: 0.0793, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8263 [2020-10-19 11:41:10,693][root][INFO] - ===> Epoch[5986](29929/5): Loss -0.8352, Sem 0.0185, dir -0.9871, norm 0.1334, swav 0.0000 LR: 5.370e-02 Score 99.373 Data time: 0.0650, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.7584 [2020-10-19 11:41:12,861][root][INFO] - ===> Epoch[5986](29930/5): Loss -0.8177, Sem 0.0183, dir -0.9871, norm 0.1511, swav 0.0000 LR: 5.370e-02 Score 99.394 Data time: 0.0622, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0642 [2020-10-19 11:41:15,156][root][INFO] - ===> Epoch[5987](29931/5): Loss -0.8357, Sem 0.0183, dir -0.9885, norm 0.1345, swav 0.0000 LR: 5.370e-02 Score 99.415 Data time: 0.0739, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.2139 [2020-10-19 11:41:17,706][root][INFO] - ===> Epoch[5987](29932/5): Loss -0.8277, Sem 0.0170, dir -0.9870, norm 0.1422, swav 0.0000 LR: 5.370e-02 Score 99.439 Data time: 0.0541, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.4393 [2020-10-19 11:41:19,858][root][INFO] - ===> Epoch[5987](29933/5): Loss -0.8396, Sem 0.0155, dir -0.9884, norm 0.1333, swav 0.0000 LR: 5.370e-02 Score 99.471 Data time: 0.0560, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0809 [2020-10-19 11:41:22,431][root][INFO] - ===> Epoch[5987](29934/5): Loss -0.8350, Sem 0.0185, dir -0.9874, norm 0.1339, swav 0.0000 LR: 5.370e-02 Score 99.377 Data time: 0.0805, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.4732 [2020-10-19 11:41:24,546][root][INFO] - ===> Epoch[5987](29935/5): Loss -0.8461, Sem 0.0173, dir -0.9878, norm 0.1243, swav 0.0000 LR: 5.369e-02 Score 99.414 Data time: 0.0545, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9960 [2020-10-19 11:41:26,965][root][INFO] - ===> Epoch[5988](29936/5): Loss -0.8300, Sem 0.0168, dir -0.9869, norm 0.1402, swav 0.0000 LR: 5.369e-02 Score 99.442 Data time: 0.0620, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.3330 [2020-10-19 11:41:29,843][root][INFO] - ===> Epoch[5988](29937/5): Loss -0.8318, Sem 0.0178, dir -0.9868, norm 0.1373, swav 0.0000 LR: 5.369e-02 Score 99.419 Data time: 0.0640, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.7880 [2020-10-19 11:41:32,011][root][INFO] - ===> Epoch[5988](29938/5): Loss -0.8346, Sem 0.0212, dir -0.9872, norm 0.1314, swav 0.0000 LR: 5.369e-02 Score 99.322 Data time: 0.0578, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0524 [2020-10-19 11:41:34,014][root][INFO] - ===> Epoch[5988](29939/5): Loss -0.8487, Sem 0.0165, dir -0.9886, norm 0.1235, swav 0.0000 LR: 5.369e-02 Score 99.447 Data time: 0.0746, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.9191 [2020-10-19 11:41:36,192][root][INFO] - ===> Epoch[5988](29940/5): Loss -0.8385, Sem 0.0183, dir -0.9876, norm 0.1308, swav 0.0000 LR: 5.369e-02 Score 99.408 Data time: 0.1500, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0793 [2020-10-19 11:41:38,469][root][INFO] - ===> Epoch[5989](29941/5): Loss -0.8386, Sem 0.0174, dir -0.9886, norm 0.1326, swav 0.0000 LR: 5.368e-02 Score 99.423 Data time: 0.0981, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1698 [2020-10-19 11:41:40,346][root][INFO] - ===> Epoch[5989](29942/5): Loss -0.8259, Sem 0.0191, dir -0.9872, norm 0.1423, swav 0.0000 LR: 5.368e-02 Score 99.359 Data time: 0.0832, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.7694 [2020-10-19 11:41:42,254][root][INFO] - ===> Epoch[5989](29943/5): Loss -0.8444, Sem 0.0175, dir -0.9876, norm 0.1257, swav 0.0000 LR: 5.368e-02 Score 99.426 Data time: 0.0825, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8115 [2020-10-19 11:41:44,716][root][INFO] - ===> Epoch[5989](29944/5): Loss -0.8318, Sem 0.0165, dir -0.9877, norm 0.1394, swav 0.0000 LR: 5.368e-02 Score 99.453 Data time: 0.1215, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.3570 [2020-10-19 11:41:46,758][root][INFO] - ===> Epoch[5989](29945/5): Loss -0.8412, Sem 0.0188, dir -0.9879, norm 0.1279, swav 0.0000 LR: 5.368e-02 Score 99.398 Data time: 0.0900, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9109 [2020-10-19 11:41:49,038][root][INFO] - ===> Epoch[5990](29946/5): Loss -0.8288, Sem 0.0192, dir -0.9878, norm 0.1399, swav 0.0000 LR: 5.368e-02 Score 99.369 Data time: 0.0836, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.1650 [2020-10-19 11:41:51,212][root][INFO] - ===> Epoch[5990](29947/5): Loss -0.8262, Sem 0.0192, dir -0.9861, norm 0.1407, swav 0.0000 LR: 5.367e-02 Score 99.349 Data time: 0.0840, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0896 [2020-10-19 11:41:53,446][root][INFO] - ===> Epoch[5990](29948/5): Loss -0.8330, Sem 0.0173, dir -0.9885, norm 0.1382, swav 0.0000 LR: 5.367e-02 Score 99.418 Data time: 0.0807, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.1145 [2020-10-19 11:41:55,346][root][INFO] - ===> Epoch[5990](29949/5): Loss -0.8358, Sem 0.0182, dir -0.9872, norm 0.1331, swav 0.0000 LR: 5.367e-02 Score 99.372 Data time: 0.0536, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.7932 [2020-10-19 11:41:57,526][root][INFO] - ===> Epoch[5990](29950/5): Loss -0.8392, Sem 0.0151, dir -0.9888, norm 0.1346, swav 0.0000 LR: 5.367e-02 Score 99.487 Data time: 0.0438, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.1125 [2020-10-19 11:42:00,202][root][INFO] - ===> Epoch[5991](29951/5): Loss -0.8427, Sem 0.0169, dir -0.9881, norm 0.1284, swav 0.0000 LR: 5.367e-02 Score 99.432 Data time: 0.0538, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.6200 [2020-10-19 11:42:02,446][root][INFO] - ===> Epoch[5991](29952/5): Loss -0.8140, Sem 0.0192, dir -0.9876, norm 0.1544, swav 0.0000 LR: 5.367e-02 Score 99.362 Data time: 0.0873, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.1355 [2020-10-19 11:42:04,476][root][INFO] - ===> Epoch[5991](29953/5): Loss -0.8360, Sem 0.0151, dir -0.9893, norm 0.1381, swav 0.0000 LR: 5.367e-02 Score 99.480 Data time: 0.0730, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9206 [2020-10-19 11:42:06,742][root][INFO] - ===> Epoch[5991](29954/5): Loss -0.8331, Sem 0.0178, dir -0.9873, norm 0.1364, swav 0.0000 LR: 5.366e-02 Score 99.387 Data time: 0.1098, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.1600 [2020-10-19 11:42:09,060][root][INFO] - ===> Epoch[5991](29955/5): Loss -0.8160, Sem 0.0166, dir -0.9889, norm 0.1563, swav 0.0000 LR: 5.366e-02 Score 99.442 Data time: 0.1334, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.2269 [2020-10-19 11:42:11,929][root][INFO] - ===> Epoch[5992](29956/5): Loss -0.8343, Sem 0.0165, dir -0.9875, norm 0.1367, swav 0.0000 LR: 5.366e-02 Score 99.450 Data time: 0.1226, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.7581 [2020-10-19 11:42:14,118][root][INFO] - ===> Epoch[5992](29957/5): Loss -0.8382, Sem 0.0165, dir -0.9883, norm 0.1337, swav 0.0000 LR: 5.366e-02 Score 99.447 Data time: 0.0717, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0736 [2020-10-19 11:42:17,083][root][INFO] - ===> Epoch[5992](29958/5): Loss -0.8397, Sem 0.0189, dir -0.9875, norm 0.1289, swav 0.0000 LR: 5.366e-02 Score 99.357 Data time: 0.1353, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.8599 [2020-10-19 11:42:19,165][root][INFO] - ===> Epoch[5992](29959/5): Loss -0.8226, Sem 0.0179, dir -0.9868, norm 0.1463, swav 0.0000 LR: 5.366e-02 Score 99.418 Data time: 0.0806, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.9514 [2020-10-19 11:42:21,156][root][INFO] - ===> Epoch[5992](29960/5): Loss -0.8397, Sem 0.0148, dir -0.9895, norm 0.1350, swav 0.0000 LR: 5.365e-02 Score 99.513 Data time: 0.0732, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.8900 [2020-10-19 11:42:23,260][root][INFO] - ===> Epoch[5993](29961/5): Loss -0.8411, Sem 0.0170, dir -0.9876, norm 0.1295, swav 0.0000 LR: 5.365e-02 Score 99.433 Data time: 0.0701, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0026 [2020-10-19 11:42:25,827][root][INFO] - ===> Epoch[5993](29962/5): Loss -0.8277, Sem 0.0184, dir -0.9868, norm 0.1407, swav 0.0000 LR: 5.365e-02 Score 99.368 Data time: 0.0856, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.4651 [2020-10-19 11:42:27,948][root][INFO] - ===> Epoch[5993](29963/5): Loss -0.8407, Sem 0.0176, dir -0.9884, norm 0.1300, swav 0.0000 LR: 5.365e-02 Score 99.403 Data time: 0.0699, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.9975 [2020-10-19 11:42:30,001][root][INFO] - ===> Epoch[5993](29964/5): Loss -0.8557, Sem 0.0162, dir -0.9890, norm 0.1171, swav 0.0000 LR: 5.365e-02 Score 99.451 Data time: 0.0504, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.9463 [2020-10-19 11:42:32,264][root][INFO] - ===> Epoch[5993](29965/5): Loss -0.8315, Sem 0.0171, dir -0.9880, norm 0.1395, swav 0.0000 LR: 5.365e-02 Score 99.420 Data time: 0.1249, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0552 [2020-10-19 11:42:34,409][root][INFO] - ===> Epoch[5994](29966/5): Loss -0.8383, Sem 0.0187, dir -0.9875, norm 0.1306, swav 0.0000 LR: 5.364e-02 Score 99.387 Data time: 0.0585, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0098 [2020-10-19 11:42:36,313][root][INFO] - ===> Epoch[5994](29967/5): Loss -0.8262, Sem 0.0166, dir -0.9873, norm 0.1445, swav 0.0000 LR: 5.364e-02 Score 99.439 Data time: 0.0557, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.8057 [2020-10-19 11:42:38,525][root][INFO] - ===> Epoch[5994](29968/5): Loss -0.8419, Sem 0.0188, dir -0.9869, norm 0.1263, swav 0.0000 LR: 5.364e-02 Score 99.367 Data time: 0.0769, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1310 [2020-10-19 11:42:40,946][root][INFO] - ===> Epoch[5994](29969/5): Loss -0.8428, Sem 0.0156, dir -0.9880, norm 0.1296, swav 0.0000 LR: 5.364e-02 Score 99.475 Data time: 0.0869, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.3112 [2020-10-19 11:42:43,381][root][INFO] - ===> Epoch[5994](29970/5): Loss -0.8433, Sem 0.0156, dir -0.9888, norm 0.1298, swav 0.0000 LR: 5.364e-02 Score 99.479 Data time: 0.0842, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.3118 [2020-10-19 11:42:45,744][root][INFO] - ===> Epoch[5995](29971/5): Loss -0.8490, Sem 0.0159, dir -0.9883, norm 0.1233, swav 0.0000 LR: 5.364e-02 Score 99.478 Data time: 0.0857, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.2527 [2020-10-19 11:42:47,720][root][INFO] - ===> Epoch[5995](29972/5): Loss -0.8377, Sem 0.0181, dir -0.9881, norm 0.1322, swav 0.0000 LR: 5.363e-02 Score 99.399 Data time: 0.0724, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.8623 [2020-10-19 11:42:49,725][root][INFO] - ===> Epoch[5995](29973/5): Loss -0.8420, Sem 0.0161, dir -0.9881, norm 0.1300, swav 0.0000 LR: 5.363e-02 Score 99.459 Data time: 0.0883, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8865 [2020-10-19 11:42:52,495][root][INFO] - ===> Epoch[5995](29974/5): Loss -0.8374, Sem 0.0178, dir -0.9865, norm 0.1313, swav 0.0000 LR: 5.363e-02 Score 99.402 Data time: 0.0549, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.6706 [2020-10-19 11:42:54,647][root][INFO] - ===> Epoch[5995](29975/5): Loss -0.8405, Sem 0.0180, dir -0.9867, norm 0.1282, swav 0.0000 LR: 5.363e-02 Score 99.401 Data time: 0.0770, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0726 [2020-10-19 11:42:56,915][root][INFO] - ===> Epoch[5996](29976/5): Loss -0.8375, Sem 0.0164, dir -0.9873, norm 0.1333, swav 0.0000 LR: 5.363e-02 Score 99.445 Data time: 0.0806, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1414 [2020-10-19 11:42:59,116][root][INFO] - ===> Epoch[5996](29977/5): Loss -0.8453, Sem 0.0162, dir -0.9891, norm 0.1276, swav 0.0000 LR: 5.363e-02 Score 99.446 Data time: 0.0969, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0907 [2020-10-19 11:43:01,807][root][INFO] - ===> Epoch[5996](29978/5): Loss -0.8406, Sem 0.0167, dir -0.9885, norm 0.1312, swav 0.0000 LR: 5.362e-02 Score 99.438 Data time: 0.0576, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.5649 [2020-10-19 11:43:03,948][root][INFO] - ===> Epoch[5996](29979/5): Loss -0.8425, Sem 0.0168, dir -0.9877, norm 0.1283, swav 0.0000 LR: 5.362e-02 Score 99.428 Data time: 0.0835, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0428 [2020-10-19 11:43:06,368][root][INFO] - ===> Epoch[5996](29980/5): Loss -0.8391, Sem 0.0177, dir -0.9863, norm 0.1294, swav 0.0000 LR: 5.362e-02 Score 99.398 Data time: 0.0617, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.3149 [2020-10-19 11:43:08,624][root][INFO] - ===> Epoch[5997](29981/5): Loss -0.8218, Sem 0.0184, dir -0.9875, norm 0.1472, swav 0.0000 LR: 5.362e-02 Score 99.382 Data time: 0.1242, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1659 [2020-10-19 11:43:10,886][root][INFO] - ===> Epoch[5997](29982/5): Loss -0.8509, Sem 0.0175, dir -0.9888, norm 0.1204, swav 0.0000 LR: 5.362e-02 Score 99.414 Data time: 0.1040, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1607 [2020-10-19 11:43:12,804][root][INFO] - ===> Epoch[5997](29983/5): Loss -0.8376, Sem 0.0159, dir -0.9870, norm 0.1335, swav 0.0000 LR: 5.362e-02 Score 99.480 Data time: 0.1643, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.8107 [2020-10-19 11:43:14,921][root][INFO] - ===> Epoch[5997](29984/5): Loss -0.8309, Sem 0.0195, dir -0.9873, norm 0.1370, swav 0.0000 LR: 5.362e-02 Score 99.357 Data time: 0.0920, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0140 [2020-10-19 11:43:17,025][root][INFO] - ===> Epoch[5997](29985/5): Loss -0.8520, Sem 0.0145, dir -0.9887, norm 0.1222, swav 0.0000 LR: 5.361e-02 Score 99.507 Data time: 0.0637, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.9712 [2020-10-19 11:43:19,260][root][INFO] - ===> Epoch[5998](29986/5): Loss -0.8207, Sem 0.0173, dir -0.9877, norm 0.1497, swav 0.0000 LR: 5.361e-02 Score 99.412 Data time: 0.0664, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1490 [2020-10-19 11:43:21,525][root][INFO] - ===> Epoch[5998](29987/5): Loss -0.8395, Sem 0.0179, dir -0.9869, norm 0.1295, swav 0.0000 LR: 5.361e-02 Score 99.404 Data time: 0.1293, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1806 [2020-10-19 11:43:24,092][root][INFO] - ===> Epoch[5998](29988/5): Loss -0.8217, Sem 0.0164, dir -0.9869, norm 0.1488, swav 0.0000 LR: 5.361e-02 Score 99.446 Data time: 0.1153, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.4610 [2020-10-19 11:43:26,192][root][INFO] - ===> Epoch[5998](29989/5): Loss -0.8428, Sem 0.0158, dir -0.9881, norm 0.1295, swav 0.0000 LR: 5.361e-02 Score 99.467 Data time: 0.0758, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.9729 [2020-10-19 11:43:28,218][root][INFO] - ===> Epoch[5998](29990/5): Loss -0.8192, Sem 0.0172, dir -0.9876, norm 0.1512, swav 0.0000 LR: 5.361e-02 Score 99.418 Data time: 0.0766, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.9242 [2020-10-19 11:43:30,510][root][INFO] - ===> Epoch[5999](29991/5): Loss -0.8335, Sem 0.0175, dir -0.9876, norm 0.1366, swav 0.0000 LR: 5.360e-02 Score 99.405 Data time: 0.0979, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.2123 [2020-10-19 11:43:32,993][root][INFO] - ===> Epoch[5999](29992/5): Loss -0.8178, Sem 0.0166, dir -0.9869, norm 0.1525, swav 0.0000 LR: 5.360e-02 Score 99.449 Data time: 0.0843, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.3572 [2020-10-19 11:43:35,230][root][INFO] - ===> Epoch[5999](29993/5): Loss -0.8178, Sem 0.0167, dir -0.9863, norm 0.1518, swav 0.0000 LR: 5.360e-02 Score 99.433 Data time: 0.0864, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1198 [2020-10-19 11:43:37,486][root][INFO] - ===> Epoch[5999](29994/5): Loss -0.8314, Sem 0.0178, dir -0.9872, norm 0.1381, swav 0.0000 LR: 5.360e-02 Score 99.382 Data time: 0.0807, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1467 [2020-10-19 11:43:39,529][root][INFO] - ===> Epoch[5999](29995/5): Loss -0.8344, Sem 0.0155, dir -0.9887, norm 0.1387, swav 0.0000 LR: 5.360e-02 Score 99.465 Data time: 0.0837, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.9365 [2020-10-19 11:43:41,611][root][INFO] - ===> Epoch[6000](29996/5): Loss -0.8304, Sem 0.0178, dir -0.9875, norm 0.1394, swav 0.0000 LR: 5.360e-02 Score 99.390 Data time: 0.0904, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.9681 [2020-10-19 11:43:43,562][root][INFO] - ===> Epoch[6000](29997/5): Loss -0.8306, Sem 0.0168, dir -0.9869, norm 0.1395, swav 0.0000 LR: 5.359e-02 Score 99.440 Data time: 0.0619, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8484 [2020-10-19 11:43:45,644][root][INFO] - ===> Epoch[6000](29998/5): Loss -0.8149, Sem 0.0167, dir -0.9865, norm 0.1549, swav 0.0000 LR: 5.359e-02 Score 99.434 Data time: 0.0961, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9777 [2020-10-19 11:43:47,965][root][INFO] - ===> Epoch[6000](29999/5): Loss -0.8322, Sem 0.0161, dir -0.9879, norm 0.1396, swav 0.0000 LR: 5.359e-02 Score 99.456 Data time: 0.0644, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.2089 [2020-10-19 11:43:50,199][root][INFO] - ===> Epoch[6000](30000/5): Loss -0.8376, Sem 0.0163, dir -0.9870, norm 0.1332, swav 0.0000 LR: 5.359e-02 Score 99.448 Data time: 0.0758, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1550 [2020-10-19 11:43:51,561][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 11:43:51,734][root][INFO] - ===> Start testing [2020-10-19 11:44:30,982][root][INFO] - 68/68: Data time: 0.0018, Iter time: 0.0703 Loss 1.095 (AVG: 0.550) Score 78.343 (AVG: 90.688) mIOU 69.141 mAP 83.601 mAcc 76.580 IOU: 62.847 0.650 76.822 74.539 94.688 91.313 34.127 76.481 98.300 62.445 81.366 86.155 59.102 mAP: 80.645 14.256 97.182 86.428 98.894 98.541 53.196 95.450 99.716 84.064 93.274 94.324 90.840 mAcc: 78.791 2.552 90.919 82.199 95.563 97.258 36.990 91.569 99.232 70.916 90.252 96.826 62.470 [2020-10-19 11:44:30,987][root][INFO] - Finished test. Elapsed time: 39.2475 [2020-10-19 11:44:33,978][root][INFO] - [2020-10-19 11:44:33,978][root][INFO] - ################################################################ [2020-10-19 11:44:33,979][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 11:44:33,979][root][INFO] - ################################################################ [2020-10-19 11:44:33,979][root][INFO] - clutter : nan nan nan [2020-10-19 11:44:33,979][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 11:44:33,979][root][INFO] - board : 0.814 0.900 0.917 [2020-10-19 11:44:33,979][root][INFO] - bookcase : 0.245 0.357 0.530 [2020-10-19 11:44:33,979][root][INFO] - ceiling : 0.455 0.508 0.544 [2020-10-19 11:44:33,979][root][INFO] - chair : 0.833 0.915 0.928 [2020-10-19 11:44:33,979][root][INFO] - column : 0.180 0.292 0.383 [2020-10-19 11:44:33,979][root][INFO] - door : 0.720 0.883 0.923 [2020-10-19 11:44:33,979][root][INFO] - floor : 0.892 0.907 0.922 [2020-10-19 11:44:33,979][root][INFO] - sofa : 0.413 0.636 0.701 [2020-10-19 11:44:33,979][root][INFO] - table : 0.137 0.319 0.617 [2020-10-19 11:44:33,979][root][INFO] - wall : 0.554 0.736 0.826 [2020-10-19 11:44:33,979][root][INFO] - window : 0.519 0.748 0.784 [2020-10-19 11:44:33,979][root][INFO] - ---------------------------------------------------------------- [2020-10-19 11:44:33,979][root][INFO] - average : 0.480 0.600 0.673 [2020-10-19 11:44:33,979][root][INFO] - [2020-10-19 11:44:34,135][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 11:44:34,136][root][INFO] - Current best mIoU: 71.243 at iter 28000 [2020-10-19 11:44:35,981][root][INFO] - ===> Epoch[6001](30001/5): Loss -0.8210, Sem 0.0188, dir -0.9861, norm 0.1463, swav 0.0000 LR: 5.359e-02 Score 99.365 Data time: 0.0736, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8400 [2020-10-19 11:44:38,128][root][INFO] - ===> Epoch[6001](30002/5): Loss -0.8313, Sem 0.0166, dir -0.9875, norm 0.1396, swav 0.0000 LR: 5.359e-02 Score 99.438 Data time: 0.0820, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0339 [2020-10-19 11:44:40,572][root][INFO] - ===> Epoch[6001](30003/5): Loss -0.8326, Sem 0.0169, dir -0.9884, norm 0.1390, swav 0.0000 LR: 5.358e-02 Score 99.444 Data time: 0.0762, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.3372 [2020-10-19 11:44:42,623][root][INFO] - ===> Epoch[6001](30004/5): Loss -0.8474, Sem 0.0159, dir -0.9888, norm 0.1255, swav 0.0000 LR: 5.358e-02 Score 99.457 Data time: 0.0671, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9421 [2020-10-19 11:44:44,605][root][INFO] - ===> Epoch[6001](30005/5): Loss -0.8395, Sem 0.0167, dir -0.9879, norm 0.1317, swav 0.0000 LR: 5.358e-02 Score 99.445 Data time: 0.0877, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8911 [2020-10-19 11:44:47,032][root][INFO] - ===> Epoch[6002](30006/5): Loss -0.8260, Sem 0.0160, dir -0.9874, norm 0.1453, swav 0.0000 LR: 5.358e-02 Score 99.450 Data time: 0.0470, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.2976 [2020-10-19 11:44:49,715][root][INFO] - ===> Epoch[6002](30007/5): Loss -0.8414, Sem 0.0153, dir -0.9877, norm 0.1311, swav 0.0000 LR: 5.358e-02 Score 99.483 Data time: 0.0875, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.5599 [2020-10-19 11:44:52,025][root][INFO] - ===> Epoch[6002](30008/5): Loss -0.8369, Sem 0.0177, dir -0.9875, norm 0.1329, swav 0.0000 LR: 5.358e-02 Score 99.401 Data time: 0.0428, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.2051 [2020-10-19 11:44:54,290][root][INFO] - ===> Epoch[6002](30009/5): Loss -0.8268, Sem 0.0185, dir -0.9868, norm 0.1416, swav 0.0000 LR: 5.358e-02 Score 99.378 Data time: 0.0449, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.2313 [2020-10-19 11:44:56,628][root][INFO] - ===> Epoch[6002](30010/5): Loss -0.8216, Sem 0.0174, dir -0.9871, norm 0.1481, swav 0.0000 LR: 5.357e-02 Score 99.410 Data time: 0.0628, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.2615 [2020-10-19 11:44:58,509][root][INFO] - ===> Epoch[6003](30011/5): Loss -0.8298, Sem 0.0183, dir -0.9866, norm 0.1385, swav 0.0000 LR: 5.357e-02 Score 99.385 Data time: 0.0833, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.8135 [2020-10-19 11:45:00,804][root][INFO] - ===> Epoch[6003](30012/5): Loss -0.8442, Sem 0.0163, dir -0.9891, norm 0.1285, swav 0.0000 LR: 5.357e-02 Score 99.445 Data time: 0.1013, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1833 [2020-10-19 11:45:03,149][root][INFO] - ===> Epoch[6003](30013/5): Loss -0.8244, Sem 0.0183, dir -0.9866, norm 0.1439, swav 0.0000 LR: 5.357e-02 Score 99.388 Data time: 0.0538, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.2498 [2020-10-19 11:45:05,659][root][INFO] - ===> Epoch[6003](30014/5): Loss -0.8323, Sem 0.0165, dir -0.9874, norm 0.1386, swav 0.0000 LR: 5.357e-02 Score 99.447 Data time: 0.1214, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.4184 [2020-10-19 11:45:07,690][root][INFO] - ===> Epoch[6003](30015/5): Loss -0.8309, Sem 0.0187, dir -0.9871, norm 0.1375, swav 0.0000 LR: 5.357e-02 Score 99.369 Data time: 0.0667, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.9136 [2020-10-19 11:45:10,072][root][INFO] - ===> Epoch[6004](30016/5): Loss -0.8492, Sem 0.0154, dir -0.9886, norm 0.1240, swav 0.0000 LR: 5.356e-02 Score 99.488 Data time: 0.1038, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.3100 [2020-10-19 11:45:11,970][root][INFO] - ===> Epoch[6004](30017/5): Loss -0.8528, Sem 0.0169, dir -0.9883, norm 0.1187, swav 0.0000 LR: 5.356e-02 Score 99.422 Data time: 0.0838, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.7858 [2020-10-19 11:45:14,557][root][INFO] - ===> Epoch[6004](30018/5): Loss -0.8171, Sem 0.0234, dir -0.9861, norm 0.1456, swav 0.0000 LR: 5.356e-02 Score 99.325 Data time: 0.1060, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.5030 [2020-10-19 11:45:16,773][root][INFO] - ===> Epoch[6004](30019/5): Loss -0.8392, Sem 0.0186, dir -0.9875, norm 0.1297, swav 0.0000 LR: 5.356e-02 Score 99.369 Data time: 0.0570, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1112 [2020-10-19 11:45:18,496][root][INFO] - ===> Epoch[6004](30020/5): Loss -0.8376, Sem 0.0175, dir -0.9867, norm 0.1315, swav 0.0000 LR: 5.356e-02 Score 99.416 Data time: 0.0662, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.6780 [2020-10-19 11:45:20,331][root][INFO] - ===> Epoch[6005](30021/5): Loss -0.8476, Sem 0.0152, dir -0.9888, norm 0.1260, swav 0.0000 LR: 5.356e-02 Score 99.481 Data time: 0.0846, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 1.7370 [2020-10-19 11:45:22,792][root][INFO] - ===> Epoch[6005](30022/5): Loss -0.8443, Sem 0.0158, dir -0.9879, norm 0.1277, swav 0.0000 LR: 5.355e-02 Score 99.473 Data time: 0.1198, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.3431 [2020-10-19 11:45:24,888][root][INFO] - ===> Epoch[6005](30023/5): Loss -0.8354, Sem 0.0175, dir -0.9870, norm 0.1340, swav 0.0000 LR: 5.355e-02 Score 99.419 Data time: 0.0904, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0048 [2020-10-19 11:45:26,999][root][INFO] - ===> Epoch[6005](30024/5): Loss -0.8437, Sem 0.0164, dir -0.9885, norm 0.1284, swav 0.0000 LR: 5.355e-02 Score 99.442 Data time: 0.1022, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0062 [2020-10-19 11:45:28,825][root][INFO] - ===> Epoch[6005](30025/5): Loss -0.8506, Sem 0.0164, dir -0.9881, norm 0.1210, swav 0.0000 LR: 5.355e-02 Score 99.440 Data time: 0.0815, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.7408 [2020-10-19 11:45:30,845][root][INFO] - ===> Epoch[6006](30026/5): Loss -0.8379, Sem 0.0195, dir -0.9878, norm 0.1303, swav 0.0000 LR: 5.355e-02 Score 99.348 Data time: 0.0588, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9271 [2020-10-19 11:45:33,318][root][INFO] - ===> Epoch[6006](30027/5): Loss -0.8551, Sem 0.0176, dir -0.9886, norm 0.1159, swav 0.0000 LR: 5.355e-02 Score 99.409 Data time: 0.0826, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.3852 [2020-10-19 11:45:35,153][root][INFO] - ===> Epoch[6006](30028/5): Loss -0.8194, Sem 0.0190, dir -0.9871, norm 0.1487, swav 0.0000 LR: 5.354e-02 Score 99.380 Data time: 0.0710, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.7346 [2020-10-19 11:45:37,583][root][INFO] - ===> Epoch[6006](30029/5): Loss -0.8400, Sem 0.0180, dir -0.9882, norm 0.1302, swav 0.0000 LR: 5.354e-02 Score 99.396 Data time: 0.0678, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.3332 [2020-10-19 11:45:39,830][root][INFO] - ===> Epoch[6006](30030/5): Loss -0.8381, Sem 0.0172, dir -0.9859, norm 0.1306, swav 0.0000 LR: 5.354e-02 Score 99.429 Data time: 0.0858, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.1487 [2020-10-19 11:45:41,800][root][INFO] - ===> Epoch[6007](30031/5): Loss -0.8411, Sem 0.0164, dir -0.9873, norm 0.1298, swav 0.0000 LR: 5.354e-02 Score 99.460 Data time: 0.0887, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8636 [2020-10-19 11:45:43,908][root][INFO] - ===> Epoch[6007](30032/5): Loss -0.8404, Sem 0.0174, dir -0.9884, norm 0.1305, swav 0.0000 LR: 5.354e-02 Score 99.416 Data time: 0.0655, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9839 [2020-10-19 11:45:45,958][root][INFO] - ===> Epoch[6007](30033/5): Loss -0.8459, Sem 0.0155, dir -0.9880, norm 0.1266, swav 0.0000 LR: 5.354e-02 Score 99.475 Data time: 0.0607, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9505 [2020-10-19 11:45:48,397][root][INFO] - ===> Epoch[6007](30034/5): Loss -0.8280, Sem 0.0187, dir -0.9872, norm 0.1405, swav 0.0000 LR: 5.353e-02 Score 99.369 Data time: 0.0800, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.3528 [2020-10-19 11:45:50,725][root][INFO] - ===> Epoch[6007](30035/5): Loss -0.8384, Sem 0.0164, dir -0.9879, norm 0.1332, swav 0.0000 LR: 5.353e-02 Score 99.485 Data time: 0.0991, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.2069 [2020-10-19 11:45:52,864][root][INFO] - ===> Epoch[6008](30036/5): Loss -0.8384, Sem 0.0186, dir -0.9877, norm 0.1307, swav 0.0000 LR: 5.353e-02 Score 99.365 Data time: 0.0668, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.0010 [2020-10-19 11:45:54,796][root][INFO] - ===> Epoch[6008](30037/5): Loss -0.8312, Sem 0.0179, dir -0.9869, norm 0.1379, swav 0.0000 LR: 5.353e-02 Score 99.393 Data time: 0.0827, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8224 [2020-10-19 11:45:57,408][root][INFO] - ===> Epoch[6008](30038/5): Loss -0.8523, Sem 0.0166, dir -0.9886, norm 0.1198, swav 0.0000 LR: 5.353e-02 Score 99.446 Data time: 0.0753, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.4973 [2020-10-19 11:45:59,950][root][INFO] - ===> Epoch[6008](30039/5): Loss -0.8493, Sem 0.0174, dir -0.9877, norm 0.1210, swav 0.0000 LR: 5.353e-02 Score 99.408 Data time: 0.1126, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.4147 [2020-10-19 11:46:02,344][root][INFO] - ===> Epoch[6008](30040/5): Loss -0.8445, Sem 0.0180, dir -0.9885, norm 0.1260, swav 0.0000 LR: 5.353e-02 Score 99.377 Data time: 0.0855, Forward time: 0.7773, Backward time: 1.1693, DDP time: 0.0031, Total iter time: 2.2741 [2020-10-19 11:46:04,312][root][INFO] - ===> Epoch[6009](30041/5): Loss -0.8445, Sem 0.0183, dir -0.9872, norm 0.1243, swav 0.0000 LR: 5.352e-02 Score 99.392 Data time: 0.0742, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8479 [2020-10-19 11:46:06,887][root][INFO] - ===> Epoch[6009](30042/5): Loss -0.8331, Sem 0.0187, dir -0.9878, norm 0.1360, swav 0.0000 LR: 5.352e-02 Score 99.375 Data time: 0.1478, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.4644 [2020-10-19 11:46:08,946][root][INFO] - ===> Epoch[6009](30043/5): Loss -0.8315, Sem 0.0170, dir -0.9867, norm 0.1381, swav 0.0000 LR: 5.352e-02 Score 99.432 Data time: 0.1032, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9277 [2020-10-19 11:46:11,159][root][INFO] - ===> Epoch[6009](30044/5): Loss -0.8437, Sem 0.0152, dir -0.9887, norm 0.1297, swav 0.0000 LR: 5.352e-02 Score 99.492 Data time: 0.0914, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.1089 [2020-10-19 11:46:13,466][root][INFO] - ===> Epoch[6009](30045/5): Loss -0.8486, Sem 0.0172, dir -0.9885, norm 0.1228, swav 0.0000 LR: 5.352e-02 Score 99.420 Data time: 0.0686, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.2024 [2020-10-19 11:46:15,928][root][INFO] - ===> Epoch[6010](30046/5): Loss -0.8449, Sem 0.0207, dir -0.9879, norm 0.1222, swav 0.0000 LR: 5.352e-02 Score 99.332 Data time: 0.1087, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.3593 [2020-10-19 11:46:18,138][root][INFO] - ===> Epoch[6010](30047/5): Loss -0.8601, Sem 0.0155, dir -0.9886, norm 0.1131, swav 0.0000 LR: 5.351e-02 Score 99.472 Data time: 0.0991, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0962 [2020-10-19 11:46:20,463][root][INFO] - ===> Epoch[6010](30048/5): Loss -0.8402, Sem 0.0171, dir -0.9864, norm 0.1291, swav 0.0000 LR: 5.351e-02 Score 99.422 Data time: 0.1246, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.2284 [2020-10-19 11:46:23,047][root][INFO] - ===> Epoch[6010](30049/5): Loss -0.8533, Sem 0.0151, dir -0.9889, norm 0.1205, swav 0.0000 LR: 5.351e-02 Score 99.493 Data time: 0.1087, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.4554 [2020-10-19 11:46:25,126][root][INFO] - ===> Epoch[6010](30050/5): Loss -0.8426, Sem 0.0198, dir -0.9883, norm 0.1258, swav 0.0000 LR: 5.351e-02 Score 99.356 Data time: 0.0730, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9532 [2020-10-19 11:46:27,267][root][INFO] - ===> Epoch[6011](30051/5): Loss -0.8494, Sem 0.0163, dir -0.9883, norm 0.1226, swav 0.0000 LR: 5.351e-02 Score 99.448 Data time: 0.0947, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0354 [2020-10-19 11:46:29,398][root][INFO] - ===> Epoch[6011](30052/5): Loss -0.8488, Sem 0.0167, dir -0.9880, norm 0.1225, swav 0.0000 LR: 5.351e-02 Score 99.434 Data time: 0.0989, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0091 [2020-10-19 11:46:31,476][root][INFO] - ===> Epoch[6011](30053/5): Loss -0.8423, Sem 0.0189, dir -0.9879, norm 0.1267, swav 0.0000 LR: 5.350e-02 Score 99.370 Data time: 0.0531, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9768 [2020-10-19 11:46:33,430][root][INFO] - ===> Epoch[6011](30054/5): Loss -0.8414, Sem 0.0156, dir -0.9879, norm 0.1310, swav 0.0000 LR: 5.350e-02 Score 99.486 Data time: 0.0782, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8913 [2020-10-19 11:46:35,831][root][INFO] - ===> Epoch[6011](30055/5): Loss -0.8407, Sem 0.0184, dir -0.9866, norm 0.1275, swav 0.0000 LR: 5.350e-02 Score 99.379 Data time: 0.0805, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.3021 [2020-10-19 11:46:37,914][root][INFO] - ===> Epoch[6012](30056/5): Loss -0.8356, Sem 0.0187, dir -0.9882, norm 0.1340, swav 0.0000 LR: 5.350e-02 Score 99.373 Data time: 0.1325, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9654 [2020-10-19 11:46:40,308][root][INFO] - ===> Epoch[6012](30057/5): Loss -0.8381, Sem 0.0155, dir -0.9879, norm 0.1342, swav 0.0000 LR: 5.350e-02 Score 99.479 Data time: 0.0870, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.2732 [2020-10-19 11:46:42,484][root][INFO] - ===> Epoch[6012](30058/5): Loss -0.8568, Sem 0.0198, dir -0.9880, norm 0.1113, swav 0.0000 LR: 5.350e-02 Score 99.332 Data time: 0.0525, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0659 [2020-10-19 11:46:44,723][root][INFO] - ===> Epoch[6012](30059/5): Loss -0.8406, Sem 0.0173, dir -0.9888, norm 0.1309, swav 0.0000 LR: 5.349e-02 Score 99.436 Data time: 0.0698, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.1482 [2020-10-19 11:46:47,048][root][INFO] - ===> Epoch[6012](30060/5): Loss -0.8309, Sem 0.0184, dir -0.9869, norm 0.1376, swav 0.0000 LR: 5.349e-02 Score 99.388 Data time: 0.0795, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.2052 [2020-10-19 11:46:48,879][root][INFO] - ===> Epoch[6013](30061/5): Loss -0.8294, Sem 0.0207, dir -0.9868, norm 0.1368, swav 0.0000 LR: 5.349e-02 Score 99.313 Data time: 0.0772, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.7185 [2020-10-19 11:46:51,209][root][INFO] - ===> Epoch[6013](30062/5): Loss -0.8495, Sem 0.0165, dir -0.9874, norm 0.1214, swav 0.0000 LR: 5.349e-02 Score 99.454 Data time: 0.0571, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.2208 [2020-10-19 11:46:53,238][root][INFO] - ===> Epoch[6013](30063/5): Loss -0.8308, Sem 0.0193, dir -0.9864, norm 0.1362, swav 0.0000 LR: 5.349e-02 Score 99.362 Data time: 0.0849, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9236 [2020-10-19 11:46:55,292][root][INFO] - ===> Epoch[6013](30064/5): Loss -0.8519, Sem 0.0164, dir -0.9891, norm 0.1209, swav 0.0000 LR: 5.349e-02 Score 99.452 Data time: 0.0817, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9299 [2020-10-19 11:46:57,197][root][INFO] - ===> Epoch[6013](30065/5): Loss -0.8528, Sem 0.0161, dir -0.9891, norm 0.1203, swav 0.0000 LR: 5.348e-02 Score 99.457 Data time: 0.0597, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.7841 [2020-10-19 11:46:59,031][root][INFO] - ===> Epoch[6014](30066/5): Loss -0.8475, Sem 0.0178, dir -0.9882, norm 0.1228, swav 0.0000 LR: 5.348e-02 Score 99.411 Data time: 0.1237, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.7365 [2020-10-19 11:47:01,807][root][INFO] - ===> Epoch[6014](30067/5): Loss -0.8355, Sem 0.0173, dir -0.9875, norm 0.1348, swav 0.0000 LR: 5.348e-02 Score 99.425 Data time: 0.0796, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.6814 [2020-10-19 11:47:03,802][root][INFO] - ===> Epoch[6014](30068/5): Loss -0.8338, Sem 0.0200, dir -0.9862, norm 0.1323, swav 0.0000 LR: 5.348e-02 Score 99.345 Data time: 0.0645, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8670 [2020-10-19 11:47:06,285][root][INFO] - ===> Epoch[6014](30069/5): Loss -0.8360, Sem 0.0173, dir -0.9877, norm 0.1345, swav 0.0000 LR: 5.348e-02 Score 99.425 Data time: 0.0733, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.3775 [2020-10-19 11:47:08,368][root][INFO] - ===> Epoch[6014](30070/5): Loss -0.8422, Sem 0.0163, dir -0.9879, norm 0.1294, swav 0.0000 LR: 5.348e-02 Score 99.453 Data time: 0.0792, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9728 [2020-10-19 11:47:10,454][root][INFO] - ===> Epoch[6015](30071/5): Loss -0.8333, Sem 0.0180, dir -0.9867, norm 0.1354, swav 0.0000 LR: 5.348e-02 Score 99.395 Data time: 0.0831, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9841 [2020-10-19 11:47:12,255][root][INFO] - ===> Epoch[6015](30072/5): Loss -0.8292, Sem 0.0184, dir -0.9869, norm 0.1393, swav 0.0000 LR: 5.347e-02 Score 99.374 Data time: 0.0575, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.6843 [2020-10-19 11:47:14,455][root][INFO] - ===> Epoch[6015](30073/5): Loss -0.8367, Sem 0.0171, dir -0.9877, norm 0.1339, swav 0.0000 LR: 5.347e-02 Score 99.414 Data time: 0.0961, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.1052 [2020-10-19 11:47:17,089][root][INFO] - ===> Epoch[6015](30074/5): Loss -0.8325, Sem 0.0174, dir -0.9875, norm 0.1376, swav 0.0000 LR: 5.347e-02 Score 99.415 Data time: 0.1306, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.5005 [2020-10-19 11:47:19,196][root][INFO] - ===> Epoch[6015](30075/5): Loss -0.8473, Sem 0.0162, dir -0.9884, norm 0.1249, swav 0.0000 LR: 5.347e-02 Score 99.455 Data time: 0.0816, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0153 [2020-10-19 11:47:21,346][root][INFO] - ===> Epoch[6016](30076/5): Loss -0.8395, Sem 0.0169, dir -0.9865, norm 0.1301, swav 0.0000 LR: 5.347e-02 Score 99.431 Data time: 0.0668, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0702 [2020-10-19 11:47:23,432][root][INFO] - ===> Epoch[6016](30077/5): Loss -0.8332, Sem 0.0195, dir -0.9875, norm 0.1349, swav 0.0000 LR: 5.347e-02 Score 99.370 Data time: 0.0706, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9853 [2020-10-19 11:47:25,798][root][INFO] - ===> Epoch[6016](30078/5): Loss -0.8399, Sem 0.0164, dir -0.9883, norm 0.1320, swav 0.0000 LR: 5.346e-02 Score 99.443 Data time: 0.0710, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.2655 [2020-10-19 11:47:29,270][root][INFO] - ===> Epoch[6016](30079/5): Loss -0.8266, Sem 0.0205, dir -0.9856, norm 0.1385, swav 0.0000 LR: 5.346e-02 Score 99.316 Data time: 0.0793, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 3.3715 [2020-10-19 11:47:31,111][root][INFO] - ===> Epoch[6016](30080/5): Loss -0.8449, Sem 0.0167, dir -0.9883, norm 0.1268, swav 0.0000 LR: 5.346e-02 Score 99.442 Data time: 0.0817, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.7263 [2020-10-19 11:47:33,054][root][INFO] - ===> Epoch[6017](30081/5): Loss -0.8412, Sem 0.0174, dir -0.9875, norm 0.1290, swav 0.0000 LR: 5.346e-02 Score 99.424 Data time: 0.0825, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8388 [2020-10-19 11:47:34,862][root][INFO] - ===> Epoch[6017](30082/5): Loss -0.8443, Sem 0.0176, dir -0.9892, norm 0.1273, swav 0.0000 LR: 5.346e-02 Score 99.404 Data time: 0.0816, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.6963 [2020-10-19 11:47:36,778][root][INFO] - ===> Epoch[6017](30083/5): Loss -0.8545, Sem 0.0161, dir -0.9883, norm 0.1177, swav 0.0000 LR: 5.346e-02 Score 99.436 Data time: 0.0810, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8014 [2020-10-19 11:47:38,964][root][INFO] - ===> Epoch[6017](30084/5): Loss -0.8386, Sem 0.0161, dir -0.9878, norm 0.1331, swav 0.0000 LR: 5.345e-02 Score 99.455 Data time: 0.0800, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0900 [2020-10-19 11:47:41,370][root][INFO] - ===> Epoch[6017](30085/5): Loss -0.8366, Sem 0.0177, dir -0.9871, norm 0.1328, swav 0.0000 LR: 5.345e-02 Score 99.428 Data time: 0.0779, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.2946 [2020-10-19 11:47:43,062][root][INFO] - ===> Epoch[6018](30086/5): Loss -0.8383, Sem 0.0187, dir -0.9872, norm 0.1302, swav 0.0000 LR: 5.345e-02 Score 99.366 Data time: 0.0797, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.5753 [2020-10-19 11:47:44,736][root][INFO] - ===> Epoch[6018](30087/5): Loss -0.8468, Sem 0.0173, dir -0.9875, norm 0.1233, swav 0.0000 LR: 5.345e-02 Score 99.408 Data time: 0.0789, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.5711 [2020-10-19 11:47:46,771][root][INFO] - ===> Epoch[6018](30088/5): Loss -0.8514, Sem 0.0153, dir -0.9891, norm 0.1224, swav 0.0000 LR: 5.345e-02 Score 99.481 Data time: 0.0753, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.9406 [2020-10-19 11:47:49,217][root][INFO] - ===> Epoch[6018](30089/5): Loss -0.8384, Sem 0.0192, dir -0.9866, norm 0.1290, swav 0.0000 LR: 5.345e-02 Score 99.346 Data time: 0.0847, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.3342 [2020-10-19 11:47:52,340][root][INFO] - ===> Epoch[6018](30090/5): Loss -0.8234, Sem 0.0185, dir -0.9871, norm 0.1453, swav 0.0000 LR: 5.344e-02 Score 99.392 Data time: 0.0585, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 3.0340 [2020-10-19 11:47:54,742][root][INFO] - ===> Epoch[6019](30091/5): Loss -0.8444, Sem 0.0165, dir -0.9877, norm 0.1268, swav 0.0000 LR: 5.344e-02 Score 99.464 Data time: 0.1151, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.2946 [2020-10-19 11:47:56,615][root][INFO] - ===> Epoch[6019](30092/5): Loss -0.8460, Sem 0.0174, dir -0.9885, norm 0.1251, swav 0.0000 LR: 5.344e-02 Score 99.409 Data time: 0.1067, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.7356 [2020-10-19 11:47:58,577][root][INFO] - ===> Epoch[6019](30093/5): Loss -0.8449, Sem 0.0157, dir -0.9886, norm 0.1281, swav 0.0000 LR: 5.344e-02 Score 99.484 Data time: 0.0788, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 1.8673 [2020-10-19 11:48:00,794][root][INFO] - ===> Epoch[6019](30094/5): Loss -0.8170, Sem 0.0197, dir -0.9865, norm 0.1498, swav 0.0000 LR: 5.344e-02 Score 99.356 Data time: 0.0693, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.1242 [2020-10-19 11:48:03,094][root][INFO] - ===> Epoch[6019](30095/5): Loss -0.8375, Sem 0.0183, dir -0.9880, norm 0.1322, swav 0.0000 LR: 5.344e-02 Score 99.392 Data time: 0.0869, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.1928 [2020-10-19 11:48:05,204][root][INFO] - ===> Epoch[6020](30096/5): Loss -0.8409, Sem 0.0181, dir -0.9866, norm 0.1277, swav 0.0000 LR: 5.344e-02 Score 99.405 Data time: 0.1078, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0011 [2020-10-19 11:48:07,652][root][INFO] - ===> Epoch[6020](30097/5): Loss -0.8451, Sem 0.0165, dir -0.9884, norm 0.1268, swav 0.0000 LR: 5.343e-02 Score 99.441 Data time: 0.1808, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.3363 [2020-10-19 11:48:09,815][root][INFO] - ===> Epoch[6020](30098/5): Loss -0.8385, Sem 0.0149, dir -0.9889, norm 0.1355, swav 0.0000 LR: 5.343e-02 Score 99.492 Data time: 0.0928, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0031, Total iter time: 2.0328 [2020-10-19 11:48:12,106][root][INFO] - ===> Epoch[6020](30099/5): Loss -0.8365, Sem 0.0205, dir -0.9870, norm 0.1301, swav 0.0000 LR: 5.343e-02 Score 99.308 Data time: 0.0940, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1615 [2020-10-19 11:48:14,149][root][INFO] - ===> Epoch[6020](30100/5): Loss -0.8376, Sem 0.0179, dir -0.9881, norm 0.1326, swav 0.0000 LR: 5.343e-02 Score 99.410 Data time: 0.0751, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.9159 [2020-10-19 11:48:16,059][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 11:48:17,779][root][INFO] - ===> Epoch[6021](30101/5): Loss -0.8491, Sem 0.0166, dir -0.9890, norm 0.1233, swav 0.0000 LR: 5.343e-02 Score 99.445 Data time: 0.0705, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.5259 [2020-10-19 11:48:19,980][root][INFO] - ===> Epoch[6021](30102/5): Loss -0.8280, Sem 0.0182, dir -0.9864, norm 0.1402, swav 0.0000 LR: 5.343e-02 Score 99.396 Data time: 0.0877, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0987 [2020-10-19 11:48:22,224][root][INFO] - ===> Epoch[6021](30103/5): Loss -0.8327, Sem 0.0190, dir -0.9868, norm 0.1351, swav 0.0000 LR: 5.342e-02 Score 99.353 Data time: 0.0862, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1467 [2020-10-19 11:48:24,276][root][INFO] - ===> Epoch[6021](30104/5): Loss -0.8361, Sem 0.0188, dir -0.9873, norm 0.1324, swav 0.0000 LR: 5.342e-02 Score 99.387 Data time: 0.0878, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.9295 [2020-10-19 11:48:26,304][root][INFO] - ===> Epoch[6021](30105/5): Loss -0.8318, Sem 0.0205, dir -0.9854, norm 0.1331, swav 0.0000 LR: 5.342e-02 Score 99.294 Data time: 0.0664, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.9134 [2020-10-19 11:48:28,381][root][INFO] - ===> Epoch[6022](30106/5): Loss -0.8437, Sem 0.0149, dir -0.9875, norm 0.1289, swav 0.0000 LR: 5.342e-02 Score 99.510 Data time: 0.0960, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.9751 [2020-10-19 11:48:30,664][root][INFO] - ===> Epoch[6022](30107/5): Loss -0.8429, Sem 0.0171, dir -0.9892, norm 0.1292, swav 0.0000 LR: 5.342e-02 Score 99.423 Data time: 0.1597, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1755 [2020-10-19 11:48:32,855][root][INFO] - ===> Epoch[6022](30108/5): Loss -0.8307, Sem 0.0180, dir -0.9879, norm 0.1393, swav 0.0000 LR: 5.342e-02 Score 99.409 Data time: 0.0869, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0777 [2020-10-19 11:48:35,019][root][INFO] - ===> Epoch[6022](30109/5): Loss -0.8321, Sem 0.0181, dir -0.9872, norm 0.1370, swav 0.0000 LR: 5.341e-02 Score 99.417 Data time: 0.0735, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0562 [2020-10-19 11:48:37,121][root][INFO] - ===> Epoch[6022](30110/5): Loss -0.8268, Sem 0.0167, dir -0.9875, norm 0.1440, swav 0.0000 LR: 5.341e-02 Score 99.438 Data time: 0.2798, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0043 [2020-10-19 11:48:39,353][root][INFO] - ===> Epoch[6023](30111/5): Loss -0.8306, Sem 0.0208, dir -0.9875, norm 0.1361, swav 0.0000 LR: 5.341e-02 Score 99.309 Data time: 0.1337, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1285 [2020-10-19 11:48:42,166][root][INFO] - ===> Epoch[6023](30112/5): Loss -0.8406, Sem 0.0162, dir -0.9874, norm 0.1305, swav 0.0000 LR: 5.341e-02 Score 99.473 Data time: 0.0989, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.6912 [2020-10-19 11:48:44,138][root][INFO] - ===> Epoch[6023](30113/5): Loss -0.8388, Sem 0.0165, dir -0.9882, norm 0.1329, swav 0.0000 LR: 5.341e-02 Score 99.437 Data time: 0.0816, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.8608 [2020-10-19 11:48:46,077][root][INFO] - ===> Epoch[6023](30114/5): Loss -0.8417, Sem 0.0163, dir -0.9881, norm 0.1301, swav 0.0000 LR: 5.341e-02 Score 99.445 Data time: 0.0777, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.8420 [2020-10-19 11:48:48,901][root][INFO] - ===> Epoch[6023](30115/5): Loss -0.8401, Sem 0.0185, dir -0.9881, norm 0.1295, swav 0.0000 LR: 5.340e-02 Score 99.384 Data time: 0.0685, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.6875 [2020-10-19 11:48:51,239][root][INFO] - ===> Epoch[6024](30116/5): Loss -0.8257, Sem 0.0182, dir -0.9873, norm 0.1435, swav 0.0000 LR: 5.340e-02 Score 99.407 Data time: 0.1017, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.2378 [2020-10-19 11:48:53,514][root][INFO] - ===> Epoch[6024](30117/5): Loss -0.8462, Sem 0.0183, dir -0.9877, norm 0.1233, swav 0.0000 LR: 5.340e-02 Score 99.377 Data time: 0.0574, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1511 [2020-10-19 11:48:55,789][root][INFO] - ===> Epoch[6024](30118/5): Loss -0.8373, Sem 0.0164, dir -0.9873, norm 0.1336, swav 0.0000 LR: 5.340e-02 Score 99.445 Data time: 0.0694, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1793 [2020-10-19 11:48:58,039][root][INFO] - ===> Epoch[6024](30119/5): Loss -0.8281, Sem 0.0197, dir -0.9877, norm 0.1399, swav 0.0000 LR: 5.340e-02 Score 99.359 Data time: 0.0829, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1572 [2020-10-19 11:48:59,994][root][INFO] - ===> Epoch[6024](30120/5): Loss -0.8344, Sem 0.0172, dir -0.9886, norm 0.1370, swav 0.0000 LR: 5.340e-02 Score 99.437 Data time: 0.0814, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.8420 [2020-10-19 11:49:02,192][root][INFO] - ===> Epoch[6025](30121/5): Loss -0.8379, Sem 0.0173, dir -0.9878, norm 0.1327, swav 0.0000 LR: 5.339e-02 Score 99.419 Data time: 0.1866, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0788 [2020-10-19 11:49:04,146][root][INFO] - ===> Epoch[6025](30122/5): Loss -0.8454, Sem 0.0171, dir -0.9880, norm 0.1254, swav 0.0000 LR: 5.339e-02 Score 99.427 Data time: 0.0849, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.8598 [2020-10-19 11:49:06,125][root][INFO] - ===> Epoch[6025](30123/5): Loss -0.8377, Sem 0.0166, dir -0.9882, norm 0.1339, swav 0.0000 LR: 5.339e-02 Score 99.441 Data time: 0.2141, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.8504 [2020-10-19 11:49:08,822][root][INFO] - ===> Epoch[6025](30124/5): Loss -0.8349, Sem 0.0177, dir -0.9871, norm 0.1344, swav 0.0000 LR: 5.339e-02 Score 99.421 Data time: 0.1511, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.5880 [2020-10-19 11:49:10,690][root][INFO] - ===> Epoch[6025](30125/5): Loss -0.8505, Sem 0.0169, dir -0.9883, norm 0.1209, swav 0.0000 LR: 5.339e-02 Score 99.426 Data time: 0.0723, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.7517 [2020-10-19 11:49:12,811][root][INFO] - ===> Epoch[6026](30126/5): Loss -0.8337, Sem 0.0189, dir -0.9858, norm 0.1333, swav 0.0000 LR: 5.339e-02 Score 99.371 Data time: 0.0835, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0228 [2020-10-19 11:49:15,440][root][INFO] - ===> Epoch[6026](30127/5): Loss -0.8282, Sem 0.0192, dir -0.9865, norm 0.1390, swav 0.0000 LR: 5.339e-02 Score 99.361 Data time: 0.0904, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.5315 [2020-10-19 11:49:17,708][root][INFO] - ===> Epoch[6026](30128/5): Loss -0.8354, Sem 0.0168, dir -0.9879, norm 0.1357, swav 0.0000 LR: 5.338e-02 Score 99.441 Data time: 0.1017, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1694 [2020-10-19 11:49:19,780][root][INFO] - ===> Epoch[6026](30129/5): Loss -0.8553, Sem 0.0142, dir -0.9893, norm 0.1198, swav 0.0000 LR: 5.338e-02 Score 99.516 Data time: 0.0768, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.9639 [2020-10-19 11:49:21,982][root][INFO] - ===> Epoch[6026](30130/5): Loss -0.8379, Sem 0.0167, dir -0.9876, norm 0.1330, swav 0.0000 LR: 5.338e-02 Score 99.422 Data time: 0.0615, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1273 [2020-10-19 11:49:23,920][root][INFO] - ===> Epoch[6027](30131/5): Loss -0.8298, Sem 0.0203, dir -0.9861, norm 0.1361, swav 0.0000 LR: 5.338e-02 Score 99.315 Data time: 0.2709, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.8506 [2020-10-19 11:49:26,077][root][INFO] - ===> Epoch[6027](30132/5): Loss -0.8301, Sem 0.0169, dir -0.9875, norm 0.1405, swav 0.0000 LR: 5.338e-02 Score 99.434 Data time: 0.0882, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0727 [2020-10-19 11:49:28,328][root][INFO] - ===> Epoch[6027](30133/5): Loss -0.8545, Sem 0.0150, dir -0.9892, norm 0.1197, swav 0.0000 LR: 5.338e-02 Score 99.498 Data time: 0.0834, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1424 [2020-10-19 11:49:30,793][root][INFO] - ===> Epoch[6027](30134/5): Loss -0.8341, Sem 0.0165, dir -0.9872, norm 0.1366, swav 0.0000 LR: 5.337e-02 Score 99.433 Data time: 0.0797, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.3767 [2020-10-19 11:49:33,528][root][INFO] - ===> Epoch[6027](30135/5): Loss -0.8455, Sem 0.0160, dir -0.9889, norm 0.1274, swav 0.0000 LR: 5.337e-02 Score 99.448 Data time: 0.0775, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.6364 [2020-10-19 11:49:35,774][root][INFO] - ===> Epoch[6028](30136/5): Loss -0.8581, Sem 0.0160, dir -0.9886, norm 0.1145, swav 0.0000 LR: 5.337e-02 Score 99.452 Data time: 0.0939, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1235 [2020-10-19 11:49:37,982][root][INFO] - ===> Epoch[6028](30137/5): Loss -0.8328, Sem 0.0177, dir -0.9858, norm 0.1352, swav 0.0000 LR: 5.337e-02 Score 99.413 Data time: 0.0969, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1275 [2020-10-19 11:49:40,187][root][INFO] - ===> Epoch[6028](30138/5): Loss -0.8438, Sem 0.0173, dir -0.9880, norm 0.1269, swav 0.0000 LR: 5.337e-02 Score 99.415 Data time: 0.0778, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0814 [2020-10-19 11:49:42,477][root][INFO] - ===> Epoch[6028](30139/5): Loss -0.8438, Sem 0.0161, dir -0.9878, norm 0.1280, swav 0.0000 LR: 5.337e-02 Score 99.455 Data time: 0.0645, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1949 [2020-10-19 11:49:44,768][root][INFO] - ===> Epoch[6028](30140/5): Loss -0.8409, Sem 0.0163, dir -0.9878, norm 0.1306, swav 0.0000 LR: 5.336e-02 Score 99.443 Data time: 0.0711, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1954 [2020-10-19 11:49:47,173][root][INFO] - ===> Epoch[6029](30141/5): Loss -0.8431, Sem 0.0147, dir -0.9886, norm 0.1308, swav 0.0000 LR: 5.336e-02 Score 99.511 Data time: 0.0737, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.2876 [2020-10-19 11:49:49,267][root][INFO] - ===> Epoch[6029](30142/5): Loss -0.8340, Sem 0.0192, dir -0.9872, norm 0.1340, swav 0.0000 LR: 5.336e-02 Score 99.346 Data time: 0.0758, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0068 [2020-10-19 11:49:51,400][root][INFO] - ===> Epoch[6029](30143/5): Loss -0.8422, Sem 0.0145, dir -0.9881, norm 0.1314, swav 0.0000 LR: 5.336e-02 Score 99.504 Data time: 0.0731, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0228 [2020-10-19 11:49:53,314][root][INFO] - ===> Epoch[6029](30144/5): Loss -0.8362, Sem 0.0168, dir -0.9871, norm 0.1341, swav 0.0000 LR: 5.336e-02 Score 99.437 Data time: 0.0698, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.8233 [2020-10-19 11:49:55,417][root][INFO] - ===> Epoch[6029](30145/5): Loss -0.8363, Sem 0.0172, dir -0.9878, norm 0.1343, swav 0.0000 LR: 5.336e-02 Score 99.417 Data time: 0.1006, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0105 [2020-10-19 11:49:57,793][root][INFO] - ===> Epoch[6030](30146/5): Loss -0.8332, Sem 0.0181, dir -0.9861, norm 0.1348, swav 0.0000 LR: 5.335e-02 Score 99.388 Data time: 0.0918, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.2610 [2020-10-19 11:50:00,233][root][INFO] - ===> Epoch[6030](30147/5): Loss -0.8373, Sem 0.0183, dir -0.9875, norm 0.1319, swav 0.0000 LR: 5.335e-02 Score 99.374 Data time: 0.0720, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.3124 [2020-10-19 11:50:02,232][root][INFO] - ===> Epoch[6030](30148/5): Loss -0.8316, Sem 0.0194, dir -0.9860, norm 0.1350, swav 0.0000 LR: 5.335e-02 Score 99.363 Data time: 0.0832, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.9115 [2020-10-19 11:50:04,456][root][INFO] - ===> Epoch[6030](30149/5): Loss -0.8330, Sem 0.0170, dir -0.9881, norm 0.1381, swav 0.0000 LR: 5.335e-02 Score 99.426 Data time: 0.0808, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1241 [2020-10-19 11:50:06,615][root][INFO] - ===> Epoch[6030](30150/5): Loss -0.8468, Sem 0.0162, dir -0.9883, norm 0.1252, swav 0.0000 LR: 5.335e-02 Score 99.447 Data time: 0.0957, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0486 [2020-10-19 11:50:08,893][root][INFO] - ===> Epoch[6031](30151/5): Loss -0.8338, Sem 0.0177, dir -0.9869, norm 0.1354, swav 0.0000 LR: 5.335e-02 Score 99.423 Data time: 0.1242, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1678 [2020-10-19 11:50:11,335][root][INFO] - ===> Epoch[6031](30152/5): Loss -0.8339, Sem 0.0158, dir -0.9880, norm 0.1384, swav 0.0000 LR: 5.335e-02 Score 99.469 Data time: 0.1050, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.3621 [2020-10-19 11:50:13,500][root][INFO] - ===> Epoch[6031](30153/5): Loss -0.8404, Sem 0.0167, dir -0.9874, norm 0.1304, swav 0.0000 LR: 5.334e-02 Score 99.439 Data time: 0.1036, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0453 [2020-10-19 11:50:15,837][root][INFO] - ===> Epoch[6031](30154/5): Loss -0.8320, Sem 0.0184, dir -0.9879, norm 0.1375, swav 0.0000 LR: 5.334e-02 Score 99.390 Data time: 0.1024, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.2512 [2020-10-19 11:50:18,376][root][INFO] - ===> Epoch[6031](30155/5): Loss -0.8261, Sem 0.0163, dir -0.9883, norm 0.1460, swav 0.0000 LR: 5.334e-02 Score 99.449 Data time: 0.0724, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.4412 [2020-10-19 11:50:20,289][root][INFO] - ===> Epoch[6032](30156/5): Loss -0.8425, Sem 0.0184, dir -0.9870, norm 0.1261, swav 0.0000 LR: 5.334e-02 Score 99.378 Data time: 0.0556, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.8232 [2020-10-19 11:50:22,003][root][INFO] - ===> Epoch[6032](30157/5): Loss -0.8308, Sem 0.0176, dir -0.9873, norm 0.1390, swav 0.0000 LR: 5.334e-02 Score 99.407 Data time: 0.0704, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.6366 [2020-10-19 11:50:24,120][root][INFO] - ===> Epoch[6032](30158/5): Loss -0.8471, Sem 0.0169, dir -0.9881, norm 0.1241, swav 0.0000 LR: 5.334e-02 Score 99.433 Data time: 0.0701, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0169 [2020-10-19 11:50:26,366][root][INFO] - ===> Epoch[6032](30159/5): Loss -0.8383, Sem 0.0161, dir -0.9886, norm 0.1342, swav 0.0000 LR: 5.333e-02 Score 99.452 Data time: 0.0782, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1472 [2020-10-19 11:50:28,371][root][INFO] - ===> Epoch[6032](30160/5): Loss -0.8332, Sem 0.0185, dir -0.9861, norm 0.1344, swav 0.0000 LR: 5.333e-02 Score 99.383 Data time: 0.0589, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.8854 [2020-10-19 11:50:30,848][root][INFO] - ===> Epoch[6033](30161/5): Loss -0.8305, Sem 0.0172, dir -0.9875, norm 0.1399, swav 0.0000 LR: 5.333e-02 Score 99.429 Data time: 0.0536, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.3892 [2020-10-19 11:50:33,139][root][INFO] - ===> Epoch[6033](30162/5): Loss -0.8420, Sem 0.0175, dir -0.9869, norm 0.1275, swav 0.0000 LR: 5.333e-02 Score 99.415 Data time: 0.0567, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.2399 [2020-10-19 11:50:35,416][root][INFO] - ===> Epoch[6033](30163/5): Loss -0.8412, Sem 0.0153, dir -0.9879, norm 0.1314, swav 0.0000 LR: 5.333e-02 Score 99.493 Data time: 0.1043, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1669 [2020-10-19 11:50:37,628][root][INFO] - ===> Epoch[6033](30164/5): Loss -0.8322, Sem 0.0174, dir -0.9885, norm 0.1389, swav 0.0000 LR: 5.333e-02 Score 99.418 Data time: 0.0799, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0892 [2020-10-19 11:50:39,548][root][INFO] - ===> Epoch[6033](30165/5): Loss -0.8588, Sem 0.0174, dir -0.9888, norm 0.1126, swav 0.0000 LR: 5.332e-02 Score 99.414 Data time: 0.0599, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.8243 [2020-10-19 11:50:41,668][root][INFO] - ===> Epoch[6034](30166/5): Loss -0.8272, Sem 0.0143, dir -0.9872, norm 0.1457, swav 0.0000 LR: 5.332e-02 Score 99.523 Data time: 0.0775, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0424 [2020-10-19 11:50:43,908][root][INFO] - ===> Epoch[6034](30167/5): Loss -0.8300, Sem 0.0155, dir -0.9881, norm 0.1425, swav 0.0000 LR: 5.332e-02 Score 99.496 Data time: 0.0731, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1202 [2020-10-19 11:50:46,536][root][INFO] - ===> Epoch[6034](30168/5): Loss -0.8388, Sem 0.0163, dir -0.9886, norm 0.1335, swav 0.0000 LR: 5.332e-02 Score 99.457 Data time: 0.1164, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.5178 [2020-10-19 11:50:48,193][root][INFO] - ===> Epoch[6034](30169/5): Loss -0.8333, Sem 0.0200, dir -0.9868, norm 0.1336, swav 0.0000 LR: 5.332e-02 Score 99.344 Data time: 0.0739, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.5422 [2020-10-19 11:50:50,334][root][INFO] - ===> Epoch[6034](30170/5): Loss -0.8422, Sem 0.0153, dir -0.9897, norm 0.1323, swav 0.0000 LR: 5.332e-02 Score 99.496 Data time: 0.0596, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0564 [2020-10-19 11:50:52,281][root][INFO] - ===> Epoch[6035](30171/5): Loss -0.8319, Sem 0.0201, dir -0.9873, norm 0.1353, swav 0.0000 LR: 5.331e-02 Score 99.327 Data time: 0.0623, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.8772 [2020-10-19 11:50:54,241][root][INFO] - ===> Epoch[6035](30172/5): Loss -0.8320, Sem 0.0178, dir -0.9868, norm 0.1370, swav 0.0000 LR: 5.331e-02 Score 99.403 Data time: 0.0744, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.8664 [2020-10-19 11:50:56,353][root][INFO] - ===> Epoch[6035](30173/5): Loss -0.8382, Sem 0.0173, dir -0.9874, norm 0.1319, swav 0.0000 LR: 5.331e-02 Score 99.426 Data time: 0.0821, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0158 [2020-10-19 11:50:58,413][root][INFO] - ===> Epoch[6035](30174/5): Loss -0.8235, Sem 0.0169, dir -0.9878, norm 0.1474, swav 0.0000 LR: 5.331e-02 Score 99.428 Data time: 0.0780, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.9500 [2020-10-19 11:51:01,025][root][INFO] - ===> Epoch[6035](30175/5): Loss -0.8401, Sem 0.0152, dir -0.9880, norm 0.1327, swav 0.0000 LR: 5.331e-02 Score 99.496 Data time: 0.0915, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.5002 [2020-10-19 11:51:03,177][root][INFO] - ===> Epoch[6036](30176/5): Loss -0.8376, Sem 0.0172, dir -0.9883, norm 0.1335, swav 0.0000 LR: 5.331e-02 Score 99.413 Data time: 0.0993, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0225 [2020-10-19 11:51:05,039][root][INFO] - ===> Epoch[6036](30177/5): Loss -0.8446, Sem 0.0158, dir -0.9875, norm 0.1270, swav 0.0000 LR: 5.330e-02 Score 99.464 Data time: 0.0803, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.7235 [2020-10-19 11:51:06,968][root][INFO] - ===> Epoch[6036](30178/5): Loss -0.8489, Sem 0.0170, dir -0.9882, norm 0.1223, swav 0.0000 LR: 5.330e-02 Score 99.416 Data time: 0.0943, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0031, Total iter time: 1.8285 [2020-10-19 11:51:08,952][root][INFO] - ===> Epoch[6036](30179/5): Loss -0.8324, Sem 0.0179, dir -0.9871, norm 0.1368, swav 0.0000 LR: 5.330e-02 Score 99.399 Data time: 0.0610, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0031, Total iter time: 1.8900 [2020-10-19 11:51:11,300][root][INFO] - ===> Epoch[6036](30180/5): Loss -0.8428, Sem 0.0160, dir -0.9887, norm 0.1298, swav 0.0000 LR: 5.330e-02 Score 99.472 Data time: 0.1143, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0031, Total iter time: 2.2538 [2020-10-19 11:51:13,455][root][INFO] - ===> Epoch[6037](30181/5): Loss -0.8347, Sem 0.0148, dir -0.9883, norm 0.1388, swav 0.0000 LR: 5.330e-02 Score 99.504 Data time: 0.0923, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0031, Total iter time: 2.0501 [2020-10-19 11:51:15,342][root][INFO] - ===> Epoch[6037](30182/5): Loss -0.8519, Sem 0.0186, dir -0.9877, norm 0.1172, swav 0.0000 LR: 5.330e-02 Score 99.361 Data time: 0.0709, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0031, Total iter time: 1.7649 [2020-10-19 11:51:17,786][root][INFO] - ===> Epoch[6037](30183/5): Loss -0.8337, Sem 0.0170, dir -0.9883, norm 0.1376, swav 0.0000 LR: 5.330e-02 Score 99.414 Data time: 0.0804, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0031, Total iter time: 2.3423 [2020-10-19 11:51:19,767][root][INFO] - ===> Epoch[6037](30184/5): Loss -0.8398, Sem 0.0172, dir -0.9885, norm 0.1316, swav 0.0000 LR: 5.329e-02 Score 99.420 Data time: 0.0767, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0031, Total iter time: 1.8655 [2020-10-19 11:51:23,435][root][INFO] - ===> Epoch[6037](30185/5): Loss -0.8368, Sem 0.0181, dir -0.9868, norm 0.1319, swav 0.0000 LR: 5.329e-02 Score 99.405 Data time: 0.0799, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 3.5556 [2020-10-19 11:51:25,405][root][INFO] - ===> Epoch[6038](30186/5): Loss -0.8453, Sem 0.0163, dir -0.9888, norm 0.1272, swav 0.0000 LR: 5.329e-02 Score 99.444 Data time: 0.0748, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.8507 [2020-10-19 11:51:27,663][root][INFO] - ===> Epoch[6038](30187/5): Loss -0.8344, Sem 0.0175, dir -0.9863, norm 0.1343, swav 0.0000 LR: 5.329e-02 Score 99.418 Data time: 0.0986, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1589 [2020-10-19 11:51:30,518][root][INFO] - ===> Epoch[6038](30188/5): Loss -0.8404, Sem 0.0172, dir -0.9876, norm 0.1301, swav 0.0000 LR: 5.329e-02 Score 99.430 Data time: 0.0837, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.7362 [2020-10-19 11:51:32,744][root][INFO] - ===> Epoch[6038](30189/5): Loss -0.8452, Sem 0.0177, dir -0.9884, norm 0.1256, swav 0.0000 LR: 5.329e-02 Score 99.427 Data time: 0.0625, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1051 [2020-10-19 11:51:34,762][root][INFO] - ===> Epoch[6038](30190/5): Loss -0.8356, Sem 0.0199, dir -0.9869, norm 0.1314, swav 0.0000 LR: 5.328e-02 Score 99.331 Data time: 0.0555, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.9175 [2020-10-19 11:51:36,911][root][INFO] - ===> Epoch[6039](30191/5): Loss -0.8529, Sem 0.0158, dir -0.9889, norm 0.1201, swav 0.0000 LR: 5.328e-02 Score 99.457 Data time: 0.3015, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0578 [2020-10-19 11:51:39,050][root][INFO] - ===> Epoch[6039](30192/5): Loss -0.8310, Sem 0.0181, dir -0.9874, norm 0.1384, swav 0.0000 LR: 5.328e-02 Score 99.393 Data time: 0.0881, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0308 [2020-10-19 11:51:41,181][root][INFO] - ===> Epoch[6039](30193/5): Loss -0.8448, Sem 0.0159, dir -0.9882, norm 0.1275, swav 0.0000 LR: 5.328e-02 Score 99.459 Data time: 0.0924, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0120 [2020-10-19 11:51:43,234][root][INFO] - ===> Epoch[6039](30194/5): Loss -0.8521, Sem 0.0165, dir -0.9881, norm 0.1195, swav 0.0000 LR: 5.328e-02 Score 99.441 Data time: 0.1010, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.9558 [2020-10-19 11:51:45,590][root][INFO] - ===> Epoch[6039](30195/5): Loss -0.8361, Sem 0.0174, dir -0.9872, norm 0.1337, swav 0.0000 LR: 5.328e-02 Score 99.451 Data time: 0.0974, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.2780 [2020-10-19 11:51:48,022][root][INFO] - ===> Epoch[6040](30196/5): Loss -0.8401, Sem 0.0171, dir -0.9871, norm 0.1298, swav 0.0000 LR: 5.327e-02 Score 99.419 Data time: 0.0508, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.3216 [2020-10-19 11:51:50,297][root][INFO] - ===> Epoch[6040](30197/5): Loss -0.8565, Sem 0.0170, dir -0.9882, norm 0.1147, swav 0.0000 LR: 5.327e-02 Score 99.429 Data time: 0.0996, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1965 [2020-10-19 11:51:52,490][root][INFO] - ===> Epoch[6040](30198/5): Loss -0.8525, Sem 0.0137, dir -0.9902, norm 0.1240, swav 0.0000 LR: 5.327e-02 Score 99.536 Data time: 0.0943, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1054 [2020-10-19 11:51:54,878][root][INFO] - ===> Epoch[6040](30199/5): Loss -0.8343, Sem 0.0172, dir -0.9870, norm 0.1355, swav 0.0000 LR: 5.327e-02 Score 99.417 Data time: 0.0963, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.2716 [2020-10-19 11:51:57,667][root][INFO] - ===> Epoch[6040](30200/5): Loss -0.8303, Sem 0.0170, dir -0.9876, norm 0.1403, swav 0.0000 LR: 5.327e-02 Score 99.444 Data time: 0.0904, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.6627 [2020-10-19 11:51:59,287][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 11:51:59,450][root][INFO] - ===> Start testing [2020-10-19 11:52:39,026][root][INFO] - 68/68: Data time: 0.0024, Iter time: 0.1434 Loss 0.045 (AVG: 0.548) Score 98.894 (AVG: 90.709) mIOU 70.337 mAP 84.202 mAcc 77.225 IOU: 62.278 0.380 79.611 74.398 95.099 91.628 35.996 78.696 98.365 71.381 81.510 86.232 58.806 mAP: 81.149 11.821 95.554 86.836 98.910 98.439 56.962 96.481 99.785 90.291 92.928 94.187 91.282 mAcc: 78.631 3.373 88.484 82.483 96.403 97.273 39.986 93.321 99.144 76.529 90.284 96.018 61.990 [2020-10-19 11:52:39,036][root][INFO] - Finished test. Elapsed time: 39.5750 [2020-10-19 11:52:41,964][root][INFO] - [2020-10-19 11:52:41,964][root][INFO] - ################################################################ [2020-10-19 11:52:41,964][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 11:52:41,964][root][INFO] - ################################################################ [2020-10-19 11:52:41,964][root][INFO] - clutter : nan nan nan [2020-10-19 11:52:41,965][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 11:52:41,965][root][INFO] - board : 0.787 0.846 0.917 [2020-10-19 11:52:41,965][root][INFO] - bookcase : 0.254 0.356 0.542 [2020-10-19 11:52:41,965][root][INFO] - ceiling : 0.500 0.550 0.618 [2020-10-19 11:52:41,965][root][INFO] - chair : 0.823 0.928 0.937 [2020-10-19 11:52:41,965][root][INFO] - column : 0.209 0.325 0.424 [2020-10-19 11:52:41,965][root][INFO] - door : 0.775 0.912 0.949 [2020-10-19 11:52:41,965][root][INFO] - floor : 0.909 0.933 0.933 [2020-10-19 11:52:41,965][root][INFO] - sofa : 0.436 0.636 0.727 [2020-10-19 11:52:41,965][root][INFO] - table : 0.147 0.336 0.666 [2020-10-19 11:52:41,965][root][INFO] - wall : 0.538 0.716 0.795 [2020-10-19 11:52:41,965][root][INFO] - window : 0.538 0.769 0.769 [2020-10-19 11:52:41,965][root][INFO] - ---------------------------------------------------------------- [2020-10-19 11:52:41,965][root][INFO] - average : 0.493 0.609 0.690 [2020-10-19 11:52:41,965][root][INFO] - [2020-10-19 11:52:42,113][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 11:52:42,114][root][INFO] - Current best mIoU: 71.243 at iter 28000 [2020-10-19 11:52:43,732][root][INFO] - ===> Epoch[6041](30201/5): Loss -0.8460, Sem 0.0148, dir -0.9887, norm 0.1280, swav 0.0000 LR: 5.327e-02 Score 99.508 Data time: 0.0608, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.6114 [2020-10-19 11:52:46,414][root][INFO] - ===> Epoch[6041](30202/5): Loss -0.8488, Sem 0.0175, dir -0.9880, norm 0.1217, swav 0.0000 LR: 5.326e-02 Score 99.415 Data time: 0.0675, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.5720 [2020-10-19 11:52:48,477][root][INFO] - ===> Epoch[6041](30203/5): Loss -0.8467, Sem 0.0166, dir -0.9887, norm 0.1253, swav 0.0000 LR: 5.326e-02 Score 99.446 Data time: 0.0748, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.9566 [2020-10-19 11:52:50,370][root][INFO] - ===> Epoch[6041](30204/5): Loss -0.8423, Sem 0.0167, dir -0.9882, norm 0.1292, swav 0.0000 LR: 5.326e-02 Score 99.438 Data time: 0.0538, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.7930 [2020-10-19 11:52:53,116][root][INFO] - ===> Epoch[6041](30205/5): Loss -0.8457, Sem 0.0164, dir -0.9889, norm 0.1268, swav 0.0000 LR: 5.326e-02 Score 99.453 Data time: 0.0941, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.6434 [2020-10-19 11:52:55,452][root][INFO] - ===> Epoch[6042](30206/5): Loss -0.8471, Sem 0.0193, dir -0.9873, norm 0.1210, swav 0.0000 LR: 5.326e-02 Score 99.359 Data time: 0.0610, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.2171 [2020-10-19 11:52:57,655][root][INFO] - ===> Epoch[6042](30207/5): Loss -0.8348, Sem 0.0202, dir -0.9863, norm 0.1312, swav 0.0000 LR: 5.326e-02 Score 99.312 Data time: 0.0610, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1211 [2020-10-19 11:53:00,126][root][INFO] - ===> Epoch[6042](30208/5): Loss -0.8452, Sem 0.0161, dir -0.9886, norm 0.1274, swav 0.0000 LR: 5.325e-02 Score 99.456 Data time: 0.1012, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.4002 [2020-10-19 11:53:02,483][root][INFO] - ===> Epoch[6042](30209/5): Loss -0.8418, Sem 0.0171, dir -0.9873, norm 0.1283, swav 0.0000 LR: 5.325e-02 Score 99.425 Data time: 0.0948, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.2401 [2020-10-19 11:53:04,609][root][INFO] - ===> Epoch[6042](30210/5): Loss -0.8474, Sem 0.0167, dir -0.9889, norm 0.1248, swav 0.0000 LR: 5.325e-02 Score 99.432 Data time: 0.0725, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0095 [2020-10-19 11:53:07,097][root][INFO] - ===> Epoch[6043](30211/5): Loss -0.8440, Sem 0.0156, dir -0.9886, norm 0.1289, swav 0.0000 LR: 5.325e-02 Score 99.471 Data time: 0.0832, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.3850 [2020-10-19 11:53:09,067][root][INFO] - ===> Epoch[6043](30212/5): Loss -0.8505, Sem 0.0166, dir -0.9887, norm 0.1216, swav 0.0000 LR: 5.325e-02 Score 99.435 Data time: 0.0941, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.8461 [2020-10-19 11:53:11,392][root][INFO] - ===> Epoch[6043](30213/5): Loss -0.8372, Sem 0.0170, dir -0.9879, norm 0.1337, swav 0.0000 LR: 5.325e-02 Score 99.423 Data time: 0.1075, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.2140 [2020-10-19 11:53:13,296][root][INFO] - ===> Epoch[6043](30214/5): Loss -0.8423, Sem 0.0190, dir -0.9862, norm 0.1249, swav 0.0000 LR: 5.325e-02 Score 99.363 Data time: 0.0648, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.7762 [2020-10-19 11:53:15,538][root][INFO] - ===> Epoch[6043](30215/5): Loss -0.8330, Sem 0.0171, dir -0.9876, norm 0.1375, swav 0.0000 LR: 5.324e-02 Score 99.427 Data time: 0.0781, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1366 [2020-10-19 11:53:17,590][root][INFO] - ===> Epoch[6044](30216/5): Loss -0.8482, Sem 0.0140, dir -0.9895, norm 0.1273, swav 0.0000 LR: 5.324e-02 Score 99.536 Data time: 0.0883, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.9487 [2020-10-19 11:53:19,654][root][INFO] - ===> Epoch[6044](30217/5): Loss -0.8420, Sem 0.0173, dir -0.9883, norm 0.1290, swav 0.0000 LR: 5.324e-02 Score 99.411 Data time: 0.0677, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.9393 [2020-10-19 11:53:21,778][root][INFO] - ===> Epoch[6044](30218/5): Loss -0.8306, Sem 0.0168, dir -0.9871, norm 0.1396, swav 0.0000 LR: 5.324e-02 Score 99.424 Data time: 0.0630, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0168 [2020-10-19 11:53:24,452][root][INFO] - ===> Epoch[6044](30219/5): Loss -0.8442, Sem 0.0171, dir -0.9889, norm 0.1276, swav 0.0000 LR: 5.324e-02 Score 99.431 Data time: 0.0793, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.5982 [2020-10-19 11:53:26,578][root][INFO] - ===> Epoch[6044](30220/5): Loss -0.8331, Sem 0.0186, dir -0.9871, norm 0.1354, swav 0.0000 LR: 5.324e-02 Score 99.378 Data time: 0.0510, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0033 [2020-10-19 11:53:28,596][root][INFO] - ===> Epoch[6045](30221/5): Loss -0.8449, Sem 0.0178, dir -0.9875, norm 0.1249, swav 0.0000 LR: 5.323e-02 Score 99.400 Data time: 0.0742, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.9202 [2020-10-19 11:53:30,647][root][INFO] - ===> Epoch[6045](30222/5): Loss -0.8366, Sem 0.0176, dir -0.9890, norm 0.1347, swav 0.0000 LR: 5.323e-02 Score 99.416 Data time: 0.0696, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.9524 [2020-10-19 11:53:32,649][root][INFO] - ===> Epoch[6045](30223/5): Loss -0.8457, Sem 0.0167, dir -0.9881, norm 0.1256, swav 0.0000 LR: 5.323e-02 Score 99.429 Data time: 0.1462, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.9048 [2020-10-19 11:53:34,917][root][INFO] - ===> Epoch[6045](30224/5): Loss -0.8344, Sem 0.0191, dir -0.9868, norm 0.1333, swav 0.0000 LR: 5.323e-02 Score 99.368 Data time: 0.1152, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1640 [2020-10-19 11:53:36,818][root][INFO] - ===> Epoch[6045](30225/5): Loss -0.8485, Sem 0.0157, dir -0.9881, norm 0.1239, swav 0.0000 LR: 5.323e-02 Score 99.471 Data time: 0.0836, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.7779 [2020-10-19 11:53:38,611][root][INFO] - ===> Epoch[6046](30226/5): Loss -0.8352, Sem 0.0184, dir -0.9883, norm 0.1347, swav 0.0000 LR: 5.323e-02 Score 99.376 Data time: 0.0840, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.6904 [2020-10-19 11:53:41,009][root][INFO] - ===> Epoch[6046](30227/5): Loss -0.8491, Sem 0.0159, dir -0.9886, norm 0.1236, swav 0.0000 LR: 5.322e-02 Score 99.471 Data time: 0.0980, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.2942 [2020-10-19 11:53:43,571][root][INFO] - ===> Epoch[6046](30228/5): Loss -0.8462, Sem 0.0159, dir -0.9883, norm 0.1262, swav 0.0000 LR: 5.322e-02 Score 99.456 Data time: 0.3402, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.4144 [2020-10-19 11:53:45,686][root][INFO] - ===> Epoch[6046](30229/5): Loss -0.8370, Sem 0.0172, dir -0.9873, norm 0.1331, swav 0.0000 LR: 5.322e-02 Score 99.422 Data time: 0.0897, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.9904 [2020-10-19 11:53:47,661][root][INFO] - ===> Epoch[6046](30230/5): Loss -0.8497, Sem 0.0169, dir -0.9890, norm 0.1224, swav 0.0000 LR: 5.322e-02 Score 99.435 Data time: 0.0625, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.8602 [2020-10-19 11:53:50,029][root][INFO] - ===> Epoch[6047](30231/5): Loss -0.8409, Sem 0.0154, dir -0.9882, norm 0.1320, swav 0.0000 LR: 5.322e-02 Score 99.482 Data time: 0.0659, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.2782 [2020-10-19 11:53:52,113][root][INFO] - ===> Epoch[6047](30232/5): Loss -0.8352, Sem 0.0189, dir -0.9861, norm 0.1320, swav 0.0000 LR: 5.322e-02 Score 99.384 Data time: 0.0705, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.9752 [2020-10-19 11:53:54,234][root][INFO] - ===> Epoch[6047](30233/5): Loss -0.8430, Sem 0.0167, dir -0.9872, norm 0.1274, swav 0.0000 LR: 5.321e-02 Score 99.437 Data time: 0.0539, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0136 [2020-10-19 11:53:56,245][root][INFO] - ===> Epoch[6047](30234/5): Loss -0.8406, Sem 0.0170, dir -0.9886, norm 0.1310, swav 0.0000 LR: 5.321e-02 Score 99.427 Data time: 0.0458, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.9348 [2020-10-19 11:53:58,681][root][INFO] - ===> Epoch[6047](30235/5): Loss -0.8368, Sem 0.0178, dir -0.9874, norm 0.1328, swav 0.0000 LR: 5.321e-02 Score 99.399 Data time: 0.1142, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.3283 [2020-10-19 11:54:01,260][root][INFO] - ===> Epoch[6048](30236/5): Loss -0.8507, Sem 0.0166, dir -0.9881, norm 0.1208, swav 0.0000 LR: 5.321e-02 Score 99.435 Data time: 0.0553, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.4479 [2020-10-19 11:54:03,835][root][INFO] - ===> Epoch[6048](30237/5): Loss -0.8244, Sem 0.0166, dir -0.9866, norm 0.1456, swav 0.0000 LR: 5.321e-02 Score 99.456 Data time: 0.0600, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.5093 [2020-10-19 11:54:05,664][root][INFO] - ===> Epoch[6048](30238/5): Loss -0.8430, Sem 0.0173, dir -0.9882, norm 0.1279, swav 0.0000 LR: 5.321e-02 Score 99.405 Data time: 0.0823, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.7606 [2020-10-19 11:54:08,337][root][INFO] - ===> Epoch[6048](30239/5): Loss -0.8415, Sem 0.0157, dir -0.9884, norm 0.1312, swav 0.0000 LR: 5.321e-02 Score 99.467 Data time: 0.0896, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.5472 [2020-10-19 11:54:10,867][root][INFO] - ===> Epoch[6048](30240/5): Loss -0.8477, Sem 0.0148, dir -0.9886, norm 0.1260, swav 0.0000 LR: 5.320e-02 Score 99.491 Data time: 0.0715, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.4329 [2020-10-19 11:54:12,945][root][INFO] - ===> Epoch[6049](30241/5): Loss -0.8403, Sem 0.0182, dir -0.9871, norm 0.1286, swav 0.0000 LR: 5.320e-02 Score 99.382 Data time: 0.0681, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.9554 [2020-10-19 11:54:15,071][root][INFO] - ===> Epoch[6049](30242/5): Loss -0.8412, Sem 0.0192, dir -0.9875, norm 0.1271, swav 0.0000 LR: 5.320e-02 Score 99.361 Data time: 0.0796, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0494 [2020-10-19 11:54:16,923][root][INFO] - ===> Epoch[6049](30243/5): Loss -0.8319, Sem 0.0177, dir -0.9867, norm 0.1372, swav 0.0000 LR: 5.320e-02 Score 99.409 Data time: 0.0764, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.7090 [2020-10-19 11:54:18,720][root][INFO] - ===> Epoch[6049](30244/5): Loss -0.8477, Sem 0.0180, dir -0.9879, norm 0.1222, swav 0.0000 LR: 5.320e-02 Score 99.386 Data time: 0.1358, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.7126 [2020-10-19 11:54:21,001][root][INFO] - ===> Epoch[6049](30245/5): Loss -0.8316, Sem 0.0167, dir -0.9880, norm 0.1397, swav 0.0000 LR: 5.320e-02 Score 99.424 Data time: 0.0934, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1850 [2020-10-19 11:54:23,164][root][INFO] - ===> Epoch[6050](30246/5): Loss -0.8394, Sem 0.0154, dir -0.9893, norm 0.1345, swav 0.0000 LR: 5.319e-02 Score 99.481 Data time: 0.0887, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0407 [2020-10-19 11:54:25,331][root][INFO] - ===> Epoch[6050](30247/5): Loss -0.8377, Sem 0.0156, dir -0.9868, norm 0.1334, swav 0.0000 LR: 5.319e-02 Score 99.475 Data time: 0.0780, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0612 [2020-10-19 11:54:27,134][root][INFO] - ===> Epoch[6050](30248/5): Loss -0.8286, Sem 0.0179, dir -0.9876, norm 0.1410, swav 0.0000 LR: 5.319e-02 Score 99.390 Data time: 0.0659, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.7146 [2020-10-19 11:54:29,724][root][INFO] - ===> Epoch[6050](30249/5): Loss -0.8381, Sem 0.0164, dir -0.9891, norm 0.1346, swav 0.0000 LR: 5.319e-02 Score 99.448 Data time: 0.0830, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.4969 [2020-10-19 11:54:32,547][root][INFO] - ===> Epoch[6050](30250/5): Loss -0.8292, Sem 0.0153, dir -0.9867, norm 0.1421, swav 0.0000 LR: 5.319e-02 Score 99.482 Data time: 0.1218, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.7002 [2020-10-19 11:54:34,599][root][INFO] - ===> Epoch[6051](30251/5): Loss -0.8350, Sem 0.0180, dir -0.9867, norm 0.1337, swav 0.0000 LR: 5.319e-02 Score 99.378 Data time: 0.0601, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.9246 [2020-10-19 11:54:36,531][root][INFO] - ===> Epoch[6051](30252/5): Loss -0.8324, Sem 0.0171, dir -0.9886, norm 0.1390, swav 0.0000 LR: 5.318e-02 Score 99.422 Data time: 0.0721, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.8295 [2020-10-19 11:54:38,660][root][INFO] - ===> Epoch[6051](30253/5): Loss -0.8204, Sem 0.0177, dir -0.9865, norm 0.1484, swav 0.0000 LR: 5.318e-02 Score 99.407 Data time: 0.0624, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0522 [2020-10-19 11:54:40,824][root][INFO] - ===> Epoch[6051](30254/5): Loss -0.8450, Sem 0.0169, dir -0.9878, norm 0.1258, swav 0.0000 LR: 5.318e-02 Score 99.433 Data time: 0.0697, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.0754 [2020-10-19 11:54:43,171][root][INFO] - ===> Epoch[6051](30255/5): Loss -0.8373, Sem 0.0154, dir -0.9873, norm 0.1346, swav 0.0000 LR: 5.318e-02 Score 99.484 Data time: 0.1512, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.2642 [2020-10-19 11:54:45,068][root][INFO] - ===> Epoch[6052](30256/5): Loss -0.8517, Sem 0.0166, dir -0.9886, norm 0.1203, swav 0.0000 LR: 5.318e-02 Score 99.432 Data time: 0.0818, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.7792 [2020-10-19 11:54:47,522][root][INFO] - ===> Epoch[6052](30257/5): Loss -0.8292, Sem 0.0174, dir -0.9863, norm 0.1397, swav 0.0000 LR: 5.318e-02 Score 99.421 Data time: 0.1671, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.3525 [2020-10-19 11:54:49,724][root][INFO] - ===> Epoch[6052](30258/5): Loss -0.8250, Sem 0.0166, dir -0.9874, norm 0.1458, swav 0.0000 LR: 5.317e-02 Score 99.447 Data time: 0.1189, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1149 [2020-10-19 11:54:51,951][root][INFO] - ===> Epoch[6052](30259/5): Loss -0.8421, Sem 0.0141, dir -0.9880, norm 0.1317, swav 0.0000 LR: 5.317e-02 Score 99.514 Data time: 0.1013, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1014 [2020-10-19 11:54:54,281][root][INFO] - ===> Epoch[6052](30260/5): Loss -0.8425, Sem 0.0187, dir -0.9879, norm 0.1267, swav 0.0000 LR: 5.317e-02 Score 99.364 Data time: 0.0715, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.2320 [2020-10-19 11:54:56,842][root][INFO] - ===> Epoch[6053](30261/5): Loss -0.8335, Sem 0.0159, dir -0.9877, norm 0.1383, swav 0.0000 LR: 5.317e-02 Score 99.475 Data time: 0.0541, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.4643 [2020-10-19 11:54:59,083][root][INFO] - ===> Epoch[6053](30262/5): Loss -0.8427, Sem 0.0166, dir -0.9881, norm 0.1288, swav 0.0000 LR: 5.317e-02 Score 99.446 Data time: 0.0615, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.1747 [2020-10-19 11:55:01,469][root][INFO] - ===> Epoch[6053](30263/5): Loss -0.8278, Sem 0.0165, dir -0.9871, norm 0.1429, swav 0.0000 LR: 5.317e-02 Score 99.446 Data time: 0.0830, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 2.3069 [2020-10-19 11:55:03,521][root][INFO] - ===> Epoch[6053](30264/5): Loss -0.8409, Sem 0.0197, dir -0.9875, norm 0.1269, swav 0.0000 LR: 5.316e-02 Score 99.336 Data time: 0.0749, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.9412 [2020-10-19 11:55:05,518][root][INFO] - ===> Epoch[6053](30265/5): Loss -0.8368, Sem 0.0174, dir -0.9882, norm 0.1339, swav 0.0000 LR: 5.316e-02 Score 99.422 Data time: 0.0844, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0031, Total iter time: 1.9220 [2020-10-19 11:55:07,512][root][INFO] - ===> Epoch[6054](30266/5): Loss -0.8431, Sem 0.0166, dir -0.9885, norm 0.1289, swav 0.0000 LR: 5.316e-02 Score 99.439 Data time: 0.0633, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9266 [2020-10-19 11:55:09,934][root][INFO] - ===> Epoch[6054](30267/5): Loss -0.8439, Sem 0.0157, dir -0.9870, norm 0.1274, swav 0.0000 LR: 5.316e-02 Score 99.468 Data time: 0.0706, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.3309 [2020-10-19 11:55:11,934][root][INFO] - ===> Epoch[6054](30268/5): Loss -0.8371, Sem 0.0190, dir -0.9877, norm 0.1316, swav 0.0000 LR: 5.316e-02 Score 99.351 Data time: 0.0648, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9009 [2020-10-19 11:55:14,020][root][INFO] - ===> Epoch[6054](30269/5): Loss -0.8365, Sem 0.0150, dir -0.9872, norm 0.1357, swav 0.0000 LR: 5.316e-02 Score 99.489 Data time: 0.0909, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9884 [2020-10-19 11:55:16,129][root][INFO] - ===> Epoch[6054](30270/5): Loss -0.8508, Sem 0.0168, dir -0.9890, norm 0.1214, swav 0.0000 LR: 5.316e-02 Score 99.426 Data time: 0.1930, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9973 [2020-10-19 11:55:18,223][root][INFO] - ===> Epoch[6055](30271/5): Loss -0.8337, Sem 0.0196, dir -0.9865, norm 0.1332, swav 0.0000 LR: 5.315e-02 Score 99.346 Data time: 0.0918, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9685 [2020-10-19 11:55:20,175][root][INFO] - ===> Epoch[6055](30272/5): Loss -0.8491, Sem 0.0157, dir -0.9889, norm 0.1241, swav 0.0000 LR: 5.315e-02 Score 99.466 Data time: 0.1047, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.8503 [2020-10-19 11:55:22,659][root][INFO] - ===> Epoch[6055](30273/5): Loss -0.8537, Sem 0.0159, dir -0.9886, norm 0.1190, swav 0.0000 LR: 5.315e-02 Score 99.464 Data time: 0.1213, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.3824 [2020-10-19 11:55:24,876][root][INFO] - ===> Epoch[6055](30274/5): Loss -0.8427, Sem 0.0168, dir -0.9884, norm 0.1289, swav 0.0000 LR: 5.315e-02 Score 99.435 Data time: 0.0991, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.1106 [2020-10-19 11:55:26,804][root][INFO] - ===> Epoch[6055](30275/5): Loss -0.8426, Sem 0.0171, dir -0.9882, norm 0.1285, swav 0.0000 LR: 5.315e-02 Score 99.422 Data time: 0.0628, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.7933 [2020-10-19 11:55:29,568][root][INFO] - ===> Epoch[6056](30276/5): Loss -0.8437, Sem 0.0173, dir -0.9871, norm 0.1261, swav 0.0000 LR: 5.315e-02 Score 99.422 Data time: 0.2414, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.6790 [2020-10-19 11:55:31,758][root][INFO] - ===> Epoch[6056](30277/5): Loss -0.8462, Sem 0.0158, dir -0.9890, norm 0.1270, swav 0.0000 LR: 5.314e-02 Score 99.460 Data time: 0.1265, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0798 [2020-10-19 11:55:33,684][root][INFO] - ===> Epoch[6056](30278/5): Loss -0.8542, Sem 0.0157, dir -0.9882, norm 0.1182, swav 0.0000 LR: 5.314e-02 Score 99.463 Data time: 0.0779, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8244 [2020-10-19 11:55:36,676][root][INFO] - ===> Epoch[6056](30279/5): Loss -0.8430, Sem 0.0185, dir -0.9880, norm 0.1266, swav 0.0000 LR: 5.314e-02 Score 99.388 Data time: 0.1343, Forward time: 0.7775, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.8786 [2020-10-19 11:55:38,584][root][INFO] - ===> Epoch[6056](30280/5): Loss -0.8389, Sem 0.0178, dir -0.9882, norm 0.1314, swav 0.0000 LR: 5.314e-02 Score 99.421 Data time: 0.0776, Forward time: 0.7775, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.7821 [2020-10-19 11:55:40,414][root][INFO] - ===> Epoch[6057](30281/5): Loss -0.8427, Sem 0.0188, dir -0.9885, norm 0.1270, swav 0.0000 LR: 5.314e-02 Score 99.380 Data time: 0.0633, Forward time: 0.7775, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.7391 [2020-10-19 11:55:42,584][root][INFO] - ===> Epoch[6057](30282/5): Loss -0.8294, Sem 0.0160, dir -0.9874, norm 0.1420, swav 0.0000 LR: 5.314e-02 Score 99.477 Data time: 0.1512, Forward time: 0.7775, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0742 [2020-10-19 11:55:44,642][root][INFO] - ===> Epoch[6057](30283/5): Loss -0.8428, Sem 0.0171, dir -0.9879, norm 0.1281, swav 0.0000 LR: 5.313e-02 Score 99.431 Data time: 0.1246, Forward time: 0.7775, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9282 [2020-10-19 11:55:46,816][root][INFO] - ===> Epoch[6057](30284/5): Loss -0.8427, Sem 0.0175, dir -0.9871, norm 0.1269, swav 0.0000 LR: 5.313e-02 Score 99.403 Data time: 0.1036, Forward time: 0.7775, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0630 [2020-10-19 11:55:48,867][root][INFO] - ===> Epoch[6057](30285/5): Loss -0.8409, Sem 0.0190, dir -0.9885, norm 0.1286, swav 0.0000 LR: 5.313e-02 Score 99.359 Data time: 0.1310, Forward time: 0.7775, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9583 [2020-10-19 11:55:51,276][root][INFO] - ===> Epoch[6058](30286/5): Loss -0.8329, Sem 0.0162, dir -0.9881, norm 0.1389, swav 0.0000 LR: 5.313e-02 Score 99.463 Data time: 0.1034, Forward time: 0.7775, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.3020 [2020-10-19 11:55:53,121][root][INFO] - ===> Epoch[6058](30287/5): Loss -0.8480, Sem 0.0186, dir -0.9873, norm 0.1206, swav 0.0000 LR: 5.313e-02 Score 99.363 Data time: 0.0610, Forward time: 0.7775, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.7268 [2020-10-19 11:55:55,993][root][INFO] - ===> Epoch[6058](30288/5): Loss -0.8250, Sem 0.0159, dir -0.9879, norm 0.1471, swav 0.0000 LR: 5.313e-02 Score 99.470 Data time: 0.0682, Forward time: 0.7775, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.7827 [2020-10-19 11:55:58,128][root][INFO] - ===> Epoch[6058](30289/5): Loss -0.8412, Sem 0.0169, dir -0.9883, norm 0.1302, swav 0.0000 LR: 5.312e-02 Score 99.424 Data time: 0.0633, Forward time: 0.7775, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0305 [2020-10-19 11:56:00,306][root][INFO] - ===> Epoch[6058](30290/5): Loss -0.8265, Sem 0.0170, dir -0.9881, norm 0.1447, swav 0.0000 LR: 5.312e-02 Score 99.433 Data time: 0.0915, Forward time: 0.7775, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0888 [2020-10-19 11:56:02,453][root][INFO] - ===> Epoch[6059](30291/5): Loss -0.8350, Sem 0.0182, dir -0.9875, norm 0.1343, swav 0.0000 LR: 5.312e-02 Score 99.390 Data time: 0.0759, Forward time: 0.7775, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0135 [2020-10-19 11:56:05,326][root][INFO] - ===> Epoch[6059](30292/5): Loss -0.8279, Sem 0.0156, dir -0.9887, norm 0.1451, swav 0.0000 LR: 5.312e-02 Score 99.480 Data time: 0.0541, Forward time: 0.7775, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.7960 [2020-10-19 11:56:07,788][root][INFO] - ===> Epoch[6059](30293/5): Loss -0.8322, Sem 0.0170, dir -0.9870, norm 0.1377, swav 0.0000 LR: 5.312e-02 Score 99.435 Data time: 0.0605, Forward time: 0.7775, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.3771 [2020-10-19 11:56:10,537][root][INFO] - ===> Epoch[6059](30294/5): Loss -0.8378, Sem 0.0168, dir -0.9883, norm 0.1337, swav 0.0000 LR: 5.312e-02 Score 99.424 Data time: 0.0904, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.6749 [2020-10-19 11:56:12,669][root][INFO] - ===> Epoch[6059](30295/5): Loss -0.8239, Sem 0.0186, dir -0.9880, norm 0.1456, swav 0.0000 LR: 5.311e-02 Score 99.401 Data time: 0.0576, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0287 [2020-10-19 11:56:14,776][root][INFO] - ===> Epoch[6060](30296/5): Loss -0.8386, Sem 0.0158, dir -0.9888, norm 0.1345, swav 0.0000 LR: 5.311e-02 Score 99.483 Data time: 0.1449, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0672 [2020-10-19 11:56:17,232][root][INFO] - ===> Epoch[6060](30297/5): Loss -0.8322, Sem 0.0166, dir -0.9877, norm 0.1389, swav 0.0000 LR: 5.311e-02 Score 99.437 Data time: 0.1039, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.3790 [2020-10-19 11:56:19,736][root][INFO] - ===> Epoch[6060](30298/5): Loss -0.8356, Sem 0.0164, dir -0.9884, norm 0.1363, swav 0.0000 LR: 5.311e-02 Score 99.440 Data time: 0.0914, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.4225 [2020-10-19 11:56:22,067][root][INFO] - ===> Epoch[6060](30299/5): Loss -0.8396, Sem 0.0167, dir -0.9880, norm 0.1317, swav 0.0000 LR: 5.311e-02 Score 99.430 Data time: 0.1001, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.2465 [2020-10-19 11:56:24,055][root][INFO] - ===> Epoch[6060](30300/5): Loss -0.8307, Sem 0.0155, dir -0.9884, norm 0.1422, swav 0.0000 LR: 5.311e-02 Score 99.487 Data time: 0.1162, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.8918 [2020-10-19 11:56:25,311][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 11:56:27,654][root][INFO] - ===> Epoch[6061](30301/5): Loss -0.8351, Sem 0.0161, dir -0.9874, norm 0.1362, swav 0.0000 LR: 5.311e-02 Score 99.453 Data time: 0.1062, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.1461 [2020-10-19 11:56:29,521][root][INFO] - ===> Epoch[6061](30302/5): Loss -0.8342, Sem 0.0177, dir -0.9875, norm 0.1356, swav 0.0000 LR: 5.310e-02 Score 99.408 Data time: 0.0854, Forward time: 0.7775, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.7597 [2020-10-19 11:56:31,823][root][INFO] - ===> Epoch[6061](30303/5): Loss -0.8269, Sem 0.0192, dir -0.9875, norm 0.1415, swav 0.0000 LR: 5.310e-02 Score 99.359 Data time: 0.0854, Forward time: 0.7775, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2129 [2020-10-19 11:56:34,352][root][INFO] - ===> Epoch[6061](30304/5): Loss -0.8478, Sem 0.0152, dir -0.9881, norm 0.1252, swav 0.0000 LR: 5.310e-02 Score 99.487 Data time: 0.0539, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.4155 [2020-10-19 11:56:37,276][root][INFO] - ===> Epoch[6061](30305/5): Loss -0.8342, Sem 0.0162, dir -0.9882, norm 0.1378, swav 0.0000 LR: 5.310e-02 Score 99.469 Data time: 0.1699, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.8342 [2020-10-19 11:56:39,682][root][INFO] - ===> Epoch[6062](30306/5): Loss -0.8241, Sem 0.0183, dir -0.9868, norm 0.1444, swav 0.0000 LR: 5.310e-02 Score 99.411 Data time: 0.0750, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.2896 [2020-10-19 11:56:41,769][root][INFO] - ===> Epoch[6062](30307/5): Loss -0.8357, Sem 0.0185, dir -0.9874, norm 0.1332, swav 0.0000 LR: 5.310e-02 Score 99.389 Data time: 0.0795, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9788 [2020-10-19 11:56:44,253][root][INFO] - ===> Epoch[6062](30308/5): Loss -0.8421, Sem 0.0168, dir -0.9884, norm 0.1295, swav 0.0000 LR: 5.309e-02 Score 99.437 Data time: 0.0733, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.3839 [2020-10-19 11:56:46,057][root][INFO] - ===> Epoch[6062](30309/5): Loss -0.8442, Sem 0.0169, dir -0.9874, norm 0.1263, swav 0.0000 LR: 5.309e-02 Score 99.430 Data time: 0.0627, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.6950 [2020-10-19 11:56:47,991][root][INFO] - ===> Epoch[6062](30310/5): Loss -0.8366, Sem 0.0189, dir -0.9867, norm 0.1313, swav 0.0000 LR: 5.309e-02 Score 99.354 Data time: 0.0591, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.8399 [2020-10-19 11:56:50,360][root][INFO] - ===> Epoch[6063](30311/5): Loss -0.8313, Sem 0.0181, dir -0.9867, norm 0.1373, swav 0.0000 LR: 5.309e-02 Score 99.400 Data time: 0.1001, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.2572 [2020-10-19 11:56:52,596][root][INFO] - ===> Epoch[6063](30312/5): Loss -0.8288, Sem 0.0165, dir -0.9868, norm 0.1415, swav 0.0000 LR: 5.309e-02 Score 99.447 Data time: 0.1154, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0961 [2020-10-19 11:56:54,575][root][INFO] - ===> Epoch[6063](30313/5): Loss -0.8227, Sem 0.0175, dir -0.9876, norm 0.1474, swav 0.0000 LR: 5.309e-02 Score 99.410 Data time: 0.0937, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.8765 [2020-10-19 11:56:57,157][root][INFO] - ===> Epoch[6063](30314/5): Loss -0.8364, Sem 0.0164, dir -0.9885, norm 0.1358, swav 0.0000 LR: 5.308e-02 Score 99.445 Data time: 0.0690, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.4985 [2020-10-19 11:56:58,998][root][INFO] - ===> Epoch[6063](30315/5): Loss -0.8313, Sem 0.0170, dir -0.9875, norm 0.1391, swav 0.0000 LR: 5.308e-02 Score 99.418 Data time: 0.0724, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.7662 [2020-10-19 11:57:01,259][root][INFO] - ===> Epoch[6064](30316/5): Loss -0.8332, Sem 0.0172, dir -0.9859, norm 0.1355, swav 0.0000 LR: 5.308e-02 Score 99.421 Data time: 0.0621, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.1574 [2020-10-19 11:57:03,633][root][INFO] - ===> Epoch[6064](30317/5): Loss -0.8261, Sem 0.0175, dir -0.9869, norm 0.1434, swav 0.0000 LR: 5.308e-02 Score 99.416 Data time: 0.0470, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.3064 [2020-10-19 11:57:05,738][root][INFO] - ===> Epoch[6064](30318/5): Loss -0.8464, Sem 0.0165, dir -0.9882, norm 0.1253, swav 0.0000 LR: 5.308e-02 Score 99.435 Data time: 0.0564, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0460 [2020-10-19 11:57:07,671][root][INFO] - ===> Epoch[6064](30319/5): Loss -0.8323, Sem 0.0148, dir -0.9857, norm 0.1386, swav 0.0000 LR: 5.308e-02 Score 99.506 Data time: 0.0812, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.8538 [2020-10-19 11:57:09,854][root][INFO] - ===> Epoch[6064](30320/5): Loss -0.8431, Sem 0.0158, dir -0.9888, norm 0.1298, swav 0.0000 LR: 5.307e-02 Score 99.466 Data time: 0.0804, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0866 [2020-10-19 11:57:11,923][root][INFO] - ===> Epoch[6065](30321/5): Loss -0.8313, Sem 0.0178, dir -0.9871, norm 0.1381, swav 0.0000 LR: 5.307e-02 Score 99.395 Data time: 0.0637, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9652 [2020-10-19 11:57:14,097][root][INFO] - ===> Epoch[6065](30322/5): Loss -0.8324, Sem 0.0166, dir -0.9867, norm 0.1377, swav 0.0000 LR: 5.307e-02 Score 99.437 Data time: 0.0876, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0920 [2020-10-19 11:57:16,290][root][INFO] - ===> Epoch[6065](30323/5): Loss -0.8340, Sem 0.0174, dir -0.9875, norm 0.1360, swav 0.0000 LR: 5.307e-02 Score 99.426 Data time: 0.0873, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0866 [2020-10-19 11:57:18,524][root][INFO] - ===> Epoch[6065](30324/5): Loss -0.8382, Sem 0.0170, dir -0.9873, norm 0.1321, swav 0.0000 LR: 5.307e-02 Score 99.427 Data time: 0.0627, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.1208 [2020-10-19 11:57:20,537][root][INFO] - ===> Epoch[6065](30325/5): Loss -0.8436, Sem 0.0172, dir -0.9883, norm 0.1275, swav 0.0000 LR: 5.307e-02 Score 99.411 Data time: 0.0487, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9211 [2020-10-19 11:57:22,730][root][INFO] - ===> Epoch[6066](30326/5): Loss -0.8155, Sem 0.0189, dir -0.9864, norm 0.1520, swav 0.0000 LR: 5.307e-02 Score 99.387 Data time: 0.0465, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.1315 [2020-10-19 11:57:24,669][root][INFO] - ===> Epoch[6066](30327/5): Loss -0.8374, Sem 0.0172, dir -0.9881, norm 0.1335, swav 0.0000 LR: 5.306e-02 Score 99.436 Data time: 0.0892, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.8783 [2020-10-19 11:57:26,950][root][INFO] - ===> Epoch[6066](30328/5): Loss -0.8408, Sem 0.0152, dir -0.9887, norm 0.1326, swav 0.0000 LR: 5.306e-02 Score 99.483 Data time: 0.1320, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.1808 [2020-10-19 11:57:29,318][root][INFO] - ===> Epoch[6066](30329/5): Loss -0.8476, Sem 0.0141, dir -0.9890, norm 0.1272, swav 0.0000 LR: 5.306e-02 Score 99.518 Data time: 0.1054, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.2587 [2020-10-19 11:57:31,550][root][INFO] - ===> Epoch[6066](30330/5): Loss -0.8349, Sem 0.0178, dir -0.9868, norm 0.1340, swav 0.0000 LR: 5.306e-02 Score 99.416 Data time: 0.0678, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.1163 [2020-10-19 11:57:33,429][root][INFO] - ===> Epoch[6067](30331/5): Loss -0.8563, Sem 0.0168, dir -0.9890, norm 0.1158, swav 0.0000 LR: 5.306e-02 Score 99.426 Data time: 0.0593, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.7814 [2020-10-19 11:57:35,752][root][INFO] - ===> Epoch[6067](30332/5): Loss -0.8365, Sem 0.0160, dir -0.9889, norm 0.1364, swav 0.0000 LR: 5.306e-02 Score 99.458 Data time: 0.0758, Forward time: 0.7775, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.2430 [2020-10-19 11:57:38,117][root][INFO] - ===> Epoch[6067](30333/5): Loss -0.8408, Sem 0.0166, dir -0.9870, norm 0.1296, swav 0.0000 LR: 5.305e-02 Score 99.432 Data time: 0.0642, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.2587 [2020-10-19 11:57:40,374][root][INFO] - ===> Epoch[6067](30334/5): Loss -0.8394, Sem 0.0168, dir -0.9872, norm 0.1310, swav 0.0000 LR: 5.305e-02 Score 99.436 Data time: 0.0538, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.1902 [2020-10-19 11:57:42,370][root][INFO] - ===> Epoch[6067](30335/5): Loss -0.8502, Sem 0.0150, dir -0.9882, norm 0.1230, swav 0.0000 LR: 5.305e-02 Score 99.498 Data time: 0.0775, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9154 [2020-10-19 11:57:44,492][root][INFO] - ===> Epoch[6068](30336/5): Loss -0.8392, Sem 0.0189, dir -0.9885, norm 0.1303, swav 0.0000 LR: 5.305e-02 Score 99.349 Data time: 0.1040, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0104 [2020-10-19 11:57:46,226][root][INFO] - ===> Epoch[6068](30337/5): Loss -0.8461, Sem 0.0156, dir -0.9885, norm 0.1268, swav 0.0000 LR: 5.305e-02 Score 99.481 Data time: 0.0661, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.6328 [2020-10-19 11:57:48,813][root][INFO] - ===> Epoch[6068](30338/5): Loss -0.8406, Sem 0.0146, dir -0.9887, norm 0.1335, swav 0.0000 LR: 5.305e-02 Score 99.512 Data time: 0.1676, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.5014 [2020-10-19 11:57:50,984][root][INFO] - ===> Epoch[6068](30339/5): Loss -0.8435, Sem 0.0165, dir -0.9882, norm 0.1283, swav 0.0000 LR: 5.304e-02 Score 99.456 Data time: 0.0806, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0568 [2020-10-19 11:57:53,461][root][INFO] - ===> Epoch[6068](30340/5): Loss -0.8385, Sem 0.0176, dir -0.9885, norm 0.1325, swav 0.0000 LR: 5.304e-02 Score 99.411 Data time: 0.0662, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.3725 [2020-10-19 11:57:55,558][root][INFO] - ===> Epoch[6069](30341/5): Loss -0.8416, Sem 0.0156, dir -0.9882, norm 0.1310, swav 0.0000 LR: 5.304e-02 Score 99.479 Data time: 0.0902, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0351 [2020-10-19 11:57:57,715][root][INFO] - ===> Epoch[6069](30342/5): Loss -0.8343, Sem 0.0162, dir -0.9877, norm 0.1372, swav 0.0000 LR: 5.304e-02 Score 99.449 Data time: 0.0754, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0518 [2020-10-19 11:58:00,213][root][INFO] - ===> Epoch[6069](30343/5): Loss -0.8373, Sem 0.0161, dir -0.9888, norm 0.1355, swav 0.0000 LR: 5.304e-02 Score 99.460 Data time: 0.0517, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.3975 [2020-10-19 11:58:02,138][root][INFO] - ===> Epoch[6069](30344/5): Loss -0.8453, Sem 0.0160, dir -0.9887, norm 0.1274, swav 0.0000 LR: 5.304e-02 Score 99.453 Data time: 0.0523, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.8727 [2020-10-19 11:58:04,224][root][INFO] - ===> Epoch[6069](30345/5): Loss -0.8535, Sem 0.0166, dir -0.9886, norm 0.1186, swav 0.0000 LR: 5.303e-02 Score 99.433 Data time: 0.0726, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9977 [2020-10-19 11:58:06,571][root][INFO] - ===> Epoch[6070](30346/5): Loss -0.8495, Sem 0.0178, dir -0.9887, norm 0.1214, swav 0.0000 LR: 5.303e-02 Score 99.399 Data time: 0.0996, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.2402 [2020-10-19 11:58:08,930][root][INFO] - ===> Epoch[6070](30347/5): Loss -0.8399, Sem 0.0163, dir -0.9858, norm 0.1296, swav 0.0000 LR: 5.303e-02 Score 99.446 Data time: 0.0669, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.2457 [2020-10-19 11:58:10,974][root][INFO] - ===> Epoch[6070](30348/5): Loss -0.8384, Sem 0.0170, dir -0.9878, norm 0.1323, swav 0.0000 LR: 5.303e-02 Score 99.441 Data time: 0.0478, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9609 [2020-10-19 11:58:13,387][root][INFO] - ===> Epoch[6070](30349/5): Loss -0.8484, Sem 0.0151, dir -0.9891, norm 0.1256, swav 0.0000 LR: 5.303e-02 Score 99.483 Data time: 0.0994, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.3500 [2020-10-19 11:58:16,016][root][INFO] - ===> Epoch[6070](30350/5): Loss -0.8476, Sem 0.0156, dir -0.9884, norm 0.1251, swav 0.0000 LR: 5.303e-02 Score 99.468 Data time: 0.0825, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.5052 [2020-10-19 11:58:18,458][root][INFO] - ===> Epoch[6071](30351/5): Loss -0.8436, Sem 0.0169, dir -0.9876, norm 0.1271, swav 0.0000 LR: 5.302e-02 Score 99.434 Data time: 0.0601, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.3393 [2020-10-19 11:58:20,665][root][INFO] - ===> Epoch[6071](30352/5): Loss -0.8403, Sem 0.0173, dir -0.9879, norm 0.1302, swav 0.0000 LR: 5.302e-02 Score 99.423 Data time: 0.0705, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.1260 [2020-10-19 11:58:22,796][root][INFO] - ===> Epoch[6071](30353/5): Loss -0.8278, Sem 0.0173, dir -0.9864, norm 0.1413, swav 0.0000 LR: 5.302e-02 Score 99.432 Data time: 0.0926, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0243 [2020-10-19 11:58:24,823][root][INFO] - ===> Epoch[6071](30354/5): Loss -0.8541, Sem 0.0159, dir -0.9888, norm 0.1188, swav 0.0000 LR: 5.302e-02 Score 99.462 Data time: 0.0689, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9193 [2020-10-19 11:58:26,933][root][INFO] - ===> Epoch[6071](30355/5): Loss -0.8431, Sem 0.0171, dir -0.9871, norm 0.1269, swav 0.0000 LR: 5.302e-02 Score 99.418 Data time: 0.0484, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0189 [2020-10-19 11:58:29,161][root][INFO] - ===> Epoch[6072](30356/5): Loss -0.8460, Sem 0.0165, dir -0.9879, norm 0.1254, swav 0.0000 LR: 5.302e-02 Score 99.452 Data time: 0.0699, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.1859 [2020-10-19 11:58:31,098][root][INFO] - ===> Epoch[6072](30357/5): Loss -0.8490, Sem 0.0165, dir -0.9887, norm 0.1232, swav 0.0000 LR: 5.302e-02 Score 99.434 Data time: 0.0891, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.8350 [2020-10-19 11:58:33,112][root][INFO] - ===> Epoch[6072](30358/5): Loss -0.8436, Sem 0.0173, dir -0.9882, norm 0.1273, swav 0.0000 LR: 5.301e-02 Score 99.411 Data time: 0.0616, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9167 [2020-10-19 11:58:35,453][root][INFO] - ===> Epoch[6072](30359/5): Loss -0.8425, Sem 0.0169, dir -0.9873, norm 0.1279, swav 0.0000 LR: 5.301e-02 Score 99.446 Data time: 0.0568, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.2310 [2020-10-19 11:58:37,776][root][INFO] - ===> Epoch[6072](30360/5): Loss -0.8393, Sem 0.0176, dir -0.9876, norm 0.1308, swav 0.0000 LR: 5.301e-02 Score 99.406 Data time: 0.0765, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.2274 [2020-10-19 11:58:39,862][root][INFO] - ===> Epoch[6073](30361/5): Loss -0.8346, Sem 0.0177, dir -0.9874, norm 0.1351, swav 0.0000 LR: 5.301e-02 Score 99.419 Data time: 0.0725, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9657 [2020-10-19 11:58:42,051][root][INFO] - ===> Epoch[6073](30362/5): Loss -0.8424, Sem 0.0179, dir -0.9871, norm 0.1268, swav 0.0000 LR: 5.301e-02 Score 99.395 Data time: 0.0527, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0845 [2020-10-19 11:58:44,127][root][INFO] - ===> Epoch[6073](30363/5): Loss -0.8521, Sem 0.0146, dir -0.9897, norm 0.1230, swav 0.0000 LR: 5.301e-02 Score 99.517 Data time: 0.0740, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9996 [2020-10-19 11:58:46,126][root][INFO] - ===> Epoch[6073](30364/5): Loss -0.8538, Sem 0.0157, dir -0.9894, norm 0.1199, swav 0.0000 LR: 5.300e-02 Score 99.473 Data time: 0.0771, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.8878 [2020-10-19 11:58:47,828][root][INFO] - ===> Epoch[6073](30365/5): Loss -0.8385, Sem 0.0186, dir -0.9874, norm 0.1303, swav 0.0000 LR: 5.300e-02 Score 99.382 Data time: 0.0822, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.5893 [2020-10-19 11:58:49,797][root][INFO] - ===> Epoch[6074](30366/5): Loss -0.8505, Sem 0.0153, dir -0.9882, norm 0.1224, swav 0.0000 LR: 5.300e-02 Score 99.482 Data time: 0.1415, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.8780 [2020-10-19 11:58:52,712][root][INFO] - ===> Epoch[6074](30367/5): Loss -0.8322, Sem 0.0177, dir -0.9872, norm 0.1373, swav 0.0000 LR: 5.300e-02 Score 99.402 Data time: 0.0712, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.7791 [2020-10-19 11:58:54,939][root][INFO] - ===> Epoch[6074](30368/5): Loss -0.8439, Sem 0.0162, dir -0.9888, norm 0.1287, swav 0.0000 LR: 5.300e-02 Score 99.460 Data time: 0.0930, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.1331 [2020-10-19 11:58:56,772][root][INFO] - ===> Epoch[6074](30369/5): Loss -0.8417, Sem 0.0184, dir -0.9882, norm 0.1281, swav 0.0000 LR: 5.300e-02 Score 99.371 Data time: 0.0656, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.6996 [2020-10-19 11:58:59,130][root][INFO] - ===> Epoch[6074](30370/5): Loss -0.8369, Sem 0.0173, dir -0.9878, norm 0.1337, swav 0.0000 LR: 5.299e-02 Score 99.430 Data time: 0.0545, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.2696 [2020-10-19 11:59:01,685][root][INFO] - ===> Epoch[6075](30371/5): Loss -0.8374, Sem 0.0181, dir -0.9872, norm 0.1317, swav 0.0000 LR: 5.299e-02 Score 99.398 Data time: 0.0419, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.4717 [2020-10-19 11:59:03,853][root][INFO] - ===> Epoch[6075](30372/5): Loss -0.8461, Sem 0.0170, dir -0.9873, norm 0.1242, swav 0.0000 LR: 5.299e-02 Score 99.435 Data time: 0.0593, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.1055 [2020-10-19 11:59:06,178][root][INFO] - ===> Epoch[6075](30373/5): Loss -0.8483, Sem 0.0161, dir -0.9885, norm 0.1240, swav 0.0000 LR: 5.299e-02 Score 99.452 Data time: 0.0616, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.2398 [2020-10-19 11:59:08,122][root][INFO] - ===> Epoch[6075](30374/5): Loss -0.8480, Sem 0.0179, dir -0.9888, norm 0.1229, swav 0.0000 LR: 5.299e-02 Score 99.395 Data time: 0.0701, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.8347 [2020-10-19 11:59:10,674][root][INFO] - ===> Epoch[6075](30375/5): Loss -0.8513, Sem 0.0181, dir -0.9880, norm 0.1186, swav 0.0000 LR: 5.299e-02 Score 99.394 Data time: 0.0537, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 2.4789 [2020-10-19 11:59:13,068][root][INFO] - ===> Epoch[6076](30376/5): Loss -0.8481, Sem 0.0180, dir -0.9875, norm 0.1214, swav 0.0000 LR: 5.298e-02 Score 99.404 Data time: 0.0626, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 2.3313 [2020-10-19 11:59:14,958][root][INFO] - ===> Epoch[6076](30377/5): Loss -0.8438, Sem 0.0158, dir -0.9884, norm 0.1288, swav 0.0000 LR: 5.298e-02 Score 99.465 Data time: 0.0770, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 1.8084 [2020-10-19 11:59:16,820][root][INFO] - ===> Epoch[6076](30378/5): Loss -0.8479, Sem 0.0185, dir -0.9874, norm 0.1210, swav 0.0000 LR: 5.298e-02 Score 99.365 Data time: 0.0684, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 1.7653 [2020-10-19 11:59:19,745][root][INFO] - ===> Epoch[6076](30379/5): Loss -0.8265, Sem 0.0184, dir -0.9879, norm 0.1430, swav 0.0000 LR: 5.298e-02 Score 99.393 Data time: 0.0900, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 2.8258 [2020-10-19 11:59:21,893][root][INFO] - ===> Epoch[6076](30380/5): Loss -0.8402, Sem 0.0152, dir -0.9883, norm 0.1329, swav 0.0000 LR: 5.298e-02 Score 99.495 Data time: 0.0647, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 2.0306 [2020-10-19 11:59:23,980][root][INFO] - ===> Epoch[6077](30381/5): Loss -0.8518, Sem 0.0166, dir -0.9892, norm 0.1209, swav 0.0000 LR: 5.298e-02 Score 99.450 Data time: 0.0985, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 2.0030 [2020-10-19 11:59:26,419][root][INFO] - ===> Epoch[6077](30382/5): Loss -0.8375, Sem 0.0188, dir -0.9872, norm 0.1309, swav 0.0000 LR: 5.297e-02 Score 99.383 Data time: 0.1006, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 2.3136 [2020-10-19 11:59:28,837][root][INFO] - ===> Epoch[6077](30383/5): Loss -0.8433, Sem 0.0188, dir -0.9880, norm 0.1259, swav 0.0000 LR: 5.297e-02 Score 99.367 Data time: 0.0874, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 2.3163 [2020-10-19 11:59:31,088][root][INFO] - ===> Epoch[6077](30384/5): Loss -0.8380, Sem 0.0188, dir -0.9865, norm 0.1297, swav 0.0000 LR: 5.297e-02 Score 99.372 Data time: 0.0901, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 2.1411 [2020-10-19 11:59:33,605][root][INFO] - ===> Epoch[6077](30385/5): Loss -0.8513, Sem 0.0160, dir -0.9890, norm 0.1217, swav 0.0000 LR: 5.297e-02 Score 99.465 Data time: 0.0595, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 2.3877 [2020-10-19 11:59:35,945][root][INFO] - ===> Epoch[6078](30386/5): Loss -0.8463, Sem 0.0159, dir -0.9894, norm 0.1273, swav 0.0000 LR: 5.297e-02 Score 99.475 Data time: 0.0744, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 2.2393 [2020-10-19 11:59:37,983][root][INFO] - ===> Epoch[6078](30387/5): Loss -0.8371, Sem 0.0189, dir -0.9862, norm 0.1303, swav 0.0000 LR: 5.297e-02 Score 99.368 Data time: 0.0760, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 1.9072 [2020-10-19 11:59:39,887][root][INFO] - ===> Epoch[6078](30388/5): Loss -0.8511, Sem 0.0182, dir -0.9887, norm 0.1194, swav 0.0000 LR: 5.297e-02 Score 99.380 Data time: 0.0561, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 1.7892 [2020-10-19 11:59:42,382][root][INFO] - ===> Epoch[6078](30389/5): Loss -0.8278, Sem 0.0164, dir -0.9875, norm 0.1433, swav 0.0000 LR: 5.296e-02 Score 99.446 Data time: 0.0987, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 2.3994 [2020-10-19 11:59:44,511][root][INFO] - ===> Epoch[6078](30390/5): Loss -0.8317, Sem 0.0170, dir -0.9877, norm 0.1391, swav 0.0000 LR: 5.296e-02 Score 99.442 Data time: 0.0693, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 2.0139 [2020-10-19 11:59:46,663][root][INFO] - ===> Epoch[6079](30391/5): Loss -0.8339, Sem 0.0175, dir -0.9872, norm 0.1357, swav 0.0000 LR: 5.296e-02 Score 99.402 Data time: 0.0898, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 2.0540 [2020-10-19 11:59:48,739][root][INFO] - ===> Epoch[6079](30392/5): Loss -0.8427, Sem 0.0160, dir -0.9887, norm 0.1300, swav 0.0000 LR: 5.296e-02 Score 99.456 Data time: 0.0618, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 1.9727 [2020-10-19 11:59:50,755][root][INFO] - ===> Epoch[6079](30393/5): Loss -0.8362, Sem 0.0170, dir -0.9882, norm 0.1350, swav 0.0000 LR: 5.296e-02 Score 99.431 Data time: 0.0759, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 1.9673 [2020-10-19 11:59:52,781][root][INFO] - ===> Epoch[6079](30394/5): Loss -0.8516, Sem 0.0174, dir -0.9883, norm 0.1193, swav 0.0000 LR: 5.296e-02 Score 99.414 Data time: 0.0754, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 1.9434 [2020-10-19 11:59:55,157][root][INFO] - ===> Epoch[6079](30395/5): Loss -0.8355, Sem 0.0166, dir -0.9881, norm 0.1360, swav 0.0000 LR: 5.295e-02 Score 99.441 Data time: 0.1988, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 2.2791 [2020-10-19 11:59:57,887][root][INFO] - ===> Epoch[6080](30396/5): Loss -0.8434, Sem 0.0174, dir -0.9881, norm 0.1273, swav 0.0000 LR: 5.295e-02 Score 99.427 Data time: 0.1172, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 2.6408 [2020-10-19 11:59:59,902][root][INFO] - ===> Epoch[6080](30397/5): Loss -0.8397, Sem 0.0175, dir -0.9864, norm 0.1292, swav 0.0000 LR: 5.295e-02 Score 99.409 Data time: 0.1080, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 1.8941 [2020-10-19 12:00:01,877][root][INFO] - ===> Epoch[6080](30398/5): Loss -0.8313, Sem 0.0198, dir -0.9864, norm 0.1353, swav 0.0000 LR: 5.295e-02 Score 99.344 Data time: 0.0827, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 1.8730 [2020-10-19 12:00:03,781][root][INFO] - ===> Epoch[6080](30399/5): Loss -0.8208, Sem 0.0167, dir -0.9880, norm 0.1506, swav 0.0000 LR: 5.295e-02 Score 99.456 Data time: 0.0793, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.8136 [2020-10-19 12:00:06,021][root][INFO] - ===> Epoch[6080](30400/5): Loss -0.8413, Sem 0.0173, dir -0.9886, norm 0.1299, swav 0.0000 LR: 5.295e-02 Score 99.423 Data time: 0.0929, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.1428 [2020-10-19 12:00:07,342][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 12:00:07,519][root][INFO] - ===> Start testing [2020-10-19 12:00:46,246][root][INFO] - 68/68: Data time: 0.1116, Iter time: 0.1987 Loss 1.393 (AVG: 0.571) Score 79.830 (AVG: 90.445) mIOU 70.204 mAP 84.145 mAcc 77.254 IOU: 62.411 0.087 80.697 74.154 93.350 91.415 32.150 81.988 97.088 72.749 81.247 85.973 59.344 mAP: 80.898 12.315 97.145 86.810 98.852 98.340 53.942 97.346 99.651 89.717 93.373 94.354 91.147 mAcc: 78.296 0.638 90.109 82.330 95.096 97.386 35.985 95.628 98.042 81.857 90.050 96.619 62.259 [2020-10-19 12:00:46,259][root][INFO] - Finished test. Elapsed time: 38.7263 [2020-10-19 12:00:49,373][root][INFO] - [2020-10-19 12:00:49,373][root][INFO] - ################################################################ [2020-10-19 12:00:49,373][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 12:00:49,373][root][INFO] - ################################################################ [2020-10-19 12:00:49,373][root][INFO] - clutter : nan nan nan [2020-10-19 12:00:49,373][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 12:00:49,373][root][INFO] - board : 0.789 0.860 0.943 [2020-10-19 12:00:49,373][root][INFO] - bookcase : 0.228 0.346 0.506 [2020-10-19 12:00:49,373][root][INFO] - ceiling : 0.428 0.485 0.528 [2020-10-19 12:00:49,373][root][INFO] - chair : 0.826 0.904 0.929 [2020-10-19 12:00:49,373][root][INFO] - column : 0.223 0.364 0.412 [2020-10-19 12:00:49,373][root][INFO] - door : 0.805 0.947 0.974 [2020-10-19 12:00:49,373][root][INFO] - floor : 0.764 0.777 0.789 [2020-10-19 12:00:49,373][root][INFO] - sofa : 0.457 0.727 0.818 [2020-10-19 12:00:49,373][root][INFO] - table : 0.156 0.369 0.704 [2020-10-19 12:00:49,373][root][INFO] - wall : 0.548 0.733 0.810 [2020-10-19 12:00:49,373][root][INFO] - window : 0.513 0.769 0.769 [2020-10-19 12:00:49,374][root][INFO] - ---------------------------------------------------------------- [2020-10-19 12:00:49,374][root][INFO] - average : 0.478 0.607 0.682 [2020-10-19 12:00:49,374][root][INFO] - [2020-10-19 12:00:49,544][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 12:00:49,544][root][INFO] - Current best mIoU: 71.243 at iter 28000 [2020-10-19 12:00:51,191][root][INFO] - ===> Epoch[6081](30401/5): Loss -0.8499, Sem 0.0175, dir -0.9879, norm 0.1205, swav 0.0000 LR: 5.294e-02 Score 99.425 Data time: 0.0783, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.6406 [2020-10-19 12:00:53,339][root][INFO] - ===> Epoch[6081](30402/5): Loss -0.8436, Sem 0.0158, dir -0.9881, norm 0.1287, swav 0.0000 LR: 5.294e-02 Score 99.469 Data time: 0.0572, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0277 [2020-10-19 12:00:56,095][root][INFO] - ===> Epoch[6081](30403/5): Loss -0.8407, Sem 0.0191, dir -0.9873, norm 0.1275, swav 0.0000 LR: 5.294e-02 Score 99.352 Data time: 0.0639, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 2.6445 [2020-10-19 12:00:58,148][root][INFO] - ===> Epoch[6081](30404/5): Loss -0.8392, Sem 0.0171, dir -0.9861, norm 0.1298, swav 0.0000 LR: 5.294e-02 Score 99.426 Data time: 0.0720, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 1.9713 [2020-10-19 12:01:00,167][root][INFO] - ===> Epoch[6081](30405/5): Loss -0.8468, Sem 0.0184, dir -0.9883, norm 0.1231, swav 0.0000 LR: 5.294e-02 Score 99.370 Data time: 0.0854, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9149 [2020-10-19 12:01:02,089][root][INFO] - ===> Epoch[6082](30406/5): Loss -0.8535, Sem 0.0173, dir -0.9887, norm 0.1179, swav 0.0000 LR: 5.294e-02 Score 99.409 Data time: 0.0802, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.7953 [2020-10-19 12:01:04,507][root][INFO] - ===> Epoch[6082](30407/5): Loss -0.8151, Sem 0.0231, dir -0.9880, norm 0.1499, swav 0.0000 LR: 5.293e-02 Score 99.350 Data time: 0.0800, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.3163 [2020-10-19 12:01:06,615][root][INFO] - ===> Epoch[6082](30408/5): Loss -0.8399, Sem 0.0190, dir -0.9867, norm 0.1278, swav 0.0000 LR: 5.293e-02 Score 99.358 Data time: 0.0768, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9977 [2020-10-19 12:01:09,233][root][INFO] - ===> Epoch[6082](30409/5): Loss -0.8101, Sem 0.0343, dir -0.9874, norm 0.1430, swav 0.0000 LR: 5.293e-02 Score 99.156 Data time: 0.1113, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 2.5198 [2020-10-19 12:01:11,342][root][INFO] - ===> Epoch[6082](30410/5): Loss -0.8345, Sem 0.0221, dir -0.9880, norm 0.1315, swav 0.0000 LR: 5.293e-02 Score 99.280 Data time: 0.0874, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0127 [2020-10-19 12:01:13,265][root][INFO] - ===> Epoch[6083](30411/5): Loss -0.8328, Sem 0.0237, dir -0.9871, norm 0.1305, swav 0.0000 LR: 5.293e-02 Score 99.222 Data time: 0.0720, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.8090 [2020-10-19 12:01:15,376][root][INFO] - ===> Epoch[6083](30412/5): Loss -0.8320, Sem 0.0191, dir -0.9881, norm 0.1370, swav 0.0000 LR: 5.293e-02 Score 99.382 Data time: 0.0783, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0107 [2020-10-19 12:01:17,498][root][INFO] - ===> Epoch[6083](30413/5): Loss -0.8375, Sem 0.0195, dir -0.9885, norm 0.1315, swav 0.0000 LR: 5.293e-02 Score 99.354 Data time: 0.0862, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0240 [2020-10-19 12:01:19,869][root][INFO] - ===> Epoch[6083](30414/5): Loss -0.8331, Sem 0.0208, dir -0.9872, norm 0.1334, swav 0.0000 LR: 5.292e-02 Score 99.291 Data time: 0.0719, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.2604 [2020-10-19 12:01:22,376][root][INFO] - ===> Epoch[6083](30415/5): Loss -0.8255, Sem 0.0260, dir -0.9862, norm 0.1347, swav 0.0000 LR: 5.292e-02 Score 99.109 Data time: 0.0792, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 2.3886 [2020-10-19 12:01:24,369][root][INFO] - ===> Epoch[6084](30416/5): Loss -0.8400, Sem 0.0237, dir -0.9864, norm 0.1227, swav 0.0000 LR: 5.292e-02 Score 99.240 Data time: 0.0607, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 1.9079 [2020-10-19 12:01:26,784][root][INFO] - ===> Epoch[6084](30417/5): Loss -0.8281, Sem 0.0206, dir -0.9866, norm 0.1380, swav 0.0000 LR: 5.292e-02 Score 99.292 Data time: 0.0531, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 2.3215 [2020-10-19 12:01:28,871][root][INFO] - ===> Epoch[6084](30418/5): Loss -0.8408, Sem 0.0173, dir -0.9880, norm 0.1299, swav 0.0000 LR: 5.292e-02 Score 99.427 Data time: 0.0668, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 2.0140 [2020-10-19 12:01:31,369][root][INFO] - ===> Epoch[6084](30419/5): Loss -0.8198, Sem 0.0198, dir -0.9867, norm 0.1471, swav 0.0000 LR: 5.292e-02 Score 99.345 Data time: 0.0860, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 2.3824 [2020-10-19 12:01:33,514][root][INFO] - ===> Epoch[6084](30420/5): Loss -0.8375, Sem 0.0233, dir -0.9866, norm 0.1257, swav 0.0000 LR: 5.291e-02 Score 99.282 Data time: 0.0944, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 2.0208 [2020-10-19 12:01:35,835][root][INFO] - ===> Epoch[6085](30421/5): Loss -0.8064, Sem 0.0247, dir -0.9840, norm 0.1529, swav 0.0000 LR: 5.291e-02 Score 99.224 Data time: 0.1001, Forward time: 0.7774, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 2.2358 [2020-10-19 12:01:37,843][root][INFO] - ===> Epoch[6085](30422/5): Loss -0.8225, Sem 0.0193, dir -0.9837, norm 0.1419, swav 0.0000 LR: 5.291e-02 Score 99.360 Data time: 0.0771, Forward time: 0.7773, Backward time: 1.1692, DDP time: 0.0032, Total iter time: 1.8868 [2020-10-19 12:01:39,864][root][INFO] - ===> Epoch[6085](30423/5): Loss -0.8074, Sem 0.0234, dir -0.9841, norm 0.1533, swav 0.0000 LR: 5.291e-02 Score 99.248 Data time: 0.1903, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9207 [2020-10-19 12:01:42,090][root][INFO] - ===> Epoch[6085](30424/5): Loss -0.8222, Sem 0.0266, dir -0.9851, norm 0.1363, swav 0.0000 LR: 5.291e-02 Score 99.187 Data time: 0.0993, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.1258 [2020-10-19 12:01:44,076][root][INFO] - ===> Epoch[6085](30425/5): Loss -0.8123, Sem 0.0241, dir -0.9848, norm 0.1484, swav 0.0000 LR: 5.291e-02 Score 99.251 Data time: 0.0972, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.8503 [2020-10-19 12:01:45,897][root][INFO] - ===> Epoch[6086](30426/5): Loss -0.8148, Sem 0.0228, dir -0.9843, norm 0.1468, swav 0.0000 LR: 5.290e-02 Score 99.257 Data time: 0.0584, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.7233 [2020-10-19 12:01:48,179][root][INFO] - ===> Epoch[6086](30427/5): Loss -0.8113, Sem 0.0239, dir -0.9851, norm 0.1499, swav 0.0000 LR: 5.290e-02 Score 99.210 Data time: 0.0705, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.2198 [2020-10-19 12:01:50,606][root][INFO] - ===> Epoch[6086](30428/5): Loss -0.8062, Sem 0.0231, dir -0.9853, norm 0.1560, swav 0.0000 LR: 5.290e-02 Score 99.268 Data time: 0.0872, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.3136 [2020-10-19 12:01:52,561][root][INFO] - ===> Epoch[6086](30429/5): Loss -0.8311, Sem 0.0208, dir -0.9857, norm 0.1338, swav 0.0000 LR: 5.290e-02 Score 99.275 Data time: 0.0805, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.8236 [2020-10-19 12:01:54,537][root][INFO] - ===> Epoch[6086](30430/5): Loss -0.8202, Sem 0.0235, dir -0.9864, norm 0.1428, swav 0.0000 LR: 5.290e-02 Score 99.215 Data time: 0.0780, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.8774 [2020-10-19 12:01:57,166][root][INFO] - ===> Epoch[6087](30431/5): Loss -0.8104, Sem 0.0278, dir -0.9850, norm 0.1468, swav 0.0000 LR: 5.290e-02 Score 99.164 Data time: 0.0687, Forward time: 0.7773, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.5435 [2020-10-19 12:01:59,310][root][INFO] - ===> Epoch[6087](30432/5): Loss -0.8106, Sem 0.0216, dir -0.9853, norm 0.1530, swav 0.0000 LR: 5.289e-02 Score 99.291 Data time: 0.0614, Forward time: 0.7773, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0434 [2020-10-19 12:02:01,770][root][INFO] - ===> Epoch[6087](30433/5): Loss -0.7930, Sem 0.0359, dir -0.9834, norm 0.1544, swav 0.0000 LR: 5.289e-02 Score 98.847 Data time: 0.1483, Forward time: 0.7773, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.3688 [2020-10-19 12:02:03,898][root][INFO] - ===> Epoch[6087](30434/5): Loss -0.8056, Sem 0.0209, dir -0.9861, norm 0.1595, swav 0.0000 LR: 5.289e-02 Score 99.306 Data time: 0.0931, Forward time: 0.7773, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0122 [2020-10-19 12:02:06,201][root][INFO] - ===> Epoch[6087](30435/5): Loss -0.8007, Sem 0.0357, dir -0.9848, norm 0.1484, swav 0.0000 LR: 5.289e-02 Score 98.895 Data time: 0.0890, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.1747 [2020-10-19 12:02:08,274][root][INFO] - ===> Epoch[6088](30436/5): Loss -0.8117, Sem 0.0313, dir -0.9858, norm 0.1428, swav 0.0000 LR: 5.289e-02 Score 99.023 Data time: 0.0690, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9419 [2020-10-19 12:02:11,010][root][INFO] - ===> Epoch[6088](30437/5): Loss -0.8049, Sem 0.0252, dir -0.9832, norm 0.1531, swav 0.0000 LR: 5.289e-02 Score 99.157 Data time: 0.0868, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.6283 [2020-10-19 12:02:13,063][root][INFO] - ===> Epoch[6088](30438/5): Loss -0.8248, Sem 0.0266, dir -0.9854, norm 0.1341, swav 0.0000 LR: 5.288e-02 Score 99.110 Data time: 0.0689, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9466 [2020-10-19 12:02:15,392][root][INFO] - ===> Epoch[6088](30439/5): Loss -0.8011, Sem 0.0252, dir -0.9845, norm 0.1582, swav 0.0000 LR: 5.288e-02 Score 99.154 Data time: 0.0766, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.2309 [2020-10-19 12:02:17,393][root][INFO] - ===> Epoch[6088](30440/5): Loss -0.8277, Sem 0.0227, dir -0.9859, norm 0.1354, swav 0.0000 LR: 5.288e-02 Score 99.231 Data time: 0.1134, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.8937 [2020-10-19 12:02:19,583][root][INFO] - ===> Epoch[6089](30441/5): Loss -0.8068, Sem 0.0272, dir -0.9838, norm 0.1498, swav 0.0000 LR: 5.288e-02 Score 99.130 Data time: 0.0939, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0916 [2020-10-19 12:02:21,681][root][INFO] - ===> Epoch[6089](30442/5): Loss -0.8126, Sem 0.0247, dir -0.9849, norm 0.1475, swav 0.0000 LR: 5.288e-02 Score 99.182 Data time: 0.1046, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9726 [2020-10-19 12:02:23,828][root][INFO] - ===> Epoch[6089](30443/5): Loss -0.8104, Sem 0.0277, dir -0.9841, norm 0.1460, swav 0.0000 LR: 5.288e-02 Score 99.081 Data time: 0.0754, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0449 [2020-10-19 12:02:25,875][root][INFO] - ===> Epoch[6089](30444/5): Loss -0.8161, Sem 0.0226, dir -0.9850, norm 0.1462, swav 0.0000 LR: 5.288e-02 Score 99.250 Data time: 0.0884, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9427 [2020-10-19 12:02:27,758][root][INFO] - ===> Epoch[6089](30445/5): Loss -0.8044, Sem 0.0240, dir -0.9854, norm 0.1570, swav 0.0000 LR: 5.287e-02 Score 99.199 Data time: 0.0853, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.7659 [2020-10-19 12:02:30,123][root][INFO] - ===> Epoch[6090](30446/5): Loss -0.8159, Sem 0.0247, dir -0.9856, norm 0.1449, swav 0.0000 LR: 5.287e-02 Score 99.220 Data time: 0.0635, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.2340 [2020-10-19 12:02:31,946][root][INFO] - ===> Epoch[6090](30447/5): Loss -0.8179, Sem 0.0255, dir -0.9847, norm 0.1413, swav 0.0000 LR: 5.287e-02 Score 99.148 Data time: 0.0853, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.7081 [2020-10-19 12:02:34,130][root][INFO] - ===> Epoch[6090](30448/5): Loss -0.8099, Sem 0.0243, dir -0.9841, norm 0.1498, swav 0.0000 LR: 5.287e-02 Score 99.194 Data time: 0.0939, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0798 [2020-10-19 12:02:35,964][root][INFO] - ===> Epoch[6090](30449/5): Loss -0.8127, Sem 0.0243, dir -0.9848, norm 0.1478, swav 0.0000 LR: 5.287e-02 Score 99.181 Data time: 0.1282, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.7098 [2020-10-19 12:02:38,322][root][INFO] - ===> Epoch[6090](30450/5): Loss -0.8158, Sem 0.0255, dir -0.9858, norm 0.1445, swav 0.0000 LR: 5.287e-02 Score 99.174 Data time: 0.1093, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.2484 [2020-10-19 12:02:40,434][root][INFO] - ===> Epoch[6091](30451/5): Loss -0.8324, Sem 0.0236, dir -0.9866, norm 0.1306, swav 0.0000 LR: 5.286e-02 Score 99.201 Data time: 0.0934, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9849 [2020-10-19 12:02:42,467][root][INFO] - ===> Epoch[6091](30452/5): Loss -0.8247, Sem 0.0228, dir -0.9862, norm 0.1386, swav 0.0000 LR: 5.286e-02 Score 99.246 Data time: 0.0656, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9196 [2020-10-19 12:02:44,882][root][INFO] - ===> Epoch[6091](30453/5): Loss -0.8283, Sem 0.0204, dir -0.9865, norm 0.1377, swav 0.0000 LR: 5.286e-02 Score 99.319 Data time: 0.0917, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.3358 [2020-10-19 12:02:47,110][root][INFO] - ===> Epoch[6091](30454/5): Loss -0.8144, Sem 0.0257, dir -0.9845, norm 0.1444, swav 0.0000 LR: 5.286e-02 Score 99.153 Data time: 0.0820, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.1102 [2020-10-19 12:02:49,196][root][INFO] - ===> Epoch[6091](30455/5): Loss -0.8199, Sem 0.0248, dir -0.9854, norm 0.1406, swav 0.0000 LR: 5.286e-02 Score 99.197 Data time: 0.0847, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9815 [2020-10-19 12:02:51,390][root][INFO] - ===> Epoch[6092](30456/5): Loss -0.8130, Sem 0.0256, dir -0.9856, norm 0.1470, swav 0.0000 LR: 5.286e-02 Score 99.134 Data time: 0.0681, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0898 [2020-10-19 12:02:53,472][root][INFO] - ===> Epoch[6092](30457/5): Loss -0.8225, Sem 0.0221, dir -0.9861, norm 0.1416, swav 0.0000 LR: 5.285e-02 Score 99.258 Data time: 0.0809, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9792 [2020-10-19 12:02:55,214][root][INFO] - ===> Epoch[6092](30458/5): Loss -0.8246, Sem 0.0220, dir -0.9860, norm 0.1394, swav 0.0000 LR: 5.285e-02 Score 99.280 Data time: 0.0773, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.6328 [2020-10-19 12:02:57,697][root][INFO] - ===> Epoch[6092](30459/5): Loss -0.8061, Sem 0.0252, dir -0.9841, norm 0.1528, swav 0.0000 LR: 5.285e-02 Score 99.171 Data time: 0.0532, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.3996 [2020-10-19 12:03:00,204][root][INFO] - ===> Epoch[6092](30460/5): Loss -0.8148, Sem 0.0226, dir -0.9852, norm 0.1478, swav 0.0000 LR: 5.285e-02 Score 99.241 Data time: 0.0849, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.4116 [2020-10-19 12:03:02,192][root][INFO] - ===> Epoch[6093](30461/5): Loss -0.8242, Sem 0.0235, dir -0.9872, norm 0.1395, swav 0.0000 LR: 5.285e-02 Score 99.222 Data time: 0.0675, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.8883 [2020-10-19 12:03:05,176][root][INFO] - ===> Epoch[6093](30462/5): Loss -0.8155, Sem 0.0217, dir -0.9857, norm 0.1485, swav 0.0000 LR: 5.285e-02 Score 99.295 Data time: 0.0949, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.9163 [2020-10-19 12:03:07,131][root][INFO] - ===> Epoch[6093](30463/5): Loss -0.8097, Sem 0.0248, dir -0.9859, norm 0.1515, swav 0.0000 LR: 5.284e-02 Score 99.162 Data time: 0.0808, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.8319 [2020-10-19 12:03:09,026][root][INFO] - ===> Epoch[6093](30464/5): Loss -0.8242, Sem 0.0224, dir -0.9849, norm 0.1384, swav 0.0000 LR: 5.284e-02 Score 99.245 Data time: 0.0667, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.7920 [2020-10-19 12:03:11,105][root][INFO] - ===> Epoch[6093](30465/5): Loss -0.8026, Sem 0.0237, dir -0.9858, norm 0.1596, swav 0.0000 LR: 5.284e-02 Score 99.210 Data time: 0.0740, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9811 [2020-10-19 12:03:13,331][root][INFO] - ===> Epoch[6094](30466/5): Loss -0.8053, Sem 0.0215, dir -0.9864, norm 0.1596, swav 0.0000 LR: 5.284e-02 Score 99.288 Data time: 0.1005, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.1169 [2020-10-19 12:03:15,459][root][INFO] - ===> Epoch[6094](30467/5): Loss -0.8086, Sem 0.0259, dir -0.9861, norm 0.1516, swav 0.0000 LR: 5.284e-02 Score 99.150 Data time: 0.0764, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9891 [2020-10-19 12:03:17,654][root][INFO] - ===> Epoch[6094](30468/5): Loss -0.8119, Sem 0.0220, dir -0.9876, norm 0.1537, swav 0.0000 LR: 5.284e-02 Score 99.294 Data time: 0.0729, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0728 [2020-10-19 12:03:19,559][root][INFO] - ===> Epoch[6094](30469/5): Loss -0.8181, Sem 0.0224, dir -0.9854, norm 0.1449, swav 0.0000 LR: 5.283e-02 Score 99.265 Data time: 0.0664, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.8156 [2020-10-19 12:03:22,300][root][INFO] - ===> Epoch[6094](30470/5): Loss -0.8116, Sem 0.0228, dir -0.9851, norm 0.1507, swav 0.0000 LR: 5.283e-02 Score 99.264 Data time: 0.0576, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.6479 [2020-10-19 12:03:24,549][root][INFO] - ===> Epoch[6095](30471/5): Loss -0.8201, Sem 0.0262, dir -0.9859, norm 0.1396, swav 0.0000 LR: 5.283e-02 Score 99.183 Data time: 0.0550, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.1548 [2020-10-19 12:03:26,596][root][INFO] - ===> Epoch[6095](30472/5): Loss -0.8096, Sem 0.0254, dir -0.9858, norm 0.1508, swav 0.0000 LR: 5.283e-02 Score 99.237 Data time: 0.0996, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9789 [2020-10-19 12:03:29,301][root][INFO] - ===> Epoch[6095](30473/5): Loss -0.8135, Sem 0.0216, dir -0.9850, norm 0.1499, swav 0.0000 LR: 5.283e-02 Score 99.263 Data time: 0.1071, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.5879 [2020-10-19 12:03:31,458][root][INFO] - ===> Epoch[6095](30474/5): Loss -0.8081, Sem 0.0266, dir -0.9847, norm 0.1501, swav 0.0000 LR: 5.283e-02 Score 99.109 Data time: 0.0610, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0371 [2020-10-19 12:03:33,545][root][INFO] - ===> Epoch[6095](30475/5): Loss -0.8083, Sem 0.0211, dir -0.9868, norm 0.1573, swav 0.0000 LR: 5.283e-02 Score 99.309 Data time: 0.1012, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9707 [2020-10-19 12:03:35,374][root][INFO] - ===> Epoch[6096](30476/5): Loss -0.8097, Sem 0.0278, dir -0.9846, norm 0.1471, swav 0.0000 LR: 5.282e-02 Score 99.142 Data time: 0.0758, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.7132 [2020-10-19 12:03:37,388][root][INFO] - ===> Epoch[6096](30477/5): Loss -0.8194, Sem 0.0279, dir -0.9852, norm 0.1379, swav 0.0000 LR: 5.282e-02 Score 99.132 Data time: 0.0692, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9137 [2020-10-19 12:03:39,249][root][INFO] - ===> Epoch[6096](30478/5): Loss -0.8155, Sem 0.0284, dir -0.9865, norm 0.1427, swav 0.0000 LR: 5.282e-02 Score 99.138 Data time: 0.0737, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.7563 [2020-10-19 12:03:41,123][root][INFO] - ===> Epoch[6096](30479/5): Loss -0.8249, Sem 0.0226, dir -0.9856, norm 0.1380, swav 0.0000 LR: 5.282e-02 Score 99.238 Data time: 0.0736, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.7581 [2020-10-19 12:03:43,505][root][INFO] - ===> Epoch[6096](30480/5): Loss -0.8194, Sem 0.0275, dir -0.9848, norm 0.1379, swav 0.0000 LR: 5.282e-02 Score 99.114 Data time: 0.0819, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.2846 [2020-10-19 12:03:45,498][root][INFO] - ===> Epoch[6097](30481/5): Loss -0.8041, Sem 0.0253, dir -0.9850, norm 0.1555, swav 0.0000 LR: 5.282e-02 Score 99.197 Data time: 0.0655, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.8739 [2020-10-19 12:03:47,380][root][INFO] - ===> Epoch[6097](30482/5): Loss -0.8234, Sem 0.0211, dir -0.9867, norm 0.1421, swav 0.0000 LR: 5.281e-02 Score 99.291 Data time: 0.0612, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.7751 [2020-10-19 12:03:49,727][root][INFO] - ===> Epoch[6097](30483/5): Loss -0.8253, Sem 0.0217, dir -0.9866, norm 0.1395, swav 0.0000 LR: 5.281e-02 Score 99.289 Data time: 0.0915, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2287 [2020-10-19 12:03:52,141][root][INFO] - ===> Epoch[6097](30484/5): Loss -0.8093, Sem 0.0249, dir -0.9846, norm 0.1504, swav 0.0000 LR: 5.281e-02 Score 99.190 Data time: 0.0954, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2779 [2020-10-19 12:03:54,763][root][INFO] - ===> Epoch[6097](30485/5): Loss -0.8088, Sem 0.0251, dir -0.9859, norm 0.1519, swav 0.0000 LR: 5.281e-02 Score 99.163 Data time: 0.0777, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.4781 [2020-10-19 12:03:56,957][root][INFO] - ===> Epoch[6098](30486/5): Loss -0.8186, Sem 0.0281, dir -0.9859, norm 0.1392, swav 0.0000 LR: 5.281e-02 Score 99.094 Data time: 0.0962, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1264 [2020-10-19 12:03:59,041][root][INFO] - ===> Epoch[6098](30487/5): Loss -0.8018, Sem 0.0226, dir -0.9841, norm 0.1596, swav 0.0000 LR: 5.281e-02 Score 99.247 Data time: 0.0670, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9847 [2020-10-19 12:04:01,217][root][INFO] - ===> Epoch[6098](30488/5): Loss -0.8055, Sem 0.0277, dir -0.9839, norm 0.1507, swav 0.0000 LR: 5.280e-02 Score 99.137 Data time: 0.0869, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1009 [2020-10-19 12:04:03,101][root][INFO] - ===> Epoch[6098](30489/5): Loss -0.8153, Sem 0.0280, dir -0.9856, norm 0.1423, swav 0.0000 LR: 5.280e-02 Score 99.113 Data time: 0.0698, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.7809 [2020-10-19 12:04:05,640][root][INFO] - ===> Epoch[6098](30490/5): Loss -0.8126, Sem 0.0234, dir -0.9858, norm 0.1498, swav 0.0000 LR: 5.280e-02 Score 99.230 Data time: 0.1681, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.4224 [2020-10-19 12:04:07,929][root][INFO] - ===> Epoch[6099](30491/5): Loss -0.7866, Sem 0.0396, dir -0.9842, norm 0.1580, swav 0.0000 LR: 5.280e-02 Score 98.894 Data time: 0.0944, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1806 [2020-10-19 12:04:10,191][root][INFO] - ===> Epoch[6099](30492/5): Loss -0.8136, Sem 0.0224, dir -0.9849, norm 0.1489, swav 0.0000 LR: 5.280e-02 Score 99.252 Data time: 0.0926, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1590 [2020-10-19 12:04:12,472][root][INFO] - ===> Epoch[6099](30493/5): Loss -0.8175, Sem 0.0226, dir -0.9862, norm 0.1461, swav 0.0000 LR: 5.280e-02 Score 99.261 Data time: 0.0786, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1873 [2020-10-19 12:04:14,412][root][INFO] - ===> Epoch[6099](30494/5): Loss -0.8180, Sem 0.0235, dir -0.9853, norm 0.1438, swav 0.0000 LR: 5.279e-02 Score 99.233 Data time: 0.0810, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8740 [2020-10-19 12:04:17,208][root][INFO] - ===> Epoch[6099](30495/5): Loss -0.7993, Sem 0.0251, dir -0.9843, norm 0.1599, swav 0.0000 LR: 5.279e-02 Score 99.176 Data time: 0.1186, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.6946 [2020-10-19 12:04:19,269][root][INFO] - ===> Epoch[6100](30496/5): Loss -0.8139, Sem 0.0312, dir -0.9847, norm 0.1396, swav 0.0000 LR: 5.279e-02 Score 99.125 Data time: 0.0637, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9542 [2020-10-19 12:04:21,268][root][INFO] - ===> Epoch[6100](30497/5): Loss -0.7866, Sem 0.0396, dir -0.9840, norm 0.1578, swav 0.0000 LR: 5.279e-02 Score 98.954 Data time: 0.0831, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8945 [2020-10-19 12:04:23,395][root][INFO] - ===> Epoch[6100](30498/5): Loss -0.8231, Sem 0.0246, dir -0.9855, norm 0.1378, swav 0.0000 LR: 5.279e-02 Score 99.169 Data time: 0.0655, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0150 [2020-10-19 12:04:25,748][root][INFO] - ===> Epoch[6100](30499/5): Loss -0.7904, Sem 0.0262, dir -0.9831, norm 0.1665, swav 0.0000 LR: 5.279e-02 Score 99.144 Data time: 0.0868, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2731 [2020-10-19 12:04:27,781][root][INFO] - ===> Epoch[6100](30500/5): Loss -0.8181, Sem 0.0254, dir -0.9852, norm 0.1416, swav 0.0000 LR: 5.278e-02 Score 99.179 Data time: 0.0687, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9089 [2020-10-19 12:04:29,119][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 12:04:31,539][root][INFO] - ===> Epoch[6101](30501/5): Loss -0.8090, Sem 0.0228, dir -0.9839, norm 0.1521, swav 0.0000 LR: 5.278e-02 Score 99.241 Data time: 0.1208, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2412 [2020-10-19 12:04:33,548][root][INFO] - ===> Epoch[6101](30502/5): Loss -0.8118, Sem 0.0266, dir -0.9846, norm 0.1462, swav 0.0000 LR: 5.278e-02 Score 99.120 Data time: 0.0858, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8625 [2020-10-19 12:04:35,360][root][INFO] - ===> Epoch[6101](30503/5): Loss -0.8219, Sem 0.0256, dir -0.9851, norm 0.1377, swav 0.0000 LR: 5.278e-02 Score 99.151 Data time: 0.0683, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.7121 [2020-10-19 12:04:37,252][root][INFO] - ===> Epoch[6101](30504/5): Loss -0.7862, Sem 0.0362, dir -0.9833, norm 0.1609, swav 0.0000 LR: 5.278e-02 Score 98.897 Data time: 0.0666, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8142 [2020-10-19 12:04:39,285][root][INFO] - ===> Epoch[6101](30505/5): Loss -0.8256, Sem 0.0218, dir -0.9860, norm 0.1386, swav 0.0000 LR: 5.278e-02 Score 99.267 Data time: 0.0546, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9179 [2020-10-19 12:04:41,973][root][INFO] - ===> Epoch[6102](30506/5): Loss -0.8021, Sem 0.0261, dir -0.9845, norm 0.1563, swav 0.0000 LR: 5.278e-02 Score 99.142 Data time: 0.0651, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.6312 [2020-10-19 12:04:44,050][root][INFO] - ===> Epoch[6102](30507/5): Loss -0.7920, Sem 0.0433, dir -0.9842, norm 0.1489, swav 0.0000 LR: 5.277e-02 Score 98.764 Data time: 0.0588, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9691 [2020-10-19 12:04:46,907][root][INFO] - ===> Epoch[6102](30508/5): Loss -0.8095, Sem 0.0229, dir -0.9854, norm 0.1529, swav 0.0000 LR: 5.277e-02 Score 99.271 Data time: 0.0818, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.8014 [2020-10-19 12:04:48,838][root][INFO] - ===> Epoch[6102](30509/5): Loss -0.8114, Sem 0.0251, dir -0.9842, norm 0.1477, swav 0.0000 LR: 5.277e-02 Score 99.181 Data time: 0.0787, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.7912 [2020-10-19 12:04:51,087][root][INFO] - ===> Epoch[6102](30510/5): Loss -0.8118, Sem 0.0289, dir -0.9856, norm 0.1448, swav 0.0000 LR: 5.277e-02 Score 99.075 Data time: 0.0667, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1783 [2020-10-19 12:04:53,007][root][INFO] - ===> Epoch[6103](30511/5): Loss -0.8023, Sem 0.0326, dir -0.9843, norm 0.1493, swav 0.0000 LR: 5.277e-02 Score 98.994 Data time: 0.0591, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8286 [2020-10-19 12:04:54,782][root][INFO] - ===> Epoch[6103](30512/5): Loss -0.8064, Sem 0.0282, dir -0.9842, norm 0.1495, swav 0.0000 LR: 5.277e-02 Score 99.072 Data time: 0.0522, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.6764 [2020-10-19 12:04:57,616][root][INFO] - ===> Epoch[6103](30513/5): Loss -0.8135, Sem 0.0249, dir -0.9853, norm 0.1469, swav 0.0000 LR: 5.276e-02 Score 99.187 Data time: 0.0621, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.7466 [2020-10-19 12:05:00,422][root][INFO] - ===> Epoch[6103](30514/5): Loss -0.7952, Sem 0.0263, dir -0.9849, norm 0.1634, swav 0.0000 LR: 5.276e-02 Score 99.179 Data time: 0.0815, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.6944 [2020-10-19 12:05:02,790][root][INFO] - ===> Epoch[6103](30515/5): Loss -0.8134, Sem 0.0270, dir -0.9844, norm 0.1440, swav 0.0000 LR: 5.276e-02 Score 99.104 Data time: 0.0813, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2499 [2020-10-19 12:05:04,784][root][INFO] - ===> Epoch[6104](30516/5): Loss -0.8148, Sem 0.0244, dir -0.9857, norm 0.1466, swav 0.0000 LR: 5.276e-02 Score 99.211 Data time: 0.0693, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8746 [2020-10-19 12:05:07,080][root][INFO] - ===> Epoch[6104](30517/5): Loss -0.8267, Sem 0.0211, dir -0.9867, norm 0.1389, swav 0.0000 LR: 5.276e-02 Score 99.306 Data time: 0.0981, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1993 [2020-10-19 12:05:09,517][root][INFO] - ===> Epoch[6104](30518/5): Loss -0.8276, Sem 0.0218, dir -0.9850, norm 0.1356, swav 0.0000 LR: 5.276e-02 Score 99.280 Data time: 0.0809, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.3071 [2020-10-19 12:05:11,744][root][INFO] - ===> Epoch[6104](30519/5): Loss -0.8159, Sem 0.0280, dir -0.9841, norm 0.1402, swav 0.0000 LR: 5.275e-02 Score 99.077 Data time: 0.0780, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1168 [2020-10-19 12:05:13,633][root][INFO] - ===> Epoch[6104](30520/5): Loss -0.8117, Sem 0.0245, dir -0.9846, norm 0.1484, swav 0.0000 LR: 5.275e-02 Score 99.193 Data time: 0.0564, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.7773 [2020-10-19 12:05:15,579][root][INFO] - ===> Epoch[6105](30521/5): Loss -0.8078, Sem 0.0283, dir -0.9845, norm 0.1484, swav 0.0000 LR: 5.275e-02 Score 99.079 Data time: 0.0523, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8539 [2020-10-19 12:05:17,412][root][INFO] - ===> Epoch[6105](30522/5): Loss -0.8166, Sem 0.0245, dir -0.9855, norm 0.1443, swav 0.0000 LR: 5.275e-02 Score 99.192 Data time: 0.0538, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.7645 [2020-10-19 12:05:19,930][root][INFO] - ===> Epoch[6105](30523/5): Loss -0.7942, Sem 0.0286, dir -0.9838, norm 0.1609, swav 0.0000 LR: 5.275e-02 Score 99.077 Data time: 0.0683, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.4388 [2020-10-19 12:05:22,153][root][INFO] - ===> Epoch[6105](30524/5): Loss -0.8256, Sem 0.0214, dir -0.9859, norm 0.1389, swav 0.0000 LR: 5.275e-02 Score 99.300 Data time: 0.0918, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0886 [2020-10-19 12:05:24,507][root][INFO] - ===> Epoch[6105](30525/5): Loss -0.8326, Sem 0.0220, dir -0.9861, norm 0.1315, swav 0.0000 LR: 5.274e-02 Score 99.249 Data time: 0.0710, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2273 [2020-10-19 12:05:26,912][root][INFO] - ===> Epoch[6106](30526/5): Loss -0.8145, Sem 0.0224, dir -0.9853, norm 0.1485, swav 0.0000 LR: 5.274e-02 Score 99.274 Data time: 0.0644, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.3041 [2020-10-19 12:05:29,201][root][INFO] - ===> Epoch[6106](30527/5): Loss -0.8194, Sem 0.0235, dir -0.9851, norm 0.1422, swav 0.0000 LR: 5.274e-02 Score 99.200 Data time: 0.1037, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1930 [2020-10-19 12:05:31,508][root][INFO] - ===> Epoch[6106](30528/5): Loss -0.8168, Sem 0.0246, dir -0.9845, norm 0.1431, swav 0.0000 LR: 5.274e-02 Score 99.200 Data time: 0.0874, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1851 [2020-10-19 12:05:33,494][root][INFO] - ===> Epoch[6106](30529/5): Loss -0.8231, Sem 0.0227, dir -0.9862, norm 0.1403, swav 0.0000 LR: 5.274e-02 Score 99.221 Data time: 0.0793, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8669 [2020-10-19 12:05:35,679][root][INFO] - ===> Epoch[6106](30530/5): Loss -0.8268, Sem 0.0242, dir -0.9859, norm 0.1349, swav 0.0000 LR: 5.274e-02 Score 99.191 Data time: 0.0686, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0942 [2020-10-19 12:05:38,099][root][INFO] - ===> Epoch[6107](30531/5): Loss -0.8169, Sem 0.0206, dir -0.9853, norm 0.1478, swav 0.0000 LR: 5.274e-02 Score 99.336 Data time: 0.0952, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.3131 [2020-10-19 12:05:40,018][root][INFO] - ===> Epoch[6107](30532/5): Loss -0.8303, Sem 0.0205, dir -0.9867, norm 0.1359, swav 0.0000 LR: 5.273e-02 Score 99.317 Data time: 0.0709, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8071 [2020-10-19 12:05:42,000][root][INFO] - ===> Epoch[6107](30533/5): Loss -0.8334, Sem 0.0210, dir -0.9872, norm 0.1328, swav 0.0000 LR: 5.273e-02 Score 99.284 Data time: 0.0423, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8915 [2020-10-19 12:05:44,958][root][INFO] - ===> Epoch[6107](30534/5): Loss -0.8112, Sem 0.0242, dir -0.9844, norm 0.1490, swav 0.0000 LR: 5.273e-02 Score 99.217 Data time: 0.0866, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.9211 [2020-10-19 12:05:46,939][root][INFO] - ===> Epoch[6107](30535/5): Loss -0.8346, Sem 0.0209, dir -0.9865, norm 0.1310, swav 0.0000 LR: 5.273e-02 Score 99.300 Data time: 0.0670, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8651 [2020-10-19 12:05:49,629][root][INFO] - ===> Epoch[6108](30536/5): Loss -0.8289, Sem 0.0210, dir -0.9866, norm 0.1367, swav 0.0000 LR: 5.273e-02 Score 99.293 Data time: 0.0692, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.6201 [2020-10-19 12:05:51,965][root][INFO] - ===> Epoch[6108](30537/5): Loss -0.8231, Sem 0.0217, dir -0.9867, norm 0.1419, swav 0.0000 LR: 5.273e-02 Score 99.282 Data time: 0.0757, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.2364 [2020-10-19 12:05:53,835][root][INFO] - ===> Epoch[6108](30538/5): Loss -0.8316, Sem 0.0202, dir -0.9861, norm 0.1344, swav 0.0000 LR: 5.272e-02 Score 99.314 Data time: 0.0669, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.7510 [2020-10-19 12:05:55,933][root][INFO] - ===> Epoch[6108](30539/5): Loss -0.8286, Sem 0.0198, dir -0.9856, norm 0.1373, swav 0.0000 LR: 5.272e-02 Score 99.337 Data time: 0.0878, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.0269 [2020-10-19 12:05:58,005][root][INFO] - ===> Epoch[6108](30540/5): Loss -0.8311, Sem 0.0209, dir -0.9869, norm 0.1350, swav 0.0000 LR: 5.272e-02 Score 99.284 Data time: 0.0799, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 1.9464 [2020-10-19 12:06:00,063][root][INFO] - ===> Epoch[6109](30541/5): Loss -0.8136, Sem 0.0239, dir -0.9857, norm 0.1481, swav 0.0000 LR: 5.272e-02 Score 99.198 Data time: 0.0742, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9799 [2020-10-19 12:06:02,231][root][INFO] - ===> Epoch[6109](30542/5): Loss -0.8226, Sem 0.0211, dir -0.9861, norm 0.1424, swav 0.0000 LR: 5.272e-02 Score 99.304 Data time: 0.0720, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0937 [2020-10-19 12:06:04,399][root][INFO] - ===> Epoch[6109](30543/5): Loss -0.8139, Sem 0.0225, dir -0.9861, norm 0.1496, swav 0.0000 LR: 5.272e-02 Score 99.260 Data time: 0.1000, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0726 [2020-10-19 12:06:06,494][root][INFO] - ===> Epoch[6109](30544/5): Loss -0.8250, Sem 0.0182, dir -0.9868, norm 0.1436, swav 0.0000 LR: 5.271e-02 Score 99.390 Data time: 0.0799, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9804 [2020-10-19 12:06:08,663][root][INFO] - ===> Epoch[6109](30545/5): Loss -0.8243, Sem 0.0185, dir -0.9864, norm 0.1437, swav 0.0000 LR: 5.271e-02 Score 99.373 Data time: 0.0803, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0880 [2020-10-19 12:06:10,460][root][INFO] - ===> Epoch[6110](30546/5): Loss -0.8298, Sem 0.0230, dir -0.9859, norm 0.1331, swav 0.0000 LR: 5.271e-02 Score 99.233 Data time: 0.0598, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.6803 [2020-10-19 12:06:12,477][root][INFO] - ===> Epoch[6110](30547/5): Loss -0.8273, Sem 0.0188, dir -0.9869, norm 0.1408, swav 0.0000 LR: 5.271e-02 Score 99.377 Data time: 0.0680, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9333 [2020-10-19 12:06:14,868][root][INFO] - ===> Epoch[6110](30548/5): Loss -0.8174, Sem 0.0251, dir -0.9857, norm 0.1432, swav 0.0000 LR: 5.271e-02 Score 99.238 Data time: 0.1003, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2818 [2020-10-19 12:06:17,271][root][INFO] - ===> Epoch[6110](30549/5): Loss -0.8264, Sem 0.0189, dir -0.9870, norm 0.1417, swav 0.0000 LR: 5.271e-02 Score 99.360 Data time: 0.0827, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2752 [2020-10-19 12:06:19,740][root][INFO] - ===> Epoch[6110](30550/5): Loss -0.8228, Sem 0.0194, dir -0.9868, norm 0.1447, swav 0.0000 LR: 5.270e-02 Score 99.348 Data time: 0.0832, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.3489 [2020-10-19 12:06:22,034][root][INFO] - ===> Epoch[6111](30551/5): Loss -0.8249, Sem 0.0219, dir -0.9868, norm 0.1401, swav 0.0000 LR: 5.270e-02 Score 99.326 Data time: 0.0662, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1635 [2020-10-19 12:06:23,971][root][INFO] - ===> Epoch[6111](30552/5): Loss -0.8208, Sem 0.0202, dir -0.9867, norm 0.1457, swav 0.0000 LR: 5.270e-02 Score 99.326 Data time: 0.0652, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8377 [2020-10-19 12:06:26,339][root][INFO] - ===> Epoch[6111](30553/5): Loss -0.8187, Sem 0.0263, dir -0.9854, norm 0.1404, swav 0.0000 LR: 5.270e-02 Score 99.138 Data time: 0.0441, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.2641 [2020-10-19 12:06:28,393][root][INFO] - ===> Epoch[6111](30554/5): Loss -0.8299, Sem 0.0240, dir -0.9867, norm 0.1329, swav 0.0000 LR: 5.270e-02 Score 99.226 Data time: 0.0821, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9936 [2020-10-19 12:06:30,377][root][INFO] - ===> Epoch[6111](30555/5): Loss -0.8212, Sem 0.0237, dir -0.9849, norm 0.1400, swav 0.0000 LR: 5.270e-02 Score 99.209 Data time: 0.0757, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8791 [2020-10-19 12:06:32,316][root][INFO] - ===> Epoch[6112](30556/5): Loss -0.8227, Sem 0.0227, dir -0.9846, norm 0.1392, swav 0.0000 LR: 5.269e-02 Score 99.238 Data time: 0.0854, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8312 [2020-10-19 12:06:34,479][root][INFO] - ===> Epoch[6112](30557/5): Loss -0.8237, Sem 0.0241, dir -0.9861, norm 0.1383, swav 0.0000 LR: 5.269e-02 Score 99.208 Data time: 0.0549, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0670 [2020-10-19 12:06:36,759][root][INFO] - ===> Epoch[6112](30558/5): Loss -0.8240, Sem 0.0228, dir -0.9873, norm 0.1405, swav 0.0000 LR: 5.269e-02 Score 99.221 Data time: 0.0879, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1844 [2020-10-19 12:06:38,960][root][INFO] - ===> Epoch[6112](30559/5): Loss -0.8157, Sem 0.0248, dir -0.9856, norm 0.1452, swav 0.0000 LR: 5.269e-02 Score 99.197 Data time: 0.0956, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0827 [2020-10-19 12:06:41,326][root][INFO] - ===> Epoch[6112](30560/5): Loss -0.8211, Sem 0.0219, dir -0.9858, norm 0.1428, swav 0.0000 LR: 5.269e-02 Score 99.267 Data time: 0.0693, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2672 [2020-10-19 12:06:43,486][root][INFO] - ===> Epoch[6113](30561/5): Loss -0.8216, Sem 0.0248, dir -0.9845, norm 0.1382, swav 0.0000 LR: 5.269e-02 Score 99.167 Data time: 0.0618, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0745 [2020-10-19 12:06:46,144][root][INFO] - ===> Epoch[6113](30562/5): Loss -0.8252, Sem 0.0192, dir -0.9852, norm 0.1409, swav 0.0000 LR: 5.269e-02 Score 99.353 Data time: 0.0794, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.5813 [2020-10-19 12:06:48,469][root][INFO] - ===> Epoch[6113](30563/5): Loss -0.8389, Sem 0.0194, dir -0.9880, norm 0.1296, swav 0.0000 LR: 5.268e-02 Score 99.345 Data time: 0.0845, Forward time: 0.7774, Backward time: 1.1691, DDP time: 0.0032, Total iter time: 2.2081 [2020-10-19 12:06:50,537][root][INFO] - ===> Epoch[6113](30564/5): Loss -0.8201, Sem 0.0232, dir -0.9850, norm 0.1416, swav 0.0000 LR: 5.268e-02 Score 99.225 Data time: 0.0918, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9646 [2020-10-19 12:06:52,774][root][INFO] - ===> Epoch[6113](30565/5): Loss -0.8266, Sem 0.0215, dir -0.9856, norm 0.1374, swav 0.0000 LR: 5.268e-02 Score 99.286 Data time: 0.0637, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1352 [2020-10-19 12:06:54,659][root][INFO] - ===> Epoch[6114](30566/5): Loss -0.8367, Sem 0.0198, dir -0.9883, norm 0.1317, swav 0.0000 LR: 5.268e-02 Score 99.345 Data time: 0.0643, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.7999 [2020-10-19 12:06:57,045][root][INFO] - ===> Epoch[6114](30567/5): Loss -0.8164, Sem 0.0202, dir -0.9853, norm 0.1487, swav 0.0000 LR: 5.268e-02 Score 99.347 Data time: 0.1139, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2924 [2020-10-19 12:06:59,162][root][INFO] - ===> Epoch[6114](30568/5): Loss -0.8275, Sem 0.0196, dir -0.9861, norm 0.1390, swav 0.0000 LR: 5.268e-02 Score 99.345 Data time: 0.0901, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9850 [2020-10-19 12:07:01,256][root][INFO] - ===> Epoch[6114](30569/5): Loss -0.8390, Sem 0.0195, dir -0.9874, norm 0.1289, swav 0.0000 LR: 5.267e-02 Score 99.344 Data time: 0.0848, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9645 [2020-10-19 12:07:03,227][root][INFO] - ===> Epoch[6114](30570/5): Loss -0.8223, Sem 0.0216, dir -0.9857, norm 0.1418, swav 0.0000 LR: 5.267e-02 Score 99.291 Data time: 0.0760, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8745 [2020-10-19 12:07:05,291][root][INFO] - ===> Epoch[6115](30571/5): Loss -0.8140, Sem 0.0220, dir -0.9842, norm 0.1482, swav 0.0000 LR: 5.267e-02 Score 99.288 Data time: 0.0801, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8899 [2020-10-19 12:07:07,452][root][INFO] - ===> Epoch[6115](30572/5): Loss -0.8355, Sem 0.0183, dir -0.9872, norm 0.1334, swav 0.0000 LR: 5.267e-02 Score 99.372 Data time: 0.0566, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0636 [2020-10-19 12:07:09,497][root][INFO] - ===> Epoch[6115](30573/5): Loss -0.8322, Sem 0.0207, dir -0.9871, norm 0.1342, swav 0.0000 LR: 5.267e-02 Score 99.315 Data time: 0.0842, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9667 [2020-10-19 12:07:11,805][root][INFO] - ===> Epoch[6115](30574/5): Loss -0.8323, Sem 0.0204, dir -0.9866, norm 0.1339, swav 0.0000 LR: 5.267e-02 Score 99.299 Data time: 0.0893, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2080 [2020-10-19 12:07:13,812][root][INFO] - ===> Epoch[6115](30575/5): Loss -0.8283, Sem 0.0180, dir -0.9861, norm 0.1397, swav 0.0000 LR: 5.266e-02 Score 99.406 Data time: 0.0701, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8890 [2020-10-19 12:07:16,165][root][INFO] - ===> Epoch[6116](30576/5): Loss -0.8310, Sem 0.0190, dir -0.9864, norm 0.1364, swav 0.0000 LR: 5.266e-02 Score 99.365 Data time: 0.0844, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2368 [2020-10-19 12:07:18,552][root][INFO] - ===> Epoch[6116](30577/5): Loss -0.8256, Sem 0.0206, dir -0.9862, norm 0.1400, swav 0.0000 LR: 5.266e-02 Score 99.290 Data time: 0.0955, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2912 [2020-10-19 12:07:20,345][root][INFO] - ===> Epoch[6116](30578/5): Loss -0.8448, Sem 0.0217, dir -0.9880, norm 0.1216, swav 0.0000 LR: 5.266e-02 Score 99.277 Data time: 0.0653, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.6572 [2020-10-19 12:07:22,422][root][INFO] - ===> Epoch[6116](30579/5): Loss -0.8409, Sem 0.0191, dir -0.9873, norm 0.1272, swav 0.0000 LR: 5.266e-02 Score 99.368 Data time: 0.0897, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0052 [2020-10-19 12:07:24,552][root][INFO] - ===> Epoch[6116](30580/5): Loss -0.8329, Sem 0.0207, dir -0.9856, norm 0.1320, swav 0.0000 LR: 5.266e-02 Score 99.313 Data time: 0.0726, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0285 [2020-10-19 12:07:26,866][root][INFO] - ===> Epoch[6117](30581/5): Loss -0.8448, Sem 0.0161, dir -0.9876, norm 0.1266, swav 0.0000 LR: 5.265e-02 Score 99.464 Data time: 0.0920, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2035 [2020-10-19 12:07:29,163][root][INFO] - ===> Epoch[6117](30582/5): Loss -0.8360, Sem 0.0195, dir -0.9866, norm 0.1311, swav 0.0000 LR: 5.265e-02 Score 99.351 Data time: 0.0843, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1883 [2020-10-19 12:07:30,989][root][INFO] - ===> Epoch[6117](30583/5): Loss -0.8398, Sem 0.0177, dir -0.9875, norm 0.1301, swav 0.0000 LR: 5.265e-02 Score 99.401 Data time: 0.0691, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.7075 [2020-10-19 12:07:33,798][root][INFO] - ===> Epoch[6117](30584/5): Loss -0.8222, Sem 0.0204, dir -0.9863, norm 0.1436, swav 0.0000 LR: 5.265e-02 Score 99.319 Data time: 0.0668, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.7007 [2020-10-19 12:07:36,069][root][INFO] - ===> Epoch[6117](30585/5): Loss -0.8234, Sem 0.0216, dir -0.9843, norm 0.1393, swav 0.0000 LR: 5.265e-02 Score 99.278 Data time: 0.0638, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1846 [2020-10-19 12:07:38,633][root][INFO] - ===> Epoch[6118](30586/5): Loss -0.8317, Sem 0.0195, dir -0.9874, norm 0.1362, swav 0.0000 LR: 5.265e-02 Score 99.350 Data time: 0.0717, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.4729 [2020-10-19 12:07:40,850][root][INFO] - ===> Epoch[6118](30587/5): Loss -0.8439, Sem 0.0248, dir -0.9877, norm 0.1190, swav 0.0000 LR: 5.264e-02 Score 99.230 Data time: 0.0520, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1097 [2020-10-19 12:07:42,776][root][INFO] - ===> Epoch[6118](30588/5): Loss -0.8215, Sem 0.0231, dir -0.9854, norm 0.1408, swav 0.0000 LR: 5.264e-02 Score 99.275 Data time: 0.0898, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8579 [2020-10-19 12:07:44,792][root][INFO] - ===> Epoch[6118](30589/5): Loss -0.8286, Sem 0.0209, dir -0.9871, norm 0.1376, swav 0.0000 LR: 5.264e-02 Score 99.318 Data time: 0.0797, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9169 [2020-10-19 12:07:47,031][root][INFO] - ===> Epoch[6118](30590/5): Loss -0.8341, Sem 0.0222, dir -0.9867, norm 0.1304, swav 0.0000 LR: 5.264e-02 Score 99.276 Data time: 0.0782, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1394 [2020-10-19 12:07:49,186][root][INFO] - ===> Epoch[6119](30591/5): Loss -0.8211, Sem 0.0249, dir -0.9866, norm 0.1406, swav 0.0000 LR: 5.264e-02 Score 99.199 Data time: 0.0625, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0637 [2020-10-19 12:07:51,201][root][INFO] - ===> Epoch[6119](30592/5): Loss -0.8227, Sem 0.0281, dir -0.9861, norm 0.1353, swav 0.0000 LR: 5.264e-02 Score 99.092 Data time: 0.0817, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9239 [2020-10-19 12:07:53,958][root][INFO] - ===> Epoch[6119](30593/5): Loss -0.8239, Sem 0.0238, dir -0.9864, norm 0.1387, swav 0.0000 LR: 5.264e-02 Score 99.192 Data time: 0.1153, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.6689 [2020-10-19 12:07:55,914][root][INFO] - ===> Epoch[6119](30594/5): Loss -0.8335, Sem 0.0218, dir -0.9872, norm 0.1319, swav 0.0000 LR: 5.263e-02 Score 99.290 Data time: 0.0786, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8547 [2020-10-19 12:07:57,937][root][INFO] - ===> Epoch[6119](30595/5): Loss -0.8354, Sem 0.0220, dir -0.9873, norm 0.1299, swav 0.0000 LR: 5.263e-02 Score 99.264 Data time: 0.0553, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9271 [2020-10-19 12:08:00,438][root][INFO] - ===> Epoch[6120](30596/5): Loss -0.8294, Sem 0.0217, dir -0.9864, norm 0.1353, swav 0.0000 LR: 5.263e-02 Score 99.295 Data time: 0.1034, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.3927 [2020-10-19 12:08:02,467][root][INFO] - ===> Epoch[6120](30597/5): Loss -0.8179, Sem 0.0237, dir -0.9867, norm 0.1451, swav 0.0000 LR: 5.263e-02 Score 99.240 Data time: 0.0618, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9022 [2020-10-19 12:08:04,682][root][INFO] - ===> Epoch[6120](30598/5): Loss -0.8422, Sem 0.0201, dir -0.9874, norm 0.1250, swav 0.0000 LR: 5.263e-02 Score 99.329 Data time: 0.0637, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1450 [2020-10-19 12:08:07,197][root][INFO] - ===> Epoch[6120](30599/5): Loss -0.8264, Sem 0.0201, dir -0.9870, norm 0.1405, swav 0.0000 LR: 5.263e-02 Score 99.331 Data time: 0.0855, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.4339 [2020-10-19 12:08:09,350][root][INFO] - ===> Epoch[6120](30600/5): Loss -0.8250, Sem 0.0233, dir -0.9846, norm 0.1362, swav 0.0000 LR: 5.262e-02 Score 99.252 Data time: 0.0628, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0182 [2020-10-19 12:08:10,566][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 12:08:10,722][root][INFO] - ===> Start testing [2020-10-19 12:08:50,281][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1239 Loss 0.315 (AVG: 0.556) Score 94.228 (AVG: 90.399) mIOU 69.278 mAP 83.766 mAcc 75.732 IOU: 62.397 0.357 80.485 74.837 93.789 91.869 32.935 80.161 96.413 62.889 81.009 86.139 57.338 mAP: 80.534 10.863 93.752 87.943 98.695 98.084 59.702 97.053 99.678 85.181 92.862 94.412 90.199 mAcc: 80.093 2.279 85.013 83.177 95.343 95.987 36.199 94.096 98.206 66.022 90.234 95.856 62.014 [2020-10-19 12:08:50,288][root][INFO] - Finished test. Elapsed time: 39.5580 [2020-10-19 12:08:53,816][root][INFO] - [2020-10-19 12:08:53,816][root][INFO] - ################################################################ [2020-10-19 12:08:53,817][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 12:08:53,817][root][INFO] - ################################################################ [2020-10-19 12:08:53,817][root][INFO] - clutter : nan nan nan [2020-10-19 12:08:53,817][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 12:08:53,817][root][INFO] - board : 0.722 0.801 0.900 [2020-10-19 12:08:53,817][root][INFO] - bookcase : 0.281 0.399 0.557 [2020-10-19 12:08:53,817][root][INFO] - ceiling : 0.516 0.579 0.661 [2020-10-19 12:08:53,817][root][INFO] - chair : 0.809 0.901 0.917 [2020-10-19 12:08:53,817][root][INFO] - column : 0.119 0.198 0.362 [2020-10-19 12:08:53,817][root][INFO] - door : 0.794 0.906 0.966 [2020-10-19 12:08:53,817][root][INFO] - floor : 0.721 0.733 0.733 [2020-10-19 12:08:53,817][root][INFO] - sofa : 0.329 0.455 0.717 [2020-10-19 12:08:53,817][root][INFO] - table : 0.130 0.341 0.588 [2020-10-19 12:08:53,817][root][INFO] - wall : 0.508 0.695 0.789 [2020-10-19 12:08:53,817][root][INFO] - window : 0.534 0.727 0.761 [2020-10-19 12:08:53,817][root][INFO] - ---------------------------------------------------------------- [2020-10-19 12:08:53,817][root][INFO] - average : 0.455 0.561 0.663 [2020-10-19 12:08:53,817][root][INFO] - [2020-10-19 12:08:53,961][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 12:08:53,962][root][INFO] - Current best mIoU: 71.243 at iter 28000 [2020-10-19 12:08:55,860][root][INFO] - ===> Epoch[6121](30601/5): Loss -0.8307, Sem 0.0232, dir -0.9867, norm 0.1328, swav 0.0000 LR: 5.262e-02 Score 99.237 Data time: 0.0766, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8925 [2020-10-19 12:08:57,995][root][INFO] - ===> Epoch[6121](30602/5): Loss -0.8230, Sem 0.0216, dir -0.9864, norm 0.1418, swav 0.0000 LR: 5.262e-02 Score 99.284 Data time: 0.0617, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0363 [2020-10-19 12:09:00,305][root][INFO] - ===> Epoch[6121](30603/5): Loss -0.8264, Sem 0.0184, dir -0.9860, norm 0.1412, swav 0.0000 LR: 5.262e-02 Score 99.401 Data time: 0.0530, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2344 [2020-10-19 12:09:02,349][root][INFO] - ===> Epoch[6121](30604/5): Loss -0.8270, Sem 0.0196, dir -0.9874, norm 0.1408, swav 0.0000 LR: 5.262e-02 Score 99.350 Data time: 0.0844, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9663 [2020-10-19 12:09:04,536][root][INFO] - ===> Epoch[6121](30605/5): Loss -0.8354, Sem 0.0203, dir -0.9869, norm 0.1312, swav 0.0000 LR: 5.262e-02 Score 99.300 Data time: 0.0695, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0962 [2020-10-19 12:09:06,578][root][INFO] - ===> Epoch[6122](30606/5): Loss -0.8295, Sem 0.0213, dir -0.9861, norm 0.1353, swav 0.0000 LR: 5.261e-02 Score 99.277 Data time: 0.0561, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9605 [2020-10-19 12:09:08,948][root][INFO] - ===> Epoch[6122](30607/5): Loss -0.8260, Sem 0.0200, dir -0.9870, norm 0.1411, swav 0.0000 LR: 5.261e-02 Score 99.355 Data time: 0.0564, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2939 [2020-10-19 12:09:10,688][root][INFO] - ===> Epoch[6122](30608/5): Loss -0.8312, Sem 0.0202, dir -0.9861, norm 0.1347, swav 0.0000 LR: 5.261e-02 Score 99.305 Data time: 0.0567, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.6863 [2020-10-19 12:09:12,683][root][INFO] - ===> Epoch[6122](30609/5): Loss -0.8372, Sem 0.0196, dir -0.9874, norm 0.1306, swav 0.0000 LR: 5.261e-02 Score 99.319 Data time: 0.1405, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8961 [2020-10-19 12:09:15,054][root][INFO] - ===> Epoch[6122](30610/5): Loss -0.8237, Sem 0.0246, dir -0.9867, norm 0.1383, swav 0.0000 LR: 5.261e-02 Score 99.262 Data time: 0.0995, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2715 [2020-10-19 12:09:17,715][root][INFO] - ===> Epoch[6123](30611/5): Loss -0.8314, Sem 0.0223, dir -0.9862, norm 0.1324, swav 0.0000 LR: 5.261e-02 Score 99.251 Data time: 0.1243, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.5480 [2020-10-19 12:09:19,950][root][INFO] - ===> Epoch[6123](30612/5): Loss -0.8395, Sem 0.0175, dir -0.9870, norm 0.1300, swav 0.0000 LR: 5.260e-02 Score 99.416 Data time: 0.1000, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1213 [2020-10-19 12:09:21,954][root][INFO] - ===> Epoch[6123](30613/5): Loss -0.8090, Sem 0.0208, dir -0.9855, norm 0.1557, swav 0.0000 LR: 5.260e-02 Score 99.314 Data time: 0.0822, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9026 [2020-10-19 12:09:23,874][root][INFO] - ===> Epoch[6123](30614/5): Loss -0.8367, Sem 0.0204, dir -0.9866, norm 0.1294, swav 0.0000 LR: 5.260e-02 Score 99.300 Data time: 0.0809, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8347 [2020-10-19 12:09:25,993][root][INFO] - ===> Epoch[6123](30615/5): Loss -0.8470, Sem 0.0188, dir -0.9875, norm 0.1216, swav 0.0000 LR: 5.260e-02 Score 99.350 Data time: 0.0788, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0079 [2020-10-19 12:09:27,959][root][INFO] - ===> Epoch[6124](30616/5): Loss -0.8380, Sem 0.0167, dir -0.9881, norm 0.1335, swav 0.0000 LR: 5.260e-02 Score 99.432 Data time: 0.1161, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8610 [2020-10-19 12:09:30,374][root][INFO] - ===> Epoch[6124](30617/5): Loss -0.8360, Sem 0.0194, dir -0.9888, norm 0.1335, swav 0.0000 LR: 5.260e-02 Score 99.345 Data time: 0.1832, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.3033 [2020-10-19 12:09:32,595][root][INFO] - ===> Epoch[6124](30618/5): Loss -0.8391, Sem 0.0201, dir -0.9872, norm 0.1279, swav 0.0000 LR: 5.259e-02 Score 99.341 Data time: 0.0938, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1217 [2020-10-19 12:09:34,531][root][INFO] - ===> Epoch[6124](30619/5): Loss -0.8167, Sem 0.0209, dir -0.9856, norm 0.1480, swav 0.0000 LR: 5.259e-02 Score 99.321 Data time: 0.0568, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8259 [2020-10-19 12:09:36,686][root][INFO] - ===> Epoch[6124](30620/5): Loss -0.8213, Sem 0.0204, dir -0.9857, norm 0.1439, swav 0.0000 LR: 5.259e-02 Score 99.337 Data time: 0.0887, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0756 [2020-10-19 12:09:38,777][root][INFO] - ===> Epoch[6125](30621/5): Loss -0.8340, Sem 0.0202, dir -0.9867, norm 0.1325, swav 0.0000 LR: 5.259e-02 Score 99.317 Data time: 0.0773, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9818 [2020-10-19 12:09:40,804][root][INFO] - ===> Epoch[6125](30622/5): Loss -0.8325, Sem 0.0178, dir -0.9868, norm 0.1364, swav 0.0000 LR: 5.259e-02 Score 99.403 Data time: 0.0804, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9441 [2020-10-19 12:09:42,923][root][INFO] - ===> Epoch[6125](30623/5): Loss -0.8323, Sem 0.0176, dir -0.9872, norm 0.1373, swav 0.0000 LR: 5.259e-02 Score 99.404 Data time: 0.0928, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0139 [2020-10-19 12:09:45,659][root][INFO] - ===> Epoch[6125](30624/5): Loss -0.8179, Sem 0.0196, dir -0.9870, norm 0.1495, swav 0.0000 LR: 5.259e-02 Score 99.365 Data time: 0.0942, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.6166 [2020-10-19 12:09:47,792][root][INFO] - ===> Epoch[6125](30625/5): Loss -0.8401, Sem 0.0185, dir -0.9864, norm 0.1277, swav 0.0000 LR: 5.258e-02 Score 99.378 Data time: 0.1211, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0331 [2020-10-19 12:09:50,430][root][INFO] - ===> Epoch[6126](30626/5): Loss -0.8069, Sem 0.0209, dir -0.9865, norm 0.1588, swav 0.0000 LR: 5.258e-02 Score 99.301 Data time: 0.0796, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.5204 [2020-10-19 12:09:52,568][root][INFO] - ===> Epoch[6126](30627/5): Loss -0.8275, Sem 0.0182, dir -0.9874, norm 0.1416, swav 0.0000 LR: 5.258e-02 Score 99.387 Data time: 0.0794, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0475 [2020-10-19 12:09:54,618][root][INFO] - ===> Epoch[6126](30628/5): Loss -0.8272, Sem 0.0195, dir -0.9857, norm 0.1389, swav 0.0000 LR: 5.258e-02 Score 99.341 Data time: 0.0902, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9425 [2020-10-19 12:09:56,958][root][INFO] - ===> Epoch[6126](30629/5): Loss -0.8356, Sem 0.0194, dir -0.9869, norm 0.1319, swav 0.0000 LR: 5.258e-02 Score 99.352 Data time: 0.0598, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2443 [2020-10-19 12:09:58,934][root][INFO] - ===> Epoch[6126](30630/5): Loss -0.8375, Sem 0.0172, dir -0.9875, norm 0.1328, swav 0.0000 LR: 5.258e-02 Score 99.411 Data time: 0.0642, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9019 [2020-10-19 12:10:00,979][root][INFO] - ===> Epoch[6127](30631/5): Loss -0.8293, Sem 0.0193, dir -0.9870, norm 0.1384, swav 0.0000 LR: 5.257e-02 Score 99.353 Data time: 0.0994, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9410 [2020-10-19 12:10:03,263][root][INFO] - ===> Epoch[6127](30632/5): Loss -0.8194, Sem 0.0181, dir -0.9863, norm 0.1488, swav 0.0000 LR: 5.257e-02 Score 99.387 Data time: 0.1047, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1767 [2020-10-19 12:10:06,024][root][INFO] - ===> Epoch[6127](30633/5): Loss -0.8226, Sem 0.0205, dir -0.9864, norm 0.1434, swav 0.0000 LR: 5.257e-02 Score 99.347 Data time: 0.0705, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.6432 [2020-10-19 12:10:08,678][root][INFO] - ===> Epoch[6127](30634/5): Loss -0.8282, Sem 0.0183, dir -0.9880, norm 0.1415, swav 0.0000 LR: 5.257e-02 Score 99.389 Data time: 0.0697, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.5624 [2020-10-19 12:10:10,631][root][INFO] - ===> Epoch[6127](30635/5): Loss -0.8345, Sem 0.0178, dir -0.9871, norm 0.1348, swav 0.0000 LR: 5.257e-02 Score 99.404 Data time: 0.0775, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8575 [2020-10-19 12:10:12,713][root][INFO] - ===> Epoch[6128](30636/5): Loss -0.8256, Sem 0.0225, dir -0.9851, norm 0.1370, swav 0.0000 LR: 5.257e-02 Score 99.288 Data time: 0.1796, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9780 [2020-10-19 12:10:14,793][root][INFO] - ===> Epoch[6128](30637/5): Loss -0.8472, Sem 0.0156, dir -0.9887, norm 0.1259, swav 0.0000 LR: 5.256e-02 Score 99.468 Data time: 0.0942, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9917 [2020-10-19 12:10:16,887][root][INFO] - ===> Epoch[6128](30638/5): Loss -0.8269, Sem 0.0186, dir -0.9883, norm 0.1428, swav 0.0000 LR: 5.256e-02 Score 99.383 Data time: 0.0743, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9810 [2020-10-19 12:10:19,179][root][INFO] - ===> Epoch[6128](30639/5): Loss -0.8339, Sem 0.0206, dir -0.9866, norm 0.1321, swav 0.0000 LR: 5.256e-02 Score 99.317 Data time: 0.0786, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2038 [2020-10-19 12:10:21,600][root][INFO] - ===> Epoch[6128](30640/5): Loss -0.8317, Sem 0.0189, dir -0.9868, norm 0.1362, swav 0.0000 LR: 5.256e-02 Score 99.371 Data time: 0.1946, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.3211 [2020-10-19 12:10:24,137][root][INFO] - ===> Epoch[6129](30641/5): Loss -0.8286, Sem 0.0190, dir -0.9858, norm 0.1382, swav 0.0000 LR: 5.256e-02 Score 99.364 Data time: 0.1526, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.4268 [2020-10-19 12:10:26,398][root][INFO] - ===> Epoch[6129](30642/5): Loss -0.8274, Sem 0.0175, dir -0.9874, norm 0.1425, swav 0.0000 LR: 5.256e-02 Score 99.406 Data time: 0.0864, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1475 [2020-10-19 12:10:28,084][root][INFO] - ===> Epoch[6129](30643/5): Loss -0.8428, Sem 0.0169, dir -0.9880, norm 0.1282, swav 0.0000 LR: 5.255e-02 Score 99.415 Data time: 0.0723, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.5845 [2020-10-19 12:10:30,310][root][INFO] - ===> Epoch[6129](30644/5): Loss -0.8194, Sem 0.0203, dir -0.9869, norm 0.1473, swav 0.0000 LR: 5.255e-02 Score 99.334 Data time: 0.0888, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1552 [2020-10-19 12:10:33,379][root][INFO] - ===> Epoch[6129](30645/5): Loss -0.8314, Sem 0.0185, dir -0.9863, norm 0.1363, swav 0.0000 LR: 5.255e-02 Score 99.382 Data time: 0.0924, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.9568 [2020-10-19 12:10:35,571][root][INFO] - ===> Epoch[6130](30646/5): Loss -0.8237, Sem 0.0158, dir -0.9876, norm 0.1481, swav 0.0000 LR: 5.255e-02 Score 99.468 Data time: 0.0844, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0809 [2020-10-19 12:10:37,705][root][INFO] - ===> Epoch[6130](30647/5): Loss -0.8285, Sem 0.0181, dir -0.9875, norm 0.1409, swav 0.0000 LR: 5.255e-02 Score 99.393 Data time: 0.0686, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0352 [2020-10-19 12:10:40,323][root][INFO] - ===> Epoch[6130](30648/5): Loss -0.8295, Sem 0.0211, dir -0.9865, norm 0.1359, swav 0.0000 LR: 5.255e-02 Score 99.306 Data time: 0.0702, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.5319 [2020-10-19 12:10:42,579][root][INFO] - ===> Epoch[6130](30649/5): Loss -0.8303, Sem 0.0187, dir -0.9870, norm 0.1380, swav 0.0000 LR: 5.254e-02 Score 99.392 Data time: 0.0566, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1453 [2020-10-19 12:10:44,641][root][INFO] - ===> Epoch[6130](30650/5): Loss -0.8385, Sem 0.0178, dir -0.9872, norm 0.1309, swav 0.0000 LR: 5.254e-02 Score 99.390 Data time: 0.0710, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0010 [2020-10-19 12:10:46,852][root][INFO] - ===> Epoch[6131](30651/5): Loss -0.8177, Sem 0.0184, dir -0.9869, norm 0.1508, swav 0.0000 LR: 5.254e-02 Score 99.397 Data time: 0.0995, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0970 [2020-10-19 12:10:48,665][root][INFO] - ===> Epoch[6131](30652/5): Loss -0.8368, Sem 0.0190, dir -0.9865, norm 0.1308, swav 0.0000 LR: 5.254e-02 Score 99.358 Data time: 0.0701, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.7048 [2020-10-19 12:10:50,992][root][INFO] - ===> Epoch[6131](30653/5): Loss -0.8226, Sem 0.0197, dir -0.9864, norm 0.1441, swav 0.0000 LR: 5.254e-02 Score 99.339 Data time: 0.0691, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2701 [2020-10-19 12:10:53,259][root][INFO] - ===> Epoch[6131](30654/5): Loss -0.8365, Sem 0.0166, dir -0.9880, norm 0.1350, swav 0.0000 LR: 5.254e-02 Score 99.442 Data time: 0.0509, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1829 [2020-10-19 12:10:55,030][root][INFO] - ===> Epoch[6131](30655/5): Loss -0.8291, Sem 0.0181, dir -0.9858, norm 0.1386, swav 0.0000 LR: 5.254e-02 Score 99.381 Data time: 0.0769, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.7049 [2020-10-19 12:10:57,128][root][INFO] - ===> Epoch[6132](30656/5): Loss -0.8295, Sem 0.0178, dir -0.9879, norm 0.1406, swav 0.0000 LR: 5.253e-02 Score 99.397 Data time: 0.0919, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0059 [2020-10-19 12:10:59,283][root][INFO] - ===> Epoch[6132](30657/5): Loss -0.8285, Sem 0.0197, dir -0.9854, norm 0.1373, swav 0.0000 LR: 5.253e-02 Score 99.338 Data time: 0.0701, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0399 [2020-10-19 12:11:01,343][root][INFO] - ===> Epoch[6132](30658/5): Loss -0.8171, Sem 0.0185, dir -0.9880, norm 0.1523, swav 0.0000 LR: 5.253e-02 Score 99.387 Data time: 0.0720, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9934 [2020-10-19 12:11:03,197][root][INFO] - ===> Epoch[6132](30659/5): Loss -0.8370, Sem 0.0192, dir -0.9867, norm 0.1305, swav 0.0000 LR: 5.253e-02 Score 99.352 Data time: 0.0503, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.7579 [2020-10-19 12:11:05,271][root][INFO] - ===> Epoch[6132](30660/5): Loss -0.8307, Sem 0.0180, dir -0.9880, norm 0.1392, swav 0.0000 LR: 5.253e-02 Score 99.394 Data time: 0.0759, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9986 [2020-10-19 12:11:07,106][root][INFO] - ===> Epoch[6133](30661/5): Loss -0.8402, Sem 0.0180, dir -0.9874, norm 0.1292, swav 0.0000 LR: 5.253e-02 Score 99.387 Data time: 0.0691, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.7280 [2020-10-19 12:11:09,346][root][INFO] - ===> Epoch[6133](30662/5): Loss -0.8115, Sem 0.0183, dir -0.9860, norm 0.1562, swav 0.0000 LR: 5.252e-02 Score 99.411 Data time: 0.0906, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1622 [2020-10-19 12:11:11,624][root][INFO] - ===> Epoch[6133](30663/5): Loss -0.8091, Sem 0.0191, dir -0.9873, norm 0.1591, swav 0.0000 LR: 5.252e-02 Score 99.360 Data time: 0.0819, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1579 [2020-10-19 12:11:13,737][root][INFO] - ===> Epoch[6133](30664/5): Loss -0.8271, Sem 0.0180, dir -0.9881, norm 0.1430, swav 0.0000 LR: 5.252e-02 Score 99.424 Data time: 0.1378, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0202 [2020-10-19 12:11:15,711][root][INFO] - ===> Epoch[6133](30665/5): Loss -0.8254, Sem 0.0182, dir -0.9872, norm 0.1436, swav 0.0000 LR: 5.252e-02 Score 99.377 Data time: 0.0630, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9075 [2020-10-19 12:11:18,210][root][INFO] - ===> Epoch[6134](30666/5): Loss -0.8345, Sem 0.0186, dir -0.9869, norm 0.1337, swav 0.0000 LR: 5.252e-02 Score 99.400 Data time: 0.1072, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.4115 [2020-10-19 12:11:20,329][root][INFO] - ===> Epoch[6134](30667/5): Loss -0.8419, Sem 0.0178, dir -0.9877, norm 0.1281, swav 0.0000 LR: 5.252e-02 Score 99.410 Data time: 0.0764, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0010 [2020-10-19 12:11:22,186][root][INFO] - ===> Epoch[6134](30668/5): Loss -0.8308, Sem 0.0214, dir -0.9858, norm 0.1335, swav 0.0000 LR: 5.251e-02 Score 99.266 Data time: 0.0495, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.7677 [2020-10-19 12:11:24,704][root][INFO] - ===> Epoch[6134](30669/5): Loss -0.8452, Sem 0.0161, dir -0.9877, norm 0.1263, swav 0.0000 LR: 5.251e-02 Score 99.455 Data time: 0.0672, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.4553 [2020-10-19 12:11:27,177][root][INFO] - ===> Epoch[6134](30670/5): Loss -0.8340, Sem 0.0169, dir -0.9867, norm 0.1358, swav 0.0000 LR: 5.251e-02 Score 99.447 Data time: 0.0589, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.3936 [2020-10-19 12:11:29,279][root][INFO] - ===> Epoch[6135](30671/5): Loss -0.8444, Sem 0.0182, dir -0.9881, norm 0.1256, swav 0.0000 LR: 5.251e-02 Score 99.386 Data time: 0.0781, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0125 [2020-10-19 12:11:31,280][root][INFO] - ===> Epoch[6135](30672/5): Loss -0.8391, Sem 0.0193, dir -0.9875, norm 0.1290, swav 0.0000 LR: 5.251e-02 Score 99.333 Data time: 0.0532, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8965 [2020-10-19 12:11:33,743][root][INFO] - ===> Epoch[6135](30673/5): Loss -0.8349, Sem 0.0182, dir -0.9863, norm 0.1332, swav 0.0000 LR: 5.251e-02 Score 99.383 Data time: 0.1929, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.3774 [2020-10-19 12:11:36,127][root][INFO] - ===> Epoch[6135](30674/5): Loss -0.8389, Sem 0.0172, dir -0.9877, norm 0.1316, swav 0.0000 LR: 5.250e-02 Score 99.430 Data time: 0.2412, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2659 [2020-10-19 12:11:38,395][root][INFO] - ===> Epoch[6135](30675/5): Loss -0.8361, Sem 0.0172, dir -0.9873, norm 0.1339, swav 0.0000 LR: 5.250e-02 Score 99.420 Data time: 0.0894, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1589 [2020-10-19 12:11:40,347][root][INFO] - ===> Epoch[6136](30676/5): Loss -0.8387, Sem 0.0208, dir -0.9872, norm 0.1277, swav 0.0000 LR: 5.250e-02 Score 99.294 Data time: 0.0744, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8522 [2020-10-19 12:11:42,454][root][INFO] - ===> Epoch[6136](30677/5): Loss -0.8556, Sem 0.0151, dir -0.9891, norm 0.1185, swav 0.0000 LR: 5.250e-02 Score 99.499 Data time: 0.0520, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0055 [2020-10-19 12:11:44,565][root][INFO] - ===> Epoch[6136](30678/5): Loss -0.8119, Sem 0.0188, dir -0.9862, norm 0.1555, swav 0.0000 LR: 5.250e-02 Score 99.386 Data time: 0.0552, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0113 [2020-10-19 12:11:46,397][root][INFO] - ===> Epoch[6136](30679/5): Loss -0.8385, Sem 0.0177, dir -0.9876, norm 0.1314, swav 0.0000 LR: 5.250e-02 Score 99.400 Data time: 0.0683, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.7553 [2020-10-19 12:11:48,502][root][INFO] - ===> Epoch[6136](30680/5): Loss -0.8291, Sem 0.0191, dir -0.9869, norm 0.1387, swav 0.0000 LR: 5.250e-02 Score 99.352 Data time: 0.1313, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9993 [2020-10-19 12:11:50,891][root][INFO] - ===> Epoch[6137](30681/5): Loss -0.8307, Sem 0.0167, dir -0.9880, norm 0.1406, swav 0.0000 LR: 5.249e-02 Score 99.427 Data time: 0.0857, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2733 [2020-10-19 12:11:53,184][root][INFO] - ===> Epoch[6137](30682/5): Loss -0.8339, Sem 0.0168, dir -0.9882, norm 0.1375, swav 0.0000 LR: 5.249e-02 Score 99.432 Data time: 0.0805, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1865 [2020-10-19 12:11:55,438][root][INFO] - ===> Epoch[6137](30683/5): Loss -0.8436, Sem 0.0187, dir -0.9876, norm 0.1253, swav 0.0000 LR: 5.249e-02 Score 99.352 Data time: 0.0823, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1706 [2020-10-19 12:11:57,376][root][INFO] - ===> Epoch[6137](30684/5): Loss -0.8394, Sem 0.0177, dir -0.9864, norm 0.1293, swav 0.0000 LR: 5.249e-02 Score 99.409 Data time: 0.0858, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8250 [2020-10-19 12:11:59,482][root][INFO] - ===> Epoch[6137](30685/5): Loss -0.8357, Sem 0.0162, dir -0.9866, norm 0.1347, swav 0.0000 LR: 5.249e-02 Score 99.474 Data time: 0.0887, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9996 [2020-10-19 12:12:01,451][root][INFO] - ===> Epoch[6138](30686/5): Loss -0.8318, Sem 0.0192, dir -0.9871, norm 0.1361, swav 0.0000 LR: 5.249e-02 Score 99.365 Data time: 0.0660, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8445 [2020-10-19 12:12:03,755][root][INFO] - ===> Epoch[6138](30687/5): Loss -0.8369, Sem 0.0189, dir -0.9873, norm 0.1315, swav 0.0000 LR: 5.248e-02 Score 99.359 Data time: 0.0915, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.2071 [2020-10-19 12:12:05,746][root][INFO] - ===> Epoch[6138](30688/5): Loss -0.8351, Sem 0.0188, dir -0.9866, norm 0.1327, swav 0.0000 LR: 5.248e-02 Score 99.357 Data time: 0.0432, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8905 [2020-10-19 12:12:07,874][root][INFO] - ===> Epoch[6138](30689/5): Loss -0.8426, Sem 0.0149, dir -0.9885, norm 0.1311, swav 0.0000 LR: 5.248e-02 Score 99.512 Data time: 0.0620, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0414 [2020-10-19 12:12:10,134][root][INFO] - ===> Epoch[6138](30690/5): Loss -0.8389, Sem 0.0186, dir -0.9865, norm 0.1290, swav 0.0000 LR: 5.248e-02 Score 99.376 Data time: 0.0820, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1536 [2020-10-19 12:12:12,122][root][INFO] - ===> Epoch[6139](30691/5): Loss -0.8295, Sem 0.0192, dir -0.9864, norm 0.1377, swav 0.0000 LR: 5.248e-02 Score 99.360 Data time: 0.0899, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8690 [2020-10-19 12:12:14,083][root][INFO] - ===> Epoch[6139](30692/5): Loss -0.8414, Sem 0.0178, dir -0.9886, norm 0.1295, swav 0.0000 LR: 5.248e-02 Score 99.400 Data time: 0.0624, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8524 [2020-10-19 12:12:16,383][root][INFO] - ===> Epoch[6139](30693/5): Loss -0.8464, Sem 0.0160, dir -0.9889, norm 0.1264, swav 0.0000 LR: 5.247e-02 Score 99.453 Data time: 0.0741, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.2071 [2020-10-19 12:12:18,698][root][INFO] - ===> Epoch[6139](30694/5): Loss -0.8362, Sem 0.0159, dir -0.9870, norm 0.1350, swav 0.0000 LR: 5.247e-02 Score 99.467 Data time: 0.0866, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.2048 [2020-10-19 12:12:20,762][root][INFO] - ===> Epoch[6139](30695/5): Loss -0.8389, Sem 0.0191, dir -0.9883, norm 0.1303, swav 0.0000 LR: 5.247e-02 Score 99.374 Data time: 0.0974, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9430 [2020-10-19 12:12:23,697][root][INFO] - ===> Epoch[6140](30696/5): Loss -0.8358, Sem 0.0182, dir -0.9870, norm 0.1331, swav 0.0000 LR: 5.247e-02 Score 99.398 Data time: 0.0610, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.8307 [2020-10-19 12:12:26,008][root][INFO] - ===> Epoch[6140](30697/5): Loss -0.8349, Sem 0.0189, dir -0.9879, norm 0.1340, swav 0.0000 LR: 5.247e-02 Score 99.362 Data time: 0.1040, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1956 [2020-10-19 12:12:28,459][root][INFO] - ===> Epoch[6140](30698/5): Loss -0.8345, Sem 0.0199, dir -0.9855, norm 0.1311, swav 0.0000 LR: 5.247e-02 Score 99.360 Data time: 0.1369, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.3437 [2020-10-19 12:12:30,683][root][INFO] - ===> Epoch[6140](30699/5): Loss -0.8383, Sem 0.0177, dir -0.9882, norm 0.1321, swav 0.0000 LR: 5.246e-02 Score 99.406 Data time: 0.0958, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1093 [2020-10-19 12:12:33,040][root][INFO] - ===> Epoch[6140](30700/5): Loss -0.8472, Sem 0.0141, dir -0.9883, norm 0.1271, swav 0.0000 LR: 5.246e-02 Score 99.526 Data time: 0.1380, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.2288 [2020-10-19 12:12:34,715][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 12:12:36,691][root][INFO] - ===> Epoch[6141](30701/5): Loss -0.8442, Sem 0.0160, dir -0.9879, norm 0.1277, swav 0.0000 LR: 5.246e-02 Score 99.452 Data time: 0.0877, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.7892 [2020-10-19 12:12:38,817][root][INFO] - ===> Epoch[6141](30702/5): Loss -0.8437, Sem 0.0189, dir -0.9881, norm 0.1254, swav 0.0000 LR: 5.246e-02 Score 99.381 Data time: 0.0645, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0316 [2020-10-19 12:12:41,088][root][INFO] - ===> Epoch[6141](30703/5): Loss -0.8366, Sem 0.0168, dir -0.9865, norm 0.1330, swav 0.0000 LR: 5.246e-02 Score 99.434 Data time: 0.0831, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1641 [2020-10-19 12:12:43,826][root][INFO] - ===> Epoch[6141](30704/5): Loss -0.8371, Sem 0.0164, dir -0.9884, norm 0.1349, swav 0.0000 LR: 5.246e-02 Score 99.442 Data time: 0.0687, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.6288 [2020-10-19 12:12:45,984][root][INFO] - ===> Epoch[6141](30705/5): Loss -0.8534, Sem 0.0165, dir -0.9883, norm 0.1184, swav 0.0000 LR: 5.245e-02 Score 99.435 Data time: 0.0839, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0503 [2020-10-19 12:12:48,032][root][INFO] - ===> Epoch[6142](30706/5): Loss -0.8389, Sem 0.0177, dir -0.9873, norm 0.1307, swav 0.0000 LR: 5.245e-02 Score 99.418 Data time: 0.0604, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9274 [2020-10-19 12:12:49,928][root][INFO] - ===> Epoch[6142](30707/5): Loss -0.8441, Sem 0.0163, dir -0.9886, norm 0.1282, swav 0.0000 LR: 5.245e-02 Score 99.455 Data time: 0.0591, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.7951 [2020-10-19 12:12:52,039][root][INFO] - ===> Epoch[6142](30708/5): Loss -0.8268, Sem 0.0179, dir -0.9864, norm 0.1417, swav 0.0000 LR: 5.245e-02 Score 99.396 Data time: 0.0616, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0424 [2020-10-19 12:12:54,489][root][INFO] - ===> Epoch[6142](30709/5): Loss -0.8493, Sem 0.0165, dir -0.9881, norm 0.1222, swav 0.0000 LR: 5.245e-02 Score 99.435 Data time: 0.1155, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.3448 [2020-10-19 12:12:56,635][root][INFO] - ===> Epoch[6142](30710/5): Loss -0.8415, Sem 0.0171, dir -0.9881, norm 0.1295, swav 0.0000 LR: 5.245e-02 Score 99.415 Data time: 0.1066, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0532 [2020-10-19 12:12:58,675][root][INFO] - ===> Epoch[6143](30711/5): Loss -0.8497, Sem 0.0173, dir -0.9886, norm 0.1216, swav 0.0000 LR: 5.245e-02 Score 99.419 Data time: 0.0937, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9291 [2020-10-19 12:13:00,803][root][INFO] - ===> Epoch[6143](30712/5): Loss -0.8466, Sem 0.0179, dir -0.9873, norm 0.1229, swav 0.0000 LR: 5.244e-02 Score 99.398 Data time: 0.3091, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0253 [2020-10-19 12:13:02,873][root][INFO] - ===> Epoch[6143](30713/5): Loss -0.8369, Sem 0.0201, dir -0.9873, norm 0.1303, swav 0.0000 LR: 5.244e-02 Score 99.342 Data time: 0.0821, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9667 [2020-10-19 12:13:05,027][root][INFO] - ===> Epoch[6143](30714/5): Loss -0.8450, Sem 0.0163, dir -0.9889, norm 0.1276, swav 0.0000 LR: 5.244e-02 Score 99.450 Data time: 0.1005, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0430 [2020-10-19 12:13:07,638][root][INFO] - ===> Epoch[6143](30715/5): Loss -0.8358, Sem 0.0172, dir -0.9869, norm 0.1338, swav 0.0000 LR: 5.244e-02 Score 99.420 Data time: 0.0610, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.5284 [2020-10-19 12:13:09,477][root][INFO] - ===> Epoch[6144](30716/5): Loss -0.8564, Sem 0.0165, dir -0.9888, norm 0.1159, swav 0.0000 LR: 5.244e-02 Score 99.436 Data time: 0.0540, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.7605 [2020-10-19 12:13:11,248][root][INFO] - ===> Epoch[6144](30717/5): Loss -0.8442, Sem 0.0172, dir -0.9885, norm 0.1270, swav 0.0000 LR: 5.244e-02 Score 99.406 Data time: 0.0574, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.6984 [2020-10-19 12:13:13,535][root][INFO] - ===> Epoch[6144](30718/5): Loss -0.8393, Sem 0.0193, dir -0.9877, norm 0.1291, swav 0.0000 LR: 5.243e-02 Score 99.403 Data time: 0.0738, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1844 [2020-10-19 12:13:15,666][root][INFO] - ===> Epoch[6144](30719/5): Loss -0.8364, Sem 0.0173, dir -0.9864, norm 0.1327, swav 0.0000 LR: 5.243e-02 Score 99.408 Data time: 0.1039, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9975 [2020-10-19 12:13:17,767][root][INFO] - ===> Epoch[6144](30720/5): Loss -0.8476, Sem 0.0168, dir -0.9877, norm 0.1233, swav 0.0000 LR: 5.243e-02 Score 99.446 Data time: 0.0983, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9973 [2020-10-19 12:13:20,172][root][INFO] - ===> Epoch[6145](30721/5): Loss -0.8391, Sem 0.0173, dir -0.9869, norm 0.1305, swav 0.0000 LR: 5.243e-02 Score 99.425 Data time: 0.0941, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.2950 [2020-10-19 12:13:22,102][root][INFO] - ===> Epoch[6145](30722/5): Loss -0.8422, Sem 0.0168, dir -0.9881, norm 0.1291, swav 0.0000 LR: 5.243e-02 Score 99.424 Data time: 0.0521, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.7994 [2020-10-19 12:13:24,149][root][INFO] - ===> Epoch[6145](30723/5): Loss -0.8236, Sem 0.0192, dir -0.9875, norm 0.1447, swav 0.0000 LR: 5.243e-02 Score 99.365 Data time: 0.1749, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9664 [2020-10-19 12:13:26,601][root][INFO] - ===> Epoch[6145](30724/5): Loss -0.8486, Sem 0.0184, dir -0.9876, norm 0.1206, swav 0.0000 LR: 5.242e-02 Score 99.379 Data time: 0.3691, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.3176 [2020-10-19 12:13:28,841][root][INFO] - ===> Epoch[6145](30725/5): Loss -0.8417, Sem 0.0147, dir -0.9885, norm 0.1321, swav 0.0000 LR: 5.242e-02 Score 99.503 Data time: 0.0995, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1177 [2020-10-19 12:13:31,430][root][INFO] - ===> Epoch[6146](30726/5): Loss -0.8219, Sem 0.0203, dir -0.9852, norm 0.1430, swav 0.0000 LR: 5.242e-02 Score 99.349 Data time: 0.0723, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.4921 [2020-10-19 12:13:33,414][root][INFO] - ===> Epoch[6146](30727/5): Loss -0.8487, Sem 0.0172, dir -0.9885, norm 0.1227, swav 0.0000 LR: 5.242e-02 Score 99.414 Data time: 0.0848, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8895 [2020-10-19 12:13:35,510][root][INFO] - ===> Epoch[6146](30728/5): Loss -0.8386, Sem 0.0181, dir -0.9877, norm 0.1310, swav 0.0000 LR: 5.242e-02 Score 99.383 Data time: 0.0623, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0131 [2020-10-19 12:13:37,790][root][INFO] - ===> Epoch[6146](30729/5): Loss -0.8414, Sem 0.0168, dir -0.9873, norm 0.1291, swav 0.0000 LR: 5.242e-02 Score 99.431 Data time: 0.0493, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1916 [2020-10-19 12:13:39,947][root][INFO] - ===> Epoch[6146](30730/5): Loss -0.8410, Sem 0.0174, dir -0.9884, norm 0.1299, swav 0.0000 LR: 5.241e-02 Score 99.418 Data time: 0.1913, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1192 [2020-10-19 12:13:42,477][root][INFO] - ===> Epoch[6147](30731/5): Loss -0.8315, Sem 0.0181, dir -0.9874, norm 0.1378, swav 0.0000 LR: 5.241e-02 Score 99.404 Data time: 0.1004, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.4190 [2020-10-19 12:13:44,365][root][INFO] - ===> Epoch[6147](30732/5): Loss -0.8355, Sem 0.0200, dir -0.9870, norm 0.1316, swav 0.0000 LR: 5.241e-02 Score 99.342 Data time: 0.0709, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.7646 [2020-10-19 12:13:46,447][root][INFO] - ===> Epoch[6147](30733/5): Loss -0.8456, Sem 0.0168, dir -0.9882, norm 0.1259, swav 0.0000 LR: 5.241e-02 Score 99.434 Data time: 0.0762, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9763 [2020-10-19 12:13:48,935][root][INFO] - ===> Epoch[6147](30734/5): Loss -0.8449, Sem 0.0159, dir -0.9885, norm 0.1278, swav 0.0000 LR: 5.241e-02 Score 99.465 Data time: 0.0745, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.3748 [2020-10-19 12:13:51,529][root][INFO] - ===> Epoch[6147](30735/5): Loss -0.8397, Sem 0.0190, dir -0.9872, norm 0.1285, swav 0.0000 LR: 5.241e-02 Score 99.373 Data time: 0.0716, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.4826 [2020-10-19 12:13:54,327][root][INFO] - ===> Epoch[6148](30736/5): Loss -0.8463, Sem 0.0162, dir -0.9879, norm 0.1254, swav 0.0000 LR: 5.240e-02 Score 99.449 Data time: 0.0743, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.6931 [2020-10-19 12:13:56,772][root][INFO] - ===> Epoch[6148](30737/5): Loss -0.8420, Sem 0.0154, dir -0.9878, norm 0.1304, swav 0.0000 LR: 5.240e-02 Score 99.488 Data time: 0.0665, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.3456 [2020-10-19 12:13:58,968][root][INFO] - ===> Epoch[6148](30738/5): Loss -0.8430, Sem 0.0165, dir -0.9889, norm 0.1294, swav 0.0000 LR: 5.240e-02 Score 99.454 Data time: 0.0537, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1196 [2020-10-19 12:14:01,347][root][INFO] - ===> Epoch[6148](30739/5): Loss -0.8335, Sem 0.0192, dir -0.9875, norm 0.1348, swav 0.0000 LR: 5.240e-02 Score 99.347 Data time: 0.0839, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2977 [2020-10-19 12:14:03,572][root][INFO] - ===> Epoch[6148](30740/5): Loss -0.8409, Sem 0.0174, dir -0.9873, norm 0.1289, swav 0.0000 LR: 5.240e-02 Score 99.412 Data time: 0.0872, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1033 [2020-10-19 12:14:05,288][root][INFO] - ===> Epoch[6149](30741/5): Loss -0.8476, Sem 0.0171, dir -0.9868, norm 0.1221, swav 0.0000 LR: 5.240e-02 Score 99.419 Data time: 0.0548, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.6344 [2020-10-19 12:14:07,495][root][INFO] - ===> Epoch[6149](30742/5): Loss -0.8586, Sem 0.0155, dir -0.9893, norm 0.1152, swav 0.0000 LR: 5.240e-02 Score 99.474 Data time: 0.0738, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1196 [2020-10-19 12:14:09,930][root][INFO] - ===> Epoch[6149](30743/5): Loss -0.8404, Sem 0.0166, dir -0.9875, norm 0.1304, swav 0.0000 LR: 5.239e-02 Score 99.440 Data time: 0.0663, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.3206 [2020-10-19 12:14:12,062][root][INFO] - ===> Epoch[6149](30744/5): Loss -0.8317, Sem 0.0176, dir -0.9879, norm 0.1386, swav 0.0000 LR: 5.239e-02 Score 99.403 Data time: 0.0785, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0640 [2020-10-19 12:14:14,792][root][INFO] - ===> Epoch[6149](30745/5): Loss -0.8388, Sem 0.0187, dir -0.9868, norm 0.1294, swav 0.0000 LR: 5.239e-02 Score 99.373 Data time: 0.0865, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.6235 [2020-10-19 12:14:17,257][root][INFO] - ===> Epoch[6150](30746/5): Loss -0.8420, Sem 0.0162, dir -0.9872, norm 0.1290, swav 0.0000 LR: 5.239e-02 Score 99.461 Data time: 0.0709, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.3569 [2020-10-19 12:14:19,585][root][INFO] - ===> Epoch[6150](30747/5): Loss -0.8355, Sem 0.0178, dir -0.9877, norm 0.1343, swav 0.0000 LR: 5.239e-02 Score 99.390 Data time: 0.0866, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2084 [2020-10-19 12:14:21,556][root][INFO] - ===> Epoch[6150](30748/5): Loss -0.8483, Sem 0.0173, dir -0.9882, norm 0.1225, swav 0.0000 LR: 5.239e-02 Score 99.407 Data time: 0.0781, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8810 [2020-10-19 12:14:23,913][root][INFO] - ===> Epoch[6150](30749/5): Loss -0.8465, Sem 0.0170, dir -0.9876, norm 0.1241, swav 0.0000 LR: 5.238e-02 Score 99.421 Data time: 0.1410, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2285 [2020-10-19 12:14:26,091][root][INFO] - ===> Epoch[6150](30750/5): Loss -0.8419, Sem 0.0163, dir -0.9885, norm 0.1303, swav 0.0000 LR: 5.238e-02 Score 99.447 Data time: 0.1034, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0646 [2020-10-19 12:14:28,278][root][INFO] - ===> Epoch[6151](30751/5): Loss -0.8409, Sem 0.0183, dir -0.9870, norm 0.1278, swav 0.0000 LR: 5.238e-02 Score 99.375 Data time: 0.0720, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0691 [2020-10-19 12:14:30,177][root][INFO] - ===> Epoch[6151](30752/5): Loss -0.8457, Sem 0.0179, dir -0.9878, norm 0.1242, swav 0.0000 LR: 5.238e-02 Score 99.384 Data time: 0.0821, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8156 [2020-10-19 12:14:32,583][root][INFO] - ===> Epoch[6151](30753/5): Loss -0.8431, Sem 0.0161, dir -0.9879, norm 0.1287, swav 0.0000 LR: 5.238e-02 Score 99.455 Data time: 0.0712, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2990 [2020-10-19 12:14:34,921][root][INFO] - ===> Epoch[6151](30754/5): Loss -0.8424, Sem 0.0190, dir -0.9874, norm 0.1260, swav 0.0000 LR: 5.238e-02 Score 99.359 Data time: 0.0595, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2265 [2020-10-19 12:14:37,107][root][INFO] - ===> Epoch[6151](30755/5): Loss -0.8461, Sem 0.0185, dir -0.9867, norm 0.1221, swav 0.0000 LR: 5.237e-02 Score 99.389 Data time: 0.0811, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1147 [2020-10-19 12:14:39,296][root][INFO] - ===> Epoch[6152](30756/5): Loss -0.8378, Sem 0.0184, dir -0.9871, norm 0.1309, swav 0.0000 LR: 5.237e-02 Score 99.375 Data time: 0.0919, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0799 [2020-10-19 12:14:41,036][root][INFO] - ===> Epoch[6152](30757/5): Loss -0.8565, Sem 0.0163, dir -0.9898, norm 0.1170, swav 0.0000 LR: 5.237e-02 Score 99.444 Data time: 0.0627, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.6067 [2020-10-19 12:14:43,415][root][INFO] - ===> Epoch[6152](30758/5): Loss -0.8417, Sem 0.0179, dir -0.9881, norm 0.1285, swav 0.0000 LR: 5.237e-02 Score 99.393 Data time: 0.1370, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2937 [2020-10-19 12:14:45,651][root][INFO] - ===> Epoch[6152](30759/5): Loss -0.8448, Sem 0.0191, dir -0.9865, norm 0.1226, swav 0.0000 LR: 5.237e-02 Score 99.362 Data time: 0.0903, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1255 [2020-10-19 12:14:47,801][root][INFO] - ===> Epoch[6152](30760/5): Loss -0.8464, Sem 0.0177, dir -0.9892, norm 0.1251, swav 0.0000 LR: 5.237e-02 Score 99.411 Data time: 0.0854, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0380 [2020-10-19 12:14:49,855][root][INFO] - ===> Epoch[6153](30761/5): Loss -0.8403, Sem 0.0160, dir -0.9879, norm 0.1316, swav 0.0000 LR: 5.236e-02 Score 99.464 Data time: 0.0587, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9570 [2020-10-19 12:14:52,040][root][INFO] - ===> Epoch[6153](30762/5): Loss -0.8452, Sem 0.0169, dir -0.9868, norm 0.1247, swav 0.0000 LR: 5.236e-02 Score 99.448 Data time: 0.0486, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0820 [2020-10-19 12:14:54,444][root][INFO] - ===> Epoch[6153](30763/5): Loss -0.8250, Sem 0.0192, dir -0.9861, norm 0.1418, swav 0.0000 LR: 5.236e-02 Score 99.381 Data time: 0.0655, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.3537 [2020-10-19 12:14:56,990][root][INFO] - ===> Epoch[6153](30764/5): Loss -0.8545, Sem 0.0159, dir -0.9888, norm 0.1184, swav 0.0000 LR: 5.236e-02 Score 99.459 Data time: 0.0847, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.4302 [2020-10-19 12:14:59,155][root][INFO] - ===> Epoch[6153](30765/5): Loss -0.8196, Sem 0.0197, dir -0.9863, norm 0.1470, swav 0.0000 LR: 5.236e-02 Score 99.341 Data time: 0.0805, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0637 [2020-10-19 12:15:01,129][root][INFO] - ===> Epoch[6154](30766/5): Loss -0.8602, Sem 0.0173, dir -0.9888, norm 0.1113, swav 0.0000 LR: 5.236e-02 Score 99.415 Data time: 0.0601, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8661 [2020-10-19 12:15:03,536][root][INFO] - ===> Epoch[6154](30767/5): Loss -0.8198, Sem 0.0200, dir -0.9852, norm 0.1454, swav 0.0000 LR: 5.235e-02 Score 99.339 Data time: 0.0656, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.3225 [2020-10-19 12:15:06,538][root][INFO] - ===> Epoch[6154](30768/5): Loss -0.8453, Sem 0.0172, dir -0.9885, norm 0.1260, swav 0.0000 LR: 5.235e-02 Score 99.416 Data time: 0.0810, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.8998 [2020-10-19 12:15:08,687][root][INFO] - ===> Epoch[6154](30769/5): Loss -0.8400, Sem 0.0186, dir -0.9876, norm 0.1290, swav 0.0000 LR: 5.235e-02 Score 99.396 Data time: 0.0687, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0322 [2020-10-19 12:15:10,665][root][INFO] - ===> Epoch[6154](30770/5): Loss -0.8362, Sem 0.0190, dir -0.9860, norm 0.1308, swav 0.0000 LR: 5.235e-02 Score 99.359 Data time: 0.0923, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8752 [2020-10-19 12:15:12,743][root][INFO] - ===> Epoch[6155](30771/5): Loss -0.8442, Sem 0.0171, dir -0.9875, norm 0.1262, swav 0.0000 LR: 5.235e-02 Score 99.420 Data time: 0.0806, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9557 [2020-10-19 12:15:14,673][root][INFO] - ===> Epoch[6155](30772/5): Loss -0.8424, Sem 0.0183, dir -0.9875, norm 0.1268, swav 0.0000 LR: 5.235e-02 Score 99.378 Data time: 0.0565, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8296 [2020-10-19 12:15:16,752][root][INFO] - ===> Epoch[6155](30773/5): Loss -0.8462, Sem 0.0181, dir -0.9875, norm 0.1233, swav 0.0000 LR: 5.235e-02 Score 99.398 Data time: 0.0540, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9826 [2020-10-19 12:15:19,158][root][INFO] - ===> Epoch[6155](30774/5): Loss -0.8541, Sem 0.0148, dir -0.9882, norm 0.1193, swav 0.0000 LR: 5.234e-02 Score 99.508 Data time: 0.0843, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.3383 [2020-10-19 12:15:21,135][root][INFO] - ===> Epoch[6155](30775/5): Loss -0.8276, Sem 0.0229, dir -0.9873, norm 0.1368, swav 0.0000 LR: 5.234e-02 Score 99.331 Data time: 0.0616, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8586 [2020-10-19 12:15:23,436][root][INFO] - ===> Epoch[6156](30776/5): Loss -0.8369, Sem 0.0235, dir -0.9888, norm 0.1284, swav 0.0000 LR: 5.234e-02 Score 99.310 Data time: 0.0665, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2164 [2020-10-19 12:15:25,906][root][INFO] - ===> Epoch[6156](30777/5): Loss -0.8093, Sem 0.0385, dir -0.9863, norm 0.1385, swav 0.0000 LR: 5.234e-02 Score 99.067 Data time: 0.1175, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.3648 [2020-10-19 12:15:27,851][root][INFO] - ===> Epoch[6156](30778/5): Loss -0.8403, Sem 0.0182, dir -0.9876, norm 0.1290, swav 0.0000 LR: 5.234e-02 Score 99.375 Data time: 0.0892, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8303 [2020-10-19 12:15:30,245][root][INFO] - ===> Epoch[6156](30779/5): Loss -0.8298, Sem 0.0279, dir -0.9873, norm 0.1296, swav 0.0000 LR: 5.234e-02 Score 99.175 Data time: 0.0802, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.2802 [2020-10-19 12:15:32,492][root][INFO] - ===> Epoch[6156](30780/5): Loss -0.8320, Sem 0.0236, dir -0.9873, norm 0.1318, swav 0.0000 LR: 5.233e-02 Score 99.213 Data time: 0.0703, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1542 [2020-10-19 12:15:34,610][root][INFO] - ===> Epoch[6157](30781/5): Loss -0.8311, Sem 0.0192, dir -0.9866, norm 0.1363, swav 0.0000 LR: 5.233e-02 Score 99.368 Data time: 0.1129, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0274 [2020-10-19 12:15:36,762][root][INFO] - ===> Epoch[6157](30782/5): Loss -0.8245, Sem 0.0207, dir -0.9876, norm 0.1424, swav 0.0000 LR: 5.233e-02 Score 99.354 Data time: 0.0878, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0314 [2020-10-19 12:15:38,681][root][INFO] - ===> Epoch[6157](30783/5): Loss -0.8405, Sem 0.0169, dir -0.9887, norm 0.1313, swav 0.0000 LR: 5.233e-02 Score 99.425 Data time: 0.0741, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8154 [2020-10-19 12:15:40,863][root][INFO] - ===> Epoch[6157](30784/5): Loss -0.8264, Sem 0.0182, dir -0.9866, norm 0.1420, swav 0.0000 LR: 5.233e-02 Score 99.398 Data time: 0.1143, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0768 [2020-10-19 12:15:43,065][root][INFO] - ===> Epoch[6157](30785/5): Loss -0.8436, Sem 0.0178, dir -0.9886, norm 0.1272, swav 0.0000 LR: 5.233e-02 Score 99.398 Data time: 0.1016, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1133 [2020-10-19 12:15:45,198][root][INFO] - ===> Epoch[6158](30786/5): Loss -0.8343, Sem 0.0194, dir -0.9876, norm 0.1338, swav 0.0000 LR: 5.232e-02 Score 99.325 Data time: 0.0646, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0149 [2020-10-19 12:15:48,074][root][INFO] - ===> Epoch[6158](30787/5): Loss -0.8148, Sem 0.0206, dir -0.9869, norm 0.1514, swav 0.0000 LR: 5.232e-02 Score 99.322 Data time: 0.1194, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.7876 [2020-10-19 12:15:50,100][root][INFO] - ===> Epoch[6158](30788/5): Loss -0.8214, Sem 0.0201, dir -0.9865, norm 0.1450, swav 0.0000 LR: 5.232e-02 Score 99.337 Data time: 0.0776, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8847 [2020-10-19 12:15:52,223][root][INFO] - ===> Epoch[6158](30789/5): Loss -0.8323, Sem 0.0194, dir -0.9871, norm 0.1354, swav 0.0000 LR: 5.232e-02 Score 99.365 Data time: 0.0817, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0166 [2020-10-19 12:15:54,258][root][INFO] - ===> Epoch[6158](30790/5): Loss -0.8338, Sem 0.0238, dir -0.9883, norm 0.1307, swav 0.0000 LR: 5.232e-02 Score 99.328 Data time: 0.0865, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9265 [2020-10-19 12:15:56,266][root][INFO] - ===> Epoch[6159](30791/5): Loss -0.8335, Sem 0.0180, dir -0.9872, norm 0.1356, swav 0.0000 LR: 5.232e-02 Score 99.383 Data time: 0.1318, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.9027 [2020-10-19 12:15:58,560][root][INFO] - ===> Epoch[6159](30792/5): Loss -0.8131, Sem 0.0190, dir -0.9861, norm 0.1540, swav 0.0000 LR: 5.231e-02 Score 99.398 Data time: 0.0924, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.1853 [2020-10-19 12:16:01,139][root][INFO] - ===> Epoch[6159](30793/5): Loss -0.8261, Sem 0.0184, dir -0.9862, norm 0.1418, swav 0.0000 LR: 5.231e-02 Score 99.388 Data time: 0.1092, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.4577 [2020-10-19 12:16:03,111][root][INFO] - ===> Epoch[6159](30794/5): Loss -0.8301, Sem 0.0185, dir -0.9872, norm 0.1386, swav 0.0000 LR: 5.231e-02 Score 99.377 Data time: 0.0660, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8614 [2020-10-19 12:16:05,549][root][INFO] - ===> Epoch[6159](30795/5): Loss -0.8268, Sem 0.0187, dir -0.9867, norm 0.1413, swav 0.0000 LR: 5.231e-02 Score 99.376 Data time: 0.0646, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.3337 [2020-10-19 12:16:07,720][root][INFO] - ===> Epoch[6160](30796/5): Loss -0.8436, Sem 0.0177, dir -0.9878, norm 0.1265, swav 0.0000 LR: 5.231e-02 Score 99.401 Data time: 0.0767, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.0995 [2020-10-19 12:16:09,578][root][INFO] - ===> Epoch[6160](30797/5): Loss -0.8269, Sem 0.0194, dir -0.9862, norm 0.1399, swav 0.0000 LR: 5.231e-02 Score 99.342 Data time: 0.0514, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.7533 [2020-10-19 12:16:11,455][root][INFO] - ===> Epoch[6160](30798/5): Loss -0.8370, Sem 0.0184, dir -0.9880, norm 0.1326, swav 0.0000 LR: 5.230e-02 Score 99.387 Data time: 0.0577, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 1.8037 [2020-10-19 12:16:13,720][root][INFO] - ===> Epoch[6160](30799/5): Loss -0.8206, Sem 0.0205, dir -0.9865, norm 0.1454, swav 0.0000 LR: 5.230e-02 Score 99.303 Data time: 0.3632, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.2056 [2020-10-19 12:16:16,180][root][INFO] - ===> Epoch[6160](30800/5): Loss -0.8305, Sem 0.0174, dir -0.9872, norm 0.1393, swav 0.0000 LR: 5.230e-02 Score 99.422 Data time: 0.0903, Forward time: 0.7774, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.3469 [2020-10-19 12:16:18,220][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 12:16:18,382][root][INFO] - ===> Start testing [2020-10-19 12:16:57,652][root][INFO] - 68/68: Data time: 0.0025, Iter time: 0.1542 Loss 0.020 (AVG: 0.564) Score 99.426 (AVG: 90.520) mIOU 69.213 mAP 84.696 mAcc 76.452 IOU: 61.537 1.368 76.719 73.062 95.207 91.484 30.235 81.060 98.509 63.506 81.559 86.207 59.319 mAP: 80.696 23.265 96.398 85.639 98.940 97.223 54.619 96.794 99.693 88.952 93.037 93.988 91.802 mAcc: 79.938 8.751 91.688 81.780 96.064 94.874 33.049 92.689 99.263 65.687 89.568 95.771 64.758 [2020-10-19 12:16:57,653][root][INFO] - Finished test. Elapsed time: 39.2698 [2020-10-19 12:17:00,562][root][INFO] - [2020-10-19 12:17:00,562][root][INFO] - ################################################################ [2020-10-19 12:17:00,562][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 12:17:00,562][root][INFO] - ################################################################ [2020-10-19 12:17:00,562][root][INFO] - clutter : nan nan nan [2020-10-19 12:17:00,562][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 12:17:00,562][root][INFO] - board : 0.801 0.885 0.938 [2020-10-19 12:17:00,562][root][INFO] - bookcase : 0.229 0.331 0.472 [2020-10-19 12:17:00,562][root][INFO] - ceiling : 0.388 0.419 0.496 [2020-10-19 12:17:00,562][root][INFO] - chair : 0.812 0.912 0.916 [2020-10-19 12:17:00,562][root][INFO] - column : 0.169 0.237 0.366 [2020-10-19 12:17:00,562][root][INFO] - door : 0.762 0.891 0.970 [2020-10-19 12:17:00,562][root][INFO] - floor : 0.830 0.858 0.888 [2020-10-19 12:17:00,562][root][INFO] - sofa : 0.413 0.624 0.727 [2020-10-19 12:17:00,562][root][INFO] - table : 0.135 0.304 0.608 [2020-10-19 12:17:00,562][root][INFO] - wall : 0.538 0.708 0.825 [2020-10-19 12:17:00,562][root][INFO] - window : 0.551 0.749 0.784 [2020-10-19 12:17:00,562][root][INFO] - ---------------------------------------------------------------- [2020-10-19 12:17:00,562][root][INFO] - average : 0.469 0.577 0.666 [2020-10-19 12:17:00,563][root][INFO] - [2020-10-19 12:17:00,723][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 12:17:00,724][root][INFO] - Current best mIoU: 71.243 at iter 28000 [2020-10-19 12:17:02,147][root][INFO] - ===> Epoch[6161](30801/5): Loss -0.8072, Sem 0.0210, dir -0.9862, norm 0.1580, swav 0.0000 LR: 5.230e-02 Score 99.307 Data time: 0.0416, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.4173 [2020-10-19 12:17:04,391][root][INFO] - ===> Epoch[6161](30802/5): Loss -0.8206, Sem 0.0182, dir -0.9860, norm 0.1472, swav 0.0000 LR: 5.230e-02 Score 99.395 Data time: 0.0531, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1640 [2020-10-19 12:17:06,487][root][INFO] - ===> Epoch[6161](30803/5): Loss -0.8213, Sem 0.0208, dir -0.9855, norm 0.1435, swav 0.0000 LR: 5.230e-02 Score 99.316 Data time: 0.0761, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0130 [2020-10-19 12:17:08,577][root][INFO] - ===> Epoch[6161](30804/5): Loss -0.8475, Sem 0.0156, dir -0.9887, norm 0.1256, swav 0.0000 LR: 5.230e-02 Score 99.480 Data time: 0.1904, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9870 [2020-10-19 12:17:10,888][root][INFO] - ===> Epoch[6161](30805/5): Loss -0.8208, Sem 0.0202, dir -0.9863, norm 0.1453, swav 0.0000 LR: 5.229e-02 Score 99.327 Data time: 0.0927, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.2313 [2020-10-19 12:17:13,257][root][INFO] - ===> Epoch[6162](30806/5): Loss -0.8119, Sem 0.0197, dir -0.9871, norm 0.1555, swav 0.0000 LR: 5.229e-02 Score 99.348 Data time: 0.0976, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.2465 [2020-10-19 12:17:15,326][root][INFO] - ===> Epoch[6162](30807/5): Loss -0.8213, Sem 0.0178, dir -0.9866, norm 0.1475, swav 0.0000 LR: 5.229e-02 Score 99.402 Data time: 0.0848, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9863 [2020-10-19 12:17:17,538][root][INFO] - ===> Epoch[6162](30808/5): Loss -0.8311, Sem 0.0279, dir -0.9881, norm 0.1291, swav 0.0000 LR: 5.229e-02 Score 99.263 Data time: 0.0851, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1193 [2020-10-19 12:17:19,596][root][INFO] - ===> Epoch[6162](30809/5): Loss -0.7936, Sem 0.0196, dir -0.9866, norm 0.1735, swav 0.0000 LR: 5.229e-02 Score 99.359 Data time: 0.0873, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9610 [2020-10-19 12:17:21,591][root][INFO] - ===> Epoch[6162](30810/5): Loss -0.8209, Sem 0.0207, dir -0.9873, norm 0.1457, swav 0.0000 LR: 5.229e-02 Score 99.354 Data time: 0.0794, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8823 [2020-10-19 12:17:23,885][root][INFO] - ===> Epoch[6163](30811/5): Loss -0.8175, Sem 0.0158, dir -0.9885, norm 0.1552, swav 0.0000 LR: 5.228e-02 Score 99.481 Data time: 0.1025, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1800 [2020-10-19 12:17:25,762][root][INFO] - ===> Epoch[6163](30812/5): Loss -0.8291, Sem 0.0182, dir -0.9854, norm 0.1381, swav 0.0000 LR: 5.228e-02 Score 99.386 Data time: 0.0751, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.7604 [2020-10-19 12:17:27,623][root][INFO] - ===> Epoch[6163](30813/5): Loss -0.8155, Sem 0.0206, dir -0.9871, norm 0.1510, swav 0.0000 LR: 5.228e-02 Score 99.319 Data time: 0.0807, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.7678 [2020-10-19 12:17:29,731][root][INFO] - ===> Epoch[6163](30814/5): Loss -0.8171, Sem 0.0193, dir -0.9857, norm 0.1492, swav 0.0000 LR: 5.228e-02 Score 99.370 Data time: 0.0676, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0039 [2020-10-19 12:17:31,806][root][INFO] - ===> Epoch[6163](30815/5): Loss -0.8148, Sem 0.0175, dir -0.9867, norm 0.1545, swav 0.0000 LR: 5.228e-02 Score 99.409 Data time: 0.1040, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9582 [2020-10-19 12:17:34,217][root][INFO] - ===> Epoch[6164](30816/5): Loss -0.8234, Sem 0.0220, dir -0.9877, norm 0.1423, swav 0.0000 LR: 5.228e-02 Score 99.345 Data time: 0.1014, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.3165 [2020-10-19 12:17:36,180][root][INFO] - ===> Epoch[6164](30817/5): Loss -0.8235, Sem 0.0191, dir -0.9873, norm 0.1446, swav 0.0000 LR: 5.227e-02 Score 99.347 Data time: 0.0723, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8482 [2020-10-19 12:17:38,270][root][INFO] - ===> Epoch[6164](30818/5): Loss -0.8252, Sem 0.0195, dir -0.9864, norm 0.1416, swav 0.0000 LR: 5.227e-02 Score 99.354 Data time: 0.0833, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9980 [2020-10-19 12:17:40,433][root][INFO] - ===> Epoch[6164](30819/5): Loss -0.8129, Sem 0.0353, dir -0.9869, norm 0.1388, swav 0.0000 LR: 5.227e-02 Score 99.148 Data time: 0.1270, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0599 [2020-10-19 12:17:42,573][root][INFO] - ===> Epoch[6164](30820/5): Loss -0.8144, Sem 0.0247, dir -0.9874, norm 0.1483, swav 0.0000 LR: 5.227e-02 Score 99.257 Data time: 0.0952, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0758 [2020-10-19 12:17:44,383][root][INFO] - ===> Epoch[6165](30821/5): Loss -0.8344, Sem 0.0180, dir -0.9867, norm 0.1343, swav 0.0000 LR: 5.227e-02 Score 99.390 Data time: 0.0704, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.7040 [2020-10-19 12:17:46,627][root][INFO] - ===> Epoch[6165](30822/5): Loss -0.7948, Sem 0.0347, dir -0.9859, norm 0.1564, swav 0.0000 LR: 5.227e-02 Score 99.070 Data time: 0.0810, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1678 [2020-10-19 12:17:48,605][root][INFO] - ===> Epoch[6165](30823/5): Loss -0.8160, Sem 0.0217, dir -0.9857, norm 0.1481, swav 0.0000 LR: 5.226e-02 Score 99.302 Data time: 0.0698, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8695 [2020-10-19 12:17:50,880][root][INFO] - ===> Epoch[6165](30824/5): Loss -0.7823, Sem 0.0443, dir -0.9860, norm 0.1594, swav 0.0000 LR: 5.226e-02 Score 98.803 Data time: 0.0820, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1719 [2020-10-19 12:17:52,908][root][INFO] - ===> Epoch[6165](30825/5): Loss -0.8450, Sem 0.0176, dir -0.9883, norm 0.1257, swav 0.0000 LR: 5.226e-02 Score 99.412 Data time: 0.0876, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9264 [2020-10-19 12:17:54,842][root][INFO] - ===> Epoch[6166](30826/5): Loss -0.8053, Sem 0.0358, dir -0.9854, norm 0.1443, swav 0.0000 LR: 5.226e-02 Score 98.854 Data time: 0.0759, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.8350 [2020-10-19 12:17:57,540][root][INFO] - ===> Epoch[6166](30827/5): Loss -0.7951, Sem 0.0282, dir -0.9860, norm 0.1626, swav 0.0000 LR: 5.226e-02 Score 99.097 Data time: 0.1478, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.6191 [2020-10-19 12:17:59,980][root][INFO] - ===> Epoch[6166](30828/5): Loss -0.8113, Sem 0.0203, dir -0.9854, norm 0.1538, swav 0.0000 LR: 5.226e-02 Score 99.352 Data time: 0.1701, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.3348 [2020-10-19 12:18:02,136][root][INFO] - ===> Epoch[6166](30829/5): Loss -0.8022, Sem 0.0198, dir -0.9864, norm 0.1644, swav 0.0000 LR: 5.225e-02 Score 99.359 Data time: 0.1002, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0623 [2020-10-19 12:18:04,259][root][INFO] - ===> Epoch[6166](30830/5): Loss -0.7938, Sem 0.0309, dir -0.9851, norm 0.1603, swav 0.0000 LR: 5.225e-02 Score 99.082 Data time: 0.0870, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.0364 [2020-10-19 12:18:06,573][root][INFO] - ===> Epoch[6167](30831/5): Loss -0.8054, Sem 0.0236, dir -0.9870, norm 0.1579, swav 0.0000 LR: 5.225e-02 Score 99.290 Data time: 0.0933, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.2135 [2020-10-19 12:18:08,762][root][INFO] - ===> Epoch[6167](30832/5): Loss -0.8152, Sem 0.0248, dir -0.9865, norm 0.1466, swav 0.0000 LR: 5.225e-02 Score 99.219 Data time: 0.0868, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.0819 [2020-10-19 12:18:10,863][root][INFO] - ===> Epoch[6167](30833/5): Loss -0.8115, Sem 0.0189, dir -0.9855, norm 0.1551, swav 0.0000 LR: 5.225e-02 Score 99.384 Data time: 0.0583, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.0243 [2020-10-19 12:18:13,091][root][INFO] - ===> Epoch[6167](30834/5): Loss -0.8103, Sem 0.0236, dir -0.9853, norm 0.1514, swav 0.0000 LR: 5.225e-02 Score 99.244 Data time: 0.0539, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1620 [2020-10-19 12:18:15,433][root][INFO] - ===> Epoch[6167](30835/5): Loss -0.8102, Sem 0.0206, dir -0.9852, norm 0.1544, swav 0.0000 LR: 5.225e-02 Score 99.343 Data time: 0.0587, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.2678 [2020-10-19 12:18:17,549][root][INFO] - ===> Epoch[6168](30836/5): Loss -0.8150, Sem 0.0207, dir -0.9877, norm 0.1521, swav 0.0000 LR: 5.224e-02 Score 99.313 Data time: 0.0766, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0215 [2020-10-19 12:18:19,779][root][INFO] - ===> Epoch[6168](30837/5): Loss -0.8284, Sem 0.0198, dir -0.9871, norm 0.1389, swav 0.0000 LR: 5.224e-02 Score 99.358 Data time: 0.0520, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1226 [2020-10-19 12:18:21,871][root][INFO] - ===> Epoch[6168](30838/5): Loss -0.8105, Sem 0.0230, dir -0.9843, norm 0.1508, swav 0.0000 LR: 5.224e-02 Score 99.247 Data time: 0.0741, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9873 [2020-10-19 12:18:23,845][root][INFO] - ===> Epoch[6168](30839/5): Loss -0.8200, Sem 0.0207, dir -0.9876, norm 0.1469, swav 0.0000 LR: 5.224e-02 Score 99.328 Data time: 0.0855, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8861 [2020-10-19 12:18:26,158][root][INFO] - ===> Epoch[6168](30840/5): Loss -0.7353, Sem 0.0720, dir -0.9843, norm 0.1770, swav 0.0000 LR: 5.224e-02 Score 98.453 Data time: 0.0726, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.2021 [2020-10-19 12:18:28,097][root][INFO] - ===> Epoch[6169](30841/5): Loss -0.8188, Sem 0.0209, dir -0.9871, norm 0.1474, swav 0.0000 LR: 5.224e-02 Score 99.298 Data time: 0.0775, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8581 [2020-10-19 12:18:30,291][root][INFO] - ===> Epoch[6169](30842/5): Loss -0.8232, Sem 0.0198, dir -0.9864, norm 0.1434, swav 0.0000 LR: 5.223e-02 Score 99.362 Data time: 0.0976, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0887 [2020-10-19 12:18:32,395][root][INFO] - ===> Epoch[6169](30843/5): Loss -0.7985, Sem 0.0288, dir -0.9863, norm 0.1590, swav 0.0000 LR: 5.223e-02 Score 99.121 Data time: 0.0869, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.9957 [2020-10-19 12:18:34,414][root][INFO] - ===> Epoch[6169](30844/5): Loss -0.8003, Sem 0.0240, dir -0.9843, norm 0.1600, swav 0.0000 LR: 5.223e-02 Score 99.216 Data time: 0.0782, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.9130 [2020-10-19 12:18:36,413][root][INFO] - ===> Epoch[6169](30845/5): Loss -0.8231, Sem 0.0182, dir -0.9866, norm 0.1454, swav 0.0000 LR: 5.223e-02 Score 99.411 Data time: 0.0798, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.9046 [2020-10-19 12:18:38,992][root][INFO] - ===> Epoch[6170](30846/5): Loss -0.8148, Sem 0.0213, dir -0.9857, norm 0.1496, swav 0.0000 LR: 5.223e-02 Score 99.328 Data time: 0.0910, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.4764 [2020-10-19 12:18:41,258][root][INFO] - ===> Epoch[6170](30847/5): Loss -0.7978, Sem 0.0227, dir -0.9845, norm 0.1640, swav 0.0000 LR: 5.223e-02 Score 99.283 Data time: 0.0694, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.1432 [2020-10-19 12:18:43,565][root][INFO] - ===> Epoch[6170](30848/5): Loss -0.8154, Sem 0.0211, dir -0.9869, norm 0.1504, swav 0.0000 LR: 5.222e-02 Score 99.320 Data time: 0.1086, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.2314 [2020-10-19 12:18:45,514][root][INFO] - ===> Epoch[6170](30849/5): Loss -0.8104, Sem 0.0203, dir -0.9863, norm 0.1555, swav 0.0000 LR: 5.222e-02 Score 99.345 Data time: 0.0854, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.8287 [2020-10-19 12:18:47,496][root][INFO] - ===> Epoch[6170](30850/5): Loss -0.8093, Sem 0.0212, dir -0.9859, norm 0.1554, swav 0.0000 LR: 5.222e-02 Score 99.296 Data time: 0.1576, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.8707 [2020-10-19 12:18:49,944][root][INFO] - ===> Epoch[6171](30851/5): Loss -0.8115, Sem 0.0218, dir -0.9852, norm 0.1519, swav 0.0000 LR: 5.222e-02 Score 99.285 Data time: 0.1365, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.3355 [2020-10-19 12:18:52,224][root][INFO] - ===> Epoch[6171](30852/5): Loss -0.8074, Sem 0.0236, dir -0.9868, norm 0.1558, swav 0.0000 LR: 5.222e-02 Score 99.323 Data time: 0.0926, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.1568 [2020-10-19 12:18:54,311][root][INFO] - ===> Epoch[6171](30853/5): Loss -0.8202, Sem 0.0199, dir -0.9859, norm 0.1458, swav 0.0000 LR: 5.222e-02 Score 99.344 Data time: 0.0570, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.9955 [2020-10-19 12:18:56,608][root][INFO] - ===> Epoch[6171](30854/5): Loss -0.8112, Sem 0.0234, dir -0.9860, norm 0.1514, swav 0.0000 LR: 5.221e-02 Score 99.230 Data time: 0.0599, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.2383 [2020-10-19 12:18:58,644][root][INFO] - ===> Epoch[6171](30855/5): Loss -0.8166, Sem 0.0211, dir -0.9861, norm 0.1485, swav 0.0000 LR: 5.221e-02 Score 99.329 Data time: 0.0650, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.9453 [2020-10-19 12:19:00,813][root][INFO] - ===> Epoch[6172](30856/5): Loss -0.8132, Sem 0.0218, dir -0.9864, norm 0.1514, swav 0.0000 LR: 5.221e-02 Score 99.282 Data time: 0.0760, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.0430 [2020-10-19 12:19:03,299][root][INFO] - ===> Epoch[6172](30857/5): Loss -0.8119, Sem 0.0195, dir -0.9865, norm 0.1551, swav 0.0000 LR: 5.221e-02 Score 99.351 Data time: 0.0599, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.3786 [2020-10-19 12:19:05,550][root][INFO] - ===> Epoch[6172](30858/5): Loss -0.8236, Sem 0.0192, dir -0.9850, norm 0.1422, swav 0.0000 LR: 5.221e-02 Score 99.356 Data time: 0.0875, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.1526 [2020-10-19 12:19:07,506][root][INFO] - ===> Epoch[6172](30859/5): Loss -0.8163, Sem 0.0177, dir -0.9877, norm 0.1537, swav 0.0000 LR: 5.221e-02 Score 99.401 Data time: 0.1098, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.8550 [2020-10-19 12:19:09,949][root][INFO] - ===> Epoch[6172](30860/5): Loss -0.8330, Sem 0.0195, dir -0.9865, norm 0.1340, swav 0.0000 LR: 5.220e-02 Score 99.329 Data time: 0.0605, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.3298 [2020-10-19 12:19:11,990][root][INFO] - ===> Epoch[6173](30861/5): Loss -0.8155, Sem 0.0231, dir -0.9871, norm 0.1484, swav 0.0000 LR: 5.220e-02 Score 99.269 Data time: 0.0711, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.9598 [2020-10-19 12:19:14,165][root][INFO] - ===> Epoch[6173](30862/5): Loss -0.8212, Sem 0.0183, dir -0.9855, norm 0.1460, swav 0.0000 LR: 5.220e-02 Score 99.399 Data time: 0.0802, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.0735 [2020-10-19 12:19:17,288][root][INFO] - ===> Epoch[6173](30863/5): Loss -0.8055, Sem 0.0190, dir -0.9855, norm 0.1611, swav 0.0000 LR: 5.220e-02 Score 99.366 Data time: 0.0734, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.9915 [2020-10-19 12:19:19,281][root][INFO] - ===> Epoch[6173](30864/5): Loss -0.8451, Sem 0.0168, dir -0.9888, norm 0.1268, swav 0.0000 LR: 5.220e-02 Score 99.430 Data time: 0.0875, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8814 [2020-10-19 12:19:21,725][root][INFO] - ===> Epoch[6173](30865/5): Loss -0.8137, Sem 0.0204, dir -0.9877, norm 0.1537, swav 0.0000 LR: 5.220e-02 Score 99.328 Data time: 0.1002, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.3444 [2020-10-19 12:19:23,794][root][INFO] - ===> Epoch[6174](30866/5): Loss -0.8241, Sem 0.0195, dir -0.9863, norm 0.1427, swav 0.0000 LR: 5.220e-02 Score 99.351 Data time: 0.0782, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9447 [2020-10-19 12:19:25,960][root][INFO] - ===> Epoch[6174](30867/5): Loss -0.8077, Sem 0.0201, dir -0.9861, norm 0.1583, swav 0.0000 LR: 5.219e-02 Score 99.332 Data time: 0.0562, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0685 [2020-10-19 12:19:28,109][root][INFO] - ===> Epoch[6174](30868/5): Loss -0.8298, Sem 0.0187, dir -0.9866, norm 0.1382, swav 0.0000 LR: 5.219e-02 Score 99.364 Data time: 0.0878, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0423 [2020-10-19 12:19:30,645][root][INFO] - ===> Epoch[6174](30869/5): Loss -0.8058, Sem 0.0183, dir -0.9864, norm 0.1623, swav 0.0000 LR: 5.219e-02 Score 99.409 Data time: 0.0924, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.4338 [2020-10-19 12:19:33,189][root][INFO] - ===> Epoch[6174](30870/5): Loss -0.8310, Sem 0.0182, dir -0.9881, norm 0.1389, swav 0.0000 LR: 5.219e-02 Score 99.381 Data time: 0.0781, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.4332 [2020-10-19 12:19:36,155][root][INFO] - ===> Epoch[6175](30871/5): Loss -0.8071, Sem 0.0179, dir -0.9869, norm 0.1619, swav 0.0000 LR: 5.219e-02 Score 99.408 Data time: 0.0736, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.8433 [2020-10-19 12:19:38,160][root][INFO] - ===> Epoch[6175](30872/5): Loss -0.8221, Sem 0.0190, dir -0.9868, norm 0.1457, swav 0.0000 LR: 5.219e-02 Score 99.370 Data time: 0.0718, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9029 [2020-10-19 12:19:40,242][root][INFO] - ===> Epoch[6175](30873/5): Loss -0.8154, Sem 0.0154, dir -0.9873, norm 0.1565, swav 0.0000 LR: 5.218e-02 Score 99.491 Data time: 0.0717, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9604 [2020-10-19 12:19:42,632][root][INFO] - ===> Epoch[6175](30874/5): Loss -0.8120, Sem 0.0203, dir -0.9855, norm 0.1532, swav 0.0000 LR: 5.218e-02 Score 99.328 Data time: 0.1389, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.2768 [2020-10-19 12:19:45,092][root][INFO] - ===> Epoch[6175](30875/5): Loss -0.8179, Sem 0.0196, dir -0.9869, norm 0.1494, swav 0.0000 LR: 5.218e-02 Score 99.347 Data time: 0.0732, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.3296 [2020-10-19 12:19:47,398][root][INFO] - ===> Epoch[6176](30876/5): Loss -0.8161, Sem 0.0193, dir -0.9868, norm 0.1514, swav 0.0000 LR: 5.218e-02 Score 99.345 Data time: 0.0702, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.2052 [2020-10-19 12:19:49,759][root][INFO] - ===> Epoch[6176](30877/5): Loss -0.8380, Sem 0.0191, dir -0.9877, norm 0.1305, swav 0.0000 LR: 5.218e-02 Score 99.353 Data time: 0.0869, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.2746 [2020-10-19 12:19:52,134][root][INFO] - ===> Epoch[6176](30878/5): Loss -0.8251, Sem 0.0186, dir -0.9866, norm 0.1428, swav 0.0000 LR: 5.218e-02 Score 99.385 Data time: 0.0764, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.2728 [2020-10-19 12:19:54,464][root][INFO] - ===> Epoch[6176](30879/5): Loss -0.8211, Sem 0.0180, dir -0.9864, norm 0.1473, swav 0.0000 LR: 5.217e-02 Score 99.383 Data time: 0.0637, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.2303 [2020-10-19 12:19:56,770][root][INFO] - ===> Epoch[6176](30880/5): Loss -0.8245, Sem 0.0177, dir -0.9870, norm 0.1448, swav 0.0000 LR: 5.217e-02 Score 99.416 Data time: 0.0782, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.2141 [2020-10-19 12:19:58,968][root][INFO] - ===> Epoch[6177](30881/5): Loss -0.8242, Sem 0.0224, dir -0.9858, norm 0.1392, swav 0.0000 LR: 5.217e-02 Score 99.289 Data time: 0.0730, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0992 [2020-10-19 12:20:01,086][root][INFO] - ===> Epoch[6177](30882/5): Loss -0.8132, Sem 0.0216, dir -0.9870, norm 0.1521, swav 0.0000 LR: 5.217e-02 Score 99.288 Data time: 0.0752, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0292 [2020-10-19 12:20:03,252][root][INFO] - ===> Epoch[6177](30883/5): Loss -0.8216, Sem 0.0200, dir -0.9863, norm 0.1447, swav 0.0000 LR: 5.217e-02 Score 99.330 Data time: 0.0703, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0590 [2020-10-19 12:20:05,236][root][INFO] - ===> Epoch[6177](30884/5): Loss -0.8139, Sem 0.0211, dir -0.9846, norm 0.1496, swav 0.0000 LR: 5.217e-02 Score 99.294 Data time: 0.1571, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9134 [2020-10-19 12:20:07,780][root][INFO] - ===> Epoch[6177](30885/5): Loss -0.8230, Sem 0.0184, dir -0.9881, norm 0.1467, swav 0.0000 LR: 5.216e-02 Score 99.374 Data time: 0.1001, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.4270 [2020-10-19 12:20:09,974][root][INFO] - ===> Epoch[6178](30886/5): Loss -0.8078, Sem 0.0201, dir -0.9850, norm 0.1571, swav 0.0000 LR: 5.216e-02 Score 99.324 Data time: 0.0712, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0673 [2020-10-19 12:20:12,143][root][INFO] - ===> Epoch[6178](30887/5): Loss -0.8298, Sem 0.0227, dir -0.9861, norm 0.1337, swav 0.0000 LR: 5.216e-02 Score 99.271 Data time: 0.0973, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0937 [2020-10-19 12:20:14,692][root][INFO] - ===> Epoch[6178](30888/5): Loss -0.8088, Sem 0.0185, dir -0.9839, norm 0.1566, swav 0.0000 LR: 5.216e-02 Score 99.380 Data time: 0.0686, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.4342 [2020-10-19 12:20:16,911][root][INFO] - ===> Epoch[6178](30889/5): Loss -0.8168, Sem 0.0222, dir -0.9841, norm 0.1450, swav 0.0000 LR: 5.216e-02 Score 99.268 Data time: 0.0699, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1067 [2020-10-19 12:20:18,925][root][INFO] - ===> Epoch[6178](30890/5): Loss -0.8205, Sem 0.0211, dir -0.9865, norm 0.1449, swav 0.0000 LR: 5.216e-02 Score 99.296 Data time: 0.0864, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9321 [2020-10-19 12:20:21,237][root][INFO] - ===> Epoch[6179](30891/5): Loss -0.8224, Sem 0.0192, dir -0.9860, norm 0.1444, swav 0.0000 LR: 5.215e-02 Score 99.364 Data time: 0.0661, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.2087 [2020-10-19 12:20:23,048][root][INFO] - ===> Epoch[6179](30892/5): Loss -0.8159, Sem 0.0187, dir -0.9863, norm 0.1517, swav 0.0000 LR: 5.215e-02 Score 99.375 Data time: 0.0619, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.6971 [2020-10-19 12:20:24,934][root][INFO] - ===> Epoch[6179](30893/5): Loss -0.8152, Sem 0.0248, dir -0.9852, norm 0.1452, swav 0.0000 LR: 5.215e-02 Score 99.169 Data time: 0.1731, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8037 [2020-10-19 12:20:26,862][root][INFO] - ===> Epoch[6179](30894/5): Loss -0.7942, Sem 0.0208, dir -0.9840, norm 0.1689, swav 0.0000 LR: 5.215e-02 Score 99.297 Data time: 0.0838, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8295 [2020-10-19 12:20:29,131][root][INFO] - ===> Epoch[6179](30895/5): Loss -0.8324, Sem 0.0165, dir -0.9874, norm 0.1385, swav 0.0000 LR: 5.215e-02 Score 99.440 Data time: 0.0554, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1519 [2020-10-19 12:20:31,583][root][INFO] - ===> Epoch[6180](30896/5): Loss -0.8111, Sem 0.0227, dir -0.9862, norm 0.1524, swav 0.0000 LR: 5.215e-02 Score 99.270 Data time: 0.1128, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.3510 [2020-10-19 12:20:33,564][root][INFO] - ===> Epoch[6180](30897/5): Loss -0.8251, Sem 0.0174, dir -0.9873, norm 0.1448, swav 0.0000 LR: 5.215e-02 Score 99.416 Data time: 0.0679, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8590 [2020-10-19 12:20:35,862][root][INFO] - ===> Epoch[6180](30898/5): Loss -0.8171, Sem 0.0199, dir -0.9856, norm 0.1487, swav 0.0000 LR: 5.214e-02 Score 99.325 Data time: 0.0610, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1986 [2020-10-19 12:20:38,124][root][INFO] - ===> Epoch[6180](30899/5): Loss -0.8203, Sem 0.0194, dir -0.9849, norm 0.1452, swav 0.0000 LR: 5.214e-02 Score 99.348 Data time: 0.0785, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1742 [2020-10-19 12:20:40,146][root][INFO] - ===> Epoch[6180](30900/5): Loss -0.8126, Sem 0.0234, dir -0.9858, norm 0.1498, swav 0.0000 LR: 5.214e-02 Score 99.262 Data time: 0.0886, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9164 [2020-10-19 12:20:41,113][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 12:20:42,892][root][INFO] - ===> Epoch[6181](30901/5): Loss -0.8265, Sem 0.0238, dir -0.9862, norm 0.1359, swav 0.0000 LR: 5.214e-02 Score 99.245 Data time: 0.0868, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.6089 [2020-10-19 12:20:44,929][root][INFO] - ===> Epoch[6181](30902/5): Loss -0.8290, Sem 0.0183, dir -0.9875, norm 0.1402, swav 0.0000 LR: 5.214e-02 Score 99.399 Data time: 0.0743, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9311 [2020-10-19 12:20:47,182][root][INFO] - ===> Epoch[6181](30903/5): Loss -0.8146, Sem 0.0236, dir -0.9853, norm 0.1471, swav 0.0000 LR: 5.214e-02 Score 99.224 Data time: 0.1092, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1568 [2020-10-19 12:20:49,836][root][INFO] - ===> Epoch[6181](30904/5): Loss -0.8264, Sem 0.0171, dir -0.9866, norm 0.1431, swav 0.0000 LR: 5.213e-02 Score 99.425 Data time: 0.0674, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.5087 [2020-10-19 12:20:52,566][root][INFO] - ===> Epoch[6181](30905/5): Loss -0.8293, Sem 0.0181, dir -0.9861, norm 0.1387, swav 0.0000 LR: 5.213e-02 Score 99.390 Data time: 0.0650, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.6400 [2020-10-19 12:20:54,790][root][INFO] - ===> Epoch[6182](30906/5): Loss -0.8297, Sem 0.0201, dir -0.9866, norm 0.1368, swav 0.0000 LR: 5.213e-02 Score 99.321 Data time: 0.0580, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1191 [2020-10-19 12:20:56,987][root][INFO] - ===> Epoch[6182](30907/5): Loss -0.8277, Sem 0.0180, dir -0.9871, norm 0.1413, swav 0.0000 LR: 5.213e-02 Score 99.403 Data time: 0.0932, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1110 [2020-10-19 12:20:59,172][root][INFO] - ===> Epoch[6182](30908/5): Loss -0.8405, Sem 0.0174, dir -0.9880, norm 0.1301, swav 0.0000 LR: 5.213e-02 Score 99.414 Data time: 0.0931, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0810 [2020-10-19 12:21:01,426][root][INFO] - ===> Epoch[6182](30909/5): Loss -0.8377, Sem 0.0175, dir -0.9875, norm 0.1323, swav 0.0000 LR: 5.213e-02 Score 99.415 Data time: 0.1003, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1659 [2020-10-19 12:21:03,855][root][INFO] - ===> Epoch[6182](30910/5): Loss -0.8351, Sem 0.0205, dir -0.9855, norm 0.1299, swav 0.0000 LR: 5.212e-02 Score 99.303 Data time: 0.0771, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.3193 [2020-10-19 12:21:06,523][root][INFO] - ===> Epoch[6183](30911/5): Loss -0.8375, Sem 0.0183, dir -0.9869, norm 0.1311, swav 0.0000 LR: 5.212e-02 Score 99.380 Data time: 0.0794, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.5813 [2020-10-19 12:21:08,666][root][INFO] - ===> Epoch[6183](30912/5): Loss -0.8140, Sem 0.0198, dir -0.9864, norm 0.1526, swav 0.0000 LR: 5.212e-02 Score 99.337 Data time: 0.0788, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0294 [2020-10-19 12:21:10,612][root][INFO] - ===> Epoch[6183](30913/5): Loss -0.8373, Sem 0.0182, dir -0.9874, norm 0.1318, swav 0.0000 LR: 5.212e-02 Score 99.392 Data time: 0.0845, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8464 [2020-10-19 12:21:12,542][root][INFO] - ===> Epoch[6183](30914/5): Loss -0.8317, Sem 0.0189, dir -0.9871, norm 0.1365, swav 0.0000 LR: 5.212e-02 Score 99.377 Data time: 0.0572, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.7888 [2020-10-19 12:21:14,610][root][INFO] - ===> Epoch[6183](30915/5): Loss -0.8168, Sem 0.0198, dir -0.9842, norm 0.1476, swav 0.0000 LR: 5.212e-02 Score 99.353 Data time: 0.0489, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9676 [2020-10-19 12:21:16,513][root][INFO] - ===> Epoch[6184](30916/5): Loss -0.8151, Sem 0.0188, dir -0.9866, norm 0.1527, swav 0.0000 LR: 5.211e-02 Score 99.391 Data time: 0.0622, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8467 [2020-10-19 12:21:18,997][root][INFO] - ===> Epoch[6184](30917/5): Loss -0.8293, Sem 0.0196, dir -0.9870, norm 0.1381, swav 0.0000 LR: 5.211e-02 Score 99.343 Data time: 0.0865, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.3728 [2020-10-19 12:21:21,570][root][INFO] - ===> Epoch[6184](30918/5): Loss -0.8403, Sem 0.0179, dir -0.9878, norm 0.1296, swav 0.0000 LR: 5.211e-02 Score 99.399 Data time: 0.0803, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.4462 [2020-10-19 12:21:23,787][root][INFO] - ===> Epoch[6184](30919/5): Loss -0.8238, Sem 0.0164, dir -0.9868, norm 0.1466, swav 0.0000 LR: 5.211e-02 Score 99.458 Data time: 0.0642, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1098 [2020-10-19 12:21:25,892][root][INFO] - ===> Epoch[6184](30920/5): Loss -0.8372, Sem 0.0175, dir -0.9882, norm 0.1335, swav 0.0000 LR: 5.211e-02 Score 99.418 Data time: 0.0782, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0059 [2020-10-19 12:21:28,006][root][INFO] - ===> Epoch[6185](30921/5): Loss -0.8279, Sem 0.0198, dir -0.9856, norm 0.1379, swav 0.0000 LR: 5.211e-02 Score 99.319 Data time: 0.0677, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9915 [2020-10-19 12:21:29,913][root][INFO] - ===> Epoch[6185](30922/5): Loss -0.8294, Sem 0.0164, dir -0.9868, norm 0.1410, swav 0.0000 LR: 5.210e-02 Score 99.451 Data time: 0.0627, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8119 [2020-10-19 12:21:31,934][root][INFO] - ===> Epoch[6185](30923/5): Loss -0.8445, Sem 0.0155, dir -0.9877, norm 0.1278, swav 0.0000 LR: 5.210e-02 Score 99.462 Data time: 0.1112, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9461 [2020-10-19 12:21:34,135][root][INFO] - ===> Epoch[6185](30924/5): Loss -0.8328, Sem 0.0173, dir -0.9865, norm 0.1364, swav 0.0000 LR: 5.210e-02 Score 99.422 Data time: 0.1299, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0951 [2020-10-19 12:21:36,169][root][INFO] - ===> Epoch[6185](30925/5): Loss -0.8409, Sem 0.0174, dir -0.9881, norm 0.1297, swav 0.0000 LR: 5.210e-02 Score 99.417 Data time: 0.0730, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9089 [2020-10-19 12:21:38,417][root][INFO] - ===> Epoch[6186](30926/5): Loss -0.8373, Sem 0.0167, dir -0.9878, norm 0.1338, swav 0.0000 LR: 5.210e-02 Score 99.438 Data time: 0.0587, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1430 [2020-10-19 12:21:41,033][root][INFO] - ===> Epoch[6186](30927/5): Loss -0.8239, Sem 0.0200, dir -0.9862, norm 0.1423, swav 0.0000 LR: 5.210e-02 Score 99.325 Data time: 0.0648, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.5214 [2020-10-19 12:21:43,008][root][INFO] - ===> Epoch[6186](30928/5): Loss -0.8346, Sem 0.0184, dir -0.9873, norm 0.1342, swav 0.0000 LR: 5.210e-02 Score 99.371 Data time: 0.0786, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8750 [2020-10-19 12:21:45,440][root][INFO] - ===> Epoch[6186](30929/5): Loss -0.8358, Sem 0.0189, dir -0.9872, norm 0.1325, swav 0.0000 LR: 5.209e-02 Score 99.373 Data time: 0.0712, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.3184 [2020-10-19 12:21:47,364][root][INFO] - ===> Epoch[6186](30930/5): Loss -0.8213, Sem 0.0190, dir -0.9864, norm 0.1461, swav 0.0000 LR: 5.209e-02 Score 99.388 Data time: 0.0616, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8200 [2020-10-19 12:21:49,307][root][INFO] - ===> Epoch[6187](30931/5): Loss -0.8413, Sem 0.0187, dir -0.9879, norm 0.1279, swav 0.0000 LR: 5.209e-02 Score 99.378 Data time: 0.0596, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8547 [2020-10-19 12:21:51,686][root][INFO] - ===> Epoch[6187](30932/5): Loss -0.8315, Sem 0.0184, dir -0.9876, norm 0.1377, swav 0.0000 LR: 5.209e-02 Score 99.380 Data time: 0.0776, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.2973 [2020-10-19 12:21:53,605][root][INFO] - ===> Epoch[6187](30933/5): Loss -0.8473, Sem 0.0162, dir -0.9887, norm 0.1253, swav 0.0000 LR: 5.209e-02 Score 99.451 Data time: 0.0707, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8123 [2020-10-19 12:21:56,040][root][INFO] - ===> Epoch[6187](30934/5): Loss -0.8290, Sem 0.0197, dir -0.9869, norm 0.1382, swav 0.0000 LR: 5.209e-02 Score 99.340 Data time: 0.0725, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.3269 [2020-10-19 12:21:58,604][root][INFO] - ===> Epoch[6187](30935/5): Loss -0.8342, Sem 0.0158, dir -0.9875, norm 0.1375, swav 0.0000 LR: 5.208e-02 Score 99.473 Data time: 0.0749, Forward time: 0.7773, Backward time: 1.1690, DDP time: 0.0032, Total iter time: 2.4390 [2020-10-19 12:22:00,680][root][INFO] - ===> Epoch[6188](30936/5): Loss -0.8282, Sem 0.0179, dir -0.9866, norm 0.1405, swav 0.0000 LR: 5.208e-02 Score 99.419 Data time: 0.0819, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9905 [2020-10-19 12:22:02,565][root][INFO] - ===> Epoch[6188](30937/5): Loss -0.8395, Sem 0.0184, dir -0.9879, norm 0.1301, swav 0.0000 LR: 5.208e-02 Score 99.383 Data time: 0.0885, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.7699 [2020-10-19 12:22:04,590][root][INFO] - ===> Epoch[6188](30938/5): Loss -0.8284, Sem 0.0216, dir -0.9869, norm 0.1368, swav 0.0000 LR: 5.208e-02 Score 99.341 Data time: 0.2032, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9216 [2020-10-19 12:22:06,816][root][INFO] - ===> Epoch[6188](30939/5): Loss -0.8305, Sem 0.0179, dir -0.9866, norm 0.1382, swav 0.0000 LR: 5.208e-02 Score 99.421 Data time: 0.1070, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1028 [2020-10-19 12:22:08,904][root][INFO] - ===> Epoch[6188](30940/5): Loss -0.8391, Sem 0.0193, dir -0.9872, norm 0.1289, swav 0.0000 LR: 5.208e-02 Score 99.362 Data time: 0.0856, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9494 [2020-10-19 12:22:11,767][root][INFO] - ===> Epoch[6189](30941/5): Loss -0.8334, Sem 0.0175, dir -0.9869, norm 0.1360, swav 0.0000 LR: 5.207e-02 Score 99.436 Data time: 0.0700, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.7615 [2020-10-19 12:22:13,844][root][INFO] - ===> Epoch[6189](30942/5): Loss -0.8436, Sem 0.0180, dir -0.9873, norm 0.1256, swav 0.0000 LR: 5.207e-02 Score 99.391 Data time: 0.0760, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9807 [2020-10-19 12:22:15,799][root][INFO] - ===> Epoch[6189](30943/5): Loss -0.8416, Sem 0.0193, dir -0.9879, norm 0.1271, swav 0.0000 LR: 5.207e-02 Score 99.353 Data time: 0.1093, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8396 [2020-10-19 12:22:17,872][root][INFO] - ===> Epoch[6189](30944/5): Loss -0.8416, Sem 0.0177, dir -0.9877, norm 0.1284, swav 0.0000 LR: 5.207e-02 Score 99.399 Data time: 0.0543, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9595 [2020-10-19 12:22:20,087][root][INFO] - ===> Epoch[6189](30945/5): Loss -0.8244, Sem 0.0168, dir -0.9862, norm 0.1450, swav 0.0000 LR: 5.207e-02 Score 99.454 Data time: 0.0991, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1343 [2020-10-19 12:22:22,500][root][INFO] - ===> Epoch[6190](30946/5): Loss -0.8469, Sem 0.0186, dir -0.9876, norm 0.1220, swav 0.0000 LR: 5.207e-02 Score 99.382 Data time: 0.0942, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.2907 [2020-10-19 12:22:24,220][root][INFO] - ===> Epoch[6190](30947/5): Loss -0.8413, Sem 0.0172, dir -0.9875, norm 0.1290, swav 0.0000 LR: 5.206e-02 Score 99.440 Data time: 0.0705, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.6036 [2020-10-19 12:22:26,467][root][INFO] - ===> Epoch[6190](30948/5): Loss -0.8360, Sem 0.0192, dir -0.9876, norm 0.1324, swav 0.0000 LR: 5.206e-02 Score 99.346 Data time: 0.1260, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1579 [2020-10-19 12:22:28,642][root][INFO] - ===> Epoch[6190](30949/5): Loss -0.8297, Sem 0.0169, dir -0.9882, norm 0.1415, swav 0.0000 LR: 5.206e-02 Score 99.447 Data time: 0.0796, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0490 [2020-10-19 12:22:30,823][root][INFO] - ===> Epoch[6190](30950/5): Loss -0.8177, Sem 0.0186, dir -0.9857, norm 0.1494, swav 0.0000 LR: 5.206e-02 Score 99.378 Data time: 0.0676, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0753 [2020-10-19 12:22:33,336][root][INFO] - ===> Epoch[6191](30951/5): Loss -0.8297, Sem 0.0189, dir -0.9881, norm 0.1396, swav 0.0000 LR: 5.206e-02 Score 99.384 Data time: 0.0733, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.4084 [2020-10-19 12:22:35,376][root][INFO] - ===> Epoch[6191](30952/5): Loss -0.8402, Sem 0.0153, dir -0.9875, norm 0.1321, swav 0.0000 LR: 5.206e-02 Score 99.478 Data time: 0.0922, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9559 [2020-10-19 12:22:37,855][root][INFO] - ===> Epoch[6191](30953/5): Loss -0.8314, Sem 0.0187, dir -0.9871, norm 0.1371, swav 0.0000 LR: 5.205e-02 Score 99.360 Data time: 0.2462, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.3605 [2020-10-19 12:22:40,127][root][INFO] - ===> Epoch[6191](30954/5): Loss -0.8218, Sem 0.0178, dir -0.9861, norm 0.1466, swav 0.0000 LR: 5.205e-02 Score 99.413 Data time: 0.0861, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1771 [2020-10-19 12:22:42,145][root][INFO] - ===> Epoch[6191](30955/5): Loss -0.8252, Sem 0.0183, dir -0.9878, norm 0.1443, swav 0.0000 LR: 5.205e-02 Score 99.384 Data time: 0.0616, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8979 [2020-10-19 12:22:44,268][root][INFO] - ===> Epoch[6192](30956/5): Loss -0.8315, Sem 0.0184, dir -0.9867, norm 0.1368, swav 0.0000 LR: 5.205e-02 Score 99.370 Data time: 0.0691, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0543 [2020-10-19 12:22:46,291][root][INFO] - ===> Epoch[6192](30957/5): Loss -0.8246, Sem 0.0175, dir -0.9873, norm 0.1453, swav 0.0000 LR: 5.205e-02 Score 99.396 Data time: 0.0652, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9231 [2020-10-19 12:22:48,385][root][INFO] - ===> Epoch[6192](30958/5): Loss -0.8428, Sem 0.0177, dir -0.9885, norm 0.1280, swav 0.0000 LR: 5.205e-02 Score 99.388 Data time: 0.0777, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9997 [2020-10-19 12:22:50,690][root][INFO] - ===> Epoch[6192](30959/5): Loss -0.8394, Sem 0.0154, dir -0.9882, norm 0.1335, swav 0.0000 LR: 5.205e-02 Score 99.488 Data time: 0.0805, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1964 [2020-10-19 12:22:52,630][root][INFO] - ===> Epoch[6192](30960/5): Loss -0.8167, Sem 0.0184, dir -0.9874, norm 0.1524, swav 0.0000 LR: 5.204e-02 Score 99.388 Data time: 0.1431, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8348 [2020-10-19 12:22:54,881][root][INFO] - ===> Epoch[6193](30961/5): Loss -0.8395, Sem 0.0173, dir -0.9872, norm 0.1304, swav 0.0000 LR: 5.204e-02 Score 99.418 Data time: 0.0973, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1580 [2020-10-19 12:22:56,848][root][INFO] - ===> Epoch[6193](30962/5): Loss -0.8154, Sem 0.0184, dir -0.9859, norm 0.1521, swav 0.0000 LR: 5.204e-02 Score 99.389 Data time: 0.0775, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8289 [2020-10-19 12:22:59,634][root][INFO] - ===> Epoch[6193](30963/5): Loss -0.8299, Sem 0.0184, dir -0.9874, norm 0.1390, swav 0.0000 LR: 5.204e-02 Score 99.386 Data time: 0.2213, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.6726 [2020-10-19 12:23:02,470][root][INFO] - ===> Epoch[6193](30964/5): Loss -0.8234, Sem 0.0182, dir -0.9864, norm 0.1448, swav 0.0000 LR: 5.204e-02 Score 99.384 Data time: 0.0776, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.7031 [2020-10-19 12:23:04,267][root][INFO] - ===> Epoch[6193](30965/5): Loss -0.8479, Sem 0.0185, dir -0.9878, norm 0.1214, swav 0.0000 LR: 5.204e-02 Score 99.371 Data time: 0.0785, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.6872 [2020-10-19 12:23:07,155][root][INFO] - ===> Epoch[6194](30966/5): Loss -0.8328, Sem 0.0177, dir -0.9868, norm 0.1363, swav 0.0000 LR: 5.203e-02 Score 99.410 Data time: 0.2867, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.8030 [2020-10-19 12:23:09,465][root][INFO] - ===> Epoch[6194](30967/5): Loss -0.8181, Sem 0.0182, dir -0.9864, norm 0.1501, swav 0.0000 LR: 5.203e-02 Score 99.392 Data time: 0.0958, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1990 [2020-10-19 12:23:11,632][root][INFO] - ===> Epoch[6194](30968/5): Loss -0.8350, Sem 0.0170, dir -0.9888, norm 0.1369, swav 0.0000 LR: 5.203e-02 Score 99.414 Data time: 0.1198, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0320 [2020-10-19 12:23:13,687][root][INFO] - ===> Epoch[6194](30969/5): Loss -0.8406, Sem 0.0176, dir -0.9878, norm 0.1296, swav 0.0000 LR: 5.203e-02 Score 99.404 Data time: 0.0806, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9471 [2020-10-19 12:23:15,814][root][INFO] - ===> Epoch[6194](30970/5): Loss -0.8263, Sem 0.0160, dir -0.9875, norm 0.1452, swav 0.0000 LR: 5.203e-02 Score 99.452 Data time: 0.0927, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0135 [2020-10-19 12:23:18,442][root][INFO] - ===> Epoch[6195](30971/5): Loss -0.8255, Sem 0.0178, dir -0.9868, norm 0.1435, swav 0.0000 LR: 5.203e-02 Score 99.404 Data time: 0.2036, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.5159 [2020-10-19 12:23:20,596][root][INFO] - ===> Epoch[6195](30972/5): Loss -0.8278, Sem 0.0175, dir -0.9873, norm 0.1421, swav 0.0000 LR: 5.202e-02 Score 99.405 Data time: 0.0925, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0468 [2020-10-19 12:23:22,620][root][INFO] - ===> Epoch[6195](30973/5): Loss -0.8187, Sem 0.0233, dir -0.9867, norm 0.1448, swav 0.0000 LR: 5.202e-02 Score 99.321 Data time: 0.0731, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9052 [2020-10-19 12:23:24,537][root][INFO] - ===> Epoch[6195](30974/5): Loss -0.8518, Sem 0.0175, dir -0.9889, norm 0.1196, swav 0.0000 LR: 5.202e-02 Score 99.401 Data time: 0.0816, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.7936 [2020-10-19 12:23:26,670][root][INFO] - ===> Epoch[6195](30975/5): Loss -0.8365, Sem 0.0178, dir -0.9884, norm 0.1341, swav 0.0000 LR: 5.202e-02 Score 99.391 Data time: 0.0934, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0415 [2020-10-19 12:23:28,856][root][INFO] - ===> Epoch[6196](30976/5): Loss -0.8384, Sem 0.0173, dir -0.9880, norm 0.1324, swav 0.0000 LR: 5.202e-02 Score 99.429 Data time: 0.0590, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0547 [2020-10-19 12:23:31,247][root][INFO] - ===> Epoch[6196](30977/5): Loss -0.8304, Sem 0.0166, dir -0.9873, norm 0.1403, swav 0.0000 LR: 5.202e-02 Score 99.436 Data time: 0.0586, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.2890 [2020-10-19 12:23:33,897][root][INFO] - ===> Epoch[6196](30978/5): Loss -0.8334, Sem 0.0188, dir -0.9868, norm 0.1346, swav 0.0000 LR: 5.201e-02 Score 99.370 Data time: 0.0756, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.5642 [2020-10-19 12:23:36,183][root][INFO] - ===> Epoch[6196](30979/5): Loss -0.8432, Sem 0.0162, dir -0.9888, norm 0.1293, swav 0.0000 LR: 5.201e-02 Score 99.451 Data time: 0.0826, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1751 [2020-10-19 12:23:38,365][root][INFO] - ===> Epoch[6196](30980/5): Loss -0.8397, Sem 0.0186, dir -0.9869, norm 0.1286, swav 0.0000 LR: 5.201e-02 Score 99.361 Data time: 0.0714, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0576 [2020-10-19 12:23:40,818][root][INFO] - ===> Epoch[6197](30981/5): Loss -0.8285, Sem 0.0177, dir -0.9880, norm 0.1418, swav 0.0000 LR: 5.201e-02 Score 99.412 Data time: 0.0969, Forward time: 0.7773, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.3391 [2020-10-19 12:23:43,045][root][INFO] - ===> Epoch[6197](30982/5): Loss -0.8386, Sem 0.0167, dir -0.9873, norm 0.1321, swav 0.0000 LR: 5.201e-02 Score 99.433 Data time: 0.0990, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0912 [2020-10-19 12:23:45,046][root][INFO] - ===> Epoch[6197](30983/5): Loss -0.8556, Sem 0.0163, dir -0.9892, norm 0.1173, swav 0.0000 LR: 5.201e-02 Score 99.441 Data time: 0.0859, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8975 [2020-10-19 12:23:47,104][root][INFO] - ===> Epoch[6197](30984/5): Loss -0.8379, Sem 0.0167, dir -0.9874, norm 0.1328, swav 0.0000 LR: 5.200e-02 Score 99.462 Data time: 0.1189, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9424 [2020-10-19 12:23:49,197][root][INFO] - ===> Epoch[6197](30985/5): Loss -0.8466, Sem 0.0167, dir -0.9888, norm 0.1254, swav 0.0000 LR: 5.200e-02 Score 99.446 Data time: 0.1119, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9926 [2020-10-19 12:23:51,317][root][INFO] - ===> Epoch[6198](30986/5): Loss -0.8488, Sem 0.0160, dir -0.9887, norm 0.1239, swav 0.0000 LR: 5.200e-02 Score 99.467 Data time: 0.0817, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0170 [2020-10-19 12:23:53,488][root][INFO] - ===> Epoch[6198](30987/5): Loss -0.8348, Sem 0.0159, dir -0.9879, norm 0.1372, swav 0.0000 LR: 5.200e-02 Score 99.480 Data time: 0.0938, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0672 [2020-10-19 12:23:55,926][root][INFO] - ===> Epoch[6198](30988/5): Loss -0.8260, Sem 0.0208, dir -0.9869, norm 0.1401, swav 0.0000 LR: 5.200e-02 Score 99.306 Data time: 0.0886, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.3429 [2020-10-19 12:23:57,892][root][INFO] - ===> Epoch[6198](30989/5): Loss -0.8294, Sem 0.0163, dir -0.9874, norm 0.1417, swav 0.0000 LR: 5.200e-02 Score 99.447 Data time: 0.0805, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8706 [2020-10-19 12:24:00,549][root][INFO] - ===> Epoch[6198](30990/5): Loss -0.8415, Sem 0.0179, dir -0.9879, norm 0.1285, swav 0.0000 LR: 5.200e-02 Score 99.396 Data time: 0.1054, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.5690 [2020-10-19 12:24:02,666][root][INFO] - ===> Epoch[6199](30991/5): Loss -0.8305, Sem 0.0171, dir -0.9882, norm 0.1405, swav 0.0000 LR: 5.199e-02 Score 99.412 Data time: 0.0911, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0012 [2020-10-19 12:24:05,186][root][INFO] - ===> Epoch[6199](30992/5): Loss -0.8456, Sem 0.0156, dir -0.9887, norm 0.1275, swav 0.0000 LR: 5.199e-02 Score 99.467 Data time: 0.1025, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.4083 [2020-10-19 12:24:07,263][root][INFO] - ===> Epoch[6199](30993/5): Loss -0.8272, Sem 0.0190, dir -0.9866, norm 0.1403, swav 0.0000 LR: 5.199e-02 Score 99.358 Data time: 0.0916, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9471 [2020-10-19 12:24:09,691][root][INFO] - ===> Epoch[6199](30994/5): Loss -0.8408, Sem 0.0167, dir -0.9888, norm 0.1312, swav 0.0000 LR: 5.199e-02 Score 99.435 Data time: 0.1035, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.3320 [2020-10-19 12:24:12,285][root][INFO] - ===> Epoch[6199](30995/5): Loss -0.8377, Sem 0.0166, dir -0.9882, norm 0.1338, swav 0.0000 LR: 5.199e-02 Score 99.458 Data time: 0.1831, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.4852 [2020-10-19 12:24:14,764][root][INFO] - ===> Epoch[6200](30996/5): Loss -0.8317, Sem 0.0170, dir -0.9868, norm 0.1381, swav 0.0000 LR: 5.199e-02 Score 99.420 Data time: 0.1099, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.3671 [2020-10-19 12:24:16,724][root][INFO] - ===> Epoch[6200](30997/5): Loss -0.8466, Sem 0.0187, dir -0.9878, norm 0.1225, swav 0.0000 LR: 5.198e-02 Score 99.373 Data time: 0.0692, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.8417 [2020-10-19 12:24:18,599][root][INFO] - ===> Epoch[6200](30998/5): Loss -0.8466, Sem 0.0154, dir -0.9886, norm 0.1266, swav 0.0000 LR: 5.198e-02 Score 99.491 Data time: 0.0720, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.8056 [2020-10-19 12:24:20,897][root][INFO] - ===> Epoch[6200](30999/5): Loss -0.8423, Sem 0.0168, dir -0.9885, norm 0.1295, swav 0.0000 LR: 5.198e-02 Score 99.429 Data time: 0.0555, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.1808 [2020-10-19 12:24:23,350][root][INFO] - ===> Epoch[6200](31000/5): Loss -0.8321, Sem 0.0163, dir -0.9880, norm 0.1397, swav 0.0000 LR: 5.198e-02 Score 99.459 Data time: 0.0887, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.3639 [2020-10-19 12:24:24,246][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 12:24:24,408][root][INFO] - ===> Start testing [2020-10-19 12:25:03,996][root][INFO] - 68/68: Data time: 0.0025, Iter time: 0.1527 Loss 0.127 (AVG: 0.547) Score 96.711 (AVG: 90.662) mIOU 70.014 mAP 84.091 mAcc 76.960 IOU: 63.196 0.317 80.356 74.363 94.595 92.001 32.076 78.730 97.828 69.915 82.300 85.986 58.523 mAP: 81.652 10.220 96.445 87.037 98.972 98.567 53.275 96.464 99.592 92.111 93.952 94.152 90.742 mAcc: 79.401 2.188 89.578 81.977 95.602 96.509 34.021 93.580 99.543 77.220 90.677 96.141 64.050 [2020-10-19 12:25:03,998][root][INFO] - Finished test. Elapsed time: 39.5883 [2020-10-19 12:25:06,824][root][INFO] - [2020-10-19 12:25:06,824][root][INFO] - ################################################################ [2020-10-19 12:25:06,824][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 12:25:06,824][root][INFO] - ################################################################ [2020-10-19 12:25:06,824][root][INFO] - clutter : nan nan nan [2020-10-19 12:25:06,824][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 12:25:06,824][root][INFO] - board : 0.802 0.900 0.929 [2020-10-19 12:25:06,824][root][INFO] - bookcase : 0.217 0.316 0.529 [2020-10-19 12:25:06,824][root][INFO] - ceiling : 0.396 0.466 0.501 [2020-10-19 12:25:06,825][root][INFO] - chair : 0.830 0.912 0.928 [2020-10-19 12:25:06,825][root][INFO] - column : 0.177 0.257 0.415 [2020-10-19 12:25:06,825][root][INFO] - door : 0.808 0.947 0.980 [2020-10-19 12:25:06,825][root][INFO] - floor : 0.680 0.684 0.756 [2020-10-19 12:25:06,825][root][INFO] - sofa : 0.468 0.818 0.818 [2020-10-19 12:25:06,825][root][INFO] - table : 0.145 0.302 0.668 [2020-10-19 12:25:06,825][root][INFO] - wall : 0.559 0.757 0.831 [2020-10-19 12:25:06,825][root][INFO] - window : 0.548 0.744 0.782 [2020-10-19 12:25:06,825][root][INFO] - ---------------------------------------------------------------- [2020-10-19 12:25:06,825][root][INFO] - average : 0.469 0.592 0.678 [2020-10-19 12:25:06,825][root][INFO] - [2020-10-19 12:25:06,996][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 12:25:06,997][root][INFO] - Current best mIoU: 71.243 at iter 28000 [2020-10-19 12:25:08,625][root][INFO] - ===> Epoch[6201](31001/5): Loss -0.8447, Sem 0.0177, dir -0.9871, norm 0.1247, swav 0.0000 LR: 5.198e-02 Score 99.411 Data time: 0.0511, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.6229 [2020-10-19 12:25:10,760][root][INFO] - ===> Epoch[6201](31002/5): Loss -0.8479, Sem 0.0175, dir -0.9886, norm 0.1232, swav 0.0000 LR: 5.198e-02 Score 99.414 Data time: 0.0643, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.0474 [2020-10-19 12:25:12,750][root][INFO] - ===> Epoch[6201](31003/5): Loss -0.8426, Sem 0.0173, dir -0.9884, norm 0.1285, swav 0.0000 LR: 5.197e-02 Score 99.434 Data time: 0.0773, Forward time: 0.7774, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.8974 [2020-10-19 12:25:15,873][root][INFO] - ===> Epoch[6201](31004/5): Loss -0.8337, Sem 0.0205, dir -0.9869, norm 0.1326, swav 0.0000 LR: 5.197e-02 Score 99.315 Data time: 0.0712, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 3.0131 [2020-10-19 12:25:18,441][root][INFO] - ===> Epoch[6201](31005/5): Loss -0.8358, Sem 0.0155, dir -0.9872, norm 0.1359, swav 0.0000 LR: 5.197e-02 Score 99.476 Data time: 0.0697, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.4726 [2020-10-19 12:25:20,869][root][INFO] - ===> Epoch[6202](31006/5): Loss -0.8457, Sem 0.0146, dir -0.9887, norm 0.1284, swav 0.0000 LR: 5.197e-02 Score 99.509 Data time: 0.0821, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.3206 [2020-10-19 12:25:23,523][root][INFO] - ===> Epoch[6202](31007/5): Loss -0.8452, Sem 0.0168, dir -0.9880, norm 0.1260, swav 0.0000 LR: 5.197e-02 Score 99.444 Data time: 0.0798, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.5484 [2020-10-19 12:25:25,939][root][INFO] - ===> Epoch[6202](31008/5): Loss -0.8281, Sem 0.0194, dir -0.9859, norm 0.1384, swav 0.0000 LR: 5.197e-02 Score 99.348 Data time: 0.0847, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.3092 [2020-10-19 12:25:27,768][root][INFO] - ===> Epoch[6202](31009/5): Loss -0.8551, Sem 0.0172, dir -0.9874, norm 0.1151, swav 0.0000 LR: 5.196e-02 Score 99.410 Data time: 0.0830, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.7114 [2020-10-19 12:25:29,905][root][INFO] - ===> Epoch[6202](31010/5): Loss -0.8505, Sem 0.0177, dir -0.9883, norm 0.1200, swav 0.0000 LR: 5.196e-02 Score 99.400 Data time: 0.0906, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0376 [2020-10-19 12:25:32,055][root][INFO] - ===> Epoch[6203](31011/5): Loss -0.8477, Sem 0.0162, dir -0.9883, norm 0.1245, swav 0.0000 LR: 5.196e-02 Score 99.452 Data time: 0.0832, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0337 [2020-10-19 12:25:34,552][root][INFO] - ===> Epoch[6203](31012/5): Loss -0.8402, Sem 0.0171, dir -0.9871, norm 0.1298, swav 0.0000 LR: 5.196e-02 Score 99.426 Data time: 0.0657, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.3793 [2020-10-19 12:25:37,416][root][INFO] - ===> Epoch[6203](31013/5): Loss -0.8369, Sem 0.0174, dir -0.9871, norm 0.1328, swav 0.0000 LR: 5.196e-02 Score 99.415 Data time: 0.0909, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.7965 [2020-10-19 12:25:39,541][root][INFO] - ===> Epoch[6203](31014/5): Loss -0.8467, Sem 0.0172, dir -0.9879, norm 0.1240, swav 0.0000 LR: 5.196e-02 Score 99.407 Data time: 0.1262, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0169 [2020-10-19 12:25:41,850][root][INFO] - ===> Epoch[6203](31015/5): Loss -0.8339, Sem 0.0171, dir -0.9878, norm 0.1368, swav 0.0000 LR: 5.195e-02 Score 99.419 Data time: 0.1045, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.2130 [2020-10-19 12:25:43,936][root][INFO] - ===> Epoch[6204](31016/5): Loss -0.8289, Sem 0.0179, dir -0.9869, norm 0.1401, swav 0.0000 LR: 5.195e-02 Score 99.396 Data time: 0.0939, Forward time: 0.7775, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9847 [2020-10-19 12:25:46,008][root][INFO] - ===> Epoch[6204](31017/5): Loss -0.8605, Sem 0.0152, dir -0.9892, norm 0.1134, swav 0.0000 LR: 5.195e-02 Score 99.477 Data time: 0.0612, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9817 [2020-10-19 12:25:48,332][root][INFO] - ===> Epoch[6204](31018/5): Loss -0.8349, Sem 0.0159, dir -0.9879, norm 0.1371, swav 0.0000 LR: 5.195e-02 Score 99.479 Data time: 0.0483, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.2476 [2020-10-19 12:25:50,371][root][INFO] - ===> Epoch[6204](31019/5): Loss -0.8323, Sem 0.0158, dir -0.9869, norm 0.1388, swav 0.0000 LR: 5.195e-02 Score 99.477 Data time: 0.0707, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9958 [2020-10-19 12:25:52,937][root][INFO] - ===> Epoch[6204](31020/5): Loss -0.8163, Sem 0.0177, dir -0.9884, norm 0.1544, swav 0.0000 LR: 5.195e-02 Score 99.403 Data time: 0.1042, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.4812 [2020-10-19 12:25:55,161][root][INFO] - ===> Epoch[6205](31021/5): Loss -0.8418, Sem 0.0173, dir -0.9886, norm 0.1296, swav 0.0000 LR: 5.195e-02 Score 99.412 Data time: 0.0842, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1126 [2020-10-19 12:25:57,293][root][INFO] - ===> Epoch[6205](31022/5): Loss -0.8332, Sem 0.0149, dir -0.9880, norm 0.1399, swav 0.0000 LR: 5.194e-02 Score 99.485 Data time: 0.0740, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0164 [2020-10-19 12:25:59,535][root][INFO] - ===> Epoch[6205](31023/5): Loss -0.8275, Sem 0.0184, dir -0.9867, norm 0.1408, swav 0.0000 LR: 5.194e-02 Score 99.377 Data time: 0.0848, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1445 [2020-10-19 12:26:01,714][root][INFO] - ===> Epoch[6205](31024/5): Loss -0.8216, Sem 0.0165, dir -0.9870, norm 0.1490, swav 0.0000 LR: 5.194e-02 Score 99.445 Data time: 0.0931, Forward time: 0.7774, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0614 [2020-10-19 12:26:04,349][root][INFO] - ===> Epoch[6205](31025/5): Loss -0.8261, Sem 0.0171, dir -0.9873, norm 0.1441, swav 0.0000 LR: 5.194e-02 Score 99.426 Data time: 0.1091, Forward time: 0.7775, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.5407 [2020-10-19 12:26:06,582][root][INFO] - ===> Epoch[6206](31026/5): Loss -0.8505, Sem 0.0155, dir -0.9887, norm 0.1227, swav 0.0000 LR: 5.194e-02 Score 99.480 Data time: 0.0809, Forward time: 0.7775, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1062 [2020-10-19 12:26:08,683][root][INFO] - ===> Epoch[6206](31027/5): Loss -0.8254, Sem 0.0191, dir -0.9877, norm 0.1433, swav 0.0000 LR: 5.194e-02 Score 99.368 Data time: 0.0760, Forward time: 0.7775, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.0030 [2020-10-19 12:26:10,666][root][INFO] - ===> Epoch[6206](31028/5): Loss -0.8467, Sem 0.0148, dir -0.9880, norm 0.1265, swav 0.0000 LR: 5.193e-02 Score 99.510 Data time: 0.0895, Forward time: 0.7775, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.8881 [2020-10-19 12:26:12,543][root][INFO] - ===> Epoch[6206](31029/5): Loss -0.8316, Sem 0.0169, dir -0.9887, norm 0.1402, swav 0.0000 LR: 5.193e-02 Score 99.436 Data time: 0.0844, Forward time: 0.7775, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.7678 [2020-10-19 12:26:14,561][root][INFO] - ===> Epoch[6206](31030/5): Loss -0.8358, Sem 0.0175, dir -0.9882, norm 0.1350, swav 0.0000 LR: 5.193e-02 Score 99.413 Data time: 0.1183, Forward time: 0.7775, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 1.9085 [2020-10-19 12:26:16,779][root][INFO] - ===> Epoch[6207](31031/5): Loss -0.8056, Sem 0.0189, dir -0.9857, norm 0.1612, swav 0.0000 LR: 5.193e-02 Score 99.373 Data time: 0.0915, Forward time: 0.7775, Backward time: 1.1689, DDP time: 0.0032, Total iter time: 2.1192 [2020-10-19 12:26:18,851][root][INFO] - ===> Epoch[6207](31032/5): Loss -0.8383, Sem 0.0160, dir -0.9868, norm 0.1325, swav 0.0000 LR: 5.193e-02 Score 99.463 Data time: 0.0849, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.9567 [2020-10-19 12:26:21,149][root][INFO] - ===> Epoch[6207](31033/5): Loss -0.8443, Sem 0.0166, dir -0.9873, norm 0.1264, swav 0.0000 LR: 5.193e-02 Score 99.440 Data time: 0.0879, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.1904 [2020-10-19 12:26:23,064][root][INFO] - ===> Epoch[6207](31034/5): Loss -0.8423, Sem 0.0173, dir -0.9878, norm 0.1281, swav 0.0000 LR: 5.192e-02 Score 99.413 Data time: 0.0858, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.8008 [2020-10-19 12:26:25,090][root][INFO] - ===> Epoch[6207](31035/5): Loss -0.8233, Sem 0.0181, dir -0.9872, norm 0.1457, swav 0.0000 LR: 5.192e-02 Score 99.396 Data time: 0.0816, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.9144 [2020-10-19 12:26:27,433][root][INFO] - ===> Epoch[6208](31036/5): Loss -0.8512, Sem 0.0165, dir -0.9885, norm 0.1208, swav 0.0000 LR: 5.192e-02 Score 99.426 Data time: 0.0785, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.2303 [2020-10-19 12:26:29,551][root][INFO] - ===> Epoch[6208](31037/5): Loss -0.8304, Sem 0.0182, dir -0.9857, norm 0.1372, swav 0.0000 LR: 5.192e-02 Score 99.388 Data time: 0.0817, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.0175 [2020-10-19 12:26:31,516][root][INFO] - ===> Epoch[6208](31038/5): Loss -0.8421, Sem 0.0152, dir -0.9885, norm 0.1312, swav 0.0000 LR: 5.192e-02 Score 99.477 Data time: 0.1609, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.8430 [2020-10-19 12:26:34,072][root][INFO] - ===> Epoch[6208](31039/5): Loss -0.8222, Sem 0.0156, dir -0.9871, norm 0.1493, swav 0.0000 LR: 5.192e-02 Score 99.481 Data time: 0.1445, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.4101 [2020-10-19 12:26:36,582][root][INFO] - ===> Epoch[6208](31040/5): Loss -0.8256, Sem 0.0184, dir -0.9867, norm 0.1426, swav 0.0000 LR: 5.191e-02 Score 99.376 Data time: 0.0897, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.3802 [2020-10-19 12:26:38,875][root][INFO] - ===> Epoch[6209](31041/5): Loss -0.8333, Sem 0.0158, dir -0.9887, norm 0.1396, swav 0.0000 LR: 5.191e-02 Score 99.479 Data time: 0.1365, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.1875 [2020-10-19 12:26:41,511][root][INFO] - ===> Epoch[6209](31042/5): Loss -0.8232, Sem 0.0171, dir -0.9874, norm 0.1470, swav 0.0000 LR: 5.191e-02 Score 99.436 Data time: 0.0895, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.5408 [2020-10-19 12:26:44,516][root][INFO] - ===> Epoch[6209](31043/5): Loss -0.8416, Sem 0.0166, dir -0.9879, norm 0.1296, swav 0.0000 LR: 5.191e-02 Score 99.431 Data time: 0.1182, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.8911 [2020-10-19 12:26:46,652][root][INFO] - ===> Epoch[6209](31044/5): Loss -0.8177, Sem 0.0182, dir -0.9873, norm 0.1514, swav 0.0000 LR: 5.191e-02 Score 99.385 Data time: 0.0973, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.0239 [2020-10-19 12:26:48,715][root][INFO] - ===> Epoch[6209](31045/5): Loss -0.8374, Sem 0.0170, dir -0.9878, norm 0.1334, swav 0.0000 LR: 5.191e-02 Score 99.432 Data time: 0.1524, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.9287 [2020-10-19 12:26:51,095][root][INFO] - ===> Epoch[6210](31046/5): Loss -0.8291, Sem 0.0175, dir -0.9880, norm 0.1413, swav 0.0000 LR: 5.190e-02 Score 99.403 Data time: 0.2819, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.2825 [2020-10-19 12:26:53,570][root][INFO] - ===> Epoch[6210](31047/5): Loss -0.8271, Sem 0.0173, dir -0.9873, norm 0.1429, swav 0.0000 LR: 5.190e-02 Score 99.423 Data time: 0.0922, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.3573 [2020-10-19 12:26:55,637][root][INFO] - ===> Epoch[6210](31048/5): Loss -0.8452, Sem 0.0156, dir -0.9881, norm 0.1274, swav 0.0000 LR: 5.190e-02 Score 99.478 Data time: 0.0678, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.9714 [2020-10-19 12:26:58,112][root][INFO] - ===> Epoch[6210](31049/5): Loss -0.8341, Sem 0.0172, dir -0.9877, norm 0.1364, swav 0.0000 LR: 5.190e-02 Score 99.422 Data time: 0.0774, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.3933 [2020-10-19 12:27:00,632][root][INFO] - ===> Epoch[6210](31050/5): Loss -0.8336, Sem 0.0143, dir -0.9879, norm 0.1400, swav 0.0000 LR: 5.190e-02 Score 99.536 Data time: 0.0819, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.4036 [2020-10-19 12:27:02,568][root][INFO] - ===> Epoch[6211](31051/5): Loss -0.8404, Sem 0.0179, dir -0.9873, norm 0.1289, swav 0.0000 LR: 5.190e-02 Score 99.390 Data time: 0.0870, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.8253 [2020-10-19 12:27:04,652][root][INFO] - ===> Epoch[6211](31052/5): Loss -0.8256, Sem 0.0171, dir -0.9870, norm 0.1442, swav 0.0000 LR: 5.190e-02 Score 99.425 Data time: 0.0828, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.9736 [2020-10-19 12:27:06,617][root][INFO] - ===> Epoch[6211](31053/5): Loss -0.8320, Sem 0.0172, dir -0.9888, norm 0.1396, swav 0.0000 LR: 5.189e-02 Score 99.415 Data time: 0.0579, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.8682 [2020-10-19 12:27:08,330][root][INFO] - ===> Epoch[6211](31054/5): Loss -0.8386, Sem 0.0177, dir -0.9881, norm 0.1318, swav 0.0000 LR: 5.189e-02 Score 99.390 Data time: 0.0714, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.6542 [2020-10-19 12:27:10,433][root][INFO] - ===> Epoch[6211](31055/5): Loss -0.8259, Sem 0.0177, dir -0.9875, norm 0.1438, swav 0.0000 LR: 5.189e-02 Score 99.427 Data time: 0.0611, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.0048 [2020-10-19 12:27:13,046][root][INFO] - ===> Epoch[6212](31056/5): Loss -0.8454, Sem 0.0150, dir -0.9884, norm 0.1280, swav 0.0000 LR: 5.189e-02 Score 99.497 Data time: 0.0748, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.5454 [2020-10-19 12:27:15,032][root][INFO] - ===> Epoch[6212](31057/5): Loss -0.8328, Sem 0.0197, dir -0.9871, norm 0.1346, swav 0.0000 LR: 5.189e-02 Score 99.354 Data time: 0.0744, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.8821 [2020-10-19 12:27:16,958][root][INFO] - ===> Epoch[6212](31058/5): Loss -0.8411, Sem 0.0167, dir -0.9879, norm 0.1301, swav 0.0000 LR: 5.189e-02 Score 99.441 Data time: 0.0622, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.8328 [2020-10-19 12:27:18,963][root][INFO] - ===> Epoch[6212](31059/5): Loss -0.8187, Sem 0.0171, dir -0.9874, norm 0.1515, swav 0.0000 LR: 5.188e-02 Score 99.437 Data time: 0.0646, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.9307 [2020-10-19 12:27:21,211][root][INFO] - ===> Epoch[6212](31060/5): Loss -0.8323, Sem 0.0183, dir -0.9872, norm 0.1366, swav 0.0000 LR: 5.188e-02 Score 99.392 Data time: 0.0779, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.1420 [2020-10-19 12:27:23,516][root][INFO] - ===> Epoch[6213](31061/5): Loss -0.8477, Sem 0.0170, dir -0.9878, norm 0.1232, swav 0.0000 LR: 5.188e-02 Score 99.436 Data time: 0.0907, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.2180 [2020-10-19 12:27:25,814][root][INFO] - ===> Epoch[6213](31062/5): Loss -0.8381, Sem 0.0170, dir -0.9879, norm 0.1328, swav 0.0000 LR: 5.188e-02 Score 99.440 Data time: 0.0817, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.1783 [2020-10-19 12:27:27,898][root][INFO] - ===> Epoch[6213](31063/5): Loss -0.8408, Sem 0.0162, dir -0.9872, norm 0.1302, swav 0.0000 LR: 5.188e-02 Score 99.462 Data time: 0.0910, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.0012 [2020-10-19 12:27:29,853][root][INFO] - ===> Epoch[6213](31064/5): Loss -0.8464, Sem 0.0167, dir -0.9883, norm 0.1252, swav 0.0000 LR: 5.188e-02 Score 99.429 Data time: 0.1016, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.8559 [2020-10-19 12:27:32,031][root][INFO] - ===> Epoch[6213](31065/5): Loss -0.8386, Sem 0.0180, dir -0.9881, norm 0.1316, swav 0.0000 LR: 5.187e-02 Score 99.387 Data time: 0.0889, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.1096 [2020-10-19 12:27:34,481][root][INFO] - ===> Epoch[6214](31066/5): Loss -0.8434, Sem 0.0151, dir -0.9890, norm 0.1305, swav 0.0000 LR: 5.187e-02 Score 99.494 Data time: 0.0802, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.3491 [2020-10-19 12:27:36,454][root][INFO] - ===> Epoch[6214](31067/5): Loss -0.8408, Sem 0.0181, dir -0.9874, norm 0.1285, swav 0.0000 LR: 5.187e-02 Score 99.393 Data time: 0.0765, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.8846 [2020-10-19 12:27:38,596][root][INFO] - ===> Epoch[6214](31068/5): Loss -0.8471, Sem 0.0146, dir -0.9880, norm 0.1263, swav 0.0000 LR: 5.187e-02 Score 99.507 Data time: 0.1097, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.0606 [2020-10-19 12:27:40,653][root][INFO] - ===> Epoch[6214](31069/5): Loss -0.8284, Sem 0.0204, dir -0.9875, norm 0.1386, swav 0.0000 LR: 5.187e-02 Score 99.316 Data time: 0.0807, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.9464 [2020-10-19 12:27:42,861][root][INFO] - ===> Epoch[6214](31070/5): Loss -0.8436, Sem 0.0167, dir -0.9885, norm 0.1282, swav 0.0000 LR: 5.187e-02 Score 99.431 Data time: 0.0428, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.1152 [2020-10-19 12:27:45,336][root][INFO] - ===> Epoch[6215](31071/5): Loss -0.8199, Sem 0.0168, dir -0.9867, norm 0.1500, swav 0.0000 LR: 5.186e-02 Score 99.434 Data time: 0.1121, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.4173 [2020-10-19 12:27:47,307][root][INFO] - ===> Epoch[6215](31072/5): Loss -0.8535, Sem 0.0149, dir -0.9890, norm 0.1206, swav 0.0000 LR: 5.186e-02 Score 99.496 Data time: 0.0832, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.8479 [2020-10-19 12:27:49,676][root][INFO] - ===> Epoch[6215](31073/5): Loss -0.8453, Sem 0.0162, dir -0.9881, norm 0.1267, swav 0.0000 LR: 5.186e-02 Score 99.448 Data time: 0.0879, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.2780 [2020-10-19 12:27:51,601][root][INFO] - ===> Epoch[6215](31074/5): Loss -0.8305, Sem 0.0189, dir -0.9870, norm 0.1377, swav 0.0000 LR: 5.186e-02 Score 99.376 Data time: 0.0903, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.8194 [2020-10-19 12:27:53,773][root][INFO] - ===> Epoch[6215](31075/5): Loss -0.8387, Sem 0.0158, dir -0.9890, norm 0.1345, swav 0.0000 LR: 5.186e-02 Score 99.475 Data time: 0.0511, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.0699 [2020-10-19 12:27:56,435][root][INFO] - ===> Epoch[6216](31076/5): Loss -0.8445, Sem 0.0158, dir -0.9880, norm 0.1278, swav 0.0000 LR: 5.186e-02 Score 99.467 Data time: 0.1074, Forward time: 0.7776, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.5802 [2020-10-19 12:27:58,816][root][INFO] - ===> Epoch[6216](31077/5): Loss -0.8391, Sem 0.0168, dir -0.9869, norm 0.1310, swav 0.0000 LR: 5.185e-02 Score 99.437 Data time: 0.0764, Forward time: 0.7776, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.2552 [2020-10-19 12:28:00,821][root][INFO] - ===> Epoch[6216](31078/5): Loss -0.8467, Sem 0.0167, dir -0.9894, norm 0.1259, swav 0.0000 LR: 5.185e-02 Score 99.436 Data time: 0.0477, Forward time: 0.7775, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.8951 [2020-10-19 12:28:03,320][root][INFO] - ===> Epoch[6216](31079/5): Loss -0.7968, Sem 0.0207, dir -0.9864, norm 0.1689, swav 0.0000 LR: 5.185e-02 Score 99.320 Data time: 0.1050, Forward time: 0.7776, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.4146 [2020-10-19 12:28:05,436][root][INFO] - ===> Epoch[6216](31080/5): Loss -0.8399, Sem 0.0165, dir -0.9884, norm 0.1319, swav 0.0000 LR: 5.185e-02 Score 99.452 Data time: 0.1939, Forward time: 0.7776, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.0137 [2020-10-19 12:28:08,334][root][INFO] - ===> Epoch[6217](31081/5): Loss -0.8252, Sem 0.0208, dir -0.9874, norm 0.1414, swav 0.0000 LR: 5.185e-02 Score 99.346 Data time: 0.0997, Forward time: 0.7776, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.7987 [2020-10-19 12:28:10,280][root][INFO] - ===> Epoch[6217](31082/5): Loss -0.8435, Sem 0.0153, dir -0.9885, norm 0.1297, swav 0.0000 LR: 5.185e-02 Score 99.486 Data time: 0.0613, Forward time: 0.7776, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.8208 [2020-10-19 12:28:12,220][root][INFO] - ===> Epoch[6217](31083/5): Loss -0.8319, Sem 0.0203, dir -0.9864, norm 0.1342, swav 0.0000 LR: 5.185e-02 Score 99.316 Data time: 0.0768, Forward time: 0.7776, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.8613 [2020-10-19 12:28:14,336][root][INFO] - ===> Epoch[6217](31084/5): Loss -0.8312, Sem 0.0180, dir -0.9870, norm 0.1378, swav 0.0000 LR: 5.184e-02 Score 99.390 Data time: 0.0948, Forward time: 0.7776, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.0017 [2020-10-19 12:28:16,247][root][INFO] - ===> Epoch[6217](31085/5): Loss -0.8507, Sem 0.0187, dir -0.9893, norm 0.1199, swav 0.0000 LR: 5.184e-02 Score 99.404 Data time: 0.0762, Forward time: 0.7776, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.7855 [2020-10-19 12:28:18,702][root][INFO] - ===> Epoch[6218](31086/5): Loss -0.8370, Sem 0.0154, dir -0.9880, norm 0.1356, swav 0.0000 LR: 5.184e-02 Score 99.489 Data time: 0.0678, Forward time: 0.7776, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.3658 [2020-10-19 12:28:20,863][root][INFO] - ===> Epoch[6218](31087/5): Loss -0.8251, Sem 0.0293, dir -0.9873, norm 0.1329, swav 0.0000 LR: 5.184e-02 Score 99.234 Data time: 0.0727, Forward time: 0.7776, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.0824 [2020-10-19 12:28:23,338][root][INFO] - ===> Epoch[6218](31088/5): Loss -0.8372, Sem 0.0179, dir -0.9875, norm 0.1324, swav 0.0000 LR: 5.184e-02 Score 99.401 Data time: 0.1060, Forward time: 0.7776, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.3773 [2020-10-19 12:28:25,408][root][INFO] - ===> Epoch[6218](31089/5): Loss -0.8118, Sem 0.0221, dir -0.9857, norm 0.1518, swav 0.0000 LR: 5.184e-02 Score 99.291 Data time: 0.0924, Forward time: 0.7776, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.9610 [2020-10-19 12:28:27,335][root][INFO] - ===> Epoch[6218](31090/5): Loss -0.8432, Sem 0.0197, dir -0.9884, norm 0.1255, swav 0.0000 LR: 5.183e-02 Score 99.334 Data time: 0.0747, Forward time: 0.7776, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.8262 [2020-10-19 12:28:29,399][root][INFO] - ===> Epoch[6219](31091/5): Loss -0.8288, Sem 0.0203, dir -0.9870, norm 0.1380, swav 0.0000 LR: 5.183e-02 Score 99.335 Data time: 0.0847, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.9601 [2020-10-19 12:28:31,566][root][INFO] - ===> Epoch[6219](31092/5): Loss -0.8418, Sem 0.0211, dir -0.9870, norm 0.1241, swav 0.0000 LR: 5.183e-02 Score 99.298 Data time: 0.0743, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.0497 [2020-10-19 12:28:33,921][root][INFO] - ===> Epoch[6219](31093/5): Loss -0.8207, Sem 0.0218, dir -0.9859, norm 0.1433, swav 0.0000 LR: 5.183e-02 Score 99.259 Data time: 0.0724, Forward time: 0.7776, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.2588 [2020-10-19 12:28:35,787][root][INFO] - ===> Epoch[6219](31094/5): Loss -0.8490, Sem 0.0207, dir -0.9881, norm 0.1185, swav 0.0000 LR: 5.183e-02 Score 99.297 Data time: 0.0813, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.7714 [2020-10-19 12:28:38,000][root][INFO] - ===> Epoch[6219](31095/5): Loss -0.8347, Sem 0.0183, dir -0.9867, norm 0.1337, swav 0.0000 LR: 5.183e-02 Score 99.398 Data time: 0.2203, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.0707 [2020-10-19 12:28:40,262][root][INFO] - ===> Epoch[6220](31096/5): Loss -0.8384, Sem 0.0164, dir -0.9875, norm 0.1327, swav 0.0000 LR: 5.182e-02 Score 99.446 Data time: 0.1022, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.1585 [2020-10-19 12:28:42,393][root][INFO] - ===> Epoch[6220](31097/5): Loss -0.8366, Sem 0.0198, dir -0.9862, norm 0.1298, swav 0.0000 LR: 5.182e-02 Score 99.338 Data time: 0.0819, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.0069 [2020-10-19 12:28:44,699][root][INFO] - ===> Epoch[6220](31098/5): Loss -0.8219, Sem 0.0211, dir -0.9854, norm 0.1424, swav 0.0000 LR: 5.182e-02 Score 99.312 Data time: 0.0653, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.2039 [2020-10-19 12:28:46,714][root][INFO] - ===> Epoch[6220](31099/5): Loss -0.8381, Sem 0.0203, dir -0.9869, norm 0.1285, swav 0.0000 LR: 5.182e-02 Score 99.324 Data time: 0.0797, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.9247 [2020-10-19 12:28:49,203][root][INFO] - ===> Epoch[6220](31100/5): Loss -0.8359, Sem 0.0202, dir -0.9874, norm 0.1312, swav 0.0000 LR: 5.182e-02 Score 99.378 Data time: 0.0717, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.3812 [2020-10-19 12:28:50,154][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 12:28:52,112][root][INFO] - ===> Epoch[6221](31101/5): Loss -0.8324, Sem 0.0222, dir -0.9872, norm 0.1326, swav 0.0000 LR: 5.182e-02 Score 99.259 Data time: 0.0878, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.7844 [2020-10-19 12:28:54,013][root][INFO] - ===> Epoch[6221](31102/5): Loss -0.8358, Sem 0.0170, dir -0.9878, norm 0.1350, swav 0.0000 LR: 5.181e-02 Score 99.425 Data time: 0.0855, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.7659 [2020-10-19 12:28:56,108][root][INFO] - ===> Epoch[6221](31103/5): Loss -0.8379, Sem 0.0204, dir -0.9875, norm 0.1292, swav 0.0000 LR: 5.181e-02 Score 99.318 Data time: 0.0772, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.0029 [2020-10-19 12:28:58,565][root][INFO] - ===> Epoch[6221](31104/5): Loss -0.8270, Sem 0.0174, dir -0.9870, norm 0.1426, swav 0.0000 LR: 5.181e-02 Score 99.424 Data time: 0.0941, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.3573 [2020-10-19 12:29:00,613][root][INFO] - ===> Epoch[6221](31105/5): Loss -0.8256, Sem 0.0195, dir -0.9857, norm 0.1405, swav 0.0000 LR: 5.181e-02 Score 99.359 Data time: 0.0666, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.9162 [2020-10-19 12:29:02,955][root][INFO] - ===> Epoch[6222](31106/5): Loss -0.8389, Sem 0.0174, dir -0.9879, norm 0.1316, swav 0.0000 LR: 5.181e-02 Score 99.396 Data time: 0.0601, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.2415 [2020-10-19 12:29:05,923][root][INFO] - ===> Epoch[6222](31107/5): Loss -0.8280, Sem 0.0197, dir -0.9871, norm 0.1394, swav 0.0000 LR: 5.181e-02 Score 99.327 Data time: 0.0714, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.8871 [2020-10-19 12:29:08,600][root][INFO] - ===> Epoch[6222](31108/5): Loss -0.8200, Sem 0.0200, dir -0.9876, norm 0.1476, swav 0.0000 LR: 5.180e-02 Score 99.335 Data time: 0.0720, Forward time: 0.7776, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.5675 [2020-10-19 12:29:10,746][root][INFO] - ===> Epoch[6222](31109/5): Loss -0.8498, Sem 0.0169, dir -0.9881, norm 0.1215, swav 0.0000 LR: 5.180e-02 Score 99.433 Data time: 0.0466, Forward time: 0.7776, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.0369 [2020-10-19 12:29:12,894][root][INFO] - ===> Epoch[6222](31110/5): Loss -0.8255, Sem 0.0171, dir -0.9866, norm 0.1439, swav 0.0000 LR: 5.180e-02 Score 99.427 Data time: 0.0958, Forward time: 0.7776, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.0618 [2020-10-19 12:29:15,072][root][INFO] - ===> Epoch[6223](31111/5): Loss -0.8284, Sem 0.0202, dir -0.9870, norm 0.1384, swav 0.0000 LR: 5.180e-02 Score 99.316 Data time: 0.0680, Forward time: 0.7776, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.0547 [2020-10-19 12:29:17,170][root][INFO] - ===> Epoch[6223](31112/5): Loss -0.8300, Sem 0.0201, dir -0.9869, norm 0.1367, swav 0.0000 LR: 5.180e-02 Score 99.312 Data time: 0.0932, Forward time: 0.7776, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.0052 [2020-10-19 12:29:19,411][root][INFO] - ===> Epoch[6223](31113/5): Loss -0.8449, Sem 0.0188, dir -0.9886, norm 0.1249, swav 0.0000 LR: 5.180e-02 Score 99.359 Data time: 0.0785, Forward time: 0.7776, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 2.1341 [2020-10-19 12:29:21,496][root][INFO] - ===> Epoch[6223](31114/5): Loss -0.8306, Sem 0.0162, dir -0.9869, norm 0.1401, swav 0.0000 LR: 5.180e-02 Score 99.472 Data time: 0.0866, Forward time: 0.7776, Backward time: 1.1688, DDP time: 0.0032, Total iter time: 1.9954 [2020-10-19 12:29:23,715][root][INFO] - ===> Epoch[6223](31115/5): Loss -0.8438, Sem 0.0155, dir -0.9888, norm 0.1295, swav 0.0000 LR: 5.179e-02 Score 99.490 Data time: 0.0729, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.1105 [2020-10-19 12:29:25,932][root][INFO] - ===> Epoch[6224](31116/5): Loss -0.8294, Sem 0.0205, dir -0.9862, norm 0.1362, swav 0.0000 LR: 5.179e-02 Score 99.320 Data time: 0.1008, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.0898 [2020-10-19 12:29:27,943][root][INFO] - ===> Epoch[6224](31117/5): Loss -0.8264, Sem 0.0209, dir -0.9862, norm 0.1389, swav 0.0000 LR: 5.179e-02 Score 99.291 Data time: 0.0803, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.9011 [2020-10-19 12:29:29,815][root][INFO] - ===> Epoch[6224](31118/5): Loss -0.8341, Sem 0.0178, dir -0.9878, norm 0.1359, swav 0.0000 LR: 5.179e-02 Score 99.414 Data time: 0.0755, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.7558 [2020-10-19 12:29:31,645][root][INFO] - ===> Epoch[6224](31119/5): Loss -0.8456, Sem 0.0190, dir -0.9870, norm 0.1224, swav 0.0000 LR: 5.179e-02 Score 99.361 Data time: 0.0762, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.7249 [2020-10-19 12:29:33,839][root][INFO] - ===> Epoch[6224](31120/5): Loss -0.8338, Sem 0.0166, dir -0.9884, norm 0.1380, swav 0.0000 LR: 5.179e-02 Score 99.444 Data time: 0.0776, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.0902 [2020-10-19 12:29:36,066][root][INFO] - ===> Epoch[6225](31121/5): Loss -0.8227, Sem 0.0188, dir -0.9855, norm 0.1441, swav 0.0000 LR: 5.178e-02 Score 99.365 Data time: 0.0905, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.1179 [2020-10-19 12:29:38,213][root][INFO] - ===> Epoch[6225](31122/5): Loss -0.8153, Sem 0.0171, dir -0.9876, norm 0.1551, swav 0.0000 LR: 5.178e-02 Score 99.409 Data time: 0.1158, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.0286 [2020-10-19 12:29:40,642][root][INFO] - ===> Epoch[6225](31123/5): Loss -0.8311, Sem 0.0168, dir -0.9875, norm 0.1395, swav 0.0000 LR: 5.178e-02 Score 99.427 Data time: 0.0732, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.3270 [2020-10-19 12:29:42,759][root][INFO] - ===> Epoch[6225](31124/5): Loss -0.8153, Sem 0.0173, dir -0.9874, norm 0.1548, swav 0.0000 LR: 5.178e-02 Score 99.420 Data time: 0.0693, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.0333 [2020-10-19 12:29:44,644][root][INFO] - ===> Epoch[6225](31125/5): Loss -0.8289, Sem 0.0194, dir -0.9872, norm 0.1390, swav 0.0000 LR: 5.178e-02 Score 99.346 Data time: 0.0644, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.7831 [2020-10-19 12:29:46,850][root][INFO] - ===> Epoch[6226](31126/5): Loss -0.8177, Sem 0.0187, dir -0.9860, norm 0.1496, swav 0.0000 LR: 5.178e-02 Score 99.374 Data time: 0.0489, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.1384 [2020-10-19 12:29:49,196][root][INFO] - ===> Epoch[6226](31127/5): Loss -0.8229, Sem 0.0163, dir -0.9863, norm 0.1471, swav 0.0000 LR: 5.177e-02 Score 99.444 Data time: 0.0814, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.2907 [2020-10-19 12:29:51,164][root][INFO] - ===> Epoch[6226](31128/5): Loss -0.8158, Sem 0.0202, dir -0.9871, norm 0.1511, swav 0.0000 LR: 5.177e-02 Score 99.312 Data time: 0.0609, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.8790 [2020-10-19 12:29:53,326][root][INFO] - ===> Epoch[6226](31129/5): Loss -0.8291, Sem 0.0196, dir -0.9874, norm 0.1387, swav 0.0000 LR: 5.177e-02 Score 99.349 Data time: 0.0748, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.0855 [2020-10-19 12:29:55,598][root][INFO] - ===> Epoch[6226](31130/5): Loss -0.8361, Sem 0.0194, dir -0.9873, norm 0.1318, swav 0.0000 LR: 5.177e-02 Score 99.336 Data time: 0.0612, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.1774 [2020-10-19 12:29:57,343][root][INFO] - ===> Epoch[6227](31131/5): Loss -0.8261, Sem 0.0185, dir -0.9860, norm 0.1415, swav 0.0000 LR: 5.177e-02 Score 99.373 Data time: 0.0820, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.6635 [2020-10-19 12:29:59,786][root][INFO] - ===> Epoch[6227](31132/5): Loss -0.8295, Sem 0.0209, dir -0.9868, norm 0.1364, swav 0.0000 LR: 5.177e-02 Score 99.291 Data time: 0.1035, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.3306 [2020-10-19 12:30:01,618][root][INFO] - ===> Epoch[6227](31133/5): Loss -0.8083, Sem 0.0184, dir -0.9873, norm 0.1606, swav 0.0000 LR: 5.176e-02 Score 99.397 Data time: 0.0879, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.7473 [2020-10-19 12:30:04,022][root][INFO] - ===> Epoch[6227](31134/5): Loss -0.8314, Sem 0.0171, dir -0.9870, norm 0.1384, swav 0.0000 LR: 5.176e-02 Score 99.435 Data time: 0.1106, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.2941 [2020-10-19 12:30:06,380][root][INFO] - ===> Epoch[6227](31135/5): Loss -0.8077, Sem 0.0169, dir -0.9880, norm 0.1634, swav 0.0000 LR: 5.176e-02 Score 99.430 Data time: 0.0815, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.2262 [2020-10-19 12:30:08,732][root][INFO] - ===> Epoch[6228](31136/5): Loss -0.8258, Sem 0.0171, dir -0.9872, norm 0.1444, swav 0.0000 LR: 5.176e-02 Score 99.430 Data time: 0.0646, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.2638 [2020-10-19 12:30:10,822][root][INFO] - ===> Epoch[6228](31137/5): Loss -0.8155, Sem 0.0194, dir -0.9870, norm 0.1522, swav 0.0000 LR: 5.176e-02 Score 99.334 Data time: 0.0805, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.0032 [2020-10-19 12:30:13,186][root][INFO] - ===> Epoch[6228](31138/5): Loss -0.8438, Sem 0.0166, dir -0.9874, norm 0.1270, swav 0.0000 LR: 5.176e-02 Score 99.438 Data time: 0.1210, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.2510 [2020-10-19 12:30:15,599][root][INFO] - ===> Epoch[6228](31139/5): Loss -0.8329, Sem 0.0186, dir -0.9875, norm 0.1360, swav 0.0000 LR: 5.175e-02 Score 99.378 Data time: 0.0784, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.3024 [2020-10-19 12:30:17,554][root][INFO] - ===> Epoch[6228](31140/5): Loss -0.8429, Sem 0.0169, dir -0.9879, norm 0.1280, swav 0.0000 LR: 5.175e-02 Score 99.435 Data time: 0.0694, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.8578 [2020-10-19 12:30:19,515][root][INFO] - ===> Epoch[6229](31141/5): Loss -0.8366, Sem 0.0213, dir -0.9875, norm 0.1295, swav 0.0000 LR: 5.175e-02 Score 99.337 Data time: 0.0692, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.8784 [2020-10-19 12:30:22,001][root][INFO] - ===> Epoch[6229](31142/5): Loss -0.8426, Sem 0.0183, dir -0.9872, norm 0.1263, swav 0.0000 LR: 5.175e-02 Score 99.391 Data time: 0.0314, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.3825 [2020-10-19 12:30:24,327][root][INFO] - ===> Epoch[6229](31143/5): Loss -0.8412, Sem 0.0176, dir -0.9880, norm 0.1291, swav 0.0000 LR: 5.175e-02 Score 99.424 Data time: 0.1018, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.2620 [2020-10-19 12:30:26,755][root][INFO] - ===> Epoch[6229](31144/5): Loss -0.8234, Sem 0.0182, dir -0.9855, norm 0.1439, swav 0.0000 LR: 5.175e-02 Score 99.398 Data time: 0.0883, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.3077 [2020-10-19 12:30:29,080][root][INFO] - ===> Epoch[6229](31145/5): Loss -0.8395, Sem 0.0186, dir -0.9888, norm 0.1307, swav 0.0000 LR: 5.175e-02 Score 99.411 Data time: 0.0722, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.1929 [2020-10-19 12:30:31,112][root][INFO] - ===> Epoch[6230](31146/5): Loss -0.8196, Sem 0.0210, dir -0.9860, norm 0.1454, swav 0.0000 LR: 5.174e-02 Score 99.324 Data time: 0.0594, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.9225 [2020-10-19 12:30:33,191][root][INFO] - ===> Epoch[6230](31147/5): Loss -0.8273, Sem 0.0205, dir -0.9856, norm 0.1378, swav 0.0000 LR: 5.174e-02 Score 99.317 Data time: 0.0523, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.9809 [2020-10-19 12:30:35,260][root][INFO] - ===> Epoch[6230](31148/5): Loss -0.8366, Sem 0.0192, dir -0.9873, norm 0.1315, swav 0.0000 LR: 5.174e-02 Score 99.360 Data time: 0.1627, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.9815 [2020-10-19 12:30:37,167][root][INFO] - ===> Epoch[6230](31149/5): Loss -0.8451, Sem 0.0182, dir -0.9868, norm 0.1235, swav 0.0000 LR: 5.174e-02 Score 99.375 Data time: 0.0848, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.7943 [2020-10-19 12:30:39,517][root][INFO] - ===> Epoch[6230](31150/5): Loss -0.8299, Sem 0.0208, dir -0.9871, norm 0.1365, swav 0.0000 LR: 5.174e-02 Score 99.313 Data time: 0.0657, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.2460 [2020-10-19 12:30:42,068][root][INFO] - ===> Epoch[6231](31151/5): Loss -0.8279, Sem 0.0196, dir -0.9870, norm 0.1394, swav 0.0000 LR: 5.174e-02 Score 99.354 Data time: 0.0854, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.4435 [2020-10-19 12:30:44,059][root][INFO] - ===> Epoch[6231](31152/5): Loss -0.8404, Sem 0.0176, dir -0.9882, norm 0.1302, swav 0.0000 LR: 5.173e-02 Score 99.414 Data time: 0.0722, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.8452 [2020-10-19 12:30:45,992][root][INFO] - ===> Epoch[6231](31153/5): Loss -0.8259, Sem 0.0193, dir -0.9869, norm 0.1417, swav 0.0000 LR: 5.173e-02 Score 99.367 Data time: 0.0788, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.8403 [2020-10-19 12:30:48,159][root][INFO] - ===> Epoch[6231](31154/5): Loss -0.8301, Sem 0.0188, dir -0.9862, norm 0.1372, swav 0.0000 LR: 5.173e-02 Score 99.378 Data time: 0.0716, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.0530 [2020-10-19 12:30:50,180][root][INFO] - ===> Epoch[6231](31155/5): Loss -0.8482, Sem 0.0167, dir -0.9887, norm 0.1239, swav 0.0000 LR: 5.173e-02 Score 99.434 Data time: 0.0806, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.9105 [2020-10-19 12:30:52,357][root][INFO] - ===> Epoch[6232](31156/5): Loss -0.8317, Sem 0.0210, dir -0.9862, norm 0.1335, swav 0.0000 LR: 5.173e-02 Score 99.302 Data time: 0.1009, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.0589 [2020-10-19 12:30:54,661][root][INFO] - ===> Epoch[6232](31157/5): Loss -0.8445, Sem 0.0171, dir -0.9874, norm 0.1258, swav 0.0000 LR: 5.173e-02 Score 99.414 Data time: 0.0688, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.2057 [2020-10-19 12:30:57,163][root][INFO] - ===> Epoch[6232](31158/5): Loss -0.8341, Sem 0.0208, dir -0.9869, norm 0.1320, swav 0.0000 LR: 5.172e-02 Score 99.312 Data time: 0.0543, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.4045 [2020-10-19 12:30:59,347][root][INFO] - ===> Epoch[6232](31159/5): Loss -0.8409, Sem 0.0168, dir -0.9874, norm 0.1296, swav 0.0000 LR: 5.172e-02 Score 99.431 Data time: 0.0712, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.0912 [2020-10-19 12:31:01,371][root][INFO] - ===> Epoch[6232](31160/5): Loss -0.8392, Sem 0.0172, dir -0.9875, norm 0.1310, swav 0.0000 LR: 5.172e-02 Score 99.416 Data time: 0.0861, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.9239 [2020-10-19 12:31:03,876][root][INFO] - ===> Epoch[6233](31161/5): Loss -0.8359, Sem 0.0169, dir -0.9878, norm 0.1350, swav 0.0000 LR: 5.172e-02 Score 99.432 Data time: 0.0848, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.3791 [2020-10-19 12:31:06,212][root][INFO] - ===> Epoch[6233](31162/5): Loss -0.8286, Sem 0.0171, dir -0.9868, norm 0.1411, swav 0.0000 LR: 5.172e-02 Score 99.420 Data time: 0.0878, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.1955 [2020-10-19 12:31:08,187][root][INFO] - ===> Epoch[6233](31163/5): Loss -0.8360, Sem 0.0191, dir -0.9871, norm 0.1320, swav 0.0000 LR: 5.172e-02 Score 99.356 Data time: 0.0860, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.8500 [2020-10-19 12:31:10,329][root][INFO] - ===> Epoch[6233](31164/5): Loss -0.8502, Sem 0.0176, dir -0.9883, norm 0.1205, swav 0.0000 LR: 5.171e-02 Score 99.418 Data time: 0.2618, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.0154 [2020-10-19 12:31:12,974][root][INFO] - ===> Epoch[6233](31165/5): Loss -0.8366, Sem 0.0188, dir -0.9865, norm 0.1311, swav 0.0000 LR: 5.171e-02 Score 99.352 Data time: 0.1925, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.5072 [2020-10-19 12:31:14,965][root][INFO] - ===> Epoch[6234](31166/5): Loss -0.8409, Sem 0.0196, dir -0.9881, norm 0.1276, swav 0.0000 LR: 5.171e-02 Score 99.374 Data time: 0.0878, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.8667 [2020-10-19 12:31:17,381][root][INFO] - ===> Epoch[6234](31167/5): Loss -0.8351, Sem 0.0184, dir -0.9864, norm 0.1329, swav 0.0000 LR: 5.171e-02 Score 99.381 Data time: 0.0756, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.2924 [2020-10-19 12:31:19,348][root][INFO] - ===> Epoch[6234](31168/5): Loss -0.8334, Sem 0.0169, dir -0.9874, norm 0.1372, swav 0.0000 LR: 5.171e-02 Score 99.437 Data time: 0.1438, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.8430 [2020-10-19 12:31:21,682][root][INFO] - ===> Epoch[6234](31169/5): Loss -0.8131, Sem 0.0212, dir -0.9852, norm 0.1509, swav 0.0000 LR: 5.171e-02 Score 99.294 Data time: 0.1170, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.2113 [2020-10-19 12:31:24,380][root][INFO] - ===> Epoch[6234](31170/5): Loss -0.8303, Sem 0.0158, dir -0.9871, norm 0.1410, swav 0.0000 LR: 5.170e-02 Score 99.473 Data time: 0.0904, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.5782 [2020-10-19 12:31:26,587][root][INFO] - ===> Epoch[6235](31171/5): Loss -0.8402, Sem 0.0178, dir -0.9873, norm 0.1293, swav 0.0000 LR: 5.170e-02 Score 99.405 Data time: 0.0650, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.0698 [2020-10-19 12:31:28,549][root][INFO] - ===> Epoch[6235](31172/5): Loss -0.8285, Sem 0.0171, dir -0.9862, norm 0.1406, swav 0.0000 LR: 5.170e-02 Score 99.427 Data time: 0.0717, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.8839 [2020-10-19 12:31:30,824][root][INFO] - ===> Epoch[6235](31173/5): Loss -0.8230, Sem 0.0202, dir -0.9865, norm 0.1433, swav 0.0000 LR: 5.170e-02 Score 99.330 Data time: 0.0551, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.1747 [2020-10-19 12:31:33,246][root][INFO] - ===> Epoch[6235](31174/5): Loss -0.8443, Sem 0.0162, dir -0.9886, norm 0.1280, swav 0.0000 LR: 5.170e-02 Score 99.451 Data time: 0.1045, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.3274 [2020-10-19 12:31:35,360][root][INFO] - ===> Epoch[6235](31175/5): Loss -0.8371, Sem 0.0176, dir -0.9872, norm 0.1325, swav 0.0000 LR: 5.170e-02 Score 99.408 Data time: 0.0775, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.0237 [2020-10-19 12:31:37,626][root][INFO] - ===> Epoch[6236](31176/5): Loss -0.8281, Sem 0.0185, dir -0.9872, norm 0.1406, swav 0.0000 LR: 5.170e-02 Score 99.372 Data time: 0.0818, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.1702 [2020-10-19 12:31:39,771][root][INFO] - ===> Epoch[6236](31177/5): Loss -0.8387, Sem 0.0182, dir -0.9879, norm 0.1311, swav 0.0000 LR: 5.169e-02 Score 99.414 Data time: 0.0820, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.0484 [2020-10-19 12:31:42,080][root][INFO] - ===> Epoch[6236](31178/5): Loss -0.8295, Sem 0.0199, dir -0.9868, norm 0.1374, swav 0.0000 LR: 5.169e-02 Score 99.355 Data time: 0.0749, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.1877 [2020-10-19 12:31:44,256][root][INFO] - ===> Epoch[6236](31179/5): Loss -0.8416, Sem 0.0179, dir -0.9873, norm 0.1278, swav 0.0000 LR: 5.169e-02 Score 99.386 Data time: 0.0845, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.0834 [2020-10-19 12:31:46,278][root][INFO] - ===> Epoch[6236](31180/5): Loss -0.8582, Sem 0.0170, dir -0.9883, norm 0.1131, swav 0.0000 LR: 5.169e-02 Score 99.426 Data time: 0.1165, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.9182 [2020-10-19 12:31:48,386][root][INFO] - ===> Epoch[6237](31181/5): Loss -0.8126, Sem 0.0186, dir -0.9866, norm 0.1553, swav 0.0000 LR: 5.169e-02 Score 99.378 Data time: 0.0957, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.0095 [2020-10-19 12:31:50,651][root][INFO] - ===> Epoch[6237](31182/5): Loss -0.8415, Sem 0.0151, dir -0.9877, norm 0.1310, swav 0.0000 LR: 5.169e-02 Score 99.492 Data time: 0.0655, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.1764 [2020-10-19 12:31:52,941][root][INFO] - ===> Epoch[6237](31183/5): Loss -0.8324, Sem 0.0158, dir -0.9868, norm 0.1387, swav 0.0000 LR: 5.168e-02 Score 99.480 Data time: 0.0936, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.1819 [2020-10-19 12:31:55,373][root][INFO] - ===> Epoch[6237](31184/5): Loss -0.8273, Sem 0.0178, dir -0.9872, norm 0.1421, swav 0.0000 LR: 5.168e-02 Score 99.402 Data time: 0.0835, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.3014 [2020-10-19 12:31:57,345][root][INFO] - ===> Epoch[6237](31185/5): Loss -0.8360, Sem 0.0174, dir -0.9890, norm 0.1357, swav 0.0000 LR: 5.168e-02 Score 99.410 Data time: 0.0784, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.8645 [2020-10-19 12:31:59,201][root][INFO] - ===> Epoch[6238](31186/5): Loss -0.8370, Sem 0.0193, dir -0.9867, norm 0.1304, swav 0.0000 LR: 5.168e-02 Score 99.363 Data time: 0.0774, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.7599 [2020-10-19 12:32:01,266][root][INFO] - ===> Epoch[6238](31187/5): Loss -0.8394, Sem 0.0167, dir -0.9867, norm 0.1305, swav 0.0000 LR: 5.168e-02 Score 99.435 Data time: 0.0535, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.9595 [2020-10-19 12:32:03,801][root][INFO] - ===> Epoch[6238](31188/5): Loss -0.8359, Sem 0.0173, dir -0.9875, norm 0.1343, swav 0.0000 LR: 5.168e-02 Score 99.415 Data time: 0.0753, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.4871 [2020-10-19 12:32:05,986][root][INFO] - ===> Epoch[6238](31189/5): Loss -0.8416, Sem 0.0171, dir -0.9885, norm 0.1298, swav 0.0000 LR: 5.167e-02 Score 99.417 Data time: 0.0882, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.0877 [2020-10-19 12:32:08,112][root][INFO] - ===> Epoch[6238](31190/5): Loss -0.8202, Sem 0.0183, dir -0.9855, norm 0.1470, swav 0.0000 LR: 5.167e-02 Score 99.382 Data time: 0.0690, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.0108 [2020-10-19 12:32:10,097][root][INFO] - ===> Epoch[6239](31191/5): Loss -0.8448, Sem 0.0179, dir -0.9890, norm 0.1263, swav 0.0000 LR: 5.167e-02 Score 99.417 Data time: 0.0521, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.8870 [2020-10-19 12:32:12,086][root][INFO] - ===> Epoch[6239](31192/5): Loss -0.8246, Sem 0.0187, dir -0.9864, norm 0.1431, swav 0.0000 LR: 5.167e-02 Score 99.372 Data time: 0.0796, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.9107 [2020-10-19 12:32:14,045][root][INFO] - ===> Epoch[6239](31193/5): Loss -0.8408, Sem 0.0156, dir -0.9880, norm 0.1316, swav 0.0000 LR: 5.167e-02 Score 99.474 Data time: 0.0892, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.8488 [2020-10-19 12:32:16,831][root][INFO] - ===> Epoch[6239](31194/5): Loss -0.8321, Sem 0.0181, dir -0.9877, norm 0.1374, swav 0.0000 LR: 5.167e-02 Score 99.405 Data time: 0.1300, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.6866 [2020-10-19 12:32:18,990][root][INFO] - ===> Epoch[6239](31195/5): Loss -0.8381, Sem 0.0189, dir -0.9873, norm 0.1302, swav 0.0000 LR: 5.166e-02 Score 99.356 Data time: 0.0827, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0304 [2020-10-19 12:32:21,264][root][INFO] - ===> Epoch[6240](31196/5): Loss -0.8338, Sem 0.0144, dir -0.9879, norm 0.1396, swav 0.0000 LR: 5.166e-02 Score 99.523 Data time: 0.1033, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.1620 [2020-10-19 12:32:23,407][root][INFO] - ===> Epoch[6240](31197/5): Loss -0.8458, Sem 0.0164, dir -0.9878, norm 0.1256, swav 0.0000 LR: 5.166e-02 Score 99.448 Data time: 0.0801, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0665 [2020-10-19 12:32:25,745][root][INFO] - ===> Epoch[6240](31198/5): Loss -0.8367, Sem 0.0177, dir -0.9884, norm 0.1340, swav 0.0000 LR: 5.166e-02 Score 99.404 Data time: 0.0636, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.2304 [2020-10-19 12:32:27,732][root][INFO] - ===> Epoch[6240](31199/5): Loss -0.8199, Sem 0.0177, dir -0.9865, norm 0.1489, swav 0.0000 LR: 5.166e-02 Score 99.394 Data time: 0.0618, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.8761 [2020-10-19 12:32:30,431][root][INFO] - ===> Epoch[6240](31200/5): Loss -0.8259, Sem 0.0181, dir -0.9861, norm 0.1421, swav 0.0000 LR: 5.166e-02 Score 99.390 Data time: 0.0592, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.6175 [2020-10-19 12:32:31,361][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 12:32:31,521][root][INFO] - ===> Start testing [2020-10-19 12:33:10,770][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1136 Loss 0.679 (AVG: 0.522) Score 91.969 (AVG: 90.921) mIOU 72.177 mAP 84.979 mAcc 78.623 IOU: 62.407 0.020 82.771 73.862 95.056 91.827 40.692 85.207 98.448 78.946 81.886 86.331 60.849 mAP: 80.807 10.054 97.072 86.248 99.044 98.519 63.203 97.334 99.737 92.950 93.690 94.940 91.126 mAcc: 80.097 0.182 91.429 81.637 96.046 96.479 45.933 92.521 99.216 87.342 90.123 96.005 65.083 [2020-10-19 12:33:10,774][root][INFO] - Finished test. Elapsed time: 39.2481 [2020-10-19 12:33:13,688][root][INFO] - [2020-10-19 12:33:13,688][root][INFO] - ################################################################ [2020-10-19 12:33:13,688][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 12:33:13,688][root][INFO] - ################################################################ [2020-10-19 12:33:13,688][root][INFO] - clutter : nan nan nan [2020-10-19 12:33:13,688][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 12:33:13,688][root][INFO] - board : 0.785 0.870 0.946 [2020-10-19 12:33:13,688][root][INFO] - bookcase : 0.229 0.362 0.532 [2020-10-19 12:33:13,688][root][INFO] - ceiling : 0.390 0.427 0.504 [2020-10-19 12:33:13,688][root][INFO] - chair : 0.845 0.920 0.932 [2020-10-19 12:33:13,688][root][INFO] - column : 0.237 0.351 0.466 [2020-10-19 12:33:13,688][root][INFO] - door : 0.764 0.909 0.934 [2020-10-19 12:33:13,689][root][INFO] - floor : 0.927 0.950 0.980 [2020-10-19 12:33:13,689][root][INFO] - sofa : 0.416 0.680 0.790 [2020-10-19 12:33:13,689][root][INFO] - table : 0.135 0.302 0.657 [2020-10-19 12:33:13,689][root][INFO] - wall : 0.583 0.781 0.839 [2020-10-19 12:33:13,689][root][INFO] - window : 0.534 0.714 0.751 [2020-10-19 12:33:13,689][root][INFO] - ---------------------------------------------------------------- [2020-10-19 12:33:13,689][root][INFO] - average : 0.487 0.605 0.694 [2020-10-19 12:33:13,689][root][INFO] - [2020-10-19 12:33:13,847][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 12:33:14,676][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-10-19 12:33:14,815][root][INFO] - Current best mIoU: 72.177 at iter 31200 [2020-10-19 12:33:16,387][root][INFO] - ===> Epoch[6241](31201/5): Loss -0.8387, Sem 0.0176, dir -0.9886, norm 0.1323, swav 0.0000 LR: 5.165e-02 Score 99.411 Data time: 0.0754, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.5662 [2020-10-19 12:33:18,903][root][INFO] - ===> Epoch[6241](31202/5): Loss -0.8215, Sem 0.0166, dir -0.9868, norm 0.1487, swav 0.0000 LR: 5.165e-02 Score 99.436 Data time: 0.0786, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.4452 [2020-10-19 12:33:20,987][root][INFO] - ===> Epoch[6241](31203/5): Loss -0.8325, Sem 0.0161, dir -0.9884, norm 0.1397, swav 0.0000 LR: 5.165e-02 Score 99.472 Data time: 0.0749, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 1.9856 [2020-10-19 12:33:23,092][root][INFO] - ===> Epoch[6241](31204/5): Loss -0.8432, Sem 0.0185, dir -0.9875, norm 0.1258, swav 0.0000 LR: 5.165e-02 Score 99.370 Data time: 0.0871, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0028 [2020-10-19 12:33:25,503][root][INFO] - ===> Epoch[6241](31205/5): Loss -0.8269, Sem 0.0165, dir -0.9888, norm 0.1454, swav 0.0000 LR: 5.165e-02 Score 99.436 Data time: 0.0759, Forward time: 0.7776, Backward time: 1.1687, DDP time: 0.0032, Total iter time: 2.2863 [2020-10-19 12:33:27,478][root][INFO] - ===> Epoch[6242](31206/5): Loss -0.8456, Sem 0.0175, dir -0.9885, norm 0.1254, swav 0.0000 LR: 5.165e-02 Score 99.407 Data time: 0.0803, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.8618 [2020-10-19 12:33:29,527][root][INFO] - ===> Epoch[6242](31207/5): Loss -0.8161, Sem 0.0181, dir -0.9882, norm 0.1540, swav 0.0000 LR: 5.165e-02 Score 99.405 Data time: 0.0872, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.9315 [2020-10-19 12:33:31,673][root][INFO] - ===> Epoch[6242](31208/5): Loss -0.8257, Sem 0.0188, dir -0.9868, norm 0.1423, swav 0.0000 LR: 5.164e-02 Score 99.367 Data time: 0.2005, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0297 [2020-10-19 12:33:33,576][root][INFO] - ===> Epoch[6242](31209/5): Loss -0.8288, Sem 0.0184, dir -0.9858, norm 0.1386, swav 0.0000 LR: 5.164e-02 Score 99.384 Data time: 0.0849, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.7946 [2020-10-19 12:33:35,749][root][INFO] - ===> Epoch[6242](31210/5): Loss -0.8125, Sem 0.0185, dir -0.9880, norm 0.1571, swav 0.0000 LR: 5.164e-02 Score 99.370 Data time: 0.0794, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0522 [2020-10-19 12:33:37,938][root][INFO] - ===> Epoch[6243](31211/5): Loss -0.8368, Sem 0.0199, dir -0.9880, norm 0.1312, swav 0.0000 LR: 5.164e-02 Score 99.359 Data time: 0.1397, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0691 [2020-10-19 12:33:40,393][root][INFO] - ===> Epoch[6243](31212/5): Loss -0.8112, Sem 0.0171, dir -0.9868, norm 0.1585, swav 0.0000 LR: 5.164e-02 Score 99.430 Data time: 0.1022, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.3379 [2020-10-19 12:33:42,702][root][INFO] - ===> Epoch[6243](31213/5): Loss -0.8207, Sem 0.0194, dir -0.9876, norm 0.1475, swav 0.0000 LR: 5.164e-02 Score 99.375 Data time: 0.0746, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.1797 [2020-10-19 12:33:44,713][root][INFO] - ===> Epoch[6243](31214/5): Loss -0.8117, Sem 0.0200, dir -0.9846, norm 0.1528, swav 0.0000 LR: 5.163e-02 Score 99.313 Data time: 0.0923, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.8918 [2020-10-19 12:33:46,862][root][INFO] - ===> Epoch[6243](31215/5): Loss -0.8241, Sem 0.0173, dir -0.9883, norm 0.1470, swav 0.0000 LR: 5.163e-02 Score 99.423 Data time: 0.1189, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0510 [2020-10-19 12:33:49,015][root][INFO] - ===> Epoch[6244](31216/5): Loss -0.8367, Sem 0.0191, dir -0.9876, norm 0.1318, swav 0.0000 LR: 5.163e-02 Score 99.357 Data time: 0.1737, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0583 [2020-10-19 12:33:51,178][root][INFO] - ===> Epoch[6244](31217/5): Loss -0.7995, Sem 0.0201, dir -0.9865, norm 0.1669, swav 0.0000 LR: 5.163e-02 Score 99.333 Data time: 0.0828, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0752 [2020-10-19 12:33:53,488][root][INFO] - ===> Epoch[6244](31218/5): Loss -0.8421, Sem 0.0167, dir -0.9869, norm 0.1281, swav 0.0000 LR: 5.163e-02 Score 99.443 Data time: 0.0796, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.1995 [2020-10-19 12:33:55,733][root][INFO] - ===> Epoch[6244](31219/5): Loss -0.8158, Sem 0.0202, dir -0.9866, norm 0.1506, swav 0.0000 LR: 5.163e-02 Score 99.338 Data time: 0.0608, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.1562 [2020-10-19 12:33:57,848][root][INFO] - ===> Epoch[6244](31220/5): Loss -0.8358, Sem 0.0176, dir -0.9874, norm 0.1340, swav 0.0000 LR: 5.162e-02 Score 99.400 Data time: 0.0574, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0503 [2020-10-19 12:34:00,279][root][INFO] - ===> Epoch[6245](31221/5): Loss -0.8343, Sem 0.0174, dir -0.9874, norm 0.1357, swav 0.0000 LR: 5.162e-02 Score 99.408 Data time: 0.0445, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.3125 [2020-10-19 12:34:02,231][root][INFO] - ===> Epoch[6245](31222/5): Loss -0.8266, Sem 0.0197, dir -0.9871, norm 0.1409, swav 0.0000 LR: 5.162e-02 Score 99.330 Data time: 0.0542, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.8927 [2020-10-19 12:34:04,611][root][INFO] - ===> Epoch[6245](31223/5): Loss -0.8230, Sem 0.0203, dir -0.9876, norm 0.1443, swav 0.0000 LR: 5.162e-02 Score 99.341 Data time: 0.0605, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.2937 [2020-10-19 12:34:07,151][root][INFO] - ===> Epoch[6245](31224/5): Loss -0.8399, Sem 0.0184, dir -0.9862, norm 0.1279, swav 0.0000 LR: 5.162e-02 Score 99.375 Data time: 0.1127, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.4375 [2020-10-19 12:34:09,253][root][INFO] - ===> Epoch[6245](31225/5): Loss -0.8356, Sem 0.0197, dir -0.9874, norm 0.1320, swav 0.0000 LR: 5.162e-02 Score 99.345 Data time: 0.0714, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.9922 [2020-10-19 12:34:11,240][root][INFO] - ===> Epoch[6246](31226/5): Loss -0.8411, Sem 0.0162, dir -0.9880, norm 0.1308, swav 0.0000 LR: 5.161e-02 Score 99.468 Data time: 0.0900, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.8892 [2020-10-19 12:34:13,695][root][INFO] - ===> Epoch[6246](31227/5): Loss -0.8346, Sem 0.0192, dir -0.9864, norm 0.1326, swav 0.0000 LR: 5.161e-02 Score 99.349 Data time: 0.0776, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.3406 [2020-10-19 12:34:15,957][root][INFO] - ===> Epoch[6246](31228/5): Loss -0.8397, Sem 0.0168, dir -0.9882, norm 0.1317, swav 0.0000 LR: 5.161e-02 Score 99.429 Data time: 0.0817, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.1579 [2020-10-19 12:34:18,073][root][INFO] - ===> Epoch[6246](31229/5): Loss -0.8370, Sem 0.0178, dir -0.9877, norm 0.1329, swav 0.0000 LR: 5.161e-02 Score 99.400 Data time: 0.0787, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0146 [2020-10-19 12:34:20,519][root][INFO] - ===> Epoch[6246](31230/5): Loss -0.8380, Sem 0.0177, dir -0.9874, norm 0.1317, swav 0.0000 LR: 5.161e-02 Score 99.410 Data time: 0.0679, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.3438 [2020-10-19 12:34:22,661][root][INFO] - ===> Epoch[6247](31231/5): Loss -0.8453, Sem 0.0174, dir -0.9887, norm 0.1260, swav 0.0000 LR: 5.161e-02 Score 99.437 Data time: 0.0651, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0428 [2020-10-19 12:34:24,646][root][INFO] - ===> Epoch[6247](31232/5): Loss -0.8389, Sem 0.0206, dir -0.9865, norm 0.1270, swav 0.0000 LR: 5.160e-02 Score 99.311 Data time: 0.0523, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.8739 [2020-10-19 12:34:26,850][root][INFO] - ===> Epoch[6247](31233/5): Loss -0.8348, Sem 0.0158, dir -0.9876, norm 0.1370, swav 0.0000 LR: 5.160e-02 Score 99.473 Data time: 0.0810, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.1413 [2020-10-19 12:34:28,941][root][INFO] - ===> Epoch[6247](31234/5): Loss -0.8302, Sem 0.0200, dir -0.9870, norm 0.1368, swav 0.0000 LR: 5.160e-02 Score 99.323 Data time: 0.0540, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.9767 [2020-10-19 12:34:31,216][root][INFO] - ===> Epoch[6247](31235/5): Loss -0.8383, Sem 0.0157, dir -0.9874, norm 0.1334, swav 0.0000 LR: 5.160e-02 Score 99.477 Data time: 0.0858, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.1600 [2020-10-19 12:34:33,627][root][INFO] - ===> Epoch[6248](31236/5): Loss -0.8429, Sem 0.0170, dir -0.9870, norm 0.1271, swav 0.0000 LR: 5.160e-02 Score 99.429 Data time: 0.0788, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.2887 [2020-10-19 12:34:35,907][root][INFO] - ===> Epoch[6248](31237/5): Loss -0.8344, Sem 0.0183, dir -0.9879, norm 0.1353, swav 0.0000 LR: 5.160e-02 Score 99.388 Data time: 0.0963, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.1940 [2020-10-19 12:34:38,178][root][INFO] - ===> Epoch[6248](31238/5): Loss -0.8535, Sem 0.0156, dir -0.9885, norm 0.1194, swav 0.0000 LR: 5.160e-02 Score 99.464 Data time: 0.0738, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.1571 [2020-10-19 12:34:40,329][root][INFO] - ===> Epoch[6248](31239/5): Loss -0.8398, Sem 0.0176, dir -0.9874, norm 0.1299, swav 0.0000 LR: 5.159e-02 Score 99.413 Data time: 0.0693, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0674 [2020-10-19 12:34:42,277][root][INFO] - ===> Epoch[6248](31240/5): Loss -0.8526, Sem 0.0158, dir -0.9885, norm 0.1201, swav 0.0000 LR: 5.159e-02 Score 99.458 Data time: 0.0880, Forward time: 0.7776, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.8663 [2020-10-19 12:34:44,791][root][INFO] - ===> Epoch[6249](31241/5): Loss -0.8273, Sem 0.0192, dir -0.9865, norm 0.1401, swav 0.0000 LR: 5.159e-02 Score 99.368 Data time: 0.0723, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.4084 [2020-10-19 12:34:47,063][root][INFO] - ===> Epoch[6249](31242/5): Loss -0.8372, Sem 0.0182, dir -0.9869, norm 0.1315, swav 0.0000 LR: 5.159e-02 Score 99.389 Data time: 0.0820, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.1666 [2020-10-19 12:34:49,077][root][INFO] - ===> Epoch[6249](31243/5): Loss -0.8492, Sem 0.0177, dir -0.9880, norm 0.1211, swav 0.0000 LR: 5.159e-02 Score 99.404 Data time: 0.0952, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.9173 [2020-10-19 12:34:51,148][root][INFO] - ===> Epoch[6249](31244/5): Loss -0.8457, Sem 0.0175, dir -0.9885, norm 0.1252, swav 0.0000 LR: 5.159e-02 Score 99.402 Data time: 0.0901, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.9648 [2020-10-19 12:34:53,102][root][INFO] - ===> Epoch[6249](31245/5): Loss -0.8366, Sem 0.0180, dir -0.9864, norm 0.1318, swav 0.0000 LR: 5.158e-02 Score 99.398 Data time: 0.2141, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.8663 [2020-10-19 12:34:55,267][root][INFO] - ===> Epoch[6250](31246/5): Loss -0.8303, Sem 0.0192, dir -0.9879, norm 0.1383, swav 0.0000 LR: 5.158e-02 Score 99.376 Data time: 0.0845, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0810 [2020-10-19 12:34:57,286][root][INFO] - ===> Epoch[6250](31247/5): Loss -0.8508, Sem 0.0156, dir -0.9885, norm 0.1221, swav 0.0000 LR: 5.158e-02 Score 99.480 Data time: 0.0901, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.9082 [2020-10-19 12:34:59,497][root][INFO] - ===> Epoch[6250](31248/5): Loss -0.8315, Sem 0.0174, dir -0.9866, norm 0.1378, swav 0.0000 LR: 5.158e-02 Score 99.423 Data time: 0.0645, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0958 [2020-10-19 12:35:01,354][root][INFO] - ===> Epoch[6250](31249/5): Loss -0.8363, Sem 0.0180, dir -0.9873, norm 0.1331, swav 0.0000 LR: 5.158e-02 Score 99.396 Data time: 0.0601, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.7978 [2020-10-19 12:35:04,095][root][INFO] - ===> Epoch[6250](31250/5): Loss -0.8353, Sem 0.0185, dir -0.9877, norm 0.1339, swav 0.0000 LR: 5.158e-02 Score 99.375 Data time: 0.0543, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.6394 [2020-10-19 12:35:06,001][root][INFO] - ===> Epoch[6251](31251/5): Loss -0.8421, Sem 0.0149, dir -0.9875, norm 0.1306, swav 0.0000 LR: 5.157e-02 Score 99.498 Data time: 0.0649, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.8491 [2020-10-19 12:35:08,761][root][INFO] - ===> Epoch[6251](31252/5): Loss -0.8316, Sem 0.0180, dir -0.9872, norm 0.1376, swav 0.0000 LR: 5.157e-02 Score 99.403 Data time: 0.0713, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.6622 [2020-10-19 12:35:11,211][root][INFO] - ===> Epoch[6251](31253/5): Loss -0.8244, Sem 0.0180, dir -0.9880, norm 0.1457, swav 0.0000 LR: 5.157e-02 Score 99.404 Data time: 0.0842, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.3412 [2020-10-19 12:35:13,750][root][INFO] - ===> Epoch[6251](31254/5): Loss -0.8388, Sem 0.0142, dir -0.9890, norm 0.1359, swav 0.0000 LR: 5.157e-02 Score 99.524 Data time: 0.1149, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.4356 [2020-10-19 12:35:15,985][root][INFO] - ===> Epoch[6251](31255/5): Loss -0.8431, Sem 0.0177, dir -0.9873, norm 0.1265, swav 0.0000 LR: 5.157e-02 Score 99.403 Data time: 0.0754, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0949 [2020-10-19 12:35:18,131][root][INFO] - ===> Epoch[6252](31256/5): Loss -0.8336, Sem 0.0178, dir -0.9863, norm 0.1349, swav 0.0000 LR: 5.157e-02 Score 99.399 Data time: 0.0576, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0459 [2020-10-19 12:35:20,437][root][INFO] - ===> Epoch[6252](31257/5): Loss -0.8461, Sem 0.0182, dir -0.9882, norm 0.1239, swav 0.0000 LR: 5.156e-02 Score 99.382 Data time: 0.0631, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.2260 [2020-10-19 12:35:22,344][root][INFO] - ===> Epoch[6252](31258/5): Loss -0.8397, Sem 0.0178, dir -0.9879, norm 0.1305, swav 0.0000 LR: 5.156e-02 Score 99.397 Data time: 0.0801, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.8118 [2020-10-19 12:35:24,827][root][INFO] - ===> Epoch[6252](31259/5): Loss -0.8311, Sem 0.0155, dir -0.9861, norm 0.1396, swav 0.0000 LR: 5.156e-02 Score 99.473 Data time: 0.0911, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.3828 [2020-10-19 12:35:27,027][root][INFO] - ===> Epoch[6252](31260/5): Loss -0.8263, Sem 0.0185, dir -0.9864, norm 0.1415, swav 0.0000 LR: 5.156e-02 Score 99.381 Data time: 0.0925, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0818 [2020-10-19 12:35:29,146][root][INFO] - ===> Epoch[6253](31261/5): Loss -0.8401, Sem 0.0155, dir -0.9882, norm 0.1326, swav 0.0000 LR: 5.156e-02 Score 99.480 Data time: 0.0814, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0177 [2020-10-19 12:35:31,198][root][INFO] - ===> Epoch[6253](31262/5): Loss -0.8434, Sem 0.0190, dir -0.9870, norm 0.1245, swav 0.0000 LR: 5.156e-02 Score 99.358 Data time: 0.0809, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.9306 [2020-10-19 12:35:33,185][root][INFO] - ===> Epoch[6253](31263/5): Loss -0.8238, Sem 0.0176, dir -0.9871, norm 0.1456, swav 0.0000 LR: 5.155e-02 Score 99.409 Data time: 0.1228, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.9048 [2020-10-19 12:35:35,331][root][INFO] - ===> Epoch[6253](31264/5): Loss -0.8301, Sem 0.0188, dir -0.9871, norm 0.1383, swav 0.0000 LR: 5.155e-02 Score 99.418 Data time: 0.0916, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0501 [2020-10-19 12:35:37,559][root][INFO] - ===> Epoch[6253](31265/5): Loss -0.8271, Sem 0.0178, dir -0.9879, norm 0.1430, swav 0.0000 LR: 5.155e-02 Score 99.400 Data time: 0.0670, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.1163 [2020-10-19 12:35:39,460][root][INFO] - ===> Epoch[6254](31266/5): Loss -0.8413, Sem 0.0179, dir -0.9876, norm 0.1283, swav 0.0000 LR: 5.155e-02 Score 99.388 Data time: 0.0584, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.8461 [2020-10-19 12:35:41,938][root][INFO] - ===> Epoch[6254](31267/5): Loss -0.8316, Sem 0.0198, dir -0.9875, norm 0.1361, swav 0.0000 LR: 5.155e-02 Score 99.333 Data time: 0.0742, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.4016 [2020-10-19 12:35:44,258][root][INFO] - ===> Epoch[6254](31268/5): Loss -0.8301, Sem 0.0162, dir -0.9877, norm 0.1414, swav 0.0000 LR: 5.155e-02 Score 99.458 Data time: 0.0843, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.2086 [2020-10-19 12:35:47,076][root][INFO] - ===> Epoch[6254](31269/5): Loss -0.8438, Sem 0.0156, dir -0.9883, norm 0.1289, swav 0.0000 LR: 5.155e-02 Score 99.471 Data time: 0.0851, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.7108 [2020-10-19 12:35:49,156][root][INFO] - ===> Epoch[6254](31270/5): Loss -0.8462, Sem 0.0181, dir -0.9884, norm 0.1241, swav 0.0000 LR: 5.154e-02 Score 99.390 Data time: 0.0663, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.9702 [2020-10-19 12:35:51,638][root][INFO] - ===> Epoch[6255](31271/5): Loss -0.8220, Sem 0.0189, dir -0.9873, norm 0.1464, swav 0.0000 LR: 5.154e-02 Score 99.396 Data time: 0.0682, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.3932 [2020-10-19 12:35:53,956][root][INFO] - ===> Epoch[6255](31272/5): Loss -0.8372, Sem 0.0168, dir -0.9873, norm 0.1332, swav 0.0000 LR: 5.154e-02 Score 99.430 Data time: 0.0796, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.2227 [2020-10-19 12:35:56,087][root][INFO] - ===> Epoch[6255](31273/5): Loss -0.8387, Sem 0.0190, dir -0.9872, norm 0.1295, swav 0.0000 LR: 5.154e-02 Score 99.366 Data time: 0.0811, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0211 [2020-10-19 12:35:58,110][root][INFO] - ===> Epoch[6255](31274/5): Loss -0.8483, Sem 0.0160, dir -0.9890, norm 0.1248, swav 0.0000 LR: 5.154e-02 Score 99.453 Data time: 0.0788, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.9336 [2020-10-19 12:36:00,019][root][INFO] - ===> Epoch[6255](31275/5): Loss -0.8451, Sem 0.0176, dir -0.9876, norm 0.1249, swav 0.0000 LR: 5.154e-02 Score 99.419 Data time: 0.0834, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.8141 [2020-10-19 12:36:02,233][root][INFO] - ===> Epoch[6256](31276/5): Loss -0.8467, Sem 0.0191, dir -0.9875, norm 0.1217, swav 0.0000 LR: 5.153e-02 Score 99.346 Data time: 0.0851, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.1035 [2020-10-19 12:36:04,554][root][INFO] - ===> Epoch[6256](31277/5): Loss -0.8431, Sem 0.0194, dir -0.9884, norm 0.1259, swav 0.0000 LR: 5.153e-02 Score 99.387 Data time: 0.1364, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.2041 [2020-10-19 12:36:06,833][root][INFO] - ===> Epoch[6256](31278/5): Loss -0.8424, Sem 0.0170, dir -0.9883, norm 0.1289, swav 0.0000 LR: 5.153e-02 Score 99.431 Data time: 0.0982, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.1805 [2020-10-19 12:36:09,109][root][INFO] - ===> Epoch[6256](31279/5): Loss -0.8310, Sem 0.0177, dir -0.9875, norm 0.1388, swav 0.0000 LR: 5.153e-02 Score 99.412 Data time: 0.0696, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.1591 [2020-10-19 12:36:10,832][root][INFO] - ===> Epoch[6256](31280/5): Loss -0.8431, Sem 0.0172, dir -0.9873, norm 0.1270, swav 0.0000 LR: 5.153e-02 Score 99.424 Data time: 0.0728, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.6436 [2020-10-19 12:36:13,016][root][INFO] - ===> Epoch[6257](31281/5): Loss -0.8472, Sem 0.0167, dir -0.9875, norm 0.1236, swav 0.0000 LR: 5.153e-02 Score 99.439 Data time: 0.0856, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0917 [2020-10-19 12:36:15,219][root][INFO] - ===> Epoch[6257](31282/5): Loss -0.8193, Sem 0.0204, dir -0.9864, norm 0.1467, swav 0.0000 LR: 5.152e-02 Score 99.321 Data time: 0.0811, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0918 [2020-10-19 12:36:17,329][root][INFO] - ===> Epoch[6257](31283/5): Loss -0.8369, Sem 0.0159, dir -0.9880, norm 0.1352, swav 0.0000 LR: 5.152e-02 Score 99.467 Data time: 0.0808, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0109 [2020-10-19 12:36:19,467][root][INFO] - ===> Epoch[6257](31284/5): Loss -0.8255, Sem 0.0240, dir -0.9880, norm 0.1385, swav 0.0000 LR: 5.152e-02 Score 99.281 Data time: 0.0635, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0279 [2020-10-19 12:36:21,862][root][INFO] - ===> Epoch[6257](31285/5): Loss -0.8536, Sem 0.0174, dir -0.9876, norm 0.1166, swav 0.0000 LR: 5.152e-02 Score 99.398 Data time: 0.0593, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.3087 [2020-10-19 12:36:24,223][root][INFO] - ===> Epoch[6258](31286/5): Loss -0.8360, Sem 0.0175, dir -0.9888, norm 0.1353, swav 0.0000 LR: 5.152e-02 Score 99.400 Data time: 0.1692, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.2679 [2020-10-19 12:36:26,637][root][INFO] - ===> Epoch[6258](31287/5): Loss -0.8258, Sem 0.0260, dir -0.9874, norm 0.1356, swav 0.0000 LR: 5.152e-02 Score 99.223 Data time: 0.0992, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.3102 [2020-10-19 12:36:28,670][root][INFO] - ===> Epoch[6258](31288/5): Loss -0.8350, Sem 0.0184, dir -0.9880, norm 0.1346, swav 0.0000 LR: 5.151e-02 Score 99.387 Data time: 0.0767, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.9158 [2020-10-19 12:36:30,510][root][INFO] - ===> Epoch[6258](31289/5): Loss -0.8316, Sem 0.0186, dir -0.9870, norm 0.1368, swav 0.0000 LR: 5.151e-02 Score 99.392 Data time: 0.0639, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.7319 [2020-10-19 12:36:32,627][root][INFO] - ===> Epoch[6258](31290/5): Loss -0.8384, Sem 0.0184, dir -0.9874, norm 0.1305, swav 0.0000 LR: 5.151e-02 Score 99.395 Data time: 0.0791, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0174 [2020-10-19 12:36:34,863][root][INFO] - ===> Epoch[6259](31291/5): Loss -0.8303, Sem 0.0240, dir -0.9871, norm 0.1328, swav 0.0000 LR: 5.151e-02 Score 99.243 Data time: 0.0896, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.1283 [2020-10-19 12:36:36,811][root][INFO] - ===> Epoch[6259](31292/5): Loss -0.8399, Sem 0.0192, dir -0.9880, norm 0.1289, swav 0.0000 LR: 5.151e-02 Score 99.373 Data time: 0.0796, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.8410 [2020-10-19 12:36:39,214][root][INFO] - ===> Epoch[6259](31293/5): Loss -0.8348, Sem 0.0178, dir -0.9870, norm 0.1344, swav 0.0000 LR: 5.151e-02 Score 99.408 Data time: 0.0776, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.2956 [2020-10-19 12:36:41,219][root][INFO] - ===> Epoch[6259](31294/5): Loss -0.8541, Sem 0.0169, dir -0.9890, norm 0.1180, swav 0.0000 LR: 5.150e-02 Score 99.427 Data time: 0.0593, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.9071 [2020-10-19 12:36:43,203][root][INFO] - ===> Epoch[6259](31295/5): Loss -0.8157, Sem 0.0193, dir -0.9862, norm 0.1512, swav 0.0000 LR: 5.150e-02 Score 99.368 Data time: 0.0460, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.8867 [2020-10-19 12:36:45,483][root][INFO] - ===> Epoch[6260](31296/5): Loss -0.8450, Sem 0.0194, dir -0.9874, norm 0.1230, swav 0.0000 LR: 5.150e-02 Score 99.330 Data time: 0.2885, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.2182 [2020-10-19 12:36:48,400][root][INFO] - ===> Epoch[6260](31297/5): Loss -0.8306, Sem 0.0197, dir -0.9856, norm 0.1353, swav 0.0000 LR: 5.150e-02 Score 99.371 Data time: 0.0872, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.8188 [2020-10-19 12:36:50,221][root][INFO] - ===> Epoch[6260](31298/5): Loss -0.8237, Sem 0.0218, dir -0.9867, norm 0.1412, swav 0.0000 LR: 5.150e-02 Score 99.294 Data time: 0.0702, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.7211 [2020-10-19 12:36:52,387][root][INFO] - ===> Epoch[6260](31299/5): Loss -0.8391, Sem 0.0179, dir -0.9885, norm 0.1315, swav 0.0000 LR: 5.150e-02 Score 99.442 Data time: 0.0939, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.0774 [2020-10-19 12:36:54,274][root][INFO] - ===> Epoch[6260](31300/5): Loss -0.8419, Sem 0.0206, dir -0.9875, norm 0.1250, swav 0.0000 LR: 5.149e-02 Score 99.297 Data time: 0.0804, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.7840 [2020-10-19 12:36:55,239][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 12:36:57,052][root][INFO] - ===> Epoch[6261](31301/5): Loss -0.8387, Sem 0.0161, dir -0.9876, norm 0.1329, swav 0.0000 LR: 5.149e-02 Score 99.456 Data time: 0.0612, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 1.6342 [2020-10-19 12:36:59,053][root][INFO] - ===> Epoch[6261](31302/5): Loss -0.8355, Sem 0.0189, dir -0.9871, norm 0.1327, swav 0.0000 LR: 5.149e-02 Score 99.364 Data time: 0.0942, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 1.9179 [2020-10-19 12:37:01,470][root][INFO] - ===> Epoch[6261](31303/5): Loss -0.8308, Sem 0.0177, dir -0.9873, norm 0.1388, swav 0.0000 LR: 5.149e-02 Score 99.410 Data time: 0.0827, Forward time: 0.7777, Backward time: 1.1686, DDP time: 0.0032, Total iter time: 2.3191 [2020-10-19 12:37:03,546][root][INFO] - ===> Epoch[6261](31304/5): Loss -0.8313, Sem 0.0211, dir -0.9863, norm 0.1339, swav 0.0000 LR: 5.149e-02 Score 99.294 Data time: 0.0787, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 1.9800 [2020-10-19 12:37:05,626][root][INFO] - ===> Epoch[6261](31305/5): Loss -0.8416, Sem 0.0170, dir -0.9882, norm 0.1296, swav 0.0000 LR: 5.149e-02 Score 99.424 Data time: 0.0899, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 1.9720 [2020-10-19 12:37:07,392][root][INFO] - ===> Epoch[6262](31306/5): Loss -0.8372, Sem 0.0197, dir -0.9866, norm 0.1297, swav 0.0000 LR: 5.149e-02 Score 99.342 Data time: 0.0665, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 1.6399 [2020-10-19 12:37:09,371][root][INFO] - ===> Epoch[6262](31307/5): Loss -0.8238, Sem 0.0189, dir -0.9866, norm 0.1439, swav 0.0000 LR: 5.148e-02 Score 99.363 Data time: 0.0627, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 1.8766 [2020-10-19 12:37:11,837][root][INFO] - ===> Epoch[6262](31308/5): Loss -0.8170, Sem 0.0243, dir -0.9866, norm 0.1454, swav 0.0000 LR: 5.148e-02 Score 99.291 Data time: 0.2015, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.3620 [2020-10-19 12:37:13,960][root][INFO] - ===> Epoch[6262](31309/5): Loss -0.8298, Sem 0.0205, dir -0.9872, norm 0.1370, swav 0.0000 LR: 5.148e-02 Score 99.310 Data time: 0.1154, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 1.9975 [2020-10-19 12:37:16,284][root][INFO] - ===> Epoch[6262](31310/5): Loss -0.8288, Sem 0.0179, dir -0.9868, norm 0.1401, swav 0.0000 LR: 5.148e-02 Score 99.408 Data time: 0.0837, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.2147 [2020-10-19 12:37:18,526][root][INFO] - ===> Epoch[6263](31311/5): Loss -0.8380, Sem 0.0171, dir -0.9872, norm 0.1321, swav 0.0000 LR: 5.148e-02 Score 99.420 Data time: 0.2877, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.1148 [2020-10-19 12:37:21,027][root][INFO] - ===> Epoch[6263](31312/5): Loss -0.8425, Sem 0.0164, dir -0.9878, norm 0.1288, swav 0.0000 LR: 5.148e-02 Score 99.453 Data time: 0.1066, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.4044 [2020-10-19 12:37:23,443][root][INFO] - ===> Epoch[6263](31313/5): Loss -0.8429, Sem 0.0182, dir -0.9881, norm 0.1270, swav 0.0000 LR: 5.147e-02 Score 99.382 Data time: 0.1188, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.2613 [2020-10-19 12:37:25,584][root][INFO] - ===> Epoch[6263](31314/5): Loss -0.8297, Sem 0.0198, dir -0.9862, norm 0.1367, swav 0.0000 LR: 5.147e-02 Score 99.345 Data time: 0.0952, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.0217 [2020-10-19 12:37:27,673][root][INFO] - ===> Epoch[6263](31315/5): Loss -0.8383, Sem 0.0164, dir -0.9879, norm 0.1332, swav 0.0000 LR: 5.147e-02 Score 99.449 Data time: 0.0756, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 1.9790 [2020-10-19 12:37:29,946][root][INFO] - ===> Epoch[6264](31316/5): Loss -0.8417, Sem 0.0172, dir -0.9874, norm 0.1285, swav 0.0000 LR: 5.147e-02 Score 99.421 Data time: 0.0536, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.1751 [2020-10-19 12:37:32,064][root][INFO] - ===> Epoch[6264](31317/5): Loss -0.8307, Sem 0.0192, dir -0.9871, norm 0.1372, swav 0.0000 LR: 5.147e-02 Score 99.373 Data time: 0.0779, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.0192 [2020-10-19 12:37:34,720][root][INFO] - ===> Epoch[6264](31318/5): Loss -0.8323, Sem 0.0157, dir -0.9882, norm 0.1401, swav 0.0000 LR: 5.147e-02 Score 99.470 Data time: 0.1166, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.5481 [2020-10-19 12:37:36,889][root][INFO] - ===> Epoch[6264](31319/5): Loss -0.8450, Sem 0.0165, dir -0.9882, norm 0.1268, swav 0.0000 LR: 5.146e-02 Score 99.422 Data time: 0.0635, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.0497 [2020-10-19 12:37:39,038][root][INFO] - ===> Epoch[6264](31320/5): Loss -0.8341, Sem 0.0175, dir -0.9873, norm 0.1358, swav 0.0000 LR: 5.146e-02 Score 99.419 Data time: 0.0726, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.0439 [2020-10-19 12:37:41,175][root][INFO] - ===> Epoch[6265](31321/5): Loss -0.8269, Sem 0.0200, dir -0.9861, norm 0.1392, swav 0.0000 LR: 5.146e-02 Score 99.332 Data time: 0.0914, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.0398 [2020-10-19 12:37:43,116][root][INFO] - ===> Epoch[6265](31322/5): Loss -0.8287, Sem 0.0172, dir -0.9876, norm 0.1418, swav 0.0000 LR: 5.146e-02 Score 99.418 Data time: 0.0626, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 1.8175 [2020-10-19 12:37:45,361][root][INFO] - ===> Epoch[6265](31323/5): Loss -0.8353, Sem 0.0180, dir -0.9877, norm 0.1345, swav 0.0000 LR: 5.146e-02 Score 99.414 Data time: 0.0723, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.1573 [2020-10-19 12:37:47,277][root][INFO] - ===> Epoch[6265](31324/5): Loss -0.8454, Sem 0.0166, dir -0.9879, norm 0.1258, swav 0.0000 LR: 5.146e-02 Score 99.426 Data time: 0.0821, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 1.8200 [2020-10-19 12:37:49,507][root][INFO] - ===> Epoch[6265](31325/5): Loss -0.8322, Sem 0.0188, dir -0.9869, norm 0.1358, swav 0.0000 LR: 5.145e-02 Score 99.375 Data time: 0.2592, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.1168 [2020-10-19 12:37:51,564][root][INFO] - ===> Epoch[6266](31326/5): Loss -0.8317, Sem 0.0164, dir -0.9869, norm 0.1388, swav 0.0000 LR: 5.145e-02 Score 99.447 Data time: 0.0831, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 1.9665 [2020-10-19 12:37:54,006][root][INFO] - ===> Epoch[6266](31327/5): Loss -0.8307, Sem 0.0196, dir -0.9874, norm 0.1371, swav 0.0000 LR: 5.145e-02 Score 99.371 Data time: 0.3375, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.3132 [2020-10-19 12:37:56,551][root][INFO] - ===> Epoch[6266](31328/5): Loss -0.8290, Sem 0.0177, dir -0.9863, norm 0.1395, swav 0.0000 LR: 5.145e-02 Score 99.408 Data time: 0.1019, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.4408 [2020-10-19 12:37:58,856][root][INFO] - ===> Epoch[6266](31329/5): Loss -0.8442, Sem 0.0162, dir -0.9881, norm 0.1277, swav 0.0000 LR: 5.145e-02 Score 99.452 Data time: 0.0888, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.2118 [2020-10-19 12:38:00,757][root][INFO] - ===> Epoch[6266](31330/5): Loss -0.8224, Sem 0.0194, dir -0.9870, norm 0.1453, swav 0.0000 LR: 5.145e-02 Score 99.346 Data time: 0.0623, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 1.7876 [2020-10-19 12:38:02,782][root][INFO] - ===> Epoch[6267](31331/5): Loss -0.8347, Sem 0.0182, dir -0.9872, norm 0.1343, swav 0.0000 LR: 5.144e-02 Score 99.380 Data time: 0.2228, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 1.9343 [2020-10-19 12:38:05,017][root][INFO] - ===> Epoch[6267](31332/5): Loss -0.8212, Sem 0.0192, dir -0.9851, norm 0.1448, swav 0.0000 LR: 5.144e-02 Score 99.363 Data time: 0.0906, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.1344 [2020-10-19 12:38:06,984][root][INFO] - ===> Epoch[6267](31333/5): Loss -0.8404, Sem 0.0172, dir -0.9880, norm 0.1304, swav 0.0000 LR: 5.144e-02 Score 99.424 Data time: 0.0817, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8381 [2020-10-19 12:38:09,179][root][INFO] - ===> Epoch[6267](31334/5): Loss -0.8255, Sem 0.0171, dir -0.9871, norm 0.1445, swav 0.0000 LR: 5.144e-02 Score 99.424 Data time: 0.0935, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0967 [2020-10-19 12:38:11,257][root][INFO] - ===> Epoch[6267](31335/5): Loss -0.8587, Sem 0.0171, dir -0.9889, norm 0.1131, swav 0.0000 LR: 5.144e-02 Score 99.429 Data time: 0.0693, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9716 [2020-10-19 12:38:13,687][root][INFO] - ===> Epoch[6268](31336/5): Loss -0.8375, Sem 0.0170, dir -0.9874, norm 0.1329, swav 0.0000 LR: 5.144e-02 Score 99.425 Data time: 0.0934, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.3592 [2020-10-19 12:38:15,765][root][INFO] - ===> Epoch[6268](31337/5): Loss -0.8421, Sem 0.0178, dir -0.9879, norm 0.1280, swav 0.0000 LR: 5.144e-02 Score 99.396 Data time: 0.0801, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9855 [2020-10-19 12:38:17,941][root][INFO] - ===> Epoch[6268](31338/5): Loss -0.8477, Sem 0.0156, dir -0.9874, norm 0.1242, swav 0.0000 LR: 5.143e-02 Score 99.474 Data time: 0.0801, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0649 [2020-10-19 12:38:20,789][root][INFO] - ===> Epoch[6268](31339/5): Loss -0.8345, Sem 0.0179, dir -0.9882, norm 0.1359, swav 0.0000 LR: 5.143e-02 Score 99.416 Data time: 0.0850, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.7493 [2020-10-19 12:38:22,881][root][INFO] - ===> Epoch[6268](31340/5): Loss -0.8461, Sem 0.0169, dir -0.9876, norm 0.1246, swav 0.0000 LR: 5.143e-02 Score 99.410 Data time: 0.0631, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 1.9700 [2020-10-19 12:38:25,336][root][INFO] - ===> Epoch[6269](31341/5): Loss -0.8440, Sem 0.0163, dir -0.9868, norm 0.1264, swav 0.0000 LR: 5.143e-02 Score 99.452 Data time: 0.0812, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.3725 [2020-10-19 12:38:27,317][root][INFO] - ===> Epoch[6269](31342/5): Loss -0.8502, Sem 0.0150, dir -0.9886, norm 0.1234, swav 0.0000 LR: 5.143e-02 Score 99.496 Data time: 0.0640, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 1.8783 [2020-10-19 12:38:29,434][root][INFO] - ===> Epoch[6269](31343/5): Loss -0.8413, Sem 0.0185, dir -0.9876, norm 0.1279, swav 0.0000 LR: 5.143e-02 Score 99.384 Data time: 0.0765, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.0289 [2020-10-19 12:38:31,553][root][INFO] - ===> Epoch[6269](31344/5): Loss -0.8484, Sem 0.0159, dir -0.9872, norm 0.1228, swav 0.0000 LR: 5.142e-02 Score 99.460 Data time: 0.0747, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.0159 [2020-10-19 12:38:33,697][root][INFO] - ===> Epoch[6269](31345/5): Loss -0.8445, Sem 0.0166, dir -0.9878, norm 0.1266, swav 0.0000 LR: 5.142e-02 Score 99.448 Data time: 0.0943, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.0128 [2020-10-19 12:38:35,642][root][INFO] - ===> Epoch[6270](31346/5): Loss -0.8400, Sem 0.0201, dir -0.9869, norm 0.1268, swav 0.0000 LR: 5.142e-02 Score 99.360 Data time: 0.0835, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8361 [2020-10-19 12:38:38,042][root][INFO] - ===> Epoch[6270](31347/5): Loss -0.8423, Sem 0.0175, dir -0.9882, norm 0.1283, swav 0.0000 LR: 5.142e-02 Score 99.415 Data time: 0.0457, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.3013 [2020-10-19 12:38:40,177][root][INFO] - ===> Epoch[6270](31348/5): Loss -0.8408, Sem 0.0158, dir -0.9882, norm 0.1315, swav 0.0000 LR: 5.142e-02 Score 99.475 Data time: 0.0793, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.0407 [2020-10-19 12:38:42,653][root][INFO] - ===> Epoch[6270](31349/5): Loss -0.8421, Sem 0.0185, dir -0.9880, norm 0.1274, swav 0.0000 LR: 5.142e-02 Score 99.381 Data time: 0.0900, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.3700 [2020-10-19 12:38:44,863][root][INFO] - ===> Epoch[6270](31350/5): Loss -0.8452, Sem 0.0159, dir -0.9879, norm 0.1268, swav 0.0000 LR: 5.141e-02 Score 99.465 Data time: 0.0984, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 2.0939 [2020-10-19 12:38:46,871][root][INFO] - ===> Epoch[6271](31351/5): Loss -0.8364, Sem 0.0188, dir -0.9882, norm 0.1330, swav 0.0000 LR: 5.141e-02 Score 99.368 Data time: 0.0921, Forward time: 0.7777, Backward time: 1.1685, DDP time: 0.0032, Total iter time: 1.8940 [2020-10-19 12:38:48,706][root][INFO] - ===> Epoch[6271](31352/5): Loss -0.8358, Sem 0.0188, dir -0.9872, norm 0.1326, swav 0.0000 LR: 5.141e-02 Score 99.364 Data time: 0.0832, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.7330 [2020-10-19 12:38:50,907][root][INFO] - ===> Epoch[6271](31353/5): Loss -0.8285, Sem 0.0197, dir -0.9860, norm 0.1379, swav 0.0000 LR: 5.141e-02 Score 99.339 Data time: 0.0793, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.1002 [2020-10-19 12:38:52,815][root][INFO] - ===> Epoch[6271](31354/5): Loss -0.8353, Sem 0.0153, dir -0.9889, norm 0.1383, swav 0.0000 LR: 5.141e-02 Score 99.495 Data time: 0.0940, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.7916 [2020-10-19 12:38:55,238][root][INFO] - ===> Epoch[6271](31355/5): Loss -0.8503, Sem 0.0155, dir -0.9889, norm 0.1231, swav 0.0000 LR: 5.141e-02 Score 99.469 Data time: 0.1446, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.3202 [2020-10-19 12:38:57,175][root][INFO] - ===> Epoch[6272](31356/5): Loss -0.8356, Sem 0.0168, dir -0.9881, norm 0.1357, swav 0.0000 LR: 5.140e-02 Score 99.430 Data time: 0.0759, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8126 [2020-10-19 12:38:59,171][root][INFO] - ===> Epoch[6272](31357/5): Loss -0.8448, Sem 0.0171, dir -0.9883, norm 0.1264, swav 0.0000 LR: 5.140e-02 Score 99.435 Data time: 0.1311, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8989 [2020-10-19 12:39:02,301][root][INFO] - ===> Epoch[6272](31358/5): Loss -0.8381, Sem 0.0176, dir -0.9865, norm 0.1308, swav 0.0000 LR: 5.140e-02 Score 99.404 Data time: 0.1337, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 3.0573 [2020-10-19 12:39:04,694][root][INFO] - ===> Epoch[6272](31359/5): Loss -0.8434, Sem 0.0160, dir -0.9886, norm 0.1292, swav 0.0000 LR: 5.140e-02 Score 99.455 Data time: 0.0679, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2730 [2020-10-19 12:39:06,537][root][INFO] - ===> Epoch[6272](31360/5): Loss -0.8408, Sem 0.0190, dir -0.9874, norm 0.1276, swav 0.0000 LR: 5.140e-02 Score 99.366 Data time: 0.0850, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.7461 [2020-10-19 12:39:09,168][root][INFO] - ===> Epoch[6273](31361/5): Loss -0.8227, Sem 0.0179, dir -0.9871, norm 0.1465, swav 0.0000 LR: 5.140e-02 Score 99.398 Data time: 0.0823, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.5313 [2020-10-19 12:39:11,182][root][INFO] - ===> Epoch[6273](31362/5): Loss -0.8587, Sem 0.0154, dir -0.9901, norm 0.1160, swav 0.0000 LR: 5.139e-02 Score 99.476 Data time: 0.0612, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9163 [2020-10-19 12:39:13,518][root][INFO] - ===> Epoch[6273](31363/5): Loss -0.8452, Sem 0.0174, dir -0.9875, norm 0.1250, swav 0.0000 LR: 5.139e-02 Score 99.420 Data time: 0.0634, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2350 [2020-10-19 12:39:15,469][root][INFO] - ===> Epoch[6273](31364/5): Loss -0.8509, Sem 0.0168, dir -0.9877, norm 0.1200, swav 0.0000 LR: 5.139e-02 Score 99.439 Data time: 0.0837, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8785 [2020-10-19 12:39:17,455][root][INFO] - ===> Epoch[6273](31365/5): Loss -0.8313, Sem 0.0207, dir -0.9858, norm 0.1338, swav 0.0000 LR: 5.139e-02 Score 99.303 Data time: 0.0822, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8802 [2020-10-19 12:39:19,646][root][INFO] - ===> Epoch[6274](31366/5): Loss -0.8464, Sem 0.0177, dir -0.9883, norm 0.1242, swav 0.0000 LR: 5.139e-02 Score 99.402 Data time: 0.1606, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.1229 [2020-10-19 12:39:22,366][root][INFO] - ===> Epoch[6274](31367/5): Loss -0.8429, Sem 0.0153, dir -0.9876, norm 0.1294, swav 0.0000 LR: 5.139e-02 Score 99.490 Data time: 0.0822, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.6516 [2020-10-19 12:39:24,241][root][INFO] - ===> Epoch[6274](31368/5): Loss -0.8392, Sem 0.0181, dir -0.9882, norm 0.1308, swav 0.0000 LR: 5.139e-02 Score 99.409 Data time: 0.0736, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.7707 [2020-10-19 12:39:26,508][root][INFO] - ===> Epoch[6274](31369/5): Loss -0.8436, Sem 0.0171, dir -0.9888, norm 0.1281, swav 0.0000 LR: 5.138e-02 Score 99.428 Data time: 0.1440, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.1916 [2020-10-19 12:39:28,891][root][INFO] - ===> Epoch[6274](31370/5): Loss -0.8250, Sem 0.0163, dir -0.9869, norm 0.1456, swav 0.0000 LR: 5.138e-02 Score 99.456 Data time: 0.0933, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2907 [2020-10-19 12:39:30,862][root][INFO] - ===> Epoch[6275](31371/5): Loss -0.8246, Sem 0.0172, dir -0.9884, norm 0.1466, swav 0.0000 LR: 5.138e-02 Score 99.418 Data time: 0.0648, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8418 [2020-10-19 12:39:32,964][root][INFO] - ===> Epoch[6275](31372/5): Loss -0.8314, Sem 0.0181, dir -0.9864, norm 0.1369, swav 0.0000 LR: 5.138e-02 Score 99.393 Data time: 0.0971, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0087 [2020-10-19 12:39:35,211][root][INFO] - ===> Epoch[6275](31373/5): Loss -0.8233, Sem 0.0172, dir -0.9874, norm 0.1469, swav 0.0000 LR: 5.138e-02 Score 99.422 Data time: 0.0839, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.1420 [2020-10-19 12:39:37,454][root][INFO] - ===> Epoch[6275](31374/5): Loss -0.8352, Sem 0.0163, dir -0.9875, norm 0.1360, swav 0.0000 LR: 5.138e-02 Score 99.455 Data time: 0.0807, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.1467 [2020-10-19 12:39:39,627][root][INFO] - ===> Epoch[6275](31375/5): Loss -0.8314, Sem 0.0167, dir -0.9869, norm 0.1387, swav 0.0000 LR: 5.137e-02 Score 99.420 Data time: 0.0615, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0478 [2020-10-19 12:39:41,544][root][INFO] - ===> Epoch[6276](31376/5): Loss -0.8449, Sem 0.0164, dir -0.9884, norm 0.1271, swav 0.0000 LR: 5.137e-02 Score 99.456 Data time: 0.0712, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8078 [2020-10-19 12:39:44,110][root][INFO] - ===> Epoch[6276](31377/5): Loss -0.8381, Sem 0.0165, dir -0.9882, norm 0.1337, swav 0.0000 LR: 5.137e-02 Score 99.448 Data time: 0.0973, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.4607 [2020-10-19 12:39:46,069][root][INFO] - ===> Epoch[6276](31378/5): Loss -0.8442, Sem 0.0167, dir -0.9891, norm 0.1281, swav 0.0000 LR: 5.137e-02 Score 99.426 Data time: 0.0851, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8600 [2020-10-19 12:39:48,008][root][INFO] - ===> Epoch[6276](31379/5): Loss -0.8429, Sem 0.0175, dir -0.9884, norm 0.1280, swav 0.0000 LR: 5.137e-02 Score 99.406 Data time: 0.0694, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8175 [2020-10-19 12:39:50,308][root][INFO] - ===> Epoch[6276](31380/5): Loss -0.8400, Sem 0.0166, dir -0.9883, norm 0.1317, swav 0.0000 LR: 5.137e-02 Score 99.433 Data time: 0.0649, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2121 [2020-10-19 12:39:52,571][root][INFO] - ===> Epoch[6277](31381/5): Loss -0.8288, Sem 0.0175, dir -0.9871, norm 0.1407, swav 0.0000 LR: 5.136e-02 Score 99.434 Data time: 0.1625, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.1818 [2020-10-19 12:39:54,885][root][INFO] - ===> Epoch[6277](31382/5): Loss -0.8350, Sem 0.0188, dir -0.9871, norm 0.1333, swav 0.0000 LR: 5.136e-02 Score 99.371 Data time: 0.0918, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2074 [2020-10-19 12:39:56,968][root][INFO] - ===> Epoch[6277](31383/5): Loss -0.8307, Sem 0.0192, dir -0.9873, norm 0.1374, swav 0.0000 LR: 5.136e-02 Score 99.355 Data time: 0.0739, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9647 [2020-10-19 12:39:58,639][root][INFO] - ===> Epoch[6277](31384/5): Loss -0.8460, Sem 0.0189, dir -0.9875, norm 0.1226, swav 0.0000 LR: 5.136e-02 Score 99.367 Data time: 0.0817, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.5849 [2020-10-19 12:40:00,837][root][INFO] - ===> Epoch[6277](31385/5): Loss -0.8462, Sem 0.0159, dir -0.9890, norm 0.1269, swav 0.0000 LR: 5.136e-02 Score 99.472 Data time: 0.0914, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0960 [2020-10-19 12:40:03,205][root][INFO] - ===> Epoch[6278](31386/5): Loss -0.8205, Sem 0.0159, dir -0.9867, norm 0.1504, swav 0.0000 LR: 5.136e-02 Score 99.467 Data time: 0.0840, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2578 [2020-10-19 12:40:05,931][root][INFO] - ===> Epoch[6278](31387/5): Loss -0.8400, Sem 0.0154, dir -0.9881, norm 0.1327, swav 0.0000 LR: 5.135e-02 Score 99.482 Data time: 0.0732, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.6143 [2020-10-19 12:40:08,394][root][INFO] - ===> Epoch[6278](31388/5): Loss -0.8437, Sem 0.0198, dir -0.9875, norm 0.1240, swav 0.0000 LR: 5.135e-02 Score 99.344 Data time: 0.0779, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.3572 [2020-10-19 12:40:10,292][root][INFO] - ===> Epoch[6278](31389/5): Loss -0.8386, Sem 0.0169, dir -0.9882, norm 0.1327, swav 0.0000 LR: 5.135e-02 Score 99.436 Data time: 0.0691, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.7973 [2020-10-19 12:40:12,445][root][INFO] - ===> Epoch[6278](31390/5): Loss -0.8465, Sem 0.0156, dir -0.9887, norm 0.1267, swav 0.0000 LR: 5.135e-02 Score 99.477 Data time: 0.0794, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0669 [2020-10-19 12:40:14,202][root][INFO] - ===> Epoch[6279](31391/5): Loss -0.8333, Sem 0.0169, dir -0.9873, norm 0.1370, swav 0.0000 LR: 5.135e-02 Score 99.432 Data time: 0.0664, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.6476 [2020-10-19 12:40:16,618][root][INFO] - ===> Epoch[6279](31392/5): Loss -0.8432, Sem 0.0161, dir -0.9884, norm 0.1291, swav 0.0000 LR: 5.135e-02 Score 99.456 Data time: 0.0730, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.3344 [2020-10-19 12:40:19,641][root][INFO] - ===> Epoch[6279](31393/5): Loss -0.8379, Sem 0.0169, dir -0.9891, norm 0.1342, swav 0.0000 LR: 5.134e-02 Score 99.434 Data time: 0.0742, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.9184 [2020-10-19 12:40:21,822][root][INFO] - ===> Epoch[6279](31394/5): Loss -0.8501, Sem 0.0168, dir -0.9881, norm 0.1212, swav 0.0000 LR: 5.134e-02 Score 99.436 Data time: 0.0718, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0693 [2020-10-19 12:40:23,666][root][INFO] - ===> Epoch[6279](31395/5): Loss -0.8336, Sem 0.0182, dir -0.9862, norm 0.1344, swav 0.0000 LR: 5.134e-02 Score 99.382 Data time: 0.0825, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.7497 [2020-10-19 12:40:26,224][root][INFO] - ===> Epoch[6280](31396/5): Loss -0.8369, Sem 0.0161, dir -0.9860, norm 0.1329, swav 0.0000 LR: 5.134e-02 Score 99.465 Data time: 0.1061, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.4647 [2020-10-19 12:40:28,674][root][INFO] - ===> Epoch[6280](31397/5): Loss -0.8322, Sem 0.0168, dir -0.9888, norm 0.1397, swav 0.0000 LR: 5.134e-02 Score 99.435 Data time: 0.0624, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2956 [2020-10-19 12:40:30,431][root][INFO] - ===> Epoch[6280](31398/5): Loss -0.8541, Sem 0.0192, dir -0.9884, norm 0.1151, swav 0.0000 LR: 5.134e-02 Score 99.354 Data time: 0.0574, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.6540 [2020-10-19 12:40:32,692][root][INFO] - ===> Epoch[6280](31399/5): Loss -0.8138, Sem 0.0182, dir -0.9875, norm 0.1555, swav 0.0000 LR: 5.134e-02 Score 99.400 Data time: 0.0550, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2024 [2020-10-19 12:40:35,340][root][INFO] - ===> Epoch[6280](31400/5): Loss -0.8374, Sem 0.0151, dir -0.9869, norm 0.1345, swav 0.0000 LR: 5.133e-02 Score 99.502 Data time: 0.0573, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.5691 [2020-10-19 12:40:36,304][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 12:40:36,471][root][INFO] - ===> Start testing [2020-10-19 12:41:16,252][root][INFO] - 68/68: Data time: 0.0024, Iter time: 0.1236 Loss 0.370 (AVG: 0.548) Score 93.646 (AVG: 90.833) mIOU 70.579 mAP 83.931 mAcc 77.532 IOU: 62.897 0.000 82.203 75.272 94.661 91.313 38.052 76.701 98.151 71.606 82.262 86.484 57.924 mAP: 81.007 7.000 95.254 86.485 99.078 98.444 58.014 96.617 99.745 91.168 93.192 94.584 90.517 mAcc: 78.201 0.000 87.890 83.233 96.189 97.840 41.781 94.851 99.304 80.663 90.802 96.059 61.103 [2020-10-19 12:41:16,257][root][INFO] - Finished test. Elapsed time: 39.7803 [2020-10-19 12:41:19,165][root][INFO] - [2020-10-19 12:41:19,165][root][INFO] - ################################################################ [2020-10-19 12:41:19,165][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 12:41:19,165][root][INFO] - ################################################################ [2020-10-19 12:41:19,165][root][INFO] - clutter : nan nan nan [2020-10-19 12:41:19,165][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 12:41:19,165][root][INFO] - board : 0.795 0.849 0.924 [2020-10-19 12:41:19,165][root][INFO] - bookcase : 0.229 0.354 0.517 [2020-10-19 12:41:19,165][root][INFO] - ceiling : 0.536 0.585 0.665 [2020-10-19 12:41:19,166][root][INFO] - chair : 0.841 0.929 0.937 [2020-10-19 12:41:19,166][root][INFO] - column : 0.232 0.355 0.434 [2020-10-19 12:41:19,166][root][INFO] - door : 0.792 0.912 0.966 [2020-10-19 12:41:19,166][root][INFO] - floor : 0.901 0.922 0.935 [2020-10-19 12:41:19,166][root][INFO] - sofa : 0.435 0.727 0.809 [2020-10-19 12:41:19,166][root][INFO] - table : 0.130 0.278 0.631 [2020-10-19 12:41:19,166][root][INFO] - wall : 0.575 0.763 0.838 [2020-10-19 12:41:19,166][root][INFO] - window : 0.506 0.742 0.765 [2020-10-19 12:41:19,166][root][INFO] - ---------------------------------------------------------------- [2020-10-19 12:41:19,166][root][INFO] - average : 0.498 0.618 0.702 [2020-10-19 12:41:19,166][root][INFO] - [2020-10-19 12:41:19,341][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 12:41:19,342][root][INFO] - Current best mIoU: 72.177 at iter 31200 [2020-10-19 12:41:21,353][root][INFO] - ===> Epoch[6281](31401/5): Loss -0.8341, Sem 0.0159, dir -0.9891, norm 0.1391, swav 0.0000 LR: 5.133e-02 Score 99.476 Data time: 0.0881, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0058 [2020-10-19 12:41:23,487][root][INFO] - ===> Epoch[6281](31402/5): Loss -0.8423, Sem 0.0167, dir -0.9880, norm 0.1290, swav 0.0000 LR: 5.133e-02 Score 99.447 Data time: 0.0947, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0251 [2020-10-19 12:41:25,415][root][INFO] - ===> Epoch[6281](31403/5): Loss -0.8230, Sem 0.0173, dir -0.9880, norm 0.1478, swav 0.0000 LR: 5.133e-02 Score 99.413 Data time: 0.0868, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8327 [2020-10-19 12:41:28,071][root][INFO] - ===> Epoch[6281](31404/5): Loss -0.8356, Sem 0.0160, dir -0.9874, norm 0.1358, swav 0.0000 LR: 5.133e-02 Score 99.464 Data time: 0.0758, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.5607 [2020-10-19 12:41:29,959][root][INFO] - ===> Epoch[6281](31405/5): Loss -0.8412, Sem 0.0173, dir -0.9887, norm 0.1302, swav 0.0000 LR: 5.133e-02 Score 99.431 Data time: 0.0689, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.7985 [2020-10-19 12:41:32,223][root][INFO] - ===> Epoch[6282](31406/5): Loss -0.8365, Sem 0.0177, dir -0.9877, norm 0.1335, swav 0.0000 LR: 5.132e-02 Score 99.415 Data time: 0.1007, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.1623 [2020-10-19 12:41:34,383][root][INFO] - ===> Epoch[6282](31407/5): Loss -0.8369, Sem 0.0177, dir -0.9880, norm 0.1334, swav 0.0000 LR: 5.132e-02 Score 99.398 Data time: 0.0860, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0179 [2020-10-19 12:41:36,557][root][INFO] - ===> Epoch[6282](31408/5): Loss -0.8356, Sem 0.0182, dir -0.9863, norm 0.1325, swav 0.0000 LR: 5.132e-02 Score 99.391 Data time: 0.0735, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0688 [2020-10-19 12:41:38,565][root][INFO] - ===> Epoch[6282](31409/5): Loss -0.8477, Sem 0.0155, dir -0.9885, norm 0.1253, swav 0.0000 LR: 5.132e-02 Score 99.476 Data time: 0.0644, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9143 [2020-10-19 12:41:40,409][root][INFO] - ===> Epoch[6282](31410/5): Loss -0.8466, Sem 0.0168, dir -0.9878, norm 0.1243, swav 0.0000 LR: 5.132e-02 Score 99.427 Data time: 0.0936, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.7507 [2020-10-19 12:41:42,640][root][INFO] - ===> Epoch[6283](31411/5): Loss -0.8545, Sem 0.0149, dir -0.9887, norm 0.1193, swav 0.0000 LR: 5.132e-02 Score 99.494 Data time: 0.1962, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.1149 [2020-10-19 12:41:45,072][root][INFO] - ===> Epoch[6283](31412/5): Loss -0.8407, Sem 0.0177, dir -0.9873, norm 0.1290, swav 0.0000 LR: 5.131e-02 Score 99.413 Data time: 0.0943, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.3210 [2020-10-19 12:41:47,386][root][INFO] - ===> Epoch[6283](31413/5): Loss -0.8482, Sem 0.0160, dir -0.9888, norm 0.1245, swav 0.0000 LR: 5.131e-02 Score 99.465 Data time: 0.0863, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2051 [2020-10-19 12:41:49,329][root][INFO] - ===> Epoch[6283](31414/5): Loss -0.8466, Sem 0.0169, dir -0.9878, norm 0.1242, swav 0.0000 LR: 5.131e-02 Score 99.426 Data time: 0.0912, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8404 [2020-10-19 12:41:51,564][root][INFO] - ===> Epoch[6283](31415/5): Loss -0.8422, Sem 0.0162, dir -0.9883, norm 0.1299, swav 0.0000 LR: 5.131e-02 Score 99.461 Data time: 0.0758, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.1381 [2020-10-19 12:41:53,500][root][INFO] - ===> Epoch[6284](31416/5): Loss -0.8459, Sem 0.0184, dir -0.9879, norm 0.1237, swav 0.0000 LR: 5.131e-02 Score 99.376 Data time: 0.0686, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8363 [2020-10-19 12:41:56,041][root][INFO] - ===> Epoch[6284](31417/5): Loss -0.8325, Sem 0.0185, dir -0.9876, norm 0.1366, swav 0.0000 LR: 5.131e-02 Score 99.396 Data time: 0.0533, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.4378 [2020-10-19 12:41:58,340][root][INFO] - ===> Epoch[6284](31418/5): Loss -0.8448, Sem 0.0167, dir -0.9883, norm 0.1268, swav 0.0000 LR: 5.130e-02 Score 99.436 Data time: 0.1017, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2109 [2020-10-19 12:42:00,423][root][INFO] - ===> Epoch[6284](31419/5): Loss -0.8391, Sem 0.0195, dir -0.9871, norm 0.1285, swav 0.0000 LR: 5.130e-02 Score 99.345 Data time: 0.0475, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9780 [2020-10-19 12:42:02,453][root][INFO] - ===> Epoch[6284](31420/5): Loss -0.8558, Sem 0.0157, dir -0.9882, norm 0.1166, swav 0.0000 LR: 5.130e-02 Score 99.455 Data time: 0.0941, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9288 [2020-10-19 12:42:04,692][root][INFO] - ===> Epoch[6285](31421/5): Loss -0.8288, Sem 0.0183, dir -0.9872, norm 0.1401, swav 0.0000 LR: 5.130e-02 Score 99.408 Data time: 0.0544, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.1489 [2020-10-19 12:42:06,670][root][INFO] - ===> Epoch[6285](31422/5): Loss -0.8551, Sem 0.0157, dir -0.9886, norm 0.1179, swav 0.0000 LR: 5.130e-02 Score 99.463 Data time: 0.0693, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9067 [2020-10-19 12:42:09,352][root][INFO] - ===> Epoch[6285](31423/5): Loss -0.8428, Sem 0.0185, dir -0.9878, norm 0.1265, swav 0.0000 LR: 5.130e-02 Score 99.364 Data time: 0.1047, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.5692 [2020-10-19 12:42:11,671][root][INFO] - ===> Epoch[6285](31424/5): Loss -0.8393, Sem 0.0156, dir -0.9882, norm 0.1334, swav 0.0000 LR: 5.129e-02 Score 99.487 Data time: 0.0948, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2283 [2020-10-19 12:42:13,506][root][INFO] - ===> Epoch[6285](31425/5): Loss -0.8469, Sem 0.0166, dir -0.9878, norm 0.1243, swav 0.0000 LR: 5.129e-02 Score 99.437 Data time: 0.0772, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.7245 [2020-10-19 12:42:15,414][root][INFO] - ===> Epoch[6286](31426/5): Loss -0.8468, Sem 0.0169, dir -0.9880, norm 0.1243, swav 0.0000 LR: 5.129e-02 Score 99.430 Data time: 0.0810, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8187 [2020-10-19 12:42:17,533][root][INFO] - ===> Epoch[6286](31427/5): Loss -0.8451, Sem 0.0165, dir -0.9888, norm 0.1271, swav 0.0000 LR: 5.129e-02 Score 99.444 Data time: 0.0817, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0144 [2020-10-19 12:42:19,924][root][INFO] - ===> Epoch[6286](31428/5): Loss -0.8502, Sem 0.0177, dir -0.9881, norm 0.1202, swav 0.0000 LR: 5.129e-02 Score 99.400 Data time: 0.0734, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2850 [2020-10-19 12:42:22,676][root][INFO] - ===> Epoch[6286](31429/5): Loss -0.8419, Sem 0.0171, dir -0.9880, norm 0.1289, swav 0.0000 LR: 5.129e-02 Score 99.428 Data time: 0.0845, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.6672 [2020-10-19 12:42:24,843][root][INFO] - ===> Epoch[6286](31430/5): Loss -0.8452, Sem 0.0182, dir -0.9881, norm 0.1246, swav 0.0000 LR: 5.128e-02 Score 99.359 Data time: 0.0780, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0433 [2020-10-19 12:42:26,945][root][INFO] - ===> Epoch[6287](31431/5): Loss -0.8454, Sem 0.0165, dir -0.9884, norm 0.1265, swav 0.0000 LR: 5.128e-02 Score 99.433 Data time: 0.0552, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0082 [2020-10-19 12:42:29,157][root][INFO] - ===> Epoch[6287](31432/5): Loss -0.8432, Sem 0.0162, dir -0.9878, norm 0.1284, swav 0.0000 LR: 5.128e-02 Score 99.461 Data time: 0.0821, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.1175 [2020-10-19 12:42:31,531][root][INFO] - ===> Epoch[6287](31433/5): Loss -0.8353, Sem 0.0164, dir -0.9882, norm 0.1365, swav 0.0000 LR: 5.128e-02 Score 99.460 Data time: 0.0825, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2680 [2020-10-19 12:42:33,576][root][INFO] - ===> Epoch[6287](31434/5): Loss -0.8509, Sem 0.0188, dir -0.9881, norm 0.1183, swav 0.0000 LR: 5.128e-02 Score 99.371 Data time: 0.0715, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9142 [2020-10-19 12:42:35,870][root][INFO] - ===> Epoch[6287](31435/5): Loss -0.8338, Sem 0.0180, dir -0.9869, norm 0.1351, swav 0.0000 LR: 5.128e-02 Score 99.407 Data time: 0.0741, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2043 [2020-10-19 12:42:37,675][root][INFO] - ===> Epoch[6288](31436/5): Loss -0.8485, Sem 0.0181, dir -0.9882, norm 0.1215, swav 0.0000 LR: 5.128e-02 Score 99.389 Data time: 0.0834, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.6883 [2020-10-19 12:42:39,668][root][INFO] - ===> Epoch[6288](31437/5): Loss -0.8353, Sem 0.0168, dir -0.9892, norm 0.1372, swav 0.0000 LR: 5.127e-02 Score 99.444 Data time: 0.0724, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8773 [2020-10-19 12:42:41,923][root][INFO] - ===> Epoch[6288](31438/5): Loss -0.8404, Sem 0.0179, dir -0.9873, norm 0.1289, swav 0.0000 LR: 5.127e-02 Score 99.419 Data time: 0.0870, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.1292 [2020-10-19 12:42:43,896][root][INFO] - ===> Epoch[6288](31439/5): Loss -0.8546, Sem 0.0164, dir -0.9894, norm 0.1184, swav 0.0000 LR: 5.127e-02 Score 99.446 Data time: 0.0723, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8580 [2020-10-19 12:42:46,434][root][INFO] - ===> Epoch[6288](31440/5): Loss -0.8348, Sem 0.0178, dir -0.9885, norm 0.1359, swav 0.0000 LR: 5.127e-02 Score 99.410 Data time: 0.1429, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.4464 [2020-10-19 12:42:48,521][root][INFO] - ===> Epoch[6289](31441/5): Loss -0.8397, Sem 0.0165, dir -0.9874, norm 0.1312, swav 0.0000 LR: 5.127e-02 Score 99.459 Data time: 0.0800, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9804 [2020-10-19 12:42:51,043][root][INFO] - ===> Epoch[6289](31442/5): Loss -0.8320, Sem 0.0170, dir -0.9873, norm 0.1384, swav 0.0000 LR: 5.127e-02 Score 99.423 Data time: 0.0883, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.4132 [2020-10-19 12:42:52,864][root][INFO] - ===> Epoch[6289](31443/5): Loss -0.8484, Sem 0.0169, dir -0.9879, norm 0.1226, swav 0.0000 LR: 5.126e-02 Score 99.436 Data time: 0.0728, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.6972 [2020-10-19 12:42:54,993][root][INFO] - ===> Epoch[6289](31444/5): Loss -0.8339, Sem 0.0150, dir -0.9889, norm 0.1400, swav 0.0000 LR: 5.126e-02 Score 99.500 Data time: 0.0577, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0373 [2020-10-19 12:42:57,109][root][INFO] - ===> Epoch[6289](31445/5): Loss -0.8320, Sem 0.0194, dir -0.9868, norm 0.1353, swav 0.0000 LR: 5.126e-02 Score 99.362 Data time: 0.0851, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9813 [2020-10-19 12:42:59,518][root][INFO] - ===> Epoch[6290](31446/5): Loss -0.8282, Sem 0.0164, dir -0.9881, norm 0.1435, swav 0.0000 LR: 5.126e-02 Score 99.441 Data time: 0.0686, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.3036 [2020-10-19 12:43:01,488][root][INFO] - ===> Epoch[6290](31447/5): Loss -0.8439, Sem 0.0185, dir -0.9877, norm 0.1253, swav 0.0000 LR: 5.126e-02 Score 99.364 Data time: 0.0712, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8977 [2020-10-19 12:43:04,198][root][INFO] - ===> Epoch[6290](31448/5): Loss -0.8339, Sem 0.0156, dir -0.9890, norm 0.1395, swav 0.0000 LR: 5.126e-02 Score 99.473 Data time: 0.1186, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.6187 [2020-10-19 12:43:06,170][root][INFO] - ===> Epoch[6290](31449/5): Loss -0.8343, Sem 0.0162, dir -0.9879, norm 0.1374, swav 0.0000 LR: 5.125e-02 Score 99.464 Data time: 0.0817, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8479 [2020-10-19 12:43:08,106][root][INFO] - ===> Epoch[6290](31450/5): Loss -0.8297, Sem 0.0172, dir -0.9879, norm 0.1410, swav 0.0000 LR: 5.125e-02 Score 99.413 Data time: 0.1125, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.8345 [2020-10-19 12:43:09,964][root][INFO] - ===> Epoch[6291](31451/5): Loss -0.8330, Sem 0.0167, dir -0.9872, norm 0.1375, swav 0.0000 LR: 5.125e-02 Score 99.452 Data time: 0.0633, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.7513 [2020-10-19 12:43:11,986][root][INFO] - ===> Epoch[6291](31452/5): Loss -0.8318, Sem 0.0175, dir -0.9870, norm 0.1377, swav 0.0000 LR: 5.125e-02 Score 99.401 Data time: 0.0822, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9344 [2020-10-19 12:43:14,400][root][INFO] - ===> Epoch[6291](31453/5): Loss -0.8395, Sem 0.0171, dir -0.9875, norm 0.1310, swav 0.0000 LR: 5.125e-02 Score 99.418 Data time: 0.0852, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.3096 [2020-10-19 12:43:16,422][root][INFO] - ===> Epoch[6291](31454/5): Loss -0.8333, Sem 0.0159, dir -0.9874, norm 0.1382, swav 0.0000 LR: 5.125e-02 Score 99.473 Data time: 0.0647, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9135 [2020-10-19 12:43:18,730][root][INFO] - ===> Epoch[6291](31455/5): Loss -0.8415, Sem 0.0169, dir -0.9890, norm 0.1306, swav 0.0000 LR: 5.124e-02 Score 99.431 Data time: 0.1005, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.2097 [2020-10-19 12:43:20,873][root][INFO] - ===> Epoch[6292](31456/5): Loss -0.8381, Sem 0.0158, dir -0.9879, norm 0.1340, swav 0.0000 LR: 5.124e-02 Score 99.476 Data time: 0.0618, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.0254 [2020-10-19 12:43:23,336][root][INFO] - ===> Epoch[6292](31457/5): Loss -0.8299, Sem 0.0168, dir -0.9871, norm 0.1403, swav 0.0000 LR: 5.124e-02 Score 99.457 Data time: 0.0470, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.3563 [2020-10-19 12:43:25,492][root][INFO] - ===> Epoch[6292](31458/5): Loss -0.8307, Sem 0.0173, dir -0.9874, norm 0.1394, swav 0.0000 LR: 5.124e-02 Score 99.414 Data time: 0.0786, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.1102 [2020-10-19 12:43:27,346][root][INFO] - ===> Epoch[6292](31459/5): Loss -0.8365, Sem 0.0164, dir -0.9883, norm 0.1355, swav 0.0000 LR: 5.124e-02 Score 99.456 Data time: 0.0682, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.7254 [2020-10-19 12:43:29,418][root][INFO] - ===> Epoch[6292](31460/5): Loss -0.8386, Sem 0.0181, dir -0.9882, norm 0.1315, swav 0.0000 LR: 5.124e-02 Score 99.395 Data time: 0.0830, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9963 [2020-10-19 12:43:32,188][root][INFO] - ===> Epoch[6293](31461/5): Loss -0.8249, Sem 0.0151, dir -0.9886, norm 0.1486, swav 0.0000 LR: 5.123e-02 Score 99.493 Data time: 0.0666, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.6697 [2020-10-19 12:43:34,148][root][INFO] - ===> Epoch[6293](31462/5): Loss -0.8469, Sem 0.0174, dir -0.9882, norm 0.1239, swav 0.0000 LR: 5.123e-02 Score 99.404 Data time: 0.0809, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.8647 [2020-10-19 12:43:36,270][root][INFO] - ===> Epoch[6293](31463/5): Loss -0.8438, Sem 0.0170, dir -0.9885, norm 0.1277, swav 0.0000 LR: 5.123e-02 Score 99.438 Data time: 0.0662, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.0137 [2020-10-19 12:43:38,297][root][INFO] - ===> Epoch[6293](31464/5): Loss -0.8265, Sem 0.0189, dir -0.9873, norm 0.1419, swav 0.0000 LR: 5.123e-02 Score 99.366 Data time: 0.0582, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9318 [2020-10-19 12:43:40,621][root][INFO] - ===> Epoch[6293](31465/5): Loss -0.8309, Sem 0.0181, dir -0.9867, norm 0.1377, swav 0.0000 LR: 5.123e-02 Score 99.391 Data time: 0.0568, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2404 [2020-10-19 12:43:42,746][root][INFO] - ===> Epoch[6294](31466/5): Loss -0.8511, Sem 0.0158, dir -0.9883, norm 0.1215, swav 0.0000 LR: 5.123e-02 Score 99.458 Data time: 0.0654, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0241 [2020-10-19 12:43:45,032][root][INFO] - ===> Epoch[6294](31467/5): Loss -0.8376, Sem 0.0152, dir -0.9880, norm 0.1352, swav 0.0000 LR: 5.123e-02 Score 99.483 Data time: 0.0733, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.1837 [2020-10-19 12:43:47,538][root][INFO] - ===> Epoch[6294](31468/5): Loss -0.8378, Sem 0.0176, dir -0.9874, norm 0.1321, swav 0.0000 LR: 5.122e-02 Score 99.398 Data time: 0.0949, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.3794 [2020-10-19 12:43:49,665][root][INFO] - ===> Epoch[6294](31469/5): Loss -0.8423, Sem 0.0156, dir -0.9887, norm 0.1308, swav 0.0000 LR: 5.122e-02 Score 99.478 Data time: 0.0691, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9947 [2020-10-19 12:43:51,643][root][INFO] - ===> Epoch[6294](31470/5): Loss -0.8423, Sem 0.0174, dir -0.9877, norm 0.1280, swav 0.0000 LR: 5.122e-02 Score 99.415 Data time: 0.0880, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8961 [2020-10-19 12:43:53,686][root][INFO] - ===> Epoch[6295](31471/5): Loss -0.8499, Sem 0.0178, dir -0.9871, norm 0.1194, swav 0.0000 LR: 5.122e-02 Score 99.392 Data time: 0.0843, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9319 [2020-10-19 12:43:56,102][root][INFO] - ===> Epoch[6295](31472/5): Loss -0.8436, Sem 0.0179, dir -0.9896, norm 0.1282, swav 0.0000 LR: 5.122e-02 Score 99.421 Data time: 0.0745, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.3046 [2020-10-19 12:43:58,469][root][INFO] - ===> Epoch[6295](31473/5): Loss -0.8468, Sem 0.0158, dir -0.9886, norm 0.1259, swav 0.0000 LR: 5.122e-02 Score 99.486 Data time: 0.0528, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2542 [2020-10-19 12:44:00,490][root][INFO] - ===> Epoch[6295](31474/5): Loss -0.8389, Sem 0.0197, dir -0.9871, norm 0.1284, swav 0.0000 LR: 5.121e-02 Score 99.338 Data time: 0.0586, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9477 [2020-10-19 12:44:02,391][root][INFO] - ===> Epoch[6295](31475/5): Loss -0.8459, Sem 0.0180, dir -0.9880, norm 0.1241, swav 0.0000 LR: 5.121e-02 Score 99.399 Data time: 0.1473, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8185 [2020-10-19 12:44:04,399][root][INFO] - ===> Epoch[6296](31476/5): Loss -0.8423, Sem 0.0167, dir -0.9884, norm 0.1294, swav 0.0000 LR: 5.121e-02 Score 99.447 Data time: 0.0805, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9108 [2020-10-19 12:44:07,150][root][INFO] - ===> Epoch[6296](31477/5): Loss -0.8342, Sem 0.0180, dir -0.9875, norm 0.1353, swav 0.0000 LR: 5.121e-02 Score 99.401 Data time: 0.2284, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.6452 [2020-10-19 12:44:09,401][root][INFO] - ===> Epoch[6296](31478/5): Loss -0.8526, Sem 0.0161, dir -0.9886, norm 0.1199, swav 0.0000 LR: 5.121e-02 Score 99.448 Data time: 0.0924, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.1236 [2020-10-19 12:44:12,169][root][INFO] - ===> Epoch[6296](31479/5): Loss -0.8416, Sem 0.0177, dir -0.9871, norm 0.1277, swav 0.0000 LR: 5.121e-02 Score 99.410 Data time: 0.0888, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.6509 [2020-10-19 12:44:14,529][root][INFO] - ===> Epoch[6296](31480/5): Loss -0.8495, Sem 0.0153, dir -0.9883, norm 0.1235, swav 0.0000 LR: 5.120e-02 Score 99.476 Data time: 0.1148, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2936 [2020-10-19 12:44:16,568][root][INFO] - ===> Epoch[6297](31481/5): Loss -0.8359, Sem 0.0173, dir -0.9875, norm 0.1343, swav 0.0000 LR: 5.120e-02 Score 99.412 Data time: 0.0676, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9274 [2020-10-19 12:44:18,584][root][INFO] - ===> Epoch[6297](31482/5): Loss -0.8314, Sem 0.0166, dir -0.9870, norm 0.1390, swav 0.0000 LR: 5.120e-02 Score 99.438 Data time: 0.0748, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9127 [2020-10-19 12:44:21,213][root][INFO] - ===> Epoch[6297](31483/5): Loss -0.8428, Sem 0.0166, dir -0.9877, norm 0.1283, swav 0.0000 LR: 5.120e-02 Score 99.450 Data time: 0.0919, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.5273 [2020-10-19 12:44:23,416][root][INFO] - ===> Epoch[6297](31484/5): Loss -0.8429, Sem 0.0177, dir -0.9877, norm 0.1271, swav 0.0000 LR: 5.120e-02 Score 99.394 Data time: 0.0959, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0946 [2020-10-19 12:44:25,500][root][INFO] - ===> Epoch[6297](31485/5): Loss -0.8586, Sem 0.0152, dir -0.9898, norm 0.1159, swav 0.0000 LR: 5.120e-02 Score 99.492 Data time: 0.0986, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9709 [2020-10-19 12:44:27,364][root][INFO] - ===> Epoch[6298](31486/5): Loss -0.8458, Sem 0.0184, dir -0.9882, norm 0.1240, swav 0.0000 LR: 5.119e-02 Score 99.377 Data time: 0.0869, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.7482 [2020-10-19 12:44:29,374][root][INFO] - ===> Epoch[6298](31487/5): Loss -0.8492, Sem 0.0155, dir -0.9882, norm 0.1235, swav 0.0000 LR: 5.119e-02 Score 99.486 Data time: 0.0799, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9215 [2020-10-19 12:44:31,682][root][INFO] - ===> Epoch[6298](31488/5): Loss -0.8513, Sem 0.0174, dir -0.9885, norm 0.1198, swav 0.0000 LR: 5.119e-02 Score 99.418 Data time: 0.0953, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.2062 [2020-10-19 12:44:33,746][root][INFO] - ===> Epoch[6298](31489/5): Loss -0.8406, Sem 0.0186, dir -0.9879, norm 0.1287, swav 0.0000 LR: 5.119e-02 Score 99.384 Data time: 0.0549, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9443 [2020-10-19 12:44:35,942][root][INFO] - ===> Epoch[6298](31490/5): Loss -0.8438, Sem 0.0179, dir -0.9879, norm 0.1261, swav 0.0000 LR: 5.119e-02 Score 99.398 Data time: 0.0802, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.1202 [2020-10-19 12:44:38,031][root][INFO] - ===> Epoch[6299](31491/5): Loss -0.8555, Sem 0.0182, dir -0.9887, norm 0.1150, swav 0.0000 LR: 5.119e-02 Score 99.387 Data time: 0.0743, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9826 [2020-10-19 12:44:40,420][root][INFO] - ===> Epoch[6299](31492/5): Loss -0.8433, Sem 0.0170, dir -0.9885, norm 0.1282, swav 0.0000 LR: 5.118e-02 Score 99.434 Data time: 0.1019, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.3074 [2020-10-19 12:44:42,630][root][INFO] - ===> Epoch[6299](31493/5): Loss -0.8536, Sem 0.0171, dir -0.9877, norm 0.1170, swav 0.0000 LR: 5.118e-02 Score 99.403 Data time: 0.1004, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.0952 [2020-10-19 12:44:44,710][root][INFO] - ===> Epoch[6299](31494/5): Loss -0.8423, Sem 0.0186, dir -0.9878, norm 0.1269, swav 0.0000 LR: 5.118e-02 Score 99.390 Data time: 0.0915, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9816 [2020-10-19 12:44:46,828][root][INFO] - ===> Epoch[6299](31495/5): Loss -0.8461, Sem 0.0165, dir -0.9883, norm 0.1257, swav 0.0000 LR: 5.118e-02 Score 99.448 Data time: 0.0787, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.0397 [2020-10-19 12:44:49,027][root][INFO] - ===> Epoch[6300](31496/5): Loss -0.8342, Sem 0.0161, dir -0.9868, norm 0.1366, swav 0.0000 LR: 5.118e-02 Score 99.460 Data time: 0.0889, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.0988 [2020-10-19 12:44:51,585][root][INFO] - ===> Epoch[6300](31497/5): Loss -0.8541, Sem 0.0154, dir -0.9891, norm 0.1195, swav 0.0000 LR: 5.118e-02 Score 99.481 Data time: 0.0665, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.4480 [2020-10-19 12:44:53,725][root][INFO] - ===> Epoch[6300](31498/5): Loss -0.8494, Sem 0.0177, dir -0.9875, norm 0.1203, swav 0.0000 LR: 5.118e-02 Score 99.408 Data time: 0.0572, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.0604 [2020-10-19 12:44:55,713][root][INFO] - ===> Epoch[6300](31499/5): Loss -0.8485, Sem 0.0176, dir -0.9884, norm 0.1223, swav 0.0000 LR: 5.117e-02 Score 99.396 Data time: 0.0937, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9214 [2020-10-19 12:44:58,163][root][INFO] - ===> Epoch[6300](31500/5): Loss -0.8406, Sem 0.0179, dir -0.9873, norm 0.1287, swav 0.0000 LR: 5.117e-02 Score 99.390 Data time: 0.1068, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.3517 [2020-10-19 12:44:59,276][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 12:45:00,955][root][INFO] - ===> Epoch[6301](31501/5): Loss -0.8575, Sem 0.0153, dir -0.9891, norm 0.1163, swav 0.0000 LR: 5.117e-02 Score 99.489 Data time: 0.0708, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.5033 [2020-10-19 12:45:03,308][root][INFO] - ===> Epoch[6301](31502/5): Loss -0.8446, Sem 0.0182, dir -0.9881, norm 0.1253, swav 0.0000 LR: 5.117e-02 Score 99.387 Data time: 0.0617, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.2908 [2020-10-19 12:45:05,363][root][INFO] - ===> Epoch[6301](31503/5): Loss -0.8324, Sem 0.0156, dir -0.9872, norm 0.1391, swav 0.0000 LR: 5.117e-02 Score 99.475 Data time: 0.0614, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9868 [2020-10-19 12:45:07,344][root][INFO] - ===> Epoch[6301](31504/5): Loss -0.8477, Sem 0.0156, dir -0.9883, norm 0.1251, swav 0.0000 LR: 5.117e-02 Score 99.473 Data time: 0.0587, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.8948 [2020-10-19 12:45:09,468][root][INFO] - ===> Epoch[6301](31505/5): Loss -0.8487, Sem 0.0159, dir -0.9889, norm 0.1243, swav 0.0000 LR: 5.116e-02 Score 99.463 Data time: 0.0753, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.0302 [2020-10-19 12:45:12,009][root][INFO] - ===> Epoch[6302](31506/5): Loss -0.8229, Sem 0.0174, dir -0.9858, norm 0.1455, swav 0.0000 LR: 5.116e-02 Score 99.425 Data time: 0.0789, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.4387 [2020-10-19 12:45:14,193][root][INFO] - ===> Epoch[6302](31507/5): Loss -0.8391, Sem 0.0184, dir -0.9873, norm 0.1297, swav 0.0000 LR: 5.116e-02 Score 99.374 Data time: 0.0787, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.0585 [2020-10-19 12:45:16,438][root][INFO] - ===> Epoch[6302](31508/5): Loss -0.8337, Sem 0.0163, dir -0.9871, norm 0.1370, swav 0.0000 LR: 5.116e-02 Score 99.462 Data time: 0.0933, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.1491 [2020-10-19 12:45:19,087][root][INFO] - ===> Epoch[6302](31509/5): Loss -0.8373, Sem 0.0163, dir -0.9879, norm 0.1343, swav 0.0000 LR: 5.116e-02 Score 99.446 Data time: 0.0628, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.5412 [2020-10-19 12:45:21,050][root][INFO] - ===> Epoch[6302](31510/5): Loss -0.8489, Sem 0.0160, dir -0.9887, norm 0.1239, swav 0.0000 LR: 5.116e-02 Score 99.457 Data time: 0.0732, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.8570 [2020-10-19 12:45:22,982][root][INFO] - ===> Epoch[6303](31511/5): Loss -0.8457, Sem 0.0165, dir -0.9880, norm 0.1259, swav 0.0000 LR: 5.115e-02 Score 99.444 Data time: 0.0676, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.8482 [2020-10-19 12:45:25,024][root][INFO] - ===> Epoch[6303](31512/5): Loss -0.8297, Sem 0.0179, dir -0.9866, norm 0.1390, swav 0.0000 LR: 5.115e-02 Score 99.394 Data time: 0.0854, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9349 [2020-10-19 12:45:26,956][root][INFO] - ===> Epoch[6303](31513/5): Loss -0.8291, Sem 0.0169, dir -0.9874, norm 0.1414, swav 0.0000 LR: 5.115e-02 Score 99.429 Data time: 0.0742, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.8081 [2020-10-19 12:45:29,153][root][INFO] - ===> Epoch[6303](31514/5): Loss -0.8424, Sem 0.0178, dir -0.9875, norm 0.1273, swav 0.0000 LR: 5.115e-02 Score 99.402 Data time: 0.0557, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.0859 [2020-10-19 12:45:30,999][root][INFO] - ===> Epoch[6303](31515/5): Loss -0.8348, Sem 0.0175, dir -0.9878, norm 0.1356, swav 0.0000 LR: 5.115e-02 Score 99.420 Data time: 0.0592, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.7427 [2020-10-19 12:45:33,345][root][INFO] - ===> Epoch[6304](31516/5): Loss -0.8419, Sem 0.0161, dir -0.9885, norm 0.1305, swav 0.0000 LR: 5.115e-02 Score 99.461 Data time: 0.0834, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.2892 [2020-10-19 12:45:35,658][root][INFO] - ===> Epoch[6304](31517/5): Loss -0.8479, Sem 0.0161, dir -0.9885, norm 0.1245, swav 0.0000 LR: 5.114e-02 Score 99.449 Data time: 0.0845, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.1945 [2020-10-19 12:45:37,982][root][INFO] - ===> Epoch[6304](31518/5): Loss -0.8474, Sem 0.0151, dir -0.9886, norm 0.1262, swav 0.0000 LR: 5.114e-02 Score 99.484 Data time: 0.0822, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.2236 [2020-10-19 12:45:40,036][root][INFO] - ===> Epoch[6304](31519/5): Loss -0.8474, Sem 0.0173, dir -0.9870, norm 0.1222, swav 0.0000 LR: 5.114e-02 Score 99.412 Data time: 0.0528, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9275 [2020-10-19 12:45:41,820][root][INFO] - ===> Epoch[6304](31520/5): Loss -0.8507, Sem 0.0167, dir -0.9885, norm 0.1211, swav 0.0000 LR: 5.114e-02 Score 99.446 Data time: 0.0806, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.6948 [2020-10-19 12:45:44,014][root][INFO] - ===> Epoch[6305](31521/5): Loss -0.8445, Sem 0.0187, dir -0.9875, norm 0.1243, swav 0.0000 LR: 5.114e-02 Score 99.367 Data time: 0.0598, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.0905 [2020-10-19 12:45:45,994][root][INFO] - ===> Epoch[6305](31522/5): Loss -0.8418, Sem 0.0178, dir -0.9875, norm 0.1279, swav 0.0000 LR: 5.114e-02 Score 99.404 Data time: 0.0778, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.8889 [2020-10-19 12:45:48,345][root][INFO] - ===> Epoch[6305](31523/5): Loss -0.8295, Sem 0.0192, dir -0.9870, norm 0.1383, swav 0.0000 LR: 5.113e-02 Score 99.365 Data time: 0.0715, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.2512 [2020-10-19 12:45:50,526][root][INFO] - ===> Epoch[6305](31524/5): Loss -0.8428, Sem 0.0167, dir -0.9881, norm 0.1286, swav 0.0000 LR: 5.113e-02 Score 99.439 Data time: 0.0795, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.0739 [2020-10-19 12:45:52,710][root][INFO] - ===> Epoch[6305](31525/5): Loss -0.8513, Sem 0.0158, dir -0.9888, norm 0.1218, swav 0.0000 LR: 5.113e-02 Score 99.474 Data time: 0.0817, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.0780 [2020-10-19 12:45:54,444][root][INFO] - ===> Epoch[6306](31526/5): Loss -0.8374, Sem 0.0179, dir -0.9868, norm 0.1315, swav 0.0000 LR: 5.113e-02 Score 99.399 Data time: 0.0558, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.6204 [2020-10-19 12:45:58,888][root][INFO] - ===> Epoch[6306](31527/5): Loss -0.8405, Sem 0.0172, dir -0.9879, norm 0.1302, swav 0.0000 LR: 5.113e-02 Score 99.429 Data time: 0.0643, Forward time: 0.7778, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 4.3494 [2020-10-19 12:46:00,765][root][INFO] - ===> Epoch[6306](31528/5): Loss -0.8600, Sem 0.0157, dir -0.9891, norm 0.1134, swav 0.0000 LR: 5.113e-02 Score 99.468 Data time: 0.0537, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.7903 [2020-10-19 12:46:02,731][root][INFO] - ===> Epoch[6306](31529/5): Loss -0.8426, Sem 0.0185, dir -0.9876, norm 0.1265, swav 0.0000 LR: 5.113e-02 Score 99.394 Data time: 0.0517, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8778 [2020-10-19 12:46:04,995][root][INFO] - ===> Epoch[6306](31530/5): Loss -0.8354, Sem 0.0183, dir -0.9879, norm 0.1342, swav 0.0000 LR: 5.112e-02 Score 99.385 Data time: 0.0774, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.1692 [2020-10-19 12:46:07,298][root][INFO] - ===> Epoch[6307](31531/5): Loss -0.8425, Sem 0.0162, dir -0.9886, norm 0.1299, swav 0.0000 LR: 5.112e-02 Score 99.451 Data time: 0.0630, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.1877 [2020-10-19 12:46:10,019][root][INFO] - ===> Epoch[6307](31532/5): Loss -0.8434, Sem 0.0169, dir -0.9879, norm 0.1277, swav 0.0000 LR: 5.112e-02 Score 99.430 Data time: 0.0815, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.6276 [2020-10-19 12:46:12,014][root][INFO] - ===> Epoch[6307](31533/5): Loss -0.8575, Sem 0.0159, dir -0.9892, norm 0.1158, swav 0.0000 LR: 5.112e-02 Score 99.463 Data time: 0.0667, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8984 [2020-10-19 12:46:13,862][root][INFO] - ===> Epoch[6307](31534/5): Loss -0.8512, Sem 0.0153, dir -0.9890, norm 0.1225, swav 0.0000 LR: 5.112e-02 Score 99.484 Data time: 0.1354, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.7530 [2020-10-19 12:46:16,069][root][INFO] - ===> Epoch[6307](31535/5): Loss -0.8610, Sem 0.0155, dir -0.9900, norm 0.1135, swav 0.0000 LR: 5.112e-02 Score 99.472 Data time: 0.0932, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0998 [2020-10-19 12:46:18,566][root][INFO] - ===> Epoch[6308](31536/5): Loss -0.8462, Sem 0.0184, dir -0.9877, norm 0.1231, swav 0.0000 LR: 5.111e-02 Score 99.384 Data time: 0.0629, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.3730 [2020-10-19 12:46:20,701][root][INFO] - ===> Epoch[6308](31537/5): Loss -0.8331, Sem 0.0162, dir -0.9866, norm 0.1373, swav 0.0000 LR: 5.111e-02 Score 99.463 Data time: 0.0793, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0417 [2020-10-19 12:46:22,658][root][INFO] - ===> Epoch[6308](31538/5): Loss -0.8413, Sem 0.0173, dir -0.9879, norm 0.1293, swav 0.0000 LR: 5.111e-02 Score 99.415 Data time: 0.0821, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8388 [2020-10-19 12:46:25,075][root][INFO] - ===> Epoch[6308](31539/5): Loss -0.8298, Sem 0.0185, dir -0.9865, norm 0.1382, swav 0.0000 LR: 5.111e-02 Score 99.384 Data time: 0.0732, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.3037 [2020-10-19 12:46:27,329][root][INFO] - ===> Epoch[6308](31540/5): Loss -0.8334, Sem 0.0176, dir -0.9876, norm 0.1366, swav 0.0000 LR: 5.111e-02 Score 99.401 Data time: 0.0982, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.1515 [2020-10-19 12:46:29,527][root][INFO] - ===> Epoch[6309](31541/5): Loss -0.8500, Sem 0.0159, dir -0.9886, norm 0.1228, swav 0.0000 LR: 5.111e-02 Score 99.461 Data time: 0.0688, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0640 [2020-10-19 12:46:31,563][root][INFO] - ===> Epoch[6309](31542/5): Loss -0.8432, Sem 0.0179, dir -0.9872, norm 0.1261, swav 0.0000 LR: 5.110e-02 Score 99.411 Data time: 0.0751, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9448 [2020-10-19 12:46:33,688][root][INFO] - ===> Epoch[6309](31543/5): Loss -0.8477, Sem 0.0149, dir -0.9890, norm 0.1265, swav 0.0000 LR: 5.110e-02 Score 99.491 Data time: 0.0829, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0315 [2020-10-19 12:46:35,571][root][INFO] - ===> Epoch[6309](31544/5): Loss -0.8253, Sem 0.0188, dir -0.9869, norm 0.1428, swav 0.0000 LR: 5.110e-02 Score 99.383 Data time: 0.0839, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.7782 [2020-10-19 12:46:37,694][root][INFO] - ===> Epoch[6309](31545/5): Loss -0.8472, Sem 0.0165, dir -0.9882, norm 0.1245, swav 0.0000 LR: 5.110e-02 Score 99.437 Data time: 0.0914, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0091 [2020-10-19 12:46:39,652][root][INFO] - ===> Epoch[6310](31546/5): Loss -0.8475, Sem 0.0152, dir -0.9885, norm 0.1257, swav 0.0000 LR: 5.110e-02 Score 99.498 Data time: 0.0776, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8506 [2020-10-19 12:46:42,030][root][INFO] - ===> Epoch[6310](31547/5): Loss -0.8438, Sem 0.0178, dir -0.9888, norm 0.1272, swav 0.0000 LR: 5.110e-02 Score 99.396 Data time: 0.0776, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2646 [2020-10-19 12:46:44,107][root][INFO] - ===> Epoch[6310](31548/5): Loss -0.8496, Sem 0.0155, dir -0.9881, norm 0.1230, swav 0.0000 LR: 5.109e-02 Score 99.474 Data time: 0.0525, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9767 [2020-10-19 12:46:46,429][root][INFO] - ===> Epoch[6310](31549/5): Loss -0.8384, Sem 0.0194, dir -0.9874, norm 0.1296, swav 0.0000 LR: 5.109e-02 Score 99.358 Data time: 0.0794, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2421 [2020-10-19 12:46:48,956][root][INFO] - ===> Epoch[6310](31550/5): Loss -0.8375, Sem 0.0161, dir -0.9882, norm 0.1346, swav 0.0000 LR: 5.109e-02 Score 99.475 Data time: 0.0633, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.4132 [2020-10-19 12:46:50,821][root][INFO] - ===> Epoch[6311](31551/5): Loss -0.8469, Sem 0.0172, dir -0.9873, norm 0.1232, swav 0.0000 LR: 5.109e-02 Score 99.424 Data time: 0.0863, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.7742 [2020-10-19 12:46:53,099][root][INFO] - ===> Epoch[6311](31552/5): Loss -0.8473, Sem 0.0158, dir -0.9891, norm 0.1261, swav 0.0000 LR: 5.109e-02 Score 99.493 Data time: 0.0813, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.1727 [2020-10-19 12:46:55,289][root][INFO] - ===> Epoch[6311](31553/5): Loss -0.8569, Sem 0.0151, dir -0.9894, norm 0.1174, swav 0.0000 LR: 5.109e-02 Score 99.493 Data time: 0.0799, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0826 [2020-10-19 12:46:57,355][root][INFO] - ===> Epoch[6311](31554/5): Loss -0.8418, Sem 0.0166, dir -0.9877, norm 0.1293, swav 0.0000 LR: 5.108e-02 Score 99.443 Data time: 0.0672, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9696 [2020-10-19 12:46:59,213][root][INFO] - ===> Epoch[6311](31555/5): Loss -0.8310, Sem 0.0213, dir -0.9854, norm 0.1330, swav 0.0000 LR: 5.108e-02 Score 99.279 Data time: 0.0748, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.7502 [2020-10-19 12:47:00,987][root][INFO] - ===> Epoch[6312](31556/5): Loss -0.8544, Sem 0.0154, dir -0.9882, norm 0.1184, swav 0.0000 LR: 5.108e-02 Score 99.474 Data time: 0.2057, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.6703 [2020-10-19 12:47:03,265][root][INFO] - ===> Epoch[6312](31557/5): Loss -0.8248, Sem 0.0186, dir -0.9855, norm 0.1421, swav 0.0000 LR: 5.108e-02 Score 99.397 Data time: 0.0829, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.1813 [2020-10-19 12:47:05,462][root][INFO] - ===> Epoch[6312](31558/5): Loss -0.8474, Sem 0.0180, dir -0.9880, norm 0.1226, swav 0.0000 LR: 5.108e-02 Score 99.401 Data time: 0.1136, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.0800 [2020-10-19 12:47:07,866][root][INFO] - ===> Epoch[6312](31559/5): Loss -0.8212, Sem 0.0184, dir -0.9871, norm 0.1475, swav 0.0000 LR: 5.108e-02 Score 99.388 Data time: 0.0719, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.2850 [2020-10-19 12:47:09,862][root][INFO] - ===> Epoch[6312](31560/5): Loss -0.8529, Sem 0.0158, dir -0.9895, norm 0.1208, swav 0.0000 LR: 5.107e-02 Score 99.455 Data time: 0.0710, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.8875 [2020-10-19 12:47:11,572][root][INFO] - ===> Epoch[6313](31561/5): Loss -0.8393, Sem 0.0156, dir -0.9888, norm 0.1340, swav 0.0000 LR: 5.107e-02 Score 99.474 Data time: 0.0722, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.6221 [2020-10-19 12:47:14,273][root][INFO] - ===> Epoch[6313](31562/5): Loss -0.8440, Sem 0.0168, dir -0.9877, norm 0.1269, swav 0.0000 LR: 5.107e-02 Score 99.428 Data time: 0.0744, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.6061 [2020-10-19 12:47:16,406][root][INFO] - ===> Epoch[6313](31563/5): Loss -0.8414, Sem 0.0161, dir -0.9876, norm 0.1301, swav 0.0000 LR: 5.107e-02 Score 99.460 Data time: 0.0651, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.0336 [2020-10-19 12:47:18,704][root][INFO] - ===> Epoch[6313](31564/5): Loss -0.8438, Sem 0.0151, dir -0.9884, norm 0.1294, swav 0.0000 LR: 5.107e-02 Score 99.500 Data time: 0.0780, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.2045 [2020-10-19 12:47:20,940][root][INFO] - ===> Epoch[6313](31565/5): Loss -0.8276, Sem 0.0167, dir -0.9871, norm 0.1428, swav 0.0000 LR: 5.107e-02 Score 99.442 Data time: 0.0933, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.1511 [2020-10-19 12:47:23,646][root][INFO] - ===> Epoch[6314](31566/5): Loss -0.8348, Sem 0.0164, dir -0.9879, norm 0.1367, swav 0.0000 LR: 5.107e-02 Score 99.454 Data time: 0.0856, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.5897 [2020-10-19 12:47:25,639][root][INFO] - ===> Epoch[6314](31567/5): Loss -0.8518, Sem 0.0173, dir -0.9880, norm 0.1188, swav 0.0000 LR: 5.106e-02 Score 99.402 Data time: 0.0897, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8986 [2020-10-19 12:47:27,777][root][INFO] - ===> Epoch[6314](31568/5): Loss -0.8349, Sem 0.0159, dir -0.9889, norm 0.1382, swav 0.0000 LR: 5.106e-02 Score 99.464 Data time: 0.0618, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0362 [2020-10-19 12:47:29,594][root][INFO] - ===> Epoch[6314](31569/5): Loss -0.8472, Sem 0.0160, dir -0.9891, norm 0.1259, swav 0.0000 LR: 5.106e-02 Score 99.462 Data time: 0.0689, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.7501 [2020-10-19 12:47:31,529][root][INFO] - ===> Epoch[6314](31570/5): Loss -0.8516, Sem 0.0162, dir -0.9888, norm 0.1210, swav 0.0000 LR: 5.106e-02 Score 99.425 Data time: 0.0828, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.8320 [2020-10-19 12:47:35,274][root][INFO] - ===> Epoch[6315](31571/5): Loss -0.8343, Sem 0.0162, dir -0.9871, norm 0.1366, swav 0.0000 LR: 5.106e-02 Score 99.459 Data time: 0.0841, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 3.6451 [2020-10-19 12:47:38,075][root][INFO] - ===> Epoch[6315](31572/5): Loss -0.8392, Sem 0.0179, dir -0.9879, norm 0.1308, swav 0.0000 LR: 5.106e-02 Score 99.396 Data time: 0.0754, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.6812 [2020-10-19 12:47:40,123][root][INFO] - ===> Epoch[6315](31573/5): Loss -0.8484, Sem 0.0173, dir -0.9885, norm 0.1228, swav 0.0000 LR: 5.105e-02 Score 99.413 Data time: 0.0630, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9564 [2020-10-19 12:47:42,438][root][INFO] - ===> Epoch[6315](31574/5): Loss -0.8471, Sem 0.0157, dir -0.9886, norm 0.1258, swav 0.0000 LR: 5.105e-02 Score 99.472 Data time: 0.0857, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2226 [2020-10-19 12:47:45,195][root][INFO] - ===> Epoch[6315](31575/5): Loss -0.8495, Sem 0.0163, dir -0.9883, norm 0.1225, swav 0.0000 LR: 5.105e-02 Score 99.446 Data time: 0.0673, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.6588 [2020-10-19 12:47:47,509][root][INFO] - ===> Epoch[6316](31576/5): Loss -0.8440, Sem 0.0163, dir -0.9869, norm 0.1266, swav 0.0000 LR: 5.105e-02 Score 99.450 Data time: 0.0804, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2173 [2020-10-19 12:47:49,886][root][INFO] - ===> Epoch[6316](31577/5): Loss -0.8446, Sem 0.0176, dir -0.9882, norm 0.1260, swav 0.0000 LR: 5.105e-02 Score 99.397 Data time: 0.1090, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2834 [2020-10-19 12:47:52,126][root][INFO] - ===> Epoch[6316](31578/5): Loss -0.8472, Sem 0.0160, dir -0.9882, norm 0.1250, swav 0.0000 LR: 5.105e-02 Score 99.458 Data time: 0.0807, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.1329 [2020-10-19 12:47:54,180][root][INFO] - ===> Epoch[6316](31579/5): Loss -0.8455, Sem 0.0202, dir -0.9872, norm 0.1215, swav 0.0000 LR: 5.104e-02 Score 99.323 Data time: 0.0662, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9500 [2020-10-19 12:47:56,600][root][INFO] - ===> Epoch[6316](31580/5): Loss -0.8383, Sem 0.0172, dir -0.9871, norm 0.1317, swav 0.0000 LR: 5.104e-02 Score 99.428 Data time: 0.0694, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.3521 [2020-10-19 12:47:58,643][root][INFO] - ===> Epoch[6317](31581/5): Loss -0.8429, Sem 0.0168, dir -0.9880, norm 0.1283, swav 0.0000 LR: 5.104e-02 Score 99.435 Data time: 0.0866, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9348 [2020-10-19 12:48:00,625][root][INFO] - ===> Epoch[6317](31582/5): Loss -0.8468, Sem 0.0144, dir -0.9882, norm 0.1271, swav 0.0000 LR: 5.104e-02 Score 99.514 Data time: 0.0730, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8748 [2020-10-19 12:48:03,088][root][INFO] - ===> Epoch[6317](31583/5): Loss -0.8505, Sem 0.0160, dir -0.9892, norm 0.1227, swav 0.0000 LR: 5.104e-02 Score 99.456 Data time: 0.1930, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.3424 [2020-10-19 12:48:05,416][root][INFO] - ===> Epoch[6317](31584/5): Loss -0.8466, Sem 0.0147, dir -0.9873, norm 0.1259, swav 0.0000 LR: 5.104e-02 Score 99.499 Data time: 0.1035, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2125 [2020-10-19 12:48:07,311][root][INFO] - ===> Epoch[6317](31585/5): Loss -0.8426, Sem 0.0184, dir -0.9871, norm 0.1261, swav 0.0000 LR: 5.103e-02 Score 99.375 Data time: 0.0774, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8014 [2020-10-19 12:48:09,335][root][INFO] - ===> Epoch[6318](31586/5): Loss -0.8452, Sem 0.0159, dir -0.9891, norm 0.1280, swav 0.0000 LR: 5.103e-02 Score 99.469 Data time: 0.1080, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9390 [2020-10-19 12:48:11,712][root][INFO] - ===> Epoch[6318](31587/5): Loss -0.8456, Sem 0.0171, dir -0.9884, norm 0.1256, swav 0.0000 LR: 5.103e-02 Score 99.419 Data time: 0.0779, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2778 [2020-10-19 12:48:13,291][root][INFO] - ===> Epoch[6318](31588/5): Loss -0.8395, Sem 0.0164, dir -0.9879, norm 0.1319, swav 0.0000 LR: 5.103e-02 Score 99.459 Data time: 0.0649, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.4888 [2020-10-19 12:48:15,649][root][INFO] - ===> Epoch[6318](31589/5): Loss -0.8521, Sem 0.0160, dir -0.9883, norm 0.1203, swav 0.0000 LR: 5.103e-02 Score 99.461 Data time: 0.0649, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2682 [2020-10-19 12:48:17,995][root][INFO] - ===> Epoch[6318](31590/5): Loss -0.8334, Sem 0.0181, dir -0.9873, norm 0.1358, swav 0.0000 LR: 5.103e-02 Score 99.388 Data time: 0.0803, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2468 [2020-10-19 12:48:19,991][root][INFO] - ===> Epoch[6319](31591/5): Loss -0.8504, Sem 0.0158, dir -0.9891, norm 0.1229, swav 0.0000 LR: 5.102e-02 Score 99.476 Data time: 0.0769, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8905 [2020-10-19 12:48:21,928][root][INFO] - ===> Epoch[6319](31592/5): Loss -0.8464, Sem 0.0163, dir -0.9874, norm 0.1248, swav 0.0000 LR: 5.102e-02 Score 99.461 Data time: 0.0461, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8318 [2020-10-19 12:48:23,911][root][INFO] - ===> Epoch[6319](31593/5): Loss -0.8385, Sem 0.0184, dir -0.9880, norm 0.1311, swav 0.0000 LR: 5.102e-02 Score 99.372 Data time: 0.1144, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9090 [2020-10-19 12:48:26,331][root][INFO] - ===> Epoch[6319](31594/5): Loss -0.8300, Sem 0.0183, dir -0.9865, norm 0.1382, swav 0.0000 LR: 5.102e-02 Score 99.397 Data time: 0.0759, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.3100 [2020-10-19 12:48:28,522][root][INFO] - ===> Epoch[6319](31595/5): Loss -0.8384, Sem 0.0165, dir -0.9871, norm 0.1323, swav 0.0000 LR: 5.102e-02 Score 99.435 Data time: 0.0746, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0926 [2020-10-19 12:48:30,605][root][INFO] - ===> Epoch[6320](31596/5): Loss -0.8429, Sem 0.0180, dir -0.9878, norm 0.1269, swav 0.0000 LR: 5.102e-02 Score 99.383 Data time: 0.0736, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9898 [2020-10-19 12:48:33,225][root][INFO] - ===> Epoch[6320](31597/5): Loss -0.8344, Sem 0.0188, dir -0.9873, norm 0.1341, swav 0.0000 LR: 5.102e-02 Score 99.397 Data time: 0.0902, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.5115 [2020-10-19 12:48:35,460][root][INFO] - ===> Epoch[6320](31598/5): Loss -0.8298, Sem 0.0154, dir -0.9884, norm 0.1431, swav 0.0000 LR: 5.101e-02 Score 99.481 Data time: 0.0573, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.1196 [2020-10-19 12:48:37,485][root][INFO] - ===> Epoch[6320](31599/5): Loss -0.8377, Sem 0.0173, dir -0.9887, norm 0.1336, swav 0.0000 LR: 5.101e-02 Score 99.417 Data time: 0.0757, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9460 [2020-10-19 12:48:39,498][root][INFO] - ===> Epoch[6320](31600/5): Loss -0.8303, Sem 0.0195, dir -0.9866, norm 0.1368, swav 0.0000 LR: 5.101e-02 Score 99.367 Data time: 0.0629, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9263 [2020-10-19 12:48:40,498][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 12:48:40,661][root][INFO] - ===> Start testing [2020-10-19 12:49:19,193][root][INFO] - 68/68: Data time: 0.0025, Iter time: 0.1470 Loss 0.212 (AVG: 0.544) Score 95.762 (AVG: 90.821) mIOU 70.289 mAP 83.738 mAcc 77.386 IOU: 63.261 0.090 79.944 73.924 94.601 92.027 39.738 78.665 98.241 64.118 81.916 86.635 60.591 mAP: 82.375 6.993 94.816 85.626 98.770 98.433 59.905 96.941 99.714 86.130 93.288 94.631 90.976 mAcc: 80.078 0.638 87.618 82.534 96.093 96.529 43.541 94.658 99.123 73.056 90.172 95.304 66.676 [2020-10-19 12:49:19,195][root][INFO] - Finished test. Elapsed time: 38.5317 [2020-10-19 12:49:22,115][root][INFO] - [2020-10-19 12:49:22,115][root][INFO] - ################################################################ [2020-10-19 12:49:22,116][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 12:49:22,116][root][INFO] - ################################################################ [2020-10-19 12:49:22,116][root][INFO] - clutter : nan nan nan [2020-10-19 12:49:22,116][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 12:49:22,116][root][INFO] - board : 0.767 0.822 0.913 [2020-10-19 12:49:22,116][root][INFO] - bookcase : 0.212 0.326 0.493 [2020-10-19 12:49:22,116][root][INFO] - ceiling : 0.375 0.426 0.503 [2020-10-19 12:49:22,116][root][INFO] - chair : 0.822 0.903 0.928 [2020-10-19 12:49:22,116][root][INFO] - column : 0.232 0.339 0.413 [2020-10-19 12:49:22,116][root][INFO] - door : 0.808 0.926 0.949 [2020-10-19 12:49:22,116][root][INFO] - floor : 0.724 0.727 0.791 [2020-10-19 12:49:22,116][root][INFO] - sofa : 0.403 0.545 0.704 [2020-10-19 12:49:22,116][root][INFO] - table : 0.131 0.294 0.606 [2020-10-19 12:49:22,116][root][INFO] - wall : 0.515 0.691 0.780 [2020-10-19 12:49:22,116][root][INFO] - window : 0.562 0.767 0.781 [2020-10-19 12:49:22,116][root][INFO] - ---------------------------------------------------------------- [2020-10-19 12:49:22,116][root][INFO] - average : 0.463 0.564 0.655 [2020-10-19 12:49:22,116][root][INFO] - [2020-10-19 12:49:22,268][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 12:49:22,269][root][INFO] - Current best mIoU: 72.177 at iter 31200 [2020-10-19 12:49:23,701][root][INFO] - ===> Epoch[6321](31601/5): Loss -0.8459, Sem 0.0169, dir -0.9875, norm 0.1247, swav 0.0000 LR: 5.101e-02 Score 99.435 Data time: 0.0498, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.4262 [2020-10-19 12:49:26,076][root][INFO] - ===> Epoch[6321](31602/5): Loss -0.8414, Sem 0.0158, dir -0.9887, norm 0.1315, swav 0.0000 LR: 5.101e-02 Score 99.472 Data time: 0.0608, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2825 [2020-10-19 12:49:28,269][root][INFO] - ===> Epoch[6321](31603/5): Loss -0.8359, Sem 0.0156, dir -0.9870, norm 0.1355, swav 0.0000 LR: 5.101e-02 Score 99.485 Data time: 0.0715, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.1217 [2020-10-19 12:49:30,407][root][INFO] - ===> Epoch[6321](31604/5): Loss -0.8415, Sem 0.0174, dir -0.9881, norm 0.1292, swav 0.0000 LR: 5.100e-02 Score 99.409 Data time: 0.0557, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0420 [2020-10-19 12:49:32,799][root][INFO] - ===> Epoch[6321](31605/5): Loss -0.8357, Sem 0.0188, dir -0.9861, norm 0.1316, swav 0.0000 LR: 5.100e-02 Score 99.380 Data time: 0.0572, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.3090 [2020-10-19 12:49:34,873][root][INFO] - ===> Epoch[6322](31606/5): Loss -0.8437, Sem 0.0160, dir -0.9882, norm 0.1284, swav 0.0000 LR: 5.100e-02 Score 99.462 Data time: 0.0872, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9886 [2020-10-19 12:49:36,991][root][INFO] - ===> Epoch[6322](31607/5): Loss -0.8444, Sem 0.0150, dir -0.9882, norm 0.1289, swav 0.0000 LR: 5.100e-02 Score 99.497 Data time: 0.0907, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9871 [2020-10-19 12:49:38,954][root][INFO] - ===> Epoch[6322](31608/5): Loss -0.8426, Sem 0.0170, dir -0.9883, norm 0.1288, swav 0.0000 LR: 5.100e-02 Score 99.424 Data time: 0.0746, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8500 [2020-10-19 12:49:41,195][root][INFO] - ===> Epoch[6322](31609/5): Loss -0.8292, Sem 0.0177, dir -0.9867, norm 0.1397, swav 0.0000 LR: 5.100e-02 Score 99.418 Data time: 0.0760, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.1225 [2020-10-19 12:49:43,597][root][INFO] - ===> Epoch[6322](31610/5): Loss -0.8368, Sem 0.0158, dir -0.9871, norm 0.1346, swav 0.0000 LR: 5.099e-02 Score 99.469 Data time: 0.0858, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2850 [2020-10-19 12:49:45,898][root][INFO] - ===> Epoch[6323](31611/5): Loss -0.8376, Sem 0.0185, dir -0.9875, norm 0.1314, swav 0.0000 LR: 5.099e-02 Score 99.384 Data time: 0.0968, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.1725 [2020-10-19 12:49:47,873][root][INFO] - ===> Epoch[6323](31612/5): Loss -0.8477, Sem 0.0169, dir -0.9884, norm 0.1239, swav 0.0000 LR: 5.099e-02 Score 99.435 Data time: 0.0868, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8783 [2020-10-19 12:49:49,880][root][INFO] - ===> Epoch[6323](31613/5): Loss -0.8303, Sem 0.0189, dir -0.9872, norm 0.1379, swav 0.0000 LR: 5.099e-02 Score 99.369 Data time: 0.0891, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9074 [2020-10-19 12:49:52,053][root][INFO] - ===> Epoch[6323](31614/5): Loss -0.8571, Sem 0.0157, dir -0.9891, norm 0.1163, swav 0.0000 LR: 5.099e-02 Score 99.479 Data time: 0.1055, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0795 [2020-10-19 12:49:54,039][root][INFO] - ===> Epoch[6323](31615/5): Loss -0.8386, Sem 0.0162, dir -0.9872, norm 0.1323, swav 0.0000 LR: 5.099e-02 Score 99.468 Data time: 0.0786, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.8653 [2020-10-19 12:49:56,467][root][INFO] - ===> Epoch[6324](31616/5): Loss -0.8282, Sem 0.0178, dir -0.9864, norm 0.1403, swav 0.0000 LR: 5.098e-02 Score 99.405 Data time: 0.1434, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.3373 [2020-10-19 12:49:58,581][root][INFO] - ===> Epoch[6324](31617/5): Loss -0.8462, Sem 0.0171, dir -0.9888, norm 0.1255, swav 0.0000 LR: 5.098e-02 Score 99.416 Data time: 0.0593, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.9904 [2020-10-19 12:50:00,407][root][INFO] - ===> Epoch[6324](31618/5): Loss -0.8365, Sem 0.0173, dir -0.9876, norm 0.1338, swav 0.0000 LR: 5.098e-02 Score 99.413 Data time: 0.0551, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 1.7563 [2020-10-19 12:50:02,506][root][INFO] - ===> Epoch[6324](31619/5): Loss -0.8234, Sem 0.0163, dir -0.9861, norm 0.1464, swav 0.0000 LR: 5.098e-02 Score 99.468 Data time: 0.1456, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.0695 [2020-10-19 12:50:04,857][root][INFO] - ===> Epoch[6324](31620/5): Loss -0.8512, Sem 0.0160, dir -0.9889, norm 0.1218, swav 0.0000 LR: 5.098e-02 Score 99.458 Data time: 0.1029, Forward time: 0.7777, Backward time: 1.1684, DDP time: 0.0032, Total iter time: 2.2512 [2020-10-19 12:50:06,691][root][INFO] - ===> Epoch[6325](31621/5): Loss -0.8399, Sem 0.0169, dir -0.9881, norm 0.1313, swav 0.0000 LR: 5.098e-02 Score 99.430 Data time: 0.0750, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.7183 [2020-10-19 12:50:08,740][root][INFO] - ===> Epoch[6325](31622/5): Loss -0.8407, Sem 0.0159, dir -0.9877, norm 0.1310, swav 0.0000 LR: 5.097e-02 Score 99.473 Data time: 0.0889, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9759 [2020-10-19 12:50:11,051][root][INFO] - ===> Epoch[6325](31623/5): Loss -0.8382, Sem 0.0169, dir -0.9877, norm 0.1326, swav 0.0000 LR: 5.097e-02 Score 99.426 Data time: 0.0784, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.2082 [2020-10-19 12:50:13,324][root][INFO] - ===> Epoch[6325](31624/5): Loss -0.8453, Sem 0.0166, dir -0.9876, norm 0.1258, swav 0.0000 LR: 5.097e-02 Score 99.441 Data time: 0.0709, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.1458 [2020-10-19 12:50:15,386][root][INFO] - ===> Epoch[6325](31625/5): Loss -0.8405, Sem 0.0166, dir -0.9879, norm 0.1308, swav 0.0000 LR: 5.097e-02 Score 99.438 Data time: 0.0902, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9762 [2020-10-19 12:50:17,246][root][INFO] - ===> Epoch[6326](31626/5): Loss -0.8445, Sem 0.0170, dir -0.9877, norm 0.1263, swav 0.0000 LR: 5.097e-02 Score 99.419 Data time: 0.0783, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.7461 [2020-10-19 12:50:19,201][root][INFO] - ===> Epoch[6326](31627/5): Loss -0.8466, Sem 0.0161, dir -0.9882, norm 0.1254, swav 0.0000 LR: 5.097e-02 Score 99.446 Data time: 0.0656, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.8611 [2020-10-19 12:50:21,908][root][INFO] - ===> Epoch[6326](31628/5): Loss -0.8368, Sem 0.0186, dir -0.9869, norm 0.1315, swav 0.0000 LR: 5.097e-02 Score 99.388 Data time: 0.0688, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.6085 [2020-10-19 12:50:24,522][root][INFO] - ===> Epoch[6326](31629/5): Loss -0.8479, Sem 0.0148, dir -0.9887, norm 0.1259, swav 0.0000 LR: 5.096e-02 Score 99.504 Data time: 0.0857, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.5203 [2020-10-19 12:50:26,591][root][INFO] - ===> Epoch[6326](31630/5): Loss -0.8471, Sem 0.0157, dir -0.9889, norm 0.1261, swav 0.0000 LR: 5.096e-02 Score 99.462 Data time: 0.1143, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9582 [2020-10-19 12:50:28,865][root][INFO] - ===> Epoch[6327](31631/5): Loss -0.8401, Sem 0.0164, dir -0.9875, norm 0.1309, swav 0.0000 LR: 5.096e-02 Score 99.441 Data time: 0.0795, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.1760 [2020-10-19 12:50:30,902][root][INFO] - ===> Epoch[6327](31632/5): Loss -0.8483, Sem 0.0178, dir -0.9887, norm 0.1227, swav 0.0000 LR: 5.096e-02 Score 99.405 Data time: 0.0941, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9310 [2020-10-19 12:50:33,034][root][INFO] - ===> Epoch[6327](31633/5): Loss -0.8485, Sem 0.0152, dir -0.9888, norm 0.1251, swav 0.0000 LR: 5.096e-02 Score 99.488 Data time: 0.0935, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.0205 [2020-10-19 12:50:35,090][root][INFO] - ===> Epoch[6327](31634/5): Loss -0.8525, Sem 0.0158, dir -0.9886, norm 0.1202, swav 0.0000 LR: 5.096e-02 Score 99.468 Data time: 0.0683, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9573 [2020-10-19 12:50:37,585][root][INFO] - ===> Epoch[6327](31635/5): Loss -0.8525, Sem 0.0155, dir -0.9881, norm 0.1201, swav 0.0000 LR: 5.095e-02 Score 99.463 Data time: 0.1763, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.3891 [2020-10-19 12:50:40,045][root][INFO] - ===> Epoch[6328](31636/5): Loss -0.8510, Sem 0.0163, dir -0.9880, norm 0.1207, swav 0.0000 LR: 5.095e-02 Score 99.451 Data time: 0.1110, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.3488 [2020-10-19 12:50:42,148][root][INFO] - ===> Epoch[6328](31637/5): Loss -0.8482, Sem 0.0164, dir -0.9883, norm 0.1236, swav 0.0000 LR: 5.095e-02 Score 99.441 Data time: 0.0801, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9857 [2020-10-19 12:50:44,573][root][INFO] - ===> Epoch[6328](31638/5): Loss -0.8324, Sem 0.0161, dir -0.9874, norm 0.1389, swav 0.0000 LR: 5.095e-02 Score 99.459 Data time: 0.0701, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.3300 [2020-10-19 12:50:46,653][root][INFO] - ===> Epoch[6328](31639/5): Loss -0.8390, Sem 0.0182, dir -0.9870, norm 0.1298, swav 0.0000 LR: 5.095e-02 Score 99.392 Data time: 0.0866, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9966 [2020-10-19 12:50:49,319][root][INFO] - ===> Epoch[6328](31640/5): Loss -0.8558, Sem 0.0158, dir -0.9891, norm 0.1175, swav 0.0000 LR: 5.095e-02 Score 99.469 Data time: 0.1554, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.5681 [2020-10-19 12:50:51,366][root][INFO] - ===> Epoch[6329](31641/5): Loss -0.8489, Sem 0.0150, dir -0.9888, norm 0.1248, swav 0.0000 LR: 5.094e-02 Score 99.483 Data time: 0.0677, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9417 [2020-10-19 12:50:53,773][root][INFO] - ===> Epoch[6329](31642/5): Loss -0.8453, Sem 0.0161, dir -0.9890, norm 0.1275, swav 0.0000 LR: 5.094e-02 Score 99.450 Data time: 0.0716, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.3049 [2020-10-19 12:50:55,932][root][INFO] - ===> Epoch[6329](31643/5): Loss -0.8456, Sem 0.0142, dir -0.9893, norm 0.1295, swav 0.0000 LR: 5.094e-02 Score 99.522 Data time: 0.0986, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.0614 [2020-10-19 12:50:58,247][root][INFO] - ===> Epoch[6329](31644/5): Loss -0.8457, Sem 0.0175, dir -0.9873, norm 0.1242, swav 0.0000 LR: 5.094e-02 Score 99.397 Data time: 0.0881, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.1980 [2020-10-19 12:51:00,251][root][INFO] - ===> Epoch[6329](31645/5): Loss -0.8595, Sem 0.0172, dir -0.9889, norm 0.1122, swav 0.0000 LR: 5.094e-02 Score 99.420 Data time: 0.0876, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9096 [2020-10-19 12:51:02,159][root][INFO] - ===> Epoch[6330](31646/5): Loss -0.8437, Sem 0.0177, dir -0.9880, norm 0.1266, swav 0.0000 LR: 5.094e-02 Score 99.407 Data time: 0.0829, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.7975 [2020-10-19 12:51:04,316][root][INFO] - ===> Epoch[6330](31647/5): Loss -0.8587, Sem 0.0160, dir -0.9885, norm 0.1139, swav 0.0000 LR: 5.093e-02 Score 99.455 Data time: 0.0681, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.0542 [2020-10-19 12:51:06,599][root][INFO] - ===> Epoch[6330](31648/5): Loss -0.8458, Sem 0.0171, dir -0.9884, norm 0.1255, swav 0.0000 LR: 5.093e-02 Score 99.435 Data time: 0.2408, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.2000 [2020-10-19 12:51:08,807][root][INFO] - ===> Epoch[6330](31649/5): Loss -0.8520, Sem 0.0146, dir -0.9888, norm 0.1222, swav 0.0000 LR: 5.093e-02 Score 99.511 Data time: 0.0975, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.1152 [2020-10-19 12:51:11,153][root][INFO] - ===> Epoch[6330](31650/5): Loss -0.8461, Sem 0.0171, dir -0.9884, norm 0.1252, swav 0.0000 LR: 5.093e-02 Score 99.423 Data time: 0.0479, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.2328 [2020-10-19 12:51:13,409][root][INFO] - ===> Epoch[6331](31651/5): Loss -0.8475, Sem 0.0185, dir -0.9876, norm 0.1216, swav 0.0000 LR: 5.093e-02 Score 99.411 Data time: 0.0614, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.1904 [2020-10-19 12:51:15,607][root][INFO] - ===> Epoch[6331](31652/5): Loss -0.8452, Sem 0.0154, dir -0.9890, norm 0.1284, swav 0.0000 LR: 5.093e-02 Score 99.480 Data time: 0.0790, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.1108 [2020-10-19 12:51:17,666][root][INFO] - ===> Epoch[6331](31653/5): Loss -0.8429, Sem 0.0203, dir -0.9869, norm 0.1238, swav 0.0000 LR: 5.092e-02 Score 99.328 Data time: 0.0697, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9481 [2020-10-19 12:51:19,711][root][INFO] - ===> Epoch[6331](31654/5): Loss -0.8411, Sem 0.0176, dir -0.9876, norm 0.1289, swav 0.0000 LR: 5.092e-02 Score 99.410 Data time: 0.0774, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9644 [2020-10-19 12:51:21,761][root][INFO] - ===> Epoch[6331](31655/5): Loss -0.8529, Sem 0.0163, dir -0.9879, norm 0.1188, swav 0.0000 LR: 5.092e-02 Score 99.456 Data time: 0.0625, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9498 [2020-10-19 12:51:23,734][root][INFO] - ===> Epoch[6332](31656/5): Loss -0.8559, Sem 0.0159, dir -0.9882, norm 0.1163, swav 0.0000 LR: 5.092e-02 Score 99.466 Data time: 0.0856, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.8687 [2020-10-19 12:51:25,558][root][INFO] - ===> Epoch[6332](31657/5): Loss -0.8415, Sem 0.0165, dir -0.9881, norm 0.1301, swav 0.0000 LR: 5.092e-02 Score 99.444 Data time: 0.0668, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.7219 [2020-10-19 12:51:27,475][root][INFO] - ===> Epoch[6332](31658/5): Loss -0.8518, Sem 0.0175, dir -0.9881, norm 0.1189, swav 0.0000 LR: 5.092e-02 Score 99.413 Data time: 0.0588, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.8181 [2020-10-19 12:51:30,073][root][INFO] - ===> Epoch[6332](31659/5): Loss -0.8521, Sem 0.0168, dir -0.9881, norm 0.1192, swav 0.0000 LR: 5.091e-02 Score 99.436 Data time: 0.0516, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.5298 [2020-10-19 12:51:32,231][root][INFO] - ===> Epoch[6332](31660/5): Loss -0.8451, Sem 0.0164, dir -0.9889, norm 0.1273, swav 0.0000 LR: 5.091e-02 Score 99.449 Data time: 0.0631, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.0485 [2020-10-19 12:51:34,561][root][INFO] - ===> Epoch[6333](31661/5): Loss -0.8472, Sem 0.0163, dir -0.9883, norm 0.1247, swav 0.0000 LR: 5.091e-02 Score 99.446 Data time: 0.0737, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.2534 [2020-10-19 12:51:36,990][root][INFO] - ===> Epoch[6333](31662/5): Loss -0.8346, Sem 0.0171, dir -0.9884, norm 0.1367, swav 0.0000 LR: 5.091e-02 Score 99.419 Data time: 0.0668, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.3208 [2020-10-19 12:51:38,947][root][INFO] - ===> Epoch[6333](31663/5): Loss -0.8449, Sem 0.0158, dir -0.9888, norm 0.1281, swav 0.0000 LR: 5.091e-02 Score 99.474 Data time: 0.1014, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.8568 [2020-10-19 12:51:41,297][root][INFO] - ===> Epoch[6333](31664/5): Loss -0.8317, Sem 0.0183, dir -0.9858, norm 0.1357, swav 0.0000 LR: 5.091e-02 Score 99.381 Data time: 0.0841, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.2342 [2020-10-19 12:51:43,361][root][INFO] - ===> Epoch[6333](31665/5): Loss -0.8386, Sem 0.0167, dir -0.9874, norm 0.1321, swav 0.0000 LR: 5.091e-02 Score 99.451 Data time: 0.0905, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9428 [2020-10-19 12:51:46,156][root][INFO] - ===> Epoch[6334](31666/5): Loss -0.8455, Sem 0.0165, dir -0.9880, norm 0.1261, swav 0.0000 LR: 5.090e-02 Score 99.457 Data time: 0.0738, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.6795 [2020-10-19 12:51:48,337][root][INFO] - ===> Epoch[6334](31667/5): Loss -0.8493, Sem 0.0176, dir -0.9885, norm 0.1217, swav 0.0000 LR: 5.090e-02 Score 99.402 Data time: 0.0821, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.0709 [2020-10-19 12:51:50,565][root][INFO] - ===> Epoch[6334](31668/5): Loss -0.8421, Sem 0.0149, dir -0.9885, norm 0.1315, swav 0.0000 LR: 5.090e-02 Score 99.502 Data time: 0.0743, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.1081 [2020-10-19 12:51:52,773][root][INFO] - ===> Epoch[6334](31669/5): Loss -0.8422, Sem 0.0159, dir -0.9884, norm 0.1304, swav 0.0000 LR: 5.090e-02 Score 99.471 Data time: 0.0978, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.1019 [2020-10-19 12:51:54,513][root][INFO] - ===> Epoch[6334](31670/5): Loss -0.8355, Sem 0.0198, dir -0.9871, norm 0.1317, swav 0.0000 LR: 5.090e-02 Score 99.356 Data time: 0.0655, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.6241 [2020-10-19 12:51:56,559][root][INFO] - ===> Epoch[6335](31671/5): Loss -0.8482, Sem 0.0163, dir -0.9882, norm 0.1237, swav 0.0000 LR: 5.090e-02 Score 99.450 Data time: 0.1102, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9467 [2020-10-19 12:51:58,877][root][INFO] - ===> Epoch[6335](31672/5): Loss -0.8426, Sem 0.0166, dir -0.9882, norm 0.1290, swav 0.0000 LR: 5.089e-02 Score 99.425 Data time: 0.0897, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.2521 [2020-10-19 12:52:01,136][root][INFO] - ===> Epoch[6335](31673/5): Loss -0.8415, Sem 0.0162, dir -0.9887, norm 0.1310, swav 0.0000 LR: 5.089e-02 Score 99.456 Data time: 0.0873, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.1437 [2020-10-19 12:52:03,322][root][INFO] - ===> Epoch[6335](31674/5): Loss -0.8393, Sem 0.0171, dir -0.9872, norm 0.1307, swav 0.0000 LR: 5.089e-02 Score 99.424 Data time: 0.0589, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.0825 [2020-10-19 12:52:05,378][root][INFO] - ===> Epoch[6335](31675/5): Loss -0.8443, Sem 0.0161, dir -0.9889, norm 0.1284, swav 0.0000 LR: 5.089e-02 Score 99.452 Data time: 0.0727, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9686 [2020-10-19 12:52:07,356][root][INFO] - ===> Epoch[6336](31676/5): Loss -0.8345, Sem 0.0194, dir -0.9871, norm 0.1332, swav 0.0000 LR: 5.089e-02 Score 99.355 Data time: 0.0746, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.8549 [2020-10-19 12:52:09,441][root][INFO] - ===> Epoch[6336](31677/5): Loss -0.8360, Sem 0.0166, dir -0.9874, norm 0.1349, swav 0.0000 LR: 5.089e-02 Score 99.437 Data time: 0.0849, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9937 [2020-10-19 12:52:11,522][root][INFO] - ===> Epoch[6336](31678/5): Loss -0.8438, Sem 0.0170, dir -0.9888, norm 0.1280, swav 0.0000 LR: 5.088e-02 Score 99.415 Data time: 0.0669, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9711 [2020-10-19 12:52:13,644][root][INFO] - ===> Epoch[6336](31679/5): Loss -0.8270, Sem 0.0172, dir -0.9878, norm 0.1436, swav 0.0000 LR: 5.088e-02 Score 99.433 Data time: 0.0648, Forward time: 0.7777, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.0205 [2020-10-19 12:52:15,690][root][INFO] - ===> Epoch[6336](31680/5): Loss -0.8445, Sem 0.0158, dir -0.9880, norm 0.1277, swav 0.0000 LR: 5.088e-02 Score 99.478 Data time: 0.0816, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.9419 [2020-10-19 12:52:17,897][root][INFO] - ===> Epoch[6337](31681/5): Loss -0.8379, Sem 0.0164, dir -0.9885, norm 0.1342, swav 0.0000 LR: 5.088e-02 Score 99.442 Data time: 0.0837, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.0942 [2020-10-19 12:52:19,819][root][INFO] - ===> Epoch[6337](31682/5): Loss -0.8392, Sem 0.0169, dir -0.9870, norm 0.1309, swav 0.0000 LR: 5.088e-02 Score 99.412 Data time: 0.0631, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 1.8098 [2020-10-19 12:52:21,599][root][INFO] - ===> Epoch[6337](31683/5): Loss -0.8363, Sem 0.0176, dir -0.9873, norm 0.1334, swav 0.0000 LR: 5.088e-02 Score 99.416 Data time: 0.0765, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 1.6842 [2020-10-19 12:52:23,617][root][INFO] - ===> Epoch[6337](31684/5): Loss -0.8203, Sem 0.0197, dir -0.9873, norm 0.1472, swav 0.0000 LR: 5.087e-02 Score 99.354 Data time: 0.1874, Forward time: 0.7777, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 1.9158 [2020-10-19 12:52:25,725][root][INFO] - ===> Epoch[6337](31685/5): Loss -0.8472, Sem 0.0165, dir -0.9886, norm 0.1249, swav 0.0000 LR: 5.087e-02 Score 99.437 Data time: 0.0853, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 1.9903 [2020-10-19 12:52:28,600][root][INFO] - ===> Epoch[6338](31686/5): Loss -0.8385, Sem 0.0157, dir -0.9878, norm 0.1335, swav 0.0000 LR: 5.087e-02 Score 99.490 Data time: 0.0753, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 2.7505 [2020-10-19 12:52:31,278][root][INFO] - ===> Epoch[6338](31687/5): Loss -0.8188, Sem 0.0184, dir -0.9866, norm 0.1494, swav 0.0000 LR: 5.087e-02 Score 99.398 Data time: 0.0752, Forward time: 0.7778, Backward time: 1.1683, DDP time: 0.0032, Total iter time: 2.5540 [2020-10-19 12:52:33,256][root][INFO] - ===> Epoch[6338](31688/5): Loss -0.8457, Sem 0.0200, dir -0.9880, norm 0.1222, swav 0.0000 LR: 5.087e-02 Score 99.371 Data time: 0.0885, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 1.8734 [2020-10-19 12:52:35,356][root][INFO] - ===> Epoch[6338](31689/5): Loss -0.8433, Sem 0.0184, dir -0.9878, norm 0.1262, swav 0.0000 LR: 5.087e-02 Score 99.380 Data time: 0.0889, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 1.9959 [2020-10-19 12:52:37,172][root][INFO] - ===> Epoch[6338](31690/5): Loss -0.8399, Sem 0.0163, dir -0.9888, norm 0.1326, swav 0.0000 LR: 5.086e-02 Score 99.461 Data time: 0.2294, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 1.6920 [2020-10-19 12:52:39,345][root][INFO] - ===> Epoch[6339](31691/5): Loss -0.8352, Sem 0.0166, dir -0.9865, norm 0.1347, swav 0.0000 LR: 5.086e-02 Score 99.441 Data time: 0.0890, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 2.0861 [2020-10-19 12:52:41,067][root][INFO] - ===> Epoch[6339](31692/5): Loss -0.8477, Sem 0.0158, dir -0.9892, norm 0.1257, swav 0.0000 LR: 5.086e-02 Score 99.470 Data time: 0.0522, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 1.5795 [2020-10-19 12:52:43,081][root][INFO] - ===> Epoch[6339](31693/5): Loss -0.8399, Sem 0.0173, dir -0.9879, norm 0.1308, swav 0.0000 LR: 5.086e-02 Score 99.427 Data time: 0.0741, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 1.9160 [2020-10-19 12:52:45,722][root][INFO] - ===> Epoch[6339](31694/5): Loss -0.8350, Sem 0.0180, dir -0.9869, norm 0.1339, swav 0.0000 LR: 5.086e-02 Score 99.414 Data time: 0.0808, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 2.5464 [2020-10-19 12:52:47,933][root][INFO] - ===> Epoch[6339](31695/5): Loss -0.8420, Sem 0.0165, dir -0.9878, norm 0.1292, swav 0.0000 LR: 5.086e-02 Score 99.450 Data time: 0.0808, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 2.0795 [2020-10-19 12:52:49,805][root][INFO] - ===> Epoch[6340](31696/5): Loss -0.8467, Sem 0.0162, dir -0.9883, norm 0.1254, swav 0.0000 LR: 5.086e-02 Score 99.452 Data time: 0.1981, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 1.7754 [2020-10-19 12:52:51,985][root][INFO] - ===> Epoch[6340](31697/5): Loss -0.8411, Sem 0.0194, dir -0.9885, norm 0.1281, swav 0.0000 LR: 5.085e-02 Score 99.390 Data time: 0.0861, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 2.0851 [2020-10-19 12:52:54,438][root][INFO] - ===> Epoch[6340](31698/5): Loss -0.8351, Sem 0.0191, dir -0.9874, norm 0.1331, swav 0.0000 LR: 5.085e-02 Score 99.370 Data time: 0.0765, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 2.3532 [2020-10-19 12:52:56,234][root][INFO] - ===> Epoch[6340](31699/5): Loss -0.8376, Sem 0.0178, dir -0.9882, norm 0.1328, swav 0.0000 LR: 5.085e-02 Score 99.396 Data time: 0.0540, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 1.6996 [2020-10-19 12:52:58,528][root][INFO] - ===> Epoch[6340](31700/5): Loss -0.8358, Sem 0.0179, dir -0.9886, norm 0.1349, swav 0.0000 LR: 5.085e-02 Score 99.405 Data time: 0.0736, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 2.2035 [2020-10-19 12:52:59,436][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 12:53:01,188][root][INFO] - ===> Epoch[6341](31701/5): Loss -0.8393, Sem 0.0169, dir -0.9879, norm 0.1316, swav 0.0000 LR: 5.085e-02 Score 99.412 Data time: 0.0777, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 1.5705 [2020-10-19 12:53:03,732][root][INFO] - ===> Epoch[6341](31702/5): Loss -0.8336, Sem 0.0162, dir -0.9872, norm 0.1373, swav 0.0000 LR: 5.085e-02 Score 99.454 Data time: 0.0900, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 2.4613 [2020-10-19 12:53:05,517][root][INFO] - ===> Epoch[6341](31703/5): Loss -0.8483, Sem 0.0161, dir -0.9886, norm 0.1243, swav 0.0000 LR: 5.084e-02 Score 99.454 Data time: 0.0561, Forward time: 0.7777, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 1.6672 [2020-10-19 12:53:07,729][root][INFO] - ===> Epoch[6341](31704/5): Loss -0.8342, Sem 0.0160, dir -0.9868, norm 0.1367, swav 0.0000 LR: 5.084e-02 Score 99.455 Data time: 0.0913, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 2.1568 [2020-10-19 12:53:10,002][root][INFO] - ===> Epoch[6341](31705/5): Loss -0.8504, Sem 0.0149, dir -0.9892, norm 0.1238, swav 0.0000 LR: 5.084e-02 Score 99.501 Data time: 0.0682, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 2.1745 [2020-10-19 12:53:11,962][root][INFO] - ===> Epoch[6342](31706/5): Loss -0.8409, Sem 0.0178, dir -0.9884, norm 0.1296, swav 0.0000 LR: 5.084e-02 Score 99.404 Data time: 0.0755, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 1.8627 [2020-10-19 12:53:14,251][root][INFO] - ===> Epoch[6342](31707/5): Loss -0.8487, Sem 0.0150, dir -0.9892, norm 0.1255, swav 0.0000 LR: 5.084e-02 Score 99.495 Data time: 0.0794, Forward time: 0.7777, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 2.1790 [2020-10-19 12:53:17,070][root][INFO] - ===> Epoch[6342](31708/5): Loss -0.8379, Sem 0.0161, dir -0.9877, norm 0.1337, swav 0.0000 LR: 5.084e-02 Score 99.473 Data time: 0.0844, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 2.7221 [2020-10-19 12:53:19,322][root][INFO] - ===> Epoch[6342](31709/5): Loss -0.8321, Sem 0.0173, dir -0.9878, norm 0.1384, swav 0.0000 LR: 5.083e-02 Score 99.413 Data time: 0.0839, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 2.1511 [2020-10-19 12:53:21,576][root][INFO] - ===> Epoch[6342](31710/5): Loss -0.8456, Sem 0.0164, dir -0.9889, norm 0.1269, swav 0.0000 LR: 5.083e-02 Score 99.455 Data time: 0.0661, Forward time: 0.7777, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 2.1491 [2020-10-19 12:53:23,797][root][INFO] - ===> Epoch[6343](31711/5): Loss -0.8468, Sem 0.0169, dir -0.9882, norm 0.1245, swav 0.0000 LR: 5.083e-02 Score 99.426 Data time: 0.0786, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 2.1294 [2020-10-19 12:53:25,700][root][INFO] - ===> Epoch[6343](31712/5): Loss -0.8531, Sem 0.0155, dir -0.9889, norm 0.1203, swav 0.0000 LR: 5.083e-02 Score 99.476 Data time: 0.0648, Forward time: 0.7777, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 1.7942 [2020-10-19 12:53:27,641][root][INFO] - ===> Epoch[6343](31713/5): Loss -0.8403, Sem 0.0165, dir -0.9886, norm 0.1317, swav 0.0000 LR: 5.083e-02 Score 99.437 Data time: 0.0823, Forward time: 0.7777, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 1.8476 [2020-10-19 12:53:29,890][root][INFO] - ===> Epoch[6343](31714/5): Loss -0.8399, Sem 0.0180, dir -0.9880, norm 0.1301, swav 0.0000 LR: 5.083e-02 Score 99.393 Data time: 0.0834, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 2.1550 [2020-10-19 12:53:32,248][root][INFO] - ===> Epoch[6343](31715/5): Loss -0.8435, Sem 0.0164, dir -0.9876, norm 0.1277, swav 0.0000 LR: 5.082e-02 Score 99.455 Data time: 0.0712, Forward time: 0.7777, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 2.2510 [2020-10-19 12:53:34,080][root][INFO] - ===> Epoch[6344](31716/5): Loss -0.8539, Sem 0.0168, dir -0.9882, norm 0.1174, swav 0.0000 LR: 5.082e-02 Score 99.422 Data time: 0.0816, Forward time: 0.7777, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 1.7497 [2020-10-19 12:53:36,290][root][INFO] - ===> Epoch[6344](31717/5): Loss -0.8492, Sem 0.0151, dir -0.9889, norm 0.1246, swav 0.0000 LR: 5.082e-02 Score 99.496 Data time: 0.0786, Forward time: 0.7777, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 2.1176 [2020-10-19 12:53:38,474][root][INFO] - ===> Epoch[6344](31718/5): Loss -0.8443, Sem 0.0165, dir -0.9887, norm 0.1279, swav 0.0000 LR: 5.082e-02 Score 99.445 Data time: 0.0903, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 2.0659 [2020-10-19 12:53:40,539][root][INFO] - ===> Epoch[6344](31719/5): Loss -0.8388, Sem 0.0175, dir -0.9876, norm 0.1313, swav 0.0000 LR: 5.082e-02 Score 99.418 Data time: 0.0819, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 1.9248 [2020-10-19 12:53:42,463][root][INFO] - ===> Epoch[6344](31720/5): Loss -0.8547, Sem 0.0154, dir -0.9885, norm 0.1184, swav 0.0000 LR: 5.082e-02 Score 99.469 Data time: 0.0746, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 1.8239 [2020-10-19 12:53:44,798][root][INFO] - ===> Epoch[6345](31721/5): Loss -0.8318, Sem 0.0173, dir -0.9871, norm 0.1380, swav 0.0000 LR: 5.081e-02 Score 99.424 Data time: 0.1285, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 2.2210 [2020-10-19 12:53:46,858][root][INFO] - ===> Epoch[6345](31722/5): Loss -0.8426, Sem 0.0170, dir -0.9886, norm 0.1290, swav 0.0000 LR: 5.081e-02 Score 99.417 Data time: 0.0834, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 1.9384 [2020-10-19 12:53:48,867][root][INFO] - ===> Epoch[6345](31723/5): Loss -0.8458, Sem 0.0176, dir -0.9877, norm 0.1243, swav 0.0000 LR: 5.081e-02 Score 99.410 Data time: 0.0846, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.9176 [2020-10-19 12:53:51,322][root][INFO] - ===> Epoch[6345](31724/5): Loss -0.8343, Sem 0.0182, dir -0.9865, norm 0.1339, swav 0.0000 LR: 5.081e-02 Score 99.439 Data time: 0.0892, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.3496 [2020-10-19 12:53:53,253][root][INFO] - ===> Epoch[6345](31725/5): Loss -0.8509, Sem 0.0155, dir -0.9878, norm 0.1214, swav 0.0000 LR: 5.081e-02 Score 99.475 Data time: 0.0682, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.8145 [2020-10-19 12:53:55,340][root][INFO] - ===> Epoch[6346](31726/5): Loss -0.8473, Sem 0.0154, dir -0.9884, norm 0.1258, swav 0.0000 LR: 5.081e-02 Score 99.474 Data time: 0.0880, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.0184 [2020-10-19 12:53:57,234][root][INFO] - ===> Epoch[6346](31727/5): Loss -0.8299, Sem 0.0162, dir -0.9875, norm 0.1414, swav 0.0000 LR: 5.080e-02 Score 99.466 Data time: 0.0834, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.7897 [2020-10-19 12:53:59,965][root][INFO] - ===> Epoch[6346](31728/5): Loss -0.8418, Sem 0.0173, dir -0.9882, norm 0.1291, swav 0.0000 LR: 5.080e-02 Score 99.410 Data time: 0.0747, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.6196 [2020-10-19 12:54:02,027][root][INFO] - ===> Epoch[6346](31729/5): Loss -0.8172, Sem 0.0194, dir -0.9859, norm 0.1494, swav 0.0000 LR: 5.080e-02 Score 99.350 Data time: 0.0851, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.9600 [2020-10-19 12:54:03,960][root][INFO] - ===> Epoch[6346](31730/5): Loss -0.8441, Sem 0.0147, dir -0.9887, norm 0.1300, swav 0.0000 LR: 5.080e-02 Score 99.502 Data time: 0.0557, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.8034 [2020-10-19 12:54:06,269][root][INFO] - ===> Epoch[6347](31731/5): Loss -0.8221, Sem 0.0190, dir -0.9848, norm 0.1436, swav 0.0000 LR: 5.080e-02 Score 99.365 Data time: 0.0819, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.2104 [2020-10-19 12:54:08,343][root][INFO] - ===> Epoch[6347](31732/5): Loss -0.8472, Sem 0.0167, dir -0.9893, norm 0.1253, swav 0.0000 LR: 5.080e-02 Score 99.441 Data time: 0.0715, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.9647 [2020-10-19 12:54:10,553][root][INFO] - ===> Epoch[6347](31733/5): Loss -0.8272, Sem 0.0194, dir -0.9865, norm 0.1399, swav 0.0000 LR: 5.080e-02 Score 99.383 Data time: 0.0642, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.1117 [2020-10-19 12:54:12,684][root][INFO] - ===> Epoch[6347](31734/5): Loss -0.8416, Sem 0.0160, dir -0.9887, norm 0.1311, swav 0.0000 LR: 5.079e-02 Score 99.462 Data time: 0.0658, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.0646 [2020-10-19 12:54:15,101][root][INFO] - ===> Epoch[6347](31735/5): Loss -0.8450, Sem 0.0153, dir -0.9887, norm 0.1284, swav 0.0000 LR: 5.079e-02 Score 99.477 Data time: 0.0789, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.3014 [2020-10-19 12:54:17,150][root][INFO] - ===> Epoch[6348](31736/5): Loss -0.8535, Sem 0.0169, dir -0.9891, norm 0.1187, swav 0.0000 LR: 5.079e-02 Score 99.411 Data time: 0.0768, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.9399 [2020-10-19 12:54:19,349][root][INFO] - ===> Epoch[6348](31737/5): Loss -0.8304, Sem 0.0168, dir -0.9864, norm 0.1392, swav 0.0000 LR: 5.079e-02 Score 99.443 Data time: 0.0757, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.0965 [2020-10-19 12:54:21,716][root][INFO] - ===> Epoch[6348](31738/5): Loss -0.8630, Sem 0.0162, dir -0.9887, norm 0.1096, swav 0.0000 LR: 5.079e-02 Score 99.455 Data time: 0.0795, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.2559 [2020-10-19 12:54:23,670][root][INFO] - ===> Epoch[6348](31739/5): Loss -0.8351, Sem 0.0172, dir -0.9864, norm 0.1342, swav 0.0000 LR: 5.079e-02 Score 99.422 Data time: 0.0914, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.8313 [2020-10-19 12:54:26,094][root][INFO] - ===> Epoch[6348](31740/5): Loss -0.8431, Sem 0.0157, dir -0.9882, norm 0.1295, swav 0.0000 LR: 5.078e-02 Score 99.473 Data time: 0.1305, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.3101 [2020-10-19 12:54:28,162][root][INFO] - ===> Epoch[6349](31741/5): Loss -0.8396, Sem 0.0186, dir -0.9883, norm 0.1300, swav 0.0000 LR: 5.078e-02 Score 99.373 Data time: 0.0886, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.9549 [2020-10-19 12:54:30,149][root][INFO] - ===> Epoch[6349](31742/5): Loss -0.8426, Sem 0.0158, dir -0.9889, norm 0.1305, swav 0.0000 LR: 5.078e-02 Score 99.467 Data time: 0.0626, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.8970 [2020-10-19 12:54:32,522][root][INFO] - ===> Epoch[6349](31743/5): Loss -0.8373, Sem 0.0169, dir -0.9871, norm 0.1329, swav 0.0000 LR: 5.078e-02 Score 99.450 Data time: 0.0702, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.3045 [2020-10-19 12:54:35,516][root][INFO] - ===> Epoch[6349](31744/5): Loss -0.8426, Sem 0.0175, dir -0.9879, norm 0.1278, swav 0.0000 LR: 5.078e-02 Score 99.399 Data time: 0.0555, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 2.8772 [2020-10-19 12:54:37,761][root][INFO] - ===> Epoch[6349](31745/5): Loss -0.8377, Sem 0.0171, dir -0.9877, norm 0.1329, swav 0.0000 LR: 5.078e-02 Score 99.438 Data time: 0.0581, Forward time: 0.7778, Backward time: 1.1682, DDP time: 0.0032, Total iter time: 2.1820 [2020-10-19 12:54:39,883][root][INFO] - ===> Epoch[6350](31746/5): Loss -0.8439, Sem 0.0163, dir -0.9883, norm 0.1281, swav 0.0000 LR: 5.077e-02 Score 99.444 Data time: 0.4532, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.0133 [2020-10-19 12:54:42,434][root][INFO] - ===> Epoch[6350](31747/5): Loss -0.8404, Sem 0.0157, dir -0.9878, norm 0.1317, swav 0.0000 LR: 5.077e-02 Score 99.477 Data time: 0.1386, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.4811 [2020-10-19 12:54:44,396][root][INFO] - ===> Epoch[6350](31748/5): Loss -0.8567, Sem 0.0152, dir -0.9886, norm 0.1168, swav 0.0000 LR: 5.077e-02 Score 99.489 Data time: 0.0911, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.8388 [2020-10-19 12:54:46,535][root][INFO] - ===> Epoch[6350](31749/5): Loss -0.8411, Sem 0.0167, dir -0.9888, norm 0.1310, swav 0.0000 LR: 5.077e-02 Score 99.446 Data time: 0.0917, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.0422 [2020-10-19 12:54:48,777][root][INFO] - ===> Epoch[6350](31750/5): Loss -0.8273, Sem 0.0182, dir -0.9877, norm 0.1422, swav 0.0000 LR: 5.077e-02 Score 99.390 Data time: 0.0774, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.1052 [2020-10-19 12:54:50,779][root][INFO] - ===> Epoch[6351](31751/5): Loss -0.8436, Sem 0.0172, dir -0.9887, norm 0.1280, swav 0.0000 LR: 5.077e-02 Score 99.414 Data time: 0.0806, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.8889 [2020-10-19 12:54:52,843][root][INFO] - ===> Epoch[6351](31752/5): Loss -0.8545, Sem 0.0157, dir -0.9895, norm 0.1193, swav 0.0000 LR: 5.076e-02 Score 99.464 Data time: 0.0657, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.9693 [2020-10-19 12:54:55,222][root][INFO] - ===> Epoch[6351](31753/5): Loss -0.8473, Sem 0.0148, dir -0.9879, norm 0.1258, swav 0.0000 LR: 5.076e-02 Score 99.503 Data time: 0.1100, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.2727 [2020-10-19 12:54:57,632][root][INFO] - ===> Epoch[6351](31754/5): Loss -0.8572, Sem 0.0161, dir -0.9884, norm 0.1151, swav 0.0000 LR: 5.076e-02 Score 99.448 Data time: 0.0707, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.2954 [2020-10-19 12:54:59,966][root][INFO] - ===> Epoch[6351](31755/5): Loss -0.8387, Sem 0.0182, dir -0.9871, norm 0.1302, swav 0.0000 LR: 5.076e-02 Score 99.382 Data time: 0.0805, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.2316 [2020-10-19 12:55:02,318][root][INFO] - ===> Epoch[6352](31756/5): Loss -0.8448, Sem 0.0166, dir -0.9892, norm 0.1277, swav 0.0000 LR: 5.076e-02 Score 99.436 Data time: 0.0757, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.2508 [2020-10-19 12:55:04,904][root][INFO] - ===> Epoch[6352](31757/5): Loss -0.8394, Sem 0.0154, dir -0.9879, norm 0.1331, swav 0.0000 LR: 5.076e-02 Score 99.480 Data time: 0.0839, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.5017 [2020-10-19 12:55:07,275][root][INFO] - ===> Epoch[6352](31758/5): Loss -0.8460, Sem 0.0157, dir -0.9891, norm 0.1274, swav 0.0000 LR: 5.075e-02 Score 99.475 Data time: 0.1066, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.2434 [2020-10-19 12:55:09,763][root][INFO] - ===> Epoch[6352](31759/5): Loss -0.8509, Sem 0.0179, dir -0.9869, norm 0.1180, swav 0.0000 LR: 5.075e-02 Score 99.397 Data time: 0.0847, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.3582 [2020-10-19 12:55:12,120][root][INFO] - ===> Epoch[6352](31760/5): Loss -0.8474, Sem 0.0160, dir -0.9873, norm 0.1238, swav 0.0000 LR: 5.075e-02 Score 99.475 Data time: 0.0835, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.2386 [2020-10-19 12:55:14,172][root][INFO] - ===> Epoch[6353](31761/5): Loss -0.8398, Sem 0.0195, dir -0.9881, norm 0.1288, swav 0.0000 LR: 5.075e-02 Score 99.344 Data time: 0.0962, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.9316 [2020-10-19 12:55:16,217][root][INFO] - ===> Epoch[6353](31762/5): Loss -0.8522, Sem 0.0160, dir -0.9888, norm 0.1206, swav 0.0000 LR: 5.075e-02 Score 99.453 Data time: 0.0919, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.9312 [2020-10-19 12:55:18,268][root][INFO] - ===> Epoch[6353](31763/5): Loss -0.8489, Sem 0.0152, dir -0.9894, norm 0.1253, swav 0.0000 LR: 5.075e-02 Score 99.479 Data time: 0.0658, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.9275 [2020-10-19 12:55:20,762][root][INFO] - ===> Epoch[6353](31764/5): Loss -0.8444, Sem 0.0180, dir -0.9881, norm 0.1257, swav 0.0000 LR: 5.075e-02 Score 99.398 Data time: 0.0661, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.3884 [2020-10-19 12:55:23,095][root][INFO] - ===> Epoch[6353](31765/5): Loss -0.8424, Sem 0.0157, dir -0.9874, norm 0.1293, swav 0.0000 LR: 5.074e-02 Score 99.465 Data time: 0.1067, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.2196 [2020-10-19 12:55:25,246][root][INFO] - ===> Epoch[6354](31766/5): Loss -0.8457, Sem 0.0172, dir -0.9867, norm 0.1238, swav 0.0000 LR: 5.074e-02 Score 99.428 Data time: 0.0989, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.0204 [2020-10-19 12:55:27,377][root][INFO] - ===> Epoch[6354](31767/5): Loss -0.8404, Sem 0.0178, dir -0.9882, norm 0.1300, swav 0.0000 LR: 5.074e-02 Score 99.424 Data time: 0.0927, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.0123 [2020-10-19 12:55:29,310][root][INFO] - ===> Epoch[6354](31768/5): Loss -0.8558, Sem 0.0154, dir -0.9892, norm 0.1180, swav 0.0000 LR: 5.074e-02 Score 99.473 Data time: 0.0687, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.8204 [2020-10-19 12:55:31,619][root][INFO] - ===> Epoch[6354](31769/5): Loss -0.8428, Sem 0.0158, dir -0.9883, norm 0.1298, swav 0.0000 LR: 5.074e-02 Score 99.467 Data time: 0.2285, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.2236 [2020-10-19 12:55:34,235][root][INFO] - ===> Epoch[6354](31770/5): Loss -0.8417, Sem 0.0165, dir -0.9887, norm 0.1305, swav 0.0000 LR: 5.074e-02 Score 99.463 Data time: 0.1070, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.4904 [2020-10-19 12:55:36,030][root][INFO] - ===> Epoch[6355](31771/5): Loss -0.8462, Sem 0.0182, dir -0.9871, norm 0.1228, swav 0.0000 LR: 5.073e-02 Score 99.392 Data time: 0.0582, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.6651 [2020-10-19 12:55:38,051][root][INFO] - ===> Epoch[6355](31772/5): Loss -0.8500, Sem 0.0156, dir -0.9878, norm 0.1222, swav 0.0000 LR: 5.073e-02 Score 99.472 Data time: 0.0921, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.9111 [2020-10-19 12:55:40,163][root][INFO] - ===> Epoch[6355](31773/5): Loss -0.8395, Sem 0.0179, dir -0.9877, norm 0.1303, swav 0.0000 LR: 5.073e-02 Score 99.392 Data time: 0.0826, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.0031 [2020-10-19 12:55:42,259][root][INFO] - ===> Epoch[6355](31774/5): Loss -0.8420, Sem 0.0169, dir -0.9871, norm 0.1282, swav 0.0000 LR: 5.073e-02 Score 99.437 Data time: 0.1020, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.9764 [2020-10-19 12:55:44,122][root][INFO] - ===> Epoch[6355](31775/5): Loss -0.8437, Sem 0.0176, dir -0.9863, norm 0.1250, swav 0.0000 LR: 5.073e-02 Score 99.417 Data time: 0.0628, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.7601 [2020-10-19 12:55:46,075][root][INFO] - ===> Epoch[6356](31776/5): Loss -0.8364, Sem 0.0171, dir -0.9889, norm 0.1354, swav 0.0000 LR: 5.073e-02 Score 99.435 Data time: 0.0627, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.8528 [2020-10-19 12:55:48,609][root][INFO] - ===> Epoch[6356](31777/5): Loss -0.8397, Sem 0.0137, dir -0.9888, norm 0.1355, swav 0.0000 LR: 5.072e-02 Score 99.537 Data time: 0.0947, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.4250 [2020-10-19 12:55:50,748][root][INFO] - ===> Epoch[6356](31778/5): Loss -0.8459, Sem 0.0179, dir -0.9882, norm 0.1244, swav 0.0000 LR: 5.072e-02 Score 99.391 Data time: 0.0636, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.0038 [2020-10-19 12:55:52,738][root][INFO] - ===> Epoch[6356](31779/5): Loss -0.8431, Sem 0.0155, dir -0.9886, norm 0.1300, swav 0.0000 LR: 5.072e-02 Score 99.478 Data time: 0.0594, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.9035 [2020-10-19 12:55:54,938][root][INFO] - ===> Epoch[6356](31780/5): Loss -0.8408, Sem 0.0170, dir -0.9872, norm 0.1294, swav 0.0000 LR: 5.072e-02 Score 99.427 Data time: 0.0747, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.1201 [2020-10-19 12:55:57,023][root][INFO] - ===> Epoch[6357](31781/5): Loss -0.8427, Sem 0.0166, dir -0.9890, norm 0.1296, swav 0.0000 LR: 5.072e-02 Score 99.452 Data time: 0.0689, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.9801 [2020-10-19 12:55:59,363][root][INFO] - ===> Epoch[6357](31782/5): Loss -0.8372, Sem 0.0155, dir -0.9877, norm 0.1350, swav 0.0000 LR: 5.072e-02 Score 99.494 Data time: 0.0587, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.2393 [2020-10-19 12:56:01,620][root][INFO] - ===> Epoch[6357](31783/5): Loss -0.8505, Sem 0.0164, dir -0.9886, norm 0.1216, swav 0.0000 LR: 5.071e-02 Score 99.436 Data time: 0.1069, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.1493 [2020-10-19 12:56:03,702][root][INFO] - ===> Epoch[6357](31784/5): Loss -0.8370, Sem 0.0172, dir -0.9874, norm 0.1331, swav 0.0000 LR: 5.071e-02 Score 99.424 Data time: 0.0580, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.9650 [2020-10-19 12:56:05,887][root][INFO] - ===> Epoch[6357](31785/5): Loss -0.8530, Sem 0.0165, dir -0.9886, norm 0.1191, swav 0.0000 LR: 5.071e-02 Score 99.444 Data time: 0.0899, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.1267 [2020-10-19 12:56:08,129][root][INFO] - ===> Epoch[6358](31786/5): Loss -0.8449, Sem 0.0162, dir -0.9873, norm 0.1261, swav 0.0000 LR: 5.071e-02 Score 99.454 Data time: 0.0742, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.1306 [2020-10-19 12:56:10,282][root][INFO] - ===> Epoch[6358](31787/5): Loss -0.8527, Sem 0.0150, dir -0.9891, norm 0.1214, swav 0.0000 LR: 5.071e-02 Score 99.495 Data time: 0.0712, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.0605 [2020-10-19 12:56:12,345][root][INFO] - ===> Epoch[6358](31788/5): Loss -0.8472, Sem 0.0186, dir -0.9876, norm 0.1218, swav 0.0000 LR: 5.071e-02 Score 99.360 Data time: 0.1364, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.9709 [2020-10-19 12:56:14,588][root][INFO] - ===> Epoch[6358](31789/5): Loss -0.8267, Sem 0.0201, dir -0.9864, norm 0.1396, swav 0.0000 LR: 5.070e-02 Score 99.319 Data time: 0.3084, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.1183 [2020-10-19 12:56:17,197][root][INFO] - ===> Epoch[6358](31790/5): Loss -0.8349, Sem 0.0181, dir -0.9881, norm 0.1351, swav 0.0000 LR: 5.070e-02 Score 99.395 Data time: 0.0947, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.5227 [2020-10-19 12:56:19,225][root][INFO] - ===> Epoch[6359](31791/5): Loss -0.8543, Sem 0.0173, dir -0.9889, norm 0.1173, swav 0.0000 LR: 5.070e-02 Score 99.420 Data time: 0.0675, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.9305 [2020-10-19 12:56:21,335][root][INFO] - ===> Epoch[6359](31792/5): Loss -0.8311, Sem 0.0190, dir -0.9862, norm 0.1361, swav 0.0000 LR: 5.070e-02 Score 99.388 Data time: 0.0752, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.0361 [2020-10-19 12:56:23,436][root][INFO] - ===> Epoch[6359](31793/5): Loss -0.8466, Sem 0.0162, dir -0.9895, norm 0.1267, swav 0.0000 LR: 5.070e-02 Score 99.456 Data time: 0.0749, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.0092 [2020-10-19 12:56:25,688][root][INFO] - ===> Epoch[6359](31794/5): Loss -0.8395, Sem 0.0165, dir -0.9885, norm 0.1325, swav 0.0000 LR: 5.070e-02 Score 99.436 Data time: 0.0850, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.1644 [2020-10-19 12:56:27,700][root][INFO] - ===> Epoch[6359](31795/5): Loss -0.8477, Sem 0.0181, dir -0.9881, norm 0.1223, swav 0.0000 LR: 5.069e-02 Score 99.387 Data time: 0.0834, Forward time: 0.7778, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 1.8918 [2020-10-19 12:56:29,738][root][INFO] - ===> Epoch[6360](31796/5): Loss -0.8295, Sem 0.0173, dir -0.9871, norm 0.1403, swav 0.0000 LR: 5.069e-02 Score 99.428 Data time: 0.1303, Forward time: 0.7778, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 1.9447 [2020-10-19 12:56:32,720][root][INFO] - ===> Epoch[6360](31797/5): Loss -0.8421, Sem 0.0146, dir -0.9884, norm 0.1318, swav 0.0000 LR: 5.069e-02 Score 99.523 Data time: 0.0839, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.8706 [2020-10-19 12:56:34,815][root][INFO] - ===> Epoch[6360](31798/5): Loss -0.8506, Sem 0.0182, dir -0.9888, norm 0.1200, swav 0.0000 LR: 5.069e-02 Score 99.381 Data time: 0.0849, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.0076 [2020-10-19 12:56:37,214][root][INFO] - ===> Epoch[6360](31799/5): Loss -0.8507, Sem 0.0172, dir -0.9889, norm 0.1210, swav 0.0000 LR: 5.069e-02 Score 99.426 Data time: 0.1080, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.3207 [2020-10-19 12:56:39,453][root][INFO] - ===> Epoch[6360](31800/5): Loss -0.8479, Sem 0.0168, dir -0.9882, norm 0.1236, swav 0.0000 LR: 5.069e-02 Score 99.445 Data time: 0.0759, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.1219 [2020-10-19 12:56:40,599][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 12:56:40,769][root][INFO] - ===> Start testing [2020-10-19 12:57:20,055][root][INFO] - 68/68: Data time: 0.0024, Iter time: 0.1319 Loss 0.212 (AVG: 0.549) Score 95.354 (AVG: 90.747) mIOU 70.221 mAP 83.426 mAcc 77.872 IOU: 62.461 0.000 77.062 74.804 94.422 92.586 36.306 78.069 97.921 71.747 81.034 86.683 59.774 mAP: 81.354 3.117 95.237 86.531 98.834 98.091 54.630 96.346 99.736 93.224 92.430 94.420 90.594 mAcc: 79.623 0.000 89.799 82.025 95.630 96.922 39.972 93.014 99.220 86.661 88.897 96.296 64.280 [2020-10-19 12:57:20,067][root][INFO] - Finished test. Elapsed time: 39.2853 [2020-10-19 12:57:22,906][root][INFO] - [2020-10-19 12:57:22,906][root][INFO] - ################################################################ [2020-10-19 12:57:22,906][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 12:57:22,906][root][INFO] - ################################################################ [2020-10-19 12:57:22,906][root][INFO] - clutter : nan nan nan [2020-10-19 12:57:22,906][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 12:57:22,906][root][INFO] - board : 0.814 0.889 0.908 [2020-10-19 12:57:22,906][root][INFO] - bookcase : 0.252 0.384 0.538 [2020-10-19 12:57:22,906][root][INFO] - ceiling : 0.609 0.701 0.774 [2020-10-19 12:57:22,906][root][INFO] - chair : 0.821 0.908 0.935 [2020-10-19 12:57:22,906][root][INFO] - column : 0.188 0.267 0.426 [2020-10-19 12:57:22,906][root][INFO] - door : 0.755 0.899 0.947 [2020-10-19 12:57:22,906][root][INFO] - floor : 0.903 0.924 0.956 [2020-10-19 12:57:22,907][root][INFO] - sofa : 0.467 0.717 0.798 [2020-10-19 12:57:22,907][root][INFO] - table : 0.139 0.295 0.640 [2020-10-19 12:57:22,907][root][INFO] - wall : 0.543 0.738 0.815 [2020-10-19 12:57:22,907][root][INFO] - window : 0.520 0.737 0.779 [2020-10-19 12:57:22,907][root][INFO] - ---------------------------------------------------------------- [2020-10-19 12:57:22,907][root][INFO] - average : 0.501 0.621 0.710 [2020-10-19 12:57:22,907][root][INFO] - [2020-10-19 12:57:23,051][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 12:57:23,053][root][INFO] - Current best mIoU: 72.177 at iter 31200 [2020-10-19 12:57:24,659][root][INFO] - ===> Epoch[6361](31801/5): Loss -0.8317, Sem 0.0170, dir -0.9876, norm 0.1390, swav 0.0000 LR: 5.069e-02 Score 99.437 Data time: 0.0571, Forward time: 0.7778, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 1.6012 [2020-10-19 12:57:26,710][root][INFO] - ===> Epoch[6361](31802/5): Loss -0.8490, Sem 0.0163, dir -0.9900, norm 0.1248, swav 0.0000 LR: 5.068e-02 Score 99.481 Data time: 0.0657, Forward time: 0.7778, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 1.9689 [2020-10-19 12:57:29,535][root][INFO] - ===> Epoch[6361](31803/5): Loss -0.8421, Sem 0.0175, dir -0.9882, norm 0.1286, swav 0.0000 LR: 5.068e-02 Score 99.407 Data time: 0.0562, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.7274 [2020-10-19 12:57:31,480][root][INFO] - ===> Epoch[6361](31804/5): Loss -0.8449, Sem 0.0183, dir -0.9867, norm 0.1235, swav 0.0000 LR: 5.068e-02 Score 99.391 Data time: 0.1856, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 1.8534 [2020-10-19 12:57:33,962][root][INFO] - ===> Epoch[6361](31805/5): Loss -0.8414, Sem 0.0170, dir -0.9877, norm 0.1293, swav 0.0000 LR: 5.068e-02 Score 99.435 Data time: 0.1183, Forward time: 0.7778, Backward time: 1.1681, DDP time: 0.0032, Total iter time: 2.3814 [2020-10-19 12:57:35,919][root][INFO] - ===> Epoch[6362](31806/5): Loss -0.8595, Sem 0.0163, dir -0.9895, norm 0.1137, swav 0.0000 LR: 5.068e-02 Score 99.443 Data time: 0.0788, Forward time: 0.7778, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 1.8421 [2020-10-19 12:57:37,736][root][INFO] - ===> Epoch[6362](31807/5): Loss -0.8457, Sem 0.0170, dir -0.9879, norm 0.1252, swav 0.0000 LR: 5.068e-02 Score 99.425 Data time: 0.0880, Forward time: 0.7778, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 1.7157 [2020-10-19 12:57:39,777][root][INFO] - ===> Epoch[6362](31808/5): Loss -0.8534, Sem 0.0157, dir -0.9881, norm 0.1190, swav 0.0000 LR: 5.067e-02 Score 99.472 Data time: 0.0919, Forward time: 0.7778, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 1.9298 [2020-10-19 12:57:41,733][root][INFO] - ===> Epoch[6362](31809/5): Loss -0.8550, Sem 0.0171, dir -0.9893, norm 0.1172, swav 0.0000 LR: 5.067e-02 Score 99.438 Data time: 0.0666, Forward time: 0.7778, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 1.8444 [2020-10-19 12:57:43,932][root][INFO] - ===> Epoch[6362](31810/5): Loss -0.8520, Sem 0.0157, dir -0.9889, norm 0.1213, swav 0.0000 LR: 5.067e-02 Score 99.468 Data time: 0.0665, Forward time: 0.7778, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.1220 [2020-10-19 12:57:46,387][root][INFO] - ===> Epoch[6363](31811/5): Loss -0.8465, Sem 0.0182, dir -0.9876, norm 0.1229, swav 0.0000 LR: 5.067e-02 Score 99.380 Data time: 0.0799, Forward time: 0.7778, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.3776 [2020-10-19 12:57:48,456][root][INFO] - ===> Epoch[6363](31812/5): Loss -0.8546, Sem 0.0161, dir -0.9887, norm 0.1180, swav 0.0000 LR: 5.067e-02 Score 99.451 Data time: 0.0840, Forward time: 0.7778, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 1.9534 [2020-10-19 12:57:50,994][root][INFO] - ===> Epoch[6363](31813/5): Loss -0.8465, Sem 0.0161, dir -0.9873, norm 0.1246, swav 0.0000 LR: 5.067e-02 Score 99.471 Data time: 0.0669, Forward time: 0.7778, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.4185 [2020-10-19 12:57:53,006][root][INFO] - ===> Epoch[6363](31814/5): Loss -0.8443, Sem 0.0191, dir -0.9880, norm 0.1246, swav 0.0000 LR: 5.066e-02 Score 99.365 Data time: 0.0749, Forward time: 0.7778, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 1.9075 [2020-10-19 12:57:55,273][root][INFO] - ===> Epoch[6363](31815/5): Loss -0.8530, Sem 0.0167, dir -0.9894, norm 0.1197, swav 0.0000 LR: 5.066e-02 Score 99.440 Data time: 0.1165, Forward time: 0.7778, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.1494 [2020-10-19 12:57:57,470][root][INFO] - ===> Epoch[6364](31816/5): Loss -0.8367, Sem 0.0153, dir -0.9872, norm 0.1352, swav 0.0000 LR: 5.066e-02 Score 99.491 Data time: 0.0915, Forward time: 0.7778, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.1101 [2020-10-19 12:57:59,394][root][INFO] - ===> Epoch[6364](31817/5): Loss -0.8340, Sem 0.0179, dir -0.9887, norm 0.1367, swav 0.0000 LR: 5.066e-02 Score 99.394 Data time: 0.0783, Forward time: 0.7778, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 1.8106 [2020-10-19 12:58:01,557][root][INFO] - ===> Epoch[6364](31818/5): Loss -0.8531, Sem 0.0167, dir -0.9891, norm 0.1193, swav 0.0000 LR: 5.066e-02 Score 99.435 Data time: 0.1235, Forward time: 0.7778, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.0677 [2020-10-19 12:58:03,679][root][INFO] - ===> Epoch[6364](31819/5): Loss -0.8487, Sem 0.0175, dir -0.9886, norm 0.1225, swav 0.0000 LR: 5.066e-02 Score 99.420 Data time: 0.0952, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.0215 [2020-10-19 12:58:05,803][root][INFO] - ===> Epoch[6364](31820/5): Loss -0.8330, Sem 0.0190, dir -0.9867, norm 0.1347, swav 0.0000 LR: 5.065e-02 Score 99.388 Data time: 0.0944, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.0376 [2020-10-19 12:58:08,093][root][INFO] - ===> Epoch[6365](31821/5): Loss -0.8367, Sem 0.0179, dir -0.9885, norm 0.1339, swav 0.0000 LR: 5.065e-02 Score 99.424 Data time: 0.0785, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.2113 [2020-10-19 12:58:10,114][root][INFO] - ===> Epoch[6365](31822/5): Loss -0.8396, Sem 0.0174, dir -0.9873, norm 0.1302, swav 0.0000 LR: 5.065e-02 Score 99.420 Data time: 0.0844, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 1.9379 [2020-10-19 12:58:11,888][root][INFO] - ===> Epoch[6365](31823/5): Loss -0.8430, Sem 0.0160, dir -0.9888, norm 0.1297, swav 0.0000 LR: 5.065e-02 Score 99.459 Data time: 0.0598, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 1.6607 [2020-10-19 12:58:13,822][root][INFO] - ===> Epoch[6365](31824/5): Loss -0.8593, Sem 0.0146, dir -0.9889, norm 0.1150, swav 0.0000 LR: 5.065e-02 Score 99.509 Data time: 0.0888, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 1.8573 [2020-10-19 12:58:16,073][root][INFO] - ===> Epoch[6365](31825/5): Loss -0.8212, Sem 0.0171, dir -0.9874, norm 0.1491, swav 0.0000 LR: 5.065e-02 Score 99.423 Data time: 0.0675, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.1482 [2020-10-19 12:58:18,095][root][INFO] - ===> Epoch[6366](31826/5): Loss -0.8411, Sem 0.0179, dir -0.9882, norm 0.1292, swav 0.0000 LR: 5.064e-02 Score 99.399 Data time: 0.0809, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 1.9109 [2020-10-19 12:58:20,628][root][INFO] - ===> Epoch[6366](31827/5): Loss -0.8339, Sem 0.0145, dir -0.9882, norm 0.1398, swav 0.0000 LR: 5.064e-02 Score 99.526 Data time: 0.0879, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.4331 [2020-10-19 12:58:22,786][root][INFO] - ===> Epoch[6366](31828/5): Loss -0.8465, Sem 0.0176, dir -0.9873, norm 0.1232, swav 0.0000 LR: 5.064e-02 Score 99.399 Data time: 0.0849, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.0593 [2020-10-19 12:58:24,988][root][INFO] - ===> Epoch[6366](31829/5): Loss -0.8366, Sem 0.0152, dir -0.9883, norm 0.1366, swav 0.0000 LR: 5.064e-02 Score 99.478 Data time: 0.0955, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.1060 [2020-10-19 12:58:27,340][root][INFO] - ===> Epoch[6366](31830/5): Loss -0.8363, Sem 0.0160, dir -0.9887, norm 0.1363, swav 0.0000 LR: 5.064e-02 Score 99.462 Data time: 0.1750, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.2362 [2020-10-19 12:58:29,761][root][INFO] - ===> Epoch[6367](31831/5): Loss -0.8345, Sem 0.0170, dir -0.9878, norm 0.1363, swav 0.0000 LR: 5.064e-02 Score 99.431 Data time: 0.1116, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.3340 [2020-10-19 12:58:31,834][root][INFO] - ===> Epoch[6367](31832/5): Loss -0.8403, Sem 0.0172, dir -0.9884, norm 0.1309, swav 0.0000 LR: 5.064e-02 Score 99.421 Data time: 0.0715, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 1.9642 [2020-10-19 12:58:33,990][root][INFO] - ===> Epoch[6367](31833/5): Loss -0.8401, Sem 0.0148, dir -0.9891, norm 0.1341, swav 0.0000 LR: 5.063e-02 Score 99.488 Data time: 0.0520, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.0574 [2020-10-19 12:58:36,205][root][INFO] - ===> Epoch[6367](31834/5): Loss -0.8438, Sem 0.0147, dir -0.9872, norm 0.1287, swav 0.0000 LR: 5.063e-02 Score 99.509 Data time: 0.0829, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.1323 [2020-10-19 12:58:38,504][root][INFO] - ===> Epoch[6367](31835/5): Loss -0.8276, Sem 0.0187, dir -0.9879, norm 0.1416, swav 0.0000 LR: 5.063e-02 Score 99.363 Data time: 0.0847, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.1833 [2020-10-19 12:58:40,296][root][INFO] - ===> Epoch[6368](31836/5): Loss -0.8471, Sem 0.0176, dir -0.9875, norm 0.1229, swav 0.0000 LR: 5.063e-02 Score 99.407 Data time: 0.0734, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 1.6974 [2020-10-19 12:58:42,257][root][INFO] - ===> Epoch[6368](31837/5): Loss -0.8374, Sem 0.0189, dir -0.9874, norm 0.1311, swav 0.0000 LR: 5.063e-02 Score 99.359 Data time: 0.0878, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 1.8676 [2020-10-19 12:58:44,198][root][INFO] - ===> Epoch[6368](31838/5): Loss -0.8540, Sem 0.0178, dir -0.9882, norm 0.1164, swav 0.0000 LR: 5.063e-02 Score 99.388 Data time: 0.0665, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 1.8353 [2020-10-19 12:58:46,320][root][INFO] - ===> Epoch[6368](31839/5): Loss -0.8425, Sem 0.0165, dir -0.9882, norm 0.1292, swav 0.0000 LR: 5.062e-02 Score 99.448 Data time: 0.0869, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.0421 [2020-10-19 12:58:48,654][root][INFO] - ===> Epoch[6368](31840/5): Loss -0.8445, Sem 0.0153, dir -0.9886, norm 0.1288, swav 0.0000 LR: 5.062e-02 Score 99.479 Data time: 0.0790, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.2167 [2020-10-19 12:58:51,022][root][INFO] - ===> Epoch[6369](31841/5): Loss -0.8332, Sem 0.0160, dir -0.9871, norm 0.1379, swav 0.0000 LR: 5.062e-02 Score 99.469 Data time: 0.0793, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.2652 [2020-10-19 12:58:53,244][root][INFO] - ===> Epoch[6369](31842/5): Loss -0.8509, Sem 0.0153, dir -0.9892, norm 0.1230, swav 0.0000 LR: 5.062e-02 Score 99.486 Data time: 0.0686, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.1004 [2020-10-19 12:58:55,262][root][INFO] - ===> Epoch[6369](31843/5): Loss -0.8261, Sem 0.0179, dir -0.9868, norm 0.1427, swav 0.0000 LR: 5.062e-02 Score 99.407 Data time: 0.0693, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 1.9174 [2020-10-19 12:58:57,310][root][INFO] - ===> Epoch[6369](31844/5): Loss -0.8373, Sem 0.0172, dir -0.9882, norm 0.1338, swav 0.0000 LR: 5.062e-02 Score 99.439 Data time: 0.1092, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 1.9399 [2020-10-19 12:58:59,463][root][INFO] - ===> Epoch[6369](31845/5): Loss -0.8343, Sem 0.0165, dir -0.9873, norm 0.1365, swav 0.0000 LR: 5.061e-02 Score 99.438 Data time: 0.0805, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.0271 [2020-10-19 12:59:01,647][root][INFO] - ===> Epoch[6370](31846/5): Loss -0.8509, Sem 0.0167, dir -0.9888, norm 0.1212, swav 0.0000 LR: 5.061e-02 Score 99.420 Data time: 0.0898, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.0682 [2020-10-19 12:59:04,172][root][INFO] - ===> Epoch[6370](31847/5): Loss -0.8429, Sem 0.0157, dir -0.9889, norm 0.1303, swav 0.0000 LR: 5.061e-02 Score 99.468 Data time: 0.0682, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.4189 [2020-10-19 12:59:06,300][root][INFO] - ===> Epoch[6370](31848/5): Loss -0.8277, Sem 0.0175, dir -0.9877, norm 0.1426, swav 0.0000 LR: 5.061e-02 Score 99.406 Data time: 0.0891, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.0138 [2020-10-19 12:59:08,848][root][INFO] - ===> Epoch[6370](31849/5): Loss -0.8279, Sem 0.0170, dir -0.9884, norm 0.1436, swav 0.0000 LR: 5.061e-02 Score 99.421 Data time: 0.0701, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.4092 [2020-10-19 12:59:11,248][root][INFO] - ===> Epoch[6370](31850/5): Loss -0.8340, Sem 0.0155, dir -0.9883, norm 0.1388, swav 0.0000 LR: 5.061e-02 Score 99.478 Data time: 0.0588, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.2990 [2020-10-19 12:59:13,186][root][INFO] - ===> Epoch[6371](31851/5): Loss -0.8431, Sem 0.0175, dir -0.9868, norm 0.1262, swav 0.0000 LR: 5.060e-02 Score 99.409 Data time: 0.0846, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 1.8683 [2020-10-19 12:59:15,268][root][INFO] - ===> Epoch[6371](31852/5): Loss -0.8350, Sem 0.0150, dir -0.9889, norm 0.1388, swav 0.0000 LR: 5.060e-02 Score 99.494 Data time: 0.0841, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 1.9873 [2020-10-19 12:59:17,174][root][INFO] - ===> Epoch[6371](31853/5): Loss -0.8486, Sem 0.0154, dir -0.9889, norm 0.1249, swav 0.0000 LR: 5.060e-02 Score 99.483 Data time: 0.0778, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 1.8000 [2020-10-19 12:59:19,329][root][INFO] - ===> Epoch[6371](31854/5): Loss -0.8373, Sem 0.0183, dir -0.9882, norm 0.1327, swav 0.0000 LR: 5.060e-02 Score 99.393 Data time: 0.0705, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.0429 [2020-10-19 12:59:21,852][root][INFO] - ===> Epoch[6371](31855/5): Loss -0.8413, Sem 0.0186, dir -0.9871, norm 0.1273, swav 0.0000 LR: 5.060e-02 Score 99.387 Data time: 0.0719, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.4309 [2020-10-19 12:59:23,823][root][INFO] - ===> Epoch[6372](31856/5): Loss -0.8461, Sem 0.0149, dir -0.9890, norm 0.1281, swav 0.0000 LR: 5.060e-02 Score 99.495 Data time: 0.0766, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 1.8651 [2020-10-19 12:59:25,727][root][INFO] - ===> Epoch[6372](31857/5): Loss -0.8590, Sem 0.0162, dir -0.9893, norm 0.1141, swav 0.0000 LR: 5.059e-02 Score 99.452 Data time: 0.0743, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 1.7998 [2020-10-19 12:59:28,053][root][INFO] - ===> Epoch[6372](31858/5): Loss -0.8399, Sem 0.0179, dir -0.9864, norm 0.1286, swav 0.0000 LR: 5.059e-02 Score 99.405 Data time: 0.1521, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.2277 [2020-10-19 12:59:30,284][root][INFO] - ===> Epoch[6372](31859/5): Loss -0.8473, Sem 0.0148, dir -0.9895, norm 0.1274, swav 0.0000 LR: 5.059e-02 Score 99.504 Data time: 0.1024, Forward time: 0.7779, Backward time: 1.1680, DDP time: 0.0032, Total iter time: 2.1355 [2020-10-19 12:59:32,393][root][INFO] - ===> Epoch[6372](31860/5): Loss -0.8299, Sem 0.0177, dir -0.9875, norm 0.1399, swav 0.0000 LR: 5.059e-02 Score 99.413 Data time: 0.0892, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 1.9767 [2020-10-19 12:59:34,297][root][INFO] - ===> Epoch[6373](31861/5): Loss -0.8466, Sem 0.0167, dir -0.9884, norm 0.1250, swav 0.0000 LR: 5.059e-02 Score 99.432 Data time: 0.2806, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 1.7868 [2020-10-19 12:59:36,604][root][INFO] - ===> Epoch[6373](31862/5): Loss -0.8456, Sem 0.0155, dir -0.9875, norm 0.1264, swav 0.0000 LR: 5.059e-02 Score 99.477 Data time: 0.1341, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.2160 [2020-10-19 12:59:38,593][root][INFO] - ===> Epoch[6373](31863/5): Loss -0.8437, Sem 0.0183, dir -0.9875, norm 0.1255, swav 0.0000 LR: 5.058e-02 Score 99.384 Data time: 0.0782, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 1.8811 [2020-10-19 12:59:40,796][root][INFO] - ===> Epoch[6373](31864/5): Loss -0.8495, Sem 0.0171, dir -0.9882, norm 0.1216, swav 0.0000 LR: 5.058e-02 Score 99.432 Data time: 0.0510, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.1036 [2020-10-19 12:59:42,788][root][INFO] - ===> Epoch[6373](31865/5): Loss -0.8351, Sem 0.0187, dir -0.9880, norm 0.1343, swav 0.0000 LR: 5.058e-02 Score 99.362 Data time: 0.0702, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 1.8977 [2020-10-19 12:59:45,146][root][INFO] - ===> Epoch[6374](31866/5): Loss -0.8565, Sem 0.0147, dir -0.9895, norm 0.1183, swav 0.0000 LR: 5.058e-02 Score 99.491 Data time: 0.0754, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.2515 [2020-10-19 12:59:47,375][root][INFO] - ===> Epoch[6374](31867/5): Loss -0.8528, Sem 0.0165, dir -0.9881, norm 0.1189, swav 0.0000 LR: 5.058e-02 Score 99.444 Data time: 0.4192, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.1170 [2020-10-19 12:59:50,037][root][INFO] - ===> Epoch[6374](31868/5): Loss -0.8451, Sem 0.0173, dir -0.9868, norm 0.1244, swav 0.0000 LR: 5.058e-02 Score 99.421 Data time: 0.1520, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.5657 [2020-10-19 12:59:52,288][root][INFO] - ===> Epoch[6374](31869/5): Loss -0.8439, Sem 0.0161, dir -0.9882, norm 0.1282, swav 0.0000 LR: 5.058e-02 Score 99.476 Data time: 0.0924, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.1100 [2020-10-19 12:59:54,145][root][INFO] - ===> Epoch[6374](31870/5): Loss -0.8534, Sem 0.0166, dir -0.9883, norm 0.1183, swav 0.0000 LR: 5.057e-02 Score 99.435 Data time: 0.0883, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 1.7380 [2020-10-19 12:59:55,904][root][INFO] - ===> Epoch[6375](31871/5): Loss -0.8339, Sem 0.0197, dir -0.9866, norm 0.1330, swav 0.0000 LR: 5.057e-02 Score 99.330 Data time: 0.0698, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 1.6777 [2020-10-19 12:59:58,073][root][INFO] - ===> Epoch[6375](31872/5): Loss -0.8403, Sem 0.0148, dir -0.9884, norm 0.1333, swav 0.0000 LR: 5.057e-02 Score 99.506 Data time: 0.0708, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.0547 [2020-10-19 13:00:00,091][root][INFO] - ===> Epoch[6375](31873/5): Loss -0.8478, Sem 0.0181, dir -0.9887, norm 0.1228, swav 0.0000 LR: 5.057e-02 Score 99.392 Data time: 0.1065, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 1.9186 [2020-10-19 13:00:02,319][root][INFO] - ===> Epoch[6375](31874/5): Loss -0.8402, Sem 0.0174, dir -0.9883, norm 0.1307, swav 0.0000 LR: 5.057e-02 Score 99.409 Data time: 0.0620, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.1349 [2020-10-19 13:00:04,797][root][INFO] - ===> Epoch[6375](31875/5): Loss -0.8424, Sem 0.0164, dir -0.9870, norm 0.1283, swav 0.0000 LR: 5.057e-02 Score 99.443 Data time: 0.0810, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.4154 [2020-10-19 13:00:07,126][root][INFO] - ===> Epoch[6376](31876/5): Loss -0.8462, Sem 0.0171, dir -0.9880, norm 0.1247, swav 0.0000 LR: 5.056e-02 Score 99.445 Data time: 0.0767, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.2053 [2020-10-19 13:00:09,140][root][INFO] - ===> Epoch[6376](31877/5): Loss -0.8436, Sem 0.0179, dir -0.9876, norm 0.1260, swav 0.0000 LR: 5.056e-02 Score 99.397 Data time: 0.0743, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 1.9164 [2020-10-19 13:00:11,271][root][INFO] - ===> Epoch[6376](31878/5): Loss -0.8504, Sem 0.0162, dir -0.9888, norm 0.1222, swav 0.0000 LR: 5.056e-02 Score 99.462 Data time: 0.0646, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.0265 [2020-10-19 13:00:13,751][root][INFO] - ===> Epoch[6376](31879/5): Loss -0.8436, Sem 0.0163, dir -0.9892, norm 0.1293, swav 0.0000 LR: 5.056e-02 Score 99.478 Data time: 0.0702, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.3750 [2020-10-19 13:00:15,808][root][INFO] - ===> Epoch[6376](31880/5): Loss -0.8366, Sem 0.0188, dir -0.9872, norm 0.1317, swav 0.0000 LR: 5.056e-02 Score 99.387 Data time: 0.0758, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 1.9499 [2020-10-19 13:00:17,836][root][INFO] - ===> Epoch[6377](31881/5): Loss -0.8503, Sem 0.0168, dir -0.9880, norm 0.1209, swav 0.0000 LR: 5.056e-02 Score 99.440 Data time: 0.1163, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 1.9083 [2020-10-19 13:00:19,877][root][INFO] - ===> Epoch[6377](31882/5): Loss -0.8513, Sem 0.0160, dir -0.9892, norm 0.1219, swav 0.0000 LR: 5.055e-02 Score 99.455 Data time: 0.0792, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 1.9246 [2020-10-19 13:00:22,189][root][INFO] - ===> Epoch[6377](31883/5): Loss -0.8391, Sem 0.0155, dir -0.9878, norm 0.1332, swav 0.0000 LR: 5.055e-02 Score 99.480 Data time: 0.1895, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.2146 [2020-10-19 13:00:24,494][root][INFO] - ===> Epoch[6377](31884/5): Loss -0.8517, Sem 0.0162, dir -0.9896, norm 0.1217, swav 0.0000 LR: 5.055e-02 Score 99.449 Data time: 0.1325, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.2087 [2020-10-19 13:00:26,742][root][INFO] - ===> Epoch[6377](31885/5): Loss -0.8570, Sem 0.0157, dir -0.9883, norm 0.1157, swav 0.0000 LR: 5.055e-02 Score 99.469 Data time: 0.0988, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.1410 [2020-10-19 13:00:28,899][root][INFO] - ===> Epoch[6378](31886/5): Loss -0.8489, Sem 0.0166, dir -0.9879, norm 0.1223, swav 0.0000 LR: 5.055e-02 Score 99.421 Data time: 0.0783, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.0516 [2020-10-19 13:00:30,775][root][INFO] - ===> Epoch[6378](31887/5): Loss -0.8481, Sem 0.0156, dir -0.9890, norm 0.1254, swav 0.0000 LR: 5.055e-02 Score 99.480 Data time: 0.1556, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 1.7751 [2020-10-19 13:00:32,949][root][INFO] - ===> Epoch[6378](31888/5): Loss -0.8350, Sem 0.0191, dir -0.9879, norm 0.1338, swav 0.0000 LR: 5.054e-02 Score 99.372 Data time: 0.0873, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.0711 [2020-10-19 13:00:35,592][root][INFO] - ===> Epoch[6378](31889/5): Loss -0.8391, Sem 0.0166, dir -0.9871, norm 0.1314, swav 0.0000 LR: 5.054e-02 Score 99.443 Data time: 0.1061, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.5328 [2020-10-19 13:00:38,204][root][INFO] - ===> Epoch[6378](31890/5): Loss -0.8517, Sem 0.0156, dir -0.9882, norm 0.1209, swav 0.0000 LR: 5.054e-02 Score 99.481 Data time: 0.1697, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.4797 [2020-10-19 13:00:41,160][root][INFO] - ===> Epoch[6379](31891/5): Loss -0.8527, Sem 0.0152, dir -0.9893, norm 0.1214, swav 0.0000 LR: 5.054e-02 Score 99.483 Data time: 0.0545, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.8430 [2020-10-19 13:00:43,185][root][INFO] - ===> Epoch[6379](31892/5): Loss -0.8464, Sem 0.0176, dir -0.9879, norm 0.1240, swav 0.0000 LR: 5.054e-02 Score 99.390 Data time: 0.0904, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 1.9283 [2020-10-19 13:00:45,209][root][INFO] - ===> Epoch[6379](31893/5): Loss -0.8378, Sem 0.0179, dir -0.9875, norm 0.1318, swav 0.0000 LR: 5.054e-02 Score 99.418 Data time: 0.0948, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 1.9165 [2020-10-19 13:00:47,177][root][INFO] - ===> Epoch[6379](31894/5): Loss -0.8397, Sem 0.0162, dir -0.9870, norm 0.1311, swav 0.0000 LR: 5.053e-02 Score 99.467 Data time: 0.0851, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 1.8671 [2020-10-19 13:00:49,279][root][INFO] - ===> Epoch[6379](31895/5): Loss -0.8458, Sem 0.0167, dir -0.9888, norm 0.1263, swav 0.0000 LR: 5.053e-02 Score 99.437 Data time: 0.0556, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 1.9976 [2020-10-19 13:00:51,427][root][INFO] - ===> Epoch[6380](31896/5): Loss -0.8406, Sem 0.0179, dir -0.9871, norm 0.1287, swav 0.0000 LR: 5.053e-02 Score 99.390 Data time: 0.0834, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.0470 [2020-10-19 13:00:53,353][root][INFO] - ===> Epoch[6380](31897/5): Loss -0.8517, Sem 0.0150, dir -0.9891, norm 0.1225, swav 0.0000 LR: 5.053e-02 Score 99.490 Data time: 0.0675, Forward time: 0.7779, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.8144 [2020-10-19 13:00:55,593][root][INFO] - ===> Epoch[6380](31898/5): Loss -0.8439, Sem 0.0177, dir -0.9882, norm 0.1266, swav 0.0000 LR: 5.053e-02 Score 99.409 Data time: 0.0667, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.1264 [2020-10-19 13:00:57,498][root][INFO] - ===> Epoch[6380](31899/5): Loss -0.8536, Sem 0.0167, dir -0.9888, norm 0.1185, swav 0.0000 LR: 5.053e-02 Score 99.423 Data time: 0.0782, Forward time: 0.7779, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.8242 [2020-10-19 13:00:59,946][root][INFO] - ===> Epoch[6380](31900/5): Loss -0.8299, Sem 0.0208, dir -0.9872, norm 0.1365, swav 0.0000 LR: 5.053e-02 Score 99.313 Data time: 0.0610, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.3540 [2020-10-19 13:01:01,011][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 13:01:02,773][root][INFO] - ===> Epoch[6381](31901/5): Loss -0.8495, Sem 0.0152, dir -0.9877, norm 0.1230, swav 0.0000 LR: 5.052e-02 Score 99.481 Data time: 0.0777, Forward time: 0.7779, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.5608 [2020-10-19 13:01:05,205][root][INFO] - ===> Epoch[6381](31902/5): Loss -0.8502, Sem 0.0159, dir -0.9885, norm 0.1225, swav 0.0000 LR: 5.052e-02 Score 99.477 Data time: 0.0647, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.3387 [2020-10-19 13:01:07,490][root][INFO] - ===> Epoch[6381](31903/5): Loss -0.8473, Sem 0.0162, dir -0.9885, norm 0.1250, swav 0.0000 LR: 5.052e-02 Score 99.460 Data time: 0.0886, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.1804 [2020-10-19 13:01:09,442][root][INFO] - ===> Epoch[6381](31904/5): Loss -0.8554, Sem 0.0154, dir -0.9890, norm 0.1181, swav 0.0000 LR: 5.052e-02 Score 99.473 Data time: 0.0802, Forward time: 0.7779, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.8258 [2020-10-19 13:01:11,466][root][INFO] - ===> Epoch[6381](31905/5): Loss -0.8520, Sem 0.0178, dir -0.9890, norm 0.1192, swav 0.0000 LR: 5.052e-02 Score 99.407 Data time: 0.0740, Forward time: 0.7779, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.9236 [2020-10-19 13:01:13,887][root][INFO] - ===> Epoch[6382](31906/5): Loss -0.8418, Sem 0.0169, dir -0.9871, norm 0.1284, swav 0.0000 LR: 5.052e-02 Score 99.431 Data time: 0.2095, Forward time: 0.7779, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.3152 [2020-10-19 13:01:16,914][root][INFO] - ===> Epoch[6382](31907/5): Loss -0.8553, Sem 0.0154, dir -0.9889, norm 0.1183, swav 0.0000 LR: 5.051e-02 Score 99.480 Data time: 0.1019, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.9023 [2020-10-19 13:01:19,371][root][INFO] - ===> Epoch[6382](31908/5): Loss -0.8431, Sem 0.0171, dir -0.9868, norm 0.1265, swav 0.0000 LR: 5.051e-02 Score 99.429 Data time: 0.0629, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.3412 [2020-10-19 13:01:21,587][root][INFO] - ===> Epoch[6382](31909/5): Loss -0.8467, Sem 0.0172, dir -0.9878, norm 0.1239, swav 0.0000 LR: 5.051e-02 Score 99.408 Data time: 0.0993, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.1094 [2020-10-19 13:01:23,428][root][INFO] - ===> Epoch[6382](31910/5): Loss -0.8504, Sem 0.0176, dir -0.9893, norm 0.1213, swav 0.0000 LR: 5.051e-02 Score 99.413 Data time: 0.0785, Forward time: 0.7779, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.7330 [2020-10-19 13:01:25,768][root][INFO] - ===> Epoch[6383](31911/5): Loss -0.8628, Sem 0.0153, dir -0.9903, norm 0.1121, swav 0.0000 LR: 5.051e-02 Score 99.490 Data time: 0.0848, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.2362 [2020-10-19 13:01:28,271][root][INFO] - ===> Epoch[6383](31912/5): Loss -0.8517, Sem 0.0167, dir -0.9891, norm 0.1207, swav 0.0000 LR: 5.051e-02 Score 99.443 Data time: 0.0772, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.4098 [2020-10-19 13:01:30,263][root][INFO] - ===> Epoch[6383](31913/5): Loss -0.8406, Sem 0.0182, dir -0.9875, norm 0.1287, swav 0.0000 LR: 5.050e-02 Score 99.399 Data time: 0.0829, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 1.8790 [2020-10-19 13:01:32,428][root][INFO] - ===> Epoch[6383](31914/5): Loss -0.8492, Sem 0.0139, dir -0.9887, norm 0.1255, swav 0.0000 LR: 5.050e-02 Score 99.539 Data time: 0.1014, Forward time: 0.7779, Backward time: 1.1679, DDP time: 0.0032, Total iter time: 2.0612 [2020-10-19 13:01:34,437][root][INFO] - ===> Epoch[6383](31915/5): Loss -0.8399, Sem 0.0183, dir -0.9875, norm 0.1293, swav 0.0000 LR: 5.050e-02 Score 99.410 Data time: 0.0765, Forward time: 0.7779, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.9030 [2020-10-19 13:01:36,436][root][INFO] - ===> Epoch[6384](31916/5): Loss -0.8606, Sem 0.0159, dir -0.9885, norm 0.1120, swav 0.0000 LR: 5.050e-02 Score 99.467 Data time: 0.0875, Forward time: 0.7779, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.9086 [2020-10-19 13:01:38,697][root][INFO] - ===> Epoch[6384](31917/5): Loss -0.8443, Sem 0.0155, dir -0.9878, norm 0.1280, swav 0.0000 LR: 5.050e-02 Score 99.493 Data time: 0.0940, Forward time: 0.7779, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.1554 [2020-10-19 13:01:41,044][root][INFO] - ===> Epoch[6384](31918/5): Loss -0.8467, Sem 0.0166, dir -0.9890, norm 0.1256, swav 0.0000 LR: 5.050e-02 Score 99.452 Data time: 0.0833, Forward time: 0.7779, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.2350 [2020-10-19 13:01:42,959][root][INFO] - ===> Epoch[6384](31919/5): Loss -0.8456, Sem 0.0179, dir -0.9887, norm 0.1252, swav 0.0000 LR: 5.049e-02 Score 99.389 Data time: 0.0595, Forward time: 0.7779, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.8115 [2020-10-19 13:01:44,980][root][INFO] - ===> Epoch[6384](31920/5): Loss -0.8542, Sem 0.0150, dir -0.9891, norm 0.1200, swav 0.0000 LR: 5.049e-02 Score 99.497 Data time: 0.0755, Forward time: 0.7779, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.9329 [2020-10-19 13:01:47,077][root][INFO] - ===> Epoch[6385](31921/5): Loss -0.8572, Sem 0.0162, dir -0.9892, norm 0.1158, swav 0.0000 LR: 5.049e-02 Score 99.445 Data time: 0.0678, Forward time: 0.7779, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.9907 [2020-10-19 13:01:49,866][root][INFO] - ===> Epoch[6385](31922/5): Loss -0.8364, Sem 0.0176, dir -0.9874, norm 0.1334, swav 0.0000 LR: 5.049e-02 Score 99.422 Data time: 0.2272, Forward time: 0.7779, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.6875 [2020-10-19 13:01:52,191][root][INFO] - ===> Epoch[6385](31923/5): Loss -0.8550, Sem 0.0163, dir -0.9885, norm 0.1172, swav 0.0000 LR: 5.049e-02 Score 99.460 Data time: 0.1045, Forward time: 0.7779, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.1920 [2020-10-19 13:01:54,326][root][INFO] - ===> Epoch[6385](31924/5): Loss -0.8542, Sem 0.0171, dir -0.9886, norm 0.1172, swav 0.0000 LR: 5.049e-02 Score 99.422 Data time: 0.0965, Forward time: 0.7779, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.0284 [2020-10-19 13:01:56,592][root][INFO] - ===> Epoch[6385](31925/5): Loss -0.8598, Sem 0.0160, dir -0.9893, norm 0.1135, swav 0.0000 LR: 5.048e-02 Score 99.450 Data time: 0.0745, Forward time: 0.7779, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.1714 [2020-10-19 13:01:59,053][root][INFO] - ===> Epoch[6386](31926/5): Loss -0.8299, Sem 0.0171, dir -0.9868, norm 0.1398, swav 0.0000 LR: 5.048e-02 Score 99.457 Data time: 0.0727, Forward time: 0.7779, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.3741 [2020-10-19 13:02:00,995][root][INFO] - ===> Epoch[6386](31927/5): Loss -0.8356, Sem 0.0171, dir -0.9880, norm 0.1353, swav 0.0000 LR: 5.048e-02 Score 99.424 Data time: 0.0648, Forward time: 0.7779, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.8550 [2020-10-19 13:02:03,273][root][INFO] - ===> Epoch[6386](31928/5): Loss -0.8412, Sem 0.0165, dir -0.9879, norm 0.1302, swav 0.0000 LR: 5.048e-02 Score 99.446 Data time: 0.0917, Forward time: 0.7779, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.1827 [2020-10-19 13:02:05,789][root][INFO] - ===> Epoch[6386](31929/5): Loss -0.8344, Sem 0.0176, dir -0.9878, norm 0.1358, swav 0.0000 LR: 5.048e-02 Score 99.411 Data time: 0.1343, Forward time: 0.7779, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.3921 [2020-10-19 13:02:08,046][root][INFO] - ===> Epoch[6386](31930/5): Loss -0.8450, Sem 0.0157, dir -0.9886, norm 0.1279, swav 0.0000 LR: 5.048e-02 Score 99.476 Data time: 0.0898, Forward time: 0.7779, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.1771 [2020-10-19 13:02:10,166][root][INFO] - ===> Epoch[6387](31931/5): Loss -0.8481, Sem 0.0160, dir -0.9897, norm 0.1256, swav 0.0000 LR: 5.047e-02 Score 99.461 Data time: 0.0979, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.0100 [2020-10-19 13:02:12,169][root][INFO] - ===> Epoch[6387](31932/5): Loss -0.8452, Sem 0.0178, dir -0.9875, norm 0.1245, swav 0.0000 LR: 5.047e-02 Score 99.408 Data time: 0.0667, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.9263 [2020-10-19 13:02:14,371][root][INFO] - ===> Epoch[6387](31933/5): Loss -0.8413, Sem 0.0171, dir -0.9869, norm 0.1286, swav 0.0000 LR: 5.047e-02 Score 99.430 Data time: 0.0669, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.1338 [2020-10-19 13:02:16,445][root][INFO] - ===> Epoch[6387](31934/5): Loss -0.8542, Sem 0.0171, dir -0.9895, norm 0.1183, swav 0.0000 LR: 5.047e-02 Score 99.471 Data time: 0.0751, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.9870 [2020-10-19 13:02:18,546][root][INFO] - ===> Epoch[6387](31935/5): Loss -0.8434, Sem 0.0153, dir -0.9889, norm 0.1302, swav 0.0000 LR: 5.047e-02 Score 99.487 Data time: 0.0688, Forward time: 0.7779, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.9931 [2020-10-19 13:02:21,044][root][INFO] - ===> Epoch[6388](31936/5): Loss -0.8343, Sem 0.0171, dir -0.9876, norm 0.1361, swav 0.0000 LR: 5.047e-02 Score 99.416 Data time: 0.0844, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.3939 [2020-10-19 13:02:23,479][root][INFO] - ===> Epoch[6388](31937/5): Loss -0.8472, Sem 0.0183, dir -0.9879, norm 0.1225, swav 0.0000 LR: 5.047e-02 Score 99.380 Data time: 0.0789, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.3315 [2020-10-19 13:02:25,572][root][INFO] - ===> Epoch[6388](31938/5): Loss -0.8511, Sem 0.0176, dir -0.9883, norm 0.1196, swav 0.0000 LR: 5.046e-02 Score 99.413 Data time: 0.0527, Forward time: 0.7779, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.9975 [2020-10-19 13:02:27,771][root][INFO] - ===> Epoch[6388](31939/5): Loss -0.8336, Sem 0.0160, dir -0.9880, norm 0.1384, swav 0.0000 LR: 5.046e-02 Score 99.499 Data time: 0.1254, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.1041 [2020-10-19 13:02:30,300][root][INFO] - ===> Epoch[6388](31940/5): Loss -0.8405, Sem 0.0145, dir -0.9891, norm 0.1341, swav 0.0000 LR: 5.046e-02 Score 99.504 Data time: 0.0992, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.4111 [2020-10-19 13:02:32,592][root][INFO] - ===> Epoch[6389](31941/5): Loss -0.8488, Sem 0.0163, dir -0.9877, norm 0.1226, swav 0.0000 LR: 5.046e-02 Score 99.455 Data time: 0.0730, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.1659 [2020-10-19 13:02:34,813][root][INFO] - ===> Epoch[6389](31942/5): Loss -0.8267, Sem 0.0183, dir -0.9862, norm 0.1412, swav 0.0000 LR: 5.046e-02 Score 99.398 Data time: 0.0968, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.0606 [2020-10-19 13:02:36,625][root][INFO] - ===> Epoch[6389](31943/5): Loss -0.8230, Sem 0.0157, dir -0.9887, norm 0.1501, swav 0.0000 LR: 5.046e-02 Score 99.483 Data time: 0.0840, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.7042 [2020-10-19 13:02:38,897][root][INFO] - ===> Epoch[6389](31944/5): Loss -0.8510, Sem 0.0155, dir -0.9891, norm 0.1226, swav 0.0000 LR: 5.045e-02 Score 99.486 Data time: 0.0952, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.1789 [2020-10-19 13:02:41,073][root][INFO] - ===> Epoch[6389](31945/5): Loss -0.8475, Sem 0.0146, dir -0.9886, norm 0.1266, swav 0.0000 LR: 5.045e-02 Score 99.503 Data time: 0.0819, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.0663 [2020-10-19 13:02:43,445][root][INFO] - ===> Epoch[6390](31946/5): Loss -0.8467, Sem 0.0177, dir -0.9881, norm 0.1237, swav 0.0000 LR: 5.045e-02 Score 99.399 Data time: 0.0929, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.2529 [2020-10-19 13:02:45,904][root][INFO] - ===> Epoch[6390](31947/5): Loss -0.8334, Sem 0.0135, dir -0.9873, norm 0.1404, swav 0.0000 LR: 5.045e-02 Score 99.549 Data time: 0.0741, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.3280 [2020-10-19 13:02:47,959][root][INFO] - ===> Epoch[6390](31948/5): Loss -0.8452, Sem 0.0162, dir -0.9885, norm 0.1272, swav 0.0000 LR: 5.045e-02 Score 99.449 Data time: 0.1869, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.9550 [2020-10-19 13:02:50,329][root][INFO] - ===> Epoch[6390](31949/5): Loss -0.8280, Sem 0.0187, dir -0.9877, norm 0.1410, swav 0.0000 LR: 5.045e-02 Score 99.391 Data time: 0.1107, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.2661 [2020-10-19 13:02:52,155][root][INFO] - ===> Epoch[6390](31950/5): Loss -0.8408, Sem 0.0183, dir -0.9884, norm 0.1293, swav 0.0000 LR: 5.044e-02 Score 99.384 Data time: 0.0830, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.6915 [2020-10-19 13:02:54,607][root][INFO] - ===> Epoch[6391](31951/5): Loss -0.8392, Sem 0.0152, dir -0.9883, norm 0.1339, swav 0.0000 LR: 5.044e-02 Score 99.488 Data time: 0.0981, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.3393 [2020-10-19 13:02:56,928][root][INFO] - ===> Epoch[6391](31952/5): Loss -0.8289, Sem 0.0184, dir -0.9867, norm 0.1394, swav 0.0000 LR: 5.044e-02 Score 99.389 Data time: 0.0914, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.2078 [2020-10-19 13:02:59,075][root][INFO] - ===> Epoch[6391](31953/5): Loss -0.8410, Sem 0.0182, dir -0.9878, norm 0.1286, swav 0.0000 LR: 5.044e-02 Score 99.389 Data time: 0.0824, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.0413 [2020-10-19 13:03:00,957][root][INFO] - ===> Epoch[6391](31954/5): Loss -0.8359, Sem 0.0157, dir -0.9877, norm 0.1362, swav 0.0000 LR: 5.044e-02 Score 99.468 Data time: 0.0859, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.7844 [2020-10-19 13:03:03,050][root][INFO] - ===> Epoch[6391](31955/5): Loss -0.8446, Sem 0.0161, dir -0.9890, norm 0.1283, swav 0.0000 LR: 5.044e-02 Score 99.457 Data time: 0.2904, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.9846 [2020-10-19 13:03:05,882][root][INFO] - ===> Epoch[6392](31956/5): Loss -0.8304, Sem 0.0177, dir -0.9874, norm 0.1393, swav 0.0000 LR: 5.043e-02 Score 99.407 Data time: 0.0956, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.7319 [2020-10-19 13:03:07,936][root][INFO] - ===> Epoch[6392](31957/5): Loss -0.8497, Sem 0.0141, dir -0.9885, norm 0.1248, swav 0.0000 LR: 5.043e-02 Score 99.537 Data time: 0.0775, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.9456 [2020-10-19 13:03:10,333][root][INFO] - ===> Epoch[6392](31958/5): Loss -0.8360, Sem 0.0195, dir -0.9877, norm 0.1323, swav 0.0000 LR: 5.043e-02 Score 99.369 Data time: 0.0853, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.3305 [2020-10-19 13:03:12,520][root][INFO] - ===> Epoch[6392](31959/5): Loss -0.8528, Sem 0.0158, dir -0.9894, norm 0.1208, swav 0.0000 LR: 5.043e-02 Score 99.461 Data time: 0.0764, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.0862 [2020-10-19 13:03:14,625][root][INFO] - ===> Epoch[6392](31960/5): Loss -0.8340, Sem 0.0172, dir -0.9865, norm 0.1352, swav 0.0000 LR: 5.043e-02 Score 99.441 Data time: 0.0822, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.0061 [2020-10-19 13:03:16,672][root][INFO] - ===> Epoch[6393](31961/5): Loss -0.8250, Sem 0.0163, dir -0.9881, norm 0.1467, swav 0.0000 LR: 5.043e-02 Score 99.452 Data time: 0.0870, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.9469 [2020-10-19 13:03:18,999][root][INFO] - ===> Epoch[6393](31962/5): Loss -0.8452, Sem 0.0179, dir -0.9885, norm 0.1255, swav 0.0000 LR: 5.042e-02 Score 99.403 Data time: 0.0813, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.2147 [2020-10-19 13:03:21,265][root][INFO] - ===> Epoch[6393](31963/5): Loss -0.8248, Sem 0.0194, dir -0.9872, norm 0.1430, swav 0.0000 LR: 5.042e-02 Score 99.354 Data time: 0.0626, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.1827 [2020-10-19 13:03:23,398][root][INFO] - ===> Epoch[6393](31964/5): Loss -0.8486, Sem 0.0170, dir -0.9879, norm 0.1223, swav 0.0000 LR: 5.042e-02 Score 99.423 Data time: 0.0747, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.0502 [2020-10-19 13:03:25,284][root][INFO] - ===> Epoch[6393](31965/5): Loss -0.8445, Sem 0.0178, dir -0.9888, norm 0.1266, swav 0.0000 LR: 5.042e-02 Score 99.389 Data time: 0.0678, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.7827 [2020-10-19 13:03:27,310][root][INFO] - ===> Epoch[6394](31966/5): Loss -0.8465, Sem 0.0175, dir -0.9882, norm 0.1241, swav 0.0000 LR: 5.042e-02 Score 99.408 Data time: 0.0591, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.9389 [2020-10-19 13:03:29,708][root][INFO] - ===> Epoch[6394](31967/5): Loss -0.8294, Sem 0.0187, dir -0.9875, norm 0.1394, swav 0.0000 LR: 5.042e-02 Score 99.396 Data time: 0.0539, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.3085 [2020-10-19 13:03:31,869][root][INFO] - ===> Epoch[6394](31968/5): Loss -0.8475, Sem 0.0154, dir -0.9893, norm 0.1265, swav 0.0000 LR: 5.042e-02 Score 99.484 Data time: 0.0881, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.0650 [2020-10-19 13:03:33,910][root][INFO] - ===> Epoch[6394](31969/5): Loss -0.8467, Sem 0.0177, dir -0.9872, norm 0.1229, swav 0.0000 LR: 5.041e-02 Score 99.396 Data time: 0.0675, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.9320 [2020-10-19 13:03:36,672][root][INFO] - ===> Epoch[6394](31970/5): Loss -0.8419, Sem 0.0163, dir -0.9891, norm 0.1309, swav 0.0000 LR: 5.041e-02 Score 99.460 Data time: 0.0863, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.6494 [2020-10-19 13:03:38,666][root][INFO] - ===> Epoch[6395](31971/5): Loss -0.8458, Sem 0.0151, dir -0.9892, norm 0.1283, swav 0.0000 LR: 5.041e-02 Score 99.490 Data time: 0.0669, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.8731 [2020-10-19 13:03:41,134][root][INFO] - ===> Epoch[6395](31972/5): Loss -0.8378, Sem 0.0160, dir -0.9884, norm 0.1346, swav 0.0000 LR: 5.041e-02 Score 99.465 Data time: 0.2152, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.3704 [2020-10-19 13:03:43,310][root][INFO] - ===> Epoch[6395](31973/5): Loss -0.8488, Sem 0.0175, dir -0.9874, norm 0.1211, swav 0.0000 LR: 5.041e-02 Score 99.418 Data time: 0.0905, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.0575 [2020-10-19 13:03:45,455][root][INFO] - ===> Epoch[6395](31974/5): Loss -0.8337, Sem 0.0184, dir -0.9871, norm 0.1349, swav 0.0000 LR: 5.041e-02 Score 99.389 Data time: 0.0700, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.0266 [2020-10-19 13:03:47,501][root][INFO] - ===> Epoch[6395](31975/5): Loss -0.8518, Sem 0.0171, dir -0.9888, norm 0.1199, swav 0.0000 LR: 5.040e-02 Score 99.413 Data time: 0.0729, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.9479 [2020-10-19 13:03:49,666][root][INFO] - ===> Epoch[6396](31976/5): Loss -0.8443, Sem 0.0156, dir -0.9883, norm 0.1284, swav 0.0000 LR: 5.040e-02 Score 99.468 Data time: 0.0810, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.0696 [2020-10-19 13:03:51,670][root][INFO] - ===> Epoch[6396](31977/5): Loss -0.8526, Sem 0.0185, dir -0.9883, norm 0.1172, swav 0.0000 LR: 5.040e-02 Score 99.374 Data time: 0.0661, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.8771 [2020-10-19 13:03:54,306][root][INFO] - ===> Epoch[6396](31978/5): Loss -0.8451, Sem 0.0160, dir -0.9884, norm 0.1272, swav 0.0000 LR: 5.040e-02 Score 99.465 Data time: 0.0656, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.5541 [2020-10-19 13:03:56,439][root][INFO] - ===> Epoch[6396](31979/5): Loss -0.8487, Sem 0.0150, dir -0.9887, norm 0.1251, swav 0.0000 LR: 5.040e-02 Score 99.511 Data time: 0.0667, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.0517 [2020-10-19 13:03:58,596][root][INFO] - ===> Epoch[6396](31980/5): Loss -0.8387, Sem 0.0179, dir -0.9875, norm 0.1309, swav 0.0000 LR: 5.040e-02 Score 99.403 Data time: 0.0582, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.0633 [2020-10-19 13:04:01,278][root][INFO] - ===> Epoch[6397](31981/5): Loss -0.8451, Sem 0.0163, dir -0.9884, norm 0.1269, swav 0.0000 LR: 5.039e-02 Score 99.438 Data time: 0.0830, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.6071 [2020-10-19 13:04:03,426][root][INFO] - ===> Epoch[6397](31982/5): Loss -0.8499, Sem 0.0163, dir -0.9888, norm 0.1226, swav 0.0000 LR: 5.039e-02 Score 99.438 Data time: 0.0740, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.0340 [2020-10-19 13:04:05,713][root][INFO] - ===> Epoch[6397](31983/5): Loss -0.8474, Sem 0.0154, dir -0.9887, norm 0.1259, swav 0.0000 LR: 5.039e-02 Score 99.493 Data time: 0.0777, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.1843 [2020-10-19 13:04:07,779][root][INFO] - ===> Epoch[6397](31984/5): Loss -0.8392, Sem 0.0169, dir -0.9881, norm 0.1320, swav 0.0000 LR: 5.039e-02 Score 99.433 Data time: 0.0681, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.9521 [2020-10-19 13:04:09,818][root][INFO] - ===> Epoch[6397](31985/5): Loss -0.8537, Sem 0.0174, dir -0.9881, norm 0.1171, swav 0.0000 LR: 5.039e-02 Score 99.396 Data time: 0.0848, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.9413 [2020-10-19 13:04:11,696][root][INFO] - ===> Epoch[6398](31986/5): Loss -0.8481, Sem 0.0164, dir -0.9881, norm 0.1235, swav 0.0000 LR: 5.039e-02 Score 99.446 Data time: 0.0814, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.7704 [2020-10-19 13:04:13,969][root][INFO] - ===> Epoch[6398](31987/5): Loss -0.8504, Sem 0.0172, dir -0.9887, norm 0.1211, swav 0.0000 LR: 5.038e-02 Score 99.427 Data time: 0.0731, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.1624 [2020-10-19 13:04:16,210][root][INFO] - ===> Epoch[6398](31988/5): Loss -0.8382, Sem 0.0168, dir -0.9879, norm 0.1330, swav 0.0000 LR: 5.038e-02 Score 99.448 Data time: 0.1086, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.1186 [2020-10-19 13:04:18,100][root][INFO] - ===> Epoch[6398](31989/5): Loss -0.8526, Sem 0.0158, dir -0.9887, norm 0.1203, swav 0.0000 LR: 5.038e-02 Score 99.465 Data time: 0.0922, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.7800 [2020-10-19 13:04:20,408][root][INFO] - ===> Epoch[6398](31990/5): Loss -0.8488, Sem 0.0162, dir -0.9882, norm 0.1233, swav 0.0000 LR: 5.038e-02 Score 99.457 Data time: 0.0835, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.1982 [2020-10-19 13:04:22,755][root][INFO] - ===> Epoch[6399](31991/5): Loss -0.8493, Sem 0.0158, dir -0.9881, norm 0.1230, swav 0.0000 LR: 5.038e-02 Score 99.463 Data time: 0.0609, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.2339 [2020-10-19 13:04:24,987][root][INFO] - ===> Epoch[6399](31992/5): Loss -0.8366, Sem 0.0175, dir -0.9861, norm 0.1319, swav 0.0000 LR: 5.038e-02 Score 99.410 Data time: 0.0632, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.1499 [2020-10-19 13:04:27,401][root][INFO] - ===> Epoch[6399](31993/5): Loss -0.8615, Sem 0.0152, dir -0.9895, norm 0.1128, swav 0.0000 LR: 5.037e-02 Score 99.477 Data time: 0.0658, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.3230 [2020-10-19 13:04:29,433][root][INFO] - ===> Epoch[6399](31994/5): Loss -0.8369, Sem 0.0176, dir -0.9869, norm 0.1325, swav 0.0000 LR: 5.037e-02 Score 99.420 Data time: 0.0544, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.9390 [2020-10-19 13:04:31,684][root][INFO] - ===> Epoch[6399](31995/5): Loss -0.8448, Sem 0.0176, dir -0.9886, norm 0.1262, swav 0.0000 LR: 5.037e-02 Score 99.404 Data time: 0.0752, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.1705 [2020-10-19 13:04:33,538][root][INFO] - ===> Epoch[6400](31996/5): Loss -0.8402, Sem 0.0166, dir -0.9881, norm 0.1313, swav 0.0000 LR: 5.037e-02 Score 99.450 Data time: 0.0754, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.7464 [2020-10-19 13:04:35,930][root][INFO] - ===> Epoch[6400](31997/5): Loss -0.8492, Sem 0.0166, dir -0.9885, norm 0.1227, swav 0.0000 LR: 5.037e-02 Score 99.428 Data time: 0.1199, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.2919 [2020-10-19 13:04:38,199][root][INFO] - ===> Epoch[6400](31998/5): Loss -0.8381, Sem 0.0154, dir -0.9870, norm 0.1334, swav 0.0000 LR: 5.037e-02 Score 99.484 Data time: 0.0984, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.1579 [2020-10-19 13:04:39,918][root][INFO] - ===> Epoch[6400](31999/5): Loss -0.8449, Sem 0.0172, dir -0.9882, norm 0.1262, swav 0.0000 LR: 5.036e-02 Score 99.433 Data time: 0.0593, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.5804 [2020-10-19 13:04:42,053][root][INFO] - ===> Epoch[6400](32000/5): Loss -0.8560, Sem 0.0135, dir -0.9899, norm 0.1204, swav 0.0000 LR: 5.036e-02 Score 99.534 Data time: 0.1763, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.0397 [2020-10-19 13:04:43,101][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 13:04:43,267][root][INFO] - ===> Start testing [2020-10-19 13:05:22,531][root][INFO] - 68/68: Data time: 0.0024, Iter time: 0.1252 Loss 0.173 (AVG: 0.562) Score 96.307 (AVG: 90.563) mIOU 70.491 mAP 83.781 mAcc 77.724 IOU: 61.604 0.327 78.522 74.038 93.990 91.573 35.789 81.700 98.049 72.567 81.766 85.682 60.783 mAP: 79.496 9.230 96.113 85.212 98.759 98.354 56.531 96.250 99.778 90.174 93.866 93.816 91.571 mAcc: 77.627 1.185 89.982 82.174 95.135 97.849 40.876 91.737 98.833 82.547 90.857 96.501 65.108 [2020-10-19 13:05:22,532][root][INFO] - Finished test. Elapsed time: 39.2628 [2020-10-19 13:05:25,519][root][INFO] - [2020-10-19 13:05:25,519][root][INFO] - ################################################################ [2020-10-19 13:05:25,519][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 13:05:25,519][root][INFO] - ################################################################ [2020-10-19 13:05:25,519][root][INFO] - clutter : nan nan nan [2020-10-19 13:05:25,519][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 13:05:25,519][root][INFO] - board : 0.825 0.901 0.902 [2020-10-19 13:05:25,519][root][INFO] - bookcase : 0.235 0.343 0.504 [2020-10-19 13:05:25,519][root][INFO] - ceiling : 0.425 0.444 0.501 [2020-10-19 13:05:25,519][root][INFO] - chair : 0.816 0.902 0.916 [2020-10-19 13:05:25,519][root][INFO] - column : 0.174 0.276 0.418 [2020-10-19 13:05:25,520][root][INFO] - door : 0.748 0.886 0.952 [2020-10-19 13:05:25,520][root][INFO] - floor : 0.715 0.715 0.761 [2020-10-19 13:05:25,520][root][INFO] - sofa : 0.383 0.639 0.778 [2020-10-19 13:05:25,520][root][INFO] - table : 0.145 0.302 0.598 [2020-10-19 13:05:25,520][root][INFO] - wall : 0.548 0.728 0.817 [2020-10-19 13:05:25,520][root][INFO] - window : 0.552 0.769 0.784 [2020-10-19 13:05:25,520][root][INFO] - ---------------------------------------------------------------- [2020-10-19 13:05:25,520][root][INFO] - average : 0.464 0.575 0.661 [2020-10-19 13:05:25,520][root][INFO] - [2020-10-19 13:05:25,676][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 13:05:25,677][root][INFO] - Current best mIoU: 72.177 at iter 31200 [2020-10-19 13:05:27,495][root][INFO] - ===> Epoch[6401](32001/5): Loss -0.8304, Sem 0.0185, dir -0.9881, norm 0.1393, swav 0.0000 LR: 5.036e-02 Score 99.379 Data time: 0.0608, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.8124 [2020-10-19 13:05:30,028][root][INFO] - ===> Epoch[6401](32002/5): Loss -0.8419, Sem 0.0156, dir -0.9867, norm 0.1292, swav 0.0000 LR: 5.036e-02 Score 99.475 Data time: 0.1187, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.4056 [2020-10-19 13:05:32,367][root][INFO] - ===> Epoch[6401](32003/5): Loss -0.8224, Sem 0.0167, dir -0.9885, norm 0.1494, swav 0.0000 LR: 5.036e-02 Score 99.434 Data time: 0.1065, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.2338 [2020-10-19 13:05:34,365][root][INFO] - ===> Epoch[6401](32004/5): Loss -0.8377, Sem 0.0183, dir -0.9879, norm 0.1319, swav 0.0000 LR: 5.036e-02 Score 99.393 Data time: 0.0829, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.8871 [2020-10-19 13:05:36,444][root][INFO] - ===> Epoch[6401](32005/5): Loss -0.8393, Sem 0.0155, dir -0.9883, norm 0.1335, swav 0.0000 LR: 5.036e-02 Score 99.472 Data time: 0.0638, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.9763 [2020-10-19 13:05:38,349][root][INFO] - ===> Epoch[6402](32006/5): Loss -0.8449, Sem 0.0162, dir -0.9886, norm 0.1276, swav 0.0000 LR: 5.035e-02 Score 99.435 Data time: 0.0644, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.8354 [2020-10-19 13:05:40,626][root][INFO] - ===> Epoch[6402](32007/5): Loss -0.8338, Sem 0.0175, dir -0.9876, norm 0.1363, swav 0.0000 LR: 5.035e-02 Score 99.409 Data time: 0.0791, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.1872 [2020-10-19 13:05:42,782][root][INFO] - ===> Epoch[6402](32008/5): Loss -0.8402, Sem 0.0174, dir -0.9880, norm 0.1304, swav 0.0000 LR: 5.035e-02 Score 99.408 Data time: 0.0665, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.0400 [2020-10-19 13:05:45,066][root][INFO] - ===> Epoch[6402](32009/5): Loss -0.8485, Sem 0.0153, dir -0.9891, norm 0.1253, swav 0.0000 LR: 5.035e-02 Score 99.483 Data time: 0.0582, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.1739 [2020-10-19 13:05:47,324][root][INFO] - ===> Epoch[6402](32010/5): Loss -0.8372, Sem 0.0185, dir -0.9876, norm 0.1318, swav 0.0000 LR: 5.035e-02 Score 99.380 Data time: 0.0578, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.1723 [2020-10-19 13:05:49,476][root][INFO] - ===> Epoch[6403](32011/5): Loss -0.8352, Sem 0.0172, dir -0.9883, norm 0.1359, swav 0.0000 LR: 5.035e-02 Score 99.416 Data time: 0.0716, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.0852 [2020-10-19 13:05:51,646][root][INFO] - ===> Epoch[6403](32012/5): Loss -0.8458, Sem 0.0179, dir -0.9881, norm 0.1245, swav 0.0000 LR: 5.034e-02 Score 99.390 Data time: 0.1882, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.0707 [2020-10-19 13:05:53,913][root][INFO] - ===> Epoch[6403](32013/5): Loss -0.8360, Sem 0.0148, dir -0.9869, norm 0.1361, swav 0.0000 LR: 5.034e-02 Score 99.506 Data time: 0.1052, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.1564 [2020-10-19 13:05:56,335][root][INFO] - ===> Epoch[6403](32014/5): Loss -0.8533, Sem 0.0139, dir -0.9894, norm 0.1223, swav 0.0000 LR: 5.034e-02 Score 99.520 Data time: 0.0792, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.3151 [2020-10-19 13:05:58,372][root][INFO] - ===> Epoch[6403](32015/5): Loss -0.8544, Sem 0.0163, dir -0.9890, norm 0.1183, swav 0.0000 LR: 5.034e-02 Score 99.444 Data time: 0.1257, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 1.9359 [2020-10-19 13:06:00,916][root][INFO] - ===> Epoch[6404](32016/5): Loss -0.8361, Sem 0.0185, dir -0.9882, norm 0.1336, swav 0.0000 LR: 5.034e-02 Score 99.431 Data time: 0.1544, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.4470 [2020-10-19 13:06:03,014][root][INFO] - ===> Epoch[6404](32017/5): Loss -0.8529, Sem 0.0154, dir -0.9892, norm 0.1209, swav 0.0000 LR: 5.034e-02 Score 99.481 Data time: 0.0922, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.0062 [2020-10-19 13:06:05,007][root][INFO] - ===> Epoch[6404](32018/5): Loss -0.8111, Sem 0.0386, dir -0.9882, norm 0.1385, swav 0.0000 LR: 5.033e-02 Score 99.093 Data time: 0.0729, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.9060 [2020-10-19 13:06:07,365][root][INFO] - ===> Epoch[6404](32019/5): Loss -0.8387, Sem 0.0184, dir -0.9873, norm 0.1302, swav 0.0000 LR: 5.033e-02 Score 99.384 Data time: 0.0900, Forward time: 0.7780, Backward time: 1.1678, DDP time: 0.0032, Total iter time: 2.2605 [2020-10-19 13:06:09,454][root][INFO] - ===> Epoch[6404](32020/5): Loss -0.7986, Sem 0.0535, dir -0.9883, norm 0.1361, swav 0.0000 LR: 5.033e-02 Score 98.783 Data time: 0.1259, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.9826 [2020-10-19 13:06:11,551][root][INFO] - ===> Epoch[6405](32021/5): Loss -0.8534, Sem 0.0168, dir -0.9892, norm 0.1190, swav 0.0000 LR: 5.033e-02 Score 99.439 Data time: 0.0592, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.9871 [2020-10-19 13:06:13,494][root][INFO] - ===> Epoch[6405](32022/5): Loss -0.8337, Sem 0.0191, dir -0.9876, norm 0.1348, swav 0.0000 LR: 5.033e-02 Score 99.365 Data time: 0.0736, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.8610 [2020-10-19 13:06:15,393][root][INFO] - ===> Epoch[6405](32023/5): Loss -0.8387, Sem 0.0190, dir -0.9891, norm 0.1314, swav 0.0000 LR: 5.033e-02 Score 99.441 Data time: 0.1080, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.8233 [2020-10-19 13:06:17,416][root][INFO] - ===> Epoch[6405](32024/5): Loss -0.8394, Sem 0.0217, dir -0.9881, norm 0.1269, swav 0.0000 LR: 5.032e-02 Score 99.359 Data time: 0.0682, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.9200 [2020-10-19 13:06:19,622][root][INFO] - ===> Epoch[6405](32025/5): Loss -0.8183, Sem 0.0234, dir -0.9860, norm 0.1444, swav 0.0000 LR: 5.032e-02 Score 99.274 Data time: 0.0898, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.1137 [2020-10-19 13:06:21,545][root][INFO] - ===> Epoch[6406](32026/5): Loss -0.8478, Sem 0.0168, dir -0.9888, norm 0.1241, swav 0.0000 LR: 5.032e-02 Score 99.450 Data time: 0.0643, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.8143 [2020-10-19 13:06:23,529][root][INFO] - ===> Epoch[6406](32027/5): Loss -0.8221, Sem 0.0181, dir -0.9866, norm 0.1463, swav 0.0000 LR: 5.032e-02 Score 99.415 Data time: 0.0791, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.9013 [2020-10-19 13:06:25,843][root][INFO] - ===> Epoch[6406](32028/5): Loss -0.8244, Sem 0.0190, dir -0.9876, norm 0.1442, swav 0.0000 LR: 5.032e-02 Score 99.388 Data time: 0.0753, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.2120 [2020-10-19 13:06:28,050][root][INFO] - ===> Epoch[6406](32029/5): Loss -0.8308, Sem 0.0186, dir -0.9874, norm 0.1379, swav 0.0000 LR: 5.032e-02 Score 99.407 Data time: 0.1121, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.1039 [2020-10-19 13:06:30,190][root][INFO] - ===> Epoch[6406](32030/5): Loss -0.8328, Sem 0.0178, dir -0.9878, norm 0.1371, swav 0.0000 LR: 5.031e-02 Score 99.404 Data time: 0.0948, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.0329 [2020-10-19 13:06:31,928][root][INFO] - ===> Epoch[6407](32031/5): Loss -0.8414, Sem 0.0205, dir -0.9877, norm 0.1258, swav 0.0000 LR: 5.031e-02 Score 99.343 Data time: 0.0485, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.6191 [2020-10-19 13:06:34,720][root][INFO] - ===> Epoch[6407](32032/5): Loss -0.8265, Sem 0.0196, dir -0.9872, norm 0.1410, swav 0.0000 LR: 5.031e-02 Score 99.372 Data time: 0.1863, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.7371 [2020-10-19 13:06:36,834][root][INFO] - ===> Epoch[6407](32033/5): Loss -0.8242, Sem 0.0183, dir -0.9871, norm 0.1446, swav 0.0000 LR: 5.031e-02 Score 99.403 Data time: 0.0797, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.0621 [2020-10-19 13:06:38,728][root][INFO] - ===> Epoch[6407](32034/5): Loss -0.8374, Sem 0.0195, dir -0.9874, norm 0.1305, swav 0.0000 LR: 5.031e-02 Score 99.342 Data time: 0.1015, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.7834 [2020-10-19 13:06:41,153][root][INFO] - ===> Epoch[6407](32035/5): Loss -0.8359, Sem 0.0193, dir -0.9884, norm 0.1332, swav 0.0000 LR: 5.031e-02 Score 99.357 Data time: 0.0622, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.3085 [2020-10-19 13:06:43,591][root][INFO] - ===> Epoch[6408](32036/5): Loss -0.8385, Sem 0.0164, dir -0.9881, norm 0.1332, swav 0.0000 LR: 5.030e-02 Score 99.452 Data time: 0.0967, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.3403 [2020-10-19 13:06:45,738][root][INFO] - ===> Epoch[6408](32037/5): Loss -0.8343, Sem 0.0180, dir -0.9872, norm 0.1349, swav 0.0000 LR: 5.030e-02 Score 99.425 Data time: 0.1426, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.0203 [2020-10-19 13:06:47,660][root][INFO] - ===> Epoch[6408](32038/5): Loss -0.8403, Sem 0.0194, dir -0.9880, norm 0.1282, swav 0.0000 LR: 5.030e-02 Score 99.354 Data time: 0.0766, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.8247 [2020-10-19 13:06:50,019][root][INFO] - ===> Epoch[6408](32039/5): Loss -0.8347, Sem 0.0206, dir -0.9868, norm 0.1316, swav 0.0000 LR: 5.030e-02 Score 99.318 Data time: 0.0627, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.2551 [2020-10-19 13:06:52,202][root][INFO] - ===> Epoch[6408](32040/5): Loss -0.8492, Sem 0.0171, dir -0.9883, norm 0.1220, swav 0.0000 LR: 5.030e-02 Score 99.410 Data time: 0.0732, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.1165 [2020-10-19 13:06:54,463][root][INFO] - ===> Epoch[6409](32041/5): Loss -0.8404, Sem 0.0183, dir -0.9883, norm 0.1296, swav 0.0000 LR: 5.030e-02 Score 99.384 Data time: 0.0777, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.1966 [2020-10-19 13:06:56,613][root][INFO] - ===> Epoch[6409](32042/5): Loss -0.8522, Sem 0.0174, dir -0.9887, norm 0.1192, swav 0.0000 LR: 5.030e-02 Score 99.424 Data time: 0.0642, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.0466 [2020-10-19 13:06:59,082][root][INFO] - ===> Epoch[6409](32043/5): Loss -0.8410, Sem 0.0174, dir -0.9890, norm 0.1306, swav 0.0000 LR: 5.029e-02 Score 99.414 Data time: 0.0558, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.3832 [2020-10-19 13:07:01,064][root][INFO] - ===> Epoch[6409](32044/5): Loss -0.8413, Sem 0.0170, dir -0.9876, norm 0.1293, swav 0.0000 LR: 5.029e-02 Score 99.438 Data time: 0.0870, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.8795 [2020-10-19 13:07:02,945][root][INFO] - ===> Epoch[6409](32045/5): Loss -0.8272, Sem 0.0185, dir -0.9872, norm 0.1415, swav 0.0000 LR: 5.029e-02 Score 99.396 Data time: 0.0763, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.7583 [2020-10-19 13:07:05,122][root][INFO] - ===> Epoch[6410](32046/5): Loss -0.8467, Sem 0.0157, dir -0.9882, norm 0.1258, swav 0.0000 LR: 5.029e-02 Score 99.501 Data time: 0.0828, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.1026 [2020-10-19 13:07:07,439][root][INFO] - ===> Epoch[6410](32047/5): Loss -0.8446, Sem 0.0165, dir -0.9890, norm 0.1280, swav 0.0000 LR: 5.029e-02 Score 99.445 Data time: 0.0517, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.2053 [2020-10-19 13:07:09,683][root][INFO] - ===> Epoch[6410](32048/5): Loss -0.8461, Sem 0.0174, dir -0.9872, norm 0.1237, swav 0.0000 LR: 5.029e-02 Score 99.415 Data time: 0.0958, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.1591 [2020-10-19 13:07:11,828][root][INFO] - ===> Epoch[6410](32049/5): Loss -0.8392, Sem 0.0193, dir -0.9868, norm 0.1284, swav 0.0000 LR: 5.028e-02 Score 99.346 Data time: 0.0640, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.0280 [2020-10-19 13:07:14,018][root][INFO] - ===> Epoch[6410](32050/5): Loss -0.8460, Sem 0.0162, dir -0.9877, norm 0.1255, swav 0.0000 LR: 5.028e-02 Score 99.479 Data time: 0.0736, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.1055 [2020-10-19 13:07:16,144][root][INFO] - ===> Epoch[6411](32051/5): Loss -0.8460, Sem 0.0187, dir -0.9885, norm 0.1238, swav 0.0000 LR: 5.028e-02 Score 99.393 Data time: 0.0884, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.0016 [2020-10-19 13:07:18,368][root][INFO] - ===> Epoch[6411](32052/5): Loss -0.8375, Sem 0.0208, dir -0.9881, norm 0.1298, swav 0.0000 LR: 5.028e-02 Score 99.359 Data time: 0.0914, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.1180 [2020-10-19 13:07:20,607][root][INFO] - ===> Epoch[6411](32053/5): Loss -0.8377, Sem 0.0190, dir -0.9869, norm 0.1302, swav 0.0000 LR: 5.028e-02 Score 99.370 Data time: 0.0729, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.1319 [2020-10-19 13:07:22,618][root][INFO] - ===> Epoch[6411](32054/5): Loss -0.8586, Sem 0.0149, dir -0.9897, norm 0.1162, swav 0.0000 LR: 5.028e-02 Score 99.506 Data time: 0.0747, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.9154 [2020-10-19 13:07:25,025][root][INFO] - ===> Epoch[6411](32055/5): Loss -0.8510, Sem 0.0169, dir -0.9887, norm 0.1208, swav 0.0000 LR: 5.027e-02 Score 99.437 Data time: 0.0677, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.3108 [2020-10-19 13:07:27,126][root][INFO] - ===> Epoch[6412](32056/5): Loss -0.8498, Sem 0.0176, dir -0.9875, norm 0.1202, swav 0.0000 LR: 5.027e-02 Score 99.404 Data time: 0.0615, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.0096 [2020-10-19 13:07:29,385][root][INFO] - ===> Epoch[6412](32057/5): Loss -0.8424, Sem 0.0165, dir -0.9883, norm 0.1295, swav 0.0000 LR: 5.027e-02 Score 99.466 Data time: 0.0708, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.1747 [2020-10-19 13:07:32,028][root][INFO] - ===> Epoch[6412](32058/5): Loss -0.8382, Sem 0.0188, dir -0.9878, norm 0.1307, swav 0.0000 LR: 5.027e-02 Score 99.361 Data time: 0.0790, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.5555 [2020-10-19 13:07:34,125][root][INFO] - ===> Epoch[6412](32059/5): Loss -0.8321, Sem 0.0197, dir -0.9872, norm 0.1354, swav 0.0000 LR: 5.027e-02 Score 99.396 Data time: 0.0560, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.9718 [2020-10-19 13:07:36,218][root][INFO] - ===> Epoch[6412](32060/5): Loss -0.8490, Sem 0.0164, dir -0.9893, norm 0.1239, swav 0.0000 LR: 5.027e-02 Score 99.452 Data time: 0.0827, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.0006 [2020-10-19 13:07:38,119][root][INFO] - ===> Epoch[6413](32061/5): Loss -0.8400, Sem 0.0182, dir -0.9876, norm 0.1294, swav 0.0000 LR: 5.026e-02 Score 99.398 Data time: 0.0540, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.7822 [2020-10-19 13:07:40,481][root][INFO] - ===> Epoch[6413](32062/5): Loss -0.8362, Sem 0.0179, dir -0.9872, norm 0.1331, swav 0.0000 LR: 5.026e-02 Score 99.409 Data time: 0.0978, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.2801 [2020-10-19 13:07:42,539][root][INFO] - ===> Epoch[6413](32063/5): Loss -0.8381, Sem 0.0183, dir -0.9891, norm 0.1327, swav 0.0000 LR: 5.026e-02 Score 99.437 Data time: 0.0799, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.9530 [2020-10-19 13:07:44,766][root][INFO] - ===> Epoch[6413](32064/5): Loss -0.8362, Sem 0.0176, dir -0.9871, norm 0.1332, swav 0.0000 LR: 5.026e-02 Score 99.416 Data time: 0.0591, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.1448 [2020-10-19 13:07:47,333][root][INFO] - ===> Epoch[6413](32065/5): Loss -0.8381, Sem 0.0174, dir -0.9872, norm 0.1317, swav 0.0000 LR: 5.026e-02 Score 99.417 Data time: 0.0698, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.5039 [2020-10-19 13:07:49,157][root][INFO] - ===> Epoch[6414](32066/5): Loss -0.8414, Sem 0.0164, dir -0.9880, norm 0.1302, swav 0.0000 LR: 5.026e-02 Score 99.446 Data time: 0.0606, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.7298 [2020-10-19 13:07:51,105][root][INFO] - ===> Epoch[6414](32067/5): Loss -0.8234, Sem 0.0164, dir -0.9872, norm 0.1475, swav 0.0000 LR: 5.025e-02 Score 99.449 Data time: 0.0839, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.8704 [2020-10-19 13:07:53,573][root][INFO] - ===> Epoch[6414](32068/5): Loss -0.8420, Sem 0.0188, dir -0.9871, norm 0.1264, swav 0.0000 LR: 5.025e-02 Score 99.390 Data time: 0.2490, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.3599 [2020-10-19 13:07:55,719][root][INFO] - ===> Epoch[6414](32069/5): Loss -0.8406, Sem 0.0166, dir -0.9888, norm 0.1316, swav 0.0000 LR: 5.025e-02 Score 99.437 Data time: 0.0952, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.0332 [2020-10-19 13:07:57,742][root][INFO] - ===> Epoch[6414](32070/5): Loss -0.8419, Sem 0.0166, dir -0.9883, norm 0.1299, swav 0.0000 LR: 5.025e-02 Score 99.446 Data time: 0.0815, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.9110 [2020-10-19 13:07:59,779][root][INFO] - ===> Epoch[6415](32071/5): Loss -0.8270, Sem 0.0180, dir -0.9869, norm 0.1419, swav 0.0000 LR: 5.025e-02 Score 99.404 Data time: 0.1348, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.9364 [2020-10-19 13:08:01,933][root][INFO] - ===> Epoch[6415](32072/5): Loss -0.8319, Sem 0.0188, dir -0.9872, norm 0.1365, swav 0.0000 LR: 5.025e-02 Score 99.367 Data time: 0.0873, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.0340 [2020-10-19 13:08:04,355][root][INFO] - ===> Epoch[6415](32073/5): Loss -0.8334, Sem 0.0176, dir -0.9878, norm 0.1368, swav 0.0000 LR: 5.025e-02 Score 99.416 Data time: 0.0850, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.2841 [2020-10-19 13:08:06,668][root][INFO] - ===> Epoch[6415](32074/5): Loss -0.8437, Sem 0.0166, dir -0.9872, norm 0.1269, swav 0.0000 LR: 5.024e-02 Score 99.444 Data time: 0.0860, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.1866 [2020-10-19 13:08:08,500][root][INFO] - ===> Epoch[6415](32075/5): Loss -0.8489, Sem 0.0152, dir -0.9889, norm 0.1248, swav 0.0000 LR: 5.024e-02 Score 99.490 Data time: 0.0728, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.7100 [2020-10-19 13:08:10,605][root][INFO] - ===> Epoch[6416](32076/5): Loss -0.8288, Sem 0.0197, dir -0.9869, norm 0.1383, swav 0.0000 LR: 5.024e-02 Score 99.339 Data time: 0.0578, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.9937 [2020-10-19 13:08:12,582][root][INFO] - ===> Epoch[6416](32077/5): Loss -0.8575, Sem 0.0162, dir -0.9886, norm 0.1149, swav 0.0000 LR: 5.024e-02 Score 99.449 Data time: 0.0894, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.8968 [2020-10-19 13:08:14,615][root][INFO] - ===> Epoch[6416](32078/5): Loss -0.8505, Sem 0.0148, dir -0.9893, norm 0.1240, swav 0.0000 LR: 5.024e-02 Score 99.497 Data time: 0.1452, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.9210 [2020-10-19 13:08:17,561][root][INFO] - ===> Epoch[6416](32079/5): Loss -0.8441, Sem 0.0154, dir -0.9881, norm 0.1286, swav 0.0000 LR: 5.024e-02 Score 99.487 Data time: 0.0918, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.8694 [2020-10-19 13:08:20,125][root][INFO] - ===> Epoch[6416](32080/5): Loss -0.8274, Sem 0.0165, dir -0.9874, norm 0.1436, swav 0.0000 LR: 5.023e-02 Score 99.446 Data time: 0.0782, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.4397 [2020-10-19 13:08:22,665][root][INFO] - ===> Epoch[6417](32081/5): Loss -0.8266, Sem 0.0181, dir -0.9872, norm 0.1425, swav 0.0000 LR: 5.023e-02 Score 99.389 Data time: 0.0773, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.4534 [2020-10-19 13:08:24,474][root][INFO] - ===> Epoch[6417](32082/5): Loss -0.8548, Sem 0.0168, dir -0.9887, norm 0.1171, swav 0.0000 LR: 5.023e-02 Score 99.446 Data time: 0.0592, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.7030 [2020-10-19 13:08:26,666][root][INFO] - ===> Epoch[6417](32083/5): Loss -0.8367, Sem 0.0241, dir -0.9873, norm 0.1265, swav 0.0000 LR: 5.023e-02 Score 99.293 Data time: 0.0942, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.1105 [2020-10-19 13:08:28,663][root][INFO] - ===> Epoch[6417](32084/5): Loss -0.8436, Sem 0.0173, dir -0.9881, norm 0.1272, swav 0.0000 LR: 5.023e-02 Score 99.416 Data time: 0.0816, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.8743 [2020-10-19 13:08:30,732][root][INFO] - ===> Epoch[6417](32085/5): Loss -0.8543, Sem 0.0160, dir -0.9892, norm 0.1189, swav 0.0000 LR: 5.023e-02 Score 99.471 Data time: 0.0888, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.9703 [2020-10-19 13:08:33,082][root][INFO] - ===> Epoch[6418](32086/5): Loss -0.8361, Sem 0.0176, dir -0.9879, norm 0.1342, swav 0.0000 LR: 5.022e-02 Score 99.420 Data time: 0.0788, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.2504 [2020-10-19 13:08:35,381][root][INFO] - ===> Epoch[6418](32087/5): Loss -0.8420, Sem 0.0168, dir -0.9876, norm 0.1288, swav 0.0000 LR: 5.022e-02 Score 99.444 Data time: 0.0726, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.2031 [2020-10-19 13:08:37,259][root][INFO] - ===> Epoch[6418](32088/5): Loss -0.8505, Sem 0.0183, dir -0.9881, norm 0.1192, swav 0.0000 LR: 5.022e-02 Score 99.378 Data time: 0.0804, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.7900 [2020-10-19 13:08:39,462][root][INFO] - ===> Epoch[6418](32089/5): Loss -0.8406, Sem 0.0177, dir -0.9877, norm 0.1294, swav 0.0000 LR: 5.022e-02 Score 99.418 Data time: 0.0686, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.0775 [2020-10-19 13:08:41,453][root][INFO] - ===> Epoch[6418](32090/5): Loss -0.8527, Sem 0.0172, dir -0.9885, norm 0.1186, swav 0.0000 LR: 5.022e-02 Score 99.414 Data time: 0.0590, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.9117 [2020-10-19 13:08:43,408][root][INFO] - ===> Epoch[6419](32091/5): Loss -0.8469, Sem 0.0173, dir -0.9884, norm 0.1242, swav 0.0000 LR: 5.022e-02 Score 99.426 Data time: 0.0668, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.8658 [2020-10-19 13:08:45,734][root][INFO] - ===> Epoch[6419](32092/5): Loss -0.8428, Sem 0.0173, dir -0.9874, norm 0.1273, swav 0.0000 LR: 5.021e-02 Score 99.423 Data time: 0.0731, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.2213 [2020-10-19 13:08:47,823][root][INFO] - ===> Epoch[6419](32093/5): Loss -0.8351, Sem 0.0185, dir -0.9859, norm 0.1323, swav 0.0000 LR: 5.021e-02 Score 99.388 Data time: 0.0878, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.9610 [2020-10-19 13:08:50,280][root][INFO] - ===> Epoch[6419](32094/5): Loss -0.8398, Sem 0.0205, dir -0.9888, norm 0.1285, swav 0.0000 LR: 5.021e-02 Score 99.378 Data time: 0.0788, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.3261 [2020-10-19 13:08:52,424][root][INFO] - ===> Epoch[6419](32095/5): Loss -0.8542, Sem 0.0156, dir -0.9878, norm 0.1181, swav 0.0000 LR: 5.021e-02 Score 99.482 Data time: 0.0906, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.0455 [2020-10-19 13:08:54,537][root][INFO] - ===> Epoch[6420](32096/5): Loss -0.8445, Sem 0.0175, dir -0.9880, norm 0.1259, swav 0.0000 LR: 5.021e-02 Score 99.428 Data time: 0.0866, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.9822 [2020-10-19 13:08:56,707][root][INFO] - ===> Epoch[6420](32097/5): Loss -0.8554, Sem 0.0162, dir -0.9896, norm 0.1180, swav 0.0000 LR: 5.021e-02 Score 99.447 Data time: 0.0915, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.0654 [2020-10-19 13:08:58,836][root][INFO] - ===> Epoch[6420](32098/5): Loss -0.8415, Sem 0.0165, dir -0.9882, norm 0.1302, swav 0.0000 LR: 5.020e-02 Score 99.438 Data time: 0.0914, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.0123 [2020-10-19 13:09:00,858][root][INFO] - ===> Epoch[6420](32099/5): Loss -0.8511, Sem 0.0168, dir -0.9876, norm 0.1197, swav 0.0000 LR: 5.020e-02 Score 99.447 Data time: 0.0671, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.8899 [2020-10-19 13:09:03,118][root][INFO] - ===> Epoch[6420](32100/5): Loss -0.8469, Sem 0.0167, dir -0.9882, norm 0.1245, swav 0.0000 LR: 5.020e-02 Score 99.456 Data time: 0.1017, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1550 [2020-10-19 13:09:04,321][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 13:09:06,146][root][INFO] - ===> Epoch[6421](32101/5): Loss -0.8454, Sem 0.0175, dir -0.9884, norm 0.1255, swav 0.0000 LR: 5.020e-02 Score 99.408 Data time: 0.0743, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.6447 [2020-10-19 13:09:08,300][root][INFO] - ===> Epoch[6421](32102/5): Loss -0.8312, Sem 0.0184, dir -0.9875, norm 0.1380, swav 0.0000 LR: 5.020e-02 Score 99.398 Data time: 0.0571, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0553 [2020-10-19 13:09:10,963][root][INFO] - ===> Epoch[6421](32103/5): Loss -0.8557, Sem 0.0155, dir -0.9887, norm 0.1175, swav 0.0000 LR: 5.020e-02 Score 99.480 Data time: 0.0745, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.5991 [2020-10-19 13:09:13,262][root][INFO] - ===> Epoch[6421](32104/5): Loss -0.8316, Sem 0.0169, dir -0.9877, norm 0.1392, swav 0.0000 LR: 5.019e-02 Score 99.436 Data time: 0.0800, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.1987 [2020-10-19 13:09:15,218][root][INFO] - ===> Epoch[6421](32105/5): Loss -0.8487, Sem 0.0160, dir -0.9885, norm 0.1238, swav 0.0000 LR: 5.019e-02 Score 99.457 Data time: 0.0665, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.8316 [2020-10-19 13:09:17,152][root][INFO] - ===> Epoch[6422](32106/5): Loss -0.8370, Sem 0.0156, dir -0.9888, norm 0.1362, swav 0.0000 LR: 5.019e-02 Score 99.476 Data time: 0.0746, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.8426 [2020-10-19 13:09:19,344][root][INFO] - ===> Epoch[6422](32107/5): Loss -0.8422, Sem 0.0165, dir -0.9881, norm 0.1294, swav 0.0000 LR: 5.019e-02 Score 99.444 Data time: 0.0783, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0872 [2020-10-19 13:09:21,953][root][INFO] - ===> Epoch[6422](32108/5): Loss -0.8220, Sem 0.0177, dir -0.9865, norm 0.1467, swav 0.0000 LR: 5.019e-02 Score 99.409 Data time: 0.0768, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.4849 [2020-10-19 13:09:24,322][root][INFO] - ===> Epoch[6422](32109/5): Loss -0.8378, Sem 0.0170, dir -0.9868, norm 0.1319, swav 0.0000 LR: 5.019e-02 Score 99.425 Data time: 0.0754, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.2610 [2020-10-19 13:09:26,417][root][INFO] - ===> Epoch[6422](32110/5): Loss -0.8539, Sem 0.0157, dir -0.9888, norm 0.1192, swav 0.0000 LR: 5.019e-02 Score 99.464 Data time: 0.0852, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.9949 [2020-10-19 13:09:28,602][root][INFO] - ===> Epoch[6423](32111/5): Loss -0.8416, Sem 0.0171, dir -0.9878, norm 0.1291, swav 0.0000 LR: 5.018e-02 Score 99.429 Data time: 0.0934, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.0551 [2020-10-19 13:09:30,447][root][INFO] - ===> Epoch[6423](32112/5): Loss -0.8473, Sem 0.0167, dir -0.9886, norm 0.1247, swav 0.0000 LR: 5.018e-02 Score 99.429 Data time: 0.0792, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.7340 [2020-10-19 13:09:33,060][root][INFO] - ===> Epoch[6423](32113/5): Loss -0.8316, Sem 0.0177, dir -0.9864, norm 0.1370, swav 0.0000 LR: 5.018e-02 Score 99.419 Data time: 0.1865, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.5057 [2020-10-19 13:09:35,580][root][INFO] - ===> Epoch[6423](32114/5): Loss -0.8313, Sem 0.0196, dir -0.9867, norm 0.1358, swav 0.0000 LR: 5.018e-02 Score 99.342 Data time: 0.0702, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.4257 [2020-10-19 13:09:37,713][root][INFO] - ===> Epoch[6423](32115/5): Loss -0.8345, Sem 0.0193, dir -0.9865, norm 0.1327, swav 0.0000 LR: 5.018e-02 Score 99.360 Data time: 0.0965, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.0143 [2020-10-19 13:09:39,976][root][INFO] - ===> Epoch[6424](32116/5): Loss -0.8295, Sem 0.0179, dir -0.9874, norm 0.1401, swav 0.0000 LR: 5.018e-02 Score 99.413 Data time: 0.0725, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.1406 [2020-10-19 13:09:41,929][root][INFO] - ===> Epoch[6424](32117/5): Loss -0.8345, Sem 0.0165, dir -0.9881, norm 0.1371, swav 0.0000 LR: 5.017e-02 Score 99.445 Data time: 0.0798, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.8549 [2020-10-19 13:09:43,766][root][INFO] - ===> Epoch[6424](32118/5): Loss -0.8194, Sem 0.0183, dir -0.9865, norm 0.1487, swav 0.0000 LR: 5.017e-02 Score 99.404 Data time: 0.0716, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.7336 [2020-10-19 13:09:45,852][root][INFO] - ===> Epoch[6424](32119/5): Loss -0.8322, Sem 0.0191, dir -0.9872, norm 0.1359, swav 0.0000 LR: 5.017e-02 Score 99.359 Data time: 0.0764, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9734 [2020-10-19 13:09:47,969][root][INFO] - ===> Epoch[6424](32120/5): Loss -0.8149, Sem 0.0178, dir -0.9864, norm 0.1537, swav 0.0000 LR: 5.017e-02 Score 99.396 Data time: 0.0797, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0124 [2020-10-19 13:09:50,192][root][INFO] - ===> Epoch[6425](32121/5): Loss -0.8470, Sem 0.0168, dir -0.9877, norm 0.1239, swav 0.0000 LR: 5.017e-02 Score 99.445 Data time: 0.0517, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1105 [2020-10-19 13:09:52,294][root][INFO] - ===> Epoch[6425](32122/5): Loss -0.8192, Sem 0.0193, dir -0.9863, norm 0.1478, swav 0.0000 LR: 5.017e-02 Score 99.371 Data time: 0.0511, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9983 [2020-10-19 13:09:54,604][root][INFO] - ===> Epoch[6425](32123/5): Loss -0.8404, Sem 0.0170, dir -0.9887, norm 0.1313, swav 0.0000 LR: 5.016e-02 Score 99.422 Data time: 0.0617, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.2428 [2020-10-19 13:09:56,698][root][INFO] - ===> Epoch[6425](32124/5): Loss -0.8317, Sem 0.0167, dir -0.9873, norm 0.1390, swav 0.0000 LR: 5.016e-02 Score 99.446 Data time: 0.0767, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9924 [2020-10-19 13:09:58,925][root][INFO] - ===> Epoch[6425](32125/5): Loss -0.8415, Sem 0.0175, dir -0.9878, norm 0.1288, swav 0.0000 LR: 5.016e-02 Score 99.410 Data time: 0.0714, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1193 [2020-10-19 13:10:01,077][root][INFO] - ===> Epoch[6426](32126/5): Loss -0.8322, Sem 0.0167, dir -0.9874, norm 0.1384, swav 0.0000 LR: 5.016e-02 Score 99.451 Data time: 0.0666, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0492 [2020-10-19 13:10:03,298][root][INFO] - ===> Epoch[6426](32127/5): Loss -0.8292, Sem 0.0197, dir -0.9874, norm 0.1385, swav 0.0000 LR: 5.016e-02 Score 99.338 Data time: 0.0988, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1201 [2020-10-19 13:10:05,387][root][INFO] - ===> Epoch[6426](32128/5): Loss -0.8211, Sem 0.0196, dir -0.9855, norm 0.1448, swav 0.0000 LR: 5.016e-02 Score 99.355 Data time: 0.0525, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9842 [2020-10-19 13:10:07,557][root][INFO] - ===> Epoch[6426](32129/5): Loss -0.8285, Sem 0.0199, dir -0.9866, norm 0.1383, swav 0.0000 LR: 5.015e-02 Score 99.339 Data time: 0.0918, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1231 [2020-10-19 13:10:09,665][root][INFO] - ===> Epoch[6426](32130/5): Loss -0.8291, Sem 0.0167, dir -0.9873, norm 0.1415, swav 0.0000 LR: 5.015e-02 Score 99.441 Data time: 0.0709, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0000 [2020-10-19 13:10:11,782][root][INFO] - ===> Epoch[6427](32131/5): Loss -0.8087, Sem 0.0174, dir -0.9859, norm 0.1598, swav 0.0000 LR: 5.015e-02 Score 99.425 Data time: 0.0816, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0538 [2020-10-19 13:10:13,962][root][INFO] - ===> Epoch[6427](32132/5): Loss -0.8329, Sem 0.0184, dir -0.9876, norm 0.1363, swav 0.0000 LR: 5.015e-02 Score 99.371 Data time: 0.0684, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0845 [2020-10-19 13:10:15,840][root][INFO] - ===> Epoch[6427](32133/5): Loss -0.8353, Sem 0.0167, dir -0.9882, norm 0.1361, swav 0.0000 LR: 5.015e-02 Score 99.432 Data time: 0.0826, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.8346 [2020-10-19 13:10:18,058][root][INFO] - ===> Epoch[6427](32134/5): Loss -0.8360, Sem 0.0165, dir -0.9871, norm 0.1346, swav 0.0000 LR: 5.015e-02 Score 99.452 Data time: 0.2524, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1173 [2020-10-19 13:10:20,673][root][INFO] - ===> Epoch[6427](32135/5): Loss -0.8280, Sem 0.0184, dir -0.9870, norm 0.1406, swav 0.0000 LR: 5.014e-02 Score 99.379 Data time: 0.1023, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.5029 [2020-10-19 13:10:22,911][root][INFO] - ===> Epoch[6428](32136/5): Loss -0.8347, Sem 0.0181, dir -0.9867, norm 0.1339, swav 0.0000 LR: 5.014e-02 Score 99.392 Data time: 0.0647, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1256 [2020-10-19 13:10:24,968][root][INFO] - ===> Epoch[6428](32137/5): Loss -0.8316, Sem 0.0169, dir -0.9871, norm 0.1386, swav 0.0000 LR: 5.014e-02 Score 99.419 Data time: 0.1262, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9815 [2020-10-19 13:10:27,647][root][INFO] - ===> Epoch[6428](32138/5): Loss -0.8335, Sem 0.0176, dir -0.9869, norm 0.1358, swav 0.0000 LR: 5.014e-02 Score 99.400 Data time: 0.1459, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.5885 [2020-10-19 13:10:29,809][root][INFO] - ===> Epoch[6428](32139/5): Loss -0.8459, Sem 0.0160, dir -0.9886, norm 0.1267, swav 0.0000 LR: 5.014e-02 Score 99.480 Data time: 0.0797, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0339 [2020-10-19 13:10:31,927][root][INFO] - ===> Epoch[6428](32140/5): Loss -0.8267, Sem 0.0183, dir -0.9855, norm 0.1405, swav 0.0000 LR: 5.014e-02 Score 99.389 Data time: 0.0859, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0033 [2020-10-19 13:10:34,505][root][INFO] - ===> Epoch[6429](32141/5): Loss -0.8292, Sem 0.0174, dir -0.9864, norm 0.1397, swav 0.0000 LR: 5.013e-02 Score 99.417 Data time: 0.0847, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.4664 [2020-10-19 13:10:36,258][root][INFO] - ===> Epoch[6429](32142/5): Loss -0.8344, Sem 0.0177, dir -0.9869, norm 0.1349, swav 0.0000 LR: 5.013e-02 Score 99.391 Data time: 0.0603, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.6342 [2020-10-19 13:10:38,638][root][INFO] - ===> Epoch[6429](32143/5): Loss -0.8350, Sem 0.0187, dir -0.9871, norm 0.1333, swav 0.0000 LR: 5.013e-02 Score 99.370 Data time: 0.0690, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.2876 [2020-10-19 13:10:40,872][root][INFO] - ===> Epoch[6429](32144/5): Loss -0.8407, Sem 0.0148, dir -0.9896, norm 0.1342, swav 0.0000 LR: 5.013e-02 Score 99.503 Data time: 0.0768, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1238 [2020-10-19 13:10:43,042][root][INFO] - ===> Epoch[6429](32145/5): Loss -0.8403, Sem 0.0183, dir -0.9869, norm 0.1284, swav 0.0000 LR: 5.013e-02 Score 99.379 Data time: 0.0730, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0528 [2020-10-19 13:10:45,322][root][INFO] - ===> Epoch[6430](32146/5): Loss -0.8411, Sem 0.0170, dir -0.9873, norm 0.1292, swav 0.0000 LR: 5.013e-02 Score 99.420 Data time: 0.0714, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1778 [2020-10-19 13:10:47,154][root][INFO] - ===> Epoch[6430](32147/5): Loss -0.8367, Sem 0.0186, dir -0.9871, norm 0.1318, swav 0.0000 LR: 5.013e-02 Score 99.361 Data time: 0.0811, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.7204 [2020-10-19 13:10:49,505][root][INFO] - ===> Epoch[6430](32148/5): Loss -0.8279, Sem 0.0174, dir -0.9871, norm 0.1418, swav 0.0000 LR: 5.012e-02 Score 99.411 Data time: 0.1799, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.2232 [2020-10-19 13:10:52,063][root][INFO] - ===> Epoch[6430](32149/5): Loss -0.8270, Sem 0.0184, dir -0.9869, norm 0.1415, swav 0.0000 LR: 5.012e-02 Score 99.395 Data time: 0.0941, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.4318 [2020-10-19 13:10:54,434][root][INFO] - ===> Epoch[6430](32150/5): Loss -0.8343, Sem 0.0187, dir -0.9866, norm 0.1336, swav 0.0000 LR: 5.012e-02 Score 99.387 Data time: 0.1079, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.2257 [2020-10-19 13:10:57,001][root][INFO] - ===> Epoch[6431](32151/5): Loss -0.7971, Sem 0.0193, dir -0.9832, norm 0.1668, swav 0.0000 LR: 5.012e-02 Score 99.348 Data time: 0.0834, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.4354 [2020-10-19 13:10:59,098][root][INFO] - ===> Epoch[6431](32152/5): Loss -0.8248, Sem 0.0204, dir -0.9852, norm 0.1400, swav 0.0000 LR: 5.012e-02 Score 99.320 Data time: 0.0696, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9868 [2020-10-19 13:11:00,958][root][INFO] - ===> Epoch[6431](32153/5): Loss -0.8158, Sem 0.0212, dir -0.9860, norm 0.1489, swav 0.0000 LR: 5.012e-02 Score 99.292 Data time: 0.0736, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.7663 [2020-10-19 13:11:03,121][root][INFO] - ===> Epoch[6431](32154/5): Loss -0.8025, Sem 0.0201, dir -0.9860, norm 0.1634, swav 0.0000 LR: 5.011e-02 Score 99.351 Data time: 0.0740, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0547 [2020-10-19 13:11:05,851][root][INFO] - ===> Epoch[6431](32155/5): Loss -0.8290, Sem 0.0191, dir -0.9861, norm 0.1380, swav 0.0000 LR: 5.011e-02 Score 99.358 Data time: 0.0725, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.6222 [2020-10-19 13:11:08,062][root][INFO] - ===> Epoch[6432](32156/5): Loss -0.8242, Sem 0.0207, dir -0.9849, norm 0.1400, swav 0.0000 LR: 5.011e-02 Score 99.290 Data time: 0.0747, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1104 [2020-10-19 13:11:10,651][root][INFO] - ===> Epoch[6432](32157/5): Loss -0.8413, Sem 0.0190, dir -0.9868, norm 0.1265, swav 0.0000 LR: 5.011e-02 Score 99.357 Data time: 0.0844, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.4773 [2020-10-19 13:11:12,948][root][INFO] - ===> Epoch[6432](32158/5): Loss -0.8299, Sem 0.0184, dir -0.9862, norm 0.1379, swav 0.0000 LR: 5.011e-02 Score 99.380 Data time: 0.0967, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1495 [2020-10-19 13:11:15,185][root][INFO] - ===> Epoch[6432](32159/5): Loss -0.8471, Sem 0.0179, dir -0.9873, norm 0.1223, swav 0.0000 LR: 5.011e-02 Score 99.374 Data time: 0.1045, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1107 [2020-10-19 13:11:17,274][root][INFO] - ===> Epoch[6432](32160/5): Loss -0.8403, Sem 0.0175, dir -0.9875, norm 0.1296, swav 0.0000 LR: 5.010e-02 Score 99.411 Data time: 0.0955, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9916 [2020-10-19 13:11:19,376][root][INFO] - ===> Epoch[6433](32161/5): Loss -0.8253, Sem 0.0205, dir -0.9854, norm 0.1396, swav 0.0000 LR: 5.010e-02 Score 99.312 Data time: 0.0726, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9988 [2020-10-19 13:11:22,037][root][INFO] - ===> Epoch[6433](32162/5): Loss -0.8285, Sem 0.0181, dir -0.9869, norm 0.1403, swav 0.0000 LR: 5.010e-02 Score 99.411 Data time: 0.1571, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.5580 [2020-10-19 13:11:24,020][root][INFO] - ===> Epoch[6433](32163/5): Loss -0.8526, Sem 0.0168, dir -0.9881, norm 0.1186, swav 0.0000 LR: 5.010e-02 Score 99.432 Data time: 0.0923, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.8530 [2020-10-19 13:11:26,257][root][INFO] - ===> Epoch[6433](32164/5): Loss -0.8411, Sem 0.0174, dir -0.9883, norm 0.1298, swav 0.0000 LR: 5.010e-02 Score 99.411 Data time: 0.0826, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1265 [2020-10-19 13:11:28,575][root][INFO] - ===> Epoch[6433](32165/5): Loss -0.8380, Sem 0.0200, dir -0.9856, norm 0.1276, swav 0.0000 LR: 5.010e-02 Score 99.336 Data time: 0.0657, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1994 [2020-10-19 13:11:31,097][root][INFO] - ===> Epoch[6434](32166/5): Loss -0.8342, Sem 0.0170, dir -0.9875, norm 0.1364, swav 0.0000 LR: 5.009e-02 Score 99.421 Data time: 0.0854, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.4236 [2020-10-19 13:11:33,587][root][INFO] - ===> Epoch[6434](32167/5): Loss -0.8435, Sem 0.0169, dir -0.9881, norm 0.1276, swav 0.0000 LR: 5.009e-02 Score 99.438 Data time: 0.0618, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.3787 [2020-10-19 13:11:35,766][root][INFO] - ===> Epoch[6434](32168/5): Loss -0.8407, Sem 0.0172, dir -0.9866, norm 0.1288, swav 0.0000 LR: 5.009e-02 Score 99.425 Data time: 0.0779, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0988 [2020-10-19 13:11:37,974][root][INFO] - ===> Epoch[6434](32169/5): Loss -0.8392, Sem 0.0172, dir -0.9870, norm 0.1306, swav 0.0000 LR: 5.009e-02 Score 99.419 Data time: 0.0789, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0881 [2020-10-19 13:11:40,174][root][INFO] - ===> Epoch[6434](32170/5): Loss -0.8391, Sem 0.0192, dir -0.9868, norm 0.1284, swav 0.0000 LR: 5.009e-02 Score 99.355 Data time: 0.0921, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1080 [2020-10-19 13:11:42,252][root][INFO] - ===> Epoch[6435](32171/5): Loss -0.8268, Sem 0.0208, dir -0.9875, norm 0.1399, swav 0.0000 LR: 5.009e-02 Score 99.307 Data time: 0.0799, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9670 [2020-10-19 13:11:44,547][root][INFO] - ===> Epoch[6435](32172/5): Loss -0.8522, Sem 0.0149, dir -0.9886, norm 0.1215, swav 0.0000 LR: 5.008e-02 Score 99.494 Data time: 0.0703, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1764 [2020-10-19 13:11:46,805][root][INFO] - ===> Epoch[6435](32173/5): Loss -0.8255, Sem 0.0163, dir -0.9873, norm 0.1455, swav 0.0000 LR: 5.008e-02 Score 99.454 Data time: 0.0886, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1621 [2020-10-19 13:11:49,145][root][INFO] - ===> Epoch[6435](32174/5): Loss -0.8315, Sem 0.0209, dir -0.9862, norm 0.1337, swav 0.0000 LR: 5.008e-02 Score 99.300 Data time: 0.0821, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.2363 [2020-10-19 13:11:51,027][root][INFO] - ===> Epoch[6435](32175/5): Loss -0.8371, Sem 0.0189, dir -0.9875, norm 0.1315, swav 0.0000 LR: 5.008e-02 Score 99.362 Data time: 0.0734, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.7735 [2020-10-19 13:11:53,149][root][INFO] - ===> Epoch[6436](32176/5): Loss -0.8457, Sem 0.0181, dir -0.9878, norm 0.1240, swav 0.0000 LR: 5.008e-02 Score 99.379 Data time: 0.0765, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0329 [2020-10-19 13:11:55,256][root][INFO] - ===> Epoch[6436](32177/5): Loss -0.8314, Sem 0.0181, dir -0.9860, norm 0.1365, swav 0.0000 LR: 5.008e-02 Score 99.386 Data time: 0.0684, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0086 [2020-10-19 13:11:57,545][root][INFO] - ===> Epoch[6436](32178/5): Loss -0.8435, Sem 0.0190, dir -0.9872, norm 0.1246, swav 0.0000 LR: 5.007e-02 Score 99.352 Data time: 0.0818, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1897 [2020-10-19 13:11:59,647][root][INFO] - ===> Epoch[6436](32179/5): Loss -0.8416, Sem 0.0180, dir -0.9880, norm 0.1285, swav 0.0000 LR: 5.007e-02 Score 99.406 Data time: 0.0755, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0199 [2020-10-19 13:12:01,622][root][INFO] - ===> Epoch[6436](32180/5): Loss -0.8334, Sem 0.0165, dir -0.9876, norm 0.1376, swav 0.0000 LR: 5.007e-02 Score 99.441 Data time: 0.0699, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.8668 [2020-10-19 13:12:03,810][root][INFO] - ===> Epoch[6437](32181/5): Loss -0.8323, Sem 0.0177, dir -0.9880, norm 0.1380, swav 0.0000 LR: 5.007e-02 Score 99.400 Data time: 0.0632, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0882 [2020-10-19 13:12:06,057][root][INFO] - ===> Epoch[6437](32182/5): Loss -0.8333, Sem 0.0170, dir -0.9873, norm 0.1370, swav 0.0000 LR: 5.007e-02 Score 99.423 Data time: 0.0713, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1696 [2020-10-19 13:12:08,100][root][INFO] - ===> Epoch[6437](32183/5): Loss -0.8223, Sem 0.0229, dir -0.9857, norm 0.1405, swav 0.0000 LR: 5.007e-02 Score 99.300 Data time: 0.0890, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9389 [2020-10-19 13:12:10,341][root][INFO] - ===> Epoch[6437](32184/5): Loss -0.8375, Sem 0.0165, dir -0.9869, norm 0.1328, swav 0.0000 LR: 5.007e-02 Score 99.442 Data time: 0.0813, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1070 [2020-10-19 13:12:12,572][root][INFO] - ===> Epoch[6437](32185/5): Loss -0.8420, Sem 0.0166, dir -0.9880, norm 0.1294, swav 0.0000 LR: 5.006e-02 Score 99.434 Data time: 0.0845, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1264 [2020-10-19 13:12:14,855][root][INFO] - ===> Epoch[6438](32186/5): Loss -0.8327, Sem 0.0173, dir -0.9874, norm 0.1374, swav 0.0000 LR: 5.006e-02 Score 99.428 Data time: 0.0843, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1704 [2020-10-19 13:12:17,090][root][INFO] - ===> Epoch[6438](32187/5): Loss -0.8402, Sem 0.0182, dir -0.9878, norm 0.1294, swav 0.0000 LR: 5.006e-02 Score 99.386 Data time: 0.0715, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1032 [2020-10-19 13:12:19,457][root][INFO] - ===> Epoch[6438](32188/5): Loss -0.8394, Sem 0.0173, dir -0.9880, norm 0.1314, swav 0.0000 LR: 5.006e-02 Score 99.417 Data time: 0.1130, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.2641 [2020-10-19 13:12:21,474][root][INFO] - ===> Epoch[6438](32189/5): Loss -0.8462, Sem 0.0175, dir -0.9865, norm 0.1228, swav 0.0000 LR: 5.006e-02 Score 99.412 Data time: 0.0752, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9090 [2020-10-19 13:12:23,940][root][INFO] - ===> Epoch[6438](32190/5): Loss -0.8418, Sem 0.0173, dir -0.9883, norm 0.1292, swav 0.0000 LR: 5.006e-02 Score 99.437 Data time: 0.1003, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.3739 [2020-10-19 13:12:25,993][root][INFO] - ===> Epoch[6439](32191/5): Loss -0.8312, Sem 0.0177, dir -0.9873, norm 0.1384, swav 0.0000 LR: 5.005e-02 Score 99.401 Data time: 0.0758, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9271 [2020-10-19 13:12:27,971][root][INFO] - ===> Epoch[6439](32192/5): Loss -0.8438, Sem 0.0169, dir -0.9875, norm 0.1268, swav 0.0000 LR: 5.005e-02 Score 99.426 Data time: 0.0541, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.8995 [2020-10-19 13:12:30,128][root][INFO] - ===> Epoch[6439](32193/5): Loss -0.8343, Sem 0.0187, dir -0.9863, norm 0.1333, swav 0.0000 LR: 5.005e-02 Score 99.373 Data time: 0.0679, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0753 [2020-10-19 13:12:32,509][root][INFO] - ===> Epoch[6439](32194/5): Loss -0.8482, Sem 0.0159, dir -0.9874, norm 0.1232, swav 0.0000 LR: 5.005e-02 Score 99.468 Data time: 0.0771, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.2999 [2020-10-19 13:12:35,164][root][INFO] - ===> Epoch[6439](32195/5): Loss -0.8468, Sem 0.0171, dir -0.9882, norm 0.1244, swav 0.0000 LR: 5.005e-02 Score 99.420 Data time: 0.0818, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.5420 [2020-10-19 13:12:37,471][root][INFO] - ===> Epoch[6440](32196/5): Loss -0.8382, Sem 0.0166, dir -0.9881, norm 0.1334, swav 0.0000 LR: 5.005e-02 Score 99.446 Data time: 0.0840, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1778 [2020-10-19 13:12:39,552][root][INFO] - ===> Epoch[6440](32197/5): Loss -0.8460, Sem 0.0196, dir -0.9873, norm 0.1217, swav 0.0000 LR: 5.004e-02 Score 99.331 Data time: 0.0879, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9173 [2020-10-19 13:12:41,986][root][INFO] - ===> Epoch[6440](32198/5): Loss -0.8351, Sem 0.0177, dir -0.9880, norm 0.1353, swav 0.0000 LR: 5.004e-02 Score 99.400 Data time: 0.0961, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.3384 [2020-10-19 13:12:43,869][root][INFO] - ===> Epoch[6440](32199/5): Loss -0.8461, Sem 0.0196, dir -0.9877, norm 0.1219, swav 0.0000 LR: 5.004e-02 Score 99.361 Data time: 0.0710, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.7666 [2020-10-19 13:12:46,187][root][INFO] - ===> Epoch[6440](32200/5): Loss -0.8485, Sem 0.0161, dir -0.9880, norm 0.1234, swav 0.0000 LR: 5.004e-02 Score 99.459 Data time: 0.0873, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1765 [2020-10-19 13:12:47,211][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 13:12:47,376][root][INFO] - ===> Start testing [2020-10-19 13:13:27,092][root][INFO] - 68/68: Data time: 0.0020, Iter time: 0.1064 Loss 0.024 (AVG: 0.560) Score 99.304 (AVG: 90.797) mIOU 69.495 mAP 83.922 mAcc 76.553 IOU: 63.238 0.368 83.240 74.378 95.243 92.210 35.180 77.546 98.527 59.286 80.611 86.369 57.235 mAP: 81.692 14.958 95.209 86.580 98.981 98.205 57.777 96.955 99.736 83.481 92.661 94.746 90.008 mAcc: 78.864 2.461 89.008 82.371 96.765 96.561 37.949 95.437 99.500 67.709 91.428 95.801 61.337 [2020-10-19 13:13:27,094][root][INFO] - Finished test. Elapsed time: 39.7159 [2020-10-19 13:13:30,021][root][INFO] - [2020-10-19 13:13:30,021][root][INFO] - ################################################################ [2020-10-19 13:13:30,021][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 13:13:30,022][root][INFO] - ################################################################ [2020-10-19 13:13:30,022][root][INFO] - clutter : nan nan nan [2020-10-19 13:13:30,022][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 13:13:30,022][root][INFO] - board : 0.792 0.869 0.918 [2020-10-19 13:13:30,022][root][INFO] - bookcase : 0.221 0.341 0.504 [2020-10-19 13:13:30,022][root][INFO] - ceiling : 0.495 0.601 0.672 [2020-10-19 13:13:30,022][root][INFO] - chair : 0.815 0.909 0.927 [2020-10-19 13:13:30,022][root][INFO] - column : 0.187 0.284 0.450 [2020-10-19 13:13:30,022][root][INFO] - door : 0.783 0.905 0.972 [2020-10-19 13:13:30,022][root][INFO] - floor : 0.806 0.826 0.852 [2020-10-19 13:13:30,022][root][INFO] - sofa : 0.380 0.636 0.708 [2020-10-19 13:13:30,022][root][INFO] - table : 0.155 0.349 0.700 [2020-10-19 13:13:30,022][root][INFO] - wall : 0.565 0.753 0.837 [2020-10-19 13:13:30,022][root][INFO] - window : 0.515 0.747 0.767 [2020-10-19 13:13:30,022][root][INFO] - ---------------------------------------------------------------- [2020-10-19 13:13:30,022][root][INFO] - average : 0.476 0.602 0.692 [2020-10-19 13:13:30,022][root][INFO] - [2020-10-19 13:13:30,182][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 13:13:30,183][root][INFO] - Current best mIoU: 72.177 at iter 31200 [2020-10-19 13:13:31,937][root][INFO] - ===> Epoch[6441](32201/5): Loss -0.8326, Sem 0.0165, dir -0.9869, norm 0.1378, swav 0.0000 LR: 5.004e-02 Score 99.454 Data time: 0.0625, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.7489 [2020-10-19 13:13:34,623][root][INFO] - ===> Epoch[6441](32202/5): Loss -0.8373, Sem 0.0183, dir -0.9863, norm 0.1308, swav 0.0000 LR: 5.004e-02 Score 99.397 Data time: 0.0553, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.5670 [2020-10-19 13:13:36,678][root][INFO] - ===> Epoch[6441](32203/5): Loss -0.8477, Sem 0.0175, dir -0.9880, norm 0.1228, swav 0.0000 LR: 5.003e-02 Score 99.402 Data time: 0.0808, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9489 [2020-10-19 13:13:38,603][root][INFO] - ===> Epoch[6441](32204/5): Loss -0.8558, Sem 0.0154, dir -0.9898, norm 0.1186, swav 0.0000 LR: 5.003e-02 Score 99.480 Data time: 0.0543, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.8286 [2020-10-19 13:13:41,097][root][INFO] - ===> Epoch[6441](32205/5): Loss -0.8248, Sem 0.0183, dir -0.9873, norm 0.1442, swav 0.0000 LR: 5.003e-02 Score 99.396 Data time: 0.0586, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.4302 [2020-10-19 13:13:43,355][root][INFO] - ===> Epoch[6442](32206/5): Loss -0.8387, Sem 0.0167, dir -0.9888, norm 0.1334, swav 0.0000 LR: 5.003e-02 Score 99.461 Data time: 0.0473, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1790 [2020-10-19 13:13:46,238][root][INFO] - ===> Epoch[6442](32207/5): Loss -0.8373, Sem 0.0170, dir -0.9879, norm 0.1336, swav 0.0000 LR: 5.003e-02 Score 99.431 Data time: 0.0642, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.8242 [2020-10-19 13:13:48,591][root][INFO] - ===> Epoch[6442](32208/5): Loss -0.8475, Sem 0.0162, dir -0.9890, norm 0.1254, swav 0.0000 LR: 5.003e-02 Score 99.459 Data time: 0.0727, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.2562 [2020-10-19 13:13:50,683][root][INFO] - ===> Epoch[6442](32209/5): Loss -0.8461, Sem 0.0165, dir -0.9875, norm 0.1248, swav 0.0000 LR: 5.002e-02 Score 99.451 Data time: 0.0942, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 1.9872 [2020-10-19 13:13:52,919][root][INFO] - ===> Epoch[6442](32210/5): Loss -0.8587, Sem 0.0142, dir -0.9886, norm 0.1157, swav 0.0000 LR: 5.002e-02 Score 99.505 Data time: 0.0804, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.1301 [2020-10-19 13:13:55,423][root][INFO] - ===> Epoch[6443](32211/5): Loss -0.8337, Sem 0.0188, dir -0.9870, norm 0.1346, swav 0.0000 LR: 5.002e-02 Score 99.385 Data time: 0.0816, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.4123 [2020-10-19 13:13:57,617][root][INFO] - ===> Epoch[6443](32212/5): Loss -0.8467, Sem 0.0177, dir -0.9874, norm 0.1229, swav 0.0000 LR: 5.002e-02 Score 99.423 Data time: 0.1289, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.0947 [2020-10-19 13:13:59,873][root][INFO] - ===> Epoch[6443](32213/5): Loss -0.8346, Sem 0.0182, dir -0.9864, norm 0.1336, swav 0.0000 LR: 5.002e-02 Score 99.396 Data time: 0.1317, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.1578 [2020-10-19 13:14:01,725][root][INFO] - ===> Epoch[6443](32214/5): Loss -0.8466, Sem 0.0153, dir -0.9887, norm 0.1268, swav 0.0000 LR: 5.002e-02 Score 99.476 Data time: 0.0641, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.7527 [2020-10-19 13:14:04,353][root][INFO] - ===> Epoch[6443](32215/5): Loss -0.8416, Sem 0.0167, dir -0.9870, norm 0.1288, swav 0.0000 LR: 5.002e-02 Score 99.446 Data time: 0.1255, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.5479 [2020-10-19 13:14:06,532][root][INFO] - ===> Epoch[6444](32216/5): Loss -0.8443, Sem 0.0178, dir -0.9870, norm 0.1249, swav 0.0000 LR: 5.001e-02 Score 99.380 Data time: 0.0804, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0669 [2020-10-19 13:14:08,775][root][INFO] - ===> Epoch[6444](32217/5): Loss -0.8511, Sem 0.0165, dir -0.9887, norm 0.1211, swav 0.0000 LR: 5.001e-02 Score 99.440 Data time: 0.0554, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.1473 [2020-10-19 13:14:10,893][root][INFO] - ===> Epoch[6444](32218/5): Loss -0.8467, Sem 0.0168, dir -0.9881, norm 0.1247, swav 0.0000 LR: 5.001e-02 Score 99.441 Data time: 0.0640, Forward time: 0.7780, Backward time: 1.1677, DDP time: 0.0032, Total iter time: 2.0326 [2020-10-19 13:14:12,854][root][INFO] - ===> Epoch[6444](32219/5): Loss -0.8424, Sem 0.0156, dir -0.9878, norm 0.1298, swav 0.0000 LR: 5.001e-02 Score 99.487 Data time: 0.0766, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.8642 [2020-10-19 13:14:15,032][root][INFO] - ===> Epoch[6444](32220/5): Loss -0.8484, Sem 0.0169, dir -0.9885, norm 0.1231, swav 0.0000 LR: 5.001e-02 Score 99.425 Data time: 0.0973, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0926 [2020-10-19 13:14:16,917][root][INFO] - ===> Epoch[6445](32221/5): Loss -0.8457, Sem 0.0166, dir -0.9872, norm 0.1249, swav 0.0000 LR: 5.001e-02 Score 99.434 Data time: 0.0690, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.7480 [2020-10-19 13:14:19,128][root][INFO] - ===> Epoch[6445](32222/5): Loss -0.8495, Sem 0.0183, dir -0.9877, norm 0.1199, swav 0.0000 LR: 5.000e-02 Score 99.385 Data time: 0.0779, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1336 [2020-10-19 13:14:21,227][root][INFO] - ===> Epoch[6445](32223/5): Loss -0.8457, Sem 0.0162, dir -0.9860, norm 0.1241, swav 0.0000 LR: 5.000e-02 Score 99.450 Data time: 0.0774, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9983 [2020-10-19 13:14:23,150][root][INFO] - ===> Epoch[6445](32224/5): Loss -0.8439, Sem 0.0180, dir -0.9880, norm 0.1262, swav 0.0000 LR: 5.000e-02 Score 99.390 Data time: 0.0860, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.8105 [2020-10-19 13:14:25,217][root][INFO] - ===> Epoch[6445](32225/5): Loss -0.8485, Sem 0.0168, dir -0.9882, norm 0.1229, swav 0.0000 LR: 5.000e-02 Score 99.423 Data time: 0.0757, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9620 [2020-10-19 13:14:27,271][root][INFO] - ===> Epoch[6446](32226/5): Loss -0.8316, Sem 0.0192, dir -0.9871, norm 0.1363, swav 0.0000 LR: 5.000e-02 Score 99.376 Data time: 0.0820, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9687 [2020-10-19 13:14:30,000][root][INFO] - ===> Epoch[6446](32227/5): Loss -0.8437, Sem 0.0143, dir -0.9889, norm 0.1309, swav 0.0000 LR: 5.000e-02 Score 99.525 Data time: 0.0838, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.5919 [2020-10-19 13:14:32,364][root][INFO] - ===> Epoch[6446](32228/5): Loss -0.8430, Sem 0.0173, dir -0.9889, norm 0.1287, swav 0.0000 LR: 4.999e-02 Score 99.434 Data time: 0.0862, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.2382 [2020-10-19 13:14:34,596][root][INFO] - ===> Epoch[6446](32229/5): Loss -0.8396, Sem 0.0168, dir -0.9878, norm 0.1314, swav 0.0000 LR: 4.999e-02 Score 99.456 Data time: 0.0721, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1197 [2020-10-19 13:14:36,859][root][INFO] - ===> Epoch[6446](32230/5): Loss -0.8429, Sem 0.0178, dir -0.9877, norm 0.1269, swav 0.0000 LR: 4.999e-02 Score 99.408 Data time: 0.0733, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1508 [2020-10-19 13:14:38,942][root][INFO] - ===> Epoch[6447](32231/5): Loss -0.8501, Sem 0.0174, dir -0.9881, norm 0.1206, swav 0.0000 LR: 4.999e-02 Score 99.405 Data time: 0.1746, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9772 [2020-10-19 13:14:41,289][root][INFO] - ===> Epoch[6447](32232/5): Loss -0.8450, Sem 0.0177, dir -0.9881, norm 0.1254, swav 0.0000 LR: 4.999e-02 Score 99.398 Data time: 0.1012, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.2417 [2020-10-19 13:14:43,362][root][INFO] - ===> Epoch[6447](32233/5): Loss -0.8660, Sem 0.0155, dir -0.9899, norm 0.1083, swav 0.0000 LR: 4.999e-02 Score 99.462 Data time: 0.0694, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9388 [2020-10-19 13:14:45,450][root][INFO] - ===> Epoch[6447](32234/5): Loss -0.8403, Sem 0.0167, dir -0.9877, norm 0.1307, swav 0.0000 LR: 4.998e-02 Score 99.438 Data time: 0.0689, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9900 [2020-10-19 13:14:47,682][root][INFO] - ===> Epoch[6447](32235/5): Loss -0.8365, Sem 0.0161, dir -0.9868, norm 0.1342, swav 0.0000 LR: 4.998e-02 Score 99.465 Data time: 0.0827, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1555 [2020-10-19 13:14:49,998][root][INFO] - ===> Epoch[6448](32236/5): Loss -0.8485, Sem 0.0170, dir -0.9881, norm 0.1227, swav 0.0000 LR: 4.998e-02 Score 99.416 Data time: 0.0841, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1977 [2020-10-19 13:14:51,896][root][INFO] - ===> Epoch[6448](32237/5): Loss -0.8536, Sem 0.0158, dir -0.9882, norm 0.1188, swav 0.0000 LR: 4.998e-02 Score 99.457 Data time: 0.0790, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.8048 [2020-10-19 13:14:54,434][root][INFO] - ===> Epoch[6448](32238/5): Loss -0.8429, Sem 0.0165, dir -0.9886, norm 0.1292, swav 0.0000 LR: 4.998e-02 Score 99.433 Data time: 0.0617, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.4142 [2020-10-19 13:14:56,755][root][INFO] - ===> Epoch[6448](32239/5): Loss -0.8362, Sem 0.0194, dir -0.9864, norm 0.1308, swav 0.0000 LR: 4.998e-02 Score 99.351 Data time: 0.0800, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.2137 [2020-10-19 13:14:58,820][root][INFO] - ===> Epoch[6448](32240/5): Loss -0.8517, Sem 0.0155, dir -0.9886, norm 0.1213, swav 0.0000 LR: 4.997e-02 Score 99.487 Data time: 0.0566, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9627 [2020-10-19 13:15:00,590][root][INFO] - ===> Epoch[6449](32241/5): Loss -0.8345, Sem 0.0206, dir -0.9869, norm 0.1318, swav 0.0000 LR: 4.997e-02 Score 99.332 Data time: 0.0563, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.6739 [2020-10-19 13:15:02,758][root][INFO] - ===> Epoch[6449](32242/5): Loss -0.8404, Sem 0.0180, dir -0.9860, norm 0.1277, swav 0.0000 LR: 4.997e-02 Score 99.381 Data time: 0.1902, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0833 [2020-10-19 13:15:05,343][root][INFO] - ===> Epoch[6449](32243/5): Loss -0.8452, Sem 0.0163, dir -0.9888, norm 0.1273, swav 0.0000 LR: 4.997e-02 Score 99.454 Data time: 0.1295, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.4872 [2020-10-19 13:15:07,351][root][INFO] - ===> Epoch[6449](32244/5): Loss -0.8444, Sem 0.0173, dir -0.9876, norm 0.1260, swav 0.0000 LR: 4.997e-02 Score 99.404 Data time: 0.0902, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.8864 [2020-10-19 13:15:09,641][root][INFO] - ===> Epoch[6449](32245/5): Loss -0.8422, Sem 0.0175, dir -0.9879, norm 0.1282, swav 0.0000 LR: 4.997e-02 Score 99.420 Data time: 0.0784, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1817 [2020-10-19 13:15:11,993][root][INFO] - ===> Epoch[6450](32246/5): Loss -0.8496, Sem 0.0169, dir -0.9883, norm 0.1217, swav 0.0000 LR: 4.996e-02 Score 99.440 Data time: 0.0470, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.2429 [2020-10-19 13:15:14,345][root][INFO] - ===> Epoch[6450](32247/5): Loss -0.8357, Sem 0.0197, dir -0.9874, norm 0.1320, swav 0.0000 LR: 4.996e-02 Score 99.353 Data time: 0.0682, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.2790 [2020-10-19 13:15:16,491][root][INFO] - ===> Epoch[6450](32248/5): Loss -0.8652, Sem 0.0169, dir -0.9893, norm 0.1073, swav 0.0000 LR: 4.996e-02 Score 99.430 Data time: 0.0673, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0464 [2020-10-19 13:15:18,569][root][INFO] - ===> Epoch[6450](32249/5): Loss -0.8612, Sem 0.0148, dir -0.9888, norm 0.1128, swav 0.0000 LR: 4.996e-02 Score 99.492 Data time: 0.0804, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9921 [2020-10-19 13:15:20,699][root][INFO] - ===> Epoch[6450](32250/5): Loss -0.8507, Sem 0.0162, dir -0.9877, norm 0.1208, swav 0.0000 LR: 4.996e-02 Score 99.465 Data time: 0.0855, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0056 [2020-10-19 13:15:23,161][root][INFO] - ===> Epoch[6451](32251/5): Loss -0.8532, Sem 0.0171, dir -0.9888, norm 0.1184, swav 0.0000 LR: 4.996e-02 Score 99.426 Data time: 0.0707, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.3633 [2020-10-19 13:15:25,598][root][INFO] - ===> Epoch[6451](32252/5): Loss -0.8302, Sem 0.0201, dir -0.9872, norm 0.1369, swav 0.0000 LR: 4.996e-02 Score 99.348 Data time: 0.1099, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.3348 [2020-10-19 13:15:27,753][root][INFO] - ===> Epoch[6451](32253/5): Loss -0.8518, Sem 0.0152, dir -0.9887, norm 0.1218, swav 0.0000 LR: 4.995e-02 Score 99.486 Data time: 0.0864, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0325 [2020-10-19 13:15:29,884][root][INFO] - ===> Epoch[6451](32254/5): Loss -0.8366, Sem 0.0194, dir -0.9883, norm 0.1323, swav 0.0000 LR: 4.995e-02 Score 99.352 Data time: 0.0582, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0404 [2020-10-19 13:15:32,351][root][INFO] - ===> Epoch[6451](32255/5): Loss -0.8401, Sem 0.0172, dir -0.9877, norm 0.1304, swav 0.0000 LR: 4.995e-02 Score 99.428 Data time: 0.0843, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.3826 [2020-10-19 13:15:34,719][root][INFO] - ===> Epoch[6452](32256/5): Loss -0.8491, Sem 0.0160, dir -0.9882, norm 0.1231, swav 0.0000 LR: 4.995e-02 Score 99.454 Data time: 0.0777, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.2485 [2020-10-19 13:15:36,669][root][INFO] - ===> Epoch[6452](32257/5): Loss -0.8441, Sem 0.0151, dir -0.9878, norm 0.1285, swav 0.0000 LR: 4.995e-02 Score 99.502 Data time: 0.0645, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.8519 [2020-10-19 13:15:38,725][root][INFO] - ===> Epoch[6452](32258/5): Loss -0.8508, Sem 0.0151, dir -0.9893, norm 0.1234, swav 0.0000 LR: 4.995e-02 Score 99.492 Data time: 0.1084, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9766 [2020-10-19 13:15:41,212][root][INFO] - ===> Epoch[6452](32259/5): Loss -0.8367, Sem 0.0192, dir -0.9873, norm 0.1314, swav 0.0000 LR: 4.994e-02 Score 99.365 Data time: 0.3050, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.3779 [2020-10-19 13:15:43,580][root][INFO] - ===> Epoch[6452](32260/5): Loss -0.8375, Sem 0.0161, dir -0.9887, norm 0.1350, swav 0.0000 LR: 4.994e-02 Score 99.460 Data time: 0.0878, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.2438 [2020-10-19 13:15:45,673][root][INFO] - ===> Epoch[6453](32261/5): Loss -0.8502, Sem 0.0157, dir -0.9886, norm 0.1226, swav 0.0000 LR: 4.994e-02 Score 99.462 Data time: 0.0700, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9785 [2020-10-19 13:15:47,819][root][INFO] - ===> Epoch[6453](32262/5): Loss -0.8498, Sem 0.0158, dir -0.9879, norm 0.1222, swav 0.0000 LR: 4.994e-02 Score 99.458 Data time: 0.0834, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0300 [2020-10-19 13:15:49,726][root][INFO] - ===> Epoch[6453](32263/5): Loss -0.8640, Sem 0.0161, dir -0.9896, norm 0.1095, swav 0.0000 LR: 4.994e-02 Score 99.453 Data time: 0.0605, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.7936 [2020-10-19 13:15:51,936][root][INFO] - ===> Epoch[6453](32264/5): Loss -0.8340, Sem 0.0166, dir -0.9884, norm 0.1378, swav 0.0000 LR: 4.994e-02 Score 99.448 Data time: 0.0682, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1094 [2020-10-19 13:15:54,457][root][INFO] - ===> Epoch[6453](32265/5): Loss -0.8393, Sem 0.0192, dir -0.9875, norm 0.1289, swav 0.0000 LR: 4.993e-02 Score 99.361 Data time: 0.0802, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.4088 [2020-10-19 13:15:56,745][root][INFO] - ===> Epoch[6454](32266/5): Loss -0.8386, Sem 0.0171, dir -0.9878, norm 0.1321, swav 0.0000 LR: 4.993e-02 Score 99.434 Data time: 0.0808, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1919 [2020-10-19 13:15:58,567][root][INFO] - ===> Epoch[6454](32267/5): Loss -0.8509, Sem 0.0148, dir -0.9898, norm 0.1241, swav 0.0000 LR: 4.993e-02 Score 99.513 Data time: 0.0570, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.7131 [2020-10-19 13:16:01,405][root][INFO] - ===> Epoch[6454](32268/5): Loss -0.8414, Sem 0.0186, dir -0.9868, norm 0.1268, swav 0.0000 LR: 4.993e-02 Score 99.385 Data time: 0.1230, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.7515 [2020-10-19 13:16:03,493][root][INFO] - ===> Epoch[6454](32269/5): Loss -0.8542, Sem 0.0163, dir -0.9889, norm 0.1184, swav 0.0000 LR: 4.993e-02 Score 99.444 Data time: 0.0715, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9629 [2020-10-19 13:16:05,774][root][INFO] - ===> Epoch[6454](32270/5): Loss -0.8439, Sem 0.0167, dir -0.9885, norm 0.1279, swav 0.0000 LR: 4.993e-02 Score 99.434 Data time: 0.0805, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1771 [2020-10-19 13:16:07,998][root][INFO] - ===> Epoch[6455](32271/5): Loss -0.8615, Sem 0.0154, dir -0.9885, norm 0.1116, swav 0.0000 LR: 4.992e-02 Score 99.478 Data time: 0.0734, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1027 [2020-10-19 13:16:09,921][root][INFO] - ===> Epoch[6455](32272/5): Loss -0.8524, Sem 0.0162, dir -0.9877, norm 0.1190, swav 0.0000 LR: 4.992e-02 Score 99.460 Data time: 0.0738, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.8136 [2020-10-19 13:16:12,322][root][INFO] - ===> Epoch[6455](32273/5): Loss -0.8504, Sem 0.0168, dir -0.9888, norm 0.1216, swav 0.0000 LR: 4.992e-02 Score 99.420 Data time: 0.0803, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.3029 [2020-10-19 13:16:14,663][root][INFO] - ===> Epoch[6455](32274/5): Loss -0.8422, Sem 0.0164, dir -0.9882, norm 0.1295, swav 0.0000 LR: 4.992e-02 Score 99.440 Data time: 0.0977, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.2235 [2020-10-19 13:16:16,642][root][INFO] - ===> Epoch[6455](32275/5): Loss -0.8499, Sem 0.0166, dir -0.9875, norm 0.1211, swav 0.0000 LR: 4.992e-02 Score 99.438 Data time: 0.0809, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.8545 [2020-10-19 13:16:18,556][root][INFO] - ===> Epoch[6456](32276/5): Loss -0.8480, Sem 0.0174, dir -0.9881, norm 0.1228, swav 0.0000 LR: 4.992e-02 Score 99.405 Data time: 0.0776, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.8085 [2020-10-19 13:16:20,702][root][INFO] - ===> Epoch[6456](32277/5): Loss -0.8488, Sem 0.0152, dir -0.9887, norm 0.1248, swav 0.0000 LR: 4.991e-02 Score 99.492 Data time: 0.0916, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0342 [2020-10-19 13:16:23,010][root][INFO] - ===> Epoch[6456](32278/5): Loss -0.8450, Sem 0.0165, dir -0.9885, norm 0.1270, swav 0.0000 LR: 4.991e-02 Score 99.450 Data time: 0.0802, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1867 [2020-10-19 13:16:25,159][root][INFO] - ===> Epoch[6456](32279/5): Loss -0.8493, Sem 0.0159, dir -0.9884, norm 0.1233, swav 0.0000 LR: 4.991e-02 Score 99.462 Data time: 0.0690, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0600 [2020-10-19 13:16:27,354][root][INFO] - ===> Epoch[6456](32280/5): Loss -0.8562, Sem 0.0173, dir -0.9875, norm 0.1141, swav 0.0000 LR: 4.991e-02 Score 99.396 Data time: 0.0591, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0962 [2020-10-19 13:16:29,620][root][INFO] - ===> Epoch[6457](32281/5): Loss -0.8463, Sem 0.0147, dir -0.9883, norm 0.1273, swav 0.0000 LR: 4.991e-02 Score 99.504 Data time: 0.0648, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1866 [2020-10-19 13:16:31,740][root][INFO] - ===> Epoch[6457](32282/5): Loss -0.8497, Sem 0.0162, dir -0.9889, norm 0.1230, swav 0.0000 LR: 4.991e-02 Score 99.454 Data time: 0.0502, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0324 [2020-10-19 13:16:33,930][root][INFO] - ===> Epoch[6457](32283/5): Loss -0.8402, Sem 0.0174, dir -0.9876, norm 0.1300, swav 0.0000 LR: 4.990e-02 Score 99.408 Data time: 0.1001, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1108 [2020-10-19 13:16:35,957][root][INFO] - ===> Epoch[6457](32284/5): Loss -0.8508, Sem 0.0164, dir -0.9882, norm 0.1210, swav 0.0000 LR: 4.990e-02 Score 99.452 Data time: 0.0600, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9097 [2020-10-19 13:16:37,966][root][INFO] - ===> Epoch[6457](32285/5): Loss -0.8604, Sem 0.0150, dir -0.9896, norm 0.1142, swav 0.0000 LR: 4.990e-02 Score 99.493 Data time: 0.0789, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9443 [2020-10-19 13:16:39,777][root][INFO] - ===> Epoch[6458](32286/5): Loss -0.8426, Sem 0.0156, dir -0.9880, norm 0.1298, swav 0.0000 LR: 4.990e-02 Score 99.479 Data time: 0.0768, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.7124 [2020-10-19 13:16:42,065][root][INFO] - ===> Epoch[6458](32287/5): Loss -0.8459, Sem 0.0170, dir -0.9878, norm 0.1250, swav 0.0000 LR: 4.990e-02 Score 99.426 Data time: 0.0518, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1839 [2020-10-19 13:16:44,297][root][INFO] - ===> Epoch[6458](32288/5): Loss -0.8332, Sem 0.0206, dir -0.9877, norm 0.1338, swav 0.0000 LR: 4.990e-02 Score 99.323 Data time: 0.0995, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1377 [2020-10-19 13:16:46,556][root][INFO] - ===> Epoch[6458](32289/5): Loss -0.8447, Sem 0.0200, dir -0.9873, norm 0.1226, swav 0.0000 LR: 4.990e-02 Score 99.334 Data time: 0.0643, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1385 [2020-10-19 13:16:48,952][root][INFO] - ===> Epoch[6458](32290/5): Loss -0.8348, Sem 0.0170, dir -0.9877, norm 0.1359, swav 0.0000 LR: 4.989e-02 Score 99.437 Data time: 0.0782, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.2830 [2020-10-19 13:16:51,598][root][INFO] - ===> Epoch[6459](32291/5): Loss -0.8388, Sem 0.0154, dir -0.9879, norm 0.1337, swav 0.0000 LR: 4.989e-02 Score 99.486 Data time: 0.0843, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.5332 [2020-10-19 13:16:53,502][root][INFO] - ===> Epoch[6459](32292/5): Loss -0.8547, Sem 0.0166, dir -0.9888, norm 0.1175, swav 0.0000 LR: 4.989e-02 Score 99.443 Data time: 0.0574, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.7965 [2020-10-19 13:16:55,695][root][INFO] - ===> Epoch[6459](32293/5): Loss -0.8384, Sem 0.0155, dir -0.9882, norm 0.1342, swav 0.0000 LR: 4.989e-02 Score 99.476 Data time: 0.0767, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1069 [2020-10-19 13:16:57,871][root][INFO] - ===> Epoch[6459](32294/5): Loss -0.8414, Sem 0.0184, dir -0.9880, norm 0.1282, swav 0.0000 LR: 4.989e-02 Score 99.387 Data time: 0.0503, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0686 [2020-10-19 13:16:59,733][root][INFO] - ===> Epoch[6459](32295/5): Loss -0.8439, Sem 0.0191, dir -0.9865, norm 0.1236, swav 0.0000 LR: 4.989e-02 Score 99.355 Data time: 0.0648, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.8043 [2020-10-19 13:17:01,798][root][INFO] - ===> Epoch[6460](32296/5): Loss -0.8450, Sem 0.0161, dir -0.9881, norm 0.1271, swav 0.0000 LR: 4.988e-02 Score 99.474 Data time: 0.0982, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9877 [2020-10-19 13:17:03,789][root][INFO] - ===> Epoch[6460](32297/5): Loss -0.8397, Sem 0.0157, dir -0.9886, norm 0.1333, swav 0.0000 LR: 4.988e-02 Score 99.483 Data time: 0.2374, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.8746 [2020-10-19 13:17:05,981][root][INFO] - ===> Epoch[6460](32298/5): Loss -0.8417, Sem 0.0159, dir -0.9877, norm 0.1301, swav 0.0000 LR: 4.988e-02 Score 99.480 Data time: 0.2510, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1090 [2020-10-19 13:17:08,789][root][INFO] - ===> Epoch[6460](32299/5): Loss -0.8449, Sem 0.0172, dir -0.9880, norm 0.1259, swav 0.0000 LR: 4.988e-02 Score 99.426 Data time: 0.1119, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.6894 [2020-10-19 13:17:10,942][root][INFO] - ===> Epoch[6460](32300/5): Loss -0.8338, Sem 0.0174, dir -0.9873, norm 0.1361, swav 0.0000 LR: 4.988e-02 Score 99.423 Data time: 0.0865, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0285 [2020-10-19 13:17:12,516][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 13:17:14,262][root][INFO] - ===> Epoch[6461](32301/5): Loss -0.8527, Sem 0.0156, dir -0.9888, norm 0.1205, swav 0.0000 LR: 4.988e-02 Score 99.475 Data time: 0.0713, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.5688 [2020-10-19 13:17:16,710][root][INFO] - ===> Epoch[6461](32302/5): Loss -0.8618, Sem 0.0148, dir -0.9891, norm 0.1124, swav 0.0000 LR: 4.987e-02 Score 99.490 Data time: 0.0565, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.3708 [2020-10-19 13:17:19,315][root][INFO] - ===> Epoch[6461](32303/5): Loss -0.8395, Sem 0.0168, dir -0.9882, norm 0.1320, swav 0.0000 LR: 4.987e-02 Score 99.442 Data time: 0.1190, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.5215 [2020-10-19 13:17:21,669][root][INFO] - ===> Epoch[6461](32304/5): Loss -0.8458, Sem 0.0179, dir -0.9879, norm 0.1243, swav 0.0000 LR: 4.987e-02 Score 99.404 Data time: 0.1246, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.2262 [2020-10-19 13:17:23,816][root][INFO] - ===> Epoch[6461](32305/5): Loss -0.8354, Sem 0.0163, dir -0.9875, norm 0.1358, swav 0.0000 LR: 4.987e-02 Score 99.452 Data time: 0.0804, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0503 [2020-10-19 13:17:25,771][root][INFO] - ===> Epoch[6462](32306/5): Loss -0.8502, Sem 0.0161, dir -0.9890, norm 0.1228, swav 0.0000 LR: 4.987e-02 Score 99.461 Data time: 0.0722, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8729 [2020-10-19 13:17:27,825][root][INFO] - ===> Epoch[6462](32307/5): Loss -0.8457, Sem 0.0165, dir -0.9869, norm 0.1246, swav 0.0000 LR: 4.987e-02 Score 99.431 Data time: 0.0841, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9439 [2020-10-19 13:17:30,225][root][INFO] - ===> Epoch[6462](32308/5): Loss -0.8391, Sem 0.0160, dir -0.9882, norm 0.1332, swav 0.0000 LR: 4.986e-02 Score 99.472 Data time: 0.0812, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2896 [2020-10-19 13:17:32,394][root][INFO] - ===> Epoch[6462](32309/5): Loss -0.8527, Sem 0.0170, dir -0.9888, norm 0.1191, swav 0.0000 LR: 4.986e-02 Score 99.412 Data time: 0.0588, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0494 [2020-10-19 13:17:34,285][root][INFO] - ===> Epoch[6462](32310/5): Loss -0.8402, Sem 0.0166, dir -0.9874, norm 0.1306, swav 0.0000 LR: 4.986e-02 Score 99.440 Data time: 0.0615, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8004 [2020-10-19 13:17:37,353][root][INFO] - ===> Epoch[6463](32311/5): Loss -0.8363, Sem 0.0161, dir -0.9872, norm 0.1348, swav 0.0000 LR: 4.986e-02 Score 99.478 Data time: 0.0795, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.9674 [2020-10-19 13:17:39,297][root][INFO] - ===> Epoch[6463](32312/5): Loss -0.8457, Sem 0.0164, dir -0.9890, norm 0.1269, swav 0.0000 LR: 4.986e-02 Score 99.449 Data time: 0.0684, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.8189 [2020-10-19 13:17:41,792][root][INFO] - ===> Epoch[6463](32313/5): Loss -0.8422, Sem 0.0179, dir -0.9873, norm 0.1272, swav 0.0000 LR: 4.986e-02 Score 99.400 Data time: 0.0991, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.3932 [2020-10-19 13:17:43,613][root][INFO] - ===> Epoch[6463](32314/5): Loss -0.8393, Sem 0.0168, dir -0.9882, norm 0.1321, swav 0.0000 LR: 4.985e-02 Score 99.429 Data time: 0.0681, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.6920 [2020-10-19 13:17:45,649][root][INFO] - ===> Epoch[6463](32315/5): Loss -0.8438, Sem 0.0161, dir -0.9885, norm 0.1286, swav 0.0000 LR: 4.985e-02 Score 99.446 Data time: 0.1113, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9403 [2020-10-19 13:17:47,828][root][INFO] - ===> Epoch[6464](32316/5): Loss -0.8373, Sem 0.0155, dir -0.9885, norm 0.1357, swav 0.0000 LR: 4.985e-02 Score 99.474 Data time: 0.0679, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0416 [2020-10-19 13:17:50,134][root][INFO] - ===> Epoch[6464](32317/5): Loss -0.8285, Sem 0.0182, dir -0.9865, norm 0.1398, swav 0.0000 LR: 4.985e-02 Score 99.392 Data time: 0.0868, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1890 [2020-10-19 13:17:52,554][root][INFO] - ===> Epoch[6464](32318/5): Loss -0.8516, Sem 0.0152, dir -0.9883, norm 0.1215, swav 0.0000 LR: 4.985e-02 Score 99.489 Data time: 0.0962, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3128 [2020-10-19 13:17:54,820][root][INFO] - ===> Epoch[6464](32319/5): Loss -0.8525, Sem 0.0174, dir -0.9879, norm 0.1180, swav 0.0000 LR: 4.985e-02 Score 99.422 Data time: 0.0701, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1251 [2020-10-19 13:17:56,903][root][INFO] - ===> Epoch[6464](32320/5): Loss -0.8410, Sem 0.0169, dir -0.9883, norm 0.1304, swav 0.0000 LR: 4.984e-02 Score 99.427 Data time: 0.0622, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9739 [2020-10-19 13:17:58,759][root][INFO] - ===> Epoch[6465](32321/5): Loss -0.8535, Sem 0.0169, dir -0.9879, norm 0.1175, swav 0.0000 LR: 4.984e-02 Score 99.417 Data time: 0.0596, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.7771 [2020-10-19 13:18:01,095][root][INFO] - ===> Epoch[6465](32322/5): Loss -0.8375, Sem 0.0169, dir -0.9875, norm 0.1330, swav 0.0000 LR: 4.984e-02 Score 99.425 Data time: 0.0558, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2463 [2020-10-19 13:18:03,257][root][INFO] - ===> Epoch[6465](32323/5): Loss -0.8409, Sem 0.0165, dir -0.9887, norm 0.1312, swav 0.0000 LR: 4.984e-02 Score 99.435 Data time: 0.0894, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0838 [2020-10-19 13:18:05,596][root][INFO] - ===> Epoch[6465](32324/5): Loss -0.8429, Sem 0.0158, dir -0.9873, norm 0.1286, swav 0.0000 LR: 4.984e-02 Score 99.470 Data time: 0.1153, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2015 [2020-10-19 13:18:07,955][root][INFO] - ===> Epoch[6465](32325/5): Loss -0.8413, Sem 0.0162, dir -0.9886, norm 0.1311, swav 0.0000 LR: 4.984e-02 Score 99.460 Data time: 0.0972, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2246 [2020-10-19 13:18:10,089][root][INFO] - ===> Epoch[6466](32326/5): Loss -0.8566, Sem 0.0158, dir -0.9889, norm 0.1165, swav 0.0000 LR: 4.984e-02 Score 99.466 Data time: 0.0934, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0060 [2020-10-19 13:18:12,816][root][INFO] - ===> Epoch[6466](32327/5): Loss -0.8400, Sem 0.0177, dir -0.9866, norm 0.1289, swav 0.0000 LR: 4.983e-02 Score 99.400 Data time: 0.0769, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.6427 [2020-10-19 13:18:14,800][root][INFO] - ===> Epoch[6466](32328/5): Loss -0.8523, Sem 0.0157, dir -0.9891, norm 0.1211, swav 0.0000 LR: 4.983e-02 Score 99.464 Data time: 0.0709, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9059 [2020-10-19 13:18:17,252][root][INFO] - ===> Epoch[6466](32329/5): Loss -0.8400, Sem 0.0171, dir -0.9878, norm 0.1307, swav 0.0000 LR: 4.983e-02 Score 99.423 Data time: 0.0666, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3481 [2020-10-19 13:18:19,941][root][INFO] - ===> Epoch[6466](32330/5): Loss -0.8460, Sem 0.0163, dir -0.9880, norm 0.1258, swav 0.0000 LR: 4.983e-02 Score 99.442 Data time: 0.0900, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.5841 [2020-10-19 13:18:22,008][root][INFO] - ===> Epoch[6467](32331/5): Loss -0.8557, Sem 0.0149, dir -0.9893, norm 0.1187, swav 0.0000 LR: 4.983e-02 Score 99.489 Data time: 0.0928, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9438 [2020-10-19 13:18:24,044][root][INFO] - ===> Epoch[6467](32332/5): Loss -0.8515, Sem 0.0156, dir -0.9888, norm 0.1216, swav 0.0000 LR: 4.983e-02 Score 99.477 Data time: 0.0744, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9376 [2020-10-19 13:18:26,474][root][INFO] - ===> Epoch[6467](32333/5): Loss -0.8450, Sem 0.0149, dir -0.9885, norm 0.1286, swav 0.0000 LR: 4.982e-02 Score 99.504 Data time: 0.0805, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3232 [2020-10-19 13:18:28,657][root][INFO] - ===> Epoch[6467](32334/5): Loss -0.8347, Sem 0.0181, dir -0.9875, norm 0.1347, swav 0.0000 LR: 4.982e-02 Score 99.391 Data time: 0.0948, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0679 [2020-10-19 13:18:30,645][root][INFO] - ===> Epoch[6467](32335/5): Loss -0.8496, Sem 0.0162, dir -0.9888, norm 0.1230, swav 0.0000 LR: 4.982e-02 Score 99.458 Data time: 0.0814, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8710 [2020-10-19 13:18:32,526][root][INFO] - ===> Epoch[6468](32336/5): Loss -0.8451, Sem 0.0159, dir -0.9896, norm 0.1285, swav 0.0000 LR: 4.982e-02 Score 99.465 Data time: 0.0721, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.7806 [2020-10-19 13:18:34,664][root][INFO] - ===> Epoch[6468](32337/5): Loss -0.8512, Sem 0.0173, dir -0.9881, norm 0.1196, swav 0.0000 LR: 4.982e-02 Score 99.403 Data time: 0.0764, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0416 [2020-10-19 13:18:37,053][root][INFO] - ===> Epoch[6468](32338/5): Loss -0.8305, Sem 0.0173, dir -0.9867, norm 0.1388, swav 0.0000 LR: 4.982e-02 Score 99.425 Data time: 0.0853, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2878 [2020-10-19 13:18:38,978][root][INFO] - ===> Epoch[6468](32339/5): Loss -0.8539, Sem 0.0168, dir -0.9882, norm 0.1174, swav 0.0000 LR: 4.981e-02 Score 99.428 Data time: 0.0447, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8578 [2020-10-19 13:18:41,590][root][INFO] - ===> Epoch[6468](32340/5): Loss -0.8302, Sem 0.0178, dir -0.9872, norm 0.1392, swav 0.0000 LR: 4.981e-02 Score 99.393 Data time: 0.1238, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.5621 [2020-10-19 13:18:43,662][root][INFO] - ===> Epoch[6469](32341/5): Loss -0.8564, Sem 0.0157, dir -0.9887, norm 0.1165, swav 0.0000 LR: 4.981e-02 Score 99.461 Data time: 0.0872, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9977 [2020-10-19 13:18:46,067][root][INFO] - ===> Epoch[6469](32342/5): Loss -0.8422, Sem 0.0167, dir -0.9876, norm 0.1288, swav 0.0000 LR: 4.981e-02 Score 99.443 Data time: 0.1963, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3200 [2020-10-19 13:18:48,472][root][INFO] - ===> Epoch[6469](32343/5): Loss -0.8432, Sem 0.0153, dir -0.9883, norm 0.1297, swav 0.0000 LR: 4.981e-02 Score 99.486 Data time: 0.1030, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2929 [2020-10-19 13:18:50,277][root][INFO] - ===> Epoch[6469](32344/5): Loss -0.8505, Sem 0.0187, dir -0.9881, norm 0.1189, swav 0.0000 LR: 4.981e-02 Score 99.373 Data time: 0.0713, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.6913 [2020-10-19 13:18:52,350][root][INFO] - ===> Epoch[6469](32345/5): Loss -0.8478, Sem 0.0157, dir -0.9894, norm 0.1259, swav 0.0000 LR: 4.980e-02 Score 99.474 Data time: 0.0838, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9861 [2020-10-19 13:18:54,840][root][INFO] - ===> Epoch[6470](32346/5): Loss -0.8344, Sem 0.0163, dir -0.9872, norm 0.1365, swav 0.0000 LR: 4.980e-02 Score 99.458 Data time: 0.0725, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3793 [2020-10-19 13:18:57,128][root][INFO] - ===> Epoch[6470](32347/5): Loss -0.8454, Sem 0.0168, dir -0.9876, norm 0.1253, swav 0.0000 LR: 4.980e-02 Score 99.447 Data time: 0.0536, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1791 [2020-10-19 13:18:59,364][root][INFO] - ===> Epoch[6470](32348/5): Loss -0.8456, Sem 0.0173, dir -0.9881, norm 0.1252, swav 0.0000 LR: 4.980e-02 Score 99.413 Data time: 0.0736, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1545 [2020-10-19 13:19:01,563][root][INFO] - ===> Epoch[6470](32349/5): Loss -0.8568, Sem 0.0159, dir -0.9893, norm 0.1167, swav 0.0000 LR: 4.980e-02 Score 99.456 Data time: 0.0753, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0929 [2020-10-19 13:19:03,495][root][INFO] - ===> Epoch[6470](32350/5): Loss -0.8400, Sem 0.0172, dir -0.9879, norm 0.1307, swav 0.0000 LR: 4.980e-02 Score 99.416 Data time: 0.0620, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8357 [2020-10-19 13:19:05,549][root][INFO] - ===> Epoch[6471](32351/5): Loss -0.8294, Sem 0.0158, dir -0.9877, norm 0.1424, swav 0.0000 LR: 4.979e-02 Score 99.469 Data time: 0.0623, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9549 [2020-10-19 13:19:07,439][root][INFO] - ===> Epoch[6471](32352/5): Loss -0.8355, Sem 0.0161, dir -0.9871, norm 0.1355, swav 0.0000 LR: 4.979e-02 Score 99.458 Data time: 0.0780, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8559 [2020-10-19 13:19:09,570][root][INFO] - ===> Epoch[6471](32353/5): Loss -0.8457, Sem 0.0178, dir -0.9885, norm 0.1250, swav 0.0000 LR: 4.979e-02 Score 99.403 Data time: 0.0753, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0219 [2020-10-19 13:19:11,741][root][INFO] - ===> Epoch[6471](32354/5): Loss -0.8388, Sem 0.0182, dir -0.9870, norm 0.1300, swav 0.0000 LR: 4.979e-02 Score 99.393 Data time: 0.0682, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0674 [2020-10-19 13:19:13,742][root][INFO] - ===> Epoch[6471](32355/5): Loss -0.8476, Sem 0.0153, dir -0.9884, norm 0.1255, swav 0.0000 LR: 4.979e-02 Score 99.479 Data time: 0.0875, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8921 [2020-10-19 13:19:15,697][root][INFO] - ===> Epoch[6472](32356/5): Loss -0.8536, Sem 0.0152, dir -0.9887, norm 0.1198, swav 0.0000 LR: 4.979e-02 Score 99.482 Data time: 0.0586, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8493 [2020-10-19 13:19:17,763][root][INFO] - ===> Epoch[6472](32357/5): Loss -0.8427, Sem 0.0163, dir -0.9874, norm 0.1285, swav 0.0000 LR: 4.978e-02 Score 99.453 Data time: 0.0711, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0038 [2020-10-19 13:19:19,673][root][INFO] - ===> Epoch[6472](32358/5): Loss -0.8494, Sem 0.0166, dir -0.9887, norm 0.1227, swav 0.0000 LR: 4.978e-02 Score 99.439 Data time: 0.0783, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8043 [2020-10-19 13:19:22,165][root][INFO] - ===> Epoch[6472](32359/5): Loss -0.8354, Sem 0.0161, dir -0.9864, norm 0.1349, swav 0.0000 LR: 4.978e-02 Score 99.469 Data time: 0.2411, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3848 [2020-10-19 13:19:24,590][root][INFO] - ===> Epoch[6472](32360/5): Loss -0.8411, Sem 0.0173, dir -0.9883, norm 0.1300, swav 0.0000 LR: 4.978e-02 Score 99.413 Data time: 0.0975, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3112 [2020-10-19 13:19:26,655][root][INFO] - ===> Epoch[6473](32361/5): Loss -0.8358, Sem 0.0209, dir -0.9878, norm 0.1311, swav 0.0000 LR: 4.978e-02 Score 99.349 Data time: 0.0665, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9290 [2020-10-19 13:19:29,277][root][INFO] - ===> Epoch[6473](32362/5): Loss -0.8513, Sem 0.0163, dir -0.9890, norm 0.1213, swav 0.0000 LR: 4.978e-02 Score 99.457 Data time: 0.0531, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.5265 [2020-10-19 13:19:31,782][root][INFO] - ===> Epoch[6473](32363/5): Loss -0.8486, Sem 0.0153, dir -0.9882, norm 0.1242, swav 0.0000 LR: 4.978e-02 Score 99.483 Data time: 0.0755, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.4365 [2020-10-19 13:19:34,053][root][INFO] - ===> Epoch[6473](32364/5): Loss -0.8423, Sem 0.0171, dir -0.9870, norm 0.1277, swav 0.0000 LR: 4.977e-02 Score 99.425 Data time: 0.0956, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1496 [2020-10-19 13:19:36,065][root][INFO] - ===> Epoch[6473](32365/5): Loss -0.8486, Sem 0.0161, dir -0.9883, norm 0.1236, swav 0.0000 LR: 4.977e-02 Score 99.449 Data time: 0.0775, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8912 [2020-10-19 13:19:38,323][root][INFO] - ===> Epoch[6474](32366/5): Loss -0.8513, Sem 0.0178, dir -0.9882, norm 0.1191, swav 0.0000 LR: 4.977e-02 Score 99.407 Data time: 0.0726, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1657 [2020-10-19 13:19:40,314][root][INFO] - ===> Epoch[6474](32367/5): Loss -0.8607, Sem 0.0173, dir -0.9892, norm 0.1112, swav 0.0000 LR: 4.977e-02 Score 99.404 Data time: 0.0797, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9235 [2020-10-19 13:19:42,297][root][INFO] - ===> Epoch[6474](32368/5): Loss -0.8449, Sem 0.0183, dir -0.9872, norm 0.1239, swav 0.0000 LR: 4.977e-02 Score 99.388 Data time: 0.0820, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8880 [2020-10-19 13:19:44,870][root][INFO] - ===> Epoch[6474](32369/5): Loss -0.8420, Sem 0.0152, dir -0.9877, norm 0.1305, swav 0.0000 LR: 4.977e-02 Score 99.494 Data time: 0.0789, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.4664 [2020-10-19 13:19:47,127][root][INFO] - ===> Epoch[6474](32370/5): Loss -0.8500, Sem 0.0138, dir -0.9889, norm 0.1251, swav 0.0000 LR: 4.976e-02 Score 99.542 Data time: 0.0518, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1390 [2020-10-19 13:19:49,122][root][INFO] - ===> Epoch[6475](32371/5): Loss -0.8541, Sem 0.0156, dir -0.9891, norm 0.1194, swav 0.0000 LR: 4.976e-02 Score 99.468 Data time: 0.0768, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9124 [2020-10-19 13:19:51,655][root][INFO] - ===> Epoch[6475](32372/5): Loss -0.8419, Sem 0.0165, dir -0.9885, norm 0.1301, swav 0.0000 LR: 4.976e-02 Score 99.451 Data time: 0.0695, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.4336 [2020-10-19 13:19:53,947][root][INFO] - ===> Epoch[6475](32373/5): Loss -0.8486, Sem 0.0159, dir -0.9887, norm 0.1242, swav 0.0000 LR: 4.976e-02 Score 99.449 Data time: 0.0732, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2108 [2020-10-19 13:19:56,105][root][INFO] - ===> Epoch[6475](32374/5): Loss -0.8467, Sem 0.0155, dir -0.9891, norm 0.1269, swav 0.0000 LR: 4.976e-02 Score 99.466 Data time: 0.0638, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0628 [2020-10-19 13:19:58,469][root][INFO] - ===> Epoch[6475](32375/5): Loss -0.8431, Sem 0.0159, dir -0.9877, norm 0.1288, swav 0.0000 LR: 4.976e-02 Score 99.482 Data time: 0.0980, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.2729 [2020-10-19 13:20:00,552][root][INFO] - ===> Epoch[6476](32376/5): Loss -0.8531, Sem 0.0161, dir -0.9891, norm 0.1199, swav 0.0000 LR: 4.975e-02 Score 99.469 Data time: 0.0760, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9717 [2020-10-19 13:20:02,153][root][INFO] - ===> Epoch[6476](32377/5): Loss -0.8317, Sem 0.0197, dir -0.9868, norm 0.1355, swav 0.0000 LR: 4.975e-02 Score 99.336 Data time: 0.0723, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.5044 [2020-10-19 13:20:04,229][root][INFO] - ===> Epoch[6476](32378/5): Loss -0.8291, Sem 0.0214, dir -0.9869, norm 0.1364, swav 0.0000 LR: 4.975e-02 Score 99.313 Data time: 0.1011, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9884 [2020-10-19 13:20:06,285][root][INFO] - ===> Epoch[6476](32379/5): Loss -0.8475, Sem 0.0183, dir -0.9874, norm 0.1216, swav 0.0000 LR: 4.975e-02 Score 99.383 Data time: 0.0818, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9688 [2020-10-19 13:20:08,607][root][INFO] - ===> Epoch[6476](32380/5): Loss -0.8454, Sem 0.0173, dir -0.9886, norm 0.1259, swav 0.0000 LR: 4.975e-02 Score 99.429 Data time: 0.0834, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2084 [2020-10-19 13:20:10,563][root][INFO] - ===> Epoch[6477](32381/5): Loss -0.8370, Sem 0.0175, dir -0.9884, norm 0.1339, swav 0.0000 LR: 4.975e-02 Score 99.414 Data time: 0.0537, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8421 [2020-10-19 13:20:12,729][root][INFO] - ===> Epoch[6477](32382/5): Loss -0.8478, Sem 0.0177, dir -0.9888, norm 0.1233, swav 0.0000 LR: 4.974e-02 Score 99.413 Data time: 0.0694, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0986 [2020-10-19 13:20:15,106][root][INFO] - ===> Epoch[6477](32383/5): Loss -0.8495, Sem 0.0165, dir -0.9883, norm 0.1223, swav 0.0000 LR: 4.974e-02 Score 99.451 Data time: 0.0478, Forward time: 0.7780, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2930 [2020-10-19 13:20:17,565][root][INFO] - ===> Epoch[6477](32384/5): Loss -0.8452, Sem 0.0171, dir -0.9874, norm 0.1252, swav 0.0000 LR: 4.974e-02 Score 99.434 Data time: 0.0579, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.3826 [2020-10-19 13:20:19,672][root][INFO] - ===> Epoch[6477](32385/5): Loss -0.8405, Sem 0.0177, dir -0.9884, norm 0.1302, swav 0.0000 LR: 4.974e-02 Score 99.412 Data time: 0.0871, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0230 [2020-10-19 13:20:22,106][root][INFO] - ===> Epoch[6478](32386/5): Loss -0.8466, Sem 0.0159, dir -0.9884, norm 0.1259, swav 0.0000 LR: 4.974e-02 Score 99.470 Data time: 0.0845, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.3297 [2020-10-19 13:20:24,307][root][INFO] - ===> Epoch[6478](32387/5): Loss -0.8559, Sem 0.0158, dir -0.9894, norm 0.1177, swav 0.0000 LR: 4.974e-02 Score 99.472 Data time: 0.1050, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1040 [2020-10-19 13:20:26,419][root][INFO] - ===> Epoch[6478](32388/5): Loss -0.8508, Sem 0.0167, dir -0.9884, norm 0.1209, swav 0.0000 LR: 4.973e-02 Score 99.439 Data time: 0.0628, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9904 [2020-10-19 13:20:28,981][root][INFO] - ===> Epoch[6478](32389/5): Loss -0.8455, Sem 0.0167, dir -0.9872, norm 0.1250, swav 0.0000 LR: 4.973e-02 Score 99.448 Data time: 0.0543, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.4678 [2020-10-19 13:20:31,251][root][INFO] - ===> Epoch[6478](32390/5): Loss -0.8329, Sem 0.0202, dir -0.9880, norm 0.1348, swav 0.0000 LR: 4.973e-02 Score 99.353 Data time: 0.0816, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.2021 [2020-10-19 13:20:33,186][root][INFO] - ===> Epoch[6479](32391/5): Loss -0.8551, Sem 0.0140, dir -0.9891, norm 0.1200, swav 0.0000 LR: 4.973e-02 Score 99.524 Data time: 0.0822, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.8171 [2020-10-19 13:20:35,173][root][INFO] - ===> Epoch[6479](32392/5): Loss -0.8509, Sem 0.0177, dir -0.9885, norm 0.1199, swav 0.0000 LR: 4.973e-02 Score 99.396 Data time: 0.0805, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.8739 [2020-10-19 13:20:37,704][root][INFO] - ===> Epoch[6479](32393/5): Loss -0.8332, Sem 0.0181, dir -0.9877, norm 0.1364, swav 0.0000 LR: 4.973e-02 Score 99.391 Data time: 0.0792, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.4180 [2020-10-19 13:20:39,726][root][INFO] - ===> Epoch[6479](32394/5): Loss -0.8510, Sem 0.0159, dir -0.9885, norm 0.1215, swav 0.0000 LR: 4.972e-02 Score 99.464 Data time: 0.0665, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.9253 [2020-10-19 13:20:41,971][root][INFO] - ===> Epoch[6479](32395/5): Loss -0.8426, Sem 0.0177, dir -0.9876, norm 0.1273, swav 0.0000 LR: 4.972e-02 Score 99.398 Data time: 0.0863, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1490 [2020-10-19 13:20:44,366][root][INFO] - ===> Epoch[6480](32396/5): Loss -0.8543, Sem 0.0155, dir -0.9892, norm 0.1194, swav 0.0000 LR: 4.972e-02 Score 99.477 Data time: 0.0680, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.2795 [2020-10-19 13:20:46,301][root][INFO] - ===> Epoch[6480](32397/5): Loss -0.8576, Sem 0.0170, dir -0.9882, norm 0.1137, swav 0.0000 LR: 4.972e-02 Score 99.421 Data time: 0.0738, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.8462 [2020-10-19 13:20:48,663][root][INFO] - ===> Epoch[6480](32398/5): Loss -0.8372, Sem 0.0168, dir -0.9867, norm 0.1327, swav 0.0000 LR: 4.972e-02 Score 99.447 Data time: 0.0666, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.2686 [2020-10-19 13:20:50,990][root][INFO] - ===> Epoch[6480](32399/5): Loss -0.8439, Sem 0.0152, dir -0.9892, norm 0.1301, swav 0.0000 LR: 4.972e-02 Score 99.495 Data time: 0.0705, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.2111 [2020-10-19 13:20:52,908][root][INFO] - ===> Epoch[6480](32400/5): Loss -0.8453, Sem 0.0178, dir -0.9876, norm 0.1246, swav 0.0000 LR: 4.972e-02 Score 99.394 Data time: 0.0906, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.8184 [2020-10-19 13:20:53,951][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 13:20:54,107][root][INFO] - ===> Start testing [2020-10-19 13:21:33,986][root][INFO] - 68/68: Data time: 0.2225, Iter time: 0.3160 Loss 0.702 (AVG: 0.557) Score 86.960 (AVG: 90.763) mIOU 70.333 mAP 83.688 mAcc 77.069 IOU: 62.613 0.299 79.004 74.416 94.902 92.007 33.081 81.495 98.237 70.872 81.111 86.009 60.284 mAP: 80.101 11.760 94.689 86.113 98.923 98.481 53.113 96.651 99.795 90.525 92.611 94.373 90.808 mAcc: 78.510 2.188 88.946 82.850 96.058 97.451 35.150 93.306 99.090 77.585 90.654 96.359 63.756 [2020-10-19 13:21:33,988][root][INFO] - Finished test. Elapsed time: 39.8788 [2020-10-19 13:21:36,819][root][INFO] - [2020-10-19 13:21:36,820][root][INFO] - ################################################################ [2020-10-19 13:21:36,820][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 13:21:36,820][root][INFO] - ################################################################ [2020-10-19 13:21:36,820][root][INFO] - clutter : nan nan nan [2020-10-19 13:21:36,820][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 13:21:36,820][root][INFO] - board : 0.795 0.844 0.892 [2020-10-19 13:21:36,820][root][INFO] - bookcase : 0.246 0.377 0.528 [2020-10-19 13:21:36,820][root][INFO] - ceiling : 0.482 0.583 0.655 [2020-10-19 13:21:36,820][root][INFO] - chair : 0.823 0.913 0.928 [2020-10-19 13:21:36,820][root][INFO] - column : 0.203 0.304 0.429 [2020-10-19 13:21:36,820][root][INFO] - door : 0.796 0.910 0.971 [2020-10-19 13:21:36,820][root][INFO] - floor : 0.843 0.871 0.885 [2020-10-19 13:21:36,820][root][INFO] - sofa : 0.403 0.727 0.727 [2020-10-19 13:21:36,820][root][INFO] - table : 0.123 0.252 0.619 [2020-10-19 13:21:36,820][root][INFO] - wall : 0.529 0.718 0.801 [2020-10-19 13:21:36,820][root][INFO] - window : 0.518 0.750 0.767 [2020-10-19 13:21:36,820][root][INFO] - ---------------------------------------------------------------- [2020-10-19 13:21:36,820][root][INFO] - average : 0.480 0.604 0.684 [2020-10-19 13:21:36,820][root][INFO] - [2020-10-19 13:21:36,985][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 13:21:36,986][root][INFO] - Current best mIoU: 72.177 at iter 31200 [2020-10-19 13:21:38,535][root][INFO] - ===> Epoch[6481](32401/5): Loss -0.8401, Sem 0.0185, dir -0.9875, norm 0.1288, swav 0.0000 LR: 4.971e-02 Score 99.389 Data time: 0.0686, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.5440 [2020-10-19 13:21:40,666][root][INFO] - ===> Epoch[6481](32402/5): Loss -0.8490, Sem 0.0163, dir -0.9878, norm 0.1225, swav 0.0000 LR: 4.971e-02 Score 99.449 Data time: 0.1191, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.0374 [2020-10-19 13:21:42,684][root][INFO] - ===> Epoch[6481](32403/5): Loss -0.8398, Sem 0.0186, dir -0.9873, norm 0.1290, swav 0.0000 LR: 4.971e-02 Score 99.373 Data time: 0.1116, Forward time: 0.7780, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9059 [2020-10-19 13:21:45,277][root][INFO] - ===> Epoch[6481](32404/5): Loss -0.8486, Sem 0.0163, dir -0.9885, norm 0.1236, swav 0.0000 LR: 4.971e-02 Score 99.452 Data time: 0.0801, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.4896 [2020-10-19 13:21:47,314][root][INFO] - ===> Epoch[6481](32405/5): Loss -0.8411, Sem 0.0154, dir -0.9873, norm 0.1309, swav 0.0000 LR: 4.971e-02 Score 99.508 Data time: 0.1800, Forward time: 0.7780, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9508 [2020-10-19 13:21:49,714][root][INFO] - ===> Epoch[6482](32406/5): Loss -0.8389, Sem 0.0180, dir -0.9870, norm 0.1301, swav 0.0000 LR: 4.971e-02 Score 99.393 Data time: 0.1028, Forward time: 0.7780, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3152 [2020-10-19 13:21:51,762][root][INFO] - ===> Epoch[6482](32407/5): Loss -0.8371, Sem 0.0155, dir -0.9890, norm 0.1363, swav 0.0000 LR: 4.970e-02 Score 99.478 Data time: 0.0525, Forward time: 0.7780, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9400 [2020-10-19 13:21:54,371][root][INFO] - ===> Epoch[6482](32408/5): Loss -0.8243, Sem 0.0172, dir -0.9874, norm 0.1458, swav 0.0000 LR: 4.970e-02 Score 99.422 Data time: 0.1017, Forward time: 0.7780, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.5375 [2020-10-19 13:21:56,448][root][INFO] - ===> Epoch[6482](32409/5): Loss -0.8313, Sem 0.0173, dir -0.9880, norm 0.1394, swav 0.0000 LR: 4.970e-02 Score 99.411 Data time: 0.0868, Forward time: 0.7780, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9503 [2020-10-19 13:21:58,463][root][INFO] - ===> Epoch[6482](32410/5): Loss -0.8439, Sem 0.0173, dir -0.9887, norm 0.1275, swav 0.0000 LR: 4.970e-02 Score 99.425 Data time: 0.0664, Forward time: 0.7780, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9328 [2020-10-19 13:22:00,493][root][INFO] - ===> Epoch[6483](32411/5): Loss -0.8282, Sem 0.0191, dir -0.9886, norm 0.1412, swav 0.0000 LR: 4.970e-02 Score 99.396 Data time: 0.0813, Forward time: 0.7780, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9433 [2020-10-19 13:22:03,003][root][INFO] - ===> Epoch[6483](32412/5): Loss -0.8327, Sem 0.0206, dir -0.9863, norm 0.1329, swav 0.0000 LR: 4.970e-02 Score 99.306 Data time: 0.0867, Forward time: 0.7780, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.4298 [2020-10-19 13:22:05,208][root][INFO] - ===> Epoch[6483](32413/5): Loss -0.8401, Sem 0.0161, dir -0.9888, norm 0.1326, swav 0.0000 LR: 4.969e-02 Score 99.465 Data time: 0.0608, Forward time: 0.7780, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0804 [2020-10-19 13:22:07,483][root][INFO] - ===> Epoch[6483](32414/5): Loss -0.8531, Sem 0.0149, dir -0.9889, norm 0.1209, swav 0.0000 LR: 4.969e-02 Score 99.498 Data time: 0.0749, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.2015 [2020-10-19 13:22:09,421][root][INFO] - ===> Epoch[6483](32415/5): Loss -0.8400, Sem 0.0165, dir -0.9874, norm 0.1310, swav 0.0000 LR: 4.969e-02 Score 99.447 Data time: 0.0776, Forward time: 0.7780, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8282 [2020-10-19 13:22:11,815][root][INFO] - ===> Epoch[6484](32416/5): Loss -0.8501, Sem 0.0171, dir -0.9889, norm 0.1217, swav 0.0000 LR: 4.969e-02 Score 99.425 Data time: 0.0840, Forward time: 0.7780, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2886 [2020-10-19 13:22:13,945][root][INFO] - ===> Epoch[6484](32417/5): Loss -0.8417, Sem 0.0164, dir -0.9873, norm 0.1291, swav 0.0000 LR: 4.969e-02 Score 99.438 Data time: 0.0981, Forward time: 0.7780, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0209 [2020-10-19 13:22:16,796][root][INFO] - ===> Epoch[6484](32418/5): Loss -0.8373, Sem 0.0168, dir -0.9890, norm 0.1350, swav 0.0000 LR: 4.969e-02 Score 99.427 Data time: 0.1540, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.7383 [2020-10-19 13:22:19,424][root][INFO] - ===> Epoch[6484](32419/5): Loss -0.8397, Sem 0.0156, dir -0.9880, norm 0.1327, swav 0.0000 LR: 4.968e-02 Score 99.485 Data time: 0.0986, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.5079 [2020-10-19 13:22:21,344][root][INFO] - ===> Epoch[6484](32420/5): Loss -0.8424, Sem 0.0172, dir -0.9877, norm 0.1281, swav 0.0000 LR: 4.968e-02 Score 99.424 Data time: 0.0726, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.7829 [2020-10-19 13:22:23,267][root][INFO] - ===> Epoch[6485](32421/5): Loss -0.8410, Sem 0.0169, dir -0.9884, norm 0.1305, swav 0.0000 LR: 4.968e-02 Score 99.435 Data time: 0.0612, Forward time: 0.7780, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8268 [2020-10-19 13:22:25,547][root][INFO] - ===> Epoch[6485](32422/5): Loss -0.8509, Sem 0.0162, dir -0.9890, norm 0.1220, swav 0.0000 LR: 4.968e-02 Score 99.452 Data time: 0.1011, Forward time: 0.7780, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.1888 [2020-10-19 13:22:27,664][root][INFO] - ===> Epoch[6485](32423/5): Loss -0.8575, Sem 0.0140, dir -0.9890, norm 0.1175, swav 0.0000 LR: 4.968e-02 Score 99.522 Data time: 0.0775, Forward time: 0.7780, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9906 [2020-10-19 13:22:30,015][root][INFO] - ===> Epoch[6485](32424/5): Loss -0.8428, Sem 0.0171, dir -0.9876, norm 0.1277, swav 0.0000 LR: 4.968e-02 Score 99.443 Data time: 0.0918, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2498 [2020-10-19 13:22:32,048][root][INFO] - ===> Epoch[6485](32425/5): Loss -0.8534, Sem 0.0177, dir -0.9890, norm 0.1178, swav 0.0000 LR: 4.967e-02 Score 99.392 Data time: 0.0825, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9116 [2020-10-19 13:22:34,432][root][INFO] - ===> Epoch[6486](32426/5): Loss -0.8377, Sem 0.0170, dir -0.9888, norm 0.1340, swav 0.0000 LR: 4.967e-02 Score 99.425 Data time: 0.0807, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2799 [2020-10-19 13:22:36,296][root][INFO] - ===> Epoch[6486](32427/5): Loss -0.8407, Sem 0.0162, dir -0.9890, norm 0.1321, swav 0.0000 LR: 4.967e-02 Score 99.451 Data time: 0.0778, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.7683 [2020-10-19 13:22:38,991][root][INFO] - ===> Epoch[6486](32428/5): Loss -0.8353, Sem 0.0183, dir -0.9882, norm 0.1346, swav 0.0000 LR: 4.967e-02 Score 99.389 Data time: 0.0935, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.5856 [2020-10-19 13:22:41,243][root][INFO] - ===> Epoch[6486](32429/5): Loss -0.8391, Sem 0.0175, dir -0.9867, norm 0.1302, swav 0.0000 LR: 4.967e-02 Score 99.404 Data time: 0.0773, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1410 [2020-10-19 13:22:43,289][root][INFO] - ===> Epoch[6486](32430/5): Loss -0.8448, Sem 0.0137, dir -0.9888, norm 0.1303, swav 0.0000 LR: 4.967e-02 Score 99.536 Data time: 0.0834, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9282 [2020-10-19 13:22:45,149][root][INFO] - ===> Epoch[6487](32431/5): Loss -0.8472, Sem 0.0171, dir -0.9883, norm 0.1239, swav 0.0000 LR: 4.967e-02 Score 99.421 Data time: 0.0802, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.7405 [2020-10-19 13:22:47,268][root][INFO] - ===> Epoch[6487](32432/5): Loss -0.8525, Sem 0.0159, dir -0.9892, norm 0.1207, swav 0.0000 LR: 4.966e-02 Score 99.459 Data time: 0.1934, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0244 [2020-10-19 13:22:49,913][root][INFO] - ===> Epoch[6487](32433/5): Loss -0.8156, Sem 0.0166, dir -0.9874, norm 0.1552, swav 0.0000 LR: 4.966e-02 Score 99.447 Data time: 0.0857, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.5296 [2020-10-19 13:22:51,957][root][INFO] - ===> Epoch[6487](32434/5): Loss -0.8458, Sem 0.0158, dir -0.9885, norm 0.1270, swav 0.0000 LR: 4.966e-02 Score 99.472 Data time: 0.0959, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9182 [2020-10-19 13:22:54,342][root][INFO] - ===> Epoch[6487](32435/5): Loss -0.7949, Sem 0.0188, dir -0.9879, norm 0.1742, swav 0.0000 LR: 4.966e-02 Score 99.385 Data time: 0.1135, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2848 [2020-10-19 13:22:56,475][root][INFO] - ===> Epoch[6488](32436/5): Loss -0.8396, Sem 0.0164, dir -0.9879, norm 0.1318, swav 0.0000 LR: 4.966e-02 Score 99.448 Data time: 0.0894, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0115 [2020-10-19 13:22:58,596][root][INFO] - ===> Epoch[6488](32437/5): Loss -0.8314, Sem 0.0159, dir -0.9880, norm 0.1407, swav 0.0000 LR: 4.966e-02 Score 99.472 Data time: 0.0883, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0143 [2020-10-19 13:23:00,533][root][INFO] - ===> Epoch[6488](32438/5): Loss -0.8320, Sem 0.0157, dir -0.9889, norm 0.1412, swav 0.0000 LR: 4.965e-02 Score 99.476 Data time: 0.1204, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8184 [2020-10-19 13:23:02,659][root][INFO] - ===> Epoch[6488](32439/5): Loss -0.8249, Sem 0.0165, dir -0.9875, norm 0.1461, swav 0.0000 LR: 4.965e-02 Score 99.458 Data time: 0.0718, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0225 [2020-10-19 13:23:04,897][root][INFO] - ===> Epoch[6488](32440/5): Loss -0.8246, Sem 0.0150, dir -0.9886, norm 0.1491, swav 0.0000 LR: 4.965e-02 Score 99.494 Data time: 0.0654, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1524 [2020-10-19 13:23:07,195][root][INFO] - ===> Epoch[6489](32441/5): Loss -0.8287, Sem 0.0184, dir -0.9874, norm 0.1403, swav 0.0000 LR: 4.965e-02 Score 99.409 Data time: 0.0583, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2078 [2020-10-19 13:23:09,623][root][INFO] - ===> Epoch[6489](32442/5): Loss -0.8314, Sem 0.0161, dir -0.9882, norm 0.1407, swav 0.0000 LR: 4.965e-02 Score 99.460 Data time: 0.1700, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3385 [2020-10-19 13:23:12,154][root][INFO] - ===> Epoch[6489](32443/5): Loss -0.8377, Sem 0.0176, dir -0.9874, norm 0.1321, swav 0.0000 LR: 4.965e-02 Score 99.411 Data time: 0.1150, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.4132 [2020-10-19 13:23:14,338][root][INFO] - ===> Epoch[6489](32444/5): Loss -0.8357, Sem 0.0158, dir -0.9886, norm 0.1370, swav 0.0000 LR: 4.964e-02 Score 99.463 Data time: 0.0813, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0602 [2020-10-19 13:23:16,378][root][INFO] - ===> Epoch[6489](32445/5): Loss -0.8403, Sem 0.0154, dir -0.9883, norm 0.1326, swav 0.0000 LR: 4.964e-02 Score 99.463 Data time: 0.0831, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9447 [2020-10-19 13:23:18,966][root][INFO] - ===> Epoch[6490](32446/5): Loss -0.8356, Sem 0.0211, dir -0.9883, norm 0.1317, swav 0.0000 LR: 4.964e-02 Score 99.365 Data time: 0.0644, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.4877 [2020-10-19 13:23:21,097][root][INFO] - ===> Epoch[6490](32447/5): Loss -0.8426, Sem 0.0144, dir -0.9875, norm 0.1304, swav 0.0000 LR: 4.964e-02 Score 99.518 Data time: 0.0754, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0524 [2020-10-19 13:23:23,374][root][INFO] - ===> Epoch[6490](32448/5): Loss -0.8245, Sem 0.0181, dir -0.9870, norm 0.1444, swav 0.0000 LR: 4.964e-02 Score 99.399 Data time: 0.0778, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1883 [2020-10-19 13:23:25,335][root][INFO] - ===> Epoch[6490](32449/5): Loss -0.8180, Sem 0.0196, dir -0.9857, norm 0.1482, swav 0.0000 LR: 4.964e-02 Score 99.351 Data time: 0.0798, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8814 [2020-10-19 13:23:27,538][root][INFO] - ===> Epoch[6490](32450/5): Loss -0.8420, Sem 0.0161, dir -0.9877, norm 0.1295, swav 0.0000 LR: 4.963e-02 Score 99.460 Data time: 0.0789, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1050 [2020-10-19 13:23:29,659][root][INFO] - ===> Epoch[6491](32451/5): Loss -0.8479, Sem 0.0147, dir -0.9879, norm 0.1253, swav 0.0000 LR: 4.963e-02 Score 99.501 Data time: 0.0724, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0194 [2020-10-19 13:23:31,636][root][INFO] - ===> Epoch[6491](32452/5): Loss -0.8359, Sem 0.0171, dir -0.9884, norm 0.1355, swav 0.0000 LR: 4.963e-02 Score 99.431 Data time: 0.0816, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8841 [2020-10-19 13:23:34,000][root][INFO] - ===> Epoch[6491](32453/5): Loss -0.8539, Sem 0.0173, dir -0.9882, norm 0.1169, swav 0.0000 LR: 4.963e-02 Score 99.413 Data time: 0.0765, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2510 [2020-10-19 13:23:35,875][root][INFO] - ===> Epoch[6491](32454/5): Loss -0.8544, Sem 0.0154, dir -0.9881, norm 0.1183, swav 0.0000 LR: 4.963e-02 Score 99.470 Data time: 0.0884, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.7829 [2020-10-19 13:23:38,124][root][INFO] - ===> Epoch[6491](32455/5): Loss -0.8468, Sem 0.0130, dir -0.9886, norm 0.1288, swav 0.0000 LR: 4.963e-02 Score 99.570 Data time: 0.1173, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1313 [2020-10-19 13:23:40,225][root][INFO] - ===> Epoch[6492](32456/5): Loss -0.8305, Sem 0.0211, dir -0.9870, norm 0.1354, swav 0.0000 LR: 4.962e-02 Score 99.290 Data time: 0.0667, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9619 [2020-10-19 13:23:42,433][root][INFO] - ===> Epoch[6492](32457/5): Loss -0.8424, Sem 0.0157, dir -0.9887, norm 0.1306, swav 0.0000 LR: 4.962e-02 Score 99.476 Data time: 0.0730, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1156 [2020-10-19 13:23:44,390][root][INFO] - ===> Epoch[6492](32458/5): Loss -0.8455, Sem 0.0176, dir -0.9879, norm 0.1247, swav 0.0000 LR: 4.962e-02 Score 99.397 Data time: 0.0916, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8588 [2020-10-19 13:23:46,539][root][INFO] - ===> Epoch[6492](32459/5): Loss -0.8501, Sem 0.0172, dir -0.9884, norm 0.1211, swav 0.0000 LR: 4.962e-02 Score 99.413 Data time: 0.0618, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0424 [2020-10-19 13:23:49,007][root][INFO] - ===> Epoch[6492](32460/5): Loss -0.8473, Sem 0.0153, dir -0.9890, norm 0.1264, swav 0.0000 LR: 4.962e-02 Score 99.490 Data time: 0.1098, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3876 [2020-10-19 13:23:51,140][root][INFO] - ===> Epoch[6493](32461/5): Loss -0.8437, Sem 0.0183, dir -0.9874, norm 0.1254, swav 0.0000 LR: 4.962e-02 Score 99.398 Data time: 0.0792, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0229 [2020-10-19 13:23:53,745][root][INFO] - ===> Epoch[6493](32462/5): Loss -0.8437, Sem 0.0156, dir -0.9870, norm 0.1277, swav 0.0000 LR: 4.961e-02 Score 99.486 Data time: 0.0539, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.5130 [2020-10-19 13:23:55,908][root][INFO] - ===> Epoch[6493](32463/5): Loss -0.8451, Sem 0.0167, dir -0.9887, norm 0.1270, swav 0.0000 LR: 4.961e-02 Score 99.437 Data time: 0.0565, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1018 [2020-10-19 13:23:58,440][root][INFO] - ===> Epoch[6493](32464/5): Loss -0.8523, Sem 0.0159, dir -0.9889, norm 0.1207, swav 0.0000 LR: 4.961e-02 Score 99.464 Data time: 0.0904, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.4519 [2020-10-19 13:24:00,590][root][INFO] - ===> Epoch[6493](32465/5): Loss -0.8486, Sem 0.0163, dir -0.9885, norm 0.1236, swav 0.0000 LR: 4.961e-02 Score 99.454 Data time: 0.0977, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0378 [2020-10-19 13:24:03,443][root][INFO] - ===> Epoch[6494](32466/5): Loss -0.8435, Sem 0.0163, dir -0.9887, norm 0.1288, swav 0.0000 LR: 4.961e-02 Score 99.457 Data time: 0.0598, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.7586 [2020-10-19 13:24:05,690][root][INFO] - ===> Epoch[6494](32467/5): Loss -0.8525, Sem 0.0163, dir -0.9886, norm 0.1198, swav 0.0000 LR: 4.961e-02 Score 99.464 Data time: 0.0879, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1548 [2020-10-19 13:24:07,487][root][INFO] - ===> Epoch[6494](32468/5): Loss -0.8434, Sem 0.0177, dir -0.9874, norm 0.1263, swav 0.0000 LR: 4.961e-02 Score 99.405 Data time: 0.0816, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.6856 [2020-10-19 13:24:09,780][root][INFO] - ===> Epoch[6494](32469/5): Loss -0.8439, Sem 0.0165, dir -0.9884, norm 0.1280, swav 0.0000 LR: 4.960e-02 Score 99.442 Data time: 0.0910, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2024 [2020-10-19 13:24:12,100][root][INFO] - ===> Epoch[6494](32470/5): Loss -0.8189, Sem 0.0180, dir -0.9864, norm 0.1494, swav 0.0000 LR: 4.960e-02 Score 99.402 Data time: 0.0736, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2010 [2020-10-19 13:24:14,669][root][INFO] - ===> Epoch[6495](32471/5): Loss -0.8365, Sem 0.0167, dir -0.9870, norm 0.1337, swav 0.0000 LR: 4.960e-02 Score 99.438 Data time: 0.1456, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.4619 [2020-10-19 13:24:16,776][root][INFO] - ===> Epoch[6495](32472/5): Loss -0.8376, Sem 0.0164, dir -0.9885, norm 0.1344, swav 0.0000 LR: 4.960e-02 Score 99.459 Data time: 0.0958, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9836 [2020-10-19 13:24:18,733][root][INFO] - ===> Epoch[6495](32473/5): Loss -0.8402, Sem 0.0173, dir -0.9883, norm 0.1308, swav 0.0000 LR: 4.960e-02 Score 99.409 Data time: 0.0885, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8641 [2020-10-19 13:24:20,903][root][INFO] - ===> Epoch[6495](32474/5): Loss -0.8284, Sem 0.0178, dir -0.9869, norm 0.1408, swav 0.0000 LR: 4.960e-02 Score 99.409 Data time: 0.0875, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0525 [2020-10-19 13:24:23,078][root][INFO] - ===> Epoch[6495](32475/5): Loss -0.8341, Sem 0.0164, dir -0.9887, norm 0.1382, swav 0.0000 LR: 4.959e-02 Score 99.459 Data time: 0.0667, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0636 [2020-10-19 13:24:25,203][root][INFO] - ===> Epoch[6496](32476/5): Loss -0.8180, Sem 0.0162, dir -0.9875, norm 0.1533, swav 0.0000 LR: 4.959e-02 Score 99.450 Data time: 0.0846, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0299 [2020-10-19 13:24:27,485][root][INFO] - ===> Epoch[6496](32477/5): Loss -0.8422, Sem 0.0157, dir -0.9875, norm 0.1297, swav 0.0000 LR: 4.959e-02 Score 99.465 Data time: 0.0730, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1849 [2020-10-19 13:24:29,762][root][INFO] - ===> Epoch[6496](32478/5): Loss -0.8418, Sem 0.0184, dir -0.9886, norm 0.1285, swav 0.0000 LR: 4.959e-02 Score 99.389 Data time: 0.1013, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1809 [2020-10-19 13:24:31,686][root][INFO] - ===> Epoch[6496](32479/5): Loss -0.8433, Sem 0.0179, dir -0.9883, norm 0.1271, swav 0.0000 LR: 4.959e-02 Score 99.391 Data time: 0.0615, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.7973 [2020-10-19 13:24:34,017][root][INFO] - ===> Epoch[6496](32480/5): Loss -0.8183, Sem 0.0190, dir -0.9861, norm 0.1488, swav 0.0000 LR: 4.959e-02 Score 99.382 Data time: 0.1239, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2312 [2020-10-19 13:24:36,079][root][INFO] - ===> Epoch[6497](32481/5): Loss -0.8339, Sem 0.0174, dir -0.9882, norm 0.1369, swav 0.0000 LR: 4.958e-02 Score 99.404 Data time: 0.0923, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9638 [2020-10-19 13:24:38,246][root][INFO] - ===> Epoch[6497](32482/5): Loss -0.8347, Sem 0.0171, dir -0.9889, norm 0.1371, swav 0.0000 LR: 4.958e-02 Score 99.420 Data time: 0.0535, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0620 [2020-10-19 13:24:40,799][root][INFO] - ===> Epoch[6497](32483/5): Loss -0.8332, Sem 0.0148, dir -0.9887, norm 0.1407, swav 0.0000 LR: 4.958e-02 Score 99.505 Data time: 0.0948, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.4596 [2020-10-19 13:24:42,925][root][INFO] - ===> Epoch[6497](32484/5): Loss -0.8242, Sem 0.0176, dir -0.9864, norm 0.1447, swav 0.0000 LR: 4.958e-02 Score 99.420 Data time: 0.0709, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0101 [2020-10-19 13:24:45,078][root][INFO] - ===> Epoch[6497](32485/5): Loss -0.8338, Sem 0.0180, dir -0.9881, norm 0.1363, swav 0.0000 LR: 4.958e-02 Score 99.401 Data time: 0.0826, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0757 [2020-10-19 13:24:46,989][root][INFO] - ===> Epoch[6498](32486/5): Loss -0.8334, Sem 0.0164, dir -0.9876, norm 0.1379, swav 0.0000 LR: 4.958e-02 Score 99.450 Data time: 0.0812, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8105 [2020-10-19 13:24:48,974][root][INFO] - ===> Epoch[6498](32487/5): Loss -0.8437, Sem 0.0170, dir -0.9895, norm 0.1289, swav 0.0000 LR: 4.957e-02 Score 99.428 Data time: 0.0676, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8879 [2020-10-19 13:24:51,261][root][INFO] - ===> Epoch[6498](32488/5): Loss -0.8299, Sem 0.0181, dir -0.9877, norm 0.1396, swav 0.0000 LR: 4.957e-02 Score 99.394 Data time: 0.0762, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1999 [2020-10-19 13:24:53,577][root][INFO] - ===> Epoch[6498](32489/5): Loss -0.8290, Sem 0.0175, dir -0.9876, norm 0.1410, swav 0.0000 LR: 4.957e-02 Score 99.412 Data time: 0.0920, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1957 [2020-10-19 13:24:55,560][root][INFO] - ===> Epoch[6498](32490/5): Loss -0.8425, Sem 0.0167, dir -0.9880, norm 0.1288, swav 0.0000 LR: 4.957e-02 Score 99.434 Data time: 0.0852, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8737 [2020-10-19 13:24:57,845][root][INFO] - ===> Epoch[6499](32491/5): Loss -0.8301, Sem 0.0183, dir -0.9867, norm 0.1384, swav 0.0000 LR: 4.957e-02 Score 99.418 Data time: 0.0729, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1930 [2020-10-19 13:25:00,155][root][INFO] - ===> Epoch[6499](32492/5): Loss -0.8342, Sem 0.0169, dir -0.9880, norm 0.1369, swav 0.0000 LR: 4.957e-02 Score 99.427 Data time: 0.0875, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2150 [2020-10-19 13:25:02,214][root][INFO] - ===> Epoch[6499](32493/5): Loss -0.8312, Sem 0.0178, dir -0.9881, norm 0.1391, swav 0.0000 LR: 4.956e-02 Score 99.413 Data time: 0.0929, Forward time: 0.7781, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9268 [2020-10-19 13:25:04,452][root][INFO] - ===> Epoch[6499](32494/5): Loss -0.8359, Sem 0.0178, dir -0.9880, norm 0.1343, swav 0.0000 LR: 4.956e-02 Score 99.406 Data time: 0.0753, Forward time: 0.7781, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.1122 [2020-10-19 13:25:06,225][root][INFO] - ===> Epoch[6499](32495/5): Loss -0.8351, Sem 0.0200, dir -0.9877, norm 0.1326, swav 0.0000 LR: 4.956e-02 Score 99.326 Data time: 0.0650, Forward time: 0.7781, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.6854 [2020-10-19 13:25:08,461][root][INFO] - ===> Epoch[6500](32496/5): Loss -0.8420, Sem 0.0171, dir -0.9890, norm 0.1300, swav 0.0000 LR: 4.956e-02 Score 99.423 Data time: 0.0872, Forward time: 0.7781, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.1365 [2020-10-19 13:25:10,355][root][INFO] - ===> Epoch[6500](32497/5): Loss -0.8328, Sem 0.0174, dir -0.9866, norm 0.1364, swav 0.0000 LR: 4.956e-02 Score 99.412 Data time: 0.0594, Forward time: 0.7781, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8095 [2020-10-19 13:25:12,403][root][INFO] - ===> Epoch[6500](32498/5): Loss -0.8371, Sem 0.0175, dir -0.9880, norm 0.1335, swav 0.0000 LR: 4.956e-02 Score 99.433 Data time: 0.0803, Forward time: 0.7781, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9900 [2020-10-19 13:25:14,876][root][INFO] - ===> Epoch[6500](32499/5): Loss -0.8345, Sem 0.0173, dir -0.9880, norm 0.1362, swav 0.0000 LR: 4.955e-02 Score 99.411 Data time: 0.0795, Forward time: 0.7781, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.3669 [2020-10-19 13:25:17,513][root][INFO] - ===> Epoch[6500](32500/5): Loss -0.8219, Sem 0.0172, dir -0.9873, norm 0.1482, swav 0.0000 LR: 4.955e-02 Score 99.433 Data time: 0.0866, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.5414 [2020-10-19 13:25:18,450][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 13:25:20,748][root][INFO] - ===> Epoch[6501](32501/5): Loss -0.8307, Sem 0.0173, dir -0.9868, norm 0.1387, swav 0.0000 LR: 4.955e-02 Score 99.428 Data time: 0.1081, Forward time: 0.7781, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.1125 [2020-10-19 13:25:22,931][root][INFO] - ===> Epoch[6501](32502/5): Loss -0.8332, Sem 0.0184, dir -0.9867, norm 0.1351, swav 0.0000 LR: 4.955e-02 Score 99.379 Data time: 0.0807, Forward time: 0.7781, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0701 [2020-10-19 13:25:25,299][root][INFO] - ===> Epoch[6501](32503/5): Loss -0.8336, Sem 0.0175, dir -0.9888, norm 0.1377, swav 0.0000 LR: 4.955e-02 Score 99.418 Data time: 0.0688, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2813 [2020-10-19 13:25:27,366][root][INFO] - ===> Epoch[6501](32504/5): Loss -0.8395, Sem 0.0157, dir -0.9885, norm 0.1334, swav 0.0000 LR: 4.955e-02 Score 99.484 Data time: 0.0578, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9930 [2020-10-19 13:25:29,452][root][INFO] - ===> Epoch[6501](32505/5): Loss -0.8419, Sem 0.0157, dir -0.9892, norm 0.1316, swav 0.0000 LR: 4.955e-02 Score 99.467 Data time: 0.0600, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0253 [2020-10-19 13:25:31,834][root][INFO] - ===> Epoch[6502](32506/5): Loss -0.8365, Sem 0.0182, dir -0.9873, norm 0.1326, swav 0.0000 LR: 4.954e-02 Score 99.393 Data time: 0.0570, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2833 [2020-10-19 13:25:33,919][root][INFO] - ===> Epoch[6502](32507/5): Loss -0.8571, Sem 0.0161, dir -0.9893, norm 0.1161, swav 0.0000 LR: 4.954e-02 Score 99.449 Data time: 0.0965, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0071 [2020-10-19 13:25:36,289][root][INFO] - ===> Epoch[6502](32508/5): Loss -0.8252, Sem 0.0189, dir -0.9876, norm 0.1435, swav 0.0000 LR: 4.954e-02 Score 99.379 Data time: 0.1023, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2602 [2020-10-19 13:25:38,475][root][INFO] - ===> Epoch[6502](32509/5): Loss -0.8418, Sem 0.0165, dir -0.9878, norm 0.1295, swav 0.0000 LR: 4.954e-02 Score 99.446 Data time: 0.0867, Forward time: 0.7781, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0337 [2020-10-19 13:25:40,897][root][INFO] - ===> Epoch[6502](32510/5): Loss -0.8381, Sem 0.0171, dir -0.9879, norm 0.1327, swav 0.0000 LR: 4.954e-02 Score 99.417 Data time: 0.0961, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3016 [2020-10-19 13:25:43,539][root][INFO] - ===> Epoch[6503](32511/5): Loss -0.8381, Sem 0.0183, dir -0.9875, norm 0.1310, swav 0.0000 LR: 4.954e-02 Score 99.392 Data time: 0.0781, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.5004 [2020-10-19 13:25:45,728][root][INFO] - ===> Epoch[6503](32512/5): Loss -0.8366, Sem 0.0188, dir -0.9879, norm 0.1325, swav 0.0000 LR: 4.953e-02 Score 99.368 Data time: 0.0685, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1043 [2020-10-19 13:25:47,784][root][INFO] - ===> Epoch[6503](32513/5): Loss -0.8362, Sem 0.0182, dir -0.9882, norm 0.1337, swav 0.0000 LR: 4.953e-02 Score 99.388 Data time: 0.0654, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9473 [2020-10-19 13:25:49,973][root][INFO] - ===> Epoch[6503](32514/5): Loss -0.8469, Sem 0.0180, dir -0.9884, norm 0.1236, swav 0.0000 LR: 4.953e-02 Score 99.389 Data time: 0.0817, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1124 [2020-10-19 13:25:53,050][root][INFO] - ===> Epoch[6503](32515/5): Loss -0.8321, Sem 0.0205, dir -0.9875, norm 0.1349, swav 0.0000 LR: 4.953e-02 Score 99.308 Data time: 0.1106, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.9630 [2020-10-19 13:25:55,150][root][INFO] - ===> Epoch[6504](32516/5): Loss -0.8399, Sem 0.0178, dir -0.9880, norm 0.1303, swav 0.0000 LR: 4.953e-02 Score 99.402 Data time: 0.0663, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9790 [2020-10-19 13:25:57,039][root][INFO] - ===> Epoch[6504](32517/5): Loss -0.8379, Sem 0.0193, dir -0.9861, norm 0.1289, swav 0.0000 LR: 4.953e-02 Score 99.357 Data time: 0.0669, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.7732 [2020-10-19 13:25:59,111][root][INFO] - ===> Epoch[6504](32518/5): Loss -0.8361, Sem 0.0178, dir -0.9885, norm 0.1347, swav 0.0000 LR: 4.952e-02 Score 99.408 Data time: 0.1161, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9810 [2020-10-19 13:26:01,272][root][INFO] - ===> Epoch[6504](32519/5): Loss -0.8345, Sem 0.0178, dir -0.9867, norm 0.1343, swav 0.0000 LR: 4.952e-02 Score 99.399 Data time: 0.1554, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0466 [2020-10-19 13:26:03,553][root][INFO] - ===> Epoch[6504](32520/5): Loss -0.8551, Sem 0.0161, dir -0.9894, norm 0.1182, swav 0.0000 LR: 4.952e-02 Score 99.461 Data time: 0.1287, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1634 [2020-10-19 13:26:05,716][root][INFO] - ===> Epoch[6505](32521/5): Loss -0.8329, Sem 0.0256, dir -0.9863, norm 0.1278, swav 0.0000 LR: 4.952e-02 Score 99.223 Data time: 0.0752, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0420 [2020-10-19 13:26:07,858][root][INFO] - ===> Epoch[6505](32522/5): Loss -0.8306, Sem 0.0175, dir -0.9882, norm 0.1401, swav 0.0000 LR: 4.952e-02 Score 99.411 Data time: 0.0684, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0326 [2020-10-19 13:26:09,793][root][INFO] - ===> Epoch[6505](32523/5): Loss -0.8339, Sem 0.0179, dir -0.9864, norm 0.1346, swav 0.0000 LR: 4.952e-02 Score 99.388 Data time: 0.0683, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8447 [2020-10-19 13:26:12,013][root][INFO] - ===> Epoch[6505](32524/5): Loss -0.8403, Sem 0.0174, dir -0.9887, norm 0.1309, swav 0.0000 LR: 4.951e-02 Score 99.411 Data time: 0.0812, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1311 [2020-10-19 13:26:14,090][root][INFO] - ===> Epoch[6505](32525/5): Loss -0.8433, Sem 0.0193, dir -0.9865, norm 0.1239, swav 0.0000 LR: 4.951e-02 Score 99.346 Data time: 0.0559, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9807 [2020-10-19 13:26:16,620][root][INFO] - ===> Epoch[6506](32526/5): Loss -0.8213, Sem 0.0203, dir -0.9859, norm 0.1443, swav 0.0000 LR: 4.951e-02 Score 99.363 Data time: 0.0801, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.4450 [2020-10-19 13:26:19,153][root][INFO] - ===> Epoch[6506](32527/5): Loss -0.8267, Sem 0.0196, dir -0.9854, norm 0.1391, swav 0.0000 LR: 4.951e-02 Score 99.378 Data time: 0.0850, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.4230 [2020-10-19 13:26:20,921][root][INFO] - ===> Epoch[6506](32528/5): Loss -0.8421, Sem 0.0195, dir -0.9877, norm 0.1261, swav 0.0000 LR: 4.951e-02 Score 99.353 Data time: 0.0716, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.6545 [2020-10-19 13:26:22,824][root][INFO] - ===> Epoch[6506](32529/5): Loss -0.8324, Sem 0.0181, dir -0.9873, norm 0.1368, swav 0.0000 LR: 4.951e-02 Score 99.385 Data time: 0.0790, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8130 [2020-10-19 13:26:25,189][root][INFO] - ===> Epoch[6506](32530/5): Loss -0.8234, Sem 0.0207, dir -0.9866, norm 0.1424, swav 0.0000 LR: 4.950e-02 Score 99.300 Data time: 0.0770, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2514 [2020-10-19 13:26:27,582][root][INFO] - ===> Epoch[6507](32531/5): Loss -0.8238, Sem 0.0207, dir -0.9865, norm 0.1420, swav 0.0000 LR: 4.950e-02 Score 99.325 Data time: 0.0819, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3001 [2020-10-19 13:26:29,701][root][INFO] - ===> Epoch[6507](32532/5): Loss -0.8343, Sem 0.0193, dir -0.9875, norm 0.1339, swav 0.0000 LR: 4.950e-02 Score 99.356 Data time: 0.1229, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0085 [2020-10-19 13:26:31,845][root][INFO] - ===> Epoch[6507](32533/5): Loss -0.8290, Sem 0.0183, dir -0.9875, norm 0.1402, swav 0.0000 LR: 4.950e-02 Score 99.392 Data time: 0.0613, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0399 [2020-10-19 13:26:34,183][root][INFO] - ===> Epoch[6507](32534/5): Loss -0.8389, Sem 0.0196, dir -0.9876, norm 0.1291, swav 0.0000 LR: 4.950e-02 Score 99.345 Data time: 0.1057, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2376 [2020-10-19 13:26:36,154][root][INFO] - ===> Epoch[6507](32535/5): Loss -0.8333, Sem 0.0184, dir -0.9865, norm 0.1348, swav 0.0000 LR: 4.950e-02 Score 99.371 Data time: 0.1085, Forward time: 0.7781, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8559 [2020-10-19 13:26:38,659][root][INFO] - ===> Epoch[6508](32536/5): Loss -0.8458, Sem 0.0170, dir -0.9881, norm 0.1252, swav 0.0000 LR: 4.949e-02 Score 99.425 Data time: 0.1156, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.4157 [2020-10-19 13:26:40,691][root][INFO] - ===> Epoch[6508](32537/5): Loss -0.8334, Sem 0.0195, dir -0.9875, norm 0.1345, swav 0.0000 LR: 4.949e-02 Score 99.336 Data time: 0.0578, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9241 [2020-10-19 13:26:43,198][root][INFO] - ===> Epoch[6508](32538/5): Loss -0.8214, Sem 0.0214, dir -0.9863, norm 0.1435, swav 0.0000 LR: 4.949e-02 Score 99.312 Data time: 0.1249, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.4294 [2020-10-19 13:26:45,376][root][INFO] - ===> Epoch[6508](32539/5): Loss -0.8218, Sem 0.0191, dir -0.9873, norm 0.1464, swav 0.0000 LR: 4.949e-02 Score 99.369 Data time: 0.2095, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0663 [2020-10-19 13:26:47,510][root][INFO] - ===> Epoch[6508](32540/5): Loss -0.8387, Sem 0.0170, dir -0.9881, norm 0.1324, swav 0.0000 LR: 4.949e-02 Score 99.432 Data time: 0.0968, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0389 [2020-10-19 13:26:49,876][root][INFO] - ===> Epoch[6509](32541/5): Loss -0.8326, Sem 0.0187, dir -0.9871, norm 0.1358, swav 0.0000 LR: 4.949e-02 Score 99.366 Data time: 0.0675, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.2413 [2020-10-19 13:26:51,638][root][INFO] - ===> Epoch[6509](32542/5): Loss -0.8367, Sem 0.0184, dir -0.9860, norm 0.1308, swav 0.0000 LR: 4.949e-02 Score 99.368 Data time: 0.0616, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.6657 [2020-10-19 13:26:53,546][root][INFO] - ===> Epoch[6509](32543/5): Loss -0.8450, Sem 0.0154, dir -0.9880, norm 0.1277, swav 0.0000 LR: 4.948e-02 Score 99.489 Data time: 0.0813, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8481 [2020-10-19 13:26:55,681][root][INFO] - ===> Epoch[6509](32544/5): Loss -0.8213, Sem 0.0172, dir -0.9870, norm 0.1485, swav 0.0000 LR: 4.948e-02 Score 99.456 Data time: 0.0763, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0345 [2020-10-19 13:26:58,040][root][INFO] - ===> Epoch[6509](32545/5): Loss -0.8439, Sem 0.0169, dir -0.9885, norm 0.1277, swav 0.0000 LR: 4.948e-02 Score 99.430 Data time: 0.0565, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.2639 [2020-10-19 13:27:00,218][root][INFO] - ===> Epoch[6510](32546/5): Loss -0.8293, Sem 0.0194, dir -0.9867, norm 0.1381, swav 0.0000 LR: 4.948e-02 Score 99.345 Data time: 0.0609, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.1186 [2020-10-19 13:27:02,508][root][INFO] - ===> Epoch[6510](32547/5): Loss -0.8309, Sem 0.0188, dir -0.9867, norm 0.1369, swav 0.0000 LR: 4.948e-02 Score 99.365 Data time: 0.0516, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.1986 [2020-10-19 13:27:05,287][root][INFO] - ===> Epoch[6510](32548/5): Loss -0.8377, Sem 0.0178, dir -0.9880, norm 0.1325, swav 0.0000 LR: 4.948e-02 Score 99.406 Data time: 0.1321, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.7096 [2020-10-19 13:27:07,577][root][INFO] - ===> Epoch[6510](32549/5): Loss -0.8288, Sem 0.0171, dir -0.9879, norm 0.1420, swav 0.0000 LR: 4.947e-02 Score 99.449 Data time: 0.0842, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.1526 [2020-10-19 13:27:10,443][root][INFO] - ===> Epoch[6510](32550/5): Loss -0.8400, Sem 0.0160, dir -0.9875, norm 0.1315, swav 0.0000 LR: 4.947e-02 Score 99.452 Data time: 0.1096, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.7740 [2020-10-19 13:27:12,591][root][INFO] - ===> Epoch[6511](32551/5): Loss -0.8419, Sem 0.0156, dir -0.9887, norm 0.1312, swav 0.0000 LR: 4.947e-02 Score 99.466 Data time: 0.0733, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0241 [2020-10-19 13:27:14,730][root][INFO] - ===> Epoch[6511](32552/5): Loss -0.8430, Sem 0.0194, dir -0.9883, norm 0.1259, swav 0.0000 LR: 4.947e-02 Score 99.365 Data time: 0.0848, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0523 [2020-10-19 13:27:17,227][root][INFO] - ===> Epoch[6511](32553/5): Loss -0.8407, Sem 0.0179, dir -0.9869, norm 0.1283, swav 0.0000 LR: 4.947e-02 Score 99.413 Data time: 0.1317, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.3793 [2020-10-19 13:27:19,163][root][INFO] - ===> Epoch[6511](32554/5): Loss -0.8406, Sem 0.0185, dir -0.9883, norm 0.1292, swav 0.0000 LR: 4.947e-02 Score 99.382 Data time: 0.0731, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8168 [2020-10-19 13:27:21,599][root][INFO] - ===> Epoch[6511](32555/5): Loss -0.8520, Sem 0.0157, dir -0.9888, norm 0.1211, swav 0.0000 LR: 4.946e-02 Score 99.477 Data time: 0.0588, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.3548 [2020-10-19 13:27:23,880][root][INFO] - ===> Epoch[6512](32556/5): Loss -0.8319, Sem 0.0186, dir -0.9872, norm 0.1367, swav 0.0000 LR: 4.946e-02 Score 99.389 Data time: 0.0546, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2036 [2020-10-19 13:27:26,342][root][INFO] - ===> Epoch[6512](32557/5): Loss -0.8503, Sem 0.0174, dir -0.9875, norm 0.1198, swav 0.0000 LR: 4.946e-02 Score 99.427 Data time: 0.0630, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3885 [2020-10-19 13:27:28,446][root][INFO] - ===> Epoch[6512](32558/5): Loss -0.8468, Sem 0.0158, dir -0.9884, norm 0.1258, swav 0.0000 LR: 4.946e-02 Score 99.452 Data time: 0.0703, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0068 [2020-10-19 13:27:30,413][root][INFO] - ===> Epoch[6512](32559/5): Loss -0.8360, Sem 0.0203, dir -0.9871, norm 0.1309, swav 0.0000 LR: 4.946e-02 Score 99.321 Data time: 0.0891, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8954 [2020-10-19 13:27:32,575][root][INFO] - ===> Epoch[6512](32560/5): Loss -0.8316, Sem 0.0173, dir -0.9878, norm 0.1389, swav 0.0000 LR: 4.946e-02 Score 99.429 Data time: 0.0851, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0696 [2020-10-19 13:27:34,738][root][INFO] - ===> Epoch[6513](32561/5): Loss -0.8434, Sem 0.0168, dir -0.9880, norm 0.1279, swav 0.0000 LR: 4.945e-02 Score 99.430 Data time: 0.0804, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0597 [2020-10-19 13:27:36,706][root][INFO] - ===> Epoch[6513](32562/5): Loss -0.8454, Sem 0.0190, dir -0.9876, norm 0.1232, swav 0.0000 LR: 4.945e-02 Score 99.357 Data time: 0.0604, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8490 [2020-10-19 13:27:38,882][root][INFO] - ===> Epoch[6513](32563/5): Loss -0.8464, Sem 0.0153, dir -0.9885, norm 0.1267, swav 0.0000 LR: 4.945e-02 Score 99.489 Data time: 0.0482, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0882 [2020-10-19 13:27:41,068][root][INFO] - ===> Epoch[6513](32564/5): Loss -0.8410, Sem 0.0169, dir -0.9879, norm 0.1299, swav 0.0000 LR: 4.945e-02 Score 99.416 Data time: 0.0869, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1222 [2020-10-19 13:27:43,420][root][INFO] - ===> Epoch[6513](32565/5): Loss -0.8548, Sem 0.0161, dir -0.9887, norm 0.1178, swav 0.0000 LR: 4.945e-02 Score 99.460 Data time: 0.0771, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2393 [2020-10-19 13:27:46,428][root][INFO] - ===> Epoch[6514](32566/5): Loss -0.8510, Sem 0.0165, dir -0.9882, norm 0.1207, swav 0.0000 LR: 4.945e-02 Score 99.446 Data time: 0.1561, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.9094 [2020-10-19 13:27:48,756][root][INFO] - ===> Epoch[6514](32567/5): Loss -0.8527, Sem 0.0168, dir -0.9886, norm 0.1191, swav 0.0000 LR: 4.944e-02 Score 99.436 Data time: 0.0701, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2078 [2020-10-19 13:27:51,123][root][INFO] - ===> Epoch[6514](32568/5): Loss -0.8479, Sem 0.0150, dir -0.9893, norm 0.1265, swav 0.0000 LR: 4.944e-02 Score 99.492 Data time: 0.0935, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2604 [2020-10-19 13:27:53,286][root][INFO] - ===> Epoch[6514](32569/5): Loss -0.8516, Sem 0.0177, dir -0.9879, norm 0.1186, swav 0.0000 LR: 4.944e-02 Score 99.394 Data time: 0.0626, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0407 [2020-10-19 13:27:55,356][root][INFO] - ===> Epoch[6514](32570/5): Loss -0.8561, Sem 0.0149, dir -0.9897, norm 0.1187, swav 0.0000 LR: 4.944e-02 Score 99.500 Data time: 0.0917, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9946 [2020-10-19 13:27:57,853][root][INFO] - ===> Epoch[6515](32571/5): Loss -0.8446, Sem 0.0176, dir -0.9875, norm 0.1253, swav 0.0000 LR: 4.944e-02 Score 99.410 Data time: 0.0845, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3943 [2020-10-19 13:28:00,378][root][INFO] - ===> Epoch[6515](32572/5): Loss -0.8522, Sem 0.0152, dir -0.9887, norm 0.1214, swav 0.0000 LR: 4.944e-02 Score 99.487 Data time: 0.0821, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.4220 [2020-10-19 13:28:02,255][root][INFO] - ===> Epoch[6515](32573/5): Loss -0.8507, Sem 0.0172, dir -0.9881, norm 0.1202, swav 0.0000 LR: 4.943e-02 Score 99.416 Data time: 0.0952, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.7668 [2020-10-19 13:28:04,448][root][INFO] - ===> Epoch[6515](32574/5): Loss -0.8400, Sem 0.0165, dir -0.9874, norm 0.1309, swav 0.0000 LR: 4.943e-02 Score 99.448 Data time: 0.0923, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1054 [2020-10-19 13:28:06,891][root][INFO] - ===> Epoch[6515](32575/5): Loss -0.8514, Sem 0.0178, dir -0.9879, norm 0.1188, swav 0.0000 LR: 4.943e-02 Score 99.398 Data time: 0.0747, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3368 [2020-10-19 13:28:09,321][root][INFO] - ===> Epoch[6516](32576/5): Loss -0.8414, Sem 0.0171, dir -0.9879, norm 0.1294, swav 0.0000 LR: 4.943e-02 Score 99.458 Data time: 0.0834, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3625 [2020-10-19 13:28:11,736][root][INFO] - ===> Epoch[6516](32577/5): Loss -0.8422, Sem 0.0159, dir -0.9886, norm 0.1305, swav 0.0000 LR: 4.943e-02 Score 99.456 Data time: 0.0720, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2986 [2020-10-19 13:28:13,880][root][INFO] - ===> Epoch[6516](32578/5): Loss -0.8493, Sem 0.0166, dir -0.9878, norm 0.1219, swav 0.0000 LR: 4.943e-02 Score 99.436 Data time: 0.0765, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0454 [2020-10-19 13:28:16,033][root][INFO] - ===> Epoch[6516](32579/5): Loss -0.8334, Sem 0.0193, dir -0.9881, norm 0.1353, swav 0.0000 LR: 4.942e-02 Score 99.374 Data time: 0.0813, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0508 [2020-10-19 13:28:18,203][root][INFO] - ===> Epoch[6516](32580/5): Loss -0.8504, Sem 0.0159, dir -0.9876, norm 0.1212, swav 0.0000 LR: 4.942e-02 Score 99.470 Data time: 0.1332, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0477 [2020-10-19 13:28:20,340][root][INFO] - ===> Epoch[6517](32581/5): Loss -0.8475, Sem 0.0160, dir -0.9894, norm 0.1259, swav 0.0000 LR: 4.942e-02 Score 99.463 Data time: 0.1293, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0456 [2020-10-19 13:28:22,847][root][INFO] - ===> Epoch[6517](32582/5): Loss -0.8494, Sem 0.0154, dir -0.9887, norm 0.1239, swav 0.0000 LR: 4.942e-02 Score 99.484 Data time: 0.0670, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3911 [2020-10-19 13:28:25,019][root][INFO] - ===> Epoch[6517](32583/5): Loss -0.8521, Sem 0.0146, dir -0.9888, norm 0.1221, swav 0.0000 LR: 4.942e-02 Score 99.516 Data time: 0.0638, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0891 [2020-10-19 13:28:26,944][root][INFO] - ===> Epoch[6517](32584/5): Loss -0.8495, Sem 0.0167, dir -0.9886, norm 0.1224, swav 0.0000 LR: 4.942e-02 Score 99.438 Data time: 0.0499, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8465 [2020-10-19 13:28:28,818][root][INFO] - ===> Epoch[6517](32585/5): Loss -0.8499, Sem 0.0171, dir -0.9877, norm 0.1207, swav 0.0000 LR: 4.942e-02 Score 99.414 Data time: 0.2939, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8105 [2020-10-19 13:28:31,195][root][INFO] - ===> Epoch[6518](32586/5): Loss -0.8376, Sem 0.0194, dir -0.9867, norm 0.1297, swav 0.0000 LR: 4.941e-02 Score 99.350 Data time: 0.0997, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2810 [2020-10-19 13:28:33,914][root][INFO] - ===> Epoch[6518](32587/5): Loss -0.8448, Sem 0.0157, dir -0.9888, norm 0.1283, swav 0.0000 LR: 4.941e-02 Score 99.479 Data time: 0.0815, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.6004 [2020-10-19 13:28:36,337][root][INFO] - ===> Epoch[6518](32588/5): Loss -0.8586, Sem 0.0148, dir -0.9888, norm 0.1154, swav 0.0000 LR: 4.941e-02 Score 99.511 Data time: 0.0757, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3135 [2020-10-19 13:28:38,520][root][INFO] - ===> Epoch[6518](32589/5): Loss -0.8386, Sem 0.0170, dir -0.9884, norm 0.1327, swav 0.0000 LR: 4.941e-02 Score 99.429 Data time: 0.0694, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0952 [2020-10-19 13:28:40,639][root][INFO] - ===> Epoch[6518](32590/5): Loss -0.8502, Sem 0.0155, dir -0.9878, norm 0.1221, swav 0.0000 LR: 4.941e-02 Score 99.469 Data time: 0.0685, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0045 [2020-10-19 13:28:42,791][root][INFO] - ===> Epoch[6519](32591/5): Loss -0.8473, Sem 0.0165, dir -0.9888, norm 0.1250, swav 0.0000 LR: 4.941e-02 Score 99.438 Data time: 0.0957, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0455 [2020-10-19 13:28:44,708][root][INFO] - ===> Epoch[6519](32592/5): Loss -0.8528, Sem 0.0156, dir -0.9890, norm 0.1205, swav 0.0000 LR: 4.940e-02 Score 99.476 Data time: 0.0635, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8181 [2020-10-19 13:28:46,736][root][INFO] - ===> Epoch[6519](32593/5): Loss -0.8501, Sem 0.0162, dir -0.9888, norm 0.1224, swav 0.0000 LR: 4.940e-02 Score 99.434 Data time: 0.0656, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9463 [2020-10-19 13:28:48,813][root][INFO] - ===> Epoch[6519](32594/5): Loss -0.8240, Sem 0.0175, dir -0.9881, norm 0.1466, swav 0.0000 LR: 4.940e-02 Score 99.441 Data time: 0.0635, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9807 [2020-10-19 13:28:50,988][root][INFO] - ===> Epoch[6519](32595/5): Loss -0.8426, Sem 0.0181, dir -0.9870, norm 0.1262, swav 0.0000 LR: 4.940e-02 Score 99.386 Data time: 0.0800, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0860 [2020-10-19 13:28:53,819][root][INFO] - ===> Epoch[6520](32596/5): Loss -0.8446, Sem 0.0152, dir -0.9893, norm 0.1295, swav 0.0000 LR: 4.940e-02 Score 99.486 Data time: 0.0613, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.7308 [2020-10-19 13:28:55,939][root][INFO] - ===> Epoch[6520](32597/5): Loss -0.8418, Sem 0.0159, dir -0.9878, norm 0.1301, swav 0.0000 LR: 4.940e-02 Score 99.469 Data time: 0.0742, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0388 [2020-10-19 13:28:58,110][root][INFO] - ===> Epoch[6520](32598/5): Loss -0.8427, Sem 0.0155, dir -0.9895, norm 0.1313, swav 0.0000 LR: 4.939e-02 Score 99.477 Data time: 0.1020, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0612 [2020-10-19 13:29:00,750][root][INFO] - ===> Epoch[6520](32599/5): Loss -0.8235, Sem 0.0231, dir -0.9872, norm 0.1406, swav 0.0000 LR: 4.939e-02 Score 99.320 Data time: 0.0871, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.5346 [2020-10-19 13:29:02,935][root][INFO] - ===> Epoch[6520](32600/5): Loss -0.8386, Sem 0.0187, dir -0.9865, norm 0.1292, swav 0.0000 LR: 4.939e-02 Score 99.364 Data time: 0.0705, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9313 [2020-10-19 13:29:04,336][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 13:29:04,526][root][INFO] - ===> Start testing [2020-10-19 13:29:44,380][root][INFO] - 68/68: Data time: 0.0024, Iter time: 0.1315 Loss 0.264 (AVG: 0.589) Score 94.983 (AVG: 90.299) mIOU 69.810 mAP 84.251 mAcc 77.119 IOU: 62.291 0.974 81.610 73.493 93.142 91.305 32.217 79.867 96.854 70.981 80.498 85.658 58.644 mAP: 81.407 19.524 93.038 86.275 98.844 98.436 52.906 97.003 99.733 91.434 92.213 94.290 90.156 mAcc: 77.523 4.284 88.657 82.669 94.191 97.846 33.630 95.274 98.855 79.538 90.503 96.430 63.145 [2020-10-19 13:29:44,394][root][INFO] - Finished test. Elapsed time: 39.8535 [2020-10-19 13:29:47,419][root][INFO] - [2020-10-19 13:29:47,419][root][INFO] - ################################################################ [2020-10-19 13:29:47,419][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 13:29:47,419][root][INFO] - ################################################################ [2020-10-19 13:29:47,419][root][INFO] - clutter : nan nan nan [2020-10-19 13:29:47,419][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 13:29:47,419][root][INFO] - board : 0.762 0.851 0.904 [2020-10-19 13:29:47,419][root][INFO] - bookcase : 0.252 0.375 0.541 [2020-10-19 13:29:47,419][root][INFO] - ceiling : 0.493 0.527 0.568 [2020-10-19 13:29:47,419][root][INFO] - chair : 0.824 0.927 0.941 [2020-10-19 13:29:47,419][root][INFO] - column : 0.193 0.267 0.408 [2020-10-19 13:29:47,419][root][INFO] - door : 0.764 0.887 0.960 [2020-10-19 13:29:47,419][root][INFO] - floor : 0.908 0.978 0.993 [2020-10-19 13:29:47,419][root][INFO] - sofa : 0.410 0.798 0.798 [2020-10-19 13:29:47,419][root][INFO] - table : 0.122 0.281 0.677 [2020-10-19 13:29:47,419][root][INFO] - wall : 0.553 0.759 0.840 [2020-10-19 13:29:47,419][root][INFO] - window : 0.530 0.750 0.769 [2020-10-19 13:29:47,419][root][INFO] - ---------------------------------------------------------------- [2020-10-19 13:29:47,420][root][INFO] - average : 0.484 0.617 0.700 [2020-10-19 13:29:47,420][root][INFO] - [2020-10-19 13:29:47,575][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 13:29:47,576][root][INFO] - Current best mIoU: 72.177 at iter 31200 [2020-10-19 13:29:49,048][root][INFO] - ===> Epoch[6521](32601/5): Loss -0.8332, Sem 0.0166, dir -0.9880, norm 0.1383, swav 0.0000 LR: 4.939e-02 Score 99.444 Data time: 0.0531, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.4666 [2020-10-19 13:29:51,347][root][INFO] - ===> Epoch[6521](32602/5): Loss -0.7984, Sem 0.0488, dir -0.9858, norm 0.1386, swav 0.0000 LR: 4.939e-02 Score 99.096 Data time: 0.0953, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2054 [2020-10-19 13:29:53,233][root][INFO] - ===> Epoch[6521](32603/5): Loss -0.7896, Sem 0.0341, dir -0.9867, norm 0.1630, swav 0.0000 LR: 4.939e-02 Score 99.182 Data time: 0.0776, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.7578 [2020-10-19 13:29:55,603][root][INFO] - ===> Epoch[6521](32604/5): Loss -0.8146, Sem 0.0187, dir -0.9879, norm 0.1545, swav 0.0000 LR: 4.938e-02 Score 99.367 Data time: 0.0693, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2565 [2020-10-19 13:29:58,516][root][INFO] - ===> Epoch[6521](32605/5): Loss -0.8124, Sem 0.0252, dir -0.9874, norm 0.1499, swav 0.0000 LR: 4.938e-02 Score 99.217 Data time: 0.0865, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.8041 [2020-10-19 13:30:00,753][root][INFO] - ===> Epoch[6522](32606/5): Loss -0.7874, Sem 0.0320, dir -0.9855, norm 0.1661, swav 0.0000 LR: 4.938e-02 Score 99.156 Data time: 0.0722, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1083 [2020-10-19 13:30:03,049][root][INFO] - ===> Epoch[6522](32607/5): Loss -0.8076, Sem 0.0291, dir -0.9850, norm 0.1483, swav 0.0000 LR: 4.938e-02 Score 99.075 Data time: 0.1326, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1994 [2020-10-19 13:30:05,180][root][INFO] - ===> Epoch[6522](32608/5): Loss -0.7746, Sem 0.0438, dir -0.9838, norm 0.1654, swav 0.0000 LR: 4.938e-02 Score 98.827 Data time: 0.0689, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0247 [2020-10-19 13:30:07,342][root][INFO] - ===> Epoch[6522](32609/5): Loss -0.8095, Sem 0.0285, dir -0.9870, norm 0.1491, swav 0.0000 LR: 4.938e-02 Score 99.128 Data time: 0.0737, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0732 [2020-10-19 13:30:09,459][root][INFO] - ===> Epoch[6522](32610/5): Loss -0.7841, Sem 0.0270, dir -0.9849, norm 0.1739, swav 0.0000 LR: 4.937e-02 Score 99.165 Data time: 0.0613, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9865 [2020-10-19 13:30:11,461][root][INFO] - ===> Epoch[6523](32611/5): Loss -0.8203, Sem 0.0329, dir -0.9866, norm 0.1334, swav 0.0000 LR: 4.937e-02 Score 98.986 Data time: 0.0517, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9235 [2020-10-19 13:30:13,796][root][INFO] - ===> Epoch[6523](32612/5): Loss -0.8167, Sem 0.0279, dir -0.9845, norm 0.1399, swav 0.0000 LR: 4.937e-02 Score 99.127 Data time: 0.0766, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2505 [2020-10-19 13:30:15,908][root][INFO] - ===> Epoch[6523](32613/5): Loss -0.8212, Sem 0.0303, dir -0.9859, norm 0.1344, swav 0.0000 LR: 4.937e-02 Score 99.002 Data time: 0.0756, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0017 [2020-10-19 13:30:17,706][root][INFO] - ===> Epoch[6523](32614/5): Loss -0.8277, Sem 0.0237, dir -0.9868, norm 0.1355, swav 0.0000 LR: 4.937e-02 Score 99.222 Data time: 0.0594, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.6947 [2020-10-19 13:30:19,805][root][INFO] - ===> Epoch[6523](32615/5): Loss -0.8161, Sem 0.0222, dir -0.9859, norm 0.1476, swav 0.0000 LR: 4.937e-02 Score 99.288 Data time: 0.0810, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0200 [2020-10-19 13:30:22,098][root][INFO] - ===> Epoch[6524](32616/5): Loss -0.8287, Sem 0.0231, dir -0.9870, norm 0.1351, swav 0.0000 LR: 4.936e-02 Score 99.251 Data time: 0.0875, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1765 [2020-10-19 13:30:24,303][root][INFO] - ===> Epoch[6524](32617/5): Loss -0.8168, Sem 0.0269, dir -0.9853, norm 0.1416, swav 0.0000 LR: 4.936e-02 Score 99.144 Data time: 0.0812, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0994 [2020-10-19 13:30:27,339][root][INFO] - ===> Epoch[6524](32618/5): Loss -0.8084, Sem 0.0272, dir -0.9836, norm 0.1481, swav 0.0000 LR: 4.936e-02 Score 99.137 Data time: 0.0696, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.9364 [2020-10-19 13:30:29,530][root][INFO] - ===> Epoch[6524](32619/5): Loss -0.8212, Sem 0.0249, dir -0.9865, norm 0.1404, swav 0.0000 LR: 4.936e-02 Score 99.206 Data time: 0.0941, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0882 [2020-10-19 13:30:31,731][root][INFO] - ===> Epoch[6524](32620/5): Loss -0.8229, Sem 0.0216, dir -0.9855, norm 0.1410, swav 0.0000 LR: 4.936e-02 Score 99.316 Data time: 0.0934, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1218 [2020-10-19 13:30:33,445][root][INFO] - ===> Epoch[6525](32621/5): Loss -0.8299, Sem 0.0252, dir -0.9869, norm 0.1318, swav 0.0000 LR: 4.936e-02 Score 99.159 Data time: 0.0752, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.6140 [2020-10-19 13:30:35,514][root][INFO] - ===> Epoch[6525](32622/5): Loss -0.8354, Sem 0.0215, dir -0.9866, norm 0.1297, swav 0.0000 LR: 4.936e-02 Score 99.287 Data time: 0.0634, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9782 [2020-10-19 13:30:37,820][root][INFO] - ===> Epoch[6525](32623/5): Loss -0.8284, Sem 0.0197, dir -0.9870, norm 0.1389, swav 0.0000 LR: 4.935e-02 Score 99.349 Data time: 0.0893, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2103 [2020-10-19 13:30:39,794][root][INFO] - ===> Epoch[6525](32624/5): Loss -0.8162, Sem 0.0230, dir -0.9848, norm 0.1457, swav 0.0000 LR: 4.935e-02 Score 99.274 Data time: 0.0819, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8643 [2020-10-19 13:30:41,894][root][INFO] - ===> Epoch[6525](32625/5): Loss -0.8456, Sem 0.0198, dir -0.9885, norm 0.1232, swav 0.0000 LR: 4.935e-02 Score 99.328 Data time: 0.0799, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0105 [2020-10-19 13:30:44,063][root][INFO] - ===> Epoch[6526](32626/5): Loss -0.8213, Sem 0.0213, dir -0.9871, norm 0.1444, swav 0.0000 LR: 4.935e-02 Score 99.286 Data time: 0.0880, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0662 [2020-10-19 13:30:46,781][root][INFO] - ===> Epoch[6526](32627/5): Loss -0.8342, Sem 0.0180, dir -0.9883, norm 0.1361, swav 0.0000 LR: 4.935e-02 Score 99.387 Data time: 0.0730, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.6190 [2020-10-19 13:30:49,296][root][INFO] - ===> Epoch[6526](32628/5): Loss -0.8338, Sem 0.0197, dir -0.9868, norm 0.1333, swav 0.0000 LR: 4.935e-02 Score 99.338 Data time: 0.0606, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3998 [2020-10-19 13:30:51,735][root][INFO] - ===> Epoch[6526](32629/5): Loss -0.8299, Sem 0.0221, dir -0.9853, norm 0.1333, swav 0.0000 LR: 4.934e-02 Score 99.277 Data time: 0.0444, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3545 [2020-10-19 13:30:53,761][root][INFO] - ===> Epoch[6526](32630/5): Loss -0.8328, Sem 0.0193, dir -0.9870, norm 0.1349, swav 0.0000 LR: 4.934e-02 Score 99.356 Data time: 0.0677, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9672 [2020-10-19 13:30:55,649][root][INFO] - ===> Epoch[6527](32631/5): Loss -0.8389, Sem 0.0199, dir -0.9867, norm 0.1280, swav 0.0000 LR: 4.934e-02 Score 99.323 Data time: 0.1099, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.7942 [2020-10-19 13:30:57,801][root][INFO] - ===> Epoch[6527](32632/5): Loss -0.8359, Sem 0.0193, dir -0.9881, norm 0.1328, swav 0.0000 LR: 4.934e-02 Score 99.369 Data time: 0.1175, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0608 [2020-10-19 13:30:59,961][root][INFO] - ===> Epoch[6527](32633/5): Loss -0.8401, Sem 0.0180, dir -0.9872, norm 0.1291, swav 0.0000 LR: 4.934e-02 Score 99.385 Data time: 0.1657, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0510 [2020-10-19 13:31:02,682][root][INFO] - ===> Epoch[6527](32634/5): Loss -0.8177, Sem 0.0195, dir -0.9858, norm 0.1485, swav 0.0000 LR: 4.934e-02 Score 99.353 Data time: 0.0910, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.6032 [2020-10-19 13:31:04,710][root][INFO] - ===> Epoch[6527](32635/5): Loss -0.8313, Sem 0.0205, dir -0.9856, norm 0.1338, swav 0.0000 LR: 4.933e-02 Score 99.295 Data time: 0.0730, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9237 [2020-10-19 13:31:07,384][root][INFO] - ===> Epoch[6528](32636/5): Loss -0.8301, Sem 0.0185, dir -0.9871, norm 0.1385, swav 0.0000 LR: 4.933e-02 Score 99.386 Data time: 0.0578, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.5587 [2020-10-19 13:31:09,677][root][INFO] - ===> Epoch[6528](32637/5): Loss -0.8280, Sem 0.0185, dir -0.9875, norm 0.1409, swav 0.0000 LR: 4.933e-02 Score 99.385 Data time: 0.0606, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2124 [2020-10-19 13:31:11,767][root][INFO] - ===> Epoch[6528](32638/5): Loss -0.8486, Sem 0.0179, dir -0.9883, norm 0.1218, swav 0.0000 LR: 4.933e-02 Score 99.392 Data time: 0.0797, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9922 [2020-10-19 13:31:13,976][root][INFO] - ===> Epoch[6528](32639/5): Loss -0.8442, Sem 0.0183, dir -0.9873, norm 0.1248, swav 0.0000 LR: 4.933e-02 Score 99.386 Data time: 0.1147, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1099 [2020-10-19 13:31:16,112][root][INFO] - ===> Epoch[6528](32640/5): Loss -0.8418, Sem 0.0185, dir -0.9881, norm 0.1279, swav 0.0000 LR: 4.933e-02 Score 99.381 Data time: 0.0906, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9907 [2020-10-19 13:31:18,363][root][INFO] - ===> Epoch[6529](32641/5): Loss -0.8474, Sem 0.0170, dir -0.9877, norm 0.1233, swav 0.0000 LR: 4.932e-02 Score 99.423 Data time: 0.0611, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1308 [2020-10-19 13:31:20,466][root][INFO] - ===> Epoch[6529](32642/5): Loss -0.8389, Sem 0.0181, dir -0.9878, norm 0.1308, swav 0.0000 LR: 4.932e-02 Score 99.403 Data time: 0.0559, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9909 [2020-10-19 13:31:23,527][root][INFO] - ===> Epoch[6529](32643/5): Loss -0.8337, Sem 0.0195, dir -0.9862, norm 0.1330, swav 0.0000 LR: 4.932e-02 Score 99.343 Data time: 0.0677, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 3.0140 [2020-10-19 13:31:26,027][root][INFO] - ===> Epoch[6529](32644/5): Loss -0.8364, Sem 0.0190, dir -0.9863, norm 0.1309, swav 0.0000 LR: 4.932e-02 Score 99.387 Data time: 0.0773, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 2.3863 [2020-10-19 13:31:27,791][root][INFO] - ===> Epoch[6529](32645/5): Loss -0.8462, Sem 0.0170, dir -0.9891, norm 0.1258, swav 0.0000 LR: 4.932e-02 Score 99.433 Data time: 0.1002, Forward time: 0.7781, Backward time: 1.1676, DDP time: 0.0032, Total iter time: 1.6594 [2020-10-19 13:31:29,900][root][INFO] - ===> Epoch[6530](32646/5): Loss -0.8235, Sem 0.0186, dir -0.9861, norm 0.1439, swav 0.0000 LR: 4.932e-02 Score 99.385 Data time: 0.0856, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0258 [2020-10-19 13:31:31,882][root][INFO] - ===> Epoch[6530](32647/5): Loss -0.8496, Sem 0.0189, dir -0.9886, norm 0.1201, swav 0.0000 LR: 4.931e-02 Score 99.366 Data time: 0.1850, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8726 [2020-10-19 13:31:33,932][root][INFO] - ===> Epoch[6530](32648/5): Loss -0.8441, Sem 0.0188, dir -0.9874, norm 0.1245, swav 0.0000 LR: 4.931e-02 Score 99.356 Data time: 0.1776, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9429 [2020-10-19 13:31:35,692][root][INFO] - ===> Epoch[6530](32649/5): Loss -0.8460, Sem 0.0193, dir -0.9872, norm 0.1220, swav 0.0000 LR: 4.931e-02 Score 99.353 Data time: 0.0642, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.6515 [2020-10-19 13:31:37,505][root][INFO] - ===> Epoch[6530](32650/5): Loss -0.8433, Sem 0.0183, dir -0.9871, norm 0.1254, swav 0.0000 LR: 4.931e-02 Score 99.359 Data time: 0.0800, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.7329 [2020-10-19 13:31:39,692][root][INFO] - ===> Epoch[6531](32651/5): Loss -0.8317, Sem 0.0174, dir -0.9866, norm 0.1375, swav 0.0000 LR: 4.931e-02 Score 99.418 Data time: 0.0707, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0705 [2020-10-19 13:31:42,158][root][INFO] - ===> Epoch[6531](32652/5): Loss -0.8342, Sem 0.0196, dir -0.9873, norm 0.1334, swav 0.0000 LR: 4.931e-02 Score 99.368 Data time: 0.0815, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3539 [2020-10-19 13:31:43,978][root][INFO] - ===> Epoch[6531](32653/5): Loss -0.8421, Sem 0.0187, dir -0.9870, norm 0.1262, swav 0.0000 LR: 4.930e-02 Score 99.386 Data time: 0.1027, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.7124 [2020-10-19 13:31:46,415][root][INFO] - ===> Epoch[6531](32654/5): Loss -0.8343, Sem 0.0170, dir -0.9878, norm 0.1365, swav 0.0000 LR: 4.930e-02 Score 99.444 Data time: 0.1380, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3463 [2020-10-19 13:31:48,557][root][INFO] - ===> Epoch[6531](32655/5): Loss -0.8515, Sem 0.0176, dir -0.9888, norm 0.1197, swav 0.0000 LR: 4.930e-02 Score 99.413 Data time: 0.0838, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0387 [2020-10-19 13:31:51,061][root][INFO] - ===> Epoch[6532](32656/5): Loss -0.8471, Sem 0.0169, dir -0.9884, norm 0.1243, swav 0.0000 LR: 4.930e-02 Score 99.443 Data time: 0.0601, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3863 [2020-10-19 13:31:53,278][root][INFO] - ===> Epoch[6532](32657/5): Loss -0.8528, Sem 0.0160, dir -0.9890, norm 0.1203, swav 0.0000 LR: 4.930e-02 Score 99.451 Data time: 0.0613, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1225 [2020-10-19 13:31:55,280][root][INFO] - ===> Epoch[6532](32658/5): Loss -0.8290, Sem 0.0194, dir -0.9864, norm 0.1381, swav 0.0000 LR: 4.930e-02 Score 99.370 Data time: 0.0846, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9235 [2020-10-19 13:31:57,183][root][INFO] - ===> Epoch[6532](32659/5): Loss -0.8319, Sem 0.0190, dir -0.9879, norm 0.1370, swav 0.0000 LR: 4.930e-02 Score 99.384 Data time: 0.0773, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8029 [2020-10-19 13:31:59,313][root][INFO] - ===> Epoch[6532](32660/5): Loss -0.8408, Sem 0.0189, dir -0.9871, norm 0.1274, swav 0.0000 LR: 4.929e-02 Score 99.354 Data time: 0.0614, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0361 [2020-10-19 13:32:01,452][root][INFO] - ===> Epoch[6533](32661/5): Loss -0.8460, Sem 0.0178, dir -0.9884, norm 0.1246, swav 0.0000 LR: 4.929e-02 Score 99.390 Data time: 0.0813, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0464 [2020-10-19 13:32:03,504][root][INFO] - ===> Epoch[6533](32662/5): Loss -0.8385, Sem 0.0172, dir -0.9885, norm 0.1328, swav 0.0000 LR: 4.929e-02 Score 99.427 Data time: 0.0659, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9475 [2020-10-19 13:32:05,954][root][INFO] - ===> Epoch[6533](32663/5): Loss -0.8319, Sem 0.0173, dir -0.9870, norm 0.1377, swav 0.0000 LR: 4.929e-02 Score 99.414 Data time: 0.0836, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3675 [2020-10-19 13:32:08,548][root][INFO] - ===> Epoch[6533](32664/5): Loss -0.8349, Sem 0.0169, dir -0.9879, norm 0.1361, swav 0.0000 LR: 4.929e-02 Score 99.436 Data time: 0.0906, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.4812 [2020-10-19 13:32:10,437][root][INFO] - ===> Epoch[6533](32665/5): Loss -0.8412, Sem 0.0180, dir -0.9878, norm 0.1286, swav 0.0000 LR: 4.929e-02 Score 99.398 Data time: 0.0770, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.7947 [2020-10-19 13:32:12,674][root][INFO] - ===> Epoch[6534](32666/5): Loss -0.8323, Sem 0.0163, dir -0.9870, norm 0.1384, swav 0.0000 LR: 4.928e-02 Score 99.485 Data time: 0.0780, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1310 [2020-10-19 13:32:14,761][root][INFO] - ===> Epoch[6534](32667/5): Loss -0.8392, Sem 0.0181, dir -0.9870, norm 0.1297, swav 0.0000 LR: 4.928e-02 Score 99.398 Data time: 0.0806, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9689 [2020-10-19 13:32:16,597][root][INFO] - ===> Epoch[6534](32668/5): Loss -0.8431, Sem 0.0189, dir -0.9884, norm 0.1265, swav 0.0000 LR: 4.928e-02 Score 99.357 Data time: 0.0669, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.7301 [2020-10-19 13:32:18,762][root][INFO] - ===> Epoch[6534](32669/5): Loss -0.8433, Sem 0.0179, dir -0.9873, norm 0.1261, swav 0.0000 LR: 4.928e-02 Score 99.390 Data time: 0.0745, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0728 [2020-10-19 13:32:20,959][root][INFO] - ===> Epoch[6534](32670/5): Loss -0.8417, Sem 0.0161, dir -0.9880, norm 0.1301, swav 0.0000 LR: 4.928e-02 Score 99.449 Data time: 0.1016, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0910 [2020-10-19 13:32:23,599][root][INFO] - ===> Epoch[6535](32671/5): Loss -0.8407, Sem 0.0180, dir -0.9877, norm 0.1289, swav 0.0000 LR: 4.928e-02 Score 99.403 Data time: 0.1105, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.5381 [2020-10-19 13:32:25,833][root][INFO] - ===> Epoch[6535](32672/5): Loss -0.8395, Sem 0.0196, dir -0.9874, norm 0.1283, swav 0.0000 LR: 4.927e-02 Score 99.341 Data time: 0.0626, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1260 [2020-10-19 13:32:27,608][root][INFO] - ===> Epoch[6535](32673/5): Loss -0.8118, Sem 0.0194, dir -0.9867, norm 0.1555, swav 0.0000 LR: 4.927e-02 Score 99.357 Data time: 0.2620, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.6775 [2020-10-19 13:32:30,045][root][INFO] - ===> Epoch[6535](32674/5): Loss -0.8366, Sem 0.0168, dir -0.9865, norm 0.1330, swav 0.0000 LR: 4.927e-02 Score 99.425 Data time: 0.0994, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3334 [2020-10-19 13:32:32,157][root][INFO] - ===> Epoch[6535](32675/5): Loss -0.8408, Sem 0.0167, dir -0.9872, norm 0.1296, swav 0.0000 LR: 4.927e-02 Score 99.438 Data time: 0.0840, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9959 [2020-10-19 13:32:34,240][root][INFO] - ===> Epoch[6536](32676/5): Loss -0.8429, Sem 0.0183, dir -0.9883, norm 0.1270, swav 0.0000 LR: 4.927e-02 Score 99.390 Data time: 0.0716, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9756 [2020-10-19 13:32:36,434][root][INFO] - ===> Epoch[6536](32677/5): Loss -0.8295, Sem 0.0170, dir -0.9886, norm 0.1421, swav 0.0000 LR: 4.927e-02 Score 99.433 Data time: 0.0962, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0832 [2020-10-19 13:32:38,336][root][INFO] - ===> Epoch[6536](32678/5): Loss -0.8303, Sem 0.0188, dir -0.9863, norm 0.1372, swav 0.0000 LR: 4.926e-02 Score 99.380 Data time: 0.0537, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.7715 [2020-10-19 13:32:40,431][root][INFO] - ===> Epoch[6536](32679/5): Loss -0.8426, Sem 0.0161, dir -0.9873, norm 0.1285, swav 0.0000 LR: 4.926e-02 Score 99.465 Data time: 0.0742, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0214 [2020-10-19 13:32:42,472][root][INFO] - ===> Epoch[6536](32680/5): Loss -0.8482, Sem 0.0151, dir -0.9890, norm 0.1257, swav 0.0000 LR: 4.926e-02 Score 99.491 Data time: 0.0674, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9496 [2020-10-19 13:32:44,801][root][INFO] - ===> Epoch[6537](32681/5): Loss -0.8206, Sem 0.0201, dir -0.9869, norm 0.1462, swav 0.0000 LR: 4.926e-02 Score 99.354 Data time: 0.0753, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2308 [2020-10-19 13:32:47,304][root][INFO] - ===> Epoch[6537](32682/5): Loss -0.8237, Sem 0.0177, dir -0.9871, norm 0.1457, swav 0.0000 LR: 4.926e-02 Score 99.400 Data time: 0.0866, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.4261 [2020-10-19 13:32:49,657][root][INFO] - ===> Epoch[6537](32683/5): Loss -0.8387, Sem 0.0195, dir -0.9869, norm 0.1288, swav 0.0000 LR: 4.926e-02 Score 99.364 Data time: 0.0759, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2232 [2020-10-19 13:32:51,991][root][INFO] - ===> Epoch[6537](32684/5): Loss -0.8305, Sem 0.0181, dir -0.9870, norm 0.1384, swav 0.0000 LR: 4.925e-02 Score 99.403 Data time: 0.0850, Forward time: 0.7781, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2236 [2020-10-19 13:32:54,304][root][INFO] - ===> Epoch[6537](32685/5): Loss -0.8342, Sem 0.0166, dir -0.9879, norm 0.1370, swav 0.0000 LR: 4.925e-02 Score 99.447 Data time: 0.1083, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1992 [2020-10-19 13:32:56,284][root][INFO] - ===> Epoch[6538](32686/5): Loss -0.8512, Sem 0.0161, dir -0.9893, norm 0.1220, swav 0.0000 LR: 4.925e-02 Score 99.471 Data time: 0.0932, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8618 [2020-10-19 13:32:58,122][root][INFO] - ===> Epoch[6538](32687/5): Loss -0.8482, Sem 0.0165, dir -0.9887, norm 0.1240, swav 0.0000 LR: 4.925e-02 Score 99.439 Data time: 0.1133, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.7659 [2020-10-19 13:33:00,644][root][INFO] - ===> Epoch[6538](32688/5): Loss -0.8513, Sem 0.0149, dir -0.9880, norm 0.1218, swav 0.0000 LR: 4.925e-02 Score 99.497 Data time: 0.1686, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.4373 [2020-10-19 13:33:02,622][root][INFO] - ===> Epoch[6538](32689/5): Loss -0.8418, Sem 0.0180, dir -0.9875, norm 0.1277, swav 0.0000 LR: 4.925e-02 Score 99.378 Data time: 0.0852, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8528 [2020-10-19 13:33:05,190][root][INFO] - ===> Epoch[6538](32690/5): Loss -0.8416, Sem 0.0170, dir -0.9888, norm 0.1302, swav 0.0000 LR: 4.924e-02 Score 99.428 Data time: 0.1483, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.4667 [2020-10-19 13:33:07,306][root][INFO] - ===> Epoch[6539](32691/5): Loss -0.8343, Sem 0.0202, dir -0.9866, norm 0.1321, swav 0.0000 LR: 4.924e-02 Score 99.345 Data time: 0.0935, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0233 [2020-10-19 13:33:09,583][root][INFO] - ===> Epoch[6539](32692/5): Loss -0.8464, Sem 0.0165, dir -0.9878, norm 0.1250, swav 0.0000 LR: 4.924e-02 Score 99.441 Data time: 0.0885, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.1703 [2020-10-19 13:33:11,647][root][INFO] - ===> Epoch[6539](32693/5): Loss -0.8545, Sem 0.0143, dir -0.9894, norm 0.1205, swav 0.0000 LR: 4.924e-02 Score 99.513 Data time: 0.0682, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9504 [2020-10-19 13:33:14,384][root][INFO] - ===> Epoch[6539](32694/5): Loss -0.8420, Sem 0.0191, dir -0.9887, norm 0.1276, swav 0.0000 LR: 4.924e-02 Score 99.388 Data time: 0.0741, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.6335 [2020-10-19 13:33:16,559][root][INFO] - ===> Epoch[6539](32695/5): Loss -0.8438, Sem 0.0182, dir -0.9880, norm 0.1260, swav 0.0000 LR: 4.924e-02 Score 99.384 Data time: 0.1236, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0630 [2020-10-19 13:33:18,598][root][INFO] - ===> Epoch[6540](32696/5): Loss -0.8375, Sem 0.0181, dir -0.9875, norm 0.1319, swav 0.0000 LR: 4.924e-02 Score 99.391 Data time: 0.0804, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9140 [2020-10-19 13:33:21,009][root][INFO] - ===> Epoch[6540](32697/5): Loss -0.8517, Sem 0.0154, dir -0.9895, norm 0.1224, swav 0.0000 LR: 4.923e-02 Score 99.476 Data time: 0.0521, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3120 [2020-10-19 13:33:23,070][root][INFO] - ===> Epoch[6540](32698/5): Loss -0.8444, Sem 0.0172, dir -0.9869, norm 0.1254, swav 0.0000 LR: 4.923e-02 Score 99.419 Data time: 0.0930, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9755 [2020-10-19 13:33:25,323][root][INFO] - ===> Epoch[6540](32699/5): Loss -0.8459, Sem 0.0174, dir -0.9883, norm 0.1250, swav 0.0000 LR: 4.923e-02 Score 99.412 Data time: 0.0634, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1326 [2020-10-19 13:33:27,616][root][INFO] - ===> Epoch[6540](32700/5): Loss -0.8531, Sem 0.0168, dir -0.9895, norm 0.1196, swav 0.0000 LR: 4.923e-02 Score 99.424 Data time: 0.0737, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1998 [2020-10-19 13:33:29,768][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 13:33:31,864][root][INFO] - ===> Epoch[6541](32701/5): Loss -0.8356, Sem 0.0183, dir -0.9859, norm 0.1320, swav 0.0000 LR: 4.923e-02 Score 99.380 Data time: 0.0928, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9172 [2020-10-19 13:33:33,853][root][INFO] - ===> Epoch[6541](32702/5): Loss -0.8369, Sem 0.0187, dir -0.9879, norm 0.1324, swav 0.0000 LR: 4.923e-02 Score 99.357 Data time: 0.0736, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8864 [2020-10-19 13:33:35,858][root][INFO] - ===> Epoch[6541](32703/5): Loss -0.8468, Sem 0.0162, dir -0.9885, norm 0.1254, swav 0.0000 LR: 4.922e-02 Score 99.453 Data time: 0.1266, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9111 [2020-10-19 13:33:38,300][root][INFO] - ===> Epoch[6541](32704/5): Loss -0.8466, Sem 0.0161, dir -0.9886, norm 0.1260, swav 0.0000 LR: 4.922e-02 Score 99.465 Data time: 0.1012, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.3296 [2020-10-19 13:33:40,508][root][INFO] - ===> Epoch[6541](32705/5): Loss -0.8383, Sem 0.0187, dir -0.9878, norm 0.1308, swav 0.0000 LR: 4.922e-02 Score 99.366 Data time: 0.1266, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0972 [2020-10-19 13:33:42,735][root][INFO] - ===> Epoch[6542](32706/5): Loss -0.8355, Sem 0.0217, dir -0.9865, norm 0.1293, swav 0.0000 LR: 4.922e-02 Score 99.311 Data time: 0.0849, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.1130 [2020-10-19 13:33:45,139][root][INFO] - ===> Epoch[6542](32707/5): Loss -0.8180, Sem 0.0197, dir -0.9868, norm 0.1491, swav 0.0000 LR: 4.922e-02 Score 99.349 Data time: 0.1127, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.3019 [2020-10-19 13:33:47,292][root][INFO] - ===> Epoch[6542](32708/5): Loss -0.8328, Sem 0.0185, dir -0.9874, norm 0.1361, swav 0.0000 LR: 4.922e-02 Score 99.391 Data time: 0.0924, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0240 [2020-10-19 13:33:49,523][root][INFO] - ===> Epoch[6542](32709/5): Loss -0.8242, Sem 0.0190, dir -0.9855, norm 0.1423, swav 0.0000 LR: 4.921e-02 Score 99.367 Data time: 0.0980, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.1176 [2020-10-19 13:33:51,462][root][INFO] - ===> Epoch[6542](32710/5): Loss -0.8273, Sem 0.0220, dir -0.9865, norm 0.1371, swav 0.0000 LR: 4.921e-02 Score 99.279 Data time: 0.0896, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8273 [2020-10-19 13:33:53,875][root][INFO] - ===> Epoch[6543](32711/5): Loss -0.8402, Sem 0.0181, dir -0.9878, norm 0.1295, swav 0.0000 LR: 4.921e-02 Score 99.381 Data time: 0.0852, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.3160 [2020-10-19 13:33:56,016][root][INFO] - ===> Epoch[6543](32712/5): Loss -0.8277, Sem 0.0229, dir -0.9872, norm 0.1366, swav 0.0000 LR: 4.921e-02 Score 99.296 Data time: 0.0808, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0375 [2020-10-19 13:33:58,017][root][INFO] - ===> Epoch[6543](32713/5): Loss -0.8296, Sem 0.0213, dir -0.9881, norm 0.1373, swav 0.0000 LR: 4.921e-02 Score 99.315 Data time: 0.0741, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9039 [2020-10-19 13:33:59,984][root][INFO] - ===> Epoch[6543](32714/5): Loss -0.8430, Sem 0.0178, dir -0.9880, norm 0.1272, swav 0.0000 LR: 4.921e-02 Score 99.398 Data time: 0.0881, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8654 [2020-10-19 13:34:02,591][root][INFO] - ===> Epoch[6543](32715/5): Loss -0.8313, Sem 0.0224, dir -0.9867, norm 0.1331, swav 0.0000 LR: 4.920e-02 Score 99.262 Data time: 0.0682, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.4968 [2020-10-19 13:34:05,467][root][INFO] - ===> Epoch[6544](32716/5): Loss -0.8203, Sem 0.0200, dir -0.9852, norm 0.1449, swav 0.0000 LR: 4.920e-02 Score 99.338 Data time: 0.0870, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.7744 [2020-10-19 13:34:07,602][root][INFO] - ===> Epoch[6544](32717/5): Loss -0.8152, Sem 0.0256, dir -0.9860, norm 0.1451, swav 0.0000 LR: 4.920e-02 Score 99.165 Data time: 0.1027, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0139 [2020-10-19 13:34:09,630][root][INFO] - ===> Epoch[6544](32718/5): Loss -0.8384, Sem 0.0202, dir -0.9870, norm 0.1284, swav 0.0000 LR: 4.920e-02 Score 99.354 Data time: 0.0796, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9235 [2020-10-19 13:34:12,258][root][INFO] - ===> Epoch[6544](32719/5): Loss -0.8080, Sem 0.0324, dir -0.9859, norm 0.1455, swav 0.0000 LR: 4.920e-02 Score 99.031 Data time: 0.0520, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.5209 [2020-10-19 13:34:14,390][root][INFO] - ===> Epoch[6544](32720/5): Loss -0.8214, Sem 0.0236, dir -0.9864, norm 0.1414, swav 0.0000 LR: 4.920e-02 Score 99.214 Data time: 0.0687, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0381 [2020-10-19 13:34:16,434][root][INFO] - ===> Epoch[6545](32721/5): Loss -0.8313, Sem 0.0244, dir -0.9859, norm 0.1302, swav 0.0000 LR: 4.919e-02 Score 99.187 Data time: 0.0758, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9291 [2020-10-19 13:34:19,163][root][INFO] - ===> Epoch[6545](32722/5): Loss -0.8136, Sem 0.0257, dir -0.9867, norm 0.1474, swav 0.0000 LR: 4.919e-02 Score 99.214 Data time: 0.0679, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.6302 [2020-10-19 13:34:21,255][root][INFO] - ===> Epoch[6545](32723/5): Loss -0.8138, Sem 0.0209, dir -0.9860, norm 0.1513, swav 0.0000 LR: 4.919e-02 Score 99.310 Data time: 0.0607, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.9941 [2020-10-19 13:34:23,449][root][INFO] - ===> Epoch[6545](32724/5): Loss -0.8285, Sem 0.0221, dir -0.9854, norm 0.1348, swav 0.0000 LR: 4.919e-02 Score 99.262 Data time: 0.0696, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1147 [2020-10-19 13:34:25,620][root][INFO] - ===> Epoch[6545](32725/5): Loss -0.8294, Sem 0.0235, dir -0.9871, norm 0.1343, swav 0.0000 LR: 4.919e-02 Score 99.250 Data time: 0.0753, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0668 [2020-10-19 13:34:28,033][root][INFO] - ===> Epoch[6546](32726/5): Loss -0.8221, Sem 0.0252, dir -0.9857, norm 0.1384, swav 0.0000 LR: 4.919e-02 Score 99.165 Data time: 0.0751, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3004 [2020-10-19 13:34:30,476][root][INFO] - ===> Epoch[6546](32727/5): Loss -0.8229, Sem 0.0239, dir -0.9875, norm 0.1406, swav 0.0000 LR: 4.918e-02 Score 99.252 Data time: 0.0864, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.3478 [2020-10-19 13:34:32,610][root][INFO] - ===> Epoch[6546](32728/5): Loss -0.8299, Sem 0.0248, dir -0.9865, norm 0.1318, swav 0.0000 LR: 4.918e-02 Score 99.240 Data time: 0.0856, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0293 [2020-10-19 13:34:34,770][root][INFO] - ===> Epoch[6546](32729/5): Loss -0.8268, Sem 0.0228, dir -0.9860, norm 0.1364, swav 0.0000 LR: 4.918e-02 Score 99.253 Data time: 0.0665, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0601 [2020-10-19 13:34:37,078][root][INFO] - ===> Epoch[6546](32730/5): Loss -0.8191, Sem 0.0264, dir -0.9859, norm 0.1404, swav 0.0000 LR: 4.918e-02 Score 99.194 Data time: 0.1234, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.1778 [2020-10-19 13:34:39,039][root][INFO] - ===> Epoch[6547](32731/5): Loss -0.8168, Sem 0.0226, dir -0.9864, norm 0.1471, swav 0.0000 LR: 4.918e-02 Score 99.269 Data time: 0.0854, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8459 [2020-10-19 13:34:41,666][root][INFO] - ===> Epoch[6547](32732/5): Loss -0.8353, Sem 0.0215, dir -0.9864, norm 0.1296, swav 0.0000 LR: 4.918e-02 Score 99.281 Data time: 0.0524, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.5409 [2020-10-19 13:34:44,222][root][INFO] - ===> Epoch[6547](32733/5): Loss -0.8376, Sem 0.0205, dir -0.9864, norm 0.1283, swav 0.0000 LR: 4.918e-02 Score 99.345 Data time: 0.0875, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.4714 [2020-10-19 13:34:46,743][root][INFO] - ===> Epoch[6547](32734/5): Loss -0.8361, Sem 0.0225, dir -0.9865, norm 0.1279, swav 0.0000 LR: 4.917e-02 Score 99.227 Data time: 0.0805, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.4050 [2020-10-19 13:34:49,145][root][INFO] - ===> Epoch[6547](32735/5): Loss -0.8413, Sem 0.0242, dir -0.9871, norm 0.1216, swav 0.0000 LR: 4.917e-02 Score 99.185 Data time: 0.0820, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2924 [2020-10-19 13:34:51,461][root][INFO] - ===> Epoch[6548](32736/5): Loss -0.8309, Sem 0.0219, dir -0.9865, norm 0.1338, swav 0.0000 LR: 4.917e-02 Score 99.273 Data time: 0.0795, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.2074 [2020-10-19 13:34:53,327][root][INFO] - ===> Epoch[6548](32737/5): Loss -0.8294, Sem 0.0219, dir -0.9868, norm 0.1355, swav 0.0000 LR: 4.917e-02 Score 99.269 Data time: 0.0846, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.7670 [2020-10-19 13:34:55,619][root][INFO] - ===> Epoch[6548](32738/5): Loss -0.8425, Sem 0.0176, dir -0.9874, norm 0.1273, swav 0.0000 LR: 4.917e-02 Score 99.411 Data time: 0.0757, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.1820 [2020-10-19 13:34:57,799][root][INFO] - ===> Epoch[6548](32739/5): Loss -0.8425, Sem 0.0205, dir -0.9877, norm 0.1246, swav 0.0000 LR: 4.917e-02 Score 99.318 Data time: 0.1043, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0689 [2020-10-19 13:34:59,995][root][INFO] - ===> Epoch[6548](32740/5): Loss -0.8355, Sem 0.0201, dir -0.9873, norm 0.1317, swav 0.0000 LR: 4.916e-02 Score 99.323 Data time: 0.0876, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.0890 [2020-10-19 13:35:01,916][root][INFO] - ===> Epoch[6549](32741/5): Loss -0.8364, Sem 0.0239, dir -0.9862, norm 0.1259, swav 0.0000 LR: 4.916e-02 Score 99.240 Data time: 0.0778, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 1.8221 [2020-10-19 13:35:04,584][root][INFO] - ===> Epoch[6549](32742/5): Loss -0.8368, Sem 0.0208, dir -0.9875, norm 0.1299, swav 0.0000 LR: 4.916e-02 Score 99.315 Data time: 0.2550, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.5622 [2020-10-19 13:35:06,633][root][INFO] - ===> Epoch[6549](32743/5): Loss -0.8382, Sem 0.0182, dir -0.9875, norm 0.1310, swav 0.0000 LR: 4.916e-02 Score 99.397 Data time: 0.0834, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8881 [2020-10-19 13:35:08,801][root][INFO] - ===> Epoch[6549](32744/5): Loss -0.8314, Sem 0.0259, dir -0.9881, norm 0.1308, swav 0.0000 LR: 4.916e-02 Score 99.265 Data time: 0.0824, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0511 [2020-10-19 13:35:10,494][root][INFO] - ===> Epoch[6549](32745/5): Loss -0.8334, Sem 0.0209, dir -0.9857, norm 0.1313, swav 0.0000 LR: 4.916e-02 Score 99.299 Data time: 0.0486, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.5914 [2020-10-19 13:35:12,857][root][INFO] - ===> Epoch[6550](32746/5): Loss -0.8269, Sem 0.0234, dir -0.9856, norm 0.1353, swav 0.0000 LR: 4.915e-02 Score 99.231 Data time: 0.0884, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.3174 [2020-10-19 13:35:15,611][root][INFO] - ===> Epoch[6550](32747/5): Loss -0.8111, Sem 0.0241, dir -0.9865, norm 0.1514, swav 0.0000 LR: 4.915e-02 Score 99.280 Data time: 0.0881, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 2.6484 [2020-10-19 13:35:17,442][root][INFO] - ===> Epoch[6550](32748/5): Loss -0.8311, Sem 0.0208, dir -0.9868, norm 0.1349, swav 0.0000 LR: 4.915e-02 Score 99.315 Data time: 0.0760, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.7124 [2020-10-19 13:35:19,742][root][INFO] - ===> Epoch[6550](32749/5): Loss -0.8290, Sem 0.0191, dir -0.9871, norm 0.1390, swav 0.0000 LR: 4.915e-02 Score 99.361 Data time: 0.0725, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.2083 [2020-10-19 13:35:21,854][root][INFO] - ===> Epoch[6550](32750/5): Loss -0.8256, Sem 0.0214, dir -0.9868, norm 0.1397, swav 0.0000 LR: 4.915e-02 Score 99.292 Data time: 0.0730, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0181 [2020-10-19 13:35:24,089][root][INFO] - ===> Epoch[6551](32751/5): Loss -0.8431, Sem 0.0186, dir -0.9871, norm 0.1254, swav 0.0000 LR: 4.915e-02 Score 99.362 Data time: 0.0706, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.1293 [2020-10-19 13:35:26,100][root][INFO] - ===> Epoch[6551](32752/5): Loss -0.8265, Sem 0.0198, dir -0.9873, norm 0.1410, swav 0.0000 LR: 4.914e-02 Score 99.348 Data time: 0.1672, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9256 [2020-10-19 13:35:28,254][root][INFO] - ===> Epoch[6551](32753/5): Loss -0.8385, Sem 0.0193, dir -0.9855, norm 0.1278, swav 0.0000 LR: 4.914e-02 Score 99.346 Data time: 0.0899, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0373 [2020-10-19 13:35:30,161][root][INFO] - ===> Epoch[6551](32754/5): Loss -0.8280, Sem 0.0208, dir -0.9880, norm 0.1392, swav 0.0000 LR: 4.914e-02 Score 99.313 Data time: 0.0742, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8030 [2020-10-19 13:35:32,644][root][INFO] - ===> Epoch[6551](32755/5): Loss -0.8388, Sem 0.0196, dir -0.9880, norm 0.1296, swav 0.0000 LR: 4.914e-02 Score 99.341 Data time: 0.0990, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.3774 [2020-10-19 13:35:34,874][root][INFO] - ===> Epoch[6552](32756/5): Loss -0.8345, Sem 0.0208, dir -0.9868, norm 0.1315, swav 0.0000 LR: 4.914e-02 Score 99.303 Data time: 0.1041, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.1003 [2020-10-19 13:35:37,377][root][INFO] - ===> Epoch[6552](32757/5): Loss -0.8344, Sem 0.0192, dir -0.9878, norm 0.1342, swav 0.0000 LR: 4.914e-02 Score 99.363 Data time: 0.0694, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.4070 [2020-10-19 13:35:39,140][root][INFO] - ===> Epoch[6552](32758/5): Loss -0.8361, Sem 0.0191, dir -0.9867, norm 0.1316, swav 0.0000 LR: 4.913e-02 Score 99.362 Data time: 0.0675, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.6888 [2020-10-19 13:35:41,397][root][INFO] - ===> Epoch[6552](32759/5): Loss -0.8367, Sem 0.0195, dir -0.9870, norm 0.1309, swav 0.0000 LR: 4.913e-02 Score 99.364 Data time: 0.0724, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.1574 [2020-10-19 13:35:43,574][root][INFO] - ===> Epoch[6552](32760/5): Loss -0.8401, Sem 0.0182, dir -0.9879, norm 0.1297, swav 0.0000 LR: 4.913e-02 Score 99.387 Data time: 0.0812, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0609 [2020-10-19 13:35:45,697][root][INFO] - ===> Epoch[6553](32761/5): Loss -0.8394, Sem 0.0203, dir -0.9863, norm 0.1267, swav 0.0000 LR: 4.913e-02 Score 99.326 Data time: 0.0795, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0169 [2020-10-19 13:35:47,753][root][INFO] - ===> Epoch[6553](32762/5): Loss -0.8479, Sem 0.0170, dir -0.9886, norm 0.1237, swav 0.0000 LR: 4.913e-02 Score 99.420 Data time: 0.0899, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9648 [2020-10-19 13:35:50,620][root][INFO] - ===> Epoch[6553](32763/5): Loss -0.8322, Sem 0.0182, dir -0.9860, norm 0.1356, swav 0.0000 LR: 4.913e-02 Score 99.384 Data time: 0.0759, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.7637 [2020-10-19 13:35:52,555][root][INFO] - ===> Epoch[6553](32764/5): Loss -0.8478, Sem 0.0174, dir -0.9882, norm 0.1229, swav 0.0000 LR: 4.912e-02 Score 99.408 Data time: 0.0869, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8228 [2020-10-19 13:35:54,614][root][INFO] - ===> Epoch[6553](32765/5): Loss -0.8402, Sem 0.0193, dir -0.9875, norm 0.1280, swav 0.0000 LR: 4.912e-02 Score 99.331 Data time: 0.0703, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9575 [2020-10-19 13:35:56,337][root][INFO] - ===> Epoch[6554](32766/5): Loss -0.8351, Sem 0.0199, dir -0.9870, norm 0.1320, swav 0.0000 LR: 4.912e-02 Score 99.325 Data time: 0.0558, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.5965 [2020-10-19 13:35:58,309][root][INFO] - ===> Epoch[6554](32767/5): Loss -0.8243, Sem 0.0190, dir -0.9851, norm 0.1418, swav 0.0000 LR: 4.912e-02 Score 99.371 Data time: 0.0850, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8874 [2020-10-19 13:36:01,434][root][INFO] - ===> Epoch[6554](32768/5): Loss -0.8444, Sem 0.0171, dir -0.9882, norm 0.1267, swav 0.0000 LR: 4.912e-02 Score 99.449 Data time: 0.0803, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 3.0088 [2020-10-19 13:36:03,422][root][INFO] - ===> Epoch[6554](32769/5): Loss -0.8363, Sem 0.0202, dir -0.9878, norm 0.1313, swav 0.0000 LR: 4.912e-02 Score 99.303 Data time: 0.0898, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9004 [2020-10-19 13:36:05,692][root][INFO] - ===> Epoch[6554](32770/5): Loss -0.8391, Sem 0.0178, dir -0.9874, norm 0.1306, swav 0.0000 LR: 4.912e-02 Score 99.401 Data time: 0.0815, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.1525 [2020-10-19 13:36:07,612][root][INFO] - ===> Epoch[6555](32771/5): Loss -0.8360, Sem 0.0173, dir -0.9879, norm 0.1345, swav 0.0000 LR: 4.911e-02 Score 99.414 Data time: 0.0597, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8104 [2020-10-19 13:36:09,884][root][INFO] - ===> Epoch[6555](32772/5): Loss -0.8335, Sem 0.0195, dir -0.9875, norm 0.1346, swav 0.0000 LR: 4.911e-02 Score 99.347 Data time: 0.0664, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.1837 [2020-10-19 13:36:12,583][root][INFO] - ===> Epoch[6555](32773/5): Loss -0.8388, Sem 0.0174, dir -0.9874, norm 0.1311, swav 0.0000 LR: 4.911e-02 Score 99.412 Data time: 0.0989, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.6079 [2020-10-19 13:36:14,626][root][INFO] - ===> Epoch[6555](32774/5): Loss -0.8445, Sem 0.0189, dir -0.9876, norm 0.1242, swav 0.0000 LR: 4.911e-02 Score 99.357 Data time: 0.0643, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9238 [2020-10-19 13:36:16,984][root][INFO] - ===> Epoch[6555](32775/5): Loss -0.8363, Sem 0.0181, dir -0.9882, norm 0.1338, swav 0.0000 LR: 4.911e-02 Score 99.395 Data time: 0.0922, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.2678 [2020-10-19 13:36:18,977][root][INFO] - ===> Epoch[6556](32776/5): Loss -0.8350, Sem 0.0172, dir -0.9868, norm 0.1347, swav 0.0000 LR: 4.911e-02 Score 99.444 Data time: 0.0798, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8793 [2020-10-19 13:36:20,885][root][INFO] - ===> Epoch[6556](32777/5): Loss -0.8509, Sem 0.0176, dir -0.9883, norm 0.1198, swav 0.0000 LR: 4.910e-02 Score 99.414 Data time: 0.0831, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8027 [2020-10-19 13:36:23,176][root][INFO] - ===> Epoch[6556](32778/5): Loss -0.8379, Sem 0.0176, dir -0.9870, norm 0.1316, swav 0.0000 LR: 4.910e-02 Score 99.407 Data time: 0.0806, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.2012 [2020-10-19 13:36:25,289][root][INFO] - ===> Epoch[6556](32779/5): Loss -0.8376, Sem 0.0169, dir -0.9869, norm 0.1323, swav 0.0000 LR: 4.910e-02 Score 99.445 Data time: 0.0891, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0121 [2020-10-19 13:36:27,463][root][INFO] - ===> Epoch[6556](32780/5): Loss -0.8382, Sem 0.0182, dir -0.9880, norm 0.1316, swav 0.0000 LR: 4.910e-02 Score 99.390 Data time: 0.0905, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0774 [2020-10-19 13:36:29,892][root][INFO] - ===> Epoch[6557](32781/5): Loss -0.8473, Sem 0.0179, dir -0.9877, norm 0.1225, swav 0.0000 LR: 4.910e-02 Score 99.401 Data time: 0.0746, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.3329 [2020-10-19 13:36:32,173][root][INFO] - ===> Epoch[6557](32782/5): Loss -0.8482, Sem 0.0175, dir -0.9884, norm 0.1227, swav 0.0000 LR: 4.910e-02 Score 99.408 Data time: 0.0594, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.1908 [2020-10-19 13:36:34,252][root][INFO] - ===> Epoch[6557](32783/5): Loss -0.8401, Sem 0.0187, dir -0.9870, norm 0.1281, swav 0.0000 LR: 4.909e-02 Score 99.404 Data time: 0.0724, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9873 [2020-10-19 13:36:36,487][root][INFO] - ===> Epoch[6557](32784/5): Loss -0.8504, Sem 0.0164, dir -0.9882, norm 0.1213, swav 0.0000 LR: 4.909e-02 Score 99.454 Data time: 0.0905, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.1508 [2020-10-19 13:36:38,528][root][INFO] - ===> Epoch[6557](32785/5): Loss -0.8256, Sem 0.0197, dir -0.9868, norm 0.1414, swav 0.0000 LR: 4.909e-02 Score 99.354 Data time: 0.0724, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9292 [2020-10-19 13:36:40,571][root][INFO] - ===> Epoch[6558](32786/5): Loss -0.8546, Sem 0.0175, dir -0.9881, norm 0.1160, swav 0.0000 LR: 4.909e-02 Score 99.403 Data time: 0.0703, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9499 [2020-10-19 13:36:42,572][root][INFO] - ===> Epoch[6558](32787/5): Loss -0.8410, Sem 0.0183, dir -0.9871, norm 0.1278, swav 0.0000 LR: 4.909e-02 Score 99.373 Data time: 0.0808, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9214 [2020-10-19 13:36:44,922][root][INFO] - ===> Epoch[6558](32788/5): Loss -0.8555, Sem 0.0160, dir -0.9879, norm 0.1164, swav 0.0000 LR: 4.909e-02 Score 99.468 Data time: 0.0717, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.2506 [2020-10-19 13:36:47,374][root][INFO] - ===> Epoch[6558](32789/5): Loss -0.8450, Sem 0.0183, dir -0.9881, norm 0.1248, swav 0.0000 LR: 4.908e-02 Score 99.385 Data time: 0.0677, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.3675 [2020-10-19 13:36:49,208][root][INFO] - ===> Epoch[6558](32790/5): Loss -0.8464, Sem 0.0167, dir -0.9881, norm 0.1250, swav 0.0000 LR: 4.908e-02 Score 99.425 Data time: 0.0642, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.7388 [2020-10-19 13:36:52,220][root][INFO] - ===> Epoch[6559](32791/5): Loss -0.8450, Sem 0.0154, dir -0.9872, norm 0.1268, swav 0.0000 LR: 4.908e-02 Score 99.484 Data time: 0.0792, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.9308 [2020-10-19 13:36:54,319][root][INFO] - ===> Epoch[6559](32792/5): Loss -0.8480, Sem 0.0175, dir -0.9880, norm 0.1224, swav 0.0000 LR: 4.908e-02 Score 99.409 Data time: 0.0815, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9960 [2020-10-19 13:36:56,371][root][INFO] - ===> Epoch[6559](32793/5): Loss -0.8503, Sem 0.0176, dir -0.9884, norm 0.1205, swav 0.0000 LR: 4.908e-02 Score 99.401 Data time: 0.0768, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9602 [2020-10-19 13:36:58,586][root][INFO] - ===> Epoch[6559](32794/5): Loss -0.8542, Sem 0.0154, dir -0.9884, norm 0.1188, swav 0.0000 LR: 4.908e-02 Score 99.484 Data time: 0.0992, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.1192 [2020-10-19 13:37:00,942][root][INFO] - ===> Epoch[6559](32795/5): Loss -0.8454, Sem 0.0185, dir -0.9866, norm 0.1228, swav 0.0000 LR: 4.907e-02 Score 99.378 Data time: 0.1626, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.2449 [2020-10-19 13:37:02,918][root][INFO] - ===> Epoch[6560](32796/5): Loss -0.8408, Sem 0.0158, dir -0.9883, norm 0.1317, swav 0.0000 LR: 4.907e-02 Score 99.473 Data time: 0.0869, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8331 [2020-10-19 13:37:05,023][root][INFO] - ===> Epoch[6560](32797/5): Loss -0.8524, Sem 0.0166, dir -0.9880, norm 0.1190, swav 0.0000 LR: 4.907e-02 Score 99.447 Data time: 0.0849, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9936 [2020-10-19 13:37:07,204][root][INFO] - ===> Epoch[6560](32798/5): Loss -0.8475, Sem 0.0162, dir -0.9880, norm 0.1244, swav 0.0000 LR: 4.907e-02 Score 99.439 Data time: 0.0608, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0776 [2020-10-19 13:37:09,252][root][INFO] - ===> Epoch[6560](32799/5): Loss -0.8386, Sem 0.0184, dir -0.9878, norm 0.1309, swav 0.0000 LR: 4.907e-02 Score 99.386 Data time: 0.0610, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9957 [2020-10-19 13:37:11,594][root][INFO] - ===> Epoch[6560](32800/5): Loss -0.8506, Sem 0.0177, dir -0.9893, norm 0.1210, swav 0.0000 LR: 4.907e-02 Score 99.408 Data time: 0.0832, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.2382 [2020-10-19 13:37:13,276][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 13:37:13,441][root][INFO] - ===> Start testing [2020-10-19 13:37:53,209][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1188 Loss 0.643 (AVG: 0.548) Score 89.007 (AVG: 90.463) mIOU 69.865 mAP 84.237 mAcc 77.252 IOU: 62.173 0.346 82.082 73.625 94.591 92.014 27.514 78.384 98.445 72.573 81.751 85.540 59.211 mAP: 80.526 17.936 96.291 85.358 98.870 98.203 52.310 96.517 99.733 91.542 93.595 94.769 89.430 mAcc: 78.003 2.644 91.111 81.487 95.955 97.385 30.126 91.931 99.343 85.862 91.078 96.273 63.073 [2020-10-19 13:37:53,211][root][INFO] - Finished test. Elapsed time: 39.7670 [2020-10-19 13:37:56,046][root][INFO] - [2020-10-19 13:37:56,046][root][INFO] - ################################################################ [2020-10-19 13:37:56,046][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 13:37:56,046][root][INFO] - ################################################################ [2020-10-19 13:37:56,046][root][INFO] - clutter : nan nan nan [2020-10-19 13:37:56,046][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 13:37:56,047][root][INFO] - board : 0.790 0.853 0.922 [2020-10-19 13:37:56,047][root][INFO] - bookcase : 0.264 0.399 0.557 [2020-10-19 13:37:56,047][root][INFO] - ceiling : 0.429 0.509 0.599 [2020-10-19 13:37:56,047][root][INFO] - chair : 0.819 0.901 0.918 [2020-10-19 13:37:56,047][root][INFO] - column : 0.161 0.264 0.355 [2020-10-19 13:37:56,047][root][INFO] - door : 0.734 0.881 0.958 [2020-10-19 13:37:56,047][root][INFO] - floor : 0.959 0.996 0.996 [2020-10-19 13:37:56,047][root][INFO] - sofa : 0.418 0.701 0.801 [2020-10-19 13:37:56,047][root][INFO] - table : 0.152 0.342 0.690 [2020-10-19 13:37:56,047][root][INFO] - wall : 0.529 0.714 0.792 [2020-10-19 13:37:56,047][root][INFO] - window : 0.523 0.764 0.764 [2020-10-19 13:37:56,047][root][INFO] - ---------------------------------------------------------------- [2020-10-19 13:37:56,047][root][INFO] - average : 0.481 0.610 0.696 [2020-10-19 13:37:56,047][root][INFO] - [2020-10-19 13:37:56,202][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 13:37:56,204][root][INFO] - Current best mIoU: 72.177 at iter 31200 [2020-10-19 13:37:57,986][root][INFO] - ===> Epoch[6561](32801/5): Loss -0.8310, Sem 0.0168, dir -0.9862, norm 0.1384, swav 0.0000 LR: 4.906e-02 Score 99.449 Data time: 0.0619, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.7771 [2020-10-19 13:38:00,134][root][INFO] - ===> Epoch[6561](32802/5): Loss -0.8562, Sem 0.0172, dir -0.9890, norm 0.1156, swav 0.0000 LR: 4.906e-02 Score 99.416 Data time: 0.0625, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0266 [2020-10-19 13:38:01,886][root][INFO] - ===> Epoch[6561](32803/5): Loss -0.8353, Sem 0.0192, dir -0.9870, norm 0.1325, swav 0.0000 LR: 4.906e-02 Score 99.354 Data time: 0.0744, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.6406 [2020-10-19 13:38:03,931][root][INFO] - ===> Epoch[6561](32804/5): Loss -0.8370, Sem 0.0197, dir -0.9863, norm 0.1295, swav 0.0000 LR: 4.906e-02 Score 99.345 Data time: 0.0552, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9542 [2020-10-19 13:38:05,998][root][INFO] - ===> Epoch[6561](32805/5): Loss -0.8479, Sem 0.0148, dir -0.9893, norm 0.1266, swav 0.0000 LR: 4.906e-02 Score 99.498 Data time: 0.0728, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9740 [2020-10-19 13:38:08,423][root][INFO] - ===> Epoch[6562](32806/5): Loss -0.8436, Sem 0.0166, dir -0.9879, norm 0.1276, swav 0.0000 LR: 4.906e-02 Score 99.428 Data time: 0.0796, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.3191 [2020-10-19 13:38:10,610][root][INFO] - ===> Epoch[6562](32807/5): Loss -0.8487, Sem 0.0176, dir -0.9898, norm 0.1235, swav 0.0000 LR: 4.905e-02 Score 99.446 Data time: 0.0831, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0730 [2020-10-19 13:38:13,490][root][INFO] - ===> Epoch[6562](32808/5): Loss -0.8424, Sem 0.0162, dir -0.9884, norm 0.1299, swav 0.0000 LR: 4.905e-02 Score 99.447 Data time: 0.0599, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.7658 [2020-10-19 13:38:16,414][root][INFO] - ===> Epoch[6562](32809/5): Loss -0.8475, Sem 0.0166, dir -0.9881, norm 0.1240, swav 0.0000 LR: 4.905e-02 Score 99.432 Data time: 0.0822, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.8337 [2020-10-19 13:38:18,648][root][INFO] - ===> Epoch[6562](32810/5): Loss -0.8380, Sem 0.0167, dir -0.9882, norm 0.1335, swav 0.0000 LR: 4.905e-02 Score 99.430 Data time: 0.0929, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.1351 [2020-10-19 13:38:20,899][root][INFO] - ===> Epoch[6563](32811/5): Loss -0.8582, Sem 0.0159, dir -0.9890, norm 0.1148, swav 0.0000 LR: 4.905e-02 Score 99.459 Data time: 0.0692, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.1404 [2020-10-19 13:38:22,922][root][INFO] - ===> Epoch[6563](32812/5): Loss -0.8400, Sem 0.0167, dir -0.9877, norm 0.1310, swav 0.0000 LR: 4.905e-02 Score 99.438 Data time: 0.0845, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9337 [2020-10-19 13:38:24,664][root][INFO] - ===> Epoch[6563](32813/5): Loss -0.8545, Sem 0.0164, dir -0.9886, norm 0.1177, swav 0.0000 LR: 4.905e-02 Score 99.440 Data time: 0.0765, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.6451 [2020-10-19 13:38:26,831][root][INFO] - ===> Epoch[6563](32814/5): Loss -0.8419, Sem 0.0158, dir -0.9873, norm 0.1297, swav 0.0000 LR: 4.904e-02 Score 99.476 Data time: 0.0768, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0634 [2020-10-19 13:38:29,442][root][INFO] - ===> Epoch[6563](32815/5): Loss -0.8464, Sem 0.0167, dir -0.9890, norm 0.1259, swav 0.0000 LR: 4.904e-02 Score 99.429 Data time: 0.0766, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.5241 [2020-10-19 13:38:31,433][root][INFO] - ===> Epoch[6564](32816/5): Loss -0.8469, Sem 0.0177, dir -0.9873, norm 0.1227, swav 0.0000 LR: 4.904e-02 Score 99.395 Data time: 0.0906, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8833 [2020-10-19 13:38:33,339][root][INFO] - ===> Epoch[6564](32817/5): Loss -0.8393, Sem 0.0191, dir -0.9872, norm 0.1288, swav 0.0000 LR: 4.904e-02 Score 99.350 Data time: 0.0635, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8031 [2020-10-19 13:38:35,467][root][INFO] - ===> Epoch[6564](32818/5): Loss -0.8499, Sem 0.0166, dir -0.9890, norm 0.1225, swav 0.0000 LR: 4.904e-02 Score 99.434 Data time: 0.0810, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0279 [2020-10-19 13:38:37,462][root][INFO] - ===> Epoch[6564](32819/5): Loss -0.8501, Sem 0.0167, dir -0.9883, norm 0.1216, swav 0.0000 LR: 4.904e-02 Score 99.429 Data time: 0.0856, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8642 [2020-10-19 13:38:39,852][root][INFO] - ===> Epoch[6564](32820/5): Loss -0.8423, Sem 0.0160, dir -0.9871, norm 0.1287, swav 0.0000 LR: 4.903e-02 Score 99.460 Data time: 0.0744, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.2959 [2020-10-19 13:38:42,242][root][INFO] - ===> Epoch[6565](32821/5): Loss -0.8413, Sem 0.0170, dir -0.9876, norm 0.1292, swav 0.0000 LR: 4.903e-02 Score 99.437 Data time: 0.0922, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.2988 [2020-10-19 13:38:44,406][root][INFO] - ===> Epoch[6565](32822/5): Loss -0.8450, Sem 0.0165, dir -0.9878, norm 0.1263, swav 0.0000 LR: 4.903e-02 Score 99.450 Data time: 0.0917, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0482 [2020-10-19 13:38:46,357][root][INFO] - ===> Epoch[6565](32823/5): Loss -0.8451, Sem 0.0164, dir -0.9892, norm 0.1276, swav 0.0000 LR: 4.903e-02 Score 99.443 Data time: 0.0883, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8552 [2020-10-19 13:38:48,700][root][INFO] - ===> Epoch[6565](32824/5): Loss -0.8438, Sem 0.0168, dir -0.9881, norm 0.1275, swav 0.0000 LR: 4.903e-02 Score 99.422 Data time: 0.0706, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.2269 [2020-10-19 13:38:50,672][root][INFO] - ===> Epoch[6565](32825/5): Loss -0.8480, Sem 0.0174, dir -0.9882, norm 0.1229, swav 0.0000 LR: 4.903e-02 Score 99.429 Data time: 0.0734, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8651 [2020-10-19 13:38:52,806][root][INFO] - ===> Epoch[6566](32826/5): Loss -0.8381, Sem 0.0172, dir -0.9882, norm 0.1329, swav 0.0000 LR: 4.902e-02 Score 99.414 Data time: 0.0740, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0357 [2020-10-19 13:38:54,946][root][INFO] - ===> Epoch[6566](32827/5): Loss -0.8494, Sem 0.0166, dir -0.9874, norm 0.1215, swav 0.0000 LR: 4.902e-02 Score 99.444 Data time: 0.0888, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0164 [2020-10-19 13:38:57,542][root][INFO] - ===> Epoch[6566](32828/5): Loss -0.8451, Sem 0.0170, dir -0.9887, norm 0.1266, swav 0.0000 LR: 4.902e-02 Score 99.432 Data time: 0.2377, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.4836 [2020-10-19 13:38:59,740][root][INFO] - ===> Epoch[6566](32829/5): Loss -0.8431, Sem 0.0173, dir -0.9878, norm 0.1273, swav 0.0000 LR: 4.902e-02 Score 99.434 Data time: 0.0995, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0598 [2020-10-19 13:39:01,949][root][INFO] - ===> Epoch[6566](32830/5): Loss -0.8514, Sem 0.0168, dir -0.9877, norm 0.1195, swav 0.0000 LR: 4.902e-02 Score 99.431 Data time: 0.0807, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0896 [2020-10-19 13:39:04,680][root][INFO] - ===> Epoch[6567](32831/5): Loss -0.8444, Sem 0.0165, dir -0.9880, norm 0.1271, swav 0.0000 LR: 4.902e-02 Score 99.426 Data time: 0.0743, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.6131 [2020-10-19 13:39:07,087][root][INFO] - ===> Epoch[6567](32832/5): Loss -0.8497, Sem 0.0156, dir -0.9893, norm 0.1240, swav 0.0000 LR: 4.901e-02 Score 99.472 Data time: 0.1085, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.3084 [2020-10-19 13:39:09,158][root][INFO] - ===> Epoch[6567](32833/5): Loss -0.8345, Sem 0.0166, dir -0.9888, norm 0.1376, swav 0.0000 LR: 4.901e-02 Score 99.433 Data time: 0.0942, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9373 [2020-10-19 13:39:11,520][root][INFO] - ===> Epoch[6567](32834/5): Loss -0.8488, Sem 0.0165, dir -0.9883, norm 0.1230, swav 0.0000 LR: 4.901e-02 Score 99.446 Data time: 0.0689, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.2334 [2020-10-19 13:39:13,540][root][INFO] - ===> Epoch[6567](32835/5): Loss -0.8395, Sem 0.0173, dir -0.9871, norm 0.1303, swav 0.0000 LR: 4.901e-02 Score 99.418 Data time: 0.0656, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9076 [2020-10-19 13:39:15,647][root][INFO] - ===> Epoch[6568](32836/5): Loss -0.8493, Sem 0.0146, dir -0.9896, norm 0.1257, swav 0.0000 LR: 4.901e-02 Score 99.504 Data time: 0.0734, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0180 [2020-10-19 13:39:18,171][root][INFO] - ===> Epoch[6568](32837/5): Loss -0.8509, Sem 0.0167, dir -0.9880, norm 0.1204, swav 0.0000 LR: 4.901e-02 Score 99.427 Data time: 0.0724, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.4024 [2020-10-19 13:39:20,277][root][INFO] - ===> Epoch[6568](32838/5): Loss -0.8486, Sem 0.0158, dir -0.9879, norm 0.1236, swav 0.0000 LR: 4.900e-02 Score 99.457 Data time: 0.0727, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0053 [2020-10-19 13:39:22,955][root][INFO] - ===> Epoch[6568](32839/5): Loss -0.8566, Sem 0.0156, dir -0.9893, norm 0.1170, swav 0.0000 LR: 4.900e-02 Score 99.465 Data time: 0.1287, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.5849 [2020-10-19 13:39:25,158][root][INFO] - ===> Epoch[6568](32840/5): Loss -0.8416, Sem 0.0163, dir -0.9879, norm 0.1301, swav 0.0000 LR: 4.900e-02 Score 99.441 Data time: 0.0960, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0840 [2020-10-19 13:39:28,358][root][INFO] - ===> Epoch[6569](32841/5): Loss -0.8512, Sem 0.0167, dir -0.9882, norm 0.1203, swav 0.0000 LR: 4.900e-02 Score 99.470 Data time: 0.0709, Forward time: 0.7782, Backward time: 1.1675, DDP time: 0.0032, Total iter time: 3.1193 [2020-10-19 13:39:30,249][root][INFO] - ===> Epoch[6569](32842/5): Loss -0.8467, Sem 0.0178, dir -0.9877, norm 0.1232, swav 0.0000 LR: 4.900e-02 Score 99.395 Data time: 0.0604, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.7953 [2020-10-19 13:39:32,352][root][INFO] - ===> Epoch[6569](32843/5): Loss -0.8485, Sem 0.0182, dir -0.9882, norm 0.1215, swav 0.0000 LR: 4.900e-02 Score 99.374 Data time: 0.0742, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9928 [2020-10-19 13:39:34,517][root][INFO] - ===> Epoch[6569](32844/5): Loss -0.8496, Sem 0.0170, dir -0.9877, norm 0.1212, swav 0.0000 LR: 4.899e-02 Score 99.427 Data time: 0.0942, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0599 [2020-10-19 13:39:36,647][root][INFO] - ===> Epoch[6569](32845/5): Loss -0.8424, Sem 0.0172, dir -0.9875, norm 0.1279, swav 0.0000 LR: 4.899e-02 Score 99.424 Data time: 0.0655, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0062 [2020-10-19 13:39:38,730][root][INFO] - ===> Epoch[6570](32846/5): Loss -0.8359, Sem 0.0172, dir -0.9883, norm 0.1352, swav 0.0000 LR: 4.899e-02 Score 99.410 Data time: 0.0702, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9721 [2020-10-19 13:39:40,795][root][INFO] - ===> Epoch[6570](32847/5): Loss -0.8545, Sem 0.0154, dir -0.9896, norm 0.1196, swav 0.0000 LR: 4.899e-02 Score 99.483 Data time: 0.0817, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9726 [2020-10-19 13:39:42,944][root][INFO] - ===> Epoch[6570](32848/5): Loss -0.8334, Sem 0.0177, dir -0.9874, norm 0.1363, swav 0.0000 LR: 4.899e-02 Score 99.442 Data time: 0.0978, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0159 [2020-10-19 13:39:44,937][root][INFO] - ===> Epoch[6570](32849/5): Loss -0.8531, Sem 0.0180, dir -0.9878, norm 0.1167, swav 0.0000 LR: 4.899e-02 Score 99.404 Data time: 0.0709, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8961 [2020-10-19 13:39:46,968][root][INFO] - ===> Epoch[6570](32850/5): Loss -0.8469, Sem 0.0170, dir -0.9882, norm 0.1243, swav 0.0000 LR: 4.899e-02 Score 99.419 Data time: 0.1541, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9607 [2020-10-19 13:39:49,589][root][INFO] - ===> Epoch[6571](32851/5): Loss -0.8555, Sem 0.0162, dir -0.9887, norm 0.1170, swav 0.0000 LR: 4.898e-02 Score 99.452 Data time: 0.0958, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.5146 [2020-10-19 13:39:51,722][root][INFO] - ===> Epoch[6571](32852/5): Loss -0.8393, Sem 0.0160, dir -0.9874, norm 0.1320, swav 0.0000 LR: 4.898e-02 Score 99.460 Data time: 0.0708, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0091 [2020-10-19 13:39:54,070][root][INFO] - ===> Epoch[6571](32853/5): Loss -0.8516, Sem 0.0173, dir -0.9879, norm 0.1189, swav 0.0000 LR: 4.898e-02 Score 99.406 Data time: 0.0771, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.2757 [2020-10-19 13:39:56,375][root][INFO] - ===> Epoch[6571](32854/5): Loss -0.8401, Sem 0.0166, dir -0.9883, norm 0.1315, swav 0.0000 LR: 4.898e-02 Score 99.436 Data time: 0.1008, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.1955 [2020-10-19 13:39:58,839][root][INFO] - ===> Epoch[6571](32855/5): Loss -0.8440, Sem 0.0171, dir -0.9882, norm 0.1271, swav 0.0000 LR: 4.898e-02 Score 99.414 Data time: 0.0827, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.3406 [2020-10-19 13:40:00,602][root][INFO] - ===> Epoch[6572](32856/5): Loss -0.8588, Sem 0.0168, dir -0.9894, norm 0.1138, swav 0.0000 LR: 4.898e-02 Score 99.437 Data time: 0.0776, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.6634 [2020-10-19 13:40:03,193][root][INFO] - ===> Epoch[6572](32857/5): Loss -0.8475, Sem 0.0165, dir -0.9892, norm 0.1252, swav 0.0000 LR: 4.897e-02 Score 99.453 Data time: 0.0517, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.4962 [2020-10-19 13:40:05,034][root][INFO] - ===> Epoch[6572](32858/5): Loss -0.8424, Sem 0.0182, dir -0.9862, norm 0.1256, swav 0.0000 LR: 4.897e-02 Score 99.387 Data time: 0.0591, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.7338 [2020-10-19 13:40:07,237][root][INFO] - ===> Epoch[6572](32859/5): Loss -0.8347, Sem 0.0193, dir -0.9870, norm 0.1330, swav 0.0000 LR: 4.897e-02 Score 99.357 Data time: 0.1093, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.1157 [2020-10-19 13:40:09,634][root][INFO] - ===> Epoch[6572](32860/5): Loss -0.8449, Sem 0.0150, dir -0.9890, norm 0.1292, swav 0.0000 LR: 4.897e-02 Score 99.503 Data time: 0.1112, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.2735 [2020-10-19 13:40:12,495][root][INFO] - ===> Epoch[6573](32861/5): Loss -0.8515, Sem 0.0176, dir -0.9880, norm 0.1190, swav 0.0000 LR: 4.897e-02 Score 99.416 Data time: 0.1157, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.7533 [2020-10-19 13:40:14,467][root][INFO] - ===> Epoch[6573](32862/5): Loss -0.8312, Sem 0.0177, dir -0.9878, norm 0.1389, swav 0.0000 LR: 4.897e-02 Score 99.398 Data time: 0.1102, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8546 [2020-10-19 13:40:16,671][root][INFO] - ===> Epoch[6573](32863/5): Loss -0.8344, Sem 0.0176, dir -0.9874, norm 0.1355, swav 0.0000 LR: 4.896e-02 Score 99.419 Data time: 0.0873, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0645 [2020-10-19 13:40:18,713][root][INFO] - ===> Epoch[6573](32864/5): Loss -0.8424, Sem 0.0155, dir -0.9891, norm 0.1311, swav 0.0000 LR: 4.896e-02 Score 99.471 Data time: 0.0909, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9287 [2020-10-19 13:40:20,633][root][INFO] - ===> Epoch[6573](32865/5): Loss -0.8503, Sem 0.0146, dir -0.9894, norm 0.1245, swav 0.0000 LR: 4.896e-02 Score 99.508 Data time: 0.0839, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8144 [2020-10-19 13:40:22,680][root][INFO] - ===> Epoch[6574](32866/5): Loss -0.8334, Sem 0.0220, dir -0.9872, norm 0.1318, swav 0.0000 LR: 4.896e-02 Score 99.387 Data time: 0.0822, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9227 [2020-10-19 13:40:25,031][root][INFO] - ===> Epoch[6574](32867/5): Loss -0.8388, Sem 0.0162, dir -0.9878, norm 0.1328, swav 0.0000 LR: 4.896e-02 Score 99.447 Data time: 0.0770, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.2531 [2020-10-19 13:40:26,961][root][INFO] - ===> Epoch[6574](32868/5): Loss -0.8468, Sem 0.0173, dir -0.9883, norm 0.1242, swav 0.0000 LR: 4.896e-02 Score 99.413 Data time: 0.0736, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8358 [2020-10-19 13:40:29,077][root][INFO] - ===> Epoch[6574](32869/5): Loss -0.8392, Sem 0.0173, dir -0.9878, norm 0.1313, swav 0.0000 LR: 4.895e-02 Score 99.415 Data time: 0.0634, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0248 [2020-10-19 13:40:31,088][root][INFO] - ===> Epoch[6574](32870/5): Loss -0.8485, Sem 0.0155, dir -0.9888, norm 0.1248, swav 0.0000 LR: 4.895e-02 Score 99.461 Data time: 0.0856, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9238 [2020-10-19 13:40:33,179][root][INFO] - ===> Epoch[6575](32871/5): Loss -0.8423, Sem 0.0167, dir -0.9880, norm 0.1289, swav 0.0000 LR: 4.895e-02 Score 99.451 Data time: 0.0814, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9864 [2020-10-19 13:40:35,376][root][INFO] - ===> Epoch[6575](32872/5): Loss -0.8498, Sem 0.0173, dir -0.9890, norm 0.1219, swav 0.0000 LR: 4.895e-02 Score 99.467 Data time: 0.0676, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0877 [2020-10-19 13:40:37,809][root][INFO] - ===> Epoch[6575](32873/5): Loss -0.8313, Sem 0.0180, dir -0.9871, norm 0.1377, swav 0.0000 LR: 4.895e-02 Score 99.404 Data time: 0.0786, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.3193 [2020-10-19 13:40:39,868][root][INFO] - ===> Epoch[6575](32874/5): Loss -0.8553, Sem 0.0167, dir -0.9884, norm 0.1164, swav 0.0000 LR: 4.895e-02 Score 99.427 Data time: 0.0660, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9480 [2020-10-19 13:40:42,008][root][INFO] - ===> Epoch[6575](32875/5): Loss -0.8347, Sem 0.0175, dir -0.9869, norm 0.1347, swav 0.0000 LR: 4.894e-02 Score 99.433 Data time: 0.0891, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0634 [2020-10-19 13:40:44,462][root][INFO] - ===> Epoch[6576](32876/5): Loss -0.8474, Sem 0.0168, dir -0.9891, norm 0.1250, swav 0.0000 LR: 4.894e-02 Score 99.448 Data time: 0.0712, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.3345 [2020-10-19 13:40:46,455][root][INFO] - ===> Epoch[6576](32877/5): Loss -0.8427, Sem 0.0177, dir -0.9878, norm 0.1274, swav 0.0000 LR: 4.894e-02 Score 99.404 Data time: 0.0808, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8811 [2020-10-19 13:40:48,748][root][INFO] - ===> Epoch[6576](32878/5): Loss -0.8308, Sem 0.0159, dir -0.9878, norm 0.1411, swav 0.0000 LR: 4.894e-02 Score 99.471 Data time: 0.0712, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.1918 [2020-10-19 13:40:50,905][root][INFO] - ===> Epoch[6576](32879/5): Loss -0.8474, Sem 0.0172, dir -0.9878, norm 0.1232, swav 0.0000 LR: 4.894e-02 Score 99.420 Data time: 0.0809, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0609 [2020-10-19 13:40:52,936][root][INFO] - ===> Epoch[6576](32880/5): Loss -0.8425, Sem 0.0164, dir -0.9868, norm 0.1280, swav 0.0000 LR: 4.894e-02 Score 99.450 Data time: 0.0705, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9232 [2020-10-19 13:40:54,958][root][INFO] - ===> Epoch[6577](32881/5): Loss -0.8457, Sem 0.0185, dir -0.9880, norm 0.1238, swav 0.0000 LR: 4.893e-02 Score 99.386 Data time: 0.0842, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9127 [2020-10-19 13:40:57,044][root][INFO] - ===> Epoch[6577](32882/5): Loss -0.8464, Sem 0.0150, dir -0.9876, norm 0.1262, swav 0.0000 LR: 4.893e-02 Score 99.491 Data time: 0.0945, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9880 [2020-10-19 13:40:58,940][root][INFO] - ===> Epoch[6577](32883/5): Loss -0.8389, Sem 0.0176, dir -0.9871, norm 0.1306, swav 0.0000 LR: 4.893e-02 Score 99.404 Data time: 0.0735, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.7907 [2020-10-19 13:41:00,867][root][INFO] - ===> Epoch[6577](32884/5): Loss -0.8529, Sem 0.0157, dir -0.9882, norm 0.1196, swav 0.0000 LR: 4.893e-02 Score 99.462 Data time: 0.1403, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8111 [2020-10-19 13:41:03,671][root][INFO] - ===> Epoch[6577](32885/5): Loss -0.8292, Sem 0.0173, dir -0.9881, norm 0.1415, swav 0.0000 LR: 4.893e-02 Score 99.419 Data time: 0.0772, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.7206 [2020-10-19 13:41:05,437][root][INFO] - ===> Epoch[6578](32886/5): Loss -0.8394, Sem 0.0164, dir -0.9872, norm 0.1315, swav 0.0000 LR: 4.893e-02 Score 99.445 Data time: 0.0860, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.6358 [2020-10-19 13:41:07,860][root][INFO] - ===> Epoch[6578](32887/5): Loss -0.8361, Sem 0.0156, dir -0.9889, norm 0.1372, swav 0.0000 LR: 4.893e-02 Score 99.477 Data time: 0.0845, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.3498 [2020-10-19 13:41:09,817][root][INFO] - ===> Epoch[6578](32888/5): Loss -0.8428, Sem 0.0169, dir -0.9875, norm 0.1278, swav 0.0000 LR: 4.892e-02 Score 99.434 Data time: 0.0768, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8504 [2020-10-19 13:41:11,918][root][INFO] - ===> Epoch[6578](32889/5): Loss -0.8472, Sem 0.0161, dir -0.9874, norm 0.1240, swav 0.0000 LR: 4.892e-02 Score 99.449 Data time: 0.0702, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9873 [2020-10-19 13:41:14,538][root][INFO] - ===> Epoch[6578](32890/5): Loss -0.8426, Sem 0.0188, dir -0.9888, norm 0.1274, swav 0.0000 LR: 4.892e-02 Score 99.401 Data time: 0.1236, Forward time: 0.7782, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.5153 [2020-10-19 13:41:16,760][root][INFO] - ===> Epoch[6579](32891/5): Loss -0.8445, Sem 0.0145, dir -0.9882, norm 0.1292, swav 0.0000 LR: 4.892e-02 Score 99.515 Data time: 0.1008, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0923 [2020-10-19 13:41:18,887][root][INFO] - ===> Epoch[6579](32892/5): Loss -0.8537, Sem 0.0162, dir -0.9886, norm 0.1188, swav 0.0000 LR: 4.892e-02 Score 99.451 Data time: 0.0795, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0035 [2020-10-19 13:41:21,528][root][INFO] - ===> Epoch[6579](32893/5): Loss -0.8417, Sem 0.0199, dir -0.9869, norm 0.1254, swav 0.0000 LR: 4.892e-02 Score 99.323 Data time: 0.0763, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.5288 [2020-10-19 13:41:24,082][root][INFO] - ===> Epoch[6579](32894/5): Loss -0.8343, Sem 0.0164, dir -0.9876, norm 0.1368, swav 0.0000 LR: 4.891e-02 Score 99.459 Data time: 0.0873, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.4624 [2020-10-19 13:41:25,912][root][INFO] - ===> Epoch[6579](32895/5): Loss -0.8587, Sem 0.0142, dir -0.9895, norm 0.1166, swav 0.0000 LR: 4.891e-02 Score 99.525 Data time: 0.0820, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.7194 [2020-10-19 13:41:27,909][root][INFO] - ===> Epoch[6580](32896/5): Loss -0.8379, Sem 0.0177, dir -0.9876, norm 0.1320, swav 0.0000 LR: 4.891e-02 Score 99.403 Data time: 0.0781, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8731 [2020-10-19 13:41:30,229][root][INFO] - ===> Epoch[6580](32897/5): Loss -0.8437, Sem 0.0155, dir -0.9877, norm 0.1285, swav 0.0000 LR: 4.891e-02 Score 99.476 Data time: 0.0761, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.2289 [2020-10-19 13:41:32,476][root][INFO] - ===> Epoch[6580](32898/5): Loss -0.8593, Sem 0.0168, dir -0.9884, norm 0.1123, swav 0.0000 LR: 4.891e-02 Score 99.420 Data time: 0.0800, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.1542 [2020-10-19 13:41:34,866][root][INFO] - ===> Epoch[6580](32899/5): Loss -0.8317, Sem 0.0163, dir -0.9877, norm 0.1397, swav 0.0000 LR: 4.891e-02 Score 99.463 Data time: 0.1121, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.2932 [2020-10-19 13:41:37,368][root][INFO] - ===> Epoch[6580](32900/5): Loss -0.8374, Sem 0.0189, dir -0.9863, norm 0.1299, swav 0.0000 LR: 4.890e-02 Score 99.359 Data time: 0.1094, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.3943 [2020-10-19 13:41:38,531][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 13:41:40,537][root][INFO] - ===> Epoch[6581](32901/5): Loss -0.8361, Sem 0.0150, dir -0.9886, norm 0.1375, swav 0.0000 LR: 4.890e-02 Score 99.492 Data time: 0.0953, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.7852 [2020-10-19 13:41:42,684][root][INFO] - ===> Epoch[6581](32902/5): Loss -0.8498, Sem 0.0161, dir -0.9896, norm 0.1237, swav 0.0000 LR: 4.890e-02 Score 99.461 Data time: 0.0816, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0454 [2020-10-19 13:41:44,936][root][INFO] - ===> Epoch[6581](32903/5): Loss -0.8498, Sem 0.0160, dir -0.9879, norm 0.1221, swav 0.0000 LR: 4.890e-02 Score 99.461 Data time: 0.0627, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.1618 [2020-10-19 13:41:46,970][root][INFO] - ===> Epoch[6581](32904/5): Loss -0.8474, Sem 0.0157, dir -0.9875, norm 0.1244, swav 0.0000 LR: 4.890e-02 Score 99.480 Data time: 0.0557, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9529 [2020-10-19 13:41:48,696][root][INFO] - ===> Epoch[6581](32905/5): Loss -0.8345, Sem 0.0171, dir -0.9887, norm 0.1371, swav 0.0000 LR: 4.890e-02 Score 99.408 Data time: 0.0773, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.6479 [2020-10-19 13:41:50,716][root][INFO] - ===> Epoch[6582](32906/5): Loss -0.8375, Sem 0.0170, dir -0.9873, norm 0.1328, swav 0.0000 LR: 4.889e-02 Score 99.434 Data time: 0.0750, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.9555 [2020-10-19 13:41:52,914][root][INFO] - ===> Epoch[6582](32907/5): Loss -0.8512, Sem 0.0172, dir -0.9881, norm 0.1198, swav 0.0000 LR: 4.889e-02 Score 99.405 Data time: 0.0824, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.1015 [2020-10-19 13:41:54,857][root][INFO] - ===> Epoch[6582](32908/5): Loss -0.8440, Sem 0.0150, dir -0.9875, norm 0.1286, swav 0.0000 LR: 4.889e-02 Score 99.495 Data time: 0.0831, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8347 [2020-10-19 13:41:56,948][root][INFO] - ===> Epoch[6582](32909/5): Loss -0.8376, Sem 0.0184, dir -0.9877, norm 0.1317, swav 0.0000 LR: 4.889e-02 Score 99.391 Data time: 0.0713, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.9822 [2020-10-19 13:41:58,993][root][INFO] - ===> Epoch[6582](32910/5): Loss -0.8456, Sem 0.0171, dir -0.9882, norm 0.1255, swav 0.0000 LR: 4.889e-02 Score 99.424 Data time: 0.0889, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.9605 [2020-10-19 13:42:01,060][root][INFO] - ===> Epoch[6583](32911/5): Loss -0.8472, Sem 0.0158, dir -0.9889, norm 0.1259, swav 0.0000 LR: 4.889e-02 Score 99.480 Data time: 0.1154, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.9619 [2020-10-19 13:42:04,495][root][INFO] - ===> Epoch[6583](32912/5): Loss -0.8302, Sem 0.0162, dir -0.9874, norm 0.1409, swav 0.0000 LR: 4.888e-02 Score 99.469 Data time: 0.0975, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 3.3395 [2020-10-19 13:42:06,440][root][INFO] - ===> Epoch[6583](32913/5): Loss -0.8463, Sem 0.0166, dir -0.9885, norm 0.1256, swav 0.0000 LR: 4.888e-02 Score 99.447 Data time: 0.0791, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 1.8214 [2020-10-19 13:42:08,591][root][INFO] - ===> Epoch[6583](32914/5): Loss -0.8330, Sem 0.0153, dir -0.9885, norm 0.1403, swav 0.0000 LR: 4.888e-02 Score 99.475 Data time: 0.0694, Forward time: 0.7783, Backward time: 1.1674, DDP time: 0.0032, Total iter time: 2.0634 [2020-10-19 13:42:10,641][root][INFO] - ===> Epoch[6583](32915/5): Loss -0.8546, Sem 0.0159, dir -0.9886, norm 0.1181, swav 0.0000 LR: 4.888e-02 Score 99.459 Data time: 0.0846, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.9654 [2020-10-19 13:42:12,790][root][INFO] - ===> Epoch[6584](32916/5): Loss -0.8410, Sem 0.0157, dir -0.9876, norm 0.1309, swav 0.0000 LR: 4.888e-02 Score 99.467 Data time: 0.0733, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.0307 [2020-10-19 13:42:15,002][root][INFO] - ===> Epoch[6584](32917/5): Loss -0.8356, Sem 0.0161, dir -0.9882, norm 0.1366, swav 0.0000 LR: 4.888e-02 Score 99.455 Data time: 0.1002, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.1228 [2020-10-19 13:42:17,146][root][INFO] - ===> Epoch[6584](32918/5): Loss -0.8433, Sem 0.0172, dir -0.9877, norm 0.1272, swav 0.0000 LR: 4.887e-02 Score 99.435 Data time: 0.0943, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.0400 [2020-10-19 13:42:19,256][root][INFO] - ===> Epoch[6584](32919/5): Loss -0.8380, Sem 0.0167, dir -0.9879, norm 0.1332, swav 0.0000 LR: 4.887e-02 Score 99.452 Data time: 0.0771, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.9921 [2020-10-19 13:42:21,338][root][INFO] - ===> Epoch[6584](32920/5): Loss -0.8295, Sem 0.0202, dir -0.9873, norm 0.1377, swav 0.0000 LR: 4.887e-02 Score 99.334 Data time: 0.1141, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.9926 [2020-10-19 13:42:23,820][root][INFO] - ===> Epoch[6585](32921/5): Loss -0.8303, Sem 0.0168, dir -0.9885, norm 0.1414, swav 0.0000 LR: 4.887e-02 Score 99.448 Data time: 0.0915, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.4133 [2020-10-19 13:42:25,797][root][INFO] - ===> Epoch[6585](32922/5): Loss -0.8392, Sem 0.0159, dir -0.9876, norm 0.1325, swav 0.0000 LR: 4.887e-02 Score 99.476 Data time: 0.0887, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.8526 [2020-10-19 13:42:27,818][root][INFO] - ===> Epoch[6585](32923/5): Loss -0.8416, Sem 0.0155, dir -0.9896, norm 0.1325, swav 0.0000 LR: 4.887e-02 Score 99.472 Data time: 0.0829, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.9318 [2020-10-19 13:42:29,969][root][INFO] - ===> Epoch[6585](32924/5): Loss -0.8385, Sem 0.0179, dir -0.9869, norm 0.1305, swav 0.0000 LR: 4.886e-02 Score 99.390 Data time: 0.0779, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.0504 [2020-10-19 13:42:31,976][root][INFO] - ===> Epoch[6585](32925/5): Loss -0.8521, Sem 0.0159, dir -0.9890, norm 0.1211, swav 0.0000 LR: 4.886e-02 Score 99.467 Data time: 0.0950, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.9076 [2020-10-19 13:42:34,352][root][INFO] - ===> Epoch[6586](32926/5): Loss -0.8445, Sem 0.0171, dir -0.9875, norm 0.1259, swav 0.0000 LR: 4.886e-02 Score 99.422 Data time: 0.1384, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.2600 [2020-10-19 13:42:36,451][root][INFO] - ===> Epoch[6586](32927/5): Loss -0.8489, Sem 0.0177, dir -0.9884, norm 0.1218, swav 0.0000 LR: 4.886e-02 Score 99.396 Data time: 0.0955, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.9976 [2020-10-19 13:42:38,761][root][INFO] - ===> Epoch[6586](32928/5): Loss -0.8283, Sem 0.0143, dir -0.9876, norm 0.1449, swav 0.0000 LR: 4.886e-02 Score 99.529 Data time: 0.0799, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.2174 [2020-10-19 13:42:40,870][root][INFO] - ===> Epoch[6586](32929/5): Loss -0.8419, Sem 0.0164, dir -0.9877, norm 0.1294, swav 0.0000 LR: 4.886e-02 Score 99.447 Data time: 0.0728, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.0058 [2020-10-19 13:42:43,447][root][INFO] - ===> Epoch[6586](32930/5): Loss -0.8393, Sem 0.0163, dir -0.9887, norm 0.1331, swav 0.0000 LR: 4.886e-02 Score 99.434 Data time: 0.0741, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.4861 [2020-10-19 13:42:45,403][root][INFO] - ===> Epoch[6587](32931/5): Loss -0.8415, Sem 0.0165, dir -0.9881, norm 0.1301, swav 0.0000 LR: 4.885e-02 Score 99.446 Data time: 0.0740, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.8580 [2020-10-19 13:42:47,352][root][INFO] - ===> Epoch[6587](32932/5): Loss -0.8524, Sem 0.0185, dir -0.9880, norm 0.1171, swav 0.0000 LR: 4.885e-02 Score 99.381 Data time: 0.0808, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.8585 [2020-10-19 13:42:49,524][root][INFO] - ===> Epoch[6587](32933/5): Loss -0.8303, Sem 0.0155, dir -0.9872, norm 0.1414, swav 0.0000 LR: 4.885e-02 Score 99.503 Data time: 0.0878, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.0663 [2020-10-19 13:42:51,912][root][INFO] - ===> Epoch[6587](32934/5): Loss -0.8644, Sem 0.0140, dir -0.9895, norm 0.1111, swav 0.0000 LR: 4.885e-02 Score 99.533 Data time: 0.0872, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.2748 [2020-10-19 13:42:53,904][root][INFO] - ===> Epoch[6587](32935/5): Loss -0.8450, Sem 0.0158, dir -0.9878, norm 0.1270, swav 0.0000 LR: 4.885e-02 Score 99.466 Data time: 0.0754, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.8747 [2020-10-19 13:42:55,856][root][INFO] - ===> Epoch[6588](32936/5): Loss -0.8456, Sem 0.0177, dir -0.9882, norm 0.1249, swav 0.0000 LR: 4.885e-02 Score 99.408 Data time: 0.0779, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.8578 [2020-10-19 13:42:58,115][root][INFO] - ===> Epoch[6588](32937/5): Loss -0.8389, Sem 0.0170, dir -0.9884, norm 0.1326, swav 0.0000 LR: 4.884e-02 Score 99.421 Data time: 0.0830, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.1535 [2020-10-19 13:43:01,131][root][INFO] - ===> Epoch[6588](32938/5): Loss -0.8586, Sem 0.0155, dir -0.9888, norm 0.1148, swav 0.0000 LR: 4.884e-02 Score 99.468 Data time: 0.0753, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.8856 [2020-10-19 13:43:02,916][root][INFO] - ===> Epoch[6588](32939/5): Loss -0.8512, Sem 0.0168, dir -0.9878, norm 0.1198, swav 0.0000 LR: 4.884e-02 Score 99.437 Data time: 0.0846, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.6857 [2020-10-19 13:43:05,232][root][INFO] - ===> Epoch[6588](32940/5): Loss -0.8411, Sem 0.0149, dir -0.9885, norm 0.1325, swav 0.0000 LR: 4.884e-02 Score 99.507 Data time: 0.1028, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.2002 [2020-10-19 13:43:07,591][root][INFO] - ===> Epoch[6589](32941/5): Loss -0.8514, Sem 0.0175, dir -0.9879, norm 0.1190, swav 0.0000 LR: 4.884e-02 Score 99.399 Data time: 0.0794, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.2164 [2020-10-19 13:43:09,621][root][INFO] - ===> Epoch[6589](32942/5): Loss -0.8521, Sem 0.0173, dir -0.9884, norm 0.1190, swav 0.0000 LR: 4.884e-02 Score 99.411 Data time: 0.0901, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.9318 [2020-10-19 13:43:11,418][root][INFO] - ===> Epoch[6589](32943/5): Loss -0.8444, Sem 0.0173, dir -0.9870, norm 0.1254, swav 0.0000 LR: 4.883e-02 Score 99.417 Data time: 0.0853, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.7111 [2020-10-19 13:43:14,177][root][INFO] - ===> Epoch[6589](32944/5): Loss -0.8450, Sem 0.0161, dir -0.9887, norm 0.1275, swav 0.0000 LR: 4.883e-02 Score 99.455 Data time: 0.0914, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.6810 [2020-10-19 13:43:16,406][root][INFO] - ===> Epoch[6589](32945/5): Loss -0.8515, Sem 0.0167, dir -0.9879, norm 0.1197, swav 0.0000 LR: 4.883e-02 Score 99.437 Data time: 0.0717, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.1121 [2020-10-19 13:43:18,697][root][INFO] - ===> Epoch[6590](32946/5): Loss -0.8506, Sem 0.0167, dir -0.9886, norm 0.1214, swav 0.0000 LR: 4.883e-02 Score 99.448 Data time: 0.0816, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.2101 [2020-10-19 13:43:20,604][root][INFO] - ===> Epoch[6590](32947/5): Loss -0.8409, Sem 0.0187, dir -0.9874, norm 0.1278, swav 0.0000 LR: 4.883e-02 Score 99.362 Data time: 0.0596, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.7991 [2020-10-19 13:43:23,407][root][INFO] - ===> Epoch[6590](32948/5): Loss -0.8542, Sem 0.0170, dir -0.9885, norm 0.1173, swav 0.0000 LR: 4.883e-02 Score 99.433 Data time: 0.0988, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.7297 [2020-10-19 13:43:25,601][root][INFO] - ===> Epoch[6590](32949/5): Loss -0.8598, Sem 0.0164, dir -0.9895, norm 0.1133, swav 0.0000 LR: 4.882e-02 Score 99.454 Data time: 0.0711, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.0812 [2020-10-19 13:43:27,695][root][INFO] - ===> Epoch[6590](32950/5): Loss -0.8407, Sem 0.0169, dir -0.9879, norm 0.1302, swav 0.0000 LR: 4.882e-02 Score 99.429 Data time: 0.0684, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.9973 [2020-10-19 13:43:29,558][root][INFO] - ===> Epoch[6591](32951/5): Loss -0.8418, Sem 0.0171, dir -0.9880, norm 0.1292, swav 0.0000 LR: 4.882e-02 Score 99.429 Data time: 0.0497, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.7910 [2020-10-19 13:43:31,678][root][INFO] - ===> Epoch[6591](32952/5): Loss -0.8447, Sem 0.0188, dir -0.9878, norm 0.1243, swav 0.0000 LR: 4.882e-02 Score 99.361 Data time: 0.0745, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.0366 [2020-10-19 13:43:34,035][root][INFO] - ===> Epoch[6591](32953/5): Loss -0.8436, Sem 0.0169, dir -0.9889, norm 0.1284, swav 0.0000 LR: 4.882e-02 Score 99.437 Data time: 0.1601, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.2462 [2020-10-19 13:43:36,075][root][INFO] - ===> Epoch[6591](32954/5): Loss -0.8565, Sem 0.0138, dir -0.9888, norm 0.1185, swav 0.0000 LR: 4.882e-02 Score 99.532 Data time: 0.0948, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.9231 [2020-10-19 13:43:37,999][root][INFO] - ===> Epoch[6591](32955/5): Loss -0.8527, Sem 0.0159, dir -0.9873, norm 0.1188, swav 0.0000 LR: 4.881e-02 Score 99.462 Data time: 0.0773, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.8468 [2020-10-19 13:43:39,918][root][INFO] - ===> Epoch[6592](32956/5): Loss -0.8506, Sem 0.0159, dir -0.9885, norm 0.1221, swav 0.0000 LR: 4.881e-02 Score 99.468 Data time: 0.0968, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.8272 [2020-10-19 13:43:42,666][root][INFO] - ===> Epoch[6592](32957/5): Loss -0.8406, Sem 0.0174, dir -0.9874, norm 0.1294, swav 0.0000 LR: 4.881e-02 Score 99.412 Data time: 0.0865, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.6574 [2020-10-19 13:43:45,064][root][INFO] - ===> Epoch[6592](32958/5): Loss -0.8521, Sem 0.0160, dir -0.9884, norm 0.1204, swav 0.0000 LR: 4.881e-02 Score 99.467 Data time: 0.0969, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.2862 [2020-10-19 13:43:47,290][root][INFO] - ===> Epoch[6592](32959/5): Loss -0.8505, Sem 0.0160, dir -0.9893, norm 0.1229, swav 0.0000 LR: 4.881e-02 Score 99.457 Data time: 0.0960, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.1071 [2020-10-19 13:43:49,300][root][INFO] - ===> Epoch[6592](32960/5): Loss -0.8433, Sem 0.0167, dir -0.9894, norm 0.1294, swav 0.0000 LR: 4.881e-02 Score 99.430 Data time: 0.0824, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.9215 [2020-10-19 13:43:51,394][root][INFO] - ===> Epoch[6593](32961/5): Loss -0.8392, Sem 0.0155, dir -0.9859, norm 0.1312, swav 0.0000 LR: 4.880e-02 Score 99.473 Data time: 0.0669, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.0046 [2020-10-19 13:43:53,514][root][INFO] - ===> Epoch[6593](32962/5): Loss -0.8541, Sem 0.0170, dir -0.9890, norm 0.1179, swav 0.0000 LR: 4.880e-02 Score 99.422 Data time: 0.0583, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.0225 [2020-10-19 13:43:55,730][root][INFO] - ===> Epoch[6593](32963/5): Loss -0.8509, Sem 0.0153, dir -0.9895, norm 0.1233, swav 0.0000 LR: 4.880e-02 Score 99.487 Data time: 0.0789, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.1729 [2020-10-19 13:43:57,936][root][INFO] - ===> Epoch[6593](32964/5): Loss -0.8533, Sem 0.0177, dir -0.9883, norm 0.1172, swav 0.0000 LR: 4.880e-02 Score 99.393 Data time: 0.0878, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.1167 [2020-10-19 13:44:00,144][root][INFO] - ===> Epoch[6593](32965/5): Loss -0.8366, Sem 0.0159, dir -0.9876, norm 0.1352, swav 0.0000 LR: 4.880e-02 Score 99.472 Data time: 0.1066, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.1030 [2020-10-19 13:44:02,469][root][INFO] - ===> Epoch[6594](32966/5): Loss -0.8463, Sem 0.0174, dir -0.9872, norm 0.1235, swav 0.0000 LR: 4.880e-02 Score 99.445 Data time: 0.0879, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.2111 [2020-10-19 13:44:04,449][root][INFO] - ===> Epoch[6594](32967/5): Loss -0.8518, Sem 0.0149, dir -0.9898, norm 0.1231, swav 0.0000 LR: 4.880e-02 Score 99.500 Data time: 0.0770, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.9019 [2020-10-19 13:44:06,409][root][INFO] - ===> Epoch[6594](32968/5): Loss -0.8530, Sem 0.0179, dir -0.9886, norm 0.1178, swav 0.0000 LR: 4.879e-02 Score 99.397 Data time: 0.0862, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.9049 [2020-10-19 13:44:08,649][root][INFO] - ===> Epoch[6594](32969/5): Loss -0.8497, Sem 0.0160, dir -0.9893, norm 0.1237, swav 0.0000 LR: 4.879e-02 Score 99.462 Data time: 0.0734, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.1433 [2020-10-19 13:44:11,022][root][INFO] - ===> Epoch[6594](32970/5): Loss -0.8414, Sem 0.0151, dir -0.9890, norm 0.1326, swav 0.0000 LR: 4.879e-02 Score 99.494 Data time: 0.0986, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.2931 [2020-10-19 13:44:12,942][root][INFO] - ===> Epoch[6595](32971/5): Loss -0.8368, Sem 0.0195, dir -0.9878, norm 0.1315, swav 0.0000 LR: 4.879e-02 Score 99.371 Data time: 0.1071, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.8125 [2020-10-19 13:44:15,007][root][INFO] - ===> Epoch[6595](32972/5): Loss -0.8346, Sem 0.0163, dir -0.9879, norm 0.1370, swav 0.0000 LR: 4.879e-02 Score 99.459 Data time: 0.1192, Forward time: 0.7783, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.9779 [2020-10-19 13:44:17,414][root][INFO] - ===> Epoch[6595](32973/5): Loss -0.8528, Sem 0.0158, dir -0.9885, norm 0.1199, swav 0.0000 LR: 4.879e-02 Score 99.473 Data time: 0.1091, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.3065 [2020-10-19 13:44:20,264][root][INFO] - ===> Epoch[6595](32974/5): Loss -0.8447, Sem 0.0159, dir -0.9887, norm 0.1281, swav 0.0000 LR: 4.878e-02 Score 99.468 Data time: 0.0733, Forward time: 0.7784, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.7395 [2020-10-19 13:44:21,926][root][INFO] - ===> Epoch[6595](32975/5): Loss -0.8566, Sem 0.0166, dir -0.9890, norm 0.1158, swav 0.0000 LR: 4.878e-02 Score 99.431 Data time: 0.0607, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.5796 [2020-10-19 13:44:24,317][root][INFO] - ===> Epoch[6596](32976/5): Loss -0.8550, Sem 0.0156, dir -0.9891, norm 0.1186, swav 0.0000 LR: 4.878e-02 Score 99.463 Data time: 0.0391, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.3329 [2020-10-19 13:44:26,299][root][INFO] - ===> Epoch[6596](32977/5): Loss -0.8511, Sem 0.0171, dir -0.9884, norm 0.1202, swav 0.0000 LR: 4.878e-02 Score 99.432 Data time: 0.0895, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.9279 [2020-10-19 13:44:28,955][root][INFO] - ===> Epoch[6596](32978/5): Loss -0.8348, Sem 0.0209, dir -0.9881, norm 0.1324, swav 0.0000 LR: 4.878e-02 Score 99.350 Data time: 0.0889, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.5347 [2020-10-19 13:44:30,793][root][INFO] - ===> Epoch[6596](32979/5): Loss -0.8459, Sem 0.0183, dir -0.9874, norm 0.1232, swav 0.0000 LR: 4.878e-02 Score 99.367 Data time: 0.1331, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.7301 [2020-10-19 13:44:33,067][root][INFO] - ===> Epoch[6596](32980/5): Loss -0.8522, Sem 0.0160, dir -0.9877, norm 0.1195, swav 0.0000 LR: 4.877e-02 Score 99.467 Data time: 0.0999, Forward time: 0.7784, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 2.2081 [2020-10-19 13:44:34,823][root][INFO] - ===> Epoch[6597](32981/5): Loss -0.8518, Sem 0.0168, dir -0.9886, norm 0.1200, swav 0.0000 LR: 4.877e-02 Score 99.437 Data time: 0.0635, Forward time: 0.7783, Backward time: 1.1673, DDP time: 0.0032, Total iter time: 1.6576 [2020-10-19 13:44:36,833][root][INFO] - ===> Epoch[6597](32982/5): Loss -0.8492, Sem 0.0165, dir -0.9874, norm 0.1217, swav 0.0000 LR: 4.877e-02 Score 99.440 Data time: 0.0684, Forward time: 0.7783, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.9347 [2020-10-19 13:44:38,990][root][INFO] - ===> Epoch[6597](32983/5): Loss -0.8337, Sem 0.0171, dir -0.9888, norm 0.1381, swav 0.0000 LR: 4.877e-02 Score 99.426 Data time: 0.0858, Forward time: 0.7783, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.0435 [2020-10-19 13:44:40,865][root][INFO] - ===> Epoch[6597](32984/5): Loss -0.8444, Sem 0.0162, dir -0.9886, norm 0.1279, swav 0.0000 LR: 4.877e-02 Score 99.446 Data time: 0.0466, Forward time: 0.7783, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.7567 [2020-10-19 13:44:42,935][root][INFO] - ===> Epoch[6597](32985/5): Loss -0.8433, Sem 0.0174, dir -0.9879, norm 0.1271, swav 0.0000 LR: 4.877e-02 Score 99.413 Data time: 0.0828, Forward time: 0.7783, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.0045 [2020-10-19 13:44:45,058][root][INFO] - ===> Epoch[6598](32986/5): Loss -0.8462, Sem 0.0141, dir -0.9891, norm 0.1288, swav 0.0000 LR: 4.876e-02 Score 99.518 Data time: 0.0974, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.0097 [2020-10-19 13:44:47,144][root][INFO] - ===> Epoch[6598](32987/5): Loss -0.8506, Sem 0.0171, dir -0.9877, norm 0.1200, swav 0.0000 LR: 4.876e-02 Score 99.429 Data time: 0.0726, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.9647 [2020-10-19 13:44:49,725][root][INFO] - ===> Epoch[6598](32988/5): Loss -0.8247, Sem 0.0173, dir -0.9875, norm 0.1454, swav 0.0000 LR: 4.876e-02 Score 99.409 Data time: 0.1048, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.5123 [2020-10-19 13:44:51,924][root][INFO] - ===> Epoch[6598](32989/5): Loss -0.8520, Sem 0.0171, dir -0.9892, norm 0.1201, swav 0.0000 LR: 4.876e-02 Score 99.423 Data time: 0.1465, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.0940 [2020-10-19 13:44:53,944][root][INFO] - ===> Epoch[6598](32990/5): Loss -0.8270, Sem 0.0184, dir -0.9879, norm 0.1425, swav 0.0000 LR: 4.876e-02 Score 99.380 Data time: 0.1262, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.9264 [2020-10-19 13:44:56,234][root][INFO] - ===> Epoch[6599](32991/5): Loss -0.8491, Sem 0.0173, dir -0.9871, norm 0.1207, swav 0.0000 LR: 4.876e-02 Score 99.400 Data time: 0.1039, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.1877 [2020-10-19 13:44:58,715][root][INFO] - ===> Epoch[6599](32992/5): Loss -0.8198, Sem 0.0160, dir -0.9894, norm 0.1536, swav 0.0000 LR: 4.875e-02 Score 99.466 Data time: 0.0714, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.3698 [2020-10-19 13:45:00,868][root][INFO] - ===> Epoch[6599](32993/5): Loss -0.8380, Sem 0.0161, dir -0.9884, norm 0.1343, swav 0.0000 LR: 4.875e-02 Score 99.472 Data time: 0.0906, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.0670 [2020-10-19 13:45:03,389][root][INFO] - ===> Epoch[6599](32994/5): Loss -0.8340, Sem 0.0157, dir -0.9883, norm 0.1386, swav 0.0000 LR: 4.875e-02 Score 99.480 Data time: 0.1146, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.4208 [2020-10-19 13:45:05,397][root][INFO] - ===> Epoch[6599](32995/5): Loss -0.8402, Sem 0.0162, dir -0.9887, norm 0.1322, swav 0.0000 LR: 4.875e-02 Score 99.458 Data time: 0.0904, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.9062 [2020-10-19 13:45:08,232][root][INFO] - ===> Epoch[6600](32996/5): Loss -0.8064, Sem 0.0181, dir -0.9867, norm 0.1622, swav 0.0000 LR: 4.875e-02 Score 99.397 Data time: 0.1549, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.7699 [2020-10-19 13:45:10,485][root][INFO] - ===> Epoch[6600](32997/5): Loss -0.8263, Sem 0.0199, dir -0.9878, norm 0.1415, swav 0.0000 LR: 4.875e-02 Score 99.340 Data time: 0.0634, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.1437 [2020-10-19 13:45:12,883][root][INFO] - ===> Epoch[6600](32998/5): Loss -0.8401, Sem 0.0147, dir -0.9878, norm 0.1330, swav 0.0000 LR: 4.874e-02 Score 99.515 Data time: 0.1062, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.3314 [2020-10-19 13:45:14,770][root][INFO] - ===> Epoch[6600](32999/5): Loss -0.8398, Sem 0.0168, dir -0.9877, norm 0.1312, swav 0.0000 LR: 4.874e-02 Score 99.434 Data time: 0.0664, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.7811 [2020-10-19 13:45:16,900][root][INFO] - ===> Epoch[6600](33000/5): Loss -0.8456, Sem 0.0166, dir -0.9888, norm 0.1267, swav 0.0000 LR: 4.874e-02 Score 99.429 Data time: 0.3493, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.0531 [2020-10-19 13:45:18,357][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 13:45:18,560][root][INFO] - ===> Start testing [2020-10-19 13:45:57,577][root][INFO] - 68/68: Data time: 0.0024, Iter time: 0.1348 Loss 0.778 (AVG: 0.570) Score 88.397 (AVG: 90.455) mIOU 69.975 mAP 83.103 mAcc 76.915 IOU: 62.332 0.030 82.814 73.641 94.303 91.529 29.407 78.424 97.999 72.578 81.055 85.694 59.865 mAP: 79.663 6.899 94.854 85.366 98.907 97.621 52.920 96.795 99.680 90.603 93.194 94.287 89.554 mAcc: 80.425 0.182 90.036 80.610 95.550 96.909 31.374 93.277 99.350 83.218 88.962 96.087 63.916 [2020-10-19 13:45:57,584][root][INFO] - Finished test. Elapsed time: 39.0166 [2020-10-19 13:46:00,557][root][INFO] - [2020-10-19 13:46:00,557][root][INFO] - ################################################################ [2020-10-19 13:46:00,557][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 13:46:00,557][root][INFO] - ################################################################ [2020-10-19 13:46:00,557][root][INFO] - clutter : nan nan nan [2020-10-19 13:46:00,557][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 13:46:00,557][root][INFO] - board : 0.795 0.826 0.900 [2020-10-19 13:46:00,557][root][INFO] - bookcase : 0.228 0.354 0.491 [2020-10-19 13:46:00,557][root][INFO] - ceiling : 0.505 0.573 0.626 [2020-10-19 13:46:00,557][root][INFO] - chair : 0.807 0.895 0.924 [2020-10-19 13:46:00,557][root][INFO] - column : 0.180 0.258 0.351 [2020-10-19 13:46:00,557][root][INFO] - door : 0.687 0.820 0.877 [2020-10-19 13:46:00,557][root][INFO] - floor : 0.963 0.983 0.998 [2020-10-19 13:46:00,557][root][INFO] - sofa : 0.450 0.727 0.818 [2020-10-19 13:46:00,557][root][INFO] - table : 0.148 0.332 0.664 [2020-10-19 13:46:00,557][root][INFO] - wall : 0.535 0.724 0.802 [2020-10-19 13:46:00,557][root][INFO] - window : 0.545 0.769 0.769 [2020-10-19 13:46:00,557][root][INFO] - ---------------------------------------------------------------- [2020-10-19 13:46:00,557][root][INFO] - average : 0.487 0.605 0.685 [2020-10-19 13:46:00,558][root][INFO] - [2020-10-19 13:46:00,695][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 13:46:00,696][root][INFO] - Current best mIoU: 72.177 at iter 31200 [2020-10-19 13:46:02,801][root][INFO] - ===> Epoch[6601](33001/5): Loss -0.8348, Sem 0.0165, dir -0.9871, norm 0.1358, swav 0.0000 LR: 4.874e-02 Score 99.448 Data time: 0.0876, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.0992 [2020-10-19 13:46:04,952][root][INFO] - ===> Epoch[6601](33002/5): Loss -0.8474, Sem 0.0156, dir -0.9886, norm 0.1257, swav 0.0000 LR: 4.874e-02 Score 99.467 Data time: 0.0848, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.0258 [2020-10-19 13:46:07,270][root][INFO] - ===> Epoch[6601](33003/5): Loss -0.8406, Sem 0.0161, dir -0.9890, norm 0.1322, swav 0.0000 LR: 4.874e-02 Score 99.470 Data time: 0.0794, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.2254 [2020-10-19 13:46:09,249][root][INFO] - ===> Epoch[6601](33004/5): Loss -0.8436, Sem 0.0160, dir -0.9883, norm 0.1287, swav 0.0000 LR: 4.874e-02 Score 99.465 Data time: 0.0871, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.8836 [2020-10-19 13:46:12,081][root][INFO] - ===> Epoch[6601](33005/5): Loss -0.8440, Sem 0.0173, dir -0.9883, norm 0.1270, swav 0.0000 LR: 4.873e-02 Score 99.424 Data time: 0.0890, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.7207 [2020-10-19 13:46:14,117][root][INFO] - ===> Epoch[6602](33006/5): Loss -0.8465, Sem 0.0167, dir -0.9878, norm 0.1246, swav 0.0000 LR: 4.873e-02 Score 99.457 Data time: 0.0855, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.9622 [2020-10-19 13:46:16,014][root][INFO] - ===> Epoch[6602](33007/5): Loss -0.8397, Sem 0.0178, dir -0.9878, norm 0.1304, swav 0.0000 LR: 4.873e-02 Score 99.400 Data time: 0.0586, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.7844 [2020-10-19 13:46:17,871][root][INFO] - ===> Epoch[6602](33008/5): Loss -0.8450, Sem 0.0156, dir -0.9891, norm 0.1285, swav 0.0000 LR: 4.873e-02 Score 99.479 Data time: 0.1089, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.7666 [2020-10-19 13:46:20,626][root][INFO] - ===> Epoch[6602](33009/5): Loss -0.8487, Sem 0.0150, dir -0.9890, norm 0.1253, swav 0.0000 LR: 4.873e-02 Score 99.504 Data time: 0.1166, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.6490 [2020-10-19 13:46:22,327][root][INFO] - ===> Epoch[6602](33010/5): Loss -0.8463, Sem 0.0174, dir -0.9875, norm 0.1238, swav 0.0000 LR: 4.873e-02 Score 99.420 Data time: 0.0737, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.5682 [2020-10-19 13:46:24,580][root][INFO] - ===> Epoch[6603](33011/5): Loss -0.8424, Sem 0.0174, dir -0.9870, norm 0.1272, swav 0.0000 LR: 4.872e-02 Score 99.409 Data time: 0.0707, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.1490 [2020-10-19 13:46:26,578][root][INFO] - ===> Epoch[6603](33012/5): Loss -0.8532, Sem 0.0160, dir -0.9875, norm 0.1183, swav 0.0000 LR: 4.872e-02 Score 99.458 Data time: 0.0569, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.9026 [2020-10-19 13:46:28,644][root][INFO] - ===> Epoch[6603](33013/5): Loss -0.8582, Sem 0.0159, dir -0.9888, norm 0.1147, swav 0.0000 LR: 4.872e-02 Score 99.455 Data time: 0.0833, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.0086 [2020-10-19 13:46:30,975][root][INFO] - ===> Epoch[6603](33014/5): Loss -0.8484, Sem 0.0150, dir -0.9893, norm 0.1259, swav 0.0000 LR: 4.872e-02 Score 99.486 Data time: 0.0565, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.2132 [2020-10-19 13:46:33,319][root][INFO] - ===> Epoch[6603](33015/5): Loss -0.8390, Sem 0.0165, dir -0.9881, norm 0.1325, swav 0.0000 LR: 4.872e-02 Score 99.439 Data time: 0.0941, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.2607 [2020-10-19 13:46:35,639][root][INFO] - ===> Epoch[6604](33016/5): Loss -0.8425, Sem 0.0153, dir -0.9880, norm 0.1302, swav 0.0000 LR: 4.872e-02 Score 99.482 Data time: 0.0963, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.2537 [2020-10-19 13:46:38,027][root][INFO] - ===> Epoch[6604](33017/5): Loss -0.8472, Sem 0.0189, dir -0.9876, norm 0.1214, swav 0.0000 LR: 4.871e-02 Score 99.364 Data time: 0.0552, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.2822 [2020-10-19 13:46:40,687][root][INFO] - ===> Epoch[6604](33018/5): Loss -0.8364, Sem 0.0167, dir -0.9868, norm 0.1337, swav 0.0000 LR: 4.871e-02 Score 99.435 Data time: 0.0581, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.5775 [2020-10-19 13:46:42,679][root][INFO] - ===> Epoch[6604](33019/5): Loss -0.8383, Sem 0.0162, dir -0.9875, norm 0.1329, swav 0.0000 LR: 4.871e-02 Score 99.443 Data time: 0.0741, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.9392 [2020-10-19 13:46:45,086][root][INFO] - ===> Epoch[6604](33020/5): Loss -0.8439, Sem 0.0165, dir -0.9889, norm 0.1285, swav 0.0000 LR: 4.871e-02 Score 99.452 Data time: 0.1091, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.3017 [2020-10-19 13:46:47,311][root][INFO] - ===> Epoch[6605](33021/5): Loss -0.8200, Sem 0.0156, dir -0.9867, norm 0.1511, swav 0.0000 LR: 4.871e-02 Score 99.478 Data time: 0.0835, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.1181 [2020-10-19 13:46:49,276][root][INFO] - ===> Epoch[6605](33022/5): Loss -0.8349, Sem 0.0198, dir -0.9873, norm 0.1326, swav 0.0000 LR: 4.871e-02 Score 99.334 Data time: 0.0620, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.8474 [2020-10-19 13:46:51,101][root][INFO] - ===> Epoch[6605](33023/5): Loss -0.8472, Sem 0.0186, dir -0.9879, norm 0.1221, swav 0.0000 LR: 4.870e-02 Score 99.367 Data time: 0.0691, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.7391 [2020-10-19 13:46:53,486][root][INFO] - ===> Epoch[6605](33024/5): Loss -0.8346, Sem 0.0155, dir -0.9882, norm 0.1381, swav 0.0000 LR: 4.870e-02 Score 99.484 Data time: 0.1103, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.2854 [2020-10-19 13:46:55,610][root][INFO] - ===> Epoch[6605](33025/5): Loss -0.8476, Sem 0.0144, dir -0.9891, norm 0.1271, swav 0.0000 LR: 4.870e-02 Score 99.521 Data time: 0.0937, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.0123 [2020-10-19 13:46:57,638][root][INFO] - ===> Epoch[6606](33026/5): Loss -0.8510, Sem 0.0174, dir -0.9882, norm 0.1198, swav 0.0000 LR: 4.870e-02 Score 99.406 Data time: 0.0637, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.9103 [2020-10-19 13:47:00,025][root][INFO] - ===> Epoch[6606](33027/5): Loss -0.8356, Sem 0.0162, dir -0.9895, norm 0.1378, swav 0.0000 LR: 4.870e-02 Score 99.452 Data time: 0.0731, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.2871 [2020-10-19 13:47:02,056][root][INFO] - ===> Epoch[6606](33028/5): Loss -0.8517, Sem 0.0156, dir -0.9885, norm 0.1211, swav 0.0000 LR: 4.870e-02 Score 99.477 Data time: 0.0805, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.9290 [2020-10-19 13:47:04,674][root][INFO] - ===> Epoch[6606](33029/5): Loss -0.8312, Sem 0.0174, dir -0.9872, norm 0.1386, swav 0.0000 LR: 4.869e-02 Score 99.415 Data time: 0.0855, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.4875 [2020-10-19 13:47:06,725][root][INFO] - ===> Epoch[6606](33030/5): Loss -0.8455, Sem 0.0170, dir -0.9876, norm 0.1252, swav 0.0000 LR: 4.869e-02 Score 99.426 Data time: 0.0760, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.9519 [2020-10-19 13:47:08,915][root][INFO] - ===> Epoch[6607](33031/5): Loss -0.8446, Sem 0.0161, dir -0.9880, norm 0.1272, swav 0.0000 LR: 4.869e-02 Score 99.453 Data time: 0.1021, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.0783 [2020-10-19 13:47:11,105][root][INFO] - ===> Epoch[6607](33032/5): Loss -0.8383, Sem 0.0163, dir -0.9881, norm 0.1335, swav 0.0000 LR: 4.869e-02 Score 99.455 Data time: 0.0716, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.0716 [2020-10-19 13:47:13,139][root][INFO] - ===> Epoch[6607](33033/5): Loss -0.8424, Sem 0.0163, dir -0.9892, norm 0.1304, swav 0.0000 LR: 4.869e-02 Score 99.447 Data time: 0.0585, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.9413 [2020-10-19 13:47:15,410][root][INFO] - ===> Epoch[6607](33034/5): Loss -0.8291, Sem 0.0169, dir -0.9872, norm 0.1412, swav 0.0000 LR: 4.869e-02 Score 99.446 Data time: 0.0636, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.1950 [2020-10-19 13:47:17,643][root][INFO] - ===> Epoch[6607](33035/5): Loss -0.8461, Sem 0.0153, dir -0.9883, norm 0.1269, swav 0.0000 LR: 4.868e-02 Score 99.481 Data time: 0.0713, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.1436 [2020-10-19 13:47:20,607][root][INFO] - ===> Epoch[6608](33036/5): Loss -0.8345, Sem 0.0197, dir -0.9879, norm 0.1337, swav 0.0000 LR: 4.868e-02 Score 99.350 Data time: 0.0590, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.8646 [2020-10-19 13:47:22,656][root][INFO] - ===> Epoch[6608](33037/5): Loss -0.8564, Sem 0.0155, dir -0.9895, norm 0.1176, swav 0.0000 LR: 4.868e-02 Score 99.459 Data time: 0.0735, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.9615 [2020-10-19 13:47:24,742][root][INFO] - ===> Epoch[6608](33038/5): Loss -0.8298, Sem 0.0185, dir -0.9862, norm 0.1379, swav 0.0000 LR: 4.868e-02 Score 99.381 Data time: 0.0854, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.9874 [2020-10-19 13:47:26,925][root][INFO] - ===> Epoch[6608](33039/5): Loss -0.8482, Sem 0.0159, dir -0.9881, norm 0.1239, swav 0.0000 LR: 4.868e-02 Score 99.459 Data time: 0.0971, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.0828 [2020-10-19 13:47:29,563][root][INFO] - ===> Epoch[6608](33040/5): Loss -0.8517, Sem 0.0150, dir -0.9883, norm 0.1217, swav 0.0000 LR: 4.868e-02 Score 99.511 Data time: 0.0749, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.5338 [2020-10-19 13:47:31,785][root][INFO] - ===> Epoch[6609](33041/5): Loss -0.8410, Sem 0.0148, dir -0.9886, norm 0.1327, swav 0.0000 LR: 4.867e-02 Score 99.502 Data time: 0.1015, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.1416 [2020-10-19 13:47:33,832][root][INFO] - ===> Epoch[6609](33042/5): Loss -0.8441, Sem 0.0157, dir -0.9888, norm 0.1289, swav 0.0000 LR: 4.867e-02 Score 99.460 Data time: 0.0771, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.9217 [2020-10-19 13:47:36,368][root][INFO] - ===> Epoch[6609](33043/5): Loss -0.8503, Sem 0.0166, dir -0.9878, norm 0.1209, swav 0.0000 LR: 4.867e-02 Score 99.434 Data time: 0.0922, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.4367 [2020-10-19 13:47:38,345][root][INFO] - ===> Epoch[6609](33044/5): Loss -0.8341, Sem 0.0177, dir -0.9871, norm 0.1353, swav 0.0000 LR: 4.867e-02 Score 99.409 Data time: 0.0806, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.8625 [2020-10-19 13:47:40,282][root][INFO] - ===> Epoch[6609](33045/5): Loss -0.8502, Sem 0.0161, dir -0.9886, norm 0.1223, swav 0.0000 LR: 4.867e-02 Score 99.444 Data time: 0.0654, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.8423 [2020-10-19 13:47:42,775][root][INFO] - ===> Epoch[6610](33046/5): Loss -0.8324, Sem 0.0180, dir -0.9879, norm 0.1376, swav 0.0000 LR: 4.867e-02 Score 99.411 Data time: 0.0734, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.4052 [2020-10-19 13:47:45,041][root][INFO] - ===> Epoch[6610](33047/5): Loss -0.8482, Sem 0.0153, dir -0.9888, norm 0.1253, swav 0.0000 LR: 4.867e-02 Score 99.488 Data time: 0.0835, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.1492 [2020-10-19 13:47:47,051][root][INFO] - ===> Epoch[6610](33048/5): Loss -0.8376, Sem 0.0175, dir -0.9879, norm 0.1328, swav 0.0000 LR: 4.866e-02 Score 99.405 Data time: 0.1040, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.8879 [2020-10-19 13:47:49,224][root][INFO] - ===> Epoch[6610](33049/5): Loss -0.8462, Sem 0.0162, dir -0.9878, norm 0.1253, swav 0.0000 LR: 4.866e-02 Score 99.455 Data time: 0.0944, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.0786 [2020-10-19 13:47:51,450][root][INFO] - ===> Epoch[6610](33050/5): Loss -0.8476, Sem 0.0148, dir -0.9881, norm 0.1257, swav 0.0000 LR: 4.866e-02 Score 99.516 Data time: 0.0920, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.1235 [2020-10-19 13:47:53,568][root][INFO] - ===> Epoch[6611](33051/5): Loss -0.8443, Sem 0.0160, dir -0.9886, norm 0.1283, swav 0.0000 LR: 4.866e-02 Score 99.464 Data time: 0.0817, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.0267 [2020-10-19 13:47:55,733][root][INFO] - ===> Epoch[6611](33052/5): Loss -0.8450, Sem 0.0168, dir -0.9880, norm 0.1261, swav 0.0000 LR: 4.866e-02 Score 99.435 Data time: 0.0658, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.0753 [2020-10-19 13:47:57,556][root][INFO] - ===> Epoch[6611](33053/5): Loss -0.8476, Sem 0.0163, dir -0.9882, norm 0.1243, swav 0.0000 LR: 4.866e-02 Score 99.448 Data time: 0.0803, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.7305 [2020-10-19 13:47:59,492][root][INFO] - ===> Epoch[6611](33054/5): Loss -0.8483, Sem 0.0152, dir -0.9881, norm 0.1246, swav 0.0000 LR: 4.865e-02 Score 99.481 Data time: 0.1912, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.8271 [2020-10-19 13:48:01,792][root][INFO] - ===> Epoch[6611](33055/5): Loss -0.8395, Sem 0.0166, dir -0.9884, norm 0.1323, swav 0.0000 LR: 4.865e-02 Score 99.428 Data time: 0.0896, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.1932 [2020-10-19 13:48:04,019][root][INFO] - ===> Epoch[6612](33056/5): Loss -0.8372, Sem 0.0159, dir -0.9885, norm 0.1353, swav 0.0000 LR: 4.865e-02 Score 99.471 Data time: 0.0912, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.0910 [2020-10-19 13:48:06,175][root][INFO] - ===> Epoch[6612](33057/5): Loss -0.8561, Sem 0.0152, dir -0.9887, norm 0.1174, swav 0.0000 LR: 4.865e-02 Score 99.486 Data time: 0.0793, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.0438 [2020-10-19 13:48:08,380][root][INFO] - ===> Epoch[6612](33058/5): Loss -0.8413, Sem 0.0155, dir -0.9878, norm 0.1311, swav 0.0000 LR: 4.865e-02 Score 99.494 Data time: 0.0748, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.0946 [2020-10-19 13:48:10,339][root][INFO] - ===> Epoch[6612](33059/5): Loss -0.8468, Sem 0.0185, dir -0.9883, norm 0.1229, swav 0.0000 LR: 4.865e-02 Score 99.372 Data time: 0.0666, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.8686 [2020-10-19 13:48:12,236][root][INFO] - ===> Epoch[6612](33060/5): Loss -0.8397, Sem 0.0173, dir -0.9888, norm 0.1318, swav 0.0000 LR: 4.864e-02 Score 99.416 Data time: 0.0748, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 1.7972 [2020-10-19 13:48:14,761][root][INFO] - ===> Epoch[6613](33061/5): Loss -0.8403, Sem 0.0209, dir -0.9878, norm 0.1266, swav 0.0000 LR: 4.864e-02 Score 99.332 Data time: 0.0778, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.4299 [2020-10-19 13:48:16,766][root][INFO] - ===> Epoch[6613](33062/5): Loss -0.8459, Sem 0.0163, dir -0.9883, norm 0.1261, swav 0.0000 LR: 4.864e-02 Score 99.447 Data time: 0.0951, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.8741 [2020-10-19 13:48:19,085][root][INFO] - ===> Epoch[6613](33063/5): Loss -0.8274, Sem 0.0167, dir -0.9868, norm 0.1427, swav 0.0000 LR: 4.864e-02 Score 99.442 Data time: 0.0770, Forward time: 0.7784, Backward time: 1.1672, DDP time: 0.0032, Total iter time: 2.2229 [2020-10-19 13:48:21,263][root][INFO] - ===> Epoch[6613](33064/5): Loss -0.8484, Sem 0.0153, dir -0.9897, norm 0.1260, swav 0.0000 LR: 4.864e-02 Score 99.492 Data time: 0.0899, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0644 [2020-10-19 13:48:23,500][root][INFO] - ===> Epoch[6613](33065/5): Loss -0.8458, Sem 0.0154, dir -0.9876, norm 0.1264, swav 0.0000 LR: 4.864e-02 Score 99.484 Data time: 0.0871, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.1405 [2020-10-19 13:48:25,527][root][INFO] - ===> Epoch[6614](33066/5): Loss -0.8432, Sem 0.0168, dir -0.9878, norm 0.1277, swav 0.0000 LR: 4.863e-02 Score 99.424 Data time: 0.0802, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9186 [2020-10-19 13:48:27,995][root][INFO] - ===> Epoch[6614](33067/5): Loss -0.8315, Sem 0.0167, dir -0.9883, norm 0.1400, swav 0.0000 LR: 4.863e-02 Score 99.448 Data time: 0.0827, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.3722 [2020-10-19 13:48:30,116][root][INFO] - ===> Epoch[6614](33068/5): Loss -0.8534, Sem 0.0158, dir -0.9898, norm 0.1205, swav 0.0000 LR: 4.863e-02 Score 99.469 Data time: 0.0577, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0141 [2020-10-19 13:48:32,026][root][INFO] - ===> Epoch[6614](33069/5): Loss -0.8421, Sem 0.0202, dir -0.9874, norm 0.1251, swav 0.0000 LR: 4.863e-02 Score 99.334 Data time: 0.0699, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.8083 [2020-10-19 13:48:34,087][root][INFO] - ===> Epoch[6614](33070/5): Loss -0.8357, Sem 0.0145, dir -0.9882, norm 0.1381, swav 0.0000 LR: 4.863e-02 Score 99.512 Data time: 0.0612, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9603 [2020-10-19 13:48:36,121][root][INFO] - ===> Epoch[6615](33071/5): Loss -0.8323, Sem 0.0178, dir -0.9882, norm 0.1380, swav 0.0000 LR: 4.863e-02 Score 99.405 Data time: 0.1195, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9475 [2020-10-19 13:48:38,053][root][INFO] - ===> Epoch[6615](33072/5): Loss -0.8320, Sem 0.0173, dir -0.9869, norm 0.1376, swav 0.0000 LR: 4.862e-02 Score 99.427 Data time: 0.0821, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.8322 [2020-10-19 13:48:40,120][root][INFO] - ===> Epoch[6615](33073/5): Loss -0.8433, Sem 0.0160, dir -0.9882, norm 0.1289, swav 0.0000 LR: 4.862e-02 Score 99.470 Data time: 0.0677, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9557 [2020-10-19 13:48:42,192][root][INFO] - ===> Epoch[6615](33074/5): Loss -0.8501, Sem 0.0151, dir -0.9879, norm 0.1227, swav 0.0000 LR: 4.862e-02 Score 99.488 Data time: 0.1284, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9641 [2020-10-19 13:48:44,714][root][INFO] - ===> Epoch[6615](33075/5): Loss -0.8428, Sem 0.0166, dir -0.9880, norm 0.1286, swav 0.0000 LR: 4.862e-02 Score 99.444 Data time: 0.0827, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.4112 [2020-10-19 13:48:46,877][root][INFO] - ===> Epoch[6616](33076/5): Loss -0.8403, Sem 0.0174, dir -0.9883, norm 0.1306, swav 0.0000 LR: 4.862e-02 Score 99.421 Data time: 0.0744, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0794 [2020-10-19 13:48:48,804][root][INFO] - ===> Epoch[6616](33077/5): Loss -0.8453, Sem 0.0154, dir -0.9882, norm 0.1275, swav 0.0000 LR: 4.862e-02 Score 99.475 Data time: 0.0645, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.8308 [2020-10-19 13:48:51,036][root][INFO] - ===> Epoch[6616](33078/5): Loss -0.8343, Sem 0.0169, dir -0.9876, norm 0.1364, swav 0.0000 LR: 4.861e-02 Score 99.421 Data time: 0.0845, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.1692 [2020-10-19 13:48:53,135][root][INFO] - ===> Epoch[6616](33079/5): Loss -0.8498, Sem 0.0168, dir -0.9890, norm 0.1224, swav 0.0000 LR: 4.861e-02 Score 99.442 Data time: 0.0689, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0020 [2020-10-19 13:48:55,579][root][INFO] - ===> Epoch[6616](33080/5): Loss -0.8496, Sem 0.0158, dir -0.9882, norm 0.1228, swav 0.0000 LR: 4.861e-02 Score 99.459 Data time: 0.0860, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.3579 [2020-10-19 13:48:57,907][root][INFO] - ===> Epoch[6617](33081/5): Loss -0.8476, Sem 0.0176, dir -0.9892, norm 0.1240, swav 0.0000 LR: 4.861e-02 Score 99.414 Data time: 0.0898, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.2060 [2020-10-19 13:49:00,506][root][INFO] - ===> Epoch[6617](33082/5): Loss -0.8376, Sem 0.0155, dir -0.9868, norm 0.1337, swav 0.0000 LR: 4.861e-02 Score 99.484 Data time: 0.0791, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.4955 [2020-10-19 13:49:02,267][root][INFO] - ===> Epoch[6617](33083/5): Loss -0.8481, Sem 0.0188, dir -0.9881, norm 0.1212, swav 0.0000 LR: 4.861e-02 Score 99.369 Data time: 0.0644, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.6597 [2020-10-19 13:49:04,572][root][INFO] - ===> Epoch[6617](33084/5): Loss -0.8411, Sem 0.0162, dir -0.9882, norm 0.1310, swav 0.0000 LR: 4.861e-02 Score 99.449 Data time: 0.0822, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.2309 [2020-10-19 13:49:06,453][root][INFO] - ===> Epoch[6617](33085/5): Loss -0.8408, Sem 0.0165, dir -0.9889, norm 0.1316, swav 0.0000 LR: 4.860e-02 Score 99.447 Data time: 0.0807, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.7670 [2020-10-19 13:49:08,363][root][INFO] - ===> Epoch[6618](33086/5): Loss -0.8431, Sem 0.0162, dir -0.9878, norm 0.1286, swav 0.0000 LR: 4.860e-02 Score 99.444 Data time: 0.0849, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.8058 [2020-10-19 13:49:10,242][root][INFO] - ===> Epoch[6618](33087/5): Loss -0.8398, Sem 0.0187, dir -0.9888, norm 0.1303, swav 0.0000 LR: 4.860e-02 Score 99.367 Data time: 0.1324, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.7748 [2020-10-19 13:49:12,407][root][INFO] - ===> Epoch[6618](33088/5): Loss -0.8322, Sem 0.0165, dir -0.9891, norm 0.1405, swav 0.0000 LR: 4.860e-02 Score 99.433 Data time: 0.0814, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0551 [2020-10-19 13:49:15,308][root][INFO] - ===> Epoch[6618](33089/5): Loss -0.8419, Sem 0.0162, dir -0.9872, norm 0.1291, swav 0.0000 LR: 4.860e-02 Score 99.463 Data time: 0.1731, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.8059 [2020-10-19 13:49:17,189][root][INFO] - ===> Epoch[6618](33090/5): Loss -0.8480, Sem 0.0158, dir -0.9888, norm 0.1251, swav 0.0000 LR: 4.860e-02 Score 99.481 Data time: 0.0818, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.7683 [2020-10-19 13:49:19,431][root][INFO] - ===> Epoch[6619](33091/5): Loss -0.8430, Sem 0.0175, dir -0.9871, norm 0.1267, swav 0.0000 LR: 4.859e-02 Score 99.405 Data time: 0.1208, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.1342 [2020-10-19 13:49:21,845][root][INFO] - ===> Epoch[6619](33092/5): Loss -0.8462, Sem 0.0146, dir -0.9887, norm 0.1279, swav 0.0000 LR: 4.859e-02 Score 99.508 Data time: 0.1026, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.3183 [2020-10-19 13:49:24,147][root][INFO] - ===> Epoch[6619](33093/5): Loss -0.8356, Sem 0.0180, dir -0.9872, norm 0.1336, swav 0.0000 LR: 4.859e-02 Score 99.391 Data time: 0.0699, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.1816 [2020-10-19 13:49:26,158][root][INFO] - ===> Epoch[6619](33094/5): Loss -0.8297, Sem 0.0146, dir -0.9880, norm 0.1436, swav 0.0000 LR: 4.859e-02 Score 99.522 Data time: 0.0904, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9278 [2020-10-19 13:49:27,935][root][INFO] - ===> Epoch[6619](33095/5): Loss -0.8520, Sem 0.0167, dir -0.9882, norm 0.1195, swav 0.0000 LR: 4.859e-02 Score 99.422 Data time: 0.0791, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.6906 [2020-10-19 13:49:30,086][root][INFO] - ===> Epoch[6620](33096/5): Loss -0.8232, Sem 0.0178, dir -0.9883, norm 0.1473, swav 0.0000 LR: 4.859e-02 Score 99.417 Data time: 0.0554, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0585 [2020-10-19 13:49:32,363][root][INFO] - ===> Epoch[6620](33097/5): Loss -0.8373, Sem 0.0176, dir -0.9872, norm 0.1323, swav 0.0000 LR: 4.858e-02 Score 99.408 Data time: 0.0827, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.1979 [2020-10-19 13:49:34,351][root][INFO] - ===> Epoch[6620](33098/5): Loss -0.8438, Sem 0.0161, dir -0.9885, norm 0.1286, swav 0.0000 LR: 4.858e-02 Score 99.444 Data time: 0.0728, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.8761 [2020-10-19 13:49:36,554][root][INFO] - ===> Epoch[6620](33099/5): Loss -0.8501, Sem 0.0151, dir -0.9891, norm 0.1239, swav 0.0000 LR: 4.858e-02 Score 99.485 Data time: 0.1219, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.1108 [2020-10-19 13:49:39,355][root][INFO] - ===> Epoch[6620](33100/5): Loss -0.8311, Sem 0.0156, dir -0.9877, norm 0.1410, swav 0.0000 LR: 4.858e-02 Score 99.479 Data time: 0.0895, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.6860 [2020-10-19 13:49:40,531][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 13:49:42,117][root][INFO] - ===> Epoch[6621](33101/5): Loss -0.8343, Sem 0.0164, dir -0.9875, norm 0.1368, swav 0.0000 LR: 4.858e-02 Score 99.440 Data time: 0.0773, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.3973 [2020-10-19 13:49:44,180][root][INFO] - ===> Epoch[6621](33102/5): Loss -0.8478, Sem 0.0168, dir -0.9883, norm 0.1237, swav 0.0000 LR: 4.858e-02 Score 99.432 Data time: 0.0937, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9805 [2020-10-19 13:49:45,757][root][INFO] - ===> Epoch[6621](33103/5): Loss -0.8572, Sem 0.0171, dir -0.9884, norm 0.1141, swav 0.0000 LR: 4.857e-02 Score 99.421 Data time: 0.0762, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.4707 [2020-10-19 13:49:48,009][root][INFO] - ===> Epoch[6621](33104/5): Loss -0.8350, Sem 0.0160, dir -0.9883, norm 0.1374, swav 0.0000 LR: 4.857e-02 Score 99.461 Data time: 0.0825, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.1821 [2020-10-19 13:49:50,685][root][INFO] - ===> Epoch[6621](33105/5): Loss -0.8482, Sem 0.0160, dir -0.9887, norm 0.1244, swav 0.0000 LR: 4.857e-02 Score 99.458 Data time: 0.1087, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.5720 [2020-10-19 13:49:53,072][root][INFO] - ===> Epoch[6622](33106/5): Loss -0.8300, Sem 0.0173, dir -0.9870, norm 0.1397, swav 0.0000 LR: 4.857e-02 Score 99.433 Data time: 0.1470, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.2752 [2020-10-19 13:49:55,151][root][INFO] - ===> Epoch[6622](33107/5): Loss -0.8474, Sem 0.0159, dir -0.9888, norm 0.1255, swav 0.0000 LR: 4.857e-02 Score 99.470 Data time: 0.1180, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9959 [2020-10-19 13:49:57,202][root][INFO] - ===> Epoch[6622](33108/5): Loss -0.8467, Sem 0.0160, dir -0.9884, norm 0.1256, swav 0.0000 LR: 4.857e-02 Score 99.464 Data time: 0.0665, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9278 [2020-10-19 13:49:59,722][root][INFO] - ===> Epoch[6622](33109/5): Loss -0.8381, Sem 0.0169, dir -0.9886, norm 0.1336, swav 0.0000 LR: 4.856e-02 Score 99.427 Data time: 0.0622, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.4550 [2020-10-19 13:50:01,953][root][INFO] - ===> Epoch[6622](33110/5): Loss -0.8476, Sem 0.0152, dir -0.9885, norm 0.1257, swav 0.0000 LR: 4.856e-02 Score 99.489 Data time: 0.0729, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.1476 [2020-10-19 13:50:04,246][root][INFO] - ===> Epoch[6623](33111/5): Loss -0.8374, Sem 0.0178, dir -0.9881, norm 0.1329, swav 0.0000 LR: 4.856e-02 Score 99.407 Data time: 0.0845, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.1927 [2020-10-19 13:50:06,513][root][INFO] - ===> Epoch[6623](33112/5): Loss -0.8412, Sem 0.0175, dir -0.9872, norm 0.1284, swav 0.0000 LR: 4.856e-02 Score 99.419 Data time: 0.0678, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.1555 [2020-10-19 13:50:08,534][root][INFO] - ===> Epoch[6623](33113/5): Loss -0.8513, Sem 0.0155, dir -0.9884, norm 0.1216, swav 0.0000 LR: 4.856e-02 Score 99.461 Data time: 0.0844, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9271 [2020-10-19 13:50:10,673][root][INFO] - ===> Epoch[6623](33114/5): Loss -0.8520, Sem 0.0144, dir -0.9891, norm 0.1227, swav 0.0000 LR: 4.856e-02 Score 99.519 Data time: 0.0892, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0345 [2020-10-19 13:50:12,745][root][INFO] - ===> Epoch[6623](33115/5): Loss -0.8396, Sem 0.0188, dir -0.9879, norm 0.1296, swav 0.0000 LR: 4.855e-02 Score 99.357 Data time: 0.0777, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9624 [2020-10-19 13:50:15,096][root][INFO] - ===> Epoch[6624](33116/5): Loss -0.8526, Sem 0.0158, dir -0.9888, norm 0.1203, swav 0.0000 LR: 4.855e-02 Score 99.464 Data time: 0.0661, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.2158 [2020-10-19 13:50:16,947][root][INFO] - ===> Epoch[6624](33117/5): Loss -0.8529, Sem 0.0148, dir -0.9885, norm 0.1208, swav 0.0000 LR: 4.855e-02 Score 99.498 Data time: 0.0780, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.7513 [2020-10-19 13:50:19,202][root][INFO] - ===> Epoch[6624](33118/5): Loss -0.8415, Sem 0.0172, dir -0.9882, norm 0.1295, swav 0.0000 LR: 4.855e-02 Score 99.433 Data time: 0.0705, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1564 [2020-10-19 13:50:21,524][root][INFO] - ===> Epoch[6624](33119/5): Loss -0.8517, Sem 0.0168, dir -0.9879, norm 0.1194, swav 0.0000 LR: 4.855e-02 Score 99.429 Data time: 0.0712, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.2361 [2020-10-19 13:50:23,543][root][INFO] - ===> Epoch[6624](33120/5): Loss -0.8536, Sem 0.0154, dir -0.9894, norm 0.1204, swav 0.0000 LR: 4.855e-02 Score 99.482 Data time: 0.0938, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9118 [2020-10-19 13:50:25,568][root][INFO] - ===> Epoch[6625](33121/5): Loss -0.8395, Sem 0.0187, dir -0.9868, norm 0.1286, swav 0.0000 LR: 4.854e-02 Score 99.373 Data time: 0.0747, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9073 [2020-10-19 13:50:27,417][root][INFO] - ===> Epoch[6625](33122/5): Loss -0.8538, Sem 0.0164, dir -0.9880, norm 0.1178, swav 0.0000 LR: 4.854e-02 Score 99.440 Data time: 0.0646, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.7522 [2020-10-19 13:50:30,688][root][INFO] - ===> Epoch[6625](33123/5): Loss -0.8458, Sem 0.0151, dir -0.9882, norm 0.1273, swav 0.0000 LR: 4.854e-02 Score 99.499 Data time: 0.0668, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 3.1815 [2020-10-19 13:50:32,657][root][INFO] - ===> Epoch[6625](33124/5): Loss -0.8559, Sem 0.0162, dir -0.9892, norm 0.1171, swav 0.0000 LR: 4.854e-02 Score 99.450 Data time: 0.0653, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.8441 [2020-10-19 13:50:35,366][root][INFO] - ===> Epoch[6625](33125/5): Loss -0.8358, Sem 0.0155, dir -0.9886, norm 0.1373, swav 0.0000 LR: 4.854e-02 Score 99.483 Data time: 0.0645, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.6398 [2020-10-19 13:50:37,378][root][INFO] - ===> Epoch[6626](33126/5): Loss -0.8469, Sem 0.0179, dir -0.9873, norm 0.1224, swav 0.0000 LR: 4.854e-02 Score 99.401 Data time: 0.0799, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9165 [2020-10-19 13:50:39,813][root][INFO] - ===> Epoch[6626](33127/5): Loss -0.8435, Sem 0.0158, dir -0.9885, norm 0.1292, swav 0.0000 LR: 4.854e-02 Score 99.465 Data time: 0.1095, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.3291 [2020-10-19 13:50:41,826][root][INFO] - ===> Epoch[6626](33128/5): Loss -0.8467, Sem 0.0159, dir -0.9885, norm 0.1259, swav 0.0000 LR: 4.853e-02 Score 99.466 Data time: 0.0883, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.8923 [2020-10-19 13:50:44,010][root][INFO] - ===> Epoch[6626](33129/5): Loss -0.8456, Sem 0.0166, dir -0.9882, norm 0.1260, swav 0.0000 LR: 4.853e-02 Score 99.448 Data time: 0.1536, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0879 [2020-10-19 13:50:46,131][root][INFO] - ===> Epoch[6626](33130/5): Loss -0.8560, Sem 0.0155, dir -0.9895, norm 0.1181, swav 0.0000 LR: 4.853e-02 Score 99.476 Data time: 0.0965, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0123 [2020-10-19 13:50:48,723][root][INFO] - ===> Epoch[6627](33131/5): Loss -0.8593, Sem 0.0146, dir -0.9889, norm 0.1150, swav 0.0000 LR: 4.853e-02 Score 99.513 Data time: 0.0774, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.4740 [2020-10-19 13:50:51,353][root][INFO] - ===> Epoch[6627](33132/5): Loss -0.8359, Sem 0.0170, dir -0.9879, norm 0.1350, swav 0.0000 LR: 4.853e-02 Score 99.433 Data time: 0.0896, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.5330 [2020-10-19 13:50:53,355][root][INFO] - ===> Epoch[6627](33133/5): Loss -0.8480, Sem 0.0175, dir -0.9880, norm 0.1225, swav 0.0000 LR: 4.853e-02 Score 99.390 Data time: 0.0563, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.8866 [2020-10-19 13:50:55,826][root][INFO] - ===> Epoch[6627](33134/5): Loss -0.8555, Sem 0.0147, dir -0.9895, norm 0.1194, swav 0.0000 LR: 4.852e-02 Score 99.497 Data time: 0.0610, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.3680 [2020-10-19 13:50:58,875][root][INFO] - ===> Epoch[6627](33135/5): Loss -0.8391, Sem 0.0167, dir -0.9884, norm 0.1326, swav 0.0000 LR: 4.852e-02 Score 99.430 Data time: 0.0658, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.9558 [2020-10-19 13:51:00,966][root][INFO] - ===> Epoch[6628](33136/5): Loss -0.8477, Sem 0.0178, dir -0.9872, norm 0.1217, swav 0.0000 LR: 4.852e-02 Score 99.410 Data time: 0.0857, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9899 [2020-10-19 13:51:02,783][root][INFO] - ===> Epoch[6628](33137/5): Loss -0.8498, Sem 0.0163, dir -0.9885, norm 0.1223, swav 0.0000 LR: 4.852e-02 Score 99.443 Data time: 0.0787, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.7119 [2020-10-19 13:51:05,184][root][INFO] - ===> Epoch[6628](33138/5): Loss -0.8522, Sem 0.0167, dir -0.9886, norm 0.1197, swav 0.0000 LR: 4.852e-02 Score 99.431 Data time: 0.0568, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.3023 [2020-10-19 13:51:07,436][root][INFO] - ===> Epoch[6628](33139/5): Loss -0.8511, Sem 0.0164, dir -0.9880, norm 0.1205, swav 0.0000 LR: 4.852e-02 Score 99.451 Data time: 0.0692, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.1785 [2020-10-19 13:51:09,430][root][INFO] - ===> Epoch[6628](33140/5): Loss -0.8534, Sem 0.0159, dir -0.9891, norm 0.1198, swav 0.0000 LR: 4.851e-02 Score 99.467 Data time: 0.0629, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9002 [2020-10-19 13:51:11,562][root][INFO] - ===> Epoch[6629](33141/5): Loss -0.8398, Sem 0.0184, dir -0.9874, norm 0.1292, swav 0.0000 LR: 4.851e-02 Score 99.394 Data time: 0.2625, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0411 [2020-10-19 13:51:14,424][root][INFO] - ===> Epoch[6629](33142/5): Loss -0.8472, Sem 0.0167, dir -0.9877, norm 0.1239, swav 0.0000 LR: 4.851e-02 Score 99.442 Data time: 0.1173, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.7593 [2020-10-19 13:51:16,620][root][INFO] - ===> Epoch[6629](33143/5): Loss -0.8363, Sem 0.0162, dir -0.9881, norm 0.1356, swav 0.0000 LR: 4.851e-02 Score 99.452 Data time: 0.0987, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0811 [2020-10-19 13:51:18,639][root][INFO] - ===> Epoch[6629](33144/5): Loss -0.8607, Sem 0.0150, dir -0.9896, norm 0.1139, swav 0.0000 LR: 4.851e-02 Score 99.493 Data time: 0.0679, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9321 [2020-10-19 13:51:21,201][root][INFO] - ===> Epoch[6629](33145/5): Loss -0.8452, Sem 0.0174, dir -0.9875, norm 0.1249, swav 0.0000 LR: 4.851e-02 Score 99.437 Data time: 0.0861, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.4720 [2020-10-19 13:51:23,757][root][INFO] - ===> Epoch[6630](33146/5): Loss -0.8564, Sem 0.0158, dir -0.9894, norm 0.1171, swav 0.0000 LR: 4.850e-02 Score 99.461 Data time: 0.0903, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.4451 [2020-10-19 13:51:25,861][root][INFO] - ===> Epoch[6630](33147/5): Loss -0.8549, Sem 0.0157, dir -0.9891, norm 0.1185, swav 0.0000 LR: 4.850e-02 Score 99.463 Data time: 0.0620, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0199 [2020-10-19 13:51:27,943][root][INFO] - ===> Epoch[6630](33148/5): Loss -0.8386, Sem 0.0164, dir -0.9873, norm 0.1323, swav 0.0000 LR: 4.850e-02 Score 99.446 Data time: 0.0697, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0007 [2020-10-19 13:51:29,764][root][INFO] - ===> Epoch[6630](33149/5): Loss -0.8527, Sem 0.0162, dir -0.9884, norm 0.1196, swav 0.0000 LR: 4.850e-02 Score 99.448 Data time: 0.0852, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.7314 [2020-10-19 13:51:31,915][root][INFO] - ===> Epoch[6630](33150/5): Loss -0.8535, Sem 0.0173, dir -0.9885, norm 0.1177, swav 0.0000 LR: 4.850e-02 Score 99.415 Data time: 0.0687, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0488 [2020-10-19 13:51:34,568][root][INFO] - ===> Epoch[6631](33151/5): Loss -0.8371, Sem 0.0162, dir -0.9878, norm 0.1345, swav 0.0000 LR: 4.850e-02 Score 99.459 Data time: 0.0735, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.5829 [2020-10-19 13:51:36,720][root][INFO] - ===> Epoch[6631](33152/5): Loss -0.8579, Sem 0.0163, dir -0.9892, norm 0.1149, swav 0.0000 LR: 4.849e-02 Score 99.442 Data time: 0.1092, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0386 [2020-10-19 13:51:38,520][root][INFO] - ===> Epoch[6631](33153/5): Loss -0.8351, Sem 0.0207, dir -0.9872, norm 0.1315, swav 0.0000 LR: 4.849e-02 Score 99.317 Data time: 0.0690, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.7012 [2020-10-19 13:51:40,682][root][INFO] - ===> Epoch[6631](33154/5): Loss -0.8549, Sem 0.0153, dir -0.9887, norm 0.1185, swav 0.0000 LR: 4.849e-02 Score 99.483 Data time: 0.0486, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0814 [2020-10-19 13:51:42,664][root][INFO] - ===> Epoch[6631](33155/5): Loss -0.8501, Sem 0.0143, dir -0.9882, norm 0.1238, swav 0.0000 LR: 4.849e-02 Score 99.520 Data time: 0.0886, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9339 [2020-10-19 13:51:44,921][root][INFO] - ===> Epoch[6632](33156/5): Loss -0.8516, Sem 0.0168, dir -0.9881, norm 0.1198, swav 0.0000 LR: 4.849e-02 Score 99.425 Data time: 0.0694, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.1688 [2020-10-19 13:51:47,000][root][INFO] - ===> Epoch[6632](33157/5): Loss -0.8351, Sem 0.0180, dir -0.9884, norm 0.1353, swav 0.0000 LR: 4.849e-02 Score 99.395 Data time: 0.0965, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9610 [2020-10-19 13:51:49,133][root][INFO] - ===> Epoch[6632](33158/5): Loss -0.8500, Sem 0.0166, dir -0.9887, norm 0.1221, swav 0.0000 LR: 4.848e-02 Score 99.433 Data time: 0.0674, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0255 [2020-10-19 13:51:51,404][root][INFO] - ===> Epoch[6632](33159/5): Loss -0.8537, Sem 0.0159, dir -0.9884, norm 0.1188, swav 0.0000 LR: 4.848e-02 Score 99.460 Data time: 0.0966, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.2025 [2020-10-19 13:51:53,239][root][INFO] - ===> Epoch[6632](33160/5): Loss -0.8390, Sem 0.0174, dir -0.9878, norm 0.1313, swav 0.0000 LR: 4.848e-02 Score 99.421 Data time: 0.0789, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.7310 [2020-10-19 13:51:55,319][root][INFO] - ===> Epoch[6633](33161/5): Loss -0.8563, Sem 0.0165, dir -0.9885, norm 0.1156, swav 0.0000 LR: 4.848e-02 Score 99.446 Data time: 0.0690, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9707 [2020-10-19 13:51:57,746][root][INFO] - ===> Epoch[6633](33162/5): Loss -0.8407, Sem 0.0163, dir -0.9883, norm 0.1313, swav 0.0000 LR: 4.848e-02 Score 99.465 Data time: 0.1063, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.3414 [2020-10-19 13:52:00,317][root][INFO] - ===> Epoch[6633](33163/5): Loss -0.8437, Sem 0.0141, dir -0.9892, norm 0.1314, swav 0.0000 LR: 4.848e-02 Score 99.522 Data time: 0.0926, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.4641 [2020-10-19 13:52:03,057][root][INFO] - ===> Epoch[6633](33164/5): Loss -0.8362, Sem 0.0176, dir -0.9882, norm 0.1344, swav 0.0000 LR: 4.848e-02 Score 99.402 Data time: 0.0767, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.5979 [2020-10-19 13:52:05,539][root][INFO] - ===> Epoch[6633](33165/5): Loss -0.8399, Sem 0.0181, dir -0.9886, norm 0.1307, swav 0.0000 LR: 4.847e-02 Score 99.400 Data time: 0.0786, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.3654 [2020-10-19 13:52:07,531][root][INFO] - ===> Epoch[6634](33166/5): Loss -0.8583, Sem 0.0135, dir -0.9895, norm 0.1178, swav 0.0000 LR: 4.847e-02 Score 99.542 Data time: 0.0812, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.8936 [2020-10-19 13:52:09,666][root][INFO] - ===> Epoch[6634](33167/5): Loss -0.8415, Sem 0.0163, dir -0.9875, norm 0.1297, swav 0.0000 LR: 4.847e-02 Score 99.453 Data time: 0.0620, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0370 [2020-10-19 13:52:11,962][root][INFO] - ===> Epoch[6634](33168/5): Loss -0.8408, Sem 0.0159, dir -0.9877, norm 0.1310, swav 0.0000 LR: 4.847e-02 Score 99.467 Data time: 0.0853, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.1913 [2020-10-19 13:52:14,433][root][INFO] - ===> Epoch[6634](33169/5): Loss -0.8329, Sem 0.0187, dir -0.9882, norm 0.1366, swav 0.0000 LR: 4.847e-02 Score 99.379 Data time: 0.0900, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.3678 [2020-10-19 13:52:16,473][root][INFO] - ===> Epoch[6634](33170/5): Loss -0.8441, Sem 0.0154, dir -0.9887, norm 0.1292, swav 0.0000 LR: 4.847e-02 Score 99.471 Data time: 0.0671, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9480 [2020-10-19 13:52:18,798][root][INFO] - ===> Epoch[6635](33171/5): Loss -0.8397, Sem 0.0146, dir -0.9893, norm 0.1350, swav 0.0000 LR: 4.846e-02 Score 99.505 Data time: 0.1183, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.2478 [2020-10-19 13:52:20,729][root][INFO] - ===> Epoch[6635](33172/5): Loss -0.8406, Sem 0.0151, dir -0.9883, norm 0.1326, swav 0.0000 LR: 4.846e-02 Score 99.488 Data time: 0.0567, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.8130 [2020-10-19 13:52:22,810][root][INFO] - ===> Epoch[6635](33173/5): Loss -0.8473, Sem 0.0147, dir -0.9881, norm 0.1261, swav 0.0000 LR: 4.846e-02 Score 99.495 Data time: 0.0630, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9989 [2020-10-19 13:52:25,142][root][INFO] - ===> Epoch[6635](33174/5): Loss -0.8259, Sem 0.0167, dir -0.9880, norm 0.1453, swav 0.0000 LR: 4.846e-02 Score 99.447 Data time: 0.0865, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.2518 [2020-10-19 13:52:27,471][root][INFO] - ===> Epoch[6635](33175/5): Loss -0.8323, Sem 0.0191, dir -0.9881, norm 0.1367, swav 0.0000 LR: 4.846e-02 Score 99.369 Data time: 0.0834, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.2122 [2020-10-19 13:52:29,545][root][INFO] - ===> Epoch[6636](33176/5): Loss -0.8453, Sem 0.0151, dir -0.9901, norm 0.1297, swav 0.0000 LR: 4.846e-02 Score 99.497 Data time: 0.0570, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9775 [2020-10-19 13:52:31,675][root][INFO] - ===> Epoch[6636](33177/5): Loss -0.8535, Sem 0.0146, dir -0.9889, norm 0.1209, swav 0.0000 LR: 4.845e-02 Score 99.502 Data time: 0.0704, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0732 [2020-10-19 13:52:34,115][root][INFO] - ===> Epoch[6636](33178/5): Loss -0.8417, Sem 0.0156, dir -0.9878, norm 0.1304, swav 0.0000 LR: 4.845e-02 Score 99.472 Data time: 0.1074, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.3402 [2020-10-19 13:52:36,057][root][INFO] - ===> Epoch[6636](33179/5): Loss -0.8549, Sem 0.0163, dir -0.9890, norm 0.1178, swav 0.0000 LR: 4.845e-02 Score 99.451 Data time: 0.0550, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.8271 [2020-10-19 13:52:38,492][root][INFO] - ===> Epoch[6636](33180/5): Loss -0.8288, Sem 0.0177, dir -0.9875, norm 0.1410, swav 0.0000 LR: 4.845e-02 Score 99.416 Data time: 0.0593, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.3762 [2020-10-19 13:52:40,621][root][INFO] - ===> Epoch[6637](33181/5): Loss -0.8461, Sem 0.0169, dir -0.9886, norm 0.1256, swav 0.0000 LR: 4.845e-02 Score 99.434 Data time: 0.0545, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0727 [2020-10-19 13:52:42,609][root][INFO] - ===> Epoch[6637](33182/5): Loss -0.8521, Sem 0.0167, dir -0.9885, norm 0.1197, swav 0.0000 LR: 4.845e-02 Score 99.436 Data time: 0.2129, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.8954 [2020-10-19 13:52:45,309][root][INFO] - ===> Epoch[6637](33183/5): Loss -0.8382, Sem 0.0160, dir -0.9883, norm 0.1341, swav 0.0000 LR: 4.844e-02 Score 99.463 Data time: 0.1141, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.6027 [2020-10-19 13:52:47,554][root][INFO] - ===> Epoch[6637](33184/5): Loss -0.8476, Sem 0.0157, dir -0.9888, norm 0.1255, swav 0.0000 LR: 4.844e-02 Score 99.474 Data time: 0.0753, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.1205 [2020-10-19 13:52:49,492][root][INFO] - ===> Epoch[6637](33185/5): Loss -0.8517, Sem 0.0153, dir -0.9888, norm 0.1219, swav 0.0000 LR: 4.844e-02 Score 99.481 Data time: 0.0670, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.8415 [2020-10-19 13:52:51,436][root][INFO] - ===> Epoch[6638](33186/5): Loss -0.8452, Sem 0.0184, dir -0.9881, norm 0.1245, swav 0.0000 LR: 4.844e-02 Score 99.386 Data time: 0.0773, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.8628 [2020-10-19 13:52:53,691][root][INFO] - ===> Epoch[6638](33187/5): Loss -0.8426, Sem 0.0164, dir -0.9873, norm 0.1282, swav 0.0000 LR: 4.844e-02 Score 99.450 Data time: 0.0683, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.1514 [2020-10-19 13:52:55,816][root][INFO] - ===> Epoch[6638](33188/5): Loss -0.8614, Sem 0.0153, dir -0.9901, norm 0.1134, swav 0.0000 LR: 4.844e-02 Score 99.483 Data time: 0.0846, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0346 [2020-10-19 13:52:58,002][root][INFO] - ===> Epoch[6638](33189/5): Loss -0.8355, Sem 0.0200, dir -0.9882, norm 0.1327, swav 0.0000 LR: 4.843e-02 Score 99.360 Data time: 0.0981, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0818 [2020-10-19 13:52:59,877][root][INFO] - ===> Epoch[6638](33190/5): Loss -0.8489, Sem 0.0158, dir -0.9893, norm 0.1247, swav 0.0000 LR: 4.843e-02 Score 99.472 Data time: 0.1503, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.8022 [2020-10-19 13:53:02,326][root][INFO] - ===> Epoch[6639](33191/5): Loss -0.8312, Sem 0.0173, dir -0.9877, norm 0.1392, swav 0.0000 LR: 4.843e-02 Score 99.429 Data time: 0.1492, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.3755 [2020-10-19 13:53:04,523][root][INFO] - ===> Epoch[6639](33192/5): Loss -0.8460, Sem 0.0172, dir -0.9886, norm 0.1255, swav 0.0000 LR: 4.843e-02 Score 99.436 Data time: 0.0784, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0682 [2020-10-19 13:53:06,555][root][INFO] - ===> Epoch[6639](33193/5): Loss -0.8437, Sem 0.0198, dir -0.9865, norm 0.1230, swav 0.0000 LR: 4.843e-02 Score 99.347 Data time: 0.0601, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9462 [2020-10-19 13:53:08,556][root][INFO] - ===> Epoch[6639](33194/5): Loss -0.8489, Sem 0.0166, dir -0.9889, norm 0.1234, swav 0.0000 LR: 4.843e-02 Score 99.443 Data time: 0.0542, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9267 [2020-10-19 13:53:10,654][root][INFO] - ===> Epoch[6639](33195/5): Loss -0.8452, Sem 0.0170, dir -0.9877, norm 0.1254, swav 0.0000 LR: 4.842e-02 Score 99.429 Data time: 0.0713, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0299 [2020-10-19 13:53:13,155][root][INFO] - ===> Epoch[6640](33196/5): Loss -0.8350, Sem 0.0154, dir -0.9881, norm 0.1377, swav 0.0000 LR: 4.842e-02 Score 99.486 Data time: 0.0696, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.3866 [2020-10-19 13:53:15,553][root][INFO] - ===> Epoch[6640](33197/5): Loss -0.8576, Sem 0.0158, dir -0.9895, norm 0.1162, swav 0.0000 LR: 4.842e-02 Score 99.453 Data time: 0.0794, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.3130 [2020-10-19 13:53:17,706][root][INFO] - ===> Epoch[6640](33198/5): Loss -0.8490, Sem 0.0171, dir -0.9885, norm 0.1224, swav 0.0000 LR: 4.842e-02 Score 99.420 Data time: 0.0717, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0237 [2020-10-19 13:53:19,537][root][INFO] - ===> Epoch[6640](33199/5): Loss -0.8502, Sem 0.0158, dir -0.9892, norm 0.1231, swav 0.0000 LR: 4.842e-02 Score 99.466 Data time: 0.0669, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.7310 [2020-10-19 13:53:21,866][root][INFO] - ===> Epoch[6640](33200/5): Loss -0.8398, Sem 0.0179, dir -0.9873, norm 0.1296, swav 0.0000 LR: 4.842e-02 Score 99.406 Data time: 0.0735, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.2459 [2020-10-19 13:53:23,915][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 13:53:24,105][root][INFO] - ===> Start testing [2020-10-19 13:54:03,352][root][INFO] - 68/68: Data time: 0.4375, Iter time: 0.3067 Loss 0.451 (AVG: 0.570) Score 91.737 (AVG: 90.406) mIOU 70.087 mAP 84.076 mAcc 77.852 IOU: 61.142 0.421 79.321 73.756 93.943 91.797 37.895 79.402 97.946 70.018 81.484 85.650 58.361 mAP: 80.672 12.706 94.587 86.766 98.728 98.144 57.911 97.081 99.722 89.244 92.969 94.308 90.150 mAcc: 75.699 3.099 90.239 82.008 95.948 96.568 42.070 93.989 99.104 82.715 92.149 95.874 62.609 [2020-10-19 13:54:03,359][root][INFO] - Finished test. Elapsed time: 39.2471 [2020-10-19 13:54:06,225][root][INFO] - [2020-10-19 13:54:06,226][root][INFO] - ################################################################ [2020-10-19 13:54:06,226][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 13:54:06,226][root][INFO] - ################################################################ [2020-10-19 13:54:06,226][root][INFO] - clutter : nan nan nan [2020-10-19 13:54:06,226][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 13:54:06,226][root][INFO] - board : 0.791 0.850 0.896 [2020-10-19 13:54:06,226][root][INFO] - bookcase : 0.249 0.392 0.532 [2020-10-19 13:54:06,226][root][INFO] - ceiling : 0.383 0.431 0.485 [2020-10-19 13:54:06,226][root][INFO] - chair : 0.827 0.905 0.926 [2020-10-19 13:54:06,226][root][INFO] - column : 0.243 0.348 0.440 [2020-10-19 13:54:06,226][root][INFO] - door : 0.796 0.930 0.960 [2020-10-19 13:54:06,226][root][INFO] - floor : 0.959 0.984 0.999 [2020-10-19 13:54:06,226][root][INFO] - sofa : 0.409 0.717 0.818 [2020-10-19 13:54:06,226][root][INFO] - table : 0.125 0.277 0.621 [2020-10-19 13:54:06,226][root][INFO] - wall : 0.549 0.755 0.821 [2020-10-19 13:54:06,226][root][INFO] - window : 0.542 0.768 0.768 [2020-10-19 13:54:06,226][root][INFO] - ---------------------------------------------------------------- [2020-10-19 13:54:06,226][root][INFO] - average : 0.489 0.613 0.689 [2020-10-19 13:54:06,226][root][INFO] - [2020-10-19 13:54:06,397][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 13:54:06,398][root][INFO] - Current best mIoU: 72.177 at iter 31200 [2020-10-19 13:54:07,951][root][INFO] - ===> Epoch[6641](33201/5): Loss -0.8363, Sem 0.0181, dir -0.9867, norm 0.1323, swav 0.0000 LR: 4.841e-02 Score 99.397 Data time: 0.0588, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.5464 [2020-10-19 13:54:10,449][root][INFO] - ===> Epoch[6641](33202/5): Loss -0.8501, Sem 0.0160, dir -0.9885, norm 0.1224, swav 0.0000 LR: 4.841e-02 Score 99.453 Data time: 0.0627, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.4124 [2020-10-19 13:54:12,464][root][INFO] - ===> Epoch[6641](33203/5): Loss -0.8414, Sem 0.0181, dir -0.9872, norm 0.1277, swav 0.0000 LR: 4.841e-02 Score 99.395 Data time: 0.0898, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9310 [2020-10-19 13:54:14,519][root][INFO] - ===> Epoch[6641](33204/5): Loss -0.8458, Sem 0.0176, dir -0.9882, norm 0.1248, swav 0.0000 LR: 4.841e-02 Score 99.430 Data time: 0.1057, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9365 [2020-10-19 13:54:16,268][root][INFO] - ===> Epoch[6641](33205/5): Loss -0.8312, Sem 0.0159, dir -0.9890, norm 0.1419, swav 0.0000 LR: 4.841e-02 Score 99.470 Data time: 0.0681, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.6510 [2020-10-19 13:54:18,574][root][INFO] - ===> Epoch[6642](33206/5): Loss -0.8502, Sem 0.0157, dir -0.9884, norm 0.1226, swav 0.0000 LR: 4.841e-02 Score 99.471 Data time: 0.1170, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.2073 [2020-10-19 13:54:21,069][root][INFO] - ===> Epoch[6642](33207/5): Loss -0.8549, Sem 0.0160, dir -0.9888, norm 0.1179, swav 0.0000 LR: 4.841e-02 Score 99.459 Data time: 0.1737, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.3802 [2020-10-19 13:54:23,265][root][INFO] - ===> Epoch[6642](33208/5): Loss -0.8482, Sem 0.0159, dir -0.9879, norm 0.1239, swav 0.0000 LR: 4.840e-02 Score 99.461 Data time: 0.1414, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0917 [2020-10-19 13:54:25,087][root][INFO] - ===> Epoch[6642](33209/5): Loss -0.8349, Sem 0.0190, dir -0.9875, norm 0.1336, swav 0.0000 LR: 4.840e-02 Score 99.366 Data time: 0.0821, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.7243 [2020-10-19 13:54:27,244][root][INFO] - ===> Epoch[6642](33210/5): Loss -0.8352, Sem 0.0173, dir -0.9875, norm 0.1349, swav 0.0000 LR: 4.840e-02 Score 99.413 Data time: 0.1904, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0583 [2020-10-19 13:54:29,583][root][INFO] - ===> Epoch[6643](33211/5): Loss -0.8353, Sem 0.0157, dir -0.9883, norm 0.1373, swav 0.0000 LR: 4.840e-02 Score 99.473 Data time: 0.1456, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2376 [2020-10-19 13:54:31,661][root][INFO] - ===> Epoch[6643](33212/5): Loss -0.8298, Sem 0.0186, dir -0.9875, norm 0.1391, swav 0.0000 LR: 4.840e-02 Score 99.372 Data time: 0.0777, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9554 [2020-10-19 13:54:33,998][root][INFO] - ===> Epoch[6643](33213/5): Loss -0.8417, Sem 0.0150, dir -0.9880, norm 0.1313, swav 0.0000 LR: 4.840e-02 Score 99.496 Data time: 0.0928, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2359 [2020-10-19 13:54:35,896][root][INFO] - ===> Epoch[6643](33214/5): Loss -0.8427, Sem 0.0186, dir -0.9880, norm 0.1268, swav 0.0000 LR: 4.839e-02 Score 99.365 Data time: 0.0657, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.7998 [2020-10-19 13:54:38,458][root][INFO] - ===> Epoch[6643](33215/5): Loss -0.8460, Sem 0.0151, dir -0.9892, norm 0.1281, swav 0.0000 LR: 4.839e-02 Score 99.503 Data time: 0.0637, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.4846 [2020-10-19 13:54:40,536][root][INFO] - ===> Epoch[6644](33216/5): Loss -0.8394, Sem 0.0178, dir -0.9861, norm 0.1289, swav 0.0000 LR: 4.839e-02 Score 99.395 Data time: 0.0806, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0020 [2020-10-19 13:54:42,697][root][INFO] - ===> Epoch[6644](33217/5): Loss -0.8407, Sem 0.0142, dir -0.9897, norm 0.1349, swav 0.0000 LR: 4.839e-02 Score 99.515 Data time: 0.0969, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0678 [2020-10-19 13:54:44,908][root][INFO] - ===> Epoch[6644](33218/5): Loss -0.8541, Sem 0.0157, dir -0.9894, norm 0.1196, swav 0.0000 LR: 4.839e-02 Score 99.469 Data time: 0.0802, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0930 [2020-10-19 13:54:46,991][root][INFO] - ===> Epoch[6644](33219/5): Loss -0.8314, Sem 0.0173, dir -0.9879, norm 0.1392, swav 0.0000 LR: 4.839e-02 Score 99.428 Data time: 0.0765, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9922 [2020-10-19 13:54:49,121][root][INFO] - ===> Epoch[6644](33220/5): Loss -0.8400, Sem 0.0169, dir -0.9891, norm 0.1322, swav 0.0000 LR: 4.838e-02 Score 99.439 Data time: 0.0658, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0383 [2020-10-19 13:54:51,106][root][INFO] - ===> Epoch[6645](33221/5): Loss -0.8286, Sem 0.0170, dir -0.9875, norm 0.1419, swav 0.0000 LR: 4.838e-02 Score 99.429 Data time: 0.0728, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.8854 [2020-10-19 13:54:53,701][root][INFO] - ===> Epoch[6645](33222/5): Loss -0.8476, Sem 0.0161, dir -0.9881, norm 0.1243, swav 0.0000 LR: 4.838e-02 Score 99.452 Data time: 0.0665, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.4825 [2020-10-19 13:54:56,020][root][INFO] - ===> Epoch[6645](33223/5): Loss -0.8341, Sem 0.0173, dir -0.9884, norm 0.1370, swav 0.0000 LR: 4.838e-02 Score 99.423 Data time: 0.0765, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.2107 [2020-10-19 13:54:58,110][root][INFO] - ===> Epoch[6645](33224/5): Loss -0.8570, Sem 0.0158, dir -0.9891, norm 0.1163, swav 0.0000 LR: 4.838e-02 Score 99.459 Data time: 0.0801, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9789 [2020-10-19 13:55:00,009][root][INFO] - ===> Epoch[6645](33225/5): Loss -0.8412, Sem 0.0185, dir -0.9872, norm 0.1275, swav 0.0000 LR: 4.838e-02 Score 99.381 Data time: 0.1466, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.7867 [2020-10-19 13:55:02,375][root][INFO] - ===> Epoch[6646](33226/5): Loss -0.8339, Sem 0.0173, dir -0.9876, norm 0.1364, swav 0.0000 LR: 4.837e-02 Score 99.418 Data time: 0.0947, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2626 [2020-10-19 13:55:04,257][root][INFO] - ===> Epoch[6646](33227/5): Loss -0.8563, Sem 0.0144, dir -0.9891, norm 0.1185, swav 0.0000 LR: 4.837e-02 Score 99.510 Data time: 0.0848, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.7636 [2020-10-19 13:55:06,765][root][INFO] - ===> Epoch[6646](33228/5): Loss -0.8395, Sem 0.0158, dir -0.9884, norm 0.1331, swav 0.0000 LR: 4.837e-02 Score 99.473 Data time: 0.0747, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.4075 [2020-10-19 13:55:09,137][root][INFO] - ===> Epoch[6646](33229/5): Loss -0.8510, Sem 0.0168, dir -0.9887, norm 0.1209, swav 0.0000 LR: 4.837e-02 Score 99.442 Data time: 0.0922, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2716 [2020-10-19 13:55:11,184][root][INFO] - ===> Epoch[6646](33230/5): Loss -0.8466, Sem 0.0157, dir -0.9875, norm 0.1252, swav 0.0000 LR: 4.837e-02 Score 99.472 Data time: 0.0794, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9425 [2020-10-19 13:55:13,885][root][INFO] - ===> Epoch[6647](33231/5): Loss -0.8442, Sem 0.0167, dir -0.9881, norm 0.1272, swav 0.0000 LR: 4.837e-02 Score 99.432 Data time: 0.0863, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.5903 [2020-10-19 13:55:15,874][root][INFO] - ===> Epoch[6647](33232/5): Loss -0.8522, Sem 0.0162, dir -0.9885, norm 0.1201, swav 0.0000 LR: 4.836e-02 Score 99.452 Data time: 0.0898, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.8625 [2020-10-19 13:55:17,705][root][INFO] - ===> Epoch[6647](33233/5): Loss -0.8496, Sem 0.0169, dir -0.9886, norm 0.1220, swav 0.0000 LR: 4.836e-02 Score 99.433 Data time: 0.0660, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.7217 [2020-10-19 13:55:20,099][root][INFO] - ===> Epoch[6647](33234/5): Loss -0.8442, Sem 0.0151, dir -0.9878, norm 0.1286, swav 0.0000 LR: 4.836e-02 Score 99.495 Data time: 0.0637, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2948 [2020-10-19 13:55:22,617][root][INFO] - ===> Epoch[6647](33235/5): Loss -0.8362, Sem 0.0181, dir -0.9882, norm 0.1339, swav 0.0000 LR: 4.836e-02 Score 99.384 Data time: 0.0673, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.4424 [2020-10-19 13:55:25,293][root][INFO] - ===> Epoch[6648](33236/5): Loss -0.8480, Sem 0.0141, dir -0.9894, norm 0.1274, swav 0.0000 LR: 4.836e-02 Score 99.533 Data time: 0.0630, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.5622 [2020-10-19 13:55:27,729][root][INFO] - ===> Epoch[6648](33237/5): Loss -0.8493, Sem 0.0159, dir -0.9879, norm 0.1226, swav 0.0000 LR: 4.836e-02 Score 99.459 Data time: 0.0718, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.3413 [2020-10-19 13:55:29,797][root][INFO] - ===> Epoch[6648](33238/5): Loss -0.8466, Sem 0.0183, dir -0.9871, norm 0.1222, swav 0.0000 LR: 4.835e-02 Score 99.396 Data time: 0.0672, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9573 [2020-10-19 13:55:32,820][root][INFO] - ===> Epoch[6648](33239/5): Loss -0.8511, Sem 0.0160, dir -0.9881, norm 0.1210, swav 0.0000 LR: 4.835e-02 Score 99.448 Data time: 0.0717, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.9215 [2020-10-19 13:55:35,216][root][INFO] - ===> Epoch[6648](33240/5): Loss -0.8486, Sem 0.0142, dir -0.9899, norm 0.1271, swav 0.0000 LR: 4.835e-02 Score 99.515 Data time: 0.0791, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.2933 [2020-10-19 13:55:37,369][root][INFO] - ===> Epoch[6649](33241/5): Loss -0.8465, Sem 0.0162, dir -0.9888, norm 0.1261, swav 0.0000 LR: 4.835e-02 Score 99.455 Data time: 0.0862, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0230 [2020-10-19 13:55:39,388][root][INFO] - ===> Epoch[6649](33242/5): Loss -0.8509, Sem 0.0157, dir -0.9878, norm 0.1212, swav 0.0000 LR: 4.835e-02 Score 99.475 Data time: 0.0826, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.8952 [2020-10-19 13:55:41,442][root][INFO] - ===> Epoch[6649](33243/5): Loss -0.8435, Sem 0.0173, dir -0.9882, norm 0.1274, swav 0.0000 LR: 4.835e-02 Score 99.420 Data time: 0.1553, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9465 [2020-10-19 13:55:43,499][root][INFO] - ===> Epoch[6649](33244/5): Loss -0.8453, Sem 0.0157, dir -0.9886, norm 0.1276, swav 0.0000 LR: 4.834e-02 Score 99.469 Data time: 0.0920, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9655 [2020-10-19 13:55:45,582][root][INFO] - ===> Epoch[6649](33245/5): Loss -0.8416, Sem 0.0180, dir -0.9873, norm 0.1277, swav 0.0000 LR: 4.834e-02 Score 99.393 Data time: 0.0721, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9719 [2020-10-19 13:55:47,629][root][INFO] - ===> Epoch[6650](33246/5): Loss -0.8495, Sem 0.0163, dir -0.9893, norm 0.1235, swav 0.0000 LR: 4.834e-02 Score 99.460 Data time: 0.0579, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9446 [2020-10-19 13:55:49,996][root][INFO] - ===> Epoch[6650](33247/5): Loss -0.8457, Sem 0.0178, dir -0.9879, norm 0.1244, swav 0.0000 LR: 4.834e-02 Score 99.418 Data time: 0.0574, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.2654 [2020-10-19 13:55:52,343][root][INFO] - ===> Epoch[6650](33248/5): Loss -0.8461, Sem 0.0159, dir -0.9888, norm 0.1267, swav 0.0000 LR: 4.834e-02 Score 99.460 Data time: 0.0895, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.2697 [2020-10-19 13:55:54,304][root][INFO] - ===> Epoch[6650](33249/5): Loss -0.8576, Sem 0.0156, dir -0.9895, norm 0.1163, swav 0.0000 LR: 4.834e-02 Score 99.462 Data time: 0.0896, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.8383 [2020-10-19 13:55:56,432][root][INFO] - ===> Epoch[6650](33250/5): Loss -0.8472, Sem 0.0156, dir -0.9872, norm 0.1244, swav 0.0000 LR: 4.834e-02 Score 99.474 Data time: 0.0810, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0299 [2020-10-19 13:55:58,569][root][INFO] - ===> Epoch[6651](33251/5): Loss -0.8523, Sem 0.0153, dir -0.9882, norm 0.1205, swav 0.0000 LR: 4.833e-02 Score 99.482 Data time: 0.1853, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0187 [2020-10-19 13:56:00,849][root][INFO] - ===> Epoch[6651](33252/5): Loss -0.8480, Sem 0.0159, dir -0.9891, norm 0.1252, swav 0.0000 LR: 4.833e-02 Score 99.454 Data time: 0.1015, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.1841 [2020-10-19 13:56:03,106][root][INFO] - ===> Epoch[6651](33253/5): Loss -0.8503, Sem 0.0167, dir -0.9885, norm 0.1215, swav 0.0000 LR: 4.833e-02 Score 99.437 Data time: 0.1102, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.1298 [2020-10-19 13:56:05,072][root][INFO] - ===> Epoch[6651](33254/5): Loss -0.8382, Sem 0.0174, dir -0.9879, norm 0.1324, swav 0.0000 LR: 4.833e-02 Score 99.417 Data time: 0.0806, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.8573 [2020-10-19 13:56:07,075][root][INFO] - ===> Epoch[6651](33255/5): Loss -0.8547, Sem 0.0157, dir -0.9897, norm 0.1193, swav 0.0000 LR: 4.833e-02 Score 99.471 Data time: 0.0929, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.8867 [2020-10-19 13:56:09,461][root][INFO] - ===> Epoch[6652](33256/5): Loss -0.8474, Sem 0.0173, dir -0.9880, norm 0.1232, swav 0.0000 LR: 4.833e-02 Score 99.409 Data time: 0.0635, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.2810 [2020-10-19 13:56:11,840][root][INFO] - ===> Epoch[6652](33257/5): Loss -0.8434, Sem 0.0166, dir -0.9885, norm 0.1285, swav 0.0000 LR: 4.832e-02 Score 99.442 Data time: 0.0597, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.2902 [2020-10-19 13:56:14,197][root][INFO] - ===> Epoch[6652](33258/5): Loss -0.8474, Sem 0.0148, dir -0.9886, norm 0.1264, swav 0.0000 LR: 4.832e-02 Score 99.502 Data time: 0.1081, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.2420 [2020-10-19 13:56:16,716][root][INFO] - ===> Epoch[6652](33259/5): Loss -0.8511, Sem 0.0164, dir -0.9888, norm 0.1213, swav 0.0000 LR: 4.832e-02 Score 99.461 Data time: 0.1001, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.4099 [2020-10-19 13:56:19,071][root][INFO] - ===> Epoch[6652](33260/5): Loss -0.8523, Sem 0.0159, dir -0.9892, norm 0.1210, swav 0.0000 LR: 4.832e-02 Score 99.465 Data time: 0.0768, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.2783 [2020-10-19 13:56:21,338][root][INFO] - ===> Epoch[6653](33261/5): Loss -0.8306, Sem 0.0172, dir -0.9862, norm 0.1384, swav 0.0000 LR: 4.832e-02 Score 99.440 Data time: 0.0919, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.1856 [2020-10-19 13:56:23,692][root][INFO] - ===> Epoch[6653](33262/5): Loss -0.8459, Sem 0.0157, dir -0.9885, norm 0.1269, swav 0.0000 LR: 4.832e-02 Score 99.469 Data time: 0.0461, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.2746 [2020-10-19 13:56:25,626][root][INFO] - ===> Epoch[6653](33263/5): Loss -0.8629, Sem 0.0151, dir -0.9894, norm 0.1114, swav 0.0000 LR: 4.831e-02 Score 99.488 Data time: 0.0780, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.8531 [2020-10-19 13:56:27,690][root][INFO] - ===> Epoch[6653](33264/5): Loss -0.8315, Sem 0.0180, dir -0.9868, norm 0.1373, swav 0.0000 LR: 4.831e-02 Score 99.399 Data time: 0.0687, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9577 [2020-10-19 13:56:29,631][root][INFO] - ===> Epoch[6653](33265/5): Loss -0.8511, Sem 0.0170, dir -0.9891, norm 0.1209, swav 0.0000 LR: 4.831e-02 Score 99.430 Data time: 0.0894, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.8444 [2020-10-19 13:56:31,850][root][INFO] - ===> Epoch[6654](33266/5): Loss -0.8435, Sem 0.0169, dir -0.9878, norm 0.1274, swav 0.0000 LR: 4.831e-02 Score 99.426 Data time: 0.0803, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.1176 [2020-10-19 13:56:34,020][root][INFO] - ===> Epoch[6654](33267/5): Loss -0.8364, Sem 0.0154, dir -0.9891, norm 0.1373, swav 0.0000 LR: 4.831e-02 Score 99.485 Data time: 0.0753, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0514 [2020-10-19 13:56:36,151][root][INFO] - ===> Epoch[6654](33268/5): Loss -0.8547, Sem 0.0151, dir -0.9892, norm 0.1194, swav 0.0000 LR: 4.831e-02 Score 99.500 Data time: 0.0690, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0185 [2020-10-19 13:56:39,364][root][INFO] - ===> Epoch[6654](33269/5): Loss -0.8314, Sem 0.0174, dir -0.9881, norm 0.1393, swav 0.0000 LR: 4.830e-02 Score 99.429 Data time: 0.0747, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 3.1158 [2020-10-19 13:56:41,206][root][INFO] - ===> Epoch[6654](33270/5): Loss -0.8578, Sem 0.0170, dir -0.9877, norm 0.1130, swav 0.0000 LR: 4.830e-02 Score 99.439 Data time: 0.0711, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.7275 [2020-10-19 13:56:43,345][root][INFO] - ===> Epoch[6655](33271/5): Loss -0.8431, Sem 0.0159, dir -0.9887, norm 0.1296, swav 0.0000 LR: 4.830e-02 Score 99.462 Data time: 0.0988, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0565 [2020-10-19 13:56:45,632][root][INFO] - ===> Epoch[6655](33272/5): Loss -0.8581, Sem 0.0158, dir -0.9884, norm 0.1145, swav 0.0000 LR: 4.830e-02 Score 99.466 Data time: 0.0623, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.1045 [2020-10-19 13:56:48,078][root][INFO] - ===> Epoch[6655](33273/5): Loss -0.8477, Sem 0.0163, dir -0.9883, norm 0.1244, swav 0.0000 LR: 4.830e-02 Score 99.446 Data time: 0.0741, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.3450 [2020-10-19 13:56:50,267][root][INFO] - ===> Epoch[6655](33274/5): Loss -0.8553, Sem 0.0154, dir -0.9887, norm 0.1180, swav 0.0000 LR: 4.830e-02 Score 99.480 Data time: 0.0803, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0920 [2020-10-19 13:56:52,027][root][INFO] - ===> Epoch[6655](33275/5): Loss -0.8347, Sem 0.0181, dir -0.9877, norm 0.1349, swav 0.0000 LR: 4.829e-02 Score 99.383 Data time: 0.0686, Forward time: 0.7784, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.6488 [2020-10-19 13:56:54,401][root][INFO] - ===> Epoch[6656](33276/5): Loss -0.8457, Sem 0.0150, dir -0.9894, norm 0.1287, swav 0.0000 LR: 4.829e-02 Score 99.491 Data time: 0.1521, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.2737 [2020-10-19 13:56:56,297][root][INFO] - ===> Epoch[6656](33277/5): Loss -0.8381, Sem 0.0162, dir -0.9883, norm 0.1340, swav 0.0000 LR: 4.829e-02 Score 99.446 Data time: 0.0870, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.7429 [2020-10-19 13:56:58,475][root][INFO] - ===> Epoch[6656](33278/5): Loss -0.8307, Sem 0.0155, dir -0.9878, norm 0.1416, swav 0.0000 LR: 4.829e-02 Score 99.481 Data time: 0.0964, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0869 [2020-10-19 13:57:00,708][root][INFO] - ===> Epoch[6656](33279/5): Loss -0.8340, Sem 0.0176, dir -0.9883, norm 0.1367, swav 0.0000 LR: 4.829e-02 Score 99.410 Data time: 0.0775, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.1179 [2020-10-19 13:57:02,816][root][INFO] - ===> Epoch[6656](33280/5): Loss -0.8314, Sem 0.0179, dir -0.9882, norm 0.1390, swav 0.0000 LR: 4.829e-02 Score 99.405 Data time: 0.0904, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0074 [2020-10-19 13:57:04,988][root][INFO] - ===> Epoch[6657](33281/5): Loss -0.8364, Sem 0.0165, dir -0.9886, norm 0.1357, swav 0.0000 LR: 4.828e-02 Score 99.444 Data time: 0.0847, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0786 [2020-10-19 13:57:07,175][root][INFO] - ===> Epoch[6657](33282/5): Loss -0.8411, Sem 0.0155, dir -0.9882, norm 0.1315, swav 0.0000 LR: 4.828e-02 Score 99.476 Data time: 0.0837, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0550 [2020-10-19 13:57:09,499][root][INFO] - ===> Epoch[6657](33283/5): Loss -0.8489, Sem 0.0142, dir -0.9892, norm 0.1261, swav 0.0000 LR: 4.828e-02 Score 99.510 Data time: 0.0532, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.2352 [2020-10-19 13:57:11,552][root][INFO] - ===> Epoch[6657](33284/5): Loss -0.8437, Sem 0.0167, dir -0.9885, norm 0.1281, swav 0.0000 LR: 4.828e-02 Score 99.432 Data time: 0.0794, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9718 [2020-10-19 13:57:14,077][root][INFO] - ===> Epoch[6657](33285/5): Loss -0.8426, Sem 0.0153, dir -0.9892, norm 0.1313, swav 0.0000 LR: 4.828e-02 Score 99.485 Data time: 0.0934, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.4209 [2020-10-19 13:57:16,223][root][INFO] - ===> Epoch[6658](33286/5): Loss -0.8424, Sem 0.0179, dir -0.9884, norm 0.1281, swav 0.0000 LR: 4.828e-02 Score 99.386 Data time: 0.0666, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0262 [2020-10-19 13:57:18,207][root][INFO] - ===> Epoch[6658](33287/5): Loss -0.8384, Sem 0.0151, dir -0.9900, norm 0.1365, swav 0.0000 LR: 4.828e-02 Score 99.493 Data time: 0.0729, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.8852 [2020-10-19 13:57:20,667][root][INFO] - ===> Epoch[6658](33288/5): Loss -0.8344, Sem 0.0154, dir -0.9878, norm 0.1380, swav 0.0000 LR: 4.827e-02 Score 99.499 Data time: 0.0959, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.3597 [2020-10-19 13:57:22,927][root][INFO] - ===> Epoch[6658](33289/5): Loss -0.8348, Sem 0.0177, dir -0.9879, norm 0.1353, swav 0.0000 LR: 4.827e-02 Score 99.406 Data time: 0.0678, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1344 [2020-10-19 13:57:25,321][root][INFO] - ===> Epoch[6658](33290/5): Loss -0.8477, Sem 0.0172, dir -0.9894, norm 0.1245, swav 0.0000 LR: 4.827e-02 Score 99.409 Data time: 0.0593, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.3023 [2020-10-19 13:57:27,472][root][INFO] - ===> Epoch[6659](33291/5): Loss -0.8484, Sem 0.0162, dir -0.9876, norm 0.1230, swav 0.0000 LR: 4.827e-02 Score 99.453 Data time: 0.0712, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0760 [2020-10-19 13:57:29,664][root][INFO] - ===> Epoch[6659](33292/5): Loss -0.8388, Sem 0.0164, dir -0.9873, norm 0.1321, swav 0.0000 LR: 4.827e-02 Score 99.464 Data time: 0.0857, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0922 [2020-10-19 13:57:32,006][root][INFO] - ===> Epoch[6659](33293/5): Loss -0.8492, Sem 0.0149, dir -0.9900, norm 0.1259, swav 0.0000 LR: 4.827e-02 Score 99.505 Data time: 0.1103, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.2366 [2020-10-19 13:57:33,939][root][INFO] - ===> Epoch[6659](33294/5): Loss -0.8377, Sem 0.0209, dir -0.9879, norm 0.1293, swav 0.0000 LR: 4.826e-02 Score 99.349 Data time: 0.0772, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.8153 [2020-10-19 13:57:36,489][root][INFO] - ===> Epoch[6659](33295/5): Loss -0.8440, Sem 0.0176, dir -0.9880, norm 0.1264, swav 0.0000 LR: 4.826e-02 Score 99.428 Data time: 0.0842, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.4793 [2020-10-19 13:57:38,663][root][INFO] - ===> Epoch[6660](33296/5): Loss -0.8433, Sem 0.0181, dir -0.9882, norm 0.1267, swav 0.0000 LR: 4.826e-02 Score 99.386 Data time: 0.0855, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.0581 [2020-10-19 13:57:40,714][root][INFO] - ===> Epoch[6660](33297/5): Loss -0.8548, Sem 0.0156, dir -0.9892, norm 0.1189, swav 0.0000 LR: 4.826e-02 Score 99.482 Data time: 0.0932, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9424 [2020-10-19 13:57:42,865][root][INFO] - ===> Epoch[6660](33298/5): Loss -0.8402, Sem 0.0153, dir -0.9876, norm 0.1320, swav 0.0000 LR: 4.826e-02 Score 99.501 Data time: 0.0875, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0484 [2020-10-19 13:57:44,774][root][INFO] - ===> Epoch[6660](33299/5): Loss -0.8549, Sem 0.0169, dir -0.9883, norm 0.1165, swav 0.0000 LR: 4.826e-02 Score 99.435 Data time: 0.0827, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.8117 [2020-10-19 13:57:46,860][root][INFO] - ===> Epoch[6660](33300/5): Loss -0.8468, Sem 0.0163, dir -0.9882, norm 0.1251, swav 0.0000 LR: 4.825e-02 Score 99.441 Data time: 0.0824, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9895 [2020-10-19 13:57:47,824][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 13:57:49,809][root][INFO] - ===> Epoch[6661](33301/5): Loss -0.8387, Sem 0.0182, dir -0.9883, norm 0.1313, swav 0.0000 LR: 4.825e-02 Score 99.392 Data time: 0.0987, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.7899 [2020-10-19 13:57:51,845][root][INFO] - ===> Epoch[6661](33302/5): Loss -0.8454, Sem 0.0171, dir -0.9892, norm 0.1267, swav 0.0000 LR: 4.825e-02 Score 99.427 Data time: 0.0880, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9111 [2020-10-19 13:57:53,859][root][INFO] - ===> Epoch[6661](33303/5): Loss -0.8462, Sem 0.0148, dir -0.9891, norm 0.1282, swav 0.0000 LR: 4.825e-02 Score 99.495 Data time: 0.1617, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9083 [2020-10-19 13:57:56,237][root][INFO] - ===> Epoch[6661](33304/5): Loss -0.8473, Sem 0.0179, dir -0.9879, norm 0.1226, swav 0.0000 LR: 4.825e-02 Score 99.394 Data time: 0.1579, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.3051 [2020-10-19 13:57:58,527][root][INFO] - ===> Epoch[6661](33305/5): Loss -0.8388, Sem 0.0194, dir -0.9872, norm 0.1290, swav 0.0000 LR: 4.825e-02 Score 99.358 Data time: 0.0688, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1894 [2020-10-19 13:58:00,792][root][INFO] - ===> Epoch[6662](33306/5): Loss -0.8482, Sem 0.0147, dir -0.9884, norm 0.1254, swav 0.0000 LR: 4.824e-02 Score 99.497 Data time: 0.0754, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1872 [2020-10-19 13:58:02,925][root][INFO] - ===> Epoch[6662](33307/5): Loss -0.8490, Sem 0.0163, dir -0.9888, norm 0.1235, swav 0.0000 LR: 4.824e-02 Score 99.452 Data time: 0.0663, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0310 [2020-10-19 13:58:05,125][root][INFO] - ===> Epoch[6662](33308/5): Loss -0.8442, Sem 0.0167, dir -0.9890, norm 0.1281, swav 0.0000 LR: 4.824e-02 Score 99.432 Data time: 0.0579, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1016 [2020-10-19 13:58:08,231][root][INFO] - ===> Epoch[6662](33309/5): Loss -0.8389, Sem 0.0173, dir -0.9875, norm 0.1313, swav 0.0000 LR: 4.824e-02 Score 99.436 Data time: 0.1911, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 3.0290 [2020-10-19 13:58:10,734][root][INFO] - ===> Epoch[6662](33310/5): Loss -0.8482, Sem 0.0161, dir -0.9886, norm 0.1242, swav 0.0000 LR: 4.824e-02 Score 99.458 Data time: 0.1096, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.3971 [2020-10-19 13:58:13,056][root][INFO] - ===> Epoch[6663](33311/5): Loss -0.8582, Sem 0.0161, dir -0.9890, norm 0.1147, swav 0.0000 LR: 4.824e-02 Score 99.446 Data time: 0.0707, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2194 [2020-10-19 13:58:15,335][root][INFO] - ===> Epoch[6663](33312/5): Loss -0.8494, Sem 0.0154, dir -0.9880, norm 0.1232, swav 0.0000 LR: 4.823e-02 Score 99.478 Data time: 0.0732, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2050 [2020-10-19 13:58:17,481][root][INFO] - ===> Epoch[6663](33313/5): Loss -0.8479, Sem 0.0160, dir -0.9883, norm 0.1244, swav 0.0000 LR: 4.823e-02 Score 99.456 Data time: 0.0676, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0404 [2020-10-19 13:58:19,902][root][INFO] - ===> Epoch[6663](33314/5): Loss -0.8477, Sem 0.0148, dir -0.9883, norm 0.1258, swav 0.0000 LR: 4.823e-02 Score 99.498 Data time: 0.0726, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.3338 [2020-10-19 13:58:21,772][root][INFO] - ===> Epoch[6663](33315/5): Loss -0.8515, Sem 0.0167, dir -0.9892, norm 0.1211, swav 0.0000 LR: 4.823e-02 Score 99.438 Data time: 0.0832, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.7714 [2020-10-19 13:58:24,089][root][INFO] - ===> Epoch[6664](33316/5): Loss -0.8588, Sem 0.0154, dir -0.9896, norm 0.1155, swav 0.0000 LR: 4.823e-02 Score 99.479 Data time: 0.0702, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2103 [2020-10-19 13:58:25,771][root][INFO] - ===> Epoch[6664](33317/5): Loss -0.8470, Sem 0.0163, dir -0.9878, norm 0.1244, swav 0.0000 LR: 4.823e-02 Score 99.457 Data time: 0.0770, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.5962 [2020-10-19 13:58:27,866][root][INFO] - ===> Epoch[6664](33318/5): Loss -0.8537, Sem 0.0163, dir -0.9887, norm 0.1187, swav 0.0000 LR: 4.822e-02 Score 99.465 Data time: 0.0840, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0085 [2020-10-19 13:58:30,182][root][INFO] - ===> Epoch[6664](33319/5): Loss -0.8514, Sem 0.0161, dir -0.9887, norm 0.1212, swav 0.0000 LR: 4.822e-02 Score 99.451 Data time: 0.0908, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2501 [2020-10-19 13:58:32,758][root][INFO] - ===> Epoch[6664](33320/5): Loss -0.8506, Sem 0.0156, dir -0.9887, norm 0.1224, swav 0.0000 LR: 4.822e-02 Score 99.491 Data time: 0.0716, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.4563 [2020-10-19 13:58:34,730][root][INFO] - ===> Epoch[6665](33321/5): Loss -0.8645, Sem 0.0147, dir -0.9900, norm 0.1109, swav 0.0000 LR: 4.822e-02 Score 99.506 Data time: 0.0711, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.8703 [2020-10-19 13:58:37,053][root][INFO] - ===> Epoch[6665](33322/5): Loss -0.8416, Sem 0.0191, dir -0.9877, norm 0.1271, swav 0.0000 LR: 4.822e-02 Score 99.365 Data time: 0.2945, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2348 [2020-10-19 13:58:39,405][root][INFO] - ===> Epoch[6665](33323/5): Loss -0.8453, Sem 0.0175, dir -0.9880, norm 0.1252, swav 0.0000 LR: 4.822e-02 Score 99.416 Data time: 0.1200, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2558 [2020-10-19 13:58:42,304][root][INFO] - ===> Epoch[6665](33324/5): Loss -0.8412, Sem 0.0158, dir -0.9887, norm 0.1317, swav 0.0000 LR: 4.821e-02 Score 99.472 Data time: 0.0741, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.7963 [2020-10-19 13:58:44,262][root][INFO] - ===> Epoch[6665](33325/5): Loss -0.8487, Sem 0.0167, dir -0.9878, norm 0.1225, swav 0.0000 LR: 4.821e-02 Score 99.433 Data time: 0.0648, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.8640 [2020-10-19 13:58:46,501][root][INFO] - ===> Epoch[6666](33326/5): Loss -0.8468, Sem 0.0175, dir -0.9878, norm 0.1235, swav 0.0000 LR: 4.821e-02 Score 99.403 Data time: 0.0799, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1611 [2020-10-19 13:58:48,634][root][INFO] - ===> Epoch[6666](33327/5): Loss -0.8538, Sem 0.0150, dir -0.9894, norm 0.1206, swav 0.0000 LR: 4.821e-02 Score 99.485 Data time: 0.0766, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0089 [2020-10-19 13:58:50,716][root][INFO] - ===> Epoch[6666](33328/5): Loss -0.8479, Sem 0.0155, dir -0.9882, norm 0.1248, swav 0.0000 LR: 4.821e-02 Score 99.484 Data time: 0.0751, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9782 [2020-10-19 13:58:52,764][root][INFO] - ===> Epoch[6666](33329/5): Loss -0.8399, Sem 0.0173, dir -0.9875, norm 0.1304, swav 0.0000 LR: 4.821e-02 Score 99.425 Data time: 0.0915, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9504 [2020-10-19 13:58:54,832][root][INFO] - ===> Epoch[6666](33330/5): Loss -0.8293, Sem 0.0170, dir -0.9865, norm 0.1402, swav 0.0000 LR: 4.821e-02 Score 99.438 Data time: 0.0770, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9622 [2020-10-19 13:58:56,765][root][INFO] - ===> Epoch[6667](33331/5): Loss -0.8478, Sem 0.0170, dir -0.9886, norm 0.1238, swav 0.0000 LR: 4.820e-02 Score 99.428 Data time: 0.0652, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.8481 [2020-10-19 13:58:59,266][root][INFO] - ===> Epoch[6667](33332/5): Loss -0.8507, Sem 0.0175, dir -0.9886, norm 0.1205, swav 0.0000 LR: 4.820e-02 Score 99.418 Data time: 0.0574, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.4018 [2020-10-19 13:59:01,459][root][INFO] - ===> Epoch[6667](33333/5): Loss -0.8406, Sem 0.0162, dir -0.9879, norm 0.1312, swav 0.0000 LR: 4.820e-02 Score 99.448 Data time: 0.0763, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1094 [2020-10-19 13:59:03,540][root][INFO] - ===> Epoch[6667](33334/5): Loss -0.8452, Sem 0.0164, dir -0.9877, norm 0.1261, swav 0.0000 LR: 4.820e-02 Score 99.447 Data time: 0.0828, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9699 [2020-10-19 13:59:05,570][root][INFO] - ===> Epoch[6667](33335/5): Loss -0.8554, Sem 0.0166, dir -0.9901, norm 0.1182, swav 0.0000 LR: 4.820e-02 Score 99.469 Data time: 0.0651, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9369 [2020-10-19 13:59:07,794][root][INFO] - ===> Epoch[6668](33336/5): Loss -0.8476, Sem 0.0172, dir -0.9882, norm 0.1235, swav 0.0000 LR: 4.820e-02 Score 99.435 Data time: 0.0749, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1313 [2020-10-19 13:59:10,011][root][INFO] - ===> Epoch[6668](33337/5): Loss -0.8516, Sem 0.0169, dir -0.9889, norm 0.1204, swav 0.0000 LR: 4.819e-02 Score 99.417 Data time: 0.0764, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1084 [2020-10-19 13:59:13,326][root][INFO] - ===> Epoch[6668](33338/5): Loss -0.8525, Sem 0.0167, dir -0.9888, norm 0.1195, swav 0.0000 LR: 4.819e-02 Score 99.425 Data time: 0.0785, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 3.2231 [2020-10-19 13:59:15,299][root][INFO] - ===> Epoch[6668](33339/5): Loss -0.8347, Sem 0.0171, dir -0.9878, norm 0.1360, swav 0.0000 LR: 4.819e-02 Score 99.432 Data time: 0.0936, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.8767 [2020-10-19 13:59:17,697][root][INFO] - ===> Epoch[6668](33340/5): Loss -0.8622, Sem 0.0160, dir -0.9886, norm 0.1104, swav 0.0000 LR: 4.819e-02 Score 99.477 Data time: 0.0692, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.2824 [2020-10-19 13:59:19,613][root][INFO] - ===> Epoch[6669](33341/5): Loss -0.8474, Sem 0.0167, dir -0.9882, norm 0.1241, swav 0.0000 LR: 4.819e-02 Score 99.452 Data time: 0.0584, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.8292 [2020-10-19 13:59:21,484][root][INFO] - ===> Epoch[6669](33342/5): Loss -0.8534, Sem 0.0153, dir -0.9889, norm 0.1202, swav 0.0000 LR: 4.819e-02 Score 99.474 Data time: 0.0659, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.8045 [2020-10-19 13:59:23,823][root][INFO] - ===> Epoch[6669](33343/5): Loss -0.8328, Sem 0.0172, dir -0.9880, norm 0.1380, swav 0.0000 LR: 4.818e-02 Score 99.419 Data time: 0.0808, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.2341 [2020-10-19 13:59:25,883][root][INFO] - ===> Epoch[6669](33344/5): Loss -0.8380, Sem 0.0204, dir -0.9883, norm 0.1299, swav 0.0000 LR: 4.818e-02 Score 99.314 Data time: 0.0457, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.9410 [2020-10-19 13:59:28,174][root][INFO] - ===> Epoch[6669](33345/5): Loss -0.8571, Sem 0.0136, dir -0.9895, norm 0.1189, swav 0.0000 LR: 4.818e-02 Score 99.539 Data time: 0.0665, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.2189 [2020-10-19 13:59:30,089][root][INFO] - ===> Epoch[6670](33346/5): Loss -0.8497, Sem 0.0170, dir -0.9888, norm 0.1221, swav 0.0000 LR: 4.818e-02 Score 99.427 Data time: 0.0736, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.8344 [2020-10-19 13:59:32,454][root][INFO] - ===> Epoch[6670](33347/5): Loss -0.8368, Sem 0.0163, dir -0.9867, norm 0.1336, swav 0.0000 LR: 4.818e-02 Score 99.461 Data time: 0.1028, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2445 [2020-10-19 13:59:34,409][root][INFO] - ===> Epoch[6670](33348/5): Loss -0.8513, Sem 0.0150, dir -0.9890, norm 0.1226, swav 0.0000 LR: 4.818e-02 Score 99.481 Data time: 0.0746, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.8454 [2020-10-19 13:59:36,827][root][INFO] - ===> Epoch[6670](33349/5): Loss -0.8386, Sem 0.0169, dir -0.9883, norm 0.1327, swav 0.0000 LR: 4.817e-02 Score 99.425 Data time: 0.0891, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.3228 [2020-10-19 13:59:38,986][root][INFO] - ===> Epoch[6670](33350/5): Loss -0.8444, Sem 0.0177, dir -0.9882, norm 0.1261, swav 0.0000 LR: 4.817e-02 Score 99.400 Data time: 0.0722, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0671 [2020-10-19 13:59:41,117][root][INFO] - ===> Epoch[6671](33351/5): Loss -0.8389, Sem 0.0160, dir -0.9886, norm 0.1337, swav 0.0000 LR: 4.817e-02 Score 99.470 Data time: 0.0912, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0613 [2020-10-19 13:59:43,102][root][INFO] - ===> Epoch[6671](33352/5): Loss -0.8564, Sem 0.0151, dir -0.9899, norm 0.1184, swav 0.0000 LR: 4.817e-02 Score 99.480 Data time: 0.0804, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.8388 [2020-10-19 13:59:45,925][root][INFO] - ===> Epoch[6671](33353/5): Loss -0.8391, Sem 0.0151, dir -0.9883, norm 0.1341, swav 0.0000 LR: 4.817e-02 Score 99.489 Data time: 0.0812, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.7273 [2020-10-19 13:59:48,022][root][INFO] - ===> Epoch[6671](33354/5): Loss -0.8446, Sem 0.0183, dir -0.9885, norm 0.1255, swav 0.0000 LR: 4.817e-02 Score 99.374 Data time: 0.0627, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9836 [2020-10-19 13:59:49,813][root][INFO] - ===> Epoch[6671](33355/5): Loss -0.8419, Sem 0.0166, dir -0.9884, norm 0.1299, swav 0.0000 LR: 4.816e-02 Score 99.437 Data time: 0.0739, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.7144 [2020-10-19 13:59:52,822][root][INFO] - ===> Epoch[6672](33356/5): Loss -0.8324, Sem 0.0160, dir -0.9872, norm 0.1387, swav 0.0000 LR: 4.816e-02 Score 99.480 Data time: 0.0543, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.9084 [2020-10-19 13:59:54,752][root][INFO] - ===> Epoch[6672](33357/5): Loss -0.8481, Sem 0.0154, dir -0.9883, norm 0.1248, swav 0.0000 LR: 4.816e-02 Score 99.481 Data time: 0.0705, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.8329 [2020-10-19 13:59:56,440][root][INFO] - ===> Epoch[6672](33358/5): Loss -0.8507, Sem 0.0174, dir -0.9886, norm 0.1204, swav 0.0000 LR: 4.816e-02 Score 99.417 Data time: 0.0735, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 1.5778 [2020-10-19 13:59:58,310][root][INFO] - ===> Epoch[6672](33359/5): Loss -0.8491, Sem 0.0171, dir -0.9884, norm 0.1222, swav 0.0000 LR: 4.816e-02 Score 99.408 Data time: 0.0683, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.8458 [2020-10-19 14:00:00,248][root][INFO] - ===> Epoch[6672](33360/5): Loss -0.8470, Sem 0.0149, dir -0.9889, norm 0.1269, swav 0.0000 LR: 4.816e-02 Score 99.503 Data time: 0.0680, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.8554 [2020-10-19 14:00:02,745][root][INFO] - ===> Epoch[6673](33361/5): Loss -0.8432, Sem 0.0165, dir -0.9890, norm 0.1293, swav 0.0000 LR: 4.815e-02 Score 99.451 Data time: 0.0761, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.4168 [2020-10-19 14:00:05,360][root][INFO] - ===> Epoch[6673](33362/5): Loss -0.8321, Sem 0.0161, dir -0.9872, norm 0.1391, swav 0.0000 LR: 4.815e-02 Score 99.468 Data time: 0.0928, Forward time: 0.7785, Backward time: 1.1671, DDP time: 0.0032, Total iter time: 2.5150 [2020-10-19 14:00:07,160][root][INFO] - ===> Epoch[6673](33363/5): Loss -0.8432, Sem 0.0181, dir -0.9874, norm 0.1261, swav 0.0000 LR: 4.815e-02 Score 99.387 Data time: 0.2196, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.6962 [2020-10-19 14:00:09,497][root][INFO] - ===> Epoch[6673](33364/5): Loss -0.8461, Sem 0.0163, dir -0.9877, norm 0.1253, swav 0.0000 LR: 4.815e-02 Score 99.443 Data time: 0.0941, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2516 [2020-10-19 14:00:11,286][root][INFO] - ===> Epoch[6673](33365/5): Loss -0.8420, Sem 0.0175, dir -0.9882, norm 0.1287, swav 0.0000 LR: 4.815e-02 Score 99.407 Data time: 0.0785, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.6700 [2020-10-19 14:00:13,461][root][INFO] - ===> Epoch[6674](33366/5): Loss -0.8449, Sem 0.0170, dir -0.9880, norm 0.1261, swav 0.0000 LR: 4.815e-02 Score 99.437 Data time: 0.0622, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0954 [2020-10-19 14:00:15,411][root][INFO] - ===> Epoch[6674](33367/5): Loss -0.8532, Sem 0.0159, dir -0.9896, norm 0.1206, swav 0.0000 LR: 4.814e-02 Score 99.459 Data time: 0.0817, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.8573 [2020-10-19 14:00:17,874][root][INFO] - ===> Epoch[6674](33368/5): Loss -0.8425, Sem 0.0151, dir -0.9882, norm 0.1306, swav 0.0000 LR: 4.814e-02 Score 99.494 Data time: 0.0831, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.3655 [2020-10-19 14:00:19,950][root][INFO] - ===> Epoch[6674](33369/5): Loss -0.8381, Sem 0.0177, dir -0.9878, norm 0.1321, swav 0.0000 LR: 4.814e-02 Score 99.408 Data time: 0.0786, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9463 [2020-10-19 14:00:22,100][root][INFO] - ===> Epoch[6674](33370/5): Loss -0.8473, Sem 0.0172, dir -0.9875, norm 0.1231, swav 0.0000 LR: 4.814e-02 Score 99.421 Data time: 0.0687, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0604 [2020-10-19 14:00:24,521][root][INFO] - ===> Epoch[6675](33371/5): Loss -0.8414, Sem 0.0175, dir -0.9874, norm 0.1285, swav 0.0000 LR: 4.814e-02 Score 99.416 Data time: 0.0478, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.3057 [2020-10-19 14:00:26,786][root][INFO] - ===> Epoch[6675](33372/5): Loss -0.8349, Sem 0.0180, dir -0.9879, norm 0.1350, swav 0.0000 LR: 4.814e-02 Score 99.402 Data time: 0.0863, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1752 [2020-10-19 14:00:29,059][root][INFO] - ===> Epoch[6675](33373/5): Loss -0.8482, Sem 0.0150, dir -0.9885, norm 0.1253, swav 0.0000 LR: 4.814e-02 Score 99.499 Data time: 0.0615, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1455 [2020-10-19 14:00:31,246][root][INFO] - ===> Epoch[6675](33374/5): Loss -0.8464, Sem 0.0167, dir -0.9881, norm 0.1250, swav 0.0000 LR: 4.813e-02 Score 99.433 Data time: 0.0669, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1125 [2020-10-19 14:00:33,414][root][INFO] - ===> Epoch[6675](33375/5): Loss -0.8538, Sem 0.0157, dir -0.9885, norm 0.1190, swav 0.0000 LR: 4.813e-02 Score 99.463 Data time: 0.0998, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0667 [2020-10-19 14:00:35,375][root][INFO] - ===> Epoch[6676](33376/5): Loss -0.8572, Sem 0.0160, dir -0.9892, norm 0.1160, swav 0.0000 LR: 4.813e-02 Score 99.453 Data time: 0.0916, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.8626 [2020-10-19 14:00:37,368][root][INFO] - ===> Epoch[6676](33377/5): Loss -0.8550, Sem 0.0145, dir -0.9898, norm 0.1202, swav 0.0000 LR: 4.813e-02 Score 99.501 Data time: 0.0826, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.8954 [2020-10-19 14:00:39,748][root][INFO] - ===> Epoch[6676](33378/5): Loss -0.8448, Sem 0.0150, dir -0.9885, norm 0.1287, swav 0.0000 LR: 4.813e-02 Score 99.491 Data time: 0.2167, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2598 [2020-10-19 14:00:42,293][root][INFO] - ===> Epoch[6676](33379/5): Loss -0.8443, Sem 0.0169, dir -0.9872, norm 0.1260, swav 0.0000 LR: 4.813e-02 Score 99.437 Data time: 0.0822, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.4223 [2020-10-19 14:00:44,160][root][INFO] - ===> Epoch[6676](33380/5): Loss -0.8630, Sem 0.0153, dir -0.9900, norm 0.1117, swav 0.0000 LR: 4.812e-02 Score 99.488 Data time: 0.0641, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.7721 [2020-10-19 14:00:46,336][root][INFO] - ===> Epoch[6677](33381/5): Loss -0.8554, Sem 0.0163, dir -0.9895, norm 0.1178, swav 0.0000 LR: 4.812e-02 Score 99.446 Data time: 0.0914, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0816 [2020-10-19 14:00:48,435][root][INFO] - ===> Epoch[6677](33382/5): Loss -0.8500, Sem 0.0179, dir -0.9884, norm 0.1204, swav 0.0000 LR: 4.812e-02 Score 99.397 Data time: 0.0689, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9789 [2020-10-19 14:00:50,593][root][INFO] - ===> Epoch[6677](33383/5): Loss -0.8547, Sem 0.0154, dir -0.9886, norm 0.1185, swav 0.0000 LR: 4.812e-02 Score 99.474 Data time: 0.0605, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0962 [2020-10-19 14:00:52,876][root][INFO] - ===> Epoch[6677](33384/5): Loss -0.8280, Sem 0.0169, dir -0.9872, norm 0.1424, swav 0.0000 LR: 4.812e-02 Score 99.445 Data time: 0.0801, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2036 [2020-10-19 14:00:55,183][root][INFO] - ===> Epoch[6677](33385/5): Loss -0.8553, Sem 0.0166, dir -0.9889, norm 0.1170, swav 0.0000 LR: 4.812e-02 Score 99.465 Data time: 0.0551, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2051 [2020-10-19 14:00:57,601][root][INFO] - ===> Epoch[6678](33386/5): Loss -0.8479, Sem 0.0153, dir -0.9881, norm 0.1249, swav 0.0000 LR: 4.811e-02 Score 99.480 Data time: 0.0833, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.3281 [2020-10-19 14:00:59,308][root][INFO] - ===> Epoch[6678](33387/5): Loss -0.8495, Sem 0.0182, dir -0.9883, norm 0.1205, swav 0.0000 LR: 4.811e-02 Score 99.381 Data time: 0.0682, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.5891 [2020-10-19 14:01:01,317][root][INFO] - ===> Epoch[6678](33388/5): Loss -0.8529, Sem 0.0159, dir -0.9889, norm 0.1201, swav 0.0000 LR: 4.811e-02 Score 99.449 Data time: 0.1061, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9176 [2020-10-19 14:01:03,651][root][INFO] - ===> Epoch[6678](33389/5): Loss -0.8385, Sem 0.0167, dir -0.9883, norm 0.1332, swav 0.0000 LR: 4.811e-02 Score 99.441 Data time: 0.0918, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2085 [2020-10-19 14:01:05,715][root][INFO] - ===> Epoch[6678](33390/5): Loss -0.8538, Sem 0.0153, dir -0.9885, norm 0.1194, swav 0.0000 LR: 4.811e-02 Score 99.474 Data time: 0.0829, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9328 [2020-10-19 14:01:07,918][root][INFO] - ===> Epoch[6679](33391/5): Loss -0.8467, Sem 0.0180, dir -0.9879, norm 0.1232, swav 0.0000 LR: 4.811e-02 Score 99.402 Data time: 0.0962, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1208 [2020-10-19 14:01:09,810][root][INFO] - ===> Epoch[6679](33392/5): Loss -0.8425, Sem 0.0157, dir -0.9880, norm 0.1298, swav 0.0000 LR: 4.810e-02 Score 99.472 Data time: 0.0765, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.7922 [2020-10-19 14:01:11,947][root][INFO] - ===> Epoch[6679](33393/5): Loss -0.8421, Sem 0.0176, dir -0.9883, norm 0.1285, swav 0.0000 LR: 4.810e-02 Score 99.409 Data time: 0.0735, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0639 [2020-10-19 14:01:14,033][root][INFO] - ===> Epoch[6679](33394/5): Loss -0.8446, Sem 0.0139, dir -0.9891, norm 0.1306, swav 0.0000 LR: 4.810e-02 Score 99.523 Data time: 0.0792, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9916 [2020-10-19 14:01:16,030][root][INFO] - ===> Epoch[6679](33395/5): Loss -0.8495, Sem 0.0190, dir -0.9882, norm 0.1198, swav 0.0000 LR: 4.810e-02 Score 99.358 Data time: 0.0612, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.8779 [2020-10-19 14:01:18,124][root][INFO] - ===> Epoch[6680](33396/5): Loss -0.8529, Sem 0.0150, dir -0.9884, norm 0.1205, swav 0.0000 LR: 4.810e-02 Score 99.498 Data time: 0.0955, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0058 [2020-10-19 14:01:20,751][root][INFO] - ===> Epoch[6680](33397/5): Loss -0.8422, Sem 0.0170, dir -0.9879, norm 0.1287, swav 0.0000 LR: 4.810e-02 Score 99.433 Data time: 0.0966, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.5078 [2020-10-19 14:01:23,527][root][INFO] - ===> Epoch[6680](33398/5): Loss -0.8516, Sem 0.0161, dir -0.9893, norm 0.1217, swav 0.0000 LR: 4.809e-02 Score 99.460 Data time: 0.0825, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.6870 [2020-10-19 14:01:25,832][root][INFO] - ===> Epoch[6680](33399/5): Loss -0.8502, Sem 0.0162, dir -0.9887, norm 0.1222, swav 0.0000 LR: 4.809e-02 Score 99.449 Data time: 0.0942, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1980 [2020-10-19 14:01:27,715][root][INFO] - ===> Epoch[6680](33400/5): Loss -0.8500, Sem 0.0168, dir -0.9876, norm 0.1208, swav 0.0000 LR: 4.809e-02 Score 99.436 Data time: 0.0752, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.7571 [2020-10-19 14:01:29,443][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 14:01:29,610][root][INFO] - ===> Start testing [2020-10-19 14:02:09,096][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1178 Loss 1.283 (AVG: 0.566) Score 74.701 (AVG: 90.569) mIOU 70.401 mAP 84.463 mAcc 77.374 IOU: 62.879 0.246 81.311 74.220 94.046 91.578 36.737 77.714 98.384 71.209 81.806 85.680 59.409 mAP: 80.643 17.973 94.202 86.363 98.834 98.281 58.102 96.096 99.774 89.734 93.734 94.295 89.992 mAcc: 81.311 1.550 87.569 80.429 95.094 97.267 40.415 92.483 99.069 80.377 90.612 96.169 63.512 [2020-10-19 14:02:09,099][root][INFO] - Finished test. Elapsed time: 39.4858 [2020-10-19 14:02:11,984][root][INFO] - [2020-10-19 14:02:11,984][root][INFO] - ################################################################ [2020-10-19 14:02:11,984][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 14:02:11,984][root][INFO] - ################################################################ [2020-10-19 14:02:11,984][root][INFO] - clutter : nan nan nan [2020-10-19 14:02:11,984][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 14:02:11,984][root][INFO] - board : 0.778 0.830 0.899 [2020-10-19 14:02:11,984][root][INFO] - bookcase : 0.217 0.330 0.503 [2020-10-19 14:02:11,984][root][INFO] - ceiling : 0.515 0.552 0.639 [2020-10-19 14:02:11,984][root][INFO] - chair : 0.823 0.913 0.924 [2020-10-19 14:02:11,985][root][INFO] - column : 0.211 0.307 0.441 [2020-10-19 14:02:11,985][root][INFO] - door : 0.768 0.898 0.973 [2020-10-19 14:02:11,985][root][INFO] - floor : 0.956 0.956 0.999 [2020-10-19 14:02:11,985][root][INFO] - sofa : 0.388 0.818 0.818 [2020-10-19 14:02:11,985][root][INFO] - table : 0.149 0.352 0.679 [2020-10-19 14:02:11,985][root][INFO] - wall : 0.500 0.691 0.770 [2020-10-19 14:02:11,985][root][INFO] - window : 0.559 0.769 0.769 [2020-10-19 14:02:11,985][root][INFO] - ---------------------------------------------------------------- [2020-10-19 14:02:11,985][root][INFO] - average : 0.489 0.618 0.701 [2020-10-19 14:02:11,985][root][INFO] - [2020-10-19 14:02:12,149][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 14:02:12,150][root][INFO] - Current best mIoU: 72.177 at iter 31200 [2020-10-19 14:02:13,702][root][INFO] - ===> Epoch[6681](33401/5): Loss -0.8491, Sem 0.0162, dir -0.9883, norm 0.1231, swav 0.0000 LR: 4.809e-02 Score 99.451 Data time: 0.0594, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.5470 [2020-10-19 14:02:15,850][root][INFO] - ===> Epoch[6681](33402/5): Loss -0.8416, Sem 0.0169, dir -0.9876, norm 0.1290, swav 0.0000 LR: 4.809e-02 Score 99.421 Data time: 0.0632, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0510 [2020-10-19 14:02:18,182][root][INFO] - ===> Epoch[6681](33403/5): Loss -0.8447, Sem 0.0154, dir -0.9890, norm 0.1288, swav 0.0000 LR: 4.809e-02 Score 99.481 Data time: 0.0875, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1996 [2020-10-19 14:02:20,162][root][INFO] - ===> Epoch[6681](33404/5): Loss -0.8532, Sem 0.0164, dir -0.9889, norm 0.1193, swav 0.0000 LR: 4.808e-02 Score 99.451 Data time: 0.0648, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.8787 [2020-10-19 14:02:22,412][root][INFO] - ===> Epoch[6681](33405/5): Loss -0.8397, Sem 0.0182, dir -0.9880, norm 0.1300, swav 0.0000 LR: 4.808e-02 Score 99.397 Data time: 0.0587, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1896 [2020-10-19 14:02:24,334][root][INFO] - ===> Epoch[6682](33406/5): Loss -0.8457, Sem 0.0142, dir -0.9892, norm 0.1293, swav 0.0000 LR: 4.808e-02 Score 99.526 Data time: 0.0702, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.8359 [2020-10-19 14:02:26,235][root][INFO] - ===> Epoch[6682](33407/5): Loss -0.8545, Sem 0.0156, dir -0.9884, norm 0.1183, swav 0.0000 LR: 4.808e-02 Score 99.471 Data time: 0.1428, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.7995 [2020-10-19 14:02:28,804][root][INFO] - ===> Epoch[6682](33408/5): Loss -0.8201, Sem 0.0170, dir -0.9890, norm 0.1519, swav 0.0000 LR: 4.808e-02 Score 99.440 Data time: 0.0895, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.4690 [2020-10-19 14:02:30,949][root][INFO] - ===> Epoch[6682](33409/5): Loss -0.8534, Sem 0.0169, dir -0.9887, norm 0.1184, swav 0.0000 LR: 4.808e-02 Score 99.424 Data time: 0.0876, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0132 [2020-10-19 14:02:33,137][root][INFO] - ===> Epoch[6682](33410/5): Loss -0.8444, Sem 0.0176, dir -0.9885, norm 0.1265, swav 0.0000 LR: 4.807e-02 Score 99.427 Data time: 0.0736, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0855 [2020-10-19 14:02:35,183][root][INFO] - ===> Epoch[6683](33411/5): Loss -0.8583, Sem 0.0161, dir -0.9891, norm 0.1147, swav 0.0000 LR: 4.807e-02 Score 99.456 Data time: 0.0687, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9460 [2020-10-19 14:02:37,389][root][INFO] - ===> Epoch[6683](33412/5): Loss -0.8458, Sem 0.0177, dir -0.9880, norm 0.1246, swav 0.0000 LR: 4.807e-02 Score 99.399 Data time: 0.0526, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1278 [2020-10-19 14:02:39,984][root][INFO] - ===> Epoch[6683](33413/5): Loss -0.8404, Sem 0.0156, dir -0.9886, norm 0.1327, swav 0.0000 LR: 4.807e-02 Score 99.481 Data time: 0.0726, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.5586 [2020-10-19 14:02:42,098][root][INFO] - ===> Epoch[6683](33414/5): Loss -0.8430, Sem 0.0184, dir -0.9872, norm 0.1259, swav 0.0000 LR: 4.807e-02 Score 99.378 Data time: 0.0693, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0185 [2020-10-19 14:02:44,183][root][INFO] - ===> Epoch[6683](33415/5): Loss -0.8300, Sem 0.0164, dir -0.9875, norm 0.1411, swav 0.0000 LR: 4.807e-02 Score 99.462 Data time: 0.0897, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0072 [2020-10-19 14:02:46,739][root][INFO] - ===> Epoch[6684](33416/5): Loss -0.8546, Sem 0.0158, dir -0.9895, norm 0.1192, swav 0.0000 LR: 4.807e-02 Score 99.463 Data time: 0.0669, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.4414 [2020-10-19 14:02:49,005][root][INFO] - ===> Epoch[6684](33417/5): Loss -0.8400, Sem 0.0171, dir -0.9892, norm 0.1321, swav 0.0000 LR: 4.806e-02 Score 99.462 Data time: 0.0786, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1720 [2020-10-19 14:02:51,466][root][INFO] - ===> Epoch[6684](33418/5): Loss -0.8528, Sem 0.0142, dir -0.9886, norm 0.1216, swav 0.0000 LR: 4.806e-02 Score 99.518 Data time: 0.0728, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.3495 [2020-10-19 14:02:53,809][root][INFO] - ===> Epoch[6684](33419/5): Loss -0.8506, Sem 0.0153, dir -0.9882, norm 0.1222, swav 0.0000 LR: 4.806e-02 Score 99.486 Data time: 0.0998, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2323 [2020-10-19 14:02:56,291][root][INFO] - ===> Epoch[6684](33420/5): Loss -0.8421, Sem 0.0166, dir -0.9885, norm 0.1297, swav 0.0000 LR: 4.806e-02 Score 99.443 Data time: 0.1084, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.4022 [2020-10-19 14:02:58,120][root][INFO] - ===> Epoch[6685](33421/5): Loss -0.8466, Sem 0.0167, dir -0.9889, norm 0.1256, swav 0.0000 LR: 4.806e-02 Score 99.442 Data time: 0.0816, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.6853 [2020-10-19 14:03:00,568][root][INFO] - ===> Epoch[6685](33422/5): Loss -0.8485, Sem 0.0167, dir -0.9875, norm 0.1222, swav 0.0000 LR: 4.806e-02 Score 99.437 Data time: 0.1147, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.3533 [2020-10-19 14:03:03,127][root][INFO] - ===> Epoch[6685](33423/5): Loss -0.8521, Sem 0.0145, dir -0.9891, norm 0.1225, swav 0.0000 LR: 4.805e-02 Score 99.506 Data time: 0.0894, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.4632 [2020-10-19 14:03:05,126][root][INFO] - ===> Epoch[6685](33424/5): Loss -0.8351, Sem 0.0165, dir -0.9875, norm 0.1359, swav 0.0000 LR: 4.805e-02 Score 99.462 Data time: 0.0859, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.8761 [2020-10-19 14:03:07,508][root][INFO] - ===> Epoch[6685](33425/5): Loss -0.8563, Sem 0.0160, dir -0.9893, norm 0.1170, swav 0.0000 LR: 4.805e-02 Score 99.456 Data time: 0.0682, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2658 [2020-10-19 14:03:09,705][root][INFO] - ===> Epoch[6686](33426/5): Loss -0.8400, Sem 0.0144, dir -0.9893, norm 0.1350, swav 0.0000 LR: 4.805e-02 Score 99.512 Data time: 0.0925, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0949 [2020-10-19 14:03:12,425][root][INFO] - ===> Epoch[6686](33427/5): Loss -0.8465, Sem 0.0164, dir -0.9877, norm 0.1248, swav 0.0000 LR: 4.805e-02 Score 99.438 Data time: 0.0812, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.5820 [2020-10-19 14:03:15,610][root][INFO] - ===> Epoch[6686](33428/5): Loss -0.8324, Sem 0.0157, dir -0.9878, norm 0.1397, swav 0.0000 LR: 4.805e-02 Score 99.474 Data time: 0.0890, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 3.0915 [2020-10-19 14:03:17,649][root][INFO] - ===> Epoch[6686](33429/5): Loss -0.8545, Sem 0.0151, dir -0.9884, norm 0.1187, swav 0.0000 LR: 4.804e-02 Score 99.495 Data time: 0.0940, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9332 [2020-10-19 14:03:20,321][root][INFO] - ===> Epoch[6686](33430/5): Loss -0.8481, Sem 0.0155, dir -0.9888, norm 0.1252, swav 0.0000 LR: 4.804e-02 Score 99.471 Data time: 0.1781, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.5632 [2020-10-19 14:03:22,732][root][INFO] - ===> Epoch[6687](33431/5): Loss -0.8354, Sem 0.0176, dir -0.9872, norm 0.1341, swav 0.0000 LR: 4.804e-02 Score 99.429 Data time: 0.1089, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.3222 [2020-10-19 14:03:24,707][root][INFO] - ===> Epoch[6687](33432/5): Loss -0.8412, Sem 0.0160, dir -0.9881, norm 0.1309, swav 0.0000 LR: 4.804e-02 Score 99.470 Data time: 0.0799, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.8579 [2020-10-19 14:03:27,319][root][INFO] - ===> Epoch[6687](33433/5): Loss -0.8351, Sem 0.0152, dir -0.9882, norm 0.1379, swav 0.0000 LR: 4.804e-02 Score 99.489 Data time: 0.0996, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.5370 [2020-10-19 14:03:29,429][root][INFO] - ===> Epoch[6687](33434/5): Loss -0.8561, Sem 0.0145, dir -0.9898, norm 0.1192, swav 0.0000 LR: 4.804e-02 Score 99.511 Data time: 0.0707, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0122 [2020-10-19 14:03:31,518][root][INFO] - ===> Epoch[6687](33435/5): Loss -0.8362, Sem 0.0193, dir -0.9867, norm 0.1313, swav 0.0000 LR: 4.803e-02 Score 99.354 Data time: 0.0716, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0148 [2020-10-19 14:03:33,623][root][INFO] - ===> Epoch[6688](33436/5): Loss -0.8434, Sem 0.0156, dir -0.9884, norm 0.1295, swav 0.0000 LR: 4.803e-02 Score 99.472 Data time: 0.0590, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0023 [2020-10-19 14:03:36,287][root][INFO] - ===> Epoch[6688](33437/5): Loss -0.8468, Sem 0.0155, dir -0.9891, norm 0.1268, swav 0.0000 LR: 4.803e-02 Score 99.475 Data time: 0.2230, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.5523 [2020-10-19 14:03:38,610][root][INFO] - ===> Epoch[6688](33438/5): Loss -0.8414, Sem 0.0161, dir -0.9881, norm 0.1305, swav 0.0000 LR: 4.803e-02 Score 99.458 Data time: 0.1298, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2128 [2020-10-19 14:03:41,036][root][INFO] - ===> Epoch[6688](33439/5): Loss -0.8478, Sem 0.0147, dir -0.9889, norm 0.1264, swav 0.0000 LR: 4.803e-02 Score 99.505 Data time: 0.0852, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.3253 [2020-10-19 14:03:43,022][root][INFO] - ===> Epoch[6688](33440/5): Loss -0.8353, Sem 0.0167, dir -0.9877, norm 0.1357, swav 0.0000 LR: 4.803e-02 Score 99.428 Data time: 0.0760, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9018 [2020-10-19 14:03:45,117][root][INFO] - ===> Epoch[6689](33441/5): Loss -0.8519, Sem 0.0151, dir -0.9895, norm 0.1224, swav 0.0000 LR: 4.802e-02 Score 99.488 Data time: 0.1001, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9965 [2020-10-19 14:03:47,324][root][INFO] - ===> Epoch[6689](33442/5): Loss -0.8389, Sem 0.0158, dir -0.9870, norm 0.1323, swav 0.0000 LR: 4.802e-02 Score 99.472 Data time: 0.0816, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0937 [2020-10-19 14:03:49,379][root][INFO] - ===> Epoch[6689](33443/5): Loss -0.8501, Sem 0.0170, dir -0.9884, norm 0.1213, swav 0.0000 LR: 4.802e-02 Score 99.425 Data time: 0.0792, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9685 [2020-10-19 14:03:51,894][root][INFO] - ===> Epoch[6689](33444/5): Loss -0.8303, Sem 0.0168, dir -0.9887, norm 0.1415, swav 0.0000 LR: 4.802e-02 Score 99.447 Data time: 0.0724, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.4255 [2020-10-19 14:03:53,904][root][INFO] - ===> Epoch[6689](33445/5): Loss -0.8499, Sem 0.0181, dir -0.9880, norm 0.1200, swav 0.0000 LR: 4.802e-02 Score 99.387 Data time: 0.0751, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.8882 [2020-10-19 14:03:56,703][root][INFO] - ===> Epoch[6690](33446/5): Loss -0.8413, Sem 0.0158, dir -0.9886, norm 0.1315, swav 0.0000 LR: 4.802e-02 Score 99.462 Data time: 0.0944, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.7220 [2020-10-19 14:03:59,068][root][INFO] - ===> Epoch[6690](33447/5): Loss -0.8494, Sem 0.0146, dir -0.9879, norm 0.1239, swav 0.0000 LR: 4.801e-02 Score 99.510 Data time: 0.0644, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2447 [2020-10-19 14:04:01,158][root][INFO] - ===> Epoch[6690](33448/5): Loss -0.8563, Sem 0.0144, dir -0.9891, norm 0.1184, swav 0.0000 LR: 4.801e-02 Score 99.520 Data time: 0.0605, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0220 [2020-10-19 14:04:03,187][root][INFO] - ===> Epoch[6690](33449/5): Loss -0.8427, Sem 0.0170, dir -0.9881, norm 0.1284, swav 0.0000 LR: 4.801e-02 Score 99.440 Data time: 0.1062, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9448 [2020-10-19 14:04:05,235][root][INFO] - ===> Epoch[6690](33450/5): Loss -0.8566, Sem 0.0155, dir -0.9885, norm 0.1163, swav 0.0000 LR: 4.801e-02 Score 99.480 Data time: 0.0891, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9161 [2020-10-19 14:04:07,092][root][INFO] - ===> Epoch[6691](33451/5): Loss -0.8427, Sem 0.0164, dir -0.9878, norm 0.1286, swav 0.0000 LR: 4.801e-02 Score 99.444 Data time: 0.0621, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.7447 [2020-10-19 14:04:09,409][root][INFO] - ===> Epoch[6691](33452/5): Loss -0.8264, Sem 0.0173, dir -0.9876, norm 0.1439, swav 0.0000 LR: 4.801e-02 Score 99.441 Data time: 0.1011, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2255 [2020-10-19 14:04:11,457][root][INFO] - ===> Epoch[6691](33453/5): Loss -0.8418, Sem 0.0149, dir -0.9895, norm 0.1328, swav 0.0000 LR: 4.800e-02 Score 99.494 Data time: 0.0908, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9360 [2020-10-19 14:04:13,403][root][INFO] - ===> Epoch[6691](33454/5): Loss -0.8511, Sem 0.0166, dir -0.9885, norm 0.1208, swav 0.0000 LR: 4.800e-02 Score 99.440 Data time: 0.0829, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.8351 [2020-10-19 14:04:15,636][root][INFO] - ===> Epoch[6691](33455/5): Loss -0.8334, Sem 0.0155, dir -0.9871, norm 0.1382, swav 0.0000 LR: 4.800e-02 Score 99.492 Data time: 0.0800, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1450 [2020-10-19 14:04:17,508][root][INFO] - ===> Epoch[6692](33456/5): Loss -0.8434, Sem 0.0159, dir -0.9886, norm 0.1293, swav 0.0000 LR: 4.800e-02 Score 99.456 Data time: 0.0835, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.7508 [2020-10-19 14:04:19,634][root][INFO] - ===> Epoch[6692](33457/5): Loss -0.8561, Sem 0.0152, dir -0.9894, norm 0.1181, swav 0.0000 LR: 4.800e-02 Score 99.482 Data time: 0.0673, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0235 [2020-10-19 14:04:22,065][root][INFO] - ===> Epoch[6692](33458/5): Loss -0.8373, Sem 0.0175, dir -0.9877, norm 0.1329, swav 0.0000 LR: 4.800e-02 Score 99.422 Data time: 0.0771, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.3263 [2020-10-19 14:04:24,276][root][INFO] - ===> Epoch[6692](33459/5): Loss -0.8434, Sem 0.0158, dir -0.9881, norm 0.1289, swav 0.0000 LR: 4.800e-02 Score 99.453 Data time: 0.0818, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0888 [2020-10-19 14:04:26,116][root][INFO] - ===> Epoch[6692](33460/5): Loss -0.8484, Sem 0.0159, dir -0.9891, norm 0.1247, swav 0.0000 LR: 4.799e-02 Score 99.457 Data time: 0.0695, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.7165 [2020-10-19 14:04:28,621][root][INFO] - ===> Epoch[6693](33461/5): Loss -0.8298, Sem 0.0148, dir -0.9887, norm 0.1441, swav 0.0000 LR: 4.799e-02 Score 99.482 Data time: 0.0754, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.4189 [2020-10-19 14:04:31,042][root][INFO] - ===> Epoch[6693](33462/5): Loss -0.8372, Sem 0.0163, dir -0.9883, norm 0.1348, swav 0.0000 LR: 4.799e-02 Score 99.460 Data time: 0.0787, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2991 [2020-10-19 14:04:33,263][root][INFO] - ===> Epoch[6693](33463/5): Loss -0.8355, Sem 0.0152, dir -0.9884, norm 0.1377, swav 0.0000 LR: 4.799e-02 Score 99.487 Data time: 0.0928, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1144 [2020-10-19 14:04:35,559][root][INFO] - ===> Epoch[6693](33464/5): Loss -0.8463, Sem 0.0153, dir -0.9884, norm 0.1267, swav 0.0000 LR: 4.799e-02 Score 99.479 Data time: 0.0706, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1771 [2020-10-19 14:04:38,066][root][INFO] - ===> Epoch[6693](33465/5): Loss -0.8351, Sem 0.0164, dir -0.9881, norm 0.1366, swav 0.0000 LR: 4.799e-02 Score 99.462 Data time: 0.0768, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.3938 [2020-10-19 14:04:40,151][root][INFO] - ===> Epoch[6694](33466/5): Loss -0.8364, Sem 0.0164, dir -0.9867, norm 0.1339, swav 0.0000 LR: 4.798e-02 Score 99.448 Data time: 0.0928, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9904 [2020-10-19 14:04:42,636][root][INFO] - ===> Epoch[6694](33467/5): Loss -0.8397, Sem 0.0162, dir -0.9887, norm 0.1329, swav 0.0000 LR: 4.798e-02 Score 99.444 Data time: 0.0578, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.3693 [2020-10-19 14:04:44,497][root][INFO] - ===> Epoch[6694](33468/5): Loss -0.8567, Sem 0.0154, dir -0.9889, norm 0.1169, swav 0.0000 LR: 4.798e-02 Score 99.478 Data time: 0.0568, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.7947 [2020-10-19 14:04:46,675][root][INFO] - ===> Epoch[6694](33469/5): Loss -0.8439, Sem 0.0193, dir -0.9891, norm 0.1260, swav 0.0000 LR: 4.798e-02 Score 99.399 Data time: 0.0787, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1152 [2020-10-19 14:04:49,290][root][INFO] - ===> Epoch[6694](33470/5): Loss -0.8525, Sem 0.0164, dir -0.9888, norm 0.1199, swav 0.0000 LR: 4.798e-02 Score 99.452 Data time: 0.0739, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.4982 [2020-10-19 14:04:51,621][root][INFO] - ===> Epoch[6695](33471/5): Loss -0.8433, Sem 0.0170, dir -0.9879, norm 0.1275, swav 0.0000 LR: 4.798e-02 Score 99.423 Data time: 0.1127, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2257 [2020-10-19 14:04:54,074][root][INFO] - ===> Epoch[6695](33472/5): Loss -0.8520, Sem 0.0159, dir -0.9890, norm 0.1211, swav 0.0000 LR: 4.797e-02 Score 99.465 Data time: 0.0892, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.3374 [2020-10-19 14:04:55,909][root][INFO] - ===> Epoch[6695](33473/5): Loss -0.8563, Sem 0.0158, dir -0.9897, norm 0.1175, swav 0.0000 LR: 4.797e-02 Score 99.466 Data time: 0.0809, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.7327 [2020-10-19 14:04:58,157][root][INFO] - ===> Epoch[6695](33474/5): Loss -0.8310, Sem 0.0176, dir -0.9862, norm 0.1376, swav 0.0000 LR: 4.797e-02 Score 99.431 Data time: 0.0689, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1591 [2020-10-19 14:05:00,300][root][INFO] - ===> Epoch[6695](33475/5): Loss -0.8550, Sem 0.0158, dir -0.9890, norm 0.1182, swav 0.0000 LR: 4.797e-02 Score 99.466 Data time: 0.0916, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0349 [2020-10-19 14:05:02,342][root][INFO] - ===> Epoch[6696](33476/5): Loss -0.8354, Sem 0.0213, dir -0.9879, norm 0.1312, swav 0.0000 LR: 4.797e-02 Score 99.344 Data time: 0.0558, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9315 [2020-10-19 14:05:04,673][root][INFO] - ===> Epoch[6696](33477/5): Loss -0.8292, Sem 0.0208, dir -0.9883, norm 0.1383, swav 0.0000 LR: 4.797e-02 Score 99.353 Data time: 0.0787, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2551 [2020-10-19 14:05:06,529][root][INFO] - ===> Epoch[6696](33478/5): Loss -0.8324, Sem 0.0223, dir -0.9868, norm 0.1321, swav 0.0000 LR: 4.796e-02 Score 99.275 Data time: 0.0651, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.7552 [2020-10-19 14:05:08,797][root][INFO] - ===> Epoch[6696](33479/5): Loss -0.8404, Sem 0.0148, dir -0.9884, norm 0.1332, swav 0.0000 LR: 4.796e-02 Score 99.498 Data time: 0.0817, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1744 [2020-10-19 14:05:10,897][root][INFO] - ===> Epoch[6696](33480/5): Loss -0.8482, Sem 0.0178, dir -0.9879, norm 0.1218, swav 0.0000 LR: 4.796e-02 Score 99.409 Data time: 0.0623, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9990 [2020-10-19 14:05:13,256][root][INFO] - ===> Epoch[6697](33481/5): Loss -0.8322, Sem 0.0223, dir -0.9875, norm 0.1330, swav 0.0000 LR: 4.796e-02 Score 99.289 Data time: 0.0904, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2693 [2020-10-19 14:05:15,320][root][INFO] - ===> Epoch[6697](33482/5): Loss -0.8406, Sem 0.0178, dir -0.9879, norm 0.1295, swav 0.0000 LR: 4.796e-02 Score 99.413 Data time: 0.0780, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9477 [2020-10-19 14:05:17,384][root][INFO] - ===> Epoch[6697](33483/5): Loss -0.8453, Sem 0.0169, dir -0.9888, norm 0.1266, swav 0.0000 LR: 4.796e-02 Score 99.431 Data time: 0.0577, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9751 [2020-10-19 14:05:19,598][root][INFO] - ===> Epoch[6697](33484/5): Loss -0.8338, Sem 0.0257, dir -0.9876, norm 0.1280, swav 0.0000 LR: 4.795e-02 Score 99.300 Data time: 0.0636, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1333 [2020-10-19 14:05:21,634][root][INFO] - ===> Epoch[6697](33485/5): Loss -0.8348, Sem 0.0200, dir -0.9875, norm 0.1328, swav 0.0000 LR: 4.795e-02 Score 99.338 Data time: 0.0802, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.9255 [2020-10-19 14:05:24,173][root][INFO] - ===> Epoch[6698](33486/5): Loss -0.8469, Sem 0.0181, dir -0.9888, norm 0.1237, swav 0.0000 LR: 4.795e-02 Score 99.401 Data time: 0.0895, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.4278 [2020-10-19 14:05:26,422][root][INFO] - ===> Epoch[6698](33487/5): Loss -0.8390, Sem 0.0157, dir -0.9883, norm 0.1336, swav 0.0000 LR: 4.795e-02 Score 99.479 Data time: 0.0829, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1088 [2020-10-19 14:05:28,424][root][INFO] - ===> Epoch[6698](33488/5): Loss -0.8492, Sem 0.0185, dir -0.9884, norm 0.1206, swav 0.0000 LR: 4.795e-02 Score 99.383 Data time: 0.0644, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.8871 [2020-10-19 14:05:30,701][root][INFO] - ===> Epoch[6698](33489/5): Loss -0.8446, Sem 0.0180, dir -0.9881, norm 0.1256, swav 0.0000 LR: 4.795e-02 Score 99.398 Data time: 0.0665, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1929 [2020-10-19 14:05:32,555][root][INFO] - ===> Epoch[6698](33490/5): Loss -0.8376, Sem 0.0193, dir -0.9880, norm 0.1311, swav 0.0000 LR: 4.794e-02 Score 99.351 Data time: 0.0832, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.7631 [2020-10-19 14:05:35,693][root][INFO] - ===> Epoch[6699](33491/5): Loss -0.8215, Sem 0.0184, dir -0.9865, norm 0.1466, swav 0.0000 LR: 4.794e-02 Score 99.426 Data time: 0.1176, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 3.0102 [2020-10-19 14:05:38,063][root][INFO] - ===> Epoch[6699](33492/5): Loss -0.8286, Sem 0.0187, dir -0.9872, norm 0.1399, swav 0.0000 LR: 4.794e-02 Score 99.392 Data time: 0.0826, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2616 [2020-10-19 14:05:39,902][root][INFO] - ===> Epoch[6699](33493/5): Loss -0.8416, Sem 0.0179, dir -0.9884, norm 0.1289, swav 0.0000 LR: 4.794e-02 Score 99.396 Data time: 0.0760, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.7354 [2020-10-19 14:05:42,513][root][INFO] - ===> Epoch[6699](33494/5): Loss -0.8456, Sem 0.0174, dir -0.9886, norm 0.1255, swav 0.0000 LR: 4.794e-02 Score 99.407 Data time: 0.1109, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.5037 [2020-10-19 14:05:44,856][root][INFO] - ===> Epoch[6699](33495/5): Loss -0.8512, Sem 0.0163, dir -0.9879, norm 0.1204, swav 0.0000 LR: 4.794e-02 Score 99.455 Data time: 0.0821, Forward time: 0.7785, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2150 [2020-10-19 14:05:47,318][root][INFO] - ===> Epoch[6700](33496/5): Loss -0.8449, Sem 0.0172, dir -0.9876, norm 0.1256, swav 0.0000 LR: 4.793e-02 Score 99.413 Data time: 0.1788, Forward time: 0.7786, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.3573 [2020-10-19 14:05:49,204][root][INFO] - ===> Epoch[6700](33497/5): Loss -0.8584, Sem 0.0172, dir -0.9887, norm 0.1132, swav 0.0000 LR: 4.793e-02 Score 99.418 Data time: 0.0748, Forward time: 0.7786, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.7888 [2020-10-19 14:05:51,915][root][INFO] - ===> Epoch[6700](33498/5): Loss -0.8400, Sem 0.0168, dir -0.9880, norm 0.1312, swav 0.0000 LR: 4.793e-02 Score 99.435 Data time: 0.1353, Forward time: 0.7786, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.6322 [2020-10-19 14:05:54,063][root][INFO] - ===> Epoch[6700](33499/5): Loss -0.8518, Sem 0.0169, dir -0.9885, norm 0.1197, swav 0.0000 LR: 4.793e-02 Score 99.440 Data time: 0.1126, Forward time: 0.7786, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0140 [2020-10-19 14:05:56,172][root][INFO] - ===> Epoch[6700](33500/5): Loss -0.8491, Sem 0.0165, dir -0.9881, norm 0.1225, swav 0.0000 LR: 4.793e-02 Score 99.449 Data time: 0.0979, Forward time: 0.7786, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0153 [2020-10-19 14:05:57,680][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 14:05:59,478][root][INFO] - ===> Epoch[6701](33501/5): Loss -0.8441, Sem 0.0195, dir -0.9879, norm 0.1244, swav 0.0000 LR: 4.793e-02 Score 99.332 Data time: 0.0813, Forward time: 0.7786, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.5882 [2020-10-19 14:06:01,982][root][INFO] - ===> Epoch[6701](33502/5): Loss -0.8476, Sem 0.0171, dir -0.9872, norm 0.1225, swav 0.0000 LR: 4.793e-02 Score 99.428 Data time: 0.0933, Forward time: 0.7786, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.4327 [2020-10-19 14:06:04,212][root][INFO] - ===> Epoch[6701](33503/5): Loss -0.8430, Sem 0.0202, dir -0.9888, norm 0.1255, swav 0.0000 LR: 4.792e-02 Score 99.337 Data time: 0.0702, Forward time: 0.7786, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.1247 [2020-10-19 14:06:06,376][root][INFO] - ===> Epoch[6701](33504/5): Loss -0.8405, Sem 0.0181, dir -0.9876, norm 0.1290, swav 0.0000 LR: 4.792e-02 Score 99.401 Data time: 0.0995, Forward time: 0.7786, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.0767 [2020-10-19 14:06:08,360][root][INFO] - ===> Epoch[6701](33505/5): Loss -0.8489, Sem 0.0148, dir -0.9892, norm 0.1255, swav 0.0000 LR: 4.792e-02 Score 99.505 Data time: 0.0758, Forward time: 0.7786, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.8777 [2020-10-19 14:06:10,767][root][INFO] - ===> Epoch[6702](33506/5): Loss -0.8321, Sem 0.0314, dir -0.9884, norm 0.1250, swav 0.0000 LR: 4.792e-02 Score 99.175 Data time: 0.0995, Forward time: 0.7786, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 2.2853 [2020-10-19 14:06:12,659][root][INFO] - ===> Epoch[6702](33507/5): Loss -0.8470, Sem 0.0187, dir -0.9875, norm 0.1217, swav 0.0000 LR: 4.792e-02 Score 99.370 Data time: 0.0724, Forward time: 0.7786, Backward time: 1.1670, DDP time: 0.0032, Total iter time: 1.7446 [2020-10-19 14:06:14,528][root][INFO] - ===> Epoch[6702](33508/5): Loss -0.8351, Sem 0.0185, dir -0.9875, norm 0.1339, swav 0.0000 LR: 4.792e-02 Score 99.382 Data time: 0.0708, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.7894 [2020-10-19 14:06:16,656][root][INFO] - ===> Epoch[6702](33509/5): Loss -0.8294, Sem 0.0229, dir -0.9868, norm 0.1345, swav 0.0000 LR: 4.791e-02 Score 99.259 Data time: 0.0889, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.0237 [2020-10-19 14:06:18,736][root][INFO] - ===> Epoch[6702](33510/5): Loss -0.8325, Sem 0.0194, dir -0.9868, norm 0.1349, swav 0.0000 LR: 4.791e-02 Score 99.366 Data time: 0.0603, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.9901 [2020-10-19 14:06:20,856][root][INFO] - ===> Epoch[6703](33511/5): Loss -0.8389, Sem 0.0185, dir -0.9869, norm 0.1294, swav 0.0000 LR: 4.791e-02 Score 99.370 Data time: 0.0747, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.0358 [2020-10-19 14:06:23,245][root][INFO] - ===> Epoch[6703](33512/5): Loss -0.8399, Sem 0.0208, dir -0.9888, norm 0.1281, swav 0.0000 LR: 4.791e-02 Score 99.302 Data time: 0.0737, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.2808 [2020-10-19 14:06:25,143][root][INFO] - ===> Epoch[6703](33513/5): Loss -0.8505, Sem 0.0190, dir -0.9889, norm 0.1194, swav 0.0000 LR: 4.791e-02 Score 99.362 Data time: 0.0748, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.8056 [2020-10-19 14:06:27,723][root][INFO] - ===> Epoch[6703](33514/5): Loss -0.8258, Sem 0.0207, dir -0.9871, norm 0.1406, swav 0.0000 LR: 4.791e-02 Score 99.324 Data time: 0.1717, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.4719 [2020-10-19 14:06:29,898][root][INFO] - ===> Epoch[6703](33515/5): Loss -0.8439, Sem 0.0180, dir -0.9888, norm 0.1270, swav 0.0000 LR: 4.790e-02 Score 99.403 Data time: 0.0906, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.0425 [2020-10-19 14:06:31,722][root][INFO] - ===> Epoch[6704](33516/5): Loss -0.8382, Sem 0.0186, dir -0.9881, norm 0.1313, swav 0.0000 LR: 4.790e-02 Score 99.368 Data time: 0.0806, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.7014 [2020-10-19 14:06:33,776][root][INFO] - ===> Epoch[6704](33517/5): Loss -0.8295, Sem 0.0199, dir -0.9878, norm 0.1384, swav 0.0000 LR: 4.790e-02 Score 99.326 Data time: 0.2399, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.9463 [2020-10-19 14:06:36,505][root][INFO] - ===> Epoch[6704](33518/5): Loss -0.8312, Sem 0.0206, dir -0.9858, norm 0.1340, swav 0.0000 LR: 4.790e-02 Score 99.318 Data time: 0.1883, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.6243 [2020-10-19 14:06:38,814][root][INFO] - ===> Epoch[6704](33519/5): Loss -0.8339, Sem 0.0197, dir -0.9878, norm 0.1342, swav 0.0000 LR: 4.790e-02 Score 99.361 Data time: 0.0997, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.1770 [2020-10-19 14:06:40,756][root][INFO] - ===> Epoch[6704](33520/5): Loss -0.8422, Sem 0.0191, dir -0.9878, norm 0.1265, swav 0.0000 LR: 4.790e-02 Score 99.351 Data time: 0.0774, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.8279 [2020-10-19 14:06:42,759][root][INFO] - ===> Epoch[6705](33521/5): Loss -0.8449, Sem 0.0182, dir -0.9878, norm 0.1248, swav 0.0000 LR: 4.789e-02 Score 99.406 Data time: 0.0781, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.9127 [2020-10-19 14:06:44,692][root][INFO] - ===> Epoch[6705](33522/5): Loss -0.8317, Sem 0.0189, dir -0.9877, norm 0.1371, swav 0.0000 LR: 4.789e-02 Score 99.360 Data time: 0.0647, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.8318 [2020-10-19 14:06:46,838][root][INFO] - ===> Epoch[6705](33523/5): Loss -0.8291, Sem 0.0216, dir -0.9864, norm 0.1357, swav 0.0000 LR: 4.789e-02 Score 99.300 Data time: 0.0741, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.0608 [2020-10-19 14:06:48,964][root][INFO] - ===> Epoch[6705](33524/5): Loss -0.8321, Sem 0.0195, dir -0.9872, norm 0.1357, swav 0.0000 LR: 4.789e-02 Score 99.341 Data time: 0.0959, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.0034 [2020-10-19 14:06:51,013][root][INFO] - ===> Epoch[6705](33525/5): Loss -0.8283, Sem 0.0182, dir -0.9866, norm 0.1401, swav 0.0000 LR: 4.789e-02 Score 99.407 Data time: 0.0567, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.9262 [2020-10-19 14:06:52,794][root][INFO] - ===> Epoch[6706](33526/5): Loss -0.8480, Sem 0.0186, dir -0.9876, norm 0.1210, swav 0.0000 LR: 4.789e-02 Score 99.370 Data time: 0.0786, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.7184 [2020-10-19 14:06:54,997][root][INFO] - ===> Epoch[6706](33527/5): Loss -0.8397, Sem 0.0180, dir -0.9879, norm 0.1301, swav 0.0000 LR: 4.788e-02 Score 99.393 Data time: 0.0632, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.1218 [2020-10-19 14:06:56,911][root][INFO] - ===> Epoch[6706](33528/5): Loss -0.8490, Sem 0.0169, dir -0.9889, norm 0.1230, swav 0.0000 LR: 4.788e-02 Score 99.422 Data time: 0.0703, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.8124 [2020-10-19 14:06:59,157][root][INFO] - ===> Epoch[6706](33529/5): Loss -0.8470, Sem 0.0167, dir -0.9883, norm 0.1246, swav 0.0000 LR: 4.788e-02 Score 99.444 Data time: 0.0891, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.1427 [2020-10-19 14:07:01,288][root][INFO] - ===> Epoch[6706](33530/5): Loss -0.8425, Sem 0.0197, dir -0.9868, norm 0.1245, swav 0.0000 LR: 4.788e-02 Score 99.330 Data time: 0.0897, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.0295 [2020-10-19 14:07:03,561][root][INFO] - ===> Epoch[6707](33531/5): Loss -0.8345, Sem 0.0201, dir -0.9863, norm 0.1316, swav 0.0000 LR: 4.788e-02 Score 99.352 Data time: 0.0701, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.1735 [2020-10-19 14:07:05,670][root][INFO] - ===> Epoch[6707](33532/5): Loss -0.8435, Sem 0.0176, dir -0.9876, norm 0.1266, swav 0.0000 LR: 4.788e-02 Score 99.395 Data time: 0.0643, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.9707 [2020-10-19 14:07:07,809][root][INFO] - ===> Epoch[6707](33533/5): Loss -0.8309, Sem 0.0184, dir -0.9885, norm 0.1392, swav 0.0000 LR: 4.787e-02 Score 99.401 Data time: 0.0550, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.0536 [2020-10-19 14:07:10,069][root][INFO] - ===> Epoch[6707](33534/5): Loss -0.8382, Sem 0.0166, dir -0.9873, norm 0.1325, swav 0.0000 LR: 4.787e-02 Score 99.436 Data time: 0.0879, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.2222 [2020-10-19 14:07:12,245][root][INFO] - ===> Epoch[6707](33535/5): Loss -0.8486, Sem 0.0150, dir -0.9884, norm 0.1248, swav 0.0000 LR: 4.787e-02 Score 99.496 Data time: 0.0904, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.0596 [2020-10-19 14:07:14,712][root][INFO] - ===> Epoch[6708](33536/5): Loss -0.8353, Sem 0.0206, dir -0.9864, norm 0.1304, swav 0.0000 LR: 4.787e-02 Score 99.289 Data time: 0.0966, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.3896 [2020-10-19 14:07:16,770][root][INFO] - ===> Epoch[6708](33537/5): Loss -0.8452, Sem 0.0161, dir -0.9880, norm 0.1267, swav 0.0000 LR: 4.787e-02 Score 99.458 Data time: 0.0900, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.9514 [2020-10-19 14:07:18,892][root][INFO] - ===> Epoch[6708](33538/5): Loss -0.8512, Sem 0.0165, dir -0.9887, norm 0.1210, swav 0.0000 LR: 4.787e-02 Score 99.436 Data time: 0.0711, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.0069 [2020-10-19 14:07:21,083][root][INFO] - ===> Epoch[6708](33539/5): Loss -0.8396, Sem 0.0164, dir -0.9875, norm 0.1316, swav 0.0000 LR: 4.786e-02 Score 99.443 Data time: 0.0785, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.0738 [2020-10-19 14:07:23,677][root][INFO] - ===> Epoch[6708](33540/5): Loss -0.8467, Sem 0.0158, dir -0.9895, norm 0.1269, swav 0.0000 LR: 4.786e-02 Score 99.468 Data time: 0.0981, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.4799 [2020-10-19 14:07:26,020][root][INFO] - ===> Epoch[6709](33541/5): Loss -0.8638, Sem 0.0144, dir -0.9887, norm 0.1105, swav 0.0000 LR: 4.786e-02 Score 99.519 Data time: 0.0906, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.2181 [2020-10-19 14:07:28,663][root][INFO] - ===> Epoch[6709](33542/5): Loss -0.8391, Sem 0.0162, dir -0.9886, norm 0.1333, swav 0.0000 LR: 4.786e-02 Score 99.454 Data time: 0.0790, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.5187 [2020-10-19 14:07:30,724][root][INFO] - ===> Epoch[6709](33543/5): Loss -0.8357, Sem 0.0177, dir -0.9864, norm 0.1330, swav 0.0000 LR: 4.786e-02 Score 99.413 Data time: 0.0675, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.9596 [2020-10-19 14:07:32,908][root][INFO] - ===> Epoch[6709](33544/5): Loss -0.8371, Sem 0.0188, dir -0.9880, norm 0.1321, swav 0.0000 LR: 4.786e-02 Score 99.363 Data time: 0.0650, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.1012 [2020-10-19 14:07:35,119][root][INFO] - ===> Epoch[6709](33545/5): Loss -0.8443, Sem 0.0184, dir -0.9880, norm 0.1254, swav 0.0000 LR: 4.786e-02 Score 99.376 Data time: 0.0857, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.1344 [2020-10-19 14:07:36,975][root][INFO] - ===> Epoch[6710](33546/5): Loss -0.8485, Sem 0.0166, dir -0.9885, norm 0.1233, swav 0.0000 LR: 4.785e-02 Score 99.439 Data time: 0.0704, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.7465 [2020-10-19 14:07:38,724][root][INFO] - ===> Epoch[6710](33547/5): Loss -0.8437, Sem 0.0180, dir -0.9878, norm 0.1261, swav 0.0000 LR: 4.785e-02 Score 99.402 Data time: 0.0593, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.6611 [2020-10-19 14:07:41,272][root][INFO] - ===> Epoch[6710](33548/5): Loss -0.8386, Sem 0.0166, dir -0.9871, norm 0.1319, swav 0.0000 LR: 4.785e-02 Score 99.440 Data time: 0.0884, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.4944 [2020-10-19 14:07:43,716][root][INFO] - ===> Epoch[6710](33549/5): Loss -0.8439, Sem 0.0154, dir -0.9888, norm 0.1295, swav 0.0000 LR: 4.785e-02 Score 99.484 Data time: 0.0923, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.2964 [2020-10-19 14:07:45,723][root][INFO] - ===> Epoch[6710](33550/5): Loss -0.8499, Sem 0.0212, dir -0.9884, norm 0.1173, swav 0.0000 LR: 4.785e-02 Score 99.386 Data time: 0.0701, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.8936 [2020-10-19 14:07:48,269][root][INFO] - ===> Epoch[6711](33551/5): Loss -0.8513, Sem 0.0169, dir -0.9890, norm 0.1208, swav 0.0000 LR: 4.785e-02 Score 99.434 Data time: 0.0774, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.4831 [2020-10-19 14:07:50,279][root][INFO] - ===> Epoch[6711](33552/5): Loss -0.8345, Sem 0.0173, dir -0.9871, norm 0.1353, swav 0.0000 LR: 4.784e-02 Score 99.422 Data time: 0.0884, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.8940 [2020-10-19 14:07:52,381][root][INFO] - ===> Epoch[6711](33553/5): Loss -0.8399, Sem 0.0207, dir -0.9873, norm 0.1267, swav 0.0000 LR: 4.784e-02 Score 99.307 Data time: 0.0700, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.9979 [2020-10-19 14:07:54,481][root][INFO] - ===> Epoch[6711](33554/5): Loss -0.8427, Sem 0.0166, dir -0.9872, norm 0.1278, swav 0.0000 LR: 4.784e-02 Score 99.437 Data time: 0.0836, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.0012 [2020-10-19 14:07:56,856][root][INFO] - ===> Epoch[6711](33555/5): Loss -0.8355, Sem 0.0176, dir -0.9871, norm 0.1340, swav 0.0000 LR: 4.784e-02 Score 99.431 Data time: 0.4403, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.2841 [2020-10-19 14:07:59,412][root][INFO] - ===> Epoch[6712](33556/5): Loss -0.8549, Sem 0.0155, dir -0.9894, norm 0.1191, swav 0.0000 LR: 4.784e-02 Score 99.470 Data time: 0.1388, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.4598 [2020-10-19 14:08:01,535][root][INFO] - ===> Epoch[6712](33557/5): Loss -0.8435, Sem 0.0179, dir -0.9885, norm 0.1271, swav 0.0000 LR: 4.784e-02 Score 99.392 Data time: 0.0950, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.0177 [2020-10-19 14:08:03,450][root][INFO] - ===> Epoch[6712](33558/5): Loss -0.8441, Sem 0.0161, dir -0.9886, norm 0.1283, swav 0.0000 LR: 4.783e-02 Score 99.454 Data time: 0.0680, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.8071 [2020-10-19 14:08:05,480][root][INFO] - ===> Epoch[6712](33559/5): Loss -0.8553, Sem 0.0150, dir -0.9886, norm 0.1182, swav 0.0000 LR: 4.783e-02 Score 99.500 Data time: 0.1236, Forward time: 0.7786, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9588 [2020-10-19 14:08:07,779][root][INFO] - ===> Epoch[6712](33560/5): Loss -0.8341, Sem 0.0186, dir -0.9882, norm 0.1354, swav 0.0000 LR: 4.783e-02 Score 99.392 Data time: 0.1397, Forward time: 0.7786, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.1797 [2020-10-19 14:08:10,117][root][INFO] - ===> Epoch[6713](33561/5): Loss -0.8514, Sem 0.0157, dir -0.9893, norm 0.1222, swav 0.0000 LR: 4.783e-02 Score 99.462 Data time: 0.0924, Forward time: 0.7786, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.2210 [2020-10-19 14:08:12,355][root][INFO] - ===> Epoch[6713](33562/5): Loss -0.8391, Sem 0.0166, dir -0.9865, norm 0.1307, swav 0.0000 LR: 4.783e-02 Score 99.437 Data time: 0.0643, Forward time: 0.7786, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.1288 [2020-10-19 14:08:14,884][root][INFO] - ===> Epoch[6713](33563/5): Loss -0.8329, Sem 0.0175, dir -0.9879, norm 0.1375, swav 0.0000 LR: 4.783e-02 Score 99.421 Data time: 0.0645, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.4551 [2020-10-19 14:08:17,112][root][INFO] - ===> Epoch[6713](33564/5): Loss -0.8505, Sem 0.0138, dir -0.9896, norm 0.1252, swav 0.0000 LR: 4.782e-02 Score 99.526 Data time: 0.0868, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.1517 [2020-10-19 14:08:19,204][root][INFO] - ===> Epoch[6713](33565/5): Loss -0.8417, Sem 0.0168, dir -0.9884, norm 0.1298, swav 0.0000 LR: 4.782e-02 Score 99.438 Data time: 0.0646, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.9749 [2020-10-19 14:08:21,414][root][INFO] - ===> Epoch[6714](33566/5): Loss -0.8404, Sem 0.0195, dir -0.9871, norm 0.1271, swav 0.0000 LR: 4.782e-02 Score 99.350 Data time: 0.0580, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.1175 [2020-10-19 14:08:23,945][root][INFO] - ===> Epoch[6714](33567/5): Loss -0.8450, Sem 0.0144, dir -0.9892, norm 0.1298, swav 0.0000 LR: 4.782e-02 Score 99.516 Data time: 0.0947, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.4585 [2020-10-19 14:08:26,272][root][INFO] - ===> Epoch[6714](33568/5): Loss -0.8493, Sem 0.0164, dir -0.9883, norm 0.1225, swav 0.0000 LR: 4.782e-02 Score 99.447 Data time: 0.0966, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.2211 [2020-10-19 14:08:28,321][root][INFO] - ===> Epoch[6714](33569/5): Loss -0.8342, Sem 0.0179, dir -0.9865, norm 0.1344, swav 0.0000 LR: 4.782e-02 Score 99.396 Data time: 0.0825, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.9276 [2020-10-19 14:08:30,311][root][INFO] - ===> Epoch[6714](33570/5): Loss -0.8574, Sem 0.0144, dir -0.9899, norm 0.1181, swav 0.0000 LR: 4.781e-02 Score 99.511 Data time: 0.0949, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.8938 [2020-10-19 14:08:32,332][root][INFO] - ===> Epoch[6715](33571/5): Loss -0.8458, Sem 0.0156, dir -0.9890, norm 0.1276, swav 0.0000 LR: 4.781e-02 Score 99.452 Data time: 0.0951, Forward time: 0.7786, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9268 [2020-10-19 14:08:35,073][root][INFO] - ===> Epoch[6715](33572/5): Loss -0.8441, Sem 0.0158, dir -0.9877, norm 0.1278, swav 0.0000 LR: 4.781e-02 Score 99.477 Data time: 0.0736, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.6282 [2020-10-19 14:08:37,283][root][INFO] - ===> Epoch[6715](33573/5): Loss -0.8329, Sem 0.0205, dir -0.9871, norm 0.1337, swav 0.0000 LR: 4.781e-02 Score 99.321 Data time: 0.0654, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.1137 [2020-10-19 14:08:39,538][root][INFO] - ===> Epoch[6715](33574/5): Loss -0.8527, Sem 0.0140, dir -0.9883, norm 0.1216, swav 0.0000 LR: 4.781e-02 Score 99.521 Data time: 0.0950, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.1544 [2020-10-19 14:08:41,823][root][INFO] - ===> Epoch[6715](33575/5): Loss -0.8454, Sem 0.0193, dir -0.9880, norm 0.1233, swav 0.0000 LR: 4.781e-02 Score 99.348 Data time: 0.0594, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.1713 [2020-10-19 14:08:44,237][root][INFO] - ===> Epoch[6716](33576/5): Loss -0.8447, Sem 0.0181, dir -0.9883, norm 0.1255, swav 0.0000 LR: 4.780e-02 Score 99.389 Data time: 0.0888, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.3625 [2020-10-19 14:08:46,148][root][INFO] - ===> Epoch[6716](33577/5): Loss -0.8582, Sem 0.0161, dir -0.9894, norm 0.1151, swav 0.0000 LR: 4.780e-02 Score 99.470 Data time: 0.0944, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.8130 [2020-10-19 14:08:48,252][root][INFO] - ===> Epoch[6716](33578/5): Loss -0.8490, Sem 0.0143, dir -0.9888, norm 0.1256, swav 0.0000 LR: 4.780e-02 Score 99.523 Data time: 0.0951, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.0044 [2020-10-19 14:08:50,557][root][INFO] - ===> Epoch[6716](33579/5): Loss -0.8403, Sem 0.0152, dir -0.9883, norm 0.1328, swav 0.0000 LR: 4.780e-02 Score 99.486 Data time: 0.0730, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.2008 [2020-10-19 14:08:52,472][root][INFO] - ===> Epoch[6716](33580/5): Loss -0.8390, Sem 0.0151, dir -0.9888, norm 0.1347, swav 0.0000 LR: 4.780e-02 Score 99.493 Data time: 0.0536, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.8261 [2020-10-19 14:08:54,557][root][INFO] - ===> Epoch[6717](33581/5): Loss -0.8498, Sem 0.0169, dir -0.9887, norm 0.1220, swav 0.0000 LR: 4.780e-02 Score 99.432 Data time: 0.0690, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.0131 [2020-10-19 14:08:56,638][root][INFO] - ===> Epoch[6717](33582/5): Loss -0.8441, Sem 0.0170, dir -0.9871, norm 0.1260, swav 0.0000 LR: 4.779e-02 Score 99.421 Data time: 0.0898, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.9765 [2020-10-19 14:08:59,163][root][INFO] - ===> Epoch[6717](33583/5): Loss -0.8369, Sem 0.0178, dir -0.9877, norm 0.1330, swav 0.0000 LR: 4.779e-02 Score 99.412 Data time: 0.0979, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.4263 [2020-10-19 14:09:01,749][root][INFO] - ===> Epoch[6717](33584/5): Loss -0.8339, Sem 0.0186, dir -0.9861, norm 0.1336, swav 0.0000 LR: 4.779e-02 Score 99.384 Data time: 0.1820, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.4683 [2020-10-19 14:09:03,677][root][INFO] - ===> Epoch[6717](33585/5): Loss -0.8452, Sem 0.0162, dir -0.9891, norm 0.1277, swav 0.0000 LR: 4.779e-02 Score 99.446 Data time: 0.0735, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.8039 [2020-10-19 14:09:05,600][root][INFO] - ===> Epoch[6718](33586/5): Loss -0.8563, Sem 0.0150, dir -0.9897, norm 0.1184, swav 0.0000 LR: 4.779e-02 Score 99.490 Data time: 0.0570, Forward time: 0.7786, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.8319 [2020-10-19 14:09:07,693][root][INFO] - ===> Epoch[6718](33587/5): Loss -0.8404, Sem 0.0167, dir -0.9881, norm 0.1310, swav 0.0000 LR: 4.779e-02 Score 99.452 Data time: 0.0790, Forward time: 0.7786, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9770 [2020-10-19 14:09:09,994][root][INFO] - ===> Epoch[6718](33588/5): Loss -0.8367, Sem 0.0176, dir -0.9887, norm 0.1344, swav 0.0000 LR: 4.779e-02 Score 99.415 Data time: 0.0864, Forward time: 0.7786, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.1841 [2020-10-19 14:09:11,879][root][INFO] - ===> Epoch[6718](33589/5): Loss -0.8482, Sem 0.0170, dir -0.9880, norm 0.1228, swav 0.0000 LR: 4.778e-02 Score 99.411 Data time: 0.0795, Forward time: 0.7786, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.7755 [2020-10-19 14:09:13,920][root][INFO] - ===> Epoch[6718](33590/5): Loss -0.8564, Sem 0.0157, dir -0.9892, norm 0.1172, swav 0.0000 LR: 4.778e-02 Score 99.474 Data time: 0.0783, Forward time: 0.7786, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9372 [2020-10-19 14:09:16,180][root][INFO] - ===> Epoch[6719](33591/5): Loss -0.8519, Sem 0.0171, dir -0.9879, norm 0.1189, swav 0.0000 LR: 4.778e-02 Score 99.429 Data time: 0.0777, Forward time: 0.7786, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.1624 [2020-10-19 14:09:18,530][root][INFO] - ===> Epoch[6719](33592/5): Loss -0.8423, Sem 0.0153, dir -0.9878, norm 0.1302, swav 0.0000 LR: 4.778e-02 Score 99.479 Data time: 0.0916, Forward time: 0.7786, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.2462 [2020-10-19 14:09:21,086][root][INFO] - ===> Epoch[6719](33593/5): Loss -0.8350, Sem 0.0199, dir -0.9871, norm 0.1323, swav 0.0000 LR: 4.778e-02 Score 99.337 Data time: 0.0761, Forward time: 0.7786, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.4357 [2020-10-19 14:09:23,252][root][INFO] - ===> Epoch[6719](33594/5): Loss -0.8565, Sem 0.0142, dir -0.9899, norm 0.1193, swav 0.0000 LR: 4.778e-02 Score 99.520 Data time: 0.0988, Forward time: 0.7786, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0632 [2020-10-19 14:09:25,810][root][INFO] - ===> Epoch[6719](33595/5): Loss -0.8520, Sem 0.0164, dir -0.9884, norm 0.1200, swav 0.0000 LR: 4.777e-02 Score 99.448 Data time: 0.0697, Forward time: 0.7786, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.4381 [2020-10-19 14:09:28,016][root][INFO] - ===> Epoch[6720](33596/5): Loss -0.8515, Sem 0.0162, dir -0.9885, norm 0.1207, swav 0.0000 LR: 4.777e-02 Score 99.453 Data time: 0.0604, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.1029 [2020-10-19 14:09:30,699][root][INFO] - ===> Epoch[6720](33597/5): Loss -0.8397, Sem 0.0168, dir -0.9878, norm 0.1313, swav 0.0000 LR: 4.777e-02 Score 99.440 Data time: 0.0864, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.5909 [2020-10-19 14:09:32,848][root][INFO] - ===> Epoch[6720](33598/5): Loss -0.8517, Sem 0.0179, dir -0.9882, norm 0.1185, swav 0.0000 LR: 4.777e-02 Score 99.398 Data time: 0.0955, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.0022 [2020-10-19 14:09:35,176][root][INFO] - ===> Epoch[6720](33599/5): Loss -0.8404, Sem 0.0166, dir -0.9877, norm 0.1308, swav 0.0000 LR: 4.777e-02 Score 99.453 Data time: 0.0903, Forward time: 0.7786, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.2247 [2020-10-19 14:09:37,444][root][INFO] - ===> Epoch[6720](33600/5): Loss -0.8584, Sem 0.0168, dir -0.9894, norm 0.1142, swav 0.0000 LR: 4.777e-02 Score 99.460 Data time: 0.2396, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.1497 [2020-10-19 14:09:38,521][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 14:09:38,698][root][INFO] - ===> Start testing [2020-10-19 14:10:17,441][root][INFO] - 68/68: Data time: 0.0021, Iter time: 0.1379 Loss 0.836 (AVG: 0.534) Score 88.105 (AVG: 90.772) mIOU 70.938 mAP 84.548 mAcc 78.000 IOU: 63.371 0.402 81.890 74.609 94.683 91.845 35.554 79.430 98.062 75.818 81.477 85.656 59.400 mAP: 81.018 12.492 95.649 86.935 98.817 97.530 61.190 96.422 99.721 91.818 92.820 94.618 90.092 mAcc: 77.589 1.823 91.999 82.955 96.488 96.610 40.109 93.396 98.922 83.455 90.481 96.011 64.161 [2020-10-19 14:10:17,442][root][INFO] - Finished test. Elapsed time: 38.7423 [2020-10-19 14:10:20,911][root][INFO] - [2020-10-19 14:10:20,912][root][INFO] - ################################################################ [2020-10-19 14:10:20,912][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 14:10:20,912][root][INFO] - ################################################################ [2020-10-19 14:10:20,912][root][INFO] - clutter : nan nan nan [2020-10-19 14:10:20,912][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 14:10:20,912][root][INFO] - board : 0.826 0.923 0.923 [2020-10-19 14:10:20,912][root][INFO] - bookcase : 0.257 0.379 0.528 [2020-10-19 14:10:20,912][root][INFO] - ceiling : 0.373 0.462 0.491 [2020-10-19 14:10:20,912][root][INFO] - chair : 0.828 0.900 0.918 [2020-10-19 14:10:20,912][root][INFO] - column : 0.220 0.326 0.454 [2020-10-19 14:10:20,912][root][INFO] - door : 0.779 0.891 0.945 [2020-10-19 14:10:20,912][root][INFO] - floor : 0.880 0.902 0.938 [2020-10-19 14:10:20,912][root][INFO] - sofa : 0.395 0.653 0.818 [2020-10-19 14:10:20,912][root][INFO] - table : 0.136 0.270 0.627 [2020-10-19 14:10:20,912][root][INFO] - wall : 0.542 0.744 0.826 [2020-10-19 14:10:20,912][root][INFO] - window : 0.556 0.743 0.767 [2020-10-19 14:10:20,912][root][INFO] - ---------------------------------------------------------------- [2020-10-19 14:10:20,912][root][INFO] - average : 0.482 0.599 0.686 [2020-10-19 14:10:20,912][root][INFO] - [2020-10-19 14:10:21,066][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 14:10:21,067][root][INFO] - Current best mIoU: 72.177 at iter 31200 [2020-10-19 14:10:23,348][root][INFO] - ===> Epoch[6721](33601/5): Loss -0.8505, Sem 0.0150, dir -0.9884, norm 0.1229, swav 0.0000 LR: 4.776e-02 Score 99.486 Data time: 0.0948, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.2753 [2020-10-19 14:10:25,659][root][INFO] - ===> Epoch[6721](33602/5): Loss -0.8517, Sem 0.0160, dir -0.9880, norm 0.1203, swav 0.0000 LR: 4.776e-02 Score 99.451 Data time: 0.0688, Forward time: 0.7787, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 2.2065 [2020-10-19 14:10:27,666][root][INFO] - ===> Epoch[6721](33603/5): Loss -0.8241, Sem 0.0168, dir -0.9876, norm 0.1468, swav 0.0000 LR: 4.776e-02 Score 99.439 Data time: 0.0697, Forward time: 0.7787, Backward time: 1.1669, DDP time: 0.0032, Total iter time: 1.9022 [2020-10-19 14:10:29,885][root][INFO] - ===> Epoch[6721](33604/5): Loss -0.8468, Sem 0.0155, dir -0.9900, norm 0.1276, swav 0.0000 LR: 4.776e-02 Score 99.464 Data time: 0.0852, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.1442 [2020-10-19 14:10:31,992][root][INFO] - ===> Epoch[6721](33605/5): Loss -0.8441, Sem 0.0164, dir -0.9887, norm 0.1282, swav 0.0000 LR: 4.776e-02 Score 99.462 Data time: 0.1433, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9909 [2020-10-19 14:10:34,422][root][INFO] - ===> Epoch[6722](33606/5): Loss -0.8391, Sem 0.0159, dir -0.9876, norm 0.1326, swav 0.0000 LR: 4.776e-02 Score 99.475 Data time: 0.1089, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.3464 [2020-10-19 14:10:36,382][root][INFO] - ===> Epoch[6722](33607/5): Loss -0.8344, Sem 0.0175, dir -0.9874, norm 0.1355, swav 0.0000 LR: 4.775e-02 Score 99.412 Data time: 0.0817, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.8269 [2020-10-19 14:10:38,358][root][INFO] - ===> Epoch[6722](33608/5): Loss -0.8514, Sem 0.0175, dir -0.9890, norm 0.1200, swav 0.0000 LR: 4.775e-02 Score 99.416 Data time: 0.0614, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.8772 [2020-10-19 14:10:40,832][root][INFO] - ===> Epoch[6722](33609/5): Loss -0.8566, Sem 0.0160, dir -0.9895, norm 0.1169, swav 0.0000 LR: 4.775e-02 Score 99.454 Data time: 0.1077, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.3899 [2020-10-19 14:10:43,237][root][INFO] - ===> Epoch[6722](33610/5): Loss -0.8520, Sem 0.0156, dir -0.9895, norm 0.1219, swav 0.0000 LR: 4.775e-02 Score 99.473 Data time: 0.0880, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.3387 [2020-10-19 14:10:45,315][root][INFO] - ===> Epoch[6723](33611/5): Loss -0.8453, Sem 0.0142, dir -0.9888, norm 0.1293, swav 0.0000 LR: 4.775e-02 Score 99.521 Data time: 0.0748, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9699 [2020-10-19 14:10:47,520][root][INFO] - ===> Epoch[6723](33612/5): Loss -0.8550, Sem 0.0163, dir -0.9883, norm 0.1171, swav 0.0000 LR: 4.775e-02 Score 99.453 Data time: 0.0651, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.1052 [2020-10-19 14:10:49,670][root][INFO] - ===> Epoch[6723](33613/5): Loss -0.8368, Sem 0.0169, dir -0.9876, norm 0.1339, swav 0.0000 LR: 4.774e-02 Score 99.438 Data time: 0.0874, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0522 [2020-10-19 14:10:51,849][root][INFO] - ===> Epoch[6723](33614/5): Loss -0.8522, Sem 0.0177, dir -0.9879, norm 0.1180, swav 0.0000 LR: 4.774e-02 Score 99.413 Data time: 0.1010, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0617 [2020-10-19 14:10:54,025][root][INFO] - ===> Epoch[6723](33615/5): Loss -0.8540, Sem 0.0167, dir -0.9890, norm 0.1184, swav 0.0000 LR: 4.774e-02 Score 99.449 Data time: 0.0812, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0909 [2020-10-19 14:10:56,147][root][INFO] - ===> Epoch[6724](33616/5): Loss -0.8620, Sem 0.0143, dir -0.9895, norm 0.1132, swav 0.0000 LR: 4.774e-02 Score 99.512 Data time: 0.0740, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0290 [2020-10-19 14:10:58,725][root][INFO] - ===> Epoch[6724](33617/5): Loss -0.8417, Sem 0.0155, dir -0.9881, norm 0.1309, swav 0.0000 LR: 4.774e-02 Score 99.487 Data time: 0.0952, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.4742 [2020-10-19 14:11:01,268][root][INFO] - ===> Epoch[6724](33618/5): Loss -0.8478, Sem 0.0177, dir -0.9873, norm 0.1218, swav 0.0000 LR: 4.774e-02 Score 99.410 Data time: 0.0861, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.4135 [2020-10-19 14:11:03,443][root][INFO] - ===> Epoch[6724](33619/5): Loss -0.8527, Sem 0.0163, dir -0.9885, norm 0.1194, swav 0.0000 LR: 4.773e-02 Score 99.455 Data time: 0.0849, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0864 [2020-10-19 14:11:05,393][root][INFO] - ===> Epoch[6724](33620/5): Loss -0.8578, Sem 0.0152, dir -0.9890, norm 0.1160, swav 0.0000 LR: 4.773e-02 Score 99.479 Data time: 0.0824, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.8582 [2020-10-19 14:11:07,768][root][INFO] - ===> Epoch[6725](33621/5): Loss -0.8625, Sem 0.0150, dir -0.9895, norm 0.1120, swav 0.0000 LR: 4.773e-02 Score 99.502 Data time: 0.0794, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.2771 [2020-10-19 14:11:10,187][root][INFO] - ===> Epoch[6725](33622/5): Loss -0.8414, Sem 0.0169, dir -0.9883, norm 0.1300, swav 0.0000 LR: 4.773e-02 Score 99.432 Data time: 0.0662, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.3205 [2020-10-19 14:11:12,480][root][INFO] - ===> Epoch[6725](33623/5): Loss -0.8352, Sem 0.0183, dir -0.9878, norm 0.1344, swav 0.0000 LR: 4.773e-02 Score 99.397 Data time: 0.0785, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.2062 [2020-10-19 14:11:14,503][root][INFO] - ===> Epoch[6725](33624/5): Loss -0.8603, Sem 0.0155, dir -0.9898, norm 0.1140, swav 0.0000 LR: 4.773e-02 Score 99.480 Data time: 0.3384, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9585 [2020-10-19 14:11:17,335][root][INFO] - ===> Epoch[6725](33625/5): Loss -0.8387, Sem 0.0159, dir -0.9893, norm 0.1347, swav 0.0000 LR: 4.772e-02 Score 99.472 Data time: 0.1254, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.7289 [2020-10-19 14:11:19,801][root][INFO] - ===> Epoch[6726](33626/5): Loss -0.8449, Sem 0.0162, dir -0.9880, norm 0.1269, swav 0.0000 LR: 4.772e-02 Score 99.470 Data time: 0.0690, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.3431 [2020-10-19 14:11:21,715][root][INFO] - ===> Epoch[6726](33627/5): Loss -0.8450, Sem 0.0186, dir -0.9876, norm 0.1241, swav 0.0000 LR: 4.772e-02 Score 99.400 Data time: 0.0759, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.8567 [2020-10-19 14:11:24,069][root][INFO] - ===> Epoch[6726](33628/5): Loss -0.8421, Sem 0.0179, dir -0.9881, norm 0.1280, swav 0.0000 LR: 4.772e-02 Score 99.403 Data time: 0.1062, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.2633 [2020-10-19 14:11:26,205][root][INFO] - ===> Epoch[6726](33629/5): Loss -0.8470, Sem 0.0184, dir -0.9875, norm 0.1221, swav 0.0000 LR: 4.772e-02 Score 99.375 Data time: 0.0750, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0487 [2020-10-19 14:11:28,182][root][INFO] - ===> Epoch[6726](33630/5): Loss -0.8307, Sem 0.0176, dir -0.9874, norm 0.1392, swav 0.0000 LR: 4.772e-02 Score 99.422 Data time: 0.0684, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.8915 [2020-10-19 14:11:30,323][root][INFO] - ===> Epoch[6727](33631/5): Loss -0.8646, Sem 0.0155, dir -0.9895, norm 0.1094, swav 0.0000 LR: 4.772e-02 Score 99.473 Data time: 0.0792, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0502 [2020-10-19 14:11:32,367][root][INFO] - ===> Epoch[6727](33632/5): Loss -0.8471, Sem 0.0157, dir -0.9883, norm 0.1255, swav 0.0000 LR: 4.771e-02 Score 99.473 Data time: 0.0896, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9500 [2020-10-19 14:11:34,607][root][INFO] - ===> Epoch[6727](33633/5): Loss -0.8388, Sem 0.0186, dir -0.9868, norm 0.1295, swav 0.0000 LR: 4.771e-02 Score 99.402 Data time: 0.1186, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.1378 [2020-10-19 14:11:36,849][root][INFO] - ===> Epoch[6727](33634/5): Loss -0.8425, Sem 0.0170, dir -0.9885, norm 0.1290, swav 0.0000 LR: 4.771e-02 Score 99.431 Data time: 0.1503, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.1286 [2020-10-19 14:11:38,764][root][INFO] - ===> Epoch[6727](33635/5): Loss -0.8519, Sem 0.0177, dir -0.9882, norm 0.1186, swav 0.0000 LR: 4.771e-02 Score 99.390 Data time: 0.0753, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.8114 [2020-10-19 14:11:41,160][root][INFO] - ===> Epoch[6728](33636/5): Loss -0.8481, Sem 0.0168, dir -0.9885, norm 0.1236, swav 0.0000 LR: 4.771e-02 Score 99.432 Data time: 0.1692, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.3199 [2020-10-19 14:11:43,281][root][INFO] - ===> Epoch[6728](33637/5): Loss -0.8521, Sem 0.0170, dir -0.9889, norm 0.1198, swav 0.0000 LR: 4.771e-02 Score 99.424 Data time: 0.1020, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9944 [2020-10-19 14:11:45,846][root][INFO] - ===> Epoch[6728](33638/5): Loss -0.8461, Sem 0.0188, dir -0.9884, norm 0.1234, swav 0.0000 LR: 4.770e-02 Score 99.379 Data time: 0.0632, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.2349 [2020-10-19 14:11:48,217][root][INFO] - ===> Epoch[6728](33639/5): Loss -0.8356, Sem 0.0176, dir -0.9870, norm 0.1338, swav 0.0000 LR: 4.770e-02 Score 99.438 Data time: 0.0935, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.2713 [2020-10-19 14:11:50,348][root][INFO] - ===> Epoch[6728](33640/5): Loss -0.8525, Sem 0.0178, dir -0.9883, norm 0.1180, swav 0.0000 LR: 4.770e-02 Score 99.401 Data time: 0.0721, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0138 [2020-10-19 14:11:52,426][root][INFO] - ===> Epoch[6729](33641/5): Loss -0.8434, Sem 0.0175, dir -0.9883, norm 0.1274, swav 0.0000 LR: 4.770e-02 Score 99.402 Data time: 0.0637, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9926 [2020-10-19 14:11:54,913][root][INFO] - ===> Epoch[6729](33642/5): Loss -0.8531, Sem 0.0166, dir -0.9884, norm 0.1187, swav 0.0000 LR: 4.770e-02 Score 99.436 Data time: 0.0719, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.4022 [2020-10-19 14:11:56,750][root][INFO] - ===> Epoch[6729](33643/5): Loss -0.8472, Sem 0.0176, dir -0.9883, norm 0.1235, swav 0.0000 LR: 4.770e-02 Score 99.412 Data time: 0.0783, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.7296 [2020-10-19 14:11:58,460][root][INFO] - ===> Epoch[6729](33644/5): Loss -0.8451, Sem 0.0165, dir -0.9879, norm 0.1262, swav 0.0000 LR: 4.769e-02 Score 99.450 Data time: 0.0814, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.6117 [2020-10-19 14:12:00,614][root][INFO] - ===> Epoch[6729](33645/5): Loss -0.8554, Sem 0.0160, dir -0.9883, norm 0.1169, swav 0.0000 LR: 4.769e-02 Score 99.468 Data time: 0.0753, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0615 [2020-10-19 14:12:02,574][root][INFO] - ===> Epoch[6730](33646/5): Loss -0.8365, Sem 0.0172, dir -0.9876, norm 0.1338, swav 0.0000 LR: 4.769e-02 Score 99.423 Data time: 0.0640, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.8595 [2020-10-19 14:12:04,725][root][INFO] - ===> Epoch[6730](33647/5): Loss -0.8470, Sem 0.0162, dir -0.9879, norm 0.1247, swav 0.0000 LR: 4.769e-02 Score 99.460 Data time: 0.0960, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0606 [2020-10-19 14:12:07,457][root][INFO] - ===> Epoch[6730](33648/5): Loss -0.8466, Sem 0.0194, dir -0.9877, norm 0.1216, swav 0.0000 LR: 4.769e-02 Score 99.353 Data time: 0.0721, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.6257 [2020-10-19 14:12:10,105][root][INFO] - ===> Epoch[6730](33649/5): Loss -0.8439, Sem 0.0175, dir -0.9877, norm 0.1263, swav 0.0000 LR: 4.769e-02 Score 99.419 Data time: 0.0652, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.5718 [2020-10-19 14:12:12,006][root][INFO] - ===> Epoch[6730](33650/5): Loss -0.8487, Sem 0.0155, dir -0.9887, norm 0.1244, swav 0.0000 LR: 4.768e-02 Score 99.471 Data time: 0.0711, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.8091 [2020-10-19 14:12:14,459][root][INFO] - ===> Epoch[6731](33651/5): Loss -0.8482, Sem 0.0165, dir -0.9881, norm 0.1233, swav 0.0000 LR: 4.768e-02 Score 99.452 Data time: 0.0737, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.3610 [2020-10-19 14:12:16,860][root][INFO] - ===> Epoch[6731](33652/5): Loss -0.8467, Sem 0.0163, dir -0.9891, norm 0.1261, swav 0.0000 LR: 4.768e-02 Score 99.443 Data time: 0.1029, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.2867 [2020-10-19 14:12:19,016][root][INFO] - ===> Epoch[6731](33653/5): Loss -0.8452, Sem 0.0151, dir -0.9882, norm 0.1279, swav 0.0000 LR: 4.768e-02 Score 99.487 Data time: 0.1223, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0319 [2020-10-19 14:12:20,945][root][INFO] - ===> Epoch[6731](33654/5): Loss -0.8524, Sem 0.0165, dir -0.9887, norm 0.1198, swav 0.0000 LR: 4.768e-02 Score 99.431 Data time: 0.0596, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.8160 [2020-10-19 14:12:23,488][root][INFO] - ===> Epoch[6731](33655/5): Loss -0.8421, Sem 0.0167, dir -0.9886, norm 0.1298, swav 0.0000 LR: 4.768e-02 Score 99.442 Data time: 0.0984, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.4721 [2020-10-19 14:12:25,590][root][INFO] - ===> Epoch[6732](33656/5): Loss -0.8577, Sem 0.0152, dir -0.9889, norm 0.1160, swav 0.0000 LR: 4.767e-02 Score 99.491 Data time: 0.0936, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9891 [2020-10-19 14:12:27,525][root][INFO] - ===> Epoch[6732](33657/5): Loss -0.8511, Sem 0.0165, dir -0.9874, norm 0.1199, swav 0.0000 LR: 4.767e-02 Score 99.443 Data time: 0.0871, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.8220 [2020-10-19 14:12:29,642][root][INFO] - ===> Epoch[6732](33658/5): Loss -0.8537, Sem 0.0161, dir -0.9889, norm 0.1191, swav 0.0000 LR: 4.767e-02 Score 99.459 Data time: 0.1167, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0205 [2020-10-19 14:12:31,924][root][INFO] - ===> Epoch[6732](33659/5): Loss -0.8419, Sem 0.0168, dir -0.9873, norm 0.1286, swav 0.0000 LR: 4.767e-02 Score 99.456 Data time: 0.1252, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.1887 [2020-10-19 14:12:34,074][root][INFO] - ===> Epoch[6732](33660/5): Loss -0.8474, Sem 0.0179, dir -0.9886, norm 0.1233, swav 0.0000 LR: 4.767e-02 Score 99.389 Data time: 0.0970, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0094 [2020-10-19 14:12:36,154][root][INFO] - ===> Epoch[6733](33661/5): Loss -0.8557, Sem 0.0145, dir -0.9891, norm 0.1189, swav 0.0000 LR: 4.767e-02 Score 99.521 Data time: 0.0629, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9842 [2020-10-19 14:12:38,287][root][INFO] - ===> Epoch[6733](33662/5): Loss -0.8480, Sem 0.0164, dir -0.9879, norm 0.1236, swav 0.0000 LR: 4.766e-02 Score 99.445 Data time: 0.0564, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0535 [2020-10-19 14:12:40,755][root][INFO] - ===> Epoch[6733](33663/5): Loss -0.8468, Sem 0.0169, dir -0.9880, norm 0.1244, swav 0.0000 LR: 4.766e-02 Score 99.448 Data time: 0.1311, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.3992 [2020-10-19 14:12:42,888][root][INFO] - ===> Epoch[6733](33664/5): Loss -0.8523, Sem 0.0156, dir -0.9881, norm 0.1202, swav 0.0000 LR: 4.766e-02 Score 99.472 Data time: 0.0948, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0149 [2020-10-19 14:12:45,274][root][INFO] - ===> Epoch[6733](33665/5): Loss -0.8556, Sem 0.0158, dir -0.9893, norm 0.1179, swav 0.0000 LR: 4.766e-02 Score 99.468 Data time: 0.0829, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.2671 [2020-10-19 14:12:47,343][root][INFO] - ===> Epoch[6734](33666/5): Loss -0.8443, Sem 0.0159, dir -0.9889, norm 0.1287, swav 0.0000 LR: 4.766e-02 Score 99.463 Data time: 0.0827, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9580 [2020-10-19 14:12:49,821][root][INFO] - ===> Epoch[6734](33667/5): Loss -0.8350, Sem 0.0187, dir -0.9863, norm 0.1326, swav 0.0000 LR: 4.766e-02 Score 99.376 Data time: 0.0706, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.3650 [2020-10-19 14:12:51,769][root][INFO] - ===> Epoch[6734](33668/5): Loss -0.8523, Sem 0.0175, dir -0.9886, norm 0.1188, swav 0.0000 LR: 4.765e-02 Score 99.425 Data time: 0.0745, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.8516 [2020-10-19 14:12:53,954][root][INFO] - ===> Epoch[6734](33669/5): Loss -0.8564, Sem 0.0158, dir -0.9890, norm 0.1168, swav 0.0000 LR: 4.765e-02 Score 99.470 Data time: 0.0987, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.1225 [2020-10-19 14:12:56,492][root][INFO] - ===> Epoch[6734](33670/5): Loss -0.8541, Sem 0.0172, dir -0.9896, norm 0.1184, swav 0.0000 LR: 4.765e-02 Score 99.426 Data time: 0.0774, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.4267 [2020-10-19 14:12:58,866][root][INFO] - ===> Epoch[6735](33671/5): Loss -0.8489, Sem 0.0161, dir -0.9891, norm 0.1240, swav 0.0000 LR: 4.765e-02 Score 99.444 Data time: 0.1299, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.2657 [2020-10-19 14:13:00,778][root][INFO] - ===> Epoch[6735](33672/5): Loss -0.8612, Sem 0.0158, dir -0.9899, norm 0.1129, swav 0.0000 LR: 4.765e-02 Score 99.453 Data time: 0.0764, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.7912 [2020-10-19 14:13:02,981][root][INFO] - ===> Epoch[6735](33673/5): Loss -0.8432, Sem 0.0163, dir -0.9878, norm 0.1282, swav 0.0000 LR: 4.765e-02 Score 99.482 Data time: 0.0612, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.1078 [2020-10-19 14:13:04,912][root][INFO] - ===> Epoch[6735](33674/5): Loss -0.8545, Sem 0.0163, dir -0.9885, norm 0.1177, swav 0.0000 LR: 4.765e-02 Score 99.442 Data time: 0.0698, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.8335 [2020-10-19 14:13:08,244][root][INFO] - ===> Epoch[6735](33675/5): Loss -0.8490, Sem 0.0150, dir -0.9896, norm 0.1257, swav 0.0000 LR: 4.764e-02 Score 99.506 Data time: 0.0996, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 3.2365 [2020-10-19 14:13:10,485][root][INFO] - ===> Epoch[6736](33676/5): Loss -0.8536, Sem 0.0154, dir -0.9887, norm 0.1197, swav 0.0000 LR: 4.764e-02 Score 99.494 Data time: 0.0715, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.1273 [2020-10-19 14:13:12,519][root][INFO] - ===> Epoch[6736](33677/5): Loss -0.8510, Sem 0.0148, dir -0.9888, norm 0.1229, swav 0.0000 LR: 4.764e-02 Score 99.502 Data time: 0.0867, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9223 [2020-10-19 14:13:14,853][root][INFO] - ===> Epoch[6736](33678/5): Loss -0.8457, Sem 0.0187, dir -0.9893, norm 0.1249, swav 0.0000 LR: 4.764e-02 Score 99.416 Data time: 0.0766, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.2301 [2020-10-19 14:13:17,089][root][INFO] - ===> Epoch[6736](33679/5): Loss -0.8535, Sem 0.0162, dir -0.9891, norm 0.1193, swav 0.0000 LR: 4.764e-02 Score 99.453 Data time: 0.0580, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.1195 [2020-10-19 14:13:19,051][root][INFO] - ===> Epoch[6736](33680/5): Loss -0.8442, Sem 0.0183, dir -0.9882, norm 0.1257, swav 0.0000 LR: 4.764e-02 Score 99.430 Data time: 0.0676, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.8930 [2020-10-19 14:13:21,210][root][INFO] - ===> Epoch[6737](33681/5): Loss -0.8446, Sem 0.0159, dir -0.9887, norm 0.1282, swav 0.0000 LR: 4.763e-02 Score 99.470 Data time: 0.1835, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0522 [2020-10-19 14:13:24,096][root][INFO] - ===> Epoch[6737](33682/5): Loss -0.8397, Sem 0.0169, dir -0.9888, norm 0.1322, swav 0.0000 LR: 4.763e-02 Score 99.439 Data time: 0.1622, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.7907 [2020-10-19 14:13:26,064][root][INFO] - ===> Epoch[6737](33683/5): Loss -0.8444, Sem 0.0213, dir -0.9870, norm 0.1214, swav 0.0000 LR: 4.763e-02 Score 99.278 Data time: 0.0658, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.8408 [2020-10-19 14:13:28,020][root][INFO] - ===> Epoch[6737](33684/5): Loss -0.8471, Sem 0.0194, dir -0.9886, norm 0.1221, swav 0.0000 LR: 4.763e-02 Score 99.383 Data time: 0.0870, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.8571 [2020-10-19 14:13:30,156][root][INFO] - ===> Epoch[6737](33685/5): Loss -0.8498, Sem 0.0163, dir -0.9890, norm 0.1229, swav 0.0000 LR: 4.763e-02 Score 99.454 Data time: 0.0855, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0443 [2020-10-19 14:13:32,117][root][INFO] - ===> Epoch[6738](33686/5): Loss -0.8597, Sem 0.0167, dir -0.9887, norm 0.1123, swav 0.0000 LR: 4.763e-02 Score 99.423 Data time: 0.0635, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.8167 [2020-10-19 14:13:34,527][root][INFO] - ===> Epoch[6738](33687/5): Loss -0.8324, Sem 0.0196, dir -0.9873, norm 0.1353, swav 0.0000 LR: 4.762e-02 Score 99.358 Data time: 0.0816, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.3185 [2020-10-19 14:13:36,924][root][INFO] - ===> Epoch[6738](33688/5): Loss -0.8510, Sem 0.0163, dir -0.9893, norm 0.1219, swav 0.0000 LR: 4.762e-02 Score 99.454 Data time: 0.0658, Forward time: 0.7787, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.2572 [2020-10-19 14:13:39,542][root][INFO] - ===> Epoch[6738](33689/5): Loss -0.8340, Sem 0.0194, dir -0.9872, norm 0.1338, swav 0.0000 LR: 4.762e-02 Score 99.365 Data time: 0.1147, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.4854 [2020-10-19 14:13:41,481][root][INFO] - ===> Epoch[6738](33690/5): Loss -0.8528, Sem 0.0156, dir -0.9885, norm 0.1201, swav 0.0000 LR: 4.762e-02 Score 99.480 Data time: 0.0694, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.8001 [2020-10-19 14:13:43,969][root][INFO] - ===> Epoch[6739](33691/5): Loss -0.8494, Sem 0.0160, dir -0.9882, norm 0.1228, swav 0.0000 LR: 4.762e-02 Score 99.471 Data time: 0.0848, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.4022 [2020-10-19 14:13:46,034][root][INFO] - ===> Epoch[6739](33692/5): Loss -0.8414, Sem 0.0181, dir -0.9883, norm 0.1287, swav 0.0000 LR: 4.762e-02 Score 99.403 Data time: 0.1161, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9588 [2020-10-19 14:13:48,255][root][INFO] - ===> Epoch[6739](33693/5): Loss -0.8415, Sem 0.0186, dir -0.9880, norm 0.1279, swav 0.0000 LR: 4.761e-02 Score 99.405 Data time: 0.0889, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.1072 [2020-10-19 14:13:50,733][root][INFO] - ===> Epoch[6739](33694/5): Loss -0.8491, Sem 0.0159, dir -0.9884, norm 0.1234, swav 0.0000 LR: 4.761e-02 Score 99.467 Data time: 0.1059, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.3529 [2020-10-19 14:13:53,049][root][INFO] - ===> Epoch[6739](33695/5): Loss -0.8463, Sem 0.0161, dir -0.9882, norm 0.1258, swav 0.0000 LR: 4.761e-02 Score 99.475 Data time: 0.0702, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.2097 [2020-10-19 14:13:55,273][root][INFO] - ===> Epoch[6740](33696/5): Loss -0.8492, Sem 0.0164, dir -0.9888, norm 0.1233, swav 0.0000 LR: 4.761e-02 Score 99.436 Data time: 0.1116, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.1577 [2020-10-19 14:13:57,338][root][INFO] - ===> Epoch[6740](33697/5): Loss -0.8445, Sem 0.0180, dir -0.9874, norm 0.1249, swav 0.0000 LR: 4.761e-02 Score 99.379 Data time: 0.0857, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9522 [2020-10-19 14:14:00,489][root][INFO] - ===> Epoch[6740](33698/5): Loss -0.8538, Sem 0.0162, dir -0.9889, norm 0.1189, swav 0.0000 LR: 4.761e-02 Score 99.465 Data time: 0.0931, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 3.0549 [2020-10-19 14:14:02,620][root][INFO] - ===> Epoch[6740](33699/5): Loss -0.8349, Sem 0.0178, dir -0.9869, norm 0.1342, swav 0.0000 LR: 4.760e-02 Score 99.405 Data time: 0.0798, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0073 [2020-10-19 14:14:04,674][root][INFO] - ===> Epoch[6740](33700/5): Loss -0.8514, Sem 0.0165, dir -0.9883, norm 0.1204, swav 0.0000 LR: 4.760e-02 Score 99.438 Data time: 0.0782, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9271 [2020-10-19 14:14:05,835][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 14:14:07,664][root][INFO] - ===> Epoch[6741](33701/5): Loss -0.8475, Sem 0.0193, dir -0.9878, norm 0.1210, swav 0.0000 LR: 4.760e-02 Score 99.370 Data time: 0.0720, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.6610 [2020-10-19 14:14:10,320][root][INFO] - ===> Epoch[6741](33702/5): Loss -0.8435, Sem 0.0154, dir -0.9895, norm 0.1307, swav 0.0000 LR: 4.760e-02 Score 99.490 Data time: 0.0845, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.5702 [2020-10-19 14:14:12,571][root][INFO] - ===> Epoch[6741](33703/5): Loss -0.8530, Sem 0.0158, dir -0.9890, norm 0.1202, swav 0.0000 LR: 4.760e-02 Score 99.471 Data time: 0.0958, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.1428 [2020-10-19 14:14:14,665][root][INFO] - ===> Epoch[6741](33704/5): Loss -0.8303, Sem 0.0164, dir -0.9869, norm 0.1402, swav 0.0000 LR: 4.760e-02 Score 99.469 Data time: 0.0668, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9897 [2020-10-19 14:14:17,009][root][INFO] - ===> Epoch[6741](33705/5): Loss -0.8412, Sem 0.0181, dir -0.9882, norm 0.1289, swav 0.0000 LR: 4.759e-02 Score 99.383 Data time: 0.0772, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.2386 [2020-10-19 14:14:19,228][root][INFO] - ===> Epoch[6742](33706/5): Loss -0.8463, Sem 0.0162, dir -0.9875, norm 0.1250, swav 0.0000 LR: 4.759e-02 Score 99.439 Data time: 0.0741, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.1092 [2020-10-19 14:14:21,502][root][INFO] - ===> Epoch[6742](33707/5): Loss -0.8405, Sem 0.0167, dir -0.9886, norm 0.1314, swav 0.0000 LR: 4.759e-02 Score 99.447 Data time: 0.0744, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.1660 [2020-10-19 14:14:23,416][root][INFO] - ===> Epoch[6742](33708/5): Loss -0.8538, Sem 0.0156, dir -0.9887, norm 0.1193, swav 0.0000 LR: 4.759e-02 Score 99.474 Data time: 0.0871, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.8189 [2020-10-19 14:14:25,842][root][INFO] - ===> Epoch[6742](33709/5): Loss -0.8417, Sem 0.0160, dir -0.9880, norm 0.1303, swav 0.0000 LR: 4.759e-02 Score 99.468 Data time: 0.0797, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.3121 [2020-10-19 14:14:27,961][root][INFO] - ===> Epoch[6742](33710/5): Loss -0.8518, Sem 0.0159, dir -0.9888, norm 0.1211, swav 0.0000 LR: 4.759e-02 Score 99.454 Data time: 0.0939, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0106 [2020-10-19 14:14:30,024][root][INFO] - ===> Epoch[6743](33711/5): Loss -0.8388, Sem 0.0166, dir -0.9873, norm 0.1319, swav 0.0000 LR: 4.758e-02 Score 99.445 Data time: 0.0580, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9495 [2020-10-19 14:14:32,264][root][INFO] - ===> Epoch[6743](33712/5): Loss -0.8437, Sem 0.0158, dir -0.9880, norm 0.1285, swav 0.0000 LR: 4.758e-02 Score 99.475 Data time: 0.0869, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.1263 [2020-10-19 14:14:34,685][root][INFO] - ===> Epoch[6743](33713/5): Loss -0.8474, Sem 0.0165, dir -0.9886, norm 0.1248, swav 0.0000 LR: 4.758e-02 Score 99.442 Data time: 0.1021, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.3040 [2020-10-19 14:14:37,100][root][INFO] - ===> Epoch[6743](33714/5): Loss -0.8393, Sem 0.0182, dir -0.9873, norm 0.1297, swav 0.0000 LR: 4.758e-02 Score 99.391 Data time: 0.1768, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.3049 [2020-10-19 14:14:39,189][root][INFO] - ===> Epoch[6743](33715/5): Loss -0.8472, Sem 0.0175, dir -0.9892, norm 0.1246, swav 0.0000 LR: 4.758e-02 Score 99.431 Data time: 0.0727, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9790 [2020-10-19 14:14:41,403][root][INFO] - ===> Epoch[6744](33716/5): Loss -0.8483, Sem 0.0150, dir -0.9888, norm 0.1255, swav 0.0000 LR: 4.758e-02 Score 99.504 Data time: 0.0946, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.1207 [2020-10-19 14:14:44,410][root][INFO] - ===> Epoch[6744](33717/5): Loss -0.8486, Sem 0.0150, dir -0.9875, norm 0.1239, swav 0.0000 LR: 4.758e-02 Score 99.494 Data time: 0.0619, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.8957 [2020-10-19 14:14:46,514][root][INFO] - ===> Epoch[6744](33718/5): Loss -0.8401, Sem 0.0170, dir -0.9876, norm 0.1306, swav 0.0000 LR: 4.757e-02 Score 99.422 Data time: 0.0635, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0026 [2020-10-19 14:14:48,610][root][INFO] - ===> Epoch[6744](33719/5): Loss -0.8522, Sem 0.0176, dir -0.9888, norm 0.1191, swav 0.0000 LR: 4.757e-02 Score 99.408 Data time: 0.0664, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0270 [2020-10-19 14:14:50,650][root][INFO] - ===> Epoch[6744](33720/5): Loss -0.8472, Sem 0.0162, dir -0.9877, norm 0.1243, swav 0.0000 LR: 4.757e-02 Score 99.448 Data time: 0.0918, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9412 [2020-10-19 14:14:52,644][root][INFO] - ===> Epoch[6745](33721/5): Loss -0.8266, Sem 0.0154, dir -0.9884, norm 0.1464, swav 0.0000 LR: 4.757e-02 Score 99.495 Data time: 0.0879, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9001 [2020-10-19 14:14:54,953][root][INFO] - ===> Epoch[6745](33722/5): Loss -0.8439, Sem 0.0158, dir -0.9883, norm 0.1285, swav 0.0000 LR: 4.757e-02 Score 99.472 Data time: 0.0745, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.1748 [2020-10-19 14:14:57,479][root][INFO] - ===> Epoch[6745](33723/5): Loss -0.8303, Sem 0.0177, dir -0.9872, norm 0.1391, swav 0.0000 LR: 4.757e-02 Score 99.393 Data time: 0.0760, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.4477 [2020-10-19 14:14:59,796][root][INFO] - ===> Epoch[6745](33724/5): Loss -0.8505, Sem 0.0156, dir -0.9888, norm 0.1227, swav 0.0000 LR: 4.756e-02 Score 99.466 Data time: 0.0685, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.1921 [2020-10-19 14:15:01,929][root][INFO] - ===> Epoch[6745](33725/5): Loss -0.8383, Sem 0.0166, dir -0.9879, norm 0.1331, swav 0.0000 LR: 4.756e-02 Score 99.442 Data time: 0.0804, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0352 [2020-10-19 14:15:03,902][root][INFO] - ===> Epoch[6746](33726/5): Loss -0.8392, Sem 0.0154, dir -0.9887, norm 0.1340, swav 0.0000 LR: 4.756e-02 Score 99.494 Data time: 0.0799, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.8691 [2020-10-19 14:15:06,274][root][INFO] - ===> Epoch[6746](33727/5): Loss -0.8505, Sem 0.0159, dir -0.9881, norm 0.1217, swav 0.0000 LR: 4.756e-02 Score 99.472 Data time: 0.0946, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.2621 [2020-10-19 14:15:08,439][root][INFO] - ===> Epoch[6746](33728/5): Loss -0.8436, Sem 0.0159, dir -0.9884, norm 0.1288, swav 0.0000 LR: 4.756e-02 Score 99.457 Data time: 0.0878, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0519 [2020-10-19 14:15:10,556][root][INFO] - ===> Epoch[6746](33729/5): Loss -0.8483, Sem 0.0154, dir -0.9884, norm 0.1246, swav 0.0000 LR: 4.756e-02 Score 99.477 Data time: 0.0721, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0033 [2020-10-19 14:15:12,728][root][INFO] - ===> Epoch[6746](33730/5): Loss -0.8361, Sem 0.0167, dir -0.9874, norm 0.1346, swav 0.0000 LR: 4.755e-02 Score 99.431 Data time: 0.1056, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0750 [2020-10-19 14:15:15,263][root][INFO] - ===> Epoch[6747](33731/5): Loss -0.8516, Sem 0.0153, dir -0.9890, norm 0.1220, swav 0.0000 LR: 4.755e-02 Score 99.481 Data time: 0.1102, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.3881 [2020-10-19 14:15:17,121][root][INFO] - ===> Epoch[6747](33732/5): Loss -0.8487, Sem 0.0159, dir -0.9885, norm 0.1239, swav 0.0000 LR: 4.755e-02 Score 99.457 Data time: 0.0689, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.7293 [2020-10-19 14:15:19,316][root][INFO] - ===> Epoch[6747](33733/5): Loss -0.8491, Sem 0.0162, dir -0.9890, norm 0.1237, swav 0.0000 LR: 4.755e-02 Score 99.444 Data time: 0.0775, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0972 [2020-10-19 14:15:21,554][root][INFO] - ===> Epoch[6747](33734/5): Loss -0.8384, Sem 0.0159, dir -0.9890, norm 0.1347, swav 0.0000 LR: 4.755e-02 Score 99.456 Data time: 0.1120, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.1110 [2020-10-19 14:15:24,024][root][INFO] - ===> Epoch[6747](33735/5): Loss -0.8319, Sem 0.0156, dir -0.9869, norm 0.1393, swav 0.0000 LR: 4.755e-02 Score 99.492 Data time: 0.0765, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.3431 [2020-10-19 14:15:26,453][root][INFO] - ===> Epoch[6748](33736/5): Loss -0.8459, Sem 0.0180, dir -0.9878, norm 0.1239, swav 0.0000 LR: 4.754e-02 Score 99.389 Data time: 0.0742, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.3189 [2020-10-19 14:15:28,541][root][INFO] - ===> Epoch[6748](33737/5): Loss -0.8509, Sem 0.0158, dir -0.9877, norm 0.1211, swav 0.0000 LR: 4.754e-02 Score 99.469 Data time: 0.0783, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0018 [2020-10-19 14:15:30,602][root][INFO] - ===> Epoch[6748](33738/5): Loss -0.8477, Sem 0.0156, dir -0.9893, norm 0.1259, swav 0.0000 LR: 4.754e-02 Score 99.470 Data time: 0.0921, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9675 [2020-10-19 14:15:32,785][root][INFO] - ===> Epoch[6748](33739/5): Loss -0.8498, Sem 0.0156, dir -0.9881, norm 0.1228, swav 0.0000 LR: 4.754e-02 Score 99.471 Data time: 0.0794, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0768 [2020-10-19 14:15:34,795][root][INFO] - ===> Epoch[6748](33740/5): Loss -0.8441, Sem 0.0156, dir -0.9874, norm 0.1276, swav 0.0000 LR: 4.754e-02 Score 99.482 Data time: 0.0668, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9112 [2020-10-19 14:15:37,309][root][INFO] - ===> Epoch[6749](33741/5): Loss -0.8365, Sem 0.0180, dir -0.9880, norm 0.1334, swav 0.0000 LR: 4.754e-02 Score 99.396 Data time: 0.0639, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.4106 [2020-10-19 14:15:39,378][root][INFO] - ===> Epoch[6749](33742/5): Loss -0.8585, Sem 0.0158, dir -0.9895, norm 0.1152, swav 0.0000 LR: 4.753e-02 Score 99.464 Data time: 0.0915, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9723 [2020-10-19 14:15:41,788][root][INFO] - ===> Epoch[6749](33743/5): Loss -0.8471, Sem 0.0174, dir -0.9897, norm 0.1253, swav 0.0000 LR: 4.753e-02 Score 99.429 Data time: 0.0682, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.2744 [2020-10-19 14:15:43,530][root][INFO] - ===> Epoch[6749](33744/5): Loss -0.8490, Sem 0.0174, dir -0.9883, norm 0.1219, swav 0.0000 LR: 4.753e-02 Score 99.413 Data time: 0.0436, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.6562 [2020-10-19 14:15:45,593][root][INFO] - ===> Epoch[6749](33745/5): Loss -0.8551, Sem 0.0159, dir -0.9891, norm 0.1181, swav 0.0000 LR: 4.753e-02 Score 99.447 Data time: 0.0659, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9958 [2020-10-19 14:15:47,638][root][INFO] - ===> Epoch[6750](33746/5): Loss -0.8493, Sem 0.0152, dir -0.9886, norm 0.1241, swav 0.0000 LR: 4.753e-02 Score 99.498 Data time: 0.0521, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9767 [2020-10-19 14:15:50,386][root][INFO] - ===> Epoch[6750](33747/5): Loss -0.8358, Sem 0.0186, dir -0.9871, norm 0.1327, swav 0.0000 LR: 4.753e-02 Score 99.378 Data time: 0.0870, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.6744 [2020-10-19 14:15:52,734][root][INFO] - ===> Epoch[6750](33748/5): Loss -0.8449, Sem 0.0180, dir -0.9883, norm 0.1255, swav 0.0000 LR: 4.752e-02 Score 99.405 Data time: 0.0782, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.2973 [2020-10-19 14:15:54,796][root][INFO] - ===> Epoch[6750](33749/5): Loss -0.8504, Sem 0.0156, dir -0.9891, norm 0.1231, swav 0.0000 LR: 4.752e-02 Score 99.474 Data time: 0.0867, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9472 [2020-10-19 14:15:56,919][root][INFO] - ===> Epoch[6750](33750/5): Loss -0.8629, Sem 0.0155, dir -0.9893, norm 0.1109, swav 0.0000 LR: 4.752e-02 Score 99.468 Data time: 0.0812, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0158 [2020-10-19 14:15:58,807][root][INFO] - ===> Epoch[6751](33751/5): Loss -0.8379, Sem 0.0199, dir -0.9882, norm 0.1304, swav 0.0000 LR: 4.752e-02 Score 99.360 Data time: 0.0839, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.7923 [2020-10-19 14:16:00,992][root][INFO] - ===> Epoch[6751](33752/5): Loss -0.8488, Sem 0.0193, dir -0.9885, norm 0.1205, swav 0.0000 LR: 4.752e-02 Score 99.368 Data time: 0.1869, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0898 [2020-10-19 14:16:03,562][root][INFO] - ===> Epoch[6751](33753/5): Loss -0.8402, Sem 0.0163, dir -0.9878, norm 0.1313, swav 0.0000 LR: 4.752e-02 Score 99.455 Data time: 0.0892, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.4423 [2020-10-19 14:16:05,965][root][INFO] - ===> Epoch[6751](33754/5): Loss -0.8608, Sem 0.0154, dir -0.9888, norm 0.1126, swav 0.0000 LR: 4.751e-02 Score 99.479 Data time: 0.0916, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.2921 [2020-10-19 14:16:08,138][root][INFO] - ===> Epoch[6751](33755/5): Loss -0.8490, Sem 0.0173, dir -0.9871, norm 0.1208, swav 0.0000 LR: 4.751e-02 Score 99.417 Data time: 0.0994, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0572 [2020-10-19 14:16:10,343][root][INFO] - ===> Epoch[6752](33756/5): Loss -0.8448, Sem 0.0153, dir -0.9889, norm 0.1288, swav 0.0000 LR: 4.751e-02 Score 99.493 Data time: 0.2190, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.0944 [2020-10-19 14:16:12,670][root][INFO] - ===> Epoch[6752](33757/5): Loss -0.8604, Sem 0.0153, dir -0.9895, norm 0.1138, swav 0.0000 LR: 4.751e-02 Score 99.488 Data time: 0.1770, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.2286 [2020-10-19 14:16:15,309][root][INFO] - ===> Epoch[6752](33758/5): Loss -0.8459, Sem 0.0186, dir -0.9878, norm 0.1234, swav 0.0000 LR: 4.751e-02 Score 99.381 Data time: 0.1076, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.5320 [2020-10-19 14:16:17,226][root][INFO] - ===> Epoch[6752](33759/5): Loss -0.8396, Sem 0.0190, dir -0.9861, norm 0.1275, swav 0.0000 LR: 4.751e-02 Score 99.360 Data time: 0.0845, Forward time: 0.7788, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.7968 [2020-10-19 14:16:19,205][root][INFO] - ===> Epoch[6752](33760/5): Loss -0.8580, Sem 0.0163, dir -0.9888, norm 0.1145, swav 0.0000 LR: 4.751e-02 Score 99.447 Data time: 0.0843, Forward time: 0.7788, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.8886 [2020-10-19 14:16:21,387][root][INFO] - ===> Epoch[6753](33761/5): Loss -0.8475, Sem 0.0138, dir -0.9896, norm 0.1283, swav 0.0000 LR: 4.750e-02 Score 99.549 Data time: 0.0748, Forward time: 0.7788, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0571 [2020-10-19 14:16:23,405][root][INFO] - ===> Epoch[6753](33762/5): Loss -0.8482, Sem 0.0163, dir -0.9882, norm 0.1238, swav 0.0000 LR: 4.750e-02 Score 99.447 Data time: 0.0759, Forward time: 0.7788, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9211 [2020-10-19 14:16:25,933][root][INFO] - ===> Epoch[6753](33763/5): Loss -0.8625, Sem 0.0159, dir -0.9898, norm 0.1114, swav 0.0000 LR: 4.750e-02 Score 99.461 Data time: 0.3550, Forward time: 0.7788, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.4321 [2020-10-19 14:16:28,239][root][INFO] - ===> Epoch[6753](33764/5): Loss -0.8357, Sem 0.0192, dir -0.9856, norm 0.1307, swav 0.0000 LR: 4.750e-02 Score 99.348 Data time: 0.0970, Forward time: 0.7788, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.2357 [2020-10-19 14:16:30,401][root][INFO] - ===> Epoch[6753](33765/5): Loss -0.8545, Sem 0.0175, dir -0.9893, norm 0.1173, swav 0.0000 LR: 4.750e-02 Score 99.425 Data time: 0.0637, Forward time: 0.7788, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0464 [2020-10-19 14:16:33,150][root][INFO] - ===> Epoch[6754](33766/5): Loss -0.8472, Sem 0.0158, dir -0.9889, norm 0.1260, swav 0.0000 LR: 4.750e-02 Score 99.463 Data time: 0.0765, Forward time: 0.7788, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.6832 [2020-10-19 14:16:35,230][root][INFO] - ===> Epoch[6754](33767/5): Loss -0.8515, Sem 0.0178, dir -0.9888, norm 0.1195, swav 0.0000 LR: 4.749e-02 Score 99.400 Data time: 0.0638, Forward time: 0.7788, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9587 [2020-10-19 14:16:37,595][root][INFO] - ===> Epoch[6754](33768/5): Loss -0.8387, Sem 0.0184, dir -0.9873, norm 0.1302, swav 0.0000 LR: 4.749e-02 Score 99.379 Data time: 0.0761, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.2775 [2020-10-19 14:16:39,651][root][INFO] - ===> Epoch[6754](33769/5): Loss -0.8499, Sem 0.0158, dir -0.9882, norm 0.1225, swav 0.0000 LR: 4.749e-02 Score 99.474 Data time: 0.0532, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9646 [2020-10-19 14:16:41,642][root][INFO] - ===> Epoch[6754](33770/5): Loss -0.8549, Sem 0.0167, dir -0.9886, norm 0.1169, swav 0.0000 LR: 4.749e-02 Score 99.430 Data time: 0.0690, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9284 [2020-10-19 14:16:44,068][root][INFO] - ===> Epoch[6755](33771/5): Loss -0.8419, Sem 0.0169, dir -0.9888, norm 0.1300, swav 0.0000 LR: 4.749e-02 Score 99.453 Data time: 0.1059, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.3243 [2020-10-19 14:16:46,321][root][INFO] - ===> Epoch[6755](33772/5): Loss -0.8530, Sem 0.0166, dir -0.9893, norm 0.1197, swav 0.0000 LR: 4.749e-02 Score 99.434 Data time: 0.0664, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 2.1395 [2020-10-19 14:16:48,371][root][INFO] - ===> Epoch[6755](33773/5): Loss -0.8661, Sem 0.0159, dir -0.9885, norm 0.1065, swav 0.0000 LR: 4.748e-02 Score 99.463 Data time: 0.0799, Forward time: 0.7788, Backward time: 1.1668, DDP time: 0.0032, Total iter time: 1.9545 [2020-10-19 14:16:50,489][root][INFO] - ===> Epoch[6755](33774/5): Loss -0.8427, Sem 0.0168, dir -0.9884, norm 0.1288, swav 0.0000 LR: 4.748e-02 Score 99.434 Data time: 0.0889, Forward time: 0.7788, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0195 [2020-10-19 14:16:52,732][root][INFO] - ===> Epoch[6755](33775/5): Loss -0.8493, Sem 0.0140, dir -0.9887, norm 0.1254, swav 0.0000 LR: 4.748e-02 Score 99.521 Data time: 0.0928, Forward time: 0.7788, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1336 [2020-10-19 14:16:54,574][root][INFO] - ===> Epoch[6756](33776/5): Loss -0.8405, Sem 0.0187, dir -0.9873, norm 0.1281, swav 0.0000 LR: 4.748e-02 Score 99.365 Data time: 0.0479, Forward time: 0.7788, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.7568 [2020-10-19 14:16:56,828][root][INFO] - ===> Epoch[6756](33777/5): Loss -0.8450, Sem 0.0173, dir -0.9889, norm 0.1265, swav 0.0000 LR: 4.748e-02 Score 99.423 Data time: 0.0908, Forward time: 0.7788, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1977 [2020-10-19 14:16:58,967][root][INFO] - ===> Epoch[6756](33778/5): Loss -0.8484, Sem 0.0174, dir -0.9873, norm 0.1215, swav 0.0000 LR: 4.748e-02 Score 99.415 Data time: 0.0595, Forward time: 0.7788, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0365 [2020-10-19 14:17:01,042][root][INFO] - ===> Epoch[6756](33779/5): Loss -0.8534, Sem 0.0147, dir -0.9887, norm 0.1207, swav 0.0000 LR: 4.747e-02 Score 99.499 Data time: 0.0715, Forward time: 0.7788, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9912 [2020-10-19 14:17:03,084][root][INFO] - ===> Epoch[6756](33780/5): Loss -0.8541, Sem 0.0163, dir -0.9893, norm 0.1189, swav 0.0000 LR: 4.747e-02 Score 99.445 Data time: 0.0711, Forward time: 0.7788, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9363 [2020-10-19 14:17:05,397][root][INFO] - ===> Epoch[6757](33781/5): Loss -0.8553, Sem 0.0154, dir -0.9886, norm 0.1179, swav 0.0000 LR: 4.747e-02 Score 99.487 Data time: 0.0932, Forward time: 0.7788, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.2208 [2020-10-19 14:17:07,715][root][INFO] - ===> Epoch[6757](33782/5): Loss -0.8479, Sem 0.0172, dir -0.9880, norm 0.1228, swav 0.0000 LR: 4.747e-02 Score 99.409 Data time: 0.0881, Forward time: 0.7788, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.2172 [2020-10-19 14:17:10,154][root][INFO] - ===> Epoch[6757](33783/5): Loss -0.8517, Sem 0.0151, dir -0.9891, norm 0.1223, swav 0.0000 LR: 4.747e-02 Score 99.492 Data time: 0.0994, Forward time: 0.7788, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.3278 [2020-10-19 14:17:12,235][root][INFO] - ===> Epoch[6757](33784/5): Loss -0.8531, Sem 0.0173, dir -0.9888, norm 0.1183, swav 0.0000 LR: 4.747e-02 Score 99.408 Data time: 0.0812, Forward time: 0.7788, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0116 [2020-10-19 14:17:14,859][root][INFO] - ===> Epoch[6757](33785/5): Loss -0.8379, Sem 0.0162, dir -0.9889, norm 0.1347, swav 0.0000 LR: 4.746e-02 Score 99.447 Data time: 0.0942, Forward time: 0.7788, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.5481 [2020-10-19 14:17:17,240][root][INFO] - ===> Epoch[6758](33786/5): Loss -0.8513, Sem 0.0157, dir -0.9884, norm 0.1213, swav 0.0000 LR: 4.746e-02 Score 99.460 Data time: 0.0870, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.2742 [2020-10-19 14:17:19,088][root][INFO] - ===> Epoch[6758](33787/5): Loss -0.8599, Sem 0.0151, dir -0.9895, norm 0.1145, swav 0.0000 LR: 4.746e-02 Score 99.491 Data time: 0.0700, Forward time: 0.7788, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.7486 [2020-10-19 14:17:21,441][root][INFO] - ===> Epoch[6758](33788/5): Loss -0.8425, Sem 0.0165, dir -0.9886, norm 0.1295, swav 0.0000 LR: 4.746e-02 Score 99.437 Data time: 0.0745, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.2826 [2020-10-19 14:17:23,788][root][INFO] - ===> Epoch[6758](33789/5): Loss -0.8451, Sem 0.0180, dir -0.9885, norm 0.1253, swav 0.0000 LR: 4.746e-02 Score 99.439 Data time: 0.0958, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.2223 [2020-10-19 14:17:25,867][root][INFO] - ===> Epoch[6758](33790/5): Loss -0.8564, Sem 0.0142, dir -0.9895, norm 0.1189, swav 0.0000 LR: 4.746e-02 Score 99.520 Data time: 0.0786, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9483 [2020-10-19 14:17:28,207][root][INFO] - ===> Epoch[6759](33791/5): Loss -0.8467, Sem 0.0165, dir -0.9877, norm 0.1245, swav 0.0000 LR: 4.745e-02 Score 99.446 Data time: 0.0708, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.2514 [2020-10-19 14:17:30,134][root][INFO] - ===> Epoch[6759](33792/5): Loss -0.8599, Sem 0.0161, dir -0.9889, norm 0.1129, swav 0.0000 LR: 4.745e-02 Score 99.448 Data time: 0.0663, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.8402 [2020-10-19 14:17:32,555][root][INFO] - ===> Epoch[6759](33793/5): Loss -0.8461, Sem 0.0152, dir -0.9880, norm 0.1267, swav 0.0000 LR: 4.745e-02 Score 99.495 Data time: 0.0843, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.3075 [2020-10-19 14:17:35,663][root][INFO] - ===> Epoch[6759](33794/5): Loss -0.8544, Sem 0.0146, dir -0.9895, norm 0.1205, swav 0.0000 LR: 4.745e-02 Score 99.500 Data time: 0.1315, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 3.0052 [2020-10-19 14:17:37,576][root][INFO] - ===> Epoch[6759](33795/5): Loss -0.8370, Sem 0.0179, dir -0.9874, norm 0.1325, swav 0.0000 LR: 4.745e-02 Score 99.402 Data time: 0.0579, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.7797 [2020-10-19 14:17:39,995][root][INFO] - ===> Epoch[6760](33796/5): Loss -0.8479, Sem 0.0181, dir -0.9885, norm 0.1226, swav 0.0000 LR: 4.745e-02 Score 99.394 Data time: 0.1034, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.3408 [2020-10-19 14:17:42,169][root][INFO] - ===> Epoch[6760](33797/5): Loss -0.8446, Sem 0.0167, dir -0.9887, norm 0.1274, swav 0.0000 LR: 4.744e-02 Score 99.430 Data time: 0.0728, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0605 [2020-10-19 14:17:44,228][root][INFO] - ===> Epoch[6760](33798/5): Loss -0.8549, Sem 0.0154, dir -0.9888, norm 0.1185, swav 0.0000 LR: 4.744e-02 Score 99.483 Data time: 0.0793, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9789 [2020-10-19 14:17:47,049][root][INFO] - ===> Epoch[6760](33799/5): Loss -0.8287, Sem 0.0172, dir -0.9874, norm 0.1415, swav 0.0000 LR: 4.744e-02 Score 99.429 Data time: 0.0848, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.7201 [2020-10-19 14:17:49,311][root][INFO] - ===> Epoch[6760](33800/5): Loss -0.8480, Sem 0.0167, dir -0.9887, norm 0.1239, swav 0.0000 LR: 4.744e-02 Score 99.424 Data time: 0.0861, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1457 [2020-10-19 14:17:51,064][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 14:17:51,220][root][INFO] - ===> Start testing [2020-10-19 14:18:31,300][root][INFO] - 68/68: Data time: 0.0024, Iter time: 0.1225 Loss 0.191 (AVG: 0.572) Score 95.954 (AVG: 90.495) mIOU 69.840 mAP 83.759 mAcc 76.885 IOU: 63.589 0.253 81.421 75.465 93.388 92.076 35.858 79.674 96.620 64.373 81.275 85.490 58.437 mAP: 81.395 9.130 94.281 87.127 98.790 98.296 58.015 96.686 99.668 87.018 93.475 94.902 90.077 mAcc: 78.162 1.732 88.179 83.995 95.887 97.141 40.391 93.989 97.451 73.195 91.289 95.896 62.195 [2020-10-19 14:18:31,301][root][INFO] - Finished test. Elapsed time: 40.0794 [2020-10-19 14:18:34,198][root][INFO] - [2020-10-19 14:18:34,198][root][INFO] - ################################################################ [2020-10-19 14:18:34,198][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 14:18:34,198][root][INFO] - ################################################################ [2020-10-19 14:18:34,198][root][INFO] - clutter : nan nan nan [2020-10-19 14:18:34,198][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 14:18:34,198][root][INFO] - board : 0.798 0.849 0.898 [2020-10-19 14:18:34,198][root][INFO] - bookcase : 0.241 0.356 0.530 [2020-10-19 14:18:34,198][root][INFO] - ceiling : 0.460 0.540 0.608 [2020-10-19 14:18:34,198][root][INFO] - chair : 0.819 0.910 0.925 [2020-10-19 14:18:34,198][root][INFO] - column : 0.209 0.298 0.431 [2020-10-19 14:18:34,198][root][INFO] - door : 0.815 0.930 0.972 [2020-10-19 14:18:34,198][root][INFO] - floor : 0.926 0.953 0.994 [2020-10-19 14:18:34,199][root][INFO] - sofa : 0.390 0.610 0.727 [2020-10-19 14:18:34,199][root][INFO] - table : 0.138 0.302 0.645 [2020-10-19 14:18:34,199][root][INFO] - wall : 0.508 0.690 0.784 [2020-10-19 14:18:34,199][root][INFO] - window : 0.524 0.768 0.768 [2020-10-19 14:18:34,199][root][INFO] - ---------------------------------------------------------------- [2020-10-19 14:18:34,199][root][INFO] - average : 0.486 0.601 0.690 [2020-10-19 14:18:34,199][root][INFO] - [2020-10-19 14:18:34,343][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 14:18:34,345][root][INFO] - Current best mIoU: 72.177 at iter 31200 [2020-10-19 14:18:36,017][root][INFO] - ===> Epoch[6761](33801/5): Loss -0.8340, Sem 0.0184, dir -0.9875, norm 0.1350, swav 0.0000 LR: 4.744e-02 Score 99.389 Data time: 0.0646, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.6675 [2020-10-19 14:18:38,201][root][INFO] - ===> Epoch[6761](33802/5): Loss -0.8401, Sem 0.0174, dir -0.9886, norm 0.1311, swav 0.0000 LR: 4.744e-02 Score 99.418 Data time: 0.0811, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1015 [2020-10-19 14:18:40,022][root][INFO] - ===> Epoch[6761](33803/5): Loss -0.8473, Sem 0.0194, dir -0.9893, norm 0.1225, swav 0.0000 LR: 4.743e-02 Score 99.402 Data time: 0.0801, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.7001 [2020-10-19 14:18:42,195][root][INFO] - ===> Epoch[6761](33804/5): Loss -0.8472, Sem 0.0162, dir -0.9879, norm 0.1245, swav 0.0000 LR: 4.743e-02 Score 99.459 Data time: 0.0723, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0948 [2020-10-19 14:18:44,598][root][INFO] - ===> Epoch[6761](33805/5): Loss -0.8478, Sem 0.0153, dir -0.9884, norm 0.1254, swav 0.0000 LR: 4.743e-02 Score 99.486 Data time: 0.0938, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.2985 [2020-10-19 14:18:47,247][root][INFO] - ===> Epoch[6762](33806/5): Loss -0.8560, Sem 0.0157, dir -0.9883, norm 0.1165, swav 0.0000 LR: 4.743e-02 Score 99.459 Data time: 0.0762, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.5210 [2020-10-19 14:18:49,280][root][INFO] - ===> Epoch[6762](33807/5): Loss -0.8614, Sem 0.0143, dir -0.9897, norm 0.1139, swav 0.0000 LR: 4.743e-02 Score 99.512 Data time: 0.0869, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9473 [2020-10-19 14:18:51,475][root][INFO] - ===> Epoch[6762](33808/5): Loss -0.8567, Sem 0.0153, dir -0.9890, norm 0.1169, swav 0.0000 LR: 4.743e-02 Score 99.480 Data time: 0.0553, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0811 [2020-10-19 14:18:53,379][root][INFO] - ===> Epoch[6762](33809/5): Loss -0.8351, Sem 0.0157, dir -0.9886, norm 0.1378, swav 0.0000 LR: 4.743e-02 Score 99.467 Data time: 0.0521, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.8304 [2020-10-19 14:18:55,403][root][INFO] - ===> Epoch[6762](33810/5): Loss -0.8598, Sem 0.0153, dir -0.9898, norm 0.1147, swav 0.0000 LR: 4.742e-02 Score 99.477 Data time: 0.0782, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9551 [2020-10-19 14:18:57,479][root][INFO] - ===> Epoch[6763](33811/5): Loss -0.8559, Sem 0.0152, dir -0.9883, norm 0.1171, swav 0.0000 LR: 4.742e-02 Score 99.484 Data time: 0.1167, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9727 [2020-10-19 14:18:59,774][root][INFO] - ===> Epoch[6763](33812/5): Loss -0.8567, Sem 0.0148, dir -0.9891, norm 0.1176, swav 0.0000 LR: 4.742e-02 Score 99.510 Data time: 0.0785, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1764 [2020-10-19 14:19:01,954][root][INFO] - ===> Epoch[6763](33813/5): Loss -0.8517, Sem 0.0182, dir -0.9874, norm 0.1175, swav 0.0000 LR: 4.742e-02 Score 99.375 Data time: 0.1825, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0813 [2020-10-19 14:19:04,026][root][INFO] - ===> Epoch[6763](33814/5): Loss -0.8526, Sem 0.0154, dir -0.9882, norm 0.1202, swav 0.0000 LR: 4.742e-02 Score 99.484 Data time: 0.0956, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9500 [2020-10-19 14:19:06,364][root][INFO] - ===> Epoch[6763](33815/5): Loss -0.8510, Sem 0.0177, dir -0.9877, norm 0.1190, swav 0.0000 LR: 4.742e-02 Score 99.414 Data time: 0.0711, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.2148 [2020-10-19 14:19:08,755][root][INFO] - ===> Epoch[6764](33816/5): Loss -0.8568, Sem 0.0157, dir -0.9895, norm 0.1171, swav 0.0000 LR: 4.741e-02 Score 99.466 Data time: 0.0704, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.2816 [2020-10-19 14:19:10,878][root][INFO] - ===> Epoch[6764](33817/5): Loss -0.8544, Sem 0.0145, dir -0.9897, norm 0.1208, swav 0.0000 LR: 4.741e-02 Score 99.500 Data time: 0.0944, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0470 [2020-10-19 14:19:13,064][root][INFO] - ===> Epoch[6764](33818/5): Loss -0.8499, Sem 0.0177, dir -0.9874, norm 0.1198, swav 0.0000 LR: 4.741e-02 Score 99.403 Data time: 0.0579, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0712 [2020-10-19 14:19:15,096][root][INFO] - ===> Epoch[6764](33819/5): Loss -0.8561, Sem 0.0153, dir -0.9895, norm 0.1181, swav 0.0000 LR: 4.741e-02 Score 99.477 Data time: 0.0594, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9380 [2020-10-19 14:19:17,038][root][INFO] - ===> Epoch[6764](33820/5): Loss -0.8555, Sem 0.0165, dir -0.9893, norm 0.1173, swav 0.0000 LR: 4.741e-02 Score 99.460 Data time: 0.0779, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.8455 [2020-10-19 14:19:18,817][root][INFO] - ===> Epoch[6765](33821/5): Loss -0.8575, Sem 0.0169, dir -0.9885, norm 0.1141, swav 0.0000 LR: 4.741e-02 Score 99.426 Data time: 0.0865, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.6552 [2020-10-19 14:19:20,794][root][INFO] - ===> Epoch[6765](33822/5): Loss -0.8464, Sem 0.0171, dir -0.9882, norm 0.1247, swav 0.0000 LR: 4.740e-02 Score 99.415 Data time: 0.0829, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.8630 [2020-10-19 14:19:23,253][root][INFO] - ===> Epoch[6765](33823/5): Loss -0.8537, Sem 0.0152, dir -0.9875, norm 0.1187, swav 0.0000 LR: 4.740e-02 Score 99.500 Data time: 0.0645, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.3314 [2020-10-19 14:19:26,483][root][INFO] - ===> Epoch[6765](33824/5): Loss -0.8481, Sem 0.0174, dir -0.9875, norm 0.1220, swav 0.0000 LR: 4.740e-02 Score 99.414 Data time: 0.0674, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 3.1270 [2020-10-19 14:19:28,507][root][INFO] - ===> Epoch[6765](33825/5): Loss -0.8436, Sem 0.0185, dir -0.9884, norm 0.1263, swav 0.0000 LR: 4.740e-02 Score 99.392 Data time: 0.0643, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9218 [2020-10-19 14:19:30,475][root][INFO] - ===> Epoch[6766](33826/5): Loss -0.8562, Sem 0.0174, dir -0.9895, norm 0.1160, swav 0.0000 LR: 4.740e-02 Score 99.411 Data time: 0.0678, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.8810 [2020-10-19 14:19:32,647][root][INFO] - ===> Epoch[6766](33827/5): Loss -0.8528, Sem 0.0147, dir -0.9897, norm 0.1222, swav 0.0000 LR: 4.740e-02 Score 99.499 Data time: 0.0705, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0751 [2020-10-19 14:19:35,326][root][INFO] - ===> Epoch[6766](33828/5): Loss -0.8445, Sem 0.0207, dir -0.9873, norm 0.1221, swav 0.0000 LR: 4.739e-02 Score 99.376 Data time: 0.0684, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.5845 [2020-10-19 14:19:37,288][root][INFO] - ===> Epoch[6766](33829/5): Loss -0.8310, Sem 0.0190, dir -0.9876, norm 0.1376, swav 0.0000 LR: 4.739e-02 Score 99.381 Data time: 0.0825, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.8623 [2020-10-19 14:19:39,627][root][INFO] - ===> Epoch[6766](33830/5): Loss -0.8560, Sem 0.0167, dir -0.9889, norm 0.1162, swav 0.0000 LR: 4.739e-02 Score 99.437 Data time: 0.1020, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.2271 [2020-10-19 14:19:41,760][root][INFO] - ===> Epoch[6767](33831/5): Loss -0.8484, Sem 0.0209, dir -0.9877, norm 0.1183, swav 0.0000 LR: 4.739e-02 Score 99.307 Data time: 0.0775, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0405 [2020-10-19 14:19:43,950][root][INFO] - ===> Epoch[6767](33832/5): Loss -0.8507, Sem 0.0188, dir -0.9878, norm 0.1183, swav 0.0000 LR: 4.739e-02 Score 99.388 Data time: 0.0880, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0784 [2020-10-19 14:19:45,963][root][INFO] - ===> Epoch[6767](33833/5): Loss -0.8489, Sem 0.0174, dir -0.9893, norm 0.1230, swav 0.0000 LR: 4.739e-02 Score 99.414 Data time: 0.0879, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9116 [2020-10-19 14:19:48,774][root][INFO] - ===> Epoch[6767](33834/5): Loss -0.8384, Sem 0.0189, dir -0.9883, norm 0.1310, swav 0.0000 LR: 4.738e-02 Score 99.388 Data time: 0.0715, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.7005 [2020-10-19 14:19:50,669][root][INFO] - ===> Epoch[6767](33835/5): Loss -0.8498, Sem 0.0161, dir -0.9879, norm 0.1220, swav 0.0000 LR: 4.738e-02 Score 99.452 Data time: 0.0779, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.8015 [2020-10-19 14:19:52,819][root][INFO] - ===> Epoch[6768](33836/5): Loss -0.8487, Sem 0.0190, dir -0.9886, norm 0.1209, swav 0.0000 LR: 4.738e-02 Score 99.391 Data time: 0.0948, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0345 [2020-10-19 14:19:54,719][root][INFO] - ===> Epoch[6768](33837/5): Loss -0.8572, Sem 0.0165, dir -0.9887, norm 0.1150, swav 0.0000 LR: 4.738e-02 Score 99.436 Data time: 0.0754, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.7777 [2020-10-19 14:19:56,913][root][INFO] - ===> Epoch[6768](33838/5): Loss -0.8421, Sem 0.0185, dir -0.9866, norm 0.1261, swav 0.0000 LR: 4.738e-02 Score 99.393 Data time: 0.0671, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0969 [2020-10-19 14:19:59,156][root][INFO] - ===> Epoch[6768](33839/5): Loss -0.8535, Sem 0.0162, dir -0.9893, norm 0.1195, swav 0.0000 LR: 4.738e-02 Score 99.460 Data time: 0.0807, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1391 [2020-10-19 14:20:01,282][root][INFO] - ===> Epoch[6768](33840/5): Loss -0.8483, Sem 0.0192, dir -0.9877, norm 0.1202, swav 0.0000 LR: 4.737e-02 Score 99.358 Data time: 0.0916, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0135 [2020-10-19 14:20:03,180][root][INFO] - ===> Epoch[6769](33841/5): Loss -0.8565, Sem 0.0165, dir -0.9891, norm 0.1161, swav 0.0000 LR: 4.737e-02 Score 99.426 Data time: 0.0668, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.7840 [2020-10-19 14:20:05,150][root][INFO] - ===> Epoch[6769](33842/5): Loss -0.8565, Sem 0.0158, dir -0.9891, norm 0.1168, swav 0.0000 LR: 4.737e-02 Score 99.454 Data time: 0.0703, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.8589 [2020-10-19 14:20:07,985][root][INFO] - ===> Epoch[6769](33843/5): Loss -0.8313, Sem 0.0186, dir -0.9871, norm 0.1372, swav 0.0000 LR: 4.737e-02 Score 99.384 Data time: 0.0868, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.7294 [2020-10-19 14:20:10,114][root][INFO] - ===> Epoch[6769](33844/5): Loss -0.8563, Sem 0.0170, dir -0.9884, norm 0.1151, swav 0.0000 LR: 4.737e-02 Score 99.425 Data time: 0.0745, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0194 [2020-10-19 14:20:12,313][root][INFO] - ===> Epoch[6769](33845/5): Loss -0.8527, Sem 0.0139, dir -0.9896, norm 0.1230, swav 0.0000 LR: 4.737e-02 Score 99.533 Data time: 0.0630, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0922 [2020-10-19 14:20:14,246][root][INFO] - ===> Epoch[6770](33846/5): Loss -0.8472, Sem 0.0200, dir -0.9871, norm 0.1199, swav 0.0000 LR: 4.736e-02 Score 99.320 Data time: 0.0835, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.8401 [2020-10-19 14:20:16,526][root][INFO] - ===> Epoch[6770](33847/5): Loss -0.8509, Sem 0.0152, dir -0.9888, norm 0.1227, swav 0.0000 LR: 4.736e-02 Score 99.482 Data time: 0.0893, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1807 [2020-10-19 14:20:18,592][root][INFO] - ===> Epoch[6770](33848/5): Loss -0.8530, Sem 0.0161, dir -0.9879, norm 0.1188, swav 0.0000 LR: 4.736e-02 Score 99.468 Data time: 0.0736, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9418 [2020-10-19 14:20:20,587][root][INFO] - ===> Epoch[6770](33849/5): Loss -0.8598, Sem 0.0170, dir -0.9891, norm 0.1122, swav 0.0000 LR: 4.736e-02 Score 99.432 Data time: 0.0937, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.8784 [2020-10-19 14:20:22,744][root][INFO] - ===> Epoch[6770](33850/5): Loss -0.8420, Sem 0.0186, dir -0.9878, norm 0.1272, swav 0.0000 LR: 4.736e-02 Score 99.392 Data time: 0.0820, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0581 [2020-10-19 14:20:24,893][root][INFO] - ===> Epoch[6771](33851/5): Loss -0.8447, Sem 0.0174, dir -0.9883, norm 0.1263, swav 0.0000 LR: 4.736e-02 Score 99.421 Data time: 0.0625, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0795 [2020-10-19 14:20:27,286][root][INFO] - ===> Epoch[6771](33852/5): Loss -0.8541, Sem 0.0164, dir -0.9890, norm 0.1185, swav 0.0000 LR: 4.736e-02 Score 99.436 Data time: 0.0801, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.3232 [2020-10-19 14:20:29,613][root][INFO] - ===> Epoch[6771](33853/5): Loss -0.8488, Sem 0.0167, dir -0.9883, norm 0.1227, swav 0.0000 LR: 4.735e-02 Score 99.444 Data time: 0.2058, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.2267 [2020-10-19 14:20:32,313][root][INFO] - ===> Epoch[6771](33854/5): Loss -0.8574, Sem 0.0135, dir -0.9898, norm 0.1189, swav 0.0000 LR: 4.735e-02 Score 99.549 Data time: 0.1088, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.6064 [2020-10-19 14:20:34,294][root][INFO] - ===> Epoch[6771](33855/5): Loss -0.8610, Sem 0.0166, dir -0.9887, norm 0.1111, swav 0.0000 LR: 4.735e-02 Score 99.428 Data time: 0.0735, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.8634 [2020-10-19 14:20:37,866][root][INFO] - ===> Epoch[6772](33856/5): Loss -0.8484, Sem 0.0163, dir -0.9890, norm 0.1243, swav 0.0000 LR: 4.735e-02 Score 99.452 Data time: 0.2392, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 3.4803 [2020-10-19 14:20:40,106][root][INFO] - ===> Epoch[6772](33857/5): Loss -0.8504, Sem 0.0175, dir -0.9879, norm 0.1200, swav 0.0000 LR: 4.735e-02 Score 99.411 Data time: 0.0727, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1099 [2020-10-19 14:20:42,585][root][INFO] - ===> Epoch[6772](33858/5): Loss -0.8547, Sem 0.0171, dir -0.9878, norm 0.1160, swav 0.0000 LR: 4.735e-02 Score 99.424 Data time: 0.0663, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.3756 [2020-10-19 14:20:44,607][root][INFO] - ===> Epoch[6772](33859/5): Loss -0.8573, Sem 0.0133, dir -0.9893, norm 0.1187, swav 0.0000 LR: 4.734e-02 Score 99.560 Data time: 0.0773, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9412 [2020-10-19 14:20:46,804][root][INFO] - ===> Epoch[6772](33860/5): Loss -0.8472, Sem 0.0186, dir -0.9879, norm 0.1220, swav 0.0000 LR: 4.734e-02 Score 99.371 Data time: 0.0614, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1079 [2020-10-19 14:20:48,913][root][INFO] - ===> Epoch[6773](33861/5): Loss -0.8486, Sem 0.0157, dir -0.9885, norm 0.1242, swav 0.0000 LR: 4.734e-02 Score 99.472 Data time: 0.0860, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0240 [2020-10-19 14:20:50,941][root][INFO] - ===> Epoch[6773](33862/5): Loss -0.8561, Sem 0.0158, dir -0.9888, norm 0.1169, swav 0.0000 LR: 4.734e-02 Score 99.469 Data time: 0.0596, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9189 [2020-10-19 14:20:53,532][root][INFO] - ===> Epoch[6773](33863/5): Loss -0.8460, Sem 0.0172, dir -0.9882, norm 0.1250, swav 0.0000 LR: 4.734e-02 Score 99.438 Data time: 0.0638, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.4999 [2020-10-19 14:20:55,679][root][INFO] - ===> Epoch[6773](33864/5): Loss -0.8515, Sem 0.0167, dir -0.9888, norm 0.1206, swav 0.0000 LR: 4.734e-02 Score 99.432 Data time: 0.0601, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0580 [2020-10-19 14:20:57,752][root][INFO] - ===> Epoch[6773](33865/5): Loss -0.8579, Sem 0.0139, dir -0.9892, norm 0.1173, swav 0.0000 LR: 4.733e-02 Score 99.524 Data time: 0.0884, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9964 [2020-10-19 14:20:59,849][root][INFO] - ===> Epoch[6774](33866/5): Loss -0.8524, Sem 0.0163, dir -0.9885, norm 0.1198, swav 0.0000 LR: 4.733e-02 Score 99.442 Data time: 0.0895, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9592 [2020-10-19 14:21:02,524][root][INFO] - ===> Epoch[6774](33867/5): Loss -0.8471, Sem 0.0171, dir -0.9880, norm 0.1238, swav 0.0000 LR: 4.733e-02 Score 99.421 Data time: 0.0881, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.5590 [2020-10-19 14:21:04,923][root][INFO] - ===> Epoch[6774](33868/5): Loss -0.8645, Sem 0.0145, dir -0.9892, norm 0.1102, swav 0.0000 LR: 4.733e-02 Score 99.507 Data time: 0.0732, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.2424 [2020-10-19 14:21:07,141][root][INFO] - ===> Epoch[6774](33869/5): Loss -0.8514, Sem 0.0160, dir -0.9891, norm 0.1217, swav 0.0000 LR: 4.733e-02 Score 99.458 Data time: 0.0912, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0967 [2020-10-19 14:21:09,113][root][INFO] - ===> Epoch[6774](33870/5): Loss -0.8579, Sem 0.0169, dir -0.9891, norm 0.1143, swav 0.0000 LR: 4.733e-02 Score 99.440 Data time: 0.0936, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.8470 [2020-10-19 14:21:11,153][root][INFO] - ===> Epoch[6775](33871/5): Loss -0.8500, Sem 0.0151, dir -0.9887, norm 0.1237, swav 0.0000 LR: 4.732e-02 Score 99.499 Data time: 0.0809, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9326 [2020-10-19 14:21:13,258][root][INFO] - ===> Epoch[6775](33872/5): Loss -0.8526, Sem 0.0174, dir -0.9885, norm 0.1185, swav 0.0000 LR: 4.732e-02 Score 99.426 Data time: 0.1087, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9923 [2020-10-19 14:21:15,566][root][INFO] - ===> Epoch[6775](33873/5): Loss -0.8418, Sem 0.0172, dir -0.9876, norm 0.1285, swav 0.0000 LR: 4.732e-02 Score 99.422 Data time: 0.0785, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1883 [2020-10-19 14:21:18,602][root][INFO] - ===> Epoch[6775](33874/5): Loss -0.8494, Sem 0.0162, dir -0.9888, norm 0.1231, swav 0.0000 LR: 4.732e-02 Score 99.469 Data time: 0.1282, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.9072 [2020-10-19 14:21:20,794][root][INFO] - ===> Epoch[6775](33875/5): Loss -0.8537, Sem 0.0160, dir -0.9882, norm 0.1185, swav 0.0000 LR: 4.732e-02 Score 99.458 Data time: 0.0571, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0652 [2020-10-19 14:21:22,632][root][INFO] - ===> Epoch[6776](33876/5): Loss -0.8601, Sem 0.0156, dir -0.9892, norm 0.1135, swav 0.0000 LR: 4.732e-02 Score 99.470 Data time: 0.0703, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.7545 [2020-10-19 14:21:24,866][root][INFO] - ===> Epoch[6776](33877/5): Loss -0.8532, Sem 0.0159, dir -0.9879, norm 0.1187, swav 0.0000 LR: 4.731e-02 Score 99.479 Data time: 0.1174, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1271 [2020-10-19 14:21:27,252][root][INFO] - ===> Epoch[6776](33878/5): Loss -0.8397, Sem 0.0178, dir -0.9882, norm 0.1307, swav 0.0000 LR: 4.731e-02 Score 99.412 Data time: 0.0912, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.2716 [2020-10-19 14:21:29,376][root][INFO] - ===> Epoch[6776](33879/5): Loss -0.8544, Sem 0.0157, dir -0.9883, norm 0.1182, swav 0.0000 LR: 4.731e-02 Score 99.469 Data time: 0.0933, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0030 [2020-10-19 14:21:31,670][root][INFO] - ===> Epoch[6776](33880/5): Loss -0.8611, Sem 0.0150, dir -0.9905, norm 0.1144, swav 0.0000 LR: 4.731e-02 Score 99.493 Data time: 0.1032, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1725 [2020-10-19 14:21:33,603][root][INFO] - ===> Epoch[6777](33881/5): Loss -0.8456, Sem 0.0179, dir -0.9876, norm 0.1241, swav 0.0000 LR: 4.731e-02 Score 99.389 Data time: 0.0876, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.8356 [2020-10-19 14:21:35,772][root][INFO] - ===> Epoch[6777](33882/5): Loss -0.8422, Sem 0.0180, dir -0.9883, norm 0.1281, swav 0.0000 LR: 4.731e-02 Score 99.405 Data time: 0.0731, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0615 [2020-10-19 14:21:38,686][root][INFO] - ===> Epoch[6777](33883/5): Loss -0.8506, Sem 0.0151, dir -0.9880, norm 0.1223, swav 0.0000 LR: 4.730e-02 Score 99.514 Data time: 0.1470, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.8236 [2020-10-19 14:21:40,716][root][INFO] - ===> Epoch[6777](33884/5): Loss -0.8573, Sem 0.0150, dir -0.9888, norm 0.1164, swav 0.0000 LR: 4.730e-02 Score 99.490 Data time: 0.0788, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9056 [2020-10-19 14:21:42,926][root][INFO] - ===> Epoch[6777](33885/5): Loss -0.8565, Sem 0.0156, dir -0.9890, norm 0.1169, swav 0.0000 LR: 4.730e-02 Score 99.468 Data time: 0.0658, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1173 [2020-10-19 14:21:45,084][root][INFO] - ===> Epoch[6778](33886/5): Loss -0.8422, Sem 0.0163, dir -0.9882, norm 0.1296, swav 0.0000 LR: 4.730e-02 Score 99.455 Data time: 0.0659, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0922 [2020-10-19 14:21:47,679][root][INFO] - ===> Epoch[6778](33887/5): Loss -0.8340, Sem 0.0179, dir -0.9876, norm 0.1357, swav 0.0000 LR: 4.730e-02 Score 99.399 Data time: 0.0611, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.4932 [2020-10-19 14:21:49,971][root][INFO] - ===> Epoch[6778](33888/5): Loss -0.8583, Sem 0.0152, dir -0.9879, norm 0.1145, swav 0.0000 LR: 4.730e-02 Score 99.484 Data time: 0.0819, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.2152 [2020-10-19 14:21:52,306][root][INFO] - ===> Epoch[6778](33889/5): Loss -0.8473, Sem 0.0187, dir -0.9877, norm 0.1217, swav 0.0000 LR: 4.729e-02 Score 99.383 Data time: 0.0651, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.2134 [2020-10-19 14:21:54,459][root][INFO] - ===> Epoch[6778](33890/5): Loss -0.8552, Sem 0.0165, dir -0.9892, norm 0.1176, swav 0.0000 LR: 4.729e-02 Score 99.448 Data time: 0.0615, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0743 [2020-10-19 14:21:56,611][root][INFO] - ===> Epoch[6779](33891/5): Loss -0.8411, Sem 0.0154, dir -0.9880, norm 0.1316, swav 0.0000 LR: 4.729e-02 Score 99.499 Data time: 0.0754, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0666 [2020-10-19 14:21:58,829][root][INFO] - ===> Epoch[6779](33892/5): Loss -0.8577, Sem 0.0160, dir -0.9892, norm 0.1155, swav 0.0000 LR: 4.729e-02 Score 99.439 Data time: 0.0893, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0809 [2020-10-19 14:22:00,918][root][INFO] - ===> Epoch[6779](33893/5): Loss -0.8338, Sem 0.0171, dir -0.9871, norm 0.1361, swav 0.0000 LR: 4.729e-02 Score 99.438 Data time: 0.0635, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9860 [2020-10-19 14:22:03,057][root][INFO] - ===> Epoch[6779](33894/5): Loss -0.8542, Sem 0.0149, dir -0.9898, norm 0.1206, swav 0.0000 LR: 4.729e-02 Score 99.500 Data time: 0.0812, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0621 [2020-10-19 14:22:05,154][root][INFO] - ===> Epoch[6779](33895/5): Loss -0.8528, Sem 0.0168, dir -0.9887, norm 0.1192, swav 0.0000 LR: 4.729e-02 Score 99.439 Data time: 0.0886, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9950 [2020-10-19 14:22:07,490][root][INFO] - ===> Epoch[6780](33896/5): Loss -0.8467, Sem 0.0158, dir -0.9885, norm 0.1260, swav 0.0000 LR: 4.728e-02 Score 99.468 Data time: 0.1041, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.2236 [2020-10-19 14:22:09,695][root][INFO] - ===> Epoch[6780](33897/5): Loss -0.8606, Sem 0.0150, dir -0.9902, norm 0.1145, swav 0.0000 LR: 4.728e-02 Score 99.484 Data time: 0.1021, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1081 [2020-10-19 14:22:11,859][root][INFO] - ===> Epoch[6780](33898/5): Loss -0.8430, Sem 0.0172, dir -0.9885, norm 0.1283, swav 0.0000 LR: 4.728e-02 Score 99.431 Data time: 0.0896, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0492 [2020-10-19 14:22:13,684][root][INFO] - ===> Epoch[6780](33899/5): Loss -0.8373, Sem 0.0195, dir -0.9859, norm 0.1291, swav 0.0000 LR: 4.728e-02 Score 99.353 Data time: 0.0599, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.7176 [2020-10-19 14:22:15,468][root][INFO] - ===> Epoch[6780](33900/5): Loss -0.8598, Sem 0.0167, dir -0.9889, norm 0.1125, swav 0.0000 LR: 4.728e-02 Score 99.429 Data time: 0.0672, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.6822 [2020-10-19 14:22:16,615][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 14:22:18,583][root][INFO] - ===> Epoch[6781](33901/5): Loss -0.8374, Sem 0.0161, dir -0.9894, norm 0.1358, swav 0.0000 LR: 4.728e-02 Score 99.461 Data time: 0.0925, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.7955 [2020-10-19 14:22:20,949][root][INFO] - ===> Epoch[6781](33902/5): Loss -0.8401, Sem 0.0154, dir -0.9887, norm 0.1333, swav 0.0000 LR: 4.727e-02 Score 99.487 Data time: 0.0834, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.2585 [2020-10-19 14:22:22,941][root][INFO] - ===> Epoch[6781](33903/5): Loss -0.8422, Sem 0.0173, dir -0.9882, norm 0.1286, swav 0.0000 LR: 4.727e-02 Score 99.420 Data time: 0.0671, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.8880 [2020-10-19 14:22:25,148][root][INFO] - ===> Epoch[6781](33904/5): Loss -0.8439, Sem 0.0156, dir -0.9890, norm 0.1295, swav 0.0000 LR: 4.727e-02 Score 99.476 Data time: 0.0861, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1148 [2020-10-19 14:22:27,444][root][INFO] - ===> Epoch[6781](33905/5): Loss -0.8479, Sem 0.0163, dir -0.9885, norm 0.1243, swav 0.0000 LR: 4.727e-02 Score 99.444 Data time: 0.0873, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1998 [2020-10-19 14:22:29,461][root][INFO] - ===> Epoch[6782](33906/5): Loss -0.8459, Sem 0.0162, dir -0.9883, norm 0.1263, swav 0.0000 LR: 4.727e-02 Score 99.455 Data time: 0.0490, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9086 [2020-10-19 14:22:31,657][root][INFO] - ===> Epoch[6782](33907/5): Loss -0.8549, Sem 0.0168, dir -0.9880, norm 0.1164, swav 0.0000 LR: 4.727e-02 Score 99.432 Data time: 0.0448, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1352 [2020-10-19 14:22:33,683][root][INFO] - ===> Epoch[6782](33908/5): Loss -0.8479, Sem 0.0156, dir -0.9883, norm 0.1247, swav 0.0000 LR: 4.726e-02 Score 99.480 Data time: 0.0759, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9484 [2020-10-19 14:22:36,137][root][INFO] - ===> Epoch[6782](33909/5): Loss -0.8435, Sem 0.0157, dir -0.9891, norm 0.1299, swav 0.0000 LR: 4.726e-02 Score 99.467 Data time: 0.0704, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.3518 [2020-10-19 14:22:38,387][root][INFO] - ===> Epoch[6782](33910/5): Loss -0.8555, Sem 0.0155, dir -0.9895, norm 0.1185, swav 0.0000 LR: 4.726e-02 Score 99.482 Data time: 0.0832, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1484 [2020-10-19 14:22:40,657][root][INFO] - ===> Epoch[6783](33911/5): Loss -0.8430, Sem 0.0161, dir -0.9883, norm 0.1292, swav 0.0000 LR: 4.726e-02 Score 99.458 Data time: 0.0826, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1713 [2020-10-19 14:22:43,369][root][INFO] - ===> Epoch[6783](33912/5): Loss -0.8515, Sem 0.0162, dir -0.9880, norm 0.1203, swav 0.0000 LR: 4.726e-02 Score 99.457 Data time: 0.0630, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.5937 [2020-10-19 14:22:45,478][root][INFO] - ===> Epoch[6783](33913/5): Loss -0.8591, Sem 0.0158, dir -0.9895, norm 0.1146, swav 0.0000 LR: 4.726e-02 Score 99.478 Data time: 0.0665, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0070 [2020-10-19 14:22:47,584][root][INFO] - ===> Epoch[6783](33914/5): Loss -0.8493, Sem 0.0177, dir -0.9874, norm 0.1204, swav 0.0000 LR: 4.725e-02 Score 99.408 Data time: 0.0578, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0054 [2020-10-19 14:22:49,599][root][INFO] - ===> Epoch[6783](33915/5): Loss -0.8489, Sem 0.0172, dir -0.9882, norm 0.1221, swav 0.0000 LR: 4.725e-02 Score 99.423 Data time: 0.0877, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9559 [2020-10-19 14:22:52,046][root][INFO] - ===> Epoch[6784](33916/5): Loss -0.8295, Sem 0.0164, dir -0.9874, norm 0.1415, swav 0.0000 LR: 4.725e-02 Score 99.441 Data time: 0.0858, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.3513 [2020-10-19 14:22:54,265][root][INFO] - ===> Epoch[6784](33917/5): Loss -0.8543, Sem 0.0164, dir -0.9892, norm 0.1185, swav 0.0000 LR: 4.725e-02 Score 99.445 Data time: 0.0798, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1134 [2020-10-19 14:22:56,332][root][INFO] - ===> Epoch[6784](33918/5): Loss -0.8467, Sem 0.0154, dir -0.9890, norm 0.1268, swav 0.0000 LR: 4.725e-02 Score 99.482 Data time: 0.0920, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9763 [2020-10-19 14:22:58,301][root][INFO] - ===> Epoch[6784](33919/5): Loss -0.8636, Sem 0.0163, dir -0.9890, norm 0.1091, swav 0.0000 LR: 4.725e-02 Score 99.444 Data time: 0.0642, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.8585 [2020-10-19 14:23:00,390][root][INFO] - ===> Epoch[6784](33920/5): Loss -0.8438, Sem 0.0145, dir -0.9898, norm 0.1315, swav 0.0000 LR: 4.724e-02 Score 99.503 Data time: 0.0804, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0035 [2020-10-19 14:23:02,660][root][INFO] - ===> Epoch[6785](33921/5): Loss -0.8478, Sem 0.0183, dir -0.9879, norm 0.1217, swav 0.0000 LR: 4.724e-02 Score 99.382 Data time: 0.0766, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1664 [2020-10-19 14:23:05,372][root][INFO] - ===> Epoch[6785](33922/5): Loss -0.8460, Sem 0.0141, dir -0.9889, norm 0.1288, swav 0.0000 LR: 4.724e-02 Score 99.530 Data time: 0.0883, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.5966 [2020-10-19 14:23:07,394][root][INFO] - ===> Epoch[6785](33923/5): Loss -0.8482, Sem 0.0158, dir -0.9886, norm 0.1246, swav 0.0000 LR: 4.724e-02 Score 99.474 Data time: 0.0599, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9021 [2020-10-19 14:23:09,538][root][INFO] - ===> Epoch[6785](33924/5): Loss -0.8504, Sem 0.0166, dir -0.9876, norm 0.1206, swav 0.0000 LR: 4.724e-02 Score 99.453 Data time: 0.0666, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0864 [2020-10-19 14:23:11,586][root][INFO] - ===> Epoch[6785](33925/5): Loss -0.8551, Sem 0.0164, dir -0.9893, norm 0.1177, swav 0.0000 LR: 4.724e-02 Score 99.455 Data time: 0.0602, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9602 [2020-10-19 14:23:13,650][root][INFO] - ===> Epoch[6786](33926/5): Loss -0.8538, Sem 0.0171, dir -0.9877, norm 0.1168, swav 0.0000 LR: 4.723e-02 Score 99.425 Data time: 0.0649, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9714 [2020-10-19 14:23:16,167][root][INFO] - ===> Epoch[6786](33927/5): Loss -0.8494, Sem 0.0165, dir -0.9892, norm 0.1233, swav 0.0000 LR: 4.723e-02 Score 99.443 Data time: 0.0814, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.4505 [2020-10-19 14:23:18,112][root][INFO] - ===> Epoch[6786](33928/5): Loss -0.8573, Sem 0.0152, dir -0.9901, norm 0.1176, swav 0.0000 LR: 4.723e-02 Score 99.489 Data time: 0.0695, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.8331 [2020-10-19 14:23:20,161][root][INFO] - ===> Epoch[6786](33929/5): Loss -0.8465, Sem 0.0165, dir -0.9872, norm 0.1242, swav 0.0000 LR: 4.723e-02 Score 99.442 Data time: 0.0733, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9564 [2020-10-19 14:23:22,708][root][INFO] - ===> Epoch[6786](33930/5): Loss -0.8407, Sem 0.0175, dir -0.9881, norm 0.1300, swav 0.0000 LR: 4.723e-02 Score 99.426 Data time: 0.0697, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.4285 [2020-10-19 14:23:25,062][root][INFO] - ===> Epoch[6787](33931/5): Loss -0.8523, Sem 0.0149, dir -0.9885, norm 0.1212, swav 0.0000 LR: 4.723e-02 Score 99.486 Data time: 0.0886, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.2614 [2020-10-19 14:23:26,965][root][INFO] - ===> Epoch[6787](33932/5): Loss -0.8536, Sem 0.0163, dir -0.9884, norm 0.1185, swav 0.0000 LR: 4.722e-02 Score 99.442 Data time: 0.0817, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.7940 [2020-10-19 14:23:28,861][root][INFO] - ===> Epoch[6787](33933/5): Loss -0.8610, Sem 0.0160, dir -0.9888, norm 0.1118, swav 0.0000 LR: 4.722e-02 Score 99.456 Data time: 0.0993, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.8014 [2020-10-19 14:23:31,027][root][INFO] - ===> Epoch[6787](33934/5): Loss -0.8407, Sem 0.0167, dir -0.9872, norm 0.1299, swav 0.0000 LR: 4.722e-02 Score 99.444 Data time: 0.0947, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0568 [2020-10-19 14:23:33,095][root][INFO] - ===> Epoch[6787](33935/5): Loss -0.8601, Sem 0.0150, dir -0.9897, norm 0.1146, swav 0.0000 LR: 4.722e-02 Score 99.491 Data time: 0.0820, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9407 [2020-10-19 14:23:35,415][root][INFO] - ===> Epoch[6788](33936/5): Loss -0.8447, Sem 0.0157, dir -0.9874, norm 0.1271, swav 0.0000 LR: 4.722e-02 Score 99.476 Data time: 0.0782, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1989 [2020-10-19 14:23:37,315][root][INFO] - ===> Epoch[6788](33937/5): Loss -0.8518, Sem 0.0159, dir -0.9893, norm 0.1216, swav 0.0000 LR: 4.722e-02 Score 99.466 Data time: 0.0841, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.8019 [2020-10-19 14:23:39,093][root][INFO] - ===> Epoch[6788](33938/5): Loss -0.8523, Sem 0.0168, dir -0.9887, norm 0.1196, swav 0.0000 LR: 4.721e-02 Score 99.429 Data time: 0.0574, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.6766 [2020-10-19 14:23:41,340][root][INFO] - ===> Epoch[6788](33939/5): Loss -0.8413, Sem 0.0165, dir -0.9888, norm 0.1310, swav 0.0000 LR: 4.721e-02 Score 99.441 Data time: 0.0924, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1482 [2020-10-19 14:23:43,748][root][INFO] - ===> Epoch[6788](33940/5): Loss -0.8476, Sem 0.0174, dir -0.9885, norm 0.1235, swav 0.0000 LR: 4.721e-02 Score 99.403 Data time: 0.0615, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.2774 [2020-10-19 14:23:46,063][root][INFO] - ===> Epoch[6789](33941/5): Loss -0.8491, Sem 0.0150, dir -0.9892, norm 0.1250, swav 0.0000 LR: 4.721e-02 Score 99.495 Data time: 0.0797, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.2376 [2020-10-19 14:23:48,979][root][INFO] - ===> Epoch[6789](33942/5): Loss -0.8460, Sem 0.0165, dir -0.9880, norm 0.1255, swav 0.0000 LR: 4.721e-02 Score 99.470 Data time: 0.0846, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.7864 [2020-10-19 14:23:50,955][root][INFO] - ===> Epoch[6789](33943/5): Loss -0.8515, Sem 0.0162, dir -0.9885, norm 0.1209, swav 0.0000 LR: 4.721e-02 Score 99.455 Data time: 0.0836, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.8554 [2020-10-19 14:23:53,301][root][INFO] - ===> Epoch[6789](33944/5): Loss -0.8450, Sem 0.0142, dir -0.9887, norm 0.1294, swav 0.0000 LR: 4.721e-02 Score 99.528 Data time: 0.0900, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.2477 [2020-10-19 14:23:55,239][root][INFO] - ===> Epoch[6789](33945/5): Loss -0.8434, Sem 0.0181, dir -0.9881, norm 0.1266, swav 0.0000 LR: 4.720e-02 Score 99.390 Data time: 0.0836, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.8237 [2020-10-19 14:23:57,342][root][INFO] - ===> Epoch[6790](33946/5): Loss -0.8444, Sem 0.0148, dir -0.9891, norm 0.1299, swav 0.0000 LR: 4.720e-02 Score 99.504 Data time: 0.0754, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9958 [2020-10-19 14:23:59,701][root][INFO] - ===> Epoch[6790](33947/5): Loss -0.8475, Sem 0.0175, dir -0.9880, norm 0.1230, swav 0.0000 LR: 4.720e-02 Score 99.411 Data time: 0.0736, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.2635 [2020-10-19 14:24:01,976][root][INFO] - ===> Epoch[6790](33948/5): Loss -0.8490, Sem 0.0159, dir -0.9889, norm 0.1240, swav 0.0000 LR: 4.720e-02 Score 99.453 Data time: 0.0931, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1585 [2020-10-19 14:24:04,033][root][INFO] - ===> Epoch[6790](33949/5): Loss -0.8584, Sem 0.0149, dir -0.9888, norm 0.1154, swav 0.0000 LR: 4.720e-02 Score 99.487 Data time: 0.0681, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9372 [2020-10-19 14:24:05,742][root][INFO] - ===> Epoch[6790](33950/5): Loss -0.8462, Sem 0.0158, dir -0.9882, norm 0.1262, swav 0.0000 LR: 4.720e-02 Score 99.457 Data time: 0.0804, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.6026 [2020-10-19 14:24:08,676][root][INFO] - ===> Epoch[6791](33951/5): Loss -0.8503, Sem 0.0152, dir -0.9890, norm 0.1236, swav 0.0000 LR: 4.719e-02 Score 99.485 Data time: 0.0831, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.8377 [2020-10-19 14:24:10,710][root][INFO] - ===> Epoch[6791](33952/5): Loss -0.8385, Sem 0.0180, dir -0.9871, norm 0.1305, swav 0.0000 LR: 4.719e-02 Score 99.393 Data time: 0.0610, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9175 [2020-10-19 14:24:12,774][root][INFO] - ===> Epoch[6791](33953/5): Loss -0.8345, Sem 0.0172, dir -0.9871, norm 0.1354, swav 0.0000 LR: 4.719e-02 Score 99.418 Data time: 0.0758, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9417 [2020-10-19 14:24:14,835][root][INFO] - ===> Epoch[6791](33954/5): Loss -0.8491, Sem 0.0157, dir -0.9877, norm 0.1230, swav 0.0000 LR: 4.719e-02 Score 99.471 Data time: 0.0918, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9709 [2020-10-19 14:24:16,926][root][INFO] - ===> Epoch[6791](33955/5): Loss -0.8480, Sem 0.0160, dir -0.9887, norm 0.1246, swav 0.0000 LR: 4.719e-02 Score 99.461 Data time: 0.0657, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9732 [2020-10-19 14:24:18,914][root][INFO] - ===> Epoch[6792](33956/5): Loss -0.8453, Sem 0.0159, dir -0.9896, norm 0.1284, swav 0.0000 LR: 4.719e-02 Score 99.456 Data time: 0.0763, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.8893 [2020-10-19 14:24:21,420][root][INFO] - ===> Epoch[6792](33957/5): Loss -0.8385, Sem 0.0166, dir -0.9877, norm 0.1327, swav 0.0000 LR: 4.718e-02 Score 99.442 Data time: 0.0770, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.3986 [2020-10-19 14:24:23,511][root][INFO] - ===> Epoch[6792](33958/5): Loss -0.8452, Sem 0.0172, dir -0.9876, norm 0.1252, swav 0.0000 LR: 4.718e-02 Score 99.417 Data time: 0.0472, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9699 [2020-10-19 14:24:25,770][root][INFO] - ===> Epoch[6792](33959/5): Loss -0.8411, Sem 0.0166, dir -0.9888, norm 0.1311, swav 0.0000 LR: 4.718e-02 Score 99.441 Data time: 0.1085, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1717 [2020-10-19 14:24:27,793][root][INFO] - ===> Epoch[6792](33960/5): Loss -0.8406, Sem 0.0174, dir -0.9883, norm 0.1302, swav 0.0000 LR: 4.718e-02 Score 99.430 Data time: 0.1007, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9000 [2020-10-19 14:24:30,108][root][INFO] - ===> Epoch[6793](33961/5): Loss -0.8438, Sem 0.0137, dir -0.9884, norm 0.1308, swav 0.0000 LR: 4.718e-02 Score 99.553 Data time: 0.1034, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1996 [2020-10-19 14:24:32,179][root][INFO] - ===> Epoch[6793](33962/5): Loss -0.8424, Sem 0.0183, dir -0.9879, norm 0.1272, swav 0.0000 LR: 4.718e-02 Score 99.369 Data time: 0.0781, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9480 [2020-10-19 14:24:34,194][root][INFO] - ===> Epoch[6793](33963/5): Loss -0.8359, Sem 0.0154, dir -0.9881, norm 0.1368, swav 0.0000 LR: 4.717e-02 Score 99.483 Data time: 0.0740, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9168 [2020-10-19 14:24:36,261][root][INFO] - ===> Epoch[6793](33964/5): Loss -0.8518, Sem 0.0160, dir -0.9893, norm 0.1215, swav 0.0000 LR: 4.717e-02 Score 99.472 Data time: 0.0903, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9647 [2020-10-19 14:24:38,095][root][INFO] - ===> Epoch[6793](33965/5): Loss -0.8379, Sem 0.0175, dir -0.9880, norm 0.1327, swav 0.0000 LR: 4.717e-02 Score 99.419 Data time: 0.0705, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.7058 [2020-10-19 14:24:40,099][root][INFO] - ===> Epoch[6794](33966/5): Loss -0.8507, Sem 0.0163, dir -0.9892, norm 0.1222, swav 0.0000 LR: 4.717e-02 Score 99.460 Data time: 0.1189, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9234 [2020-10-19 14:24:42,227][root][INFO] - ===> Epoch[6794](33967/5): Loss -0.8412, Sem 0.0183, dir -0.9886, norm 0.1291, swav 0.0000 LR: 4.717e-02 Score 99.400 Data time: 0.0795, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0399 [2020-10-19 14:24:44,388][root][INFO] - ===> Epoch[6794](33968/5): Loss -0.8499, Sem 0.0175, dir -0.9875, norm 0.1202, swav 0.0000 LR: 4.717e-02 Score 99.415 Data time: 0.1246, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0491 [2020-10-19 14:24:46,881][root][INFO] - ===> Epoch[6794](33969/5): Loss -0.8301, Sem 0.0185, dir -0.9876, norm 0.1390, swav 0.0000 LR: 4.716e-02 Score 99.386 Data time: 0.0875, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.3850 [2020-10-19 14:24:49,028][root][INFO] - ===> Epoch[6794](33970/5): Loss -0.8381, Sem 0.0175, dir -0.9881, norm 0.1325, swav 0.0000 LR: 4.716e-02 Score 99.416 Data time: 0.0546, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0476 [2020-10-19 14:24:51,125][root][INFO] - ===> Epoch[6795](33971/5): Loss -0.8486, Sem 0.0166, dir -0.9888, norm 0.1236, swav 0.0000 LR: 4.716e-02 Score 99.443 Data time: 0.0822, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0094 [2020-10-19 14:24:53,349][root][INFO] - ===> Epoch[6795](33972/5): Loss -0.8599, Sem 0.0145, dir -0.9890, norm 0.1146, swav 0.0000 LR: 4.716e-02 Score 99.500 Data time: 0.0864, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.1186 [2020-10-19 14:24:55,487][root][INFO] - ===> Epoch[6795](33973/5): Loss -0.8581, Sem 0.0148, dir -0.9878, norm 0.1149, swav 0.0000 LR: 4.716e-02 Score 99.502 Data time: 0.0849, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0357 [2020-10-19 14:24:57,796][root][INFO] - ===> Epoch[6795](33974/5): Loss -0.8336, Sem 0.0189, dir -0.9873, norm 0.1347, swav 0.0000 LR: 4.716e-02 Score 99.381 Data time: 0.0499, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.1967 [2020-10-19 14:24:59,956][root][INFO] - ===> Epoch[6795](33975/5): Loss -0.8517, Sem 0.0165, dir -0.9881, norm 0.1198, swav 0.0000 LR: 4.715e-02 Score 99.447 Data time: 0.0591, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0732 [2020-10-19 14:25:01,895][root][INFO] - ===> Epoch[6796](33976/5): Loss -0.8530, Sem 0.0156, dir -0.9895, norm 0.1209, swav 0.0000 LR: 4.715e-02 Score 99.482 Data time: 0.0586, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.8220 [2020-10-19 14:25:03,857][root][INFO] - ===> Epoch[6796](33977/5): Loss -0.8510, Sem 0.0165, dir -0.9894, norm 0.1219, swav 0.0000 LR: 4.715e-02 Score 99.453 Data time: 0.0728, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.8706 [2020-10-19 14:25:06,084][root][INFO] - ===> Epoch[6796](33978/5): Loss -0.8459, Sem 0.0159, dir -0.9888, norm 0.1269, swav 0.0000 LR: 4.715e-02 Score 99.469 Data time: 0.0451, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1176 [2020-10-19 14:25:08,344][root][INFO] - ===> Epoch[6796](33979/5): Loss -0.8406, Sem 0.0182, dir -0.9878, norm 0.1289, swav 0.0000 LR: 4.715e-02 Score 99.393 Data time: 0.0819, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1915 [2020-10-19 14:25:10,325][root][INFO] - ===> Epoch[6796](33980/5): Loss -0.8494, Sem 0.0157, dir -0.9890, norm 0.1238, swav 0.0000 LR: 4.715e-02 Score 99.475 Data time: 0.0532, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.8740 [2020-10-19 14:25:12,439][root][INFO] - ===> Epoch[6797](33981/5): Loss -0.8440, Sem 0.0182, dir -0.9874, norm 0.1252, swav 0.0000 LR: 4.714e-02 Score 99.388 Data time: 0.0612, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0483 [2020-10-19 14:25:14,856][root][INFO] - ===> Epoch[6797](33982/5): Loss -0.8550, Sem 0.0158, dir -0.9885, norm 0.1177, swav 0.0000 LR: 4.714e-02 Score 99.484 Data time: 0.1093, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.3225 [2020-10-19 14:25:16,859][root][INFO] - ===> Epoch[6797](33983/5): Loss -0.8495, Sem 0.0172, dir -0.9887, norm 0.1220, swav 0.0000 LR: 4.714e-02 Score 99.410 Data time: 0.0798, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.8867 [2020-10-19 14:25:19,417][root][INFO] - ===> Epoch[6797](33984/5): Loss -0.8445, Sem 0.0160, dir -0.9878, norm 0.1273, swav 0.0000 LR: 4.714e-02 Score 99.466 Data time: 0.0872, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.4587 [2020-10-19 14:25:21,851][root][INFO] - ===> Epoch[6797](33985/5): Loss -0.8412, Sem 0.0181, dir -0.9875, norm 0.1281, swav 0.0000 LR: 4.714e-02 Score 99.399 Data time: 0.0775, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.3217 [2020-10-19 14:25:23,940][root][INFO] - ===> Epoch[6798](33986/5): Loss -0.8560, Sem 0.0146, dir -0.9894, norm 0.1189, swav 0.0000 LR: 4.714e-02 Score 99.501 Data time: 0.0869, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.9855 [2020-10-19 14:25:25,879][root][INFO] - ===> Epoch[6798](33987/5): Loss -0.8415, Sem 0.0169, dir -0.9878, norm 0.1294, swav 0.0000 LR: 4.714e-02 Score 99.435 Data time: 0.0866, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.8321 [2020-10-19 14:25:28,032][root][INFO] - ===> Epoch[6798](33988/5): Loss -0.8565, Sem 0.0147, dir -0.9893, norm 0.1181, swav 0.0000 LR: 4.713e-02 Score 99.489 Data time: 0.0729, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0581 [2020-10-19 14:25:30,727][root][INFO] - ===> Epoch[6798](33989/5): Loss -0.8610, Sem 0.0138, dir -0.9899, norm 0.1150, swav 0.0000 LR: 4.713e-02 Score 99.538 Data time: 0.0565, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.5676 [2020-10-19 14:25:33,352][root][INFO] - ===> Epoch[6798](33990/5): Loss -0.8536, Sem 0.0161, dir -0.9892, norm 0.1194, swav 0.0000 LR: 4.713e-02 Score 99.456 Data time: 0.0985, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.5340 [2020-10-19 14:25:35,566][root][INFO] - ===> Epoch[6799](33991/5): Loss -0.8393, Sem 0.0148, dir -0.9875, norm 0.1333, swav 0.0000 LR: 4.713e-02 Score 99.502 Data time: 0.0831, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0919 [2020-10-19 14:25:37,466][root][INFO] - ===> Epoch[6799](33992/5): Loss -0.8527, Sem 0.0156, dir -0.9890, norm 0.1207, swav 0.0000 LR: 4.713e-02 Score 99.475 Data time: 0.0804, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 1.7937 [2020-10-19 14:25:39,691][root][INFO] - ===> Epoch[6799](33993/5): Loss -0.8517, Sem 0.0175, dir -0.9885, norm 0.1192, swav 0.0000 LR: 4.713e-02 Score 99.410 Data time: 0.0979, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.1148 [2020-10-19 14:25:42,047][root][INFO] - ===> Epoch[6799](33994/5): Loss -0.8559, Sem 0.0156, dir -0.9896, norm 0.1180, swav 0.0000 LR: 4.712e-02 Score 99.503 Data time: 0.0771, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.2277 [2020-10-19 14:25:44,225][root][INFO] - ===> Epoch[6799](33995/5): Loss -0.8610, Sem 0.0147, dir -0.9890, norm 0.1132, swav 0.0000 LR: 4.712e-02 Score 99.504 Data time: 0.0623, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.0629 [2020-10-19 14:25:46,417][root][INFO] - ===> Epoch[6800](33996/5): Loss -0.8482, Sem 0.0149, dir -0.9891, norm 0.1260, swav 0.0000 LR: 4.712e-02 Score 99.501 Data time: 0.0826, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.1020 [2020-10-19 14:25:48,746][root][INFO] - ===> Epoch[6800](33997/5): Loss -0.8488, Sem 0.0153, dir -0.9892, norm 0.1250, swav 0.0000 LR: 4.712e-02 Score 99.485 Data time: 0.0859, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.2299 [2020-10-19 14:25:50,488][root][INFO] - ===> Epoch[6800](33998/5): Loss -0.8462, Sem 0.0190, dir -0.9874, norm 0.1222, swav 0.0000 LR: 4.712e-02 Score 99.365 Data time: 0.0663, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.6230 [2020-10-19 14:25:53,069][root][INFO] - ===> Epoch[6800](33999/5): Loss -0.8505, Sem 0.0147, dir -0.9882, norm 0.1229, swav 0.0000 LR: 4.712e-02 Score 99.502 Data time: 0.1583, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.4764 [2020-10-19 14:25:55,034][root][INFO] - ===> Epoch[6800](34000/5): Loss -0.8328, Sem 0.0168, dir -0.9879, norm 0.1382, swav 0.0000 LR: 4.711e-02 Score 99.442 Data time: 0.0834, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.8537 [2020-10-19 14:25:57,084][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 14:25:57,246][root][INFO] - ===> Start testing [2020-10-19 14:26:37,376][root][INFO] - 68/68: Data time: 0.0020, Iter time: 0.1109 Loss 2.042 (AVG: 0.564) Score 74.450 (AVG: 90.605) mIOU 69.808 mAP 84.025 mAcc 77.585 IOU: 62.127 0.242 76.728 74.947 94.709 92.022 35.641 81.926 98.043 67.847 79.642 85.841 57.787 mAP: 80.473 12.282 94.190 86.985 98.877 97.841 58.270 96.674 99.701 90.485 92.865 94.084 89.595 mAcc: 77.601 2.005 89.151 82.778 96.498 96.600 39.346 91.944 98.816 86.188 90.255 96.247 61.176 [2020-10-19 14:26:37,389][root][INFO] - Finished test. Elapsed time: 40.1297 [2020-10-19 14:26:40,229][root][INFO] - [2020-10-19 14:26:40,230][root][INFO] - ################################################################ [2020-10-19 14:26:40,230][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 14:26:40,230][root][INFO] - ################################################################ [2020-10-19 14:26:40,230][root][INFO] - clutter : nan nan nan [2020-10-19 14:26:40,230][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 14:26:40,230][root][INFO] - board : 0.791 0.851 0.897 [2020-10-19 14:26:40,230][root][INFO] - bookcase : 0.246 0.374 0.503 [2020-10-19 14:26:40,230][root][INFO] - ceiling : 0.515 0.600 0.640 [2020-10-19 14:26:40,230][root][INFO] - chair : 0.816 0.905 0.918 [2020-10-19 14:26:40,230][root][INFO] - column : 0.217 0.339 0.413 [2020-10-19 14:26:40,230][root][INFO] - door : 0.758 0.883 0.931 [2020-10-19 14:26:40,230][root][INFO] - floor : 0.945 0.945 0.987 [2020-10-19 14:26:40,230][root][INFO] - sofa : 0.442 0.717 0.818 [2020-10-19 14:26:40,230][root][INFO] - table : 0.143 0.296 0.649 [2020-10-19 14:26:40,230][root][INFO] - wall : 0.525 0.718 0.802 [2020-10-19 14:26:40,230][root][INFO] - window : 0.503 0.747 0.767 [2020-10-19 14:26:40,230][root][INFO] - ---------------------------------------------------------------- [2020-10-19 14:26:40,230][root][INFO] - average : 0.492 0.615 0.694 [2020-10-19 14:26:40,230][root][INFO] - [2020-10-19 14:26:40,385][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 14:26:40,386][root][INFO] - Current best mIoU: 72.177 at iter 31200 [2020-10-19 14:26:42,028][root][INFO] - ===> Epoch[6801](34001/5): Loss -0.8398, Sem 0.0150, dir -0.9879, norm 0.1331, swav 0.0000 LR: 4.711e-02 Score 99.493 Data time: 0.0658, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.6357 [2020-10-19 14:26:44,245][root][INFO] - ===> Epoch[6801](34002/5): Loss -0.8470, Sem 0.0161, dir -0.9889, norm 0.1258, swav 0.0000 LR: 4.711e-02 Score 99.461 Data time: 0.0624, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0902 [2020-10-19 14:26:46,848][root][INFO] - ===> Epoch[6801](34003/5): Loss -0.8401, Sem 0.0184, dir -0.9869, norm 0.1285, swav 0.0000 LR: 4.711e-02 Score 99.381 Data time: 0.1225, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.5117 [2020-10-19 14:26:49,016][root][INFO] - ===> Epoch[6801](34004/5): Loss -0.8451, Sem 0.0164, dir -0.9888, norm 0.1273, swav 0.0000 LR: 4.711e-02 Score 99.454 Data time: 0.1413, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0528 [2020-10-19 14:26:51,306][root][INFO] - ===> Epoch[6801](34005/5): Loss -0.8327, Sem 0.0162, dir -0.9873, norm 0.1384, swav 0.0000 LR: 4.711e-02 Score 99.473 Data time: 0.1037, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.1616 [2020-10-19 14:26:53,775][root][INFO] - ===> Epoch[6802](34006/5): Loss -0.8526, Sem 0.0167, dir -0.9888, norm 0.1194, swav 0.0000 LR: 4.710e-02 Score 99.445 Data time: 0.0615, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.3450 [2020-10-19 14:26:55,639][root][INFO] - ===> Epoch[6802](34007/5): Loss -0.8513, Sem 0.0161, dir -0.9889, norm 0.1215, swav 0.0000 LR: 4.710e-02 Score 99.448 Data time: 0.1000, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.7892 [2020-10-19 14:26:57,622][root][INFO] - ===> Epoch[6802](34008/5): Loss -0.8511, Sem 0.0154, dir -0.9895, norm 0.1229, swav 0.0000 LR: 4.710e-02 Score 99.490 Data time: 0.0702, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.8724 [2020-10-19 14:27:00,310][root][INFO] - ===> Epoch[6802](34009/5): Loss -0.8470, Sem 0.0154, dir -0.9884, norm 0.1260, swav 0.0000 LR: 4.710e-02 Score 99.478 Data time: 0.1121, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.5943 [2020-10-19 14:27:02,093][root][INFO] - ===> Epoch[6802](34010/5): Loss -0.8472, Sem 0.0157, dir -0.9890, norm 0.1261, swav 0.0000 LR: 4.710e-02 Score 99.475 Data time: 0.0795, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.6548 [2020-10-19 14:27:04,539][root][INFO] - ===> Epoch[6803](34011/5): Loss -0.8490, Sem 0.0163, dir -0.9886, norm 0.1233, swav 0.0000 LR: 4.710e-02 Score 99.447 Data time: 0.0933, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.3511 [2020-10-19 14:27:06,855][root][INFO] - ===> Epoch[6803](34012/5): Loss -0.8450, Sem 0.0157, dir -0.9877, norm 0.1269, swav 0.0000 LR: 4.709e-02 Score 99.471 Data time: 0.0925, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.2092 [2020-10-19 14:27:09,316][root][INFO] - ===> Epoch[6803](34013/5): Loss -0.8508, Sem 0.0164, dir -0.9890, norm 0.1218, swav 0.0000 LR: 4.709e-02 Score 99.440 Data time: 0.0887, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.3858 [2020-10-19 14:27:11,678][root][INFO] - ===> Epoch[6803](34014/5): Loss -0.8424, Sem 0.0158, dir -0.9885, norm 0.1303, swav 0.0000 LR: 4.709e-02 Score 99.457 Data time: 0.0777, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.2794 [2020-10-19 14:27:13,873][root][INFO] - ===> Epoch[6803](34015/5): Loss -0.8534, Sem 0.0164, dir -0.9888, norm 0.1190, swav 0.0000 LR: 4.709e-02 Score 99.442 Data time: 0.0910, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0934 [2020-10-19 14:27:16,224][root][INFO] - ===> Epoch[6804](34016/5): Loss -0.8496, Sem 0.0161, dir -0.9887, norm 0.1230, swav 0.0000 LR: 4.709e-02 Score 99.452 Data time: 0.1069, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.2616 [2020-10-19 14:27:18,350][root][INFO] - ===> Epoch[6804](34017/5): Loss -0.8557, Sem 0.0176, dir -0.9882, norm 0.1149, swav 0.0000 LR: 4.709e-02 Score 99.426 Data time: 0.0639, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0025 [2020-10-19 14:27:20,457][root][INFO] - ===> Epoch[6804](34018/5): Loss -0.8340, Sem 0.0158, dir -0.9873, norm 0.1375, swav 0.0000 LR: 4.708e-02 Score 99.467 Data time: 0.0940, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0537 [2020-10-19 14:27:22,986][root][INFO] - ===> Epoch[6804](34019/5): Loss -0.8535, Sem 0.0156, dir -0.9893, norm 0.1202, swav 0.0000 LR: 4.708e-02 Score 99.472 Data time: 0.0736, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.4179 [2020-10-19 14:27:24,982][root][INFO] - ===> Epoch[6804](34020/5): Loss -0.8636, Sem 0.0153, dir -0.9896, norm 0.1107, swav 0.0000 LR: 4.708e-02 Score 99.479 Data time: 0.2174, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.9368 [2020-10-19 14:27:27,435][root][INFO] - ===> Epoch[6805](34021/5): Loss -0.8530, Sem 0.0166, dir -0.9887, norm 0.1192, swav 0.0000 LR: 4.708e-02 Score 99.442 Data time: 0.1023, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.3667 [2020-10-19 14:27:29,455][root][INFO] - ===> Epoch[6805](34022/5): Loss -0.8594, Sem 0.0158, dir -0.9896, norm 0.1144, swav 0.0000 LR: 4.708e-02 Score 99.466 Data time: 0.0914, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.9228 [2020-10-19 14:27:31,792][root][INFO] - ===> Epoch[6805](34023/5): Loss -0.8410, Sem 0.0175, dir -0.9870, norm 0.1285, swav 0.0000 LR: 4.708e-02 Score 99.413 Data time: 0.0754, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.2331 [2020-10-19 14:27:34,215][root][INFO] - ===> Epoch[6805](34024/5): Loss -0.8402, Sem 0.0154, dir -0.9885, norm 0.1329, swav 0.0000 LR: 4.707e-02 Score 99.483 Data time: 0.0906, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.3068 [2020-10-19 14:27:36,305][root][INFO] - ===> Epoch[6805](34025/5): Loss -0.8549, Sem 0.0159, dir -0.9884, norm 0.1176, swav 0.0000 LR: 4.707e-02 Score 99.462 Data time: 0.0779, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.9931 [2020-10-19 14:27:38,257][root][INFO] - ===> Epoch[6806](34026/5): Loss -0.8603, Sem 0.0161, dir -0.9883, norm 0.1119, swav 0.0000 LR: 4.707e-02 Score 99.460 Data time: 0.0889, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.8445 [2020-10-19 14:27:40,459][root][INFO] - ===> Epoch[6806](34027/5): Loss -0.8553, Sem 0.0135, dir -0.9902, norm 0.1214, swav 0.0000 LR: 4.707e-02 Score 99.541 Data time: 0.0840, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.1068 [2020-10-19 14:27:42,421][root][INFO] - ===> Epoch[6806](34028/5): Loss -0.8644, Sem 0.0162, dir -0.9894, norm 0.1088, swav 0.0000 LR: 4.707e-02 Score 99.442 Data time: 0.0686, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.8674 [2020-10-19 14:27:44,604][root][INFO] - ===> Epoch[6806](34029/5): Loss -0.8268, Sem 0.0169, dir -0.9886, norm 0.1449, swav 0.0000 LR: 4.707e-02 Score 99.441 Data time: 0.0765, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.1165 [2020-10-19 14:27:47,397][root][INFO] - ===> Epoch[6806](34030/5): Loss -0.8434, Sem 0.0181, dir -0.9870, norm 0.1255, swav 0.0000 LR: 4.706e-02 Score 99.400 Data time: 0.0715, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.6906 [2020-10-19 14:27:49,936][root][INFO] - ===> Epoch[6807](34031/5): Loss -0.8473, Sem 0.0164, dir -0.9881, norm 0.1243, swav 0.0000 LR: 4.706e-02 Score 99.442 Data time: 0.1116, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.4446 [2020-10-19 14:27:51,727][root][INFO] - ===> Epoch[6807](34032/5): Loss -0.8590, Sem 0.0161, dir -0.9891, norm 0.1140, swav 0.0000 LR: 4.706e-02 Score 99.450 Data time: 0.0704, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.6810 [2020-10-19 14:27:53,941][root][INFO] - ===> Epoch[6807](34033/5): Loss -0.8454, Sem 0.0154, dir -0.9886, norm 0.1278, swav 0.0000 LR: 4.706e-02 Score 99.489 Data time: 0.0759, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.1255 [2020-10-19 14:27:56,014][root][INFO] - ===> Epoch[6807](34034/5): Loss -0.8428, Sem 0.0149, dir -0.9885, norm 0.1308, swav 0.0000 LR: 4.706e-02 Score 99.499 Data time: 0.0829, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.9761 [2020-10-19 14:27:58,403][root][INFO] - ===> Epoch[6807](34035/5): Loss -0.8503, Sem 0.0154, dir -0.9882, norm 0.1225, swav 0.0000 LR: 4.706e-02 Score 99.480 Data time: 0.0985, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.2623 [2020-10-19 14:28:00,469][root][INFO] - ===> Epoch[6808](34036/5): Loss -0.8385, Sem 0.0163, dir -0.9879, norm 0.1331, swav 0.0000 LR: 4.706e-02 Score 99.441 Data time: 0.0719, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.9445 [2020-10-19 14:28:02,508][root][INFO] - ===> Epoch[6808](34037/5): Loss -0.8550, Sem 0.0156, dir -0.9894, norm 0.1188, swav 0.0000 LR: 4.705e-02 Score 99.469 Data time: 0.0531, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.9360 [2020-10-19 14:28:04,656][root][INFO] - ===> Epoch[6808](34038/5): Loss -0.8371, Sem 0.0164, dir -0.9873, norm 0.1339, swav 0.0000 LR: 4.705e-02 Score 99.451 Data time: 0.1639, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0822 [2020-10-19 14:28:07,080][root][INFO] - ===> Epoch[6808](34039/5): Loss -0.8519, Sem 0.0154, dir -0.9889, norm 0.1216, swav 0.0000 LR: 4.705e-02 Score 99.487 Data time: 0.0820, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.3094 [2020-10-19 14:28:09,154][root][INFO] - ===> Epoch[6808](34040/5): Loss -0.8423, Sem 0.0161, dir -0.9880, norm 0.1296, swav 0.0000 LR: 4.705e-02 Score 99.455 Data time: 0.0623, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.9787 [2020-10-19 14:28:11,356][root][INFO] - ===> Epoch[6809](34041/5): Loss -0.8445, Sem 0.0179, dir -0.9877, norm 0.1253, swav 0.0000 LR: 4.705e-02 Score 99.395 Data time: 0.0646, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.1092 [2020-10-19 14:28:13,665][root][INFO] - ===> Epoch[6809](34042/5): Loss -0.8634, Sem 0.0140, dir -0.9897, norm 0.1123, swav 0.0000 LR: 4.705e-02 Score 99.517 Data time: 0.0652, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.2209 [2020-10-19 14:28:16,043][root][INFO] - ===> Epoch[6809](34043/5): Loss -0.8422, Sem 0.0165, dir -0.9885, norm 0.1298, swav 0.0000 LR: 4.704e-02 Score 99.439 Data time: 0.0837, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.3102 [2020-10-19 14:28:18,334][root][INFO] - ===> Epoch[6809](34044/5): Loss -0.8546, Sem 0.0143, dir -0.9884, norm 0.1195, swav 0.0000 LR: 4.704e-02 Score 99.511 Data time: 0.1072, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.1759 [2020-10-19 14:28:20,590][root][INFO] - ===> Epoch[6809](34045/5): Loss -0.8588, Sem 0.0146, dir -0.9897, norm 0.1163, swav 0.0000 LR: 4.704e-02 Score 99.509 Data time: 0.0555, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.1557 [2020-10-19 14:28:23,628][root][INFO] - ===> Epoch[6810](34046/5): Loss -0.8582, Sem 0.0178, dir -0.9893, norm 0.1133, swav 0.0000 LR: 4.704e-02 Score 99.418 Data time: 0.0797, Forward time: 0.7789, Backward time: 1.1667, DDP time: 0.0032, Total iter time: 2.9512 [2020-10-19 14:28:25,817][root][INFO] - ===> Epoch[6810](34047/5): Loss -0.8473, Sem 0.0158, dir -0.9883, norm 0.1252, swav 0.0000 LR: 4.704e-02 Score 99.463 Data time: 0.0923, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0855 [2020-10-19 14:28:27,617][root][INFO] - ===> Epoch[6810](34048/5): Loss -0.8617, Sem 0.0168, dir -0.9883, norm 0.1098, swav 0.0000 LR: 4.704e-02 Score 99.423 Data time: 0.1044, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.6904 [2020-10-19 14:28:29,574][root][INFO] - ===> Epoch[6810](34049/5): Loss -0.8564, Sem 0.0154, dir -0.9888, norm 0.1169, swav 0.0000 LR: 4.703e-02 Score 99.479 Data time: 0.0771, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.8499 [2020-10-19 14:28:31,781][root][INFO] - ===> Epoch[6810](34050/5): Loss -0.8341, Sem 0.0157, dir -0.9879, norm 0.1381, swav 0.0000 LR: 4.703e-02 Score 99.478 Data time: 0.0886, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.1069 [2020-10-19 14:28:33,821][root][INFO] - ===> Epoch[6811](34051/5): Loss -0.8451, Sem 0.0165, dir -0.9891, norm 0.1276, swav 0.0000 LR: 4.703e-02 Score 99.440 Data time: 0.1473, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.8991 [2020-10-19 14:28:35,735][root][INFO] - ===> Epoch[6811](34052/5): Loss -0.8480, Sem 0.0160, dir -0.9882, norm 0.1243, swav 0.0000 LR: 4.703e-02 Score 99.453 Data time: 0.0856, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.8447 [2020-10-19 14:28:38,111][root][INFO] - ===> Epoch[6811](34053/5): Loss -0.8511, Sem 0.0153, dir -0.9892, norm 0.1228, swav 0.0000 LR: 4.703e-02 Score 99.477 Data time: 0.0555, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.2733 [2020-10-19 14:28:40,050][root][INFO] - ===> Epoch[6811](34054/5): Loss -0.8437, Sem 0.0164, dir -0.9885, norm 0.1284, swav 0.0000 LR: 4.703e-02 Score 99.447 Data time: 0.1135, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.8761 [2020-10-19 14:28:42,336][root][INFO] - ===> Epoch[6811](34055/5): Loss -0.8586, Sem 0.0145, dir -0.9880, norm 0.1150, swav 0.0000 LR: 4.702e-02 Score 99.523 Data time: 0.1001, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.1985 [2020-10-19 14:28:44,405][root][INFO] - ===> Epoch[6812](34056/5): Loss -0.8476, Sem 0.0147, dir -0.9890, norm 0.1267, swav 0.0000 LR: 4.702e-02 Score 99.496 Data time: 0.0645, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.9448 [2020-10-19 14:28:46,562][root][INFO] - ===> Epoch[6812](34057/5): Loss -0.8683, Sem 0.0151, dir -0.9895, norm 0.1061, swav 0.0000 LR: 4.702e-02 Score 99.488 Data time: 0.1247, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0849 [2020-10-19 14:28:48,745][root][INFO] - ===> Epoch[6812](34058/5): Loss -0.8302, Sem 0.0156, dir -0.9884, norm 0.1426, swav 0.0000 LR: 4.702e-02 Score 99.473 Data time: 0.0951, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.1046 [2020-10-19 14:28:51,079][root][INFO] - ===> Epoch[6812](34059/5): Loss -0.8423, Sem 0.0168, dir -0.9887, norm 0.1296, swav 0.0000 LR: 4.702e-02 Score 99.429 Data time: 0.0714, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.1852 [2020-10-19 14:28:53,634][root][INFO] - ===> Epoch[6812](34060/5): Loss -0.8223, Sem 0.0171, dir -0.9868, norm 0.1474, swav 0.0000 LR: 4.702e-02 Score 99.440 Data time: 0.0712, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.4680 [2020-10-19 14:28:55,875][root][INFO] - ===> Epoch[6813](34061/5): Loss -0.8510, Sem 0.0148, dir -0.9880, norm 0.1223, swav 0.0000 LR: 4.701e-02 Score 99.509 Data time: 0.0896, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.1427 [2020-10-19 14:28:58,233][root][INFO] - ===> Epoch[6813](34062/5): Loss -0.8432, Sem 0.0163, dir -0.9891, norm 0.1296, swav 0.0000 LR: 4.701e-02 Score 99.452 Data time: 0.0778, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.2243 [2020-10-19 14:29:00,169][root][INFO] - ===> Epoch[6813](34063/5): Loss -0.8539, Sem 0.0174, dir -0.9884, norm 0.1171, swav 0.0000 LR: 4.701e-02 Score 99.414 Data time: 0.0693, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.8256 [2020-10-19 14:29:02,082][root][INFO] - ===> Epoch[6813](34064/5): Loss -0.8452, Sem 0.0151, dir -0.9883, norm 0.1280, swav 0.0000 LR: 4.701e-02 Score 99.501 Data time: 0.0771, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.8275 [2020-10-19 14:29:04,683][root][INFO] - ===> Epoch[6813](34065/5): Loss -0.8401, Sem 0.0160, dir -0.9878, norm 0.1316, swav 0.0000 LR: 4.701e-02 Score 99.488 Data time: 0.1553, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.4873 [2020-10-19 14:29:07,105][root][INFO] - ===> Epoch[6814](34066/5): Loss -0.8502, Sem 0.0148, dir -0.9886, norm 0.1236, swav 0.0000 LR: 4.701e-02 Score 99.511 Data time: 0.0759, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.3129 [2020-10-19 14:29:09,087][root][INFO] - ===> Epoch[6814](34067/5): Loss -0.8516, Sem 0.0159, dir -0.9883, norm 0.1209, swav 0.0000 LR: 4.700e-02 Score 99.473 Data time: 0.0793, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.8759 [2020-10-19 14:29:11,150][root][INFO] - ===> Epoch[6814](34068/5): Loss -0.8598, Sem 0.0153, dir -0.9898, norm 0.1146, swav 0.0000 LR: 4.700e-02 Score 99.487 Data time: 0.0798, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.9608 [2020-10-19 14:29:13,301][root][INFO] - ===> Epoch[6814](34069/5): Loss -0.8515, Sem 0.0145, dir -0.9890, norm 0.1230, swav 0.0000 LR: 4.700e-02 Score 99.503 Data time: 0.0475, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0326 [2020-10-19 14:29:15,373][root][INFO] - ===> Epoch[6814](34070/5): Loss -0.8569, Sem 0.0158, dir -0.9893, norm 0.1165, swav 0.0000 LR: 4.700e-02 Score 99.475 Data time: 0.0866, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.9646 [2020-10-19 14:29:17,719][root][INFO] - ===> Epoch[6815](34071/5): Loss -0.8385, Sem 0.0166, dir -0.9870, norm 0.1319, swav 0.0000 LR: 4.700e-02 Score 99.452 Data time: 0.0680, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.2323 [2020-10-19 14:29:19,856][root][INFO] - ===> Epoch[6815](34072/5): Loss -0.8633, Sem 0.0152, dir -0.9893, norm 0.1109, swav 0.0000 LR: 4.700e-02 Score 99.488 Data time: 0.0690, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0271 [2020-10-19 14:29:22,248][root][INFO] - ===> Epoch[6815](34073/5): Loss -0.8459, Sem 0.0168, dir -0.9874, norm 0.1248, swav 0.0000 LR: 4.699e-02 Score 99.442 Data time: 0.0521, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.2981 [2020-10-19 14:29:24,359][root][INFO] - ===> Epoch[6815](34074/5): Loss -0.8587, Sem 0.0135, dir -0.9887, norm 0.1165, swav 0.0000 LR: 4.699e-02 Score 99.541 Data time: 0.0503, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0098 [2020-10-19 14:29:26,332][root][INFO] - ===> Epoch[6815](34075/5): Loss -0.8637, Sem 0.0143, dir -0.9895, norm 0.1115, swav 0.0000 LR: 4.699e-02 Score 99.516 Data time: 0.0753, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.8777 [2020-10-19 14:29:28,559][root][INFO] - ===> Epoch[6816](34076/5): Loss -0.8421, Sem 0.0172, dir -0.9872, norm 0.1280, swav 0.0000 LR: 4.699e-02 Score 99.415 Data time: 0.0959, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.1236 [2020-10-19 14:29:31,116][root][INFO] - ===> Epoch[6816](34077/5): Loss -0.8440, Sem 0.0168, dir -0.9888, norm 0.1281, swav 0.0000 LR: 4.699e-02 Score 99.442 Data time: 0.0779, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.4217 [2020-10-19 14:29:33,234][root][INFO] - ===> Epoch[6816](34078/5): Loss -0.8446, Sem 0.0155, dir -0.9887, norm 0.1285, swav 0.0000 LR: 4.699e-02 Score 99.484 Data time: 0.0861, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.9794 [2020-10-19 14:29:35,473][root][INFO] - ===> Epoch[6816](34079/5): Loss -0.8451, Sem 0.0165, dir -0.9875, norm 0.1259, swav 0.0000 LR: 4.698e-02 Score 99.444 Data time: 0.0994, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0991 [2020-10-19 14:29:37,548][root][INFO] - ===> Epoch[6816](34080/5): Loss -0.8570, Sem 0.0151, dir -0.9894, norm 0.1173, swav 0.0000 LR: 4.698e-02 Score 99.485 Data time: 0.0902, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.9579 [2020-10-19 14:29:39,939][root][INFO] - ===> Epoch[6817](34081/5): Loss -0.8494, Sem 0.0153, dir -0.9882, norm 0.1235, swav 0.0000 LR: 4.698e-02 Score 99.476 Data time: 0.1318, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.2780 [2020-10-19 14:29:42,158][root][INFO] - ===> Epoch[6817](34082/5): Loss -0.8552, Sem 0.0165, dir -0.9892, norm 0.1175, swav 0.0000 LR: 4.698e-02 Score 99.465 Data time: 0.0991, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.1011 [2020-10-19 14:29:44,208][root][INFO] - ===> Epoch[6817](34083/5): Loss -0.8422, Sem 0.0174, dir -0.9872, norm 0.1275, swav 0.0000 LR: 4.698e-02 Score 99.397 Data time: 0.0726, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.9252 [2020-10-19 14:29:46,230][root][INFO] - ===> Epoch[6817](34084/5): Loss -0.8512, Sem 0.0159, dir -0.9899, norm 0.1227, swav 0.0000 LR: 4.698e-02 Score 99.459 Data time: 0.0841, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.9232 [2020-10-19 14:29:48,425][root][INFO] - ===> Epoch[6817](34085/5): Loss -0.8550, Sem 0.0155, dir -0.9885, norm 0.1180, swav 0.0000 LR: 4.698e-02 Score 99.479 Data time: 0.0841, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0795 [2020-10-19 14:29:50,620][root][INFO] - ===> Epoch[6818](34086/5): Loss -0.8478, Sem 0.0156, dir -0.9889, norm 0.1255, swav 0.0000 LR: 4.697e-02 Score 99.482 Data time: 0.0864, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0799 [2020-10-19 14:29:52,835][root][INFO] - ===> Epoch[6818](34087/5): Loss -0.8535, Sem 0.0166, dir -0.9889, norm 0.1188, swav 0.0000 LR: 4.697e-02 Score 99.469 Data time: 0.0828, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0772 [2020-10-19 14:29:54,943][root][INFO] - ===> Epoch[6818](34088/5): Loss -0.8520, Sem 0.0179, dir -0.9886, norm 0.1188, swav 0.0000 LR: 4.697e-02 Score 99.401 Data time: 0.0574, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0120 [2020-10-19 14:29:57,400][root][INFO] - ===> Epoch[6818](34089/5): Loss -0.8429, Sem 0.0158, dir -0.9879, norm 0.1293, swav 0.0000 LR: 4.697e-02 Score 99.469 Data time: 0.1108, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.3807 [2020-10-19 14:29:59,526][root][INFO] - ===> Epoch[6818](34090/5): Loss -0.8543, Sem 0.0167, dir -0.9891, norm 0.1181, swav 0.0000 LR: 4.697e-02 Score 99.435 Data time: 0.0684, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0099 [2020-10-19 14:30:01,519][root][INFO] - ===> Epoch[6819](34091/5): Loss -0.8655, Sem 0.0150, dir -0.9902, norm 0.1096, swav 0.0000 LR: 4.697e-02 Score 99.492 Data time: 0.0660, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.8833 [2020-10-19 14:30:03,452][root][INFO] - ===> Epoch[6819](34092/5): Loss -0.8463, Sem 0.0189, dir -0.9884, norm 0.1232, swav 0.0000 LR: 4.696e-02 Score 99.383 Data time: 0.0824, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.8406 [2020-10-19 14:30:05,333][root][INFO] - ===> Epoch[6819](34093/5): Loss -0.8597, Sem 0.0159, dir -0.9891, norm 0.1136, swav 0.0000 LR: 4.696e-02 Score 99.467 Data time: 0.0841, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.7553 [2020-10-19 14:30:07,716][root][INFO] - ===> Epoch[6819](34094/5): Loss -0.8501, Sem 0.0167, dir -0.9882, norm 0.1214, swav 0.0000 LR: 4.696e-02 Score 99.439 Data time: 0.2557, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.2839 [2020-10-19 14:30:10,303][root][INFO] - ===> Epoch[6819](34095/5): Loss -0.8538, Sem 0.0139, dir -0.9895, norm 0.1217, swav 0.0000 LR: 4.696e-02 Score 99.522 Data time: 0.1105, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.4903 [2020-10-19 14:30:12,375][root][INFO] - ===> Epoch[6820](34096/5): Loss -0.8653, Sem 0.0134, dir -0.9901, norm 0.1114, swav 0.0000 LR: 4.696e-02 Score 99.552 Data time: 0.0523, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.9547 [2020-10-19 14:30:14,785][root][INFO] - ===> Epoch[6820](34097/5): Loss -0.8605, Sem 0.0162, dir -0.9886, norm 0.1119, swav 0.0000 LR: 4.696e-02 Score 99.456 Data time: 0.0648, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.3271 [2020-10-19 14:30:16,904][root][INFO] - ===> Epoch[6820](34098/5): Loss -0.8421, Sem 0.0162, dir -0.9881, norm 0.1298, swav 0.0000 LR: 4.695e-02 Score 99.462 Data time: 0.1120, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0452 [2020-10-19 14:30:18,966][root][INFO] - ===> Epoch[6820](34099/5): Loss -0.8518, Sem 0.0169, dir -0.9888, norm 0.1202, swav 0.0000 LR: 4.695e-02 Score 99.431 Data time: 0.0627, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.9547 [2020-10-19 14:30:21,074][root][INFO] - ===> Epoch[6820](34100/5): Loss -0.8541, Sem 0.0168, dir -0.9889, norm 0.1180, swav 0.0000 LR: 4.695e-02 Score 99.433 Data time: 0.0660, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0262 [2020-10-19 14:30:22,695][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 14:30:24,596][root][INFO] - ===> Epoch[6821](34101/5): Loss -0.8578, Sem 0.0151, dir -0.9899, norm 0.1170, swav 0.0000 LR: 4.695e-02 Score 99.485 Data time: 0.0809, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.7330 [2020-10-19 14:30:26,641][root][INFO] - ===> Epoch[6821](34102/5): Loss -0.8477, Sem 0.0159, dir -0.9885, norm 0.1249, swav 0.0000 LR: 4.695e-02 Score 99.468 Data time: 0.0886, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.9260 [2020-10-19 14:30:28,579][root][INFO] - ===> Epoch[6821](34103/5): Loss -0.8539, Sem 0.0176, dir -0.9878, norm 0.1163, swav 0.0000 LR: 4.695e-02 Score 99.412 Data time: 0.1622, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.8159 [2020-10-19 14:30:30,734][root][INFO] - ===> Epoch[6821](34104/5): Loss -0.8476, Sem 0.0172, dir -0.9880, norm 0.1232, swav 0.0000 LR: 4.694e-02 Score 99.446 Data time: 0.1986, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0909 [2020-10-19 14:30:32,859][root][INFO] - ===> Epoch[6821](34105/5): Loss -0.8539, Sem 0.0172, dir -0.9893, norm 0.1182, swav 0.0000 LR: 4.694e-02 Score 99.421 Data time: 0.0929, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0131 [2020-10-19 14:30:35,082][root][INFO] - ===> Epoch[6822](34106/5): Loss -0.8519, Sem 0.0153, dir -0.9892, norm 0.1220, swav 0.0000 LR: 4.694e-02 Score 99.493 Data time: 0.0757, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1247 [2020-10-19 14:30:37,105][root][INFO] - ===> Epoch[6822](34107/5): Loss -0.8484, Sem 0.0160, dir -0.9881, norm 0.1238, swav 0.0000 LR: 4.694e-02 Score 99.461 Data time: 0.0884, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9218 [2020-10-19 14:30:39,170][root][INFO] - ===> Epoch[6822](34108/5): Loss -0.8543, Sem 0.0160, dir -0.9886, norm 0.1183, swav 0.0000 LR: 4.694e-02 Score 99.457 Data time: 0.0652, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9457 [2020-10-19 14:30:40,997][root][INFO] - ===> Epoch[6822](34109/5): Loss -0.8554, Sem 0.0155, dir -0.9888, norm 0.1179, swav 0.0000 LR: 4.694e-02 Score 99.476 Data time: 0.0673, Forward time: 0.7789, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.7448 [2020-10-19 14:30:43,918][root][INFO] - ===> Epoch[6822](34110/5): Loss -0.8438, Sem 0.0172, dir -0.9883, norm 0.1272, swav 0.0000 LR: 4.693e-02 Score 99.426 Data time: 0.0910, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.8174 [2020-10-19 14:30:46,162][root][INFO] - ===> Epoch[6823](34111/5): Loss -0.8573, Sem 0.0174, dir -0.9884, norm 0.1137, swav 0.0000 LR: 4.693e-02 Score 99.408 Data time: 0.0675, Forward time: 0.7789, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.1238 [2020-10-19 14:30:48,077][root][INFO] - ===> Epoch[6823](34112/5): Loss -0.8502, Sem 0.0150, dir -0.9891, norm 0.1239, swav 0.0000 LR: 4.693e-02 Score 99.497 Data time: 0.0861, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8121 [2020-10-19 14:30:50,234][root][INFO] - ===> Epoch[6823](34113/5): Loss -0.8563, Sem 0.0165, dir -0.9889, norm 0.1161, swav 0.0000 LR: 4.693e-02 Score 99.449 Data time: 0.0858, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0373 [2020-10-19 14:30:52,750][root][INFO] - ===> Epoch[6823](34114/5): Loss -0.8540, Sem 0.0165, dir -0.9888, norm 0.1183, swav 0.0000 LR: 4.693e-02 Score 99.449 Data time: 0.0772, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.3877 [2020-10-19 14:30:55,083][root][INFO] - ===> Epoch[6823](34115/5): Loss -0.8536, Sem 0.0153, dir -0.9880, norm 0.1192, swav 0.0000 LR: 4.693e-02 Score 99.482 Data time: 0.0938, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.2348 [2020-10-19 14:30:57,504][root][INFO] - ===> Epoch[6824](34116/5): Loss -0.8483, Sem 0.0165, dir -0.9892, norm 0.1244, swav 0.0000 LR: 4.692e-02 Score 99.444 Data time: 0.1100, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.3095 [2020-10-19 14:30:59,794][root][INFO] - ===> Epoch[6824](34117/5): Loss -0.8549, Sem 0.0171, dir -0.9880, norm 0.1160, swav 0.0000 LR: 4.692e-02 Score 99.430 Data time: 0.0898, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1965 [2020-10-19 14:31:01,807][root][INFO] - ===> Epoch[6824](34118/5): Loss -0.8435, Sem 0.0175, dir -0.9865, norm 0.1255, swav 0.0000 LR: 4.692e-02 Score 99.408 Data time: 0.0599, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8979 [2020-10-19 14:31:04,053][root][INFO] - ===> Epoch[6824](34119/5): Loss -0.8571, Sem 0.0159, dir -0.9893, norm 0.1163, swav 0.0000 LR: 4.692e-02 Score 99.461 Data time: 0.0899, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1469 [2020-10-19 14:31:06,156][root][INFO] - ===> Epoch[6824](34120/5): Loss -0.8571, Sem 0.0146, dir -0.9897, norm 0.1180, swav 0.0000 LR: 4.692e-02 Score 99.511 Data time: 0.0765, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0123 [2020-10-19 14:31:08,868][root][INFO] - ===> Epoch[6825](34121/5): Loss -0.8568, Sem 0.0160, dir -0.9893, norm 0.1164, swav 0.0000 LR: 4.692e-02 Score 99.462 Data time: 0.0812, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.6279 [2020-10-19 14:31:11,025][root][INFO] - ===> Epoch[6825](34122/5): Loss -0.8586, Sem 0.0156, dir -0.9893, norm 0.1150, swav 0.0000 LR: 4.691e-02 Score 99.461 Data time: 0.0853, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0298 [2020-10-19 14:31:13,223][root][INFO] - ===> Epoch[6825](34123/5): Loss -0.8532, Sem 0.0155, dir -0.9888, norm 0.1201, swav 0.0000 LR: 4.691e-02 Score 99.485 Data time: 0.0767, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.1353 [2020-10-19 14:31:15,408][root][INFO] - ===> Epoch[6825](34124/5): Loss -0.8613, Sem 0.0152, dir -0.9887, norm 0.1122, swav 0.0000 LR: 4.691e-02 Score 99.486 Data time: 0.0901, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0930 [2020-10-19 14:31:18,236][root][INFO] - ===> Epoch[6825](34125/5): Loss -0.8445, Sem 0.0156, dir -0.9889, norm 0.1289, swav 0.0000 LR: 4.691e-02 Score 99.473 Data time: 0.0748, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.7133 [2020-10-19 14:31:20,225][root][INFO] - ===> Epoch[6826](34126/5): Loss -0.8501, Sem 0.0152, dir -0.9886, norm 0.1232, swav 0.0000 LR: 4.691e-02 Score 99.478 Data time: 0.0805, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.8711 [2020-10-19 14:31:22,814][root][INFO] - ===> Epoch[6826](34127/5): Loss -0.8444, Sem 0.0164, dir -0.9884, norm 0.1276, swav 0.0000 LR: 4.691e-02 Score 99.442 Data time: 0.0686, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.4940 [2020-10-19 14:31:25,029][root][INFO] - ===> Epoch[6826](34128/5): Loss -0.8625, Sem 0.0156, dir -0.9896, norm 0.1115, swav 0.0000 LR: 4.691e-02 Score 99.474 Data time: 0.1400, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.1372 [2020-10-19 14:31:27,612][root][INFO] - ===> Epoch[6826](34129/5): Loss -0.8411, Sem 0.0157, dir -0.9882, norm 0.1313, swav 0.0000 LR: 4.690e-02 Score 99.479 Data time: 0.1045, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.4724 [2020-10-19 14:31:29,646][root][INFO] - ===> Epoch[6826](34130/5): Loss -0.8451, Sem 0.0170, dir -0.9883, norm 0.1262, swav 0.0000 LR: 4.690e-02 Score 99.439 Data time: 0.0920, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.9126 [2020-10-19 14:31:31,647][root][INFO] - ===> Epoch[6827](34131/5): Loss -0.8526, Sem 0.0165, dir -0.9886, norm 0.1194, swav 0.0000 LR: 4.690e-02 Score 99.454 Data time: 0.0738, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.8993 [2020-10-19 14:31:33,899][root][INFO] - ===> Epoch[6827](34132/5): Loss -0.8189, Sem 0.0150, dir -0.9880, norm 0.1541, swav 0.0000 LR: 4.690e-02 Score 99.495 Data time: 0.1446, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.1685 [2020-10-19 14:31:36,323][root][INFO] - ===> Epoch[6827](34133/5): Loss -0.8656, Sem 0.0160, dir -0.9902, norm 0.1085, swav 0.0000 LR: 4.690e-02 Score 99.461 Data time: 0.1050, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.3027 [2020-10-19 14:31:38,819][root][INFO] - ===> Epoch[6827](34134/5): Loss -0.8496, Sem 0.0159, dir -0.9887, norm 0.1232, swav 0.0000 LR: 4.690e-02 Score 99.464 Data time: 0.0746, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.3781 [2020-10-19 14:31:40,907][root][INFO] - ===> Epoch[6827](34135/5): Loss -0.8587, Sem 0.0147, dir -0.9894, norm 0.1160, swav 0.0000 LR: 4.689e-02 Score 99.496 Data time: 0.0841, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.9769 [2020-10-19 14:31:42,719][root][INFO] - ===> Epoch[6828](34136/5): Loss -0.8352, Sem 0.0162, dir -0.9878, norm 0.1364, swav 0.0000 LR: 4.689e-02 Score 99.453 Data time: 0.0781, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.7053 [2020-10-19 14:31:44,733][root][INFO] - ===> Epoch[6828](34137/5): Loss -0.8511, Sem 0.0152, dir -0.9894, norm 0.1230, swav 0.0000 LR: 4.689e-02 Score 99.488 Data time: 0.0603, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9101 [2020-10-19 14:31:47,324][root][INFO] - ===> Epoch[6828](34138/5): Loss -0.8363, Sem 0.0183, dir -0.9863, norm 0.1317, swav 0.0000 LR: 4.689e-02 Score 99.392 Data time: 0.0873, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.4933 [2020-10-19 14:31:49,808][root][INFO] - ===> Epoch[6828](34139/5): Loss -0.8463, Sem 0.0155, dir -0.9888, norm 0.1271, swav 0.0000 LR: 4.689e-02 Score 99.473 Data time: 0.0905, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.3834 [2020-10-19 14:31:51,881][root][INFO] - ===> Epoch[6828](34140/5): Loss -0.8467, Sem 0.0162, dir -0.9879, norm 0.1250, swav 0.0000 LR: 4.689e-02 Score 99.446 Data time: 0.0910, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 1.9526 [2020-10-19 14:31:53,891][root][INFO] - ===> Epoch[6829](34141/5): Loss -0.8488, Sem 0.0162, dir -0.9869, norm 0.1220, swav 0.0000 LR: 4.688e-02 Score 99.470 Data time: 0.0764, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9041 [2020-10-19 14:31:55,878][root][INFO] - ===> Epoch[6829](34142/5): Loss -0.8548, Sem 0.0168, dir -0.9889, norm 0.1173, swav 0.0000 LR: 4.688e-02 Score 99.428 Data time: 0.1037, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8798 [2020-10-19 14:31:58,450][root][INFO] - ===> Epoch[6829](34143/5): Loss -0.8534, Sem 0.0149, dir -0.9893, norm 0.1209, swav 0.0000 LR: 4.688e-02 Score 99.485 Data time: 0.0654, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.4659 [2020-10-19 14:32:00,612][root][INFO] - ===> Epoch[6829](34144/5): Loss -0.8478, Sem 0.0162, dir -0.9881, norm 0.1241, swav 0.0000 LR: 4.688e-02 Score 99.447 Data time: 0.0790, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.0519 [2020-10-19 14:32:02,954][root][INFO] - ===> Epoch[6829](34145/5): Loss -0.8449, Sem 0.0161, dir -0.9889, norm 0.1279, swav 0.0000 LR: 4.688e-02 Score 99.466 Data time: 0.0758, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.2312 [2020-10-19 14:32:05,073][root][INFO] - ===> Epoch[6830](34146/5): Loss -0.8522, Sem 0.0164, dir -0.9886, norm 0.1200, swav 0.0000 LR: 4.688e-02 Score 99.454 Data time: 0.1048, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0185 [2020-10-19 14:32:07,166][root][INFO] - ===> Epoch[6830](34147/5): Loss -0.8501, Sem 0.0166, dir -0.9890, norm 0.1222, swav 0.0000 LR: 4.687e-02 Score 99.435 Data time: 0.0633, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9787 [2020-10-19 14:32:09,720][root][INFO] - ===> Epoch[6830](34148/5): Loss -0.8459, Sem 0.0144, dir -0.9879, norm 0.1276, swav 0.0000 LR: 4.687e-02 Score 99.521 Data time: 0.0882, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.4487 [2020-10-19 14:32:11,565][root][INFO] - ===> Epoch[6830](34149/5): Loss -0.8436, Sem 0.0195, dir -0.9881, norm 0.1250, swav 0.0000 LR: 4.687e-02 Score 99.348 Data time: 0.0814, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.7152 [2020-10-19 14:32:13,736][root][INFO] - ===> Epoch[6830](34150/5): Loss -0.8324, Sem 0.0169, dir -0.9878, norm 0.1384, swav 0.0000 LR: 4.687e-02 Score 99.439 Data time: 0.0866, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0638 [2020-10-19 14:32:15,806][root][INFO] - ===> Epoch[6831](34151/5): Loss -0.8573, Sem 0.0146, dir -0.9898, norm 0.1179, swav 0.0000 LR: 4.687e-02 Score 99.497 Data time: 0.0908, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9490 [2020-10-19 14:32:17,804][root][INFO] - ===> Epoch[6831](34152/5): Loss -0.8515, Sem 0.0149, dir -0.9893, norm 0.1229, swav 0.0000 LR: 4.687e-02 Score 99.491 Data time: 0.0853, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8811 [2020-10-19 14:32:20,796][root][INFO] - ===> Epoch[6831](34153/5): Loss -0.8520, Sem 0.0160, dir -0.9883, norm 0.1202, swav 0.0000 LR: 4.686e-02 Score 99.465 Data time: 0.0765, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.8815 [2020-10-19 14:32:22,944][root][INFO] - ===> Epoch[6831](34154/5): Loss -0.8397, Sem 0.0170, dir -0.9882, norm 0.1315, swav 0.0000 LR: 4.686e-02 Score 99.422 Data time: 0.0552, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0391 [2020-10-19 14:32:25,156][root][INFO] - ===> Epoch[6831](34155/5): Loss -0.8561, Sem 0.0157, dir -0.9892, norm 0.1174, swav 0.0000 LR: 4.686e-02 Score 99.474 Data time: 0.0569, Forward time: 0.7790, Backward time: 1.1666, DDP time: 0.0032, Total iter time: 2.1404 [2020-10-19 14:32:27,193][root][INFO] - ===> Epoch[6832](34156/5): Loss -0.8579, Sem 0.0155, dir -0.9895, norm 0.1161, swav 0.0000 LR: 4.686e-02 Score 99.471 Data time: 0.0931, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9384 [2020-10-19 14:32:29,231][root][INFO] - ===> Epoch[6832](34157/5): Loss -0.8477, Sem 0.0170, dir -0.9884, norm 0.1237, swav 0.0000 LR: 4.686e-02 Score 99.435 Data time: 0.0729, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9161 [2020-10-19 14:32:31,350][root][INFO] - ===> Epoch[6832](34158/5): Loss -0.8499, Sem 0.0180, dir -0.9880, norm 0.1200, swav 0.0000 LR: 4.686e-02 Score 99.384 Data time: 0.0775, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0231 [2020-10-19 14:32:33,267][root][INFO] - ===> Epoch[6832](34159/5): Loss -0.8562, Sem 0.0142, dir -0.9894, norm 0.1189, swav 0.0000 LR: 4.685e-02 Score 99.509 Data time: 0.0856, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8169 [2020-10-19 14:32:35,742][root][INFO] - ===> Epoch[6832](34160/5): Loss -0.8476, Sem 0.0145, dir -0.9882, norm 0.1261, swav 0.0000 LR: 4.685e-02 Score 99.518 Data time: 0.0712, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.3665 [2020-10-19 14:32:37,770][root][INFO] - ===> Epoch[6833](34161/5): Loss -0.8481, Sem 0.0149, dir -0.9882, norm 0.1251, swav 0.0000 LR: 4.685e-02 Score 99.497 Data time: 0.0882, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9189 [2020-10-19 14:32:39,860][root][INFO] - ===> Epoch[6833](34162/5): Loss -0.8394, Sem 0.0163, dir -0.9881, norm 0.1325, swav 0.0000 LR: 4.685e-02 Score 99.440 Data time: 0.0943, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9658 [2020-10-19 14:32:42,530][root][INFO] - ===> Epoch[6833](34163/5): Loss -0.8558, Sem 0.0150, dir -0.9896, norm 0.1188, swav 0.0000 LR: 4.685e-02 Score 99.505 Data time: 0.0719, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.5552 [2020-10-19 14:32:45,415][root][INFO] - ===> Epoch[6833](34164/5): Loss -0.8499, Sem 0.0156, dir -0.9890, norm 0.1235, swav 0.0000 LR: 4.685e-02 Score 99.464 Data time: 0.0908, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.7572 [2020-10-19 14:32:47,455][root][INFO] - ===> Epoch[6833](34165/5): Loss -0.8530, Sem 0.0147, dir -0.9887, norm 0.1211, swav 0.0000 LR: 4.684e-02 Score 99.507 Data time: 0.0901, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9060 [2020-10-19 14:32:49,583][root][INFO] - ===> Epoch[6834](34166/5): Loss -0.8548, Sem 0.0165, dir -0.9887, norm 0.1174, swav 0.0000 LR: 4.684e-02 Score 99.442 Data time: 0.0788, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0088 [2020-10-19 14:32:51,792][root][INFO] - ===> Epoch[6834](34167/5): Loss -0.8493, Sem 0.0158, dir -0.9890, norm 0.1240, swav 0.0000 LR: 4.684e-02 Score 99.463 Data time: 0.0870, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0785 [2020-10-19 14:32:53,999][root][INFO] - ===> Epoch[6834](34168/5): Loss -0.8526, Sem 0.0160, dir -0.9889, norm 0.1204, swav 0.0000 LR: 4.684e-02 Score 99.465 Data time: 0.1509, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0901 [2020-10-19 14:32:56,367][root][INFO] - ===> Epoch[6834](34169/5): Loss -0.8444, Sem 0.0159, dir -0.9875, norm 0.1272, swav 0.0000 LR: 4.684e-02 Score 99.481 Data time: 0.0923, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.2578 [2020-10-19 14:32:58,496][root][INFO] - ===> Epoch[6834](34170/5): Loss -0.8523, Sem 0.0167, dir -0.9876, norm 0.1187, swav 0.0000 LR: 4.684e-02 Score 99.450 Data time: 0.1007, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0080 [2020-10-19 14:33:00,975][root][INFO] - ===> Epoch[6835](34171/5): Loss -0.8549, Sem 0.0168, dir -0.9897, norm 0.1180, swav 0.0000 LR: 4.683e-02 Score 99.450 Data time: 0.0734, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.3651 [2020-10-19 14:33:03,427][root][INFO] - ===> Epoch[6835](34172/5): Loss -0.8583, Sem 0.0161, dir -0.9882, norm 0.1138, swav 0.0000 LR: 4.683e-02 Score 99.442 Data time: 0.0938, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.3304 [2020-10-19 14:33:05,331][root][INFO] - ===> Epoch[6835](34173/5): Loss -0.8451, Sem 0.0148, dir -0.9881, norm 0.1282, swav 0.0000 LR: 4.683e-02 Score 99.516 Data time: 0.0879, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.7653 [2020-10-19 14:33:07,267][root][INFO] - ===> Epoch[6835](34174/5): Loss -0.8499, Sem 0.0171, dir -0.9884, norm 0.1214, swav 0.0000 LR: 4.683e-02 Score 99.424 Data time: 0.0815, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8476 [2020-10-19 14:33:09,527][root][INFO] - ===> Epoch[6835](34175/5): Loss -0.8439, Sem 0.0158, dir -0.9891, norm 0.1294, swav 0.0000 LR: 4.683e-02 Score 99.468 Data time: 0.0782, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1408 [2020-10-19 14:33:11,840][root][INFO] - ===> Epoch[6836](34176/5): Loss -0.8578, Sem 0.0150, dir -0.9895, norm 0.1167, swav 0.0000 LR: 4.683e-02 Score 99.485 Data time: 0.1062, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.2000 [2020-10-19 14:33:14,438][root][INFO] - ===> Epoch[6836](34177/5): Loss -0.8558, Sem 0.0157, dir -0.9880, norm 0.1165, swav 0.0000 LR: 4.683e-02 Score 99.471 Data time: 0.1144, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.4762 [2020-10-19 14:33:16,538][root][INFO] - ===> Epoch[6836](34178/5): Loss -0.8515, Sem 0.0156, dir -0.9891, norm 0.1220, swav 0.0000 LR: 4.682e-02 Score 99.476 Data time: 0.0779, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9792 [2020-10-19 14:33:18,769][root][INFO] - ===> Epoch[6836](34179/5): Loss -0.8517, Sem 0.0165, dir -0.9885, norm 0.1203, swav 0.0000 LR: 4.682e-02 Score 99.452 Data time: 0.0733, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1252 [2020-10-19 14:33:20,965][root][INFO] - ===> Epoch[6836](34180/5): Loss -0.8674, Sem 0.0137, dir -0.9901, norm 0.1090, swav 0.0000 LR: 4.682e-02 Score 99.535 Data time: 0.0709, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0965 [2020-10-19 14:33:23,148][root][INFO] - ===> Epoch[6837](34181/5): Loss -0.8541, Sem 0.0175, dir -0.9883, norm 0.1167, swav 0.0000 LR: 4.682e-02 Score 99.405 Data time: 0.0963, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0922 [2020-10-19 14:33:25,134][root][INFO] - ===> Epoch[6837](34182/5): Loss -0.8560, Sem 0.0158, dir -0.9886, norm 0.1168, swav 0.0000 LR: 4.682e-02 Score 99.480 Data time: 0.0631, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8758 [2020-10-19 14:33:27,228][root][INFO] - ===> Epoch[6837](34183/5): Loss -0.8529, Sem 0.0164, dir -0.9890, norm 0.1196, swav 0.0000 LR: 4.682e-02 Score 99.444 Data time: 0.0642, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0070 [2020-10-19 14:33:29,561][root][INFO] - ===> Epoch[6837](34184/5): Loss -0.8489, Sem 0.0165, dir -0.9893, norm 0.1239, swav 0.0000 LR: 4.681e-02 Score 99.440 Data time: 0.0486, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.2299 [2020-10-19 14:33:31,584][root][INFO] - ===> Epoch[6837](34185/5): Loss -0.8505, Sem 0.0156, dir -0.9890, norm 0.1229, swav 0.0000 LR: 4.681e-02 Score 99.472 Data time: 0.0595, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9797 [2020-10-19 14:33:33,912][root][INFO] - ===> Epoch[6838](34186/5): Loss -0.8579, Sem 0.0164, dir -0.9890, norm 0.1146, swav 0.0000 LR: 4.681e-02 Score 99.438 Data time: 0.1008, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.2227 [2020-10-19 14:33:35,901][root][INFO] - ===> Epoch[6838](34187/5): Loss -0.8499, Sem 0.0180, dir -0.9876, norm 0.1197, swav 0.0000 LR: 4.681e-02 Score 99.393 Data time: 0.0781, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8772 [2020-10-19 14:33:38,417][root][INFO] - ===> Epoch[6838](34188/5): Loss -0.8553, Sem 0.0151, dir -0.9900, norm 0.1196, swav 0.0000 LR: 4.681e-02 Score 99.492 Data time: 0.0704, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.4116 [2020-10-19 14:33:40,507][root][INFO] - ===> Epoch[6838](34189/5): Loss -0.8592, Sem 0.0146, dir -0.9886, norm 0.1148, swav 0.0000 LR: 4.681e-02 Score 99.506 Data time: 0.0633, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9858 [2020-10-19 14:33:42,859][root][INFO] - ===> Epoch[6838](34190/5): Loss -0.8521, Sem 0.0166, dir -0.9882, norm 0.1196, swav 0.0000 LR: 4.680e-02 Score 99.440 Data time: 0.3076, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.2400 [2020-10-19 14:33:45,386][root][INFO] - ===> Epoch[6839](34191/5): Loss -0.8420, Sem 0.0171, dir -0.9883, norm 0.1291, swav 0.0000 LR: 4.680e-02 Score 99.426 Data time: 0.1167, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.4227 [2020-10-19 14:33:47,675][root][INFO] - ===> Epoch[6839](34192/5): Loss -0.8539, Sem 0.0179, dir -0.9885, norm 0.1167, swav 0.0000 LR: 4.680e-02 Score 99.387 Data time: 0.0722, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1641 [2020-10-19 14:33:49,597][root][INFO] - ===> Epoch[6839](34193/5): Loss -0.8598, Sem 0.0144, dir -0.9885, norm 0.1143, swav 0.0000 LR: 4.680e-02 Score 99.511 Data time: 0.0816, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.7901 [2020-10-19 14:33:51,982][root][INFO] - ===> Epoch[6839](34194/5): Loss -0.8598, Sem 0.0143, dir -0.9898, norm 0.1157, swav 0.0000 LR: 4.680e-02 Score 99.522 Data time: 0.0658, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.2851 [2020-10-19 14:33:54,239][root][INFO] - ===> Epoch[6839](34195/5): Loss -0.8496, Sem 0.0170, dir -0.9897, norm 0.1230, swav 0.0000 LR: 4.680e-02 Score 99.455 Data time: 0.0634, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1516 [2020-10-19 14:33:56,037][root][INFO] - ===> Epoch[6840](34196/5): Loss -0.8526, Sem 0.0163, dir -0.9892, norm 0.1202, swav 0.0000 LR: 4.679e-02 Score 99.453 Data time: 0.0584, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.6949 [2020-10-19 14:33:57,994][root][INFO] - ===> Epoch[6840](34197/5): Loss -0.8541, Sem 0.0176, dir -0.9877, norm 0.1160, swav 0.0000 LR: 4.679e-02 Score 99.404 Data time: 0.0907, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8903 [2020-10-19 14:34:00,148][root][INFO] - ===> Epoch[6840](34198/5): Loss -0.8581, Sem 0.0148, dir -0.9894, norm 0.1165, swav 0.0000 LR: 4.679e-02 Score 99.516 Data time: 0.0647, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0435 [2020-10-19 14:34:02,217][root][INFO] - ===> Epoch[6840](34199/5): Loss -0.8510, Sem 0.0164, dir -0.9878, norm 0.1205, swav 0.0000 LR: 4.679e-02 Score 99.457 Data time: 0.0643, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0133 [2020-10-19 14:34:04,389][root][INFO] - ===> Epoch[6840](34200/5): Loss -0.8553, Sem 0.0157, dir -0.9890, norm 0.1180, swav 0.0000 LR: 4.679e-02 Score 99.476 Data time: 0.0964, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0706 [2020-10-19 14:34:05,532][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 14:34:05,702][root][INFO] - ===> Start testing [2020-10-19 14:34:45,650][root][INFO] - 68/68: Data time: 0.0021, Iter time: 0.1058 Loss 0.158 (AVG: 0.580) Score 96.528 (AVG: 90.689) mIOU 70.144 mAP 83.948 mAcc 77.339 IOU: 63.200 0.243 81.603 74.647 94.653 91.516 31.167 76.192 98.168 73.332 81.110 86.297 59.737 mAP: 81.886 12.760 94.445 86.275 98.868 98.181 53.224 96.161 99.777 92.349 93.458 94.200 89.738 mAcc: 80.056 1.732 87.072 82.330 96.000 96.661 33.626 93.041 98.893 86.079 90.359 96.171 63.385 [2020-10-19 14:34:45,651][root][INFO] - Finished test. Elapsed time: 39.9473 [2020-10-19 14:34:48,601][root][INFO] - [2020-10-19 14:34:48,601][root][INFO] - ################################################################ [2020-10-19 14:34:48,601][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 14:34:48,601][root][INFO] - ################################################################ [2020-10-19 14:34:48,601][root][INFO] - clutter : nan nan nan [2020-10-19 14:34:48,601][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 14:34:48,601][root][INFO] - board : 0.778 0.815 0.898 [2020-10-19 14:34:48,601][root][INFO] - bookcase : 0.246 0.354 0.495 [2020-10-19 14:34:48,601][root][INFO] - ceiling : 0.435 0.511 0.600 [2020-10-19 14:34:48,602][root][INFO] - chair : 0.829 0.909 0.926 [2020-10-19 14:34:48,602][root][INFO] - column : 0.156 0.237 0.410 [2020-10-19 14:34:48,602][root][INFO] - door : 0.713 0.840 0.907 [2020-10-19 14:34:48,602][root][INFO] - floor : 0.684 0.719 0.746 [2020-10-19 14:34:48,602][root][INFO] - sofa : 0.394 0.662 0.786 [2020-10-19 14:34:48,602][root][INFO] - table : 0.136 0.310 0.648 [2020-10-19 14:34:48,602][root][INFO] - wall : 0.507 0.698 0.785 [2020-10-19 14:34:48,602][root][INFO] - window : 0.548 0.769 0.769 [2020-10-19 14:34:48,602][root][INFO] - ---------------------------------------------------------------- [2020-10-19 14:34:48,602][root][INFO] - average : 0.452 0.569 0.664 [2020-10-19 14:34:48,602][root][INFO] - [2020-10-19 14:34:48,743][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 14:34:48,744][root][INFO] - Current best mIoU: 72.177 at iter 31200 [2020-10-19 14:34:50,714][root][INFO] - ===> Epoch[6841](34201/5): Loss -0.8612, Sem 0.0165, dir -0.9889, norm 0.1112, swav 0.0000 LR: 4.679e-02 Score 99.435 Data time: 0.0724, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9643 [2020-10-19 14:34:53,105][root][INFO] - ===> Epoch[6841](34202/5): Loss -0.8525, Sem 0.0156, dir -0.9896, norm 0.1215, swav 0.0000 LR: 4.678e-02 Score 99.483 Data time: 0.0407, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.2711 [2020-10-19 14:34:54,973][root][INFO] - ===> Epoch[6841](34203/5): Loss -0.8555, Sem 0.0144, dir -0.9887, norm 0.1189, swav 0.0000 LR: 4.678e-02 Score 99.510 Data time: 0.0542, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8139 [2020-10-19 14:34:57,170][root][INFO] - ===> Epoch[6841](34204/5): Loss -0.8524, Sem 0.0152, dir -0.9884, norm 0.1208, swav 0.0000 LR: 4.678e-02 Score 99.497 Data time: 0.0980, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1161 [2020-10-19 14:34:59,180][root][INFO] - ===> Epoch[6841](34205/5): Loss -0.8536, Sem 0.0150, dir -0.9904, norm 0.1217, swav 0.0000 LR: 4.678e-02 Score 99.503 Data time: 0.0892, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8936 [2020-10-19 14:35:01,120][root][INFO] - ===> Epoch[6842](34206/5): Loss -0.8478, Sem 0.0186, dir -0.9882, norm 0.1218, swav 0.0000 LR: 4.678e-02 Score 99.373 Data time: 0.0705, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8479 [2020-10-19 14:35:04,010][root][INFO] - ===> Epoch[6842](34207/5): Loss -0.8513, Sem 0.0168, dir -0.9881, norm 0.1200, swav 0.0000 LR: 4.678e-02 Score 99.436 Data time: 0.0686, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.7925 [2020-10-19 14:35:06,177][root][INFO] - ===> Epoch[6842](34208/5): Loss -0.8606, Sem 0.0144, dir -0.9879, norm 0.1130, swav 0.0000 LR: 4.677e-02 Score 99.523 Data time: 0.0627, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0954 [2020-10-19 14:35:08,667][root][INFO] - ===> Epoch[6842](34209/5): Loss -0.8570, Sem 0.0154, dir -0.9894, norm 0.1170, swav 0.0000 LR: 4.677e-02 Score 99.475 Data time: 0.0930, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.3708 [2020-10-19 14:35:10,456][root][INFO] - ===> Epoch[6842](34210/5): Loss -0.8593, Sem 0.0174, dir -0.9894, norm 0.1127, swav 0.0000 LR: 4.677e-02 Score 99.405 Data time: 0.0558, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.6613 [2020-10-19 14:35:12,665][root][INFO] - ===> Epoch[6843](34211/5): Loss -0.8527, Sem 0.0183, dir -0.9888, norm 0.1178, swav 0.0000 LR: 4.677e-02 Score 99.388 Data time: 0.1256, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1086 [2020-10-19 14:35:15,331][root][INFO] - ===> Epoch[6843](34212/5): Loss -0.8594, Sem 0.0168, dir -0.9889, norm 0.1127, swav 0.0000 LR: 4.677e-02 Score 99.430 Data time: 0.0841, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.5603 [2020-10-19 14:35:18,141][root][INFO] - ===> Epoch[6843](34213/5): Loss -0.8528, Sem 0.0145, dir -0.9895, norm 0.1222, swav 0.0000 LR: 4.677e-02 Score 99.518 Data time: 0.0844, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.6980 [2020-10-19 14:35:20,194][root][INFO] - ===> Epoch[6843](34214/5): Loss -0.8550, Sem 0.0169, dir -0.9886, norm 0.1167, swav 0.0000 LR: 4.676e-02 Score 99.421 Data time: 0.0589, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9478 [2020-10-19 14:35:22,257][root][INFO] - ===> Epoch[6843](34215/5): Loss -0.8457, Sem 0.0144, dir -0.9873, norm 0.1272, swav 0.0000 LR: 4.676e-02 Score 99.522 Data time: 0.1024, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9602 [2020-10-19 14:35:24,457][root][INFO] - ===> Epoch[6844](34216/5): Loss -0.8700, Sem 0.0145, dir -0.9905, norm 0.1059, swav 0.0000 LR: 4.676e-02 Score 99.502 Data time: 0.0698, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1030 [2020-10-19 14:35:26,466][root][INFO] - ===> Epoch[6844](34217/5): Loss -0.8563, Sem 0.0151, dir -0.9898, norm 0.1184, swav 0.0000 LR: 4.676e-02 Score 99.489 Data time: 0.0839, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9036 [2020-10-19 14:35:28,741][root][INFO] - ===> Epoch[6844](34218/5): Loss -0.8471, Sem 0.0164, dir -0.9882, norm 0.1247, swav 0.0000 LR: 4.676e-02 Score 99.445 Data time: 0.0812, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1552 [2020-10-19 14:35:30,731][root][INFO] - ===> Epoch[6844](34219/5): Loss -0.8615, Sem 0.0157, dir -0.9897, norm 0.1125, swav 0.0000 LR: 4.676e-02 Score 99.472 Data time: 0.0817, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8879 [2020-10-19 14:35:32,896][root][INFO] - ===> Epoch[6844](34220/5): Loss -0.8531, Sem 0.0162, dir -0.9875, norm 0.1182, swav 0.0000 LR: 4.675e-02 Score 99.442 Data time: 0.3323, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0536 [2020-10-19 14:35:35,526][root][INFO] - ===> Epoch[6845](34221/5): Loss -0.8449, Sem 0.0161, dir -0.9889, norm 0.1279, swav 0.0000 LR: 4.675e-02 Score 99.461 Data time: 0.3321, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.5299 [2020-10-19 14:35:37,657][root][INFO] - ===> Epoch[6845](34222/5): Loss -0.8451, Sem 0.0148, dir -0.9893, norm 0.1294, swav 0.0000 LR: 4.675e-02 Score 99.507 Data time: 0.0916, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0086 [2020-10-19 14:35:39,961][root][INFO] - ===> Epoch[6845](34223/5): Loss -0.8539, Sem 0.0145, dir -0.9888, norm 0.1204, swav 0.0000 LR: 4.675e-02 Score 99.506 Data time: 0.0548, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.2162 [2020-10-19 14:35:42,104][root][INFO] - ===> Epoch[6845](34224/5): Loss -0.8323, Sem 0.0163, dir -0.9887, norm 0.1401, swav 0.0000 LR: 4.675e-02 Score 99.453 Data time: 0.0567, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0820 [2020-10-19 14:35:44,475][root][INFO] - ===> Epoch[6845](34225/5): Loss -0.8498, Sem 0.0166, dir -0.9882, norm 0.1218, swav 0.0000 LR: 4.675e-02 Score 99.449 Data time: 0.0628, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.3169 [2020-10-19 14:35:47,154][root][INFO] - ===> Epoch[6846](34226/5): Loss -0.8568, Sem 0.0162, dir -0.9888, norm 0.1158, swav 0.0000 LR: 4.675e-02 Score 99.451 Data time: 0.0729, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.5805 [2020-10-19 14:35:49,335][root][INFO] - ===> Epoch[6846](34227/5): Loss -0.8368, Sem 0.0154, dir -0.9884, norm 0.1363, swav 0.0000 LR: 4.674e-02 Score 99.496 Data time: 0.0813, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1082 [2020-10-19 14:35:51,633][root][INFO] - ===> Epoch[6846](34228/5): Loss -0.8510, Sem 0.0148, dir -0.9891, norm 0.1233, swav 0.0000 LR: 4.674e-02 Score 99.515 Data time: 0.0856, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1897 [2020-10-19 14:35:54,004][root][INFO] - ===> Epoch[6846](34229/5): Loss -0.8464, Sem 0.0163, dir -0.9890, norm 0.1262, swav 0.0000 LR: 4.674e-02 Score 99.444 Data time: 0.1234, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.2708 [2020-10-19 14:35:56,288][root][INFO] - ===> Epoch[6846](34230/5): Loss -0.8511, Sem 0.0150, dir -0.9894, norm 0.1233, swav 0.0000 LR: 4.674e-02 Score 99.507 Data time: 0.1134, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1929 [2020-10-19 14:35:58,445][root][INFO] - ===> Epoch[6847](34231/5): Loss -0.8480, Sem 0.0164, dir -0.9882, norm 0.1239, swav 0.0000 LR: 4.674e-02 Score 99.455 Data time: 0.0837, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0795 [2020-10-19 14:36:00,272][root][INFO] - ===> Epoch[6847](34232/5): Loss -0.8468, Sem 0.0165, dir -0.9884, norm 0.1250, swav 0.0000 LR: 4.674e-02 Score 99.440 Data time: 0.0641, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.7013 [2020-10-19 14:36:02,431][root][INFO] - ===> Epoch[6847](34233/5): Loss -0.8386, Sem 0.0148, dir -0.9890, norm 0.1356, swav 0.0000 LR: 4.673e-02 Score 99.498 Data time: 0.0883, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0780 [2020-10-19 14:36:04,705][root][INFO] - ===> Epoch[6847](34234/5): Loss -0.8545, Sem 0.0156, dir -0.9890, norm 0.1189, swav 0.0000 LR: 4.673e-02 Score 99.468 Data time: 0.1562, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1620 [2020-10-19 14:36:07,274][root][INFO] - ===> Epoch[6847](34235/5): Loss -0.8452, Sem 0.0149, dir -0.9898, norm 0.1297, swav 0.0000 LR: 4.673e-02 Score 99.501 Data time: 0.0672, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.4925 [2020-10-19 14:36:09,444][root][INFO] - ===> Epoch[6848](34236/5): Loss -0.8412, Sem 0.0174, dir -0.9886, norm 0.1300, swav 0.0000 LR: 4.673e-02 Score 99.433 Data time: 0.0703, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1008 [2020-10-19 14:36:11,802][root][INFO] - ===> Epoch[6848](34237/5): Loss -0.8340, Sem 0.0150, dir -0.9880, norm 0.1389, swav 0.0000 LR: 4.673e-02 Score 99.492 Data time: 0.0849, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.2685 [2020-10-19 14:36:14,076][root][INFO] - ===> Epoch[6848](34238/5): Loss -0.8577, Sem 0.0164, dir -0.9894, norm 0.1154, swav 0.0000 LR: 4.673e-02 Score 99.459 Data time: 0.0723, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1500 [2020-10-19 14:36:15,994][root][INFO] - ===> Epoch[6848](34239/5): Loss -0.8529, Sem 0.0137, dir -0.9892, norm 0.1227, swav 0.0000 LR: 4.672e-02 Score 99.528 Data time: 0.0995, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8235 [2020-10-19 14:36:18,414][root][INFO] - ===> Epoch[6848](34240/5): Loss -0.8239, Sem 0.0174, dir -0.9869, norm 0.1455, swav 0.0000 LR: 4.672e-02 Score 99.404 Data time: 0.0781, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.3398 [2020-10-19 14:36:21,084][root][INFO] - ===> Epoch[6849](34241/5): Loss -0.8309, Sem 0.0138, dir -0.9883, norm 0.1436, swav 0.0000 LR: 4.672e-02 Score 99.535 Data time: 0.0632, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.5635 [2020-10-19 14:36:23,156][root][INFO] - ===> Epoch[6849](34242/5): Loss -0.8435, Sem 0.0164, dir -0.9897, norm 0.1298, swav 0.0000 LR: 4.672e-02 Score 99.471 Data time: 0.0927, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9785 [2020-10-19 14:36:25,076][root][INFO] - ===> Epoch[6849](34243/5): Loss -0.8285, Sem 0.0206, dir -0.9879, norm 0.1388, swav 0.0000 LR: 4.672e-02 Score 99.363 Data time: 0.0673, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8105 [2020-10-19 14:36:27,546][root][INFO] - ===> Epoch[6849](34244/5): Loss -0.8292, Sem 0.0162, dir -0.9875, norm 0.1421, swav 0.0000 LR: 4.672e-02 Score 99.468 Data time: 0.0821, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.3893 [2020-10-19 14:36:29,388][root][INFO] - ===> Epoch[6849](34245/5): Loss -0.8474, Sem 0.0152, dir -0.9890, norm 0.1264, swav 0.0000 LR: 4.671e-02 Score 99.477 Data time: 0.0818, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.7374 [2020-10-19 14:36:31,570][root][INFO] - ===> Epoch[6850](34246/5): Loss -0.8563, Sem 0.0169, dir -0.9890, norm 0.1158, swav 0.0000 LR: 4.671e-02 Score 99.425 Data time: 0.1195, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0807 [2020-10-19 14:36:34,107][root][INFO] - ===> Epoch[6850](34247/5): Loss -0.8277, Sem 0.0175, dir -0.9883, norm 0.1432, swav 0.0000 LR: 4.671e-02 Score 99.401 Data time: 0.3914, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.4342 [2020-10-19 14:36:36,805][root][INFO] - ===> Epoch[6850](34248/5): Loss -0.8362, Sem 0.0151, dir -0.9884, norm 0.1371, swav 0.0000 LR: 4.671e-02 Score 99.491 Data time: 0.1279, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.5668 [2020-10-19 14:36:38,899][root][INFO] - ===> Epoch[6850](34249/5): Loss -0.8369, Sem 0.0153, dir -0.9875, norm 0.1354, swav 0.0000 LR: 4.671e-02 Score 99.490 Data time: 0.0780, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9559 [2020-10-19 14:36:40,660][root][INFO] - ===> Epoch[6850](34250/5): Loss -0.8525, Sem 0.0173, dir -0.9885, norm 0.1188, swav 0.0000 LR: 4.671e-02 Score 99.402 Data time: 0.0795, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.6701 [2020-10-19 14:36:42,537][root][INFO] - ===> Epoch[6851](34251/5): Loss -0.8375, Sem 0.0176, dir -0.9894, norm 0.1342, swav 0.0000 LR: 4.670e-02 Score 99.460 Data time: 0.0656, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.7923 [2020-10-19 14:36:44,482][root][INFO] - ===> Epoch[6851](34252/5): Loss -0.8571, Sem 0.0157, dir -0.9886, norm 0.1158, swav 0.0000 LR: 4.670e-02 Score 99.461 Data time: 0.0708, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8492 [2020-10-19 14:36:46,546][root][INFO] - ===> Epoch[6851](34253/5): Loss -0.8568, Sem 0.0153, dir -0.9890, norm 0.1169, swav 0.0000 LR: 4.670e-02 Score 99.477 Data time: 0.0827, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9609 [2020-10-19 14:36:48,729][root][INFO] - ===> Epoch[6851](34254/5): Loss -0.8484, Sem 0.0152, dir -0.9891, norm 0.1254, swav 0.0000 LR: 4.670e-02 Score 99.491 Data time: 0.0898, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0621 [2020-10-19 14:36:50,939][root][INFO] - ===> Epoch[6851](34255/5): Loss -0.8469, Sem 0.0160, dir -0.9887, norm 0.1258, swav 0.0000 LR: 4.670e-02 Score 99.472 Data time: 0.0771, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0769 [2020-10-19 14:36:53,106][root][INFO] - ===> Epoch[6852](34256/5): Loss -0.8409, Sem 0.0160, dir -0.9887, norm 0.1318, swav 0.0000 LR: 4.670e-02 Score 99.466 Data time: 0.0696, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0512 [2020-10-19 14:36:55,228][root][INFO] - ===> Epoch[6852](34257/5): Loss -0.8460, Sem 0.0168, dir -0.9883, norm 0.1256, swav 0.0000 LR: 4.669e-02 Score 99.428 Data time: 0.0808, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0341 [2020-10-19 14:36:57,210][root][INFO] - ===> Epoch[6852](34258/5): Loss -0.8564, Sem 0.0189, dir -0.9878, norm 0.1125, swav 0.0000 LR: 4.669e-02 Score 99.370 Data time: 0.0875, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8803 [2020-10-19 14:36:59,667][root][INFO] - ===> Epoch[6852](34259/5): Loss -0.8429, Sem 0.0146, dir -0.9890, norm 0.1314, swav 0.0000 LR: 4.669e-02 Score 99.505 Data time: 0.1486, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.3588 [2020-10-19 14:37:01,675][root][INFO] - ===> Epoch[6852](34260/5): Loss -0.8556, Sem 0.0151, dir -0.9893, norm 0.1186, swav 0.0000 LR: 4.669e-02 Score 99.482 Data time: 0.0898, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9054 [2020-10-19 14:37:05,086][root][INFO] - ===> Epoch[6853](34261/5): Loss -0.8340, Sem 0.0159, dir -0.9868, norm 0.1370, swav 0.0000 LR: 4.669e-02 Score 99.466 Data time: 0.0640, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 3.2811 [2020-10-19 14:37:07,160][root][INFO] - ===> Epoch[6853](34262/5): Loss -0.8522, Sem 0.0157, dir -0.9887, norm 0.1208, swav 0.0000 LR: 4.669e-02 Score 99.472 Data time: 0.0570, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0211 [2020-10-19 14:37:09,084][root][INFO] - ===> Epoch[6853](34263/5): Loss -0.8518, Sem 0.0169, dir -0.9890, norm 0.1203, swav 0.0000 LR: 4.668e-02 Score 99.425 Data time: 0.1790, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8307 [2020-10-19 14:37:11,692][root][INFO] - ===> Epoch[6853](34264/5): Loss -0.8447, Sem 0.0166, dir -0.9877, norm 0.1265, swav 0.0000 LR: 4.668e-02 Score 99.446 Data time: 0.1639, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.5259 [2020-10-19 14:37:14,403][root][INFO] - ===> Epoch[6853](34265/5): Loss -0.8360, Sem 0.0188, dir -0.9888, norm 0.1341, swav 0.0000 LR: 4.668e-02 Score 99.417 Data time: 0.0941, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.5873 [2020-10-19 14:37:16,477][root][INFO] - ===> Epoch[6854](34266/5): Loss -0.8541, Sem 0.0145, dir -0.9891, norm 0.1205, swav 0.0000 LR: 4.668e-02 Score 99.521 Data time: 0.0728, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9919 [2020-10-19 14:37:18,292][root][INFO] - ===> Epoch[6854](34267/5): Loss -0.8454, Sem 0.0185, dir -0.9874, norm 0.1235, swav 0.0000 LR: 4.668e-02 Score 99.377 Data time: 0.0680, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.7232 [2020-10-19 14:37:20,456][root][INFO] - ===> Epoch[6854](34268/5): Loss -0.8506, Sem 0.0158, dir -0.9880, norm 0.1216, swav 0.0000 LR: 4.668e-02 Score 99.460 Data time: 0.0580, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0807 [2020-10-19 14:37:22,773][root][INFO] - ===> Epoch[6854](34269/5): Loss -0.8396, Sem 0.0169, dir -0.9877, norm 0.1312, swav 0.0000 LR: 4.667e-02 Score 99.438 Data time: 0.1036, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.2505 [2020-10-19 14:37:24,866][root][INFO] - ===> Epoch[6854](34270/5): Loss -0.8483, Sem 0.0137, dir -0.9886, norm 0.1265, swav 0.0000 LR: 4.667e-02 Score 99.548 Data time: 0.0651, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9706 [2020-10-19 14:37:27,097][root][INFO] - ===> Epoch[6855](34271/5): Loss -0.8453, Sem 0.0164, dir -0.9886, norm 0.1269, swav 0.0000 LR: 4.667e-02 Score 99.438 Data time: 0.0819, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1288 [2020-10-19 14:37:28,953][root][INFO] - ===> Epoch[6855](34272/5): Loss -0.8563, Sem 0.0163, dir -0.9898, norm 0.1171, swav 0.0000 LR: 4.667e-02 Score 99.448 Data time: 0.0554, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.7463 [2020-10-19 14:37:31,000][root][INFO] - ===> Epoch[6855](34273/5): Loss -0.8432, Sem 0.0174, dir -0.9882, norm 0.1276, swav 0.0000 LR: 4.667e-02 Score 99.416 Data time: 0.1176, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9413 [2020-10-19 14:37:33,327][root][INFO] - ===> Epoch[6855](34274/5): Loss -0.8492, Sem 0.0159, dir -0.9891, norm 0.1239, swav 0.0000 LR: 4.667e-02 Score 99.460 Data time: 0.0821, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.2157 [2020-10-19 14:37:35,619][root][INFO] - ===> Epoch[6855](34275/5): Loss -0.8631, Sem 0.0147, dir -0.9888, norm 0.1111, swav 0.0000 LR: 4.667e-02 Score 99.509 Data time: 0.0727, Forward time: 0.7790, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.2041 [2020-10-19 14:37:37,837][root][INFO] - ===> Epoch[6856](34276/5): Loss -0.8441, Sem 0.0156, dir -0.9890, norm 0.1293, swav 0.0000 LR: 4.666e-02 Score 99.473 Data time: 0.0725, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1343 [2020-10-19 14:37:41,193][root][INFO] - ===> Epoch[6856](34277/5): Loss -0.8425, Sem 0.0163, dir -0.9874, norm 0.1286, swav 0.0000 LR: 4.666e-02 Score 99.461 Data time: 0.1898, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 3.2381 [2020-10-19 14:37:43,405][root][INFO] - ===> Epoch[6856](34278/5): Loss -0.8670, Sem 0.0144, dir -0.9898, norm 0.1084, swav 0.0000 LR: 4.666e-02 Score 99.507 Data time: 0.0910, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0881 [2020-10-19 14:37:45,536][root][INFO] - ===> Epoch[6856](34279/5): Loss -0.8551, Sem 0.0162, dir -0.9892, norm 0.1178, swav 0.0000 LR: 4.666e-02 Score 99.450 Data time: 0.1782, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0316 [2020-10-19 14:37:47,715][root][INFO] - ===> Epoch[6856](34280/5): Loss -0.8492, Sem 0.0154, dir -0.9883, norm 0.1237, swav 0.0000 LR: 4.666e-02 Score 99.485 Data time: 0.0776, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0827 [2020-10-19 14:37:49,458][root][INFO] - ===> Epoch[6857](34281/5): Loss -0.8454, Sem 0.0165, dir -0.9878, norm 0.1259, swav 0.0000 LR: 4.666e-02 Score 99.438 Data time: 0.0643, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.6305 [2020-10-19 14:37:51,300][root][INFO] - ===> Epoch[6857](34282/5): Loss -0.8563, Sem 0.0152, dir -0.9894, norm 0.1179, swav 0.0000 LR: 4.665e-02 Score 99.483 Data time: 0.0654, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.7587 [2020-10-19 14:37:53,454][root][INFO] - ===> Epoch[6857](34283/5): Loss -0.8504, Sem 0.0163, dir -0.9877, norm 0.1210, swav 0.0000 LR: 4.665e-02 Score 99.446 Data time: 0.0801, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0653 [2020-10-19 14:37:55,723][root][INFO] - ===> Epoch[6857](34284/5): Loss -0.8503, Sem 0.0156, dir -0.9891, norm 0.1232, swav 0.0000 LR: 4.665e-02 Score 99.480 Data time: 0.0576, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1391 [2020-10-19 14:37:57,975][root][INFO] - ===> Epoch[6857](34285/5): Loss -0.8514, Sem 0.0154, dir -0.9885, norm 0.1218, swav 0.0000 LR: 4.665e-02 Score 99.479 Data time: 0.0856, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1732 [2020-10-19 14:38:00,095][root][INFO] - ===> Epoch[6858](34286/5): Loss -0.8515, Sem 0.0161, dir -0.9886, norm 0.1210, swav 0.0000 LR: 4.665e-02 Score 99.457 Data time: 0.0790, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0156 [2020-10-19 14:38:02,831][root][INFO] - ===> Epoch[6858](34287/5): Loss -0.8328, Sem 0.0165, dir -0.9878, norm 0.1385, swav 0.0000 LR: 4.665e-02 Score 99.450 Data time: 0.1401, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.6265 [2020-10-19 14:38:04,925][root][INFO] - ===> Epoch[6858](34288/5): Loss -0.8569, Sem 0.0152, dir -0.9891, norm 0.1170, swav 0.0000 LR: 4.664e-02 Score 99.491 Data time: 0.0931, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9549 [2020-10-19 14:38:06,842][root][INFO] - ===> Epoch[6858](34289/5): Loss -0.8720, Sem 0.0143, dir -0.9906, norm 0.1042, swav 0.0000 LR: 4.664e-02 Score 99.528 Data time: 0.0837, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8272 [2020-10-19 14:38:09,204][root][INFO] - ===> Epoch[6858](34290/5): Loss -0.8547, Sem 0.0147, dir -0.9883, norm 0.1189, swav 0.0000 LR: 4.664e-02 Score 99.505 Data time: 0.0956, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.2571 [2020-10-19 14:38:11,245][root][INFO] - ===> Epoch[6859](34291/5): Loss -0.8456, Sem 0.0199, dir -0.9871, norm 0.1216, swav 0.0000 LR: 4.664e-02 Score 99.341 Data time: 0.0775, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9234 [2020-10-19 14:38:13,376][root][INFO] - ===> Epoch[6859](34292/5): Loss -0.8495, Sem 0.0170, dir -0.9870, norm 0.1205, swav 0.0000 LR: 4.664e-02 Score 99.439 Data time: 0.0654, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0411 [2020-10-19 14:38:15,729][root][INFO] - ===> Epoch[6859](34293/5): Loss -0.8403, Sem 0.0173, dir -0.9887, norm 0.1311, swav 0.0000 LR: 4.664e-02 Score 99.425 Data time: 0.0957, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.2794 [2020-10-19 14:38:17,703][root][INFO] - ===> Epoch[6859](34294/5): Loss -0.8630, Sem 0.0142, dir -0.9898, norm 0.1126, swav 0.0000 LR: 4.663e-02 Score 99.515 Data time: 0.0666, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.8603 [2020-10-19 14:38:20,528][root][INFO] - ===> Epoch[6859](34295/5): Loss -0.8522, Sem 0.0154, dir -0.9890, norm 0.1215, swav 0.0000 LR: 4.663e-02 Score 99.478 Data time: 0.0523, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.7531 [2020-10-19 14:38:23,013][root][INFO] - ===> Epoch[6860](34296/5): Loss -0.8483, Sem 0.0165, dir -0.9877, norm 0.1229, swav 0.0000 LR: 4.663e-02 Score 99.432 Data time: 0.0719, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.4297 [2020-10-19 14:38:25,234][root][INFO] - ===> Epoch[6860](34297/5): Loss -0.8568, Sem 0.0159, dir -0.9888, norm 0.1161, swav 0.0000 LR: 4.663e-02 Score 99.460 Data time: 0.0675, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1231 [2020-10-19 14:38:27,470][root][INFO] - ===> Epoch[6860](34298/5): Loss -0.8418, Sem 0.0145, dir -0.9881, norm 0.1318, swav 0.0000 LR: 4.663e-02 Score 99.507 Data time: 0.0793, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1434 [2020-10-19 14:38:29,755][root][INFO] - ===> Epoch[6860](34299/5): Loss -0.8535, Sem 0.0158, dir -0.9893, norm 0.1200, swav 0.0000 LR: 4.663e-02 Score 99.464 Data time: 0.0641, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1719 [2020-10-19 14:38:31,842][root][INFO] - ===> Epoch[6860](34300/5): Loss -0.8559, Sem 0.0160, dir -0.9892, norm 0.1173, swav 0.0000 LR: 4.662e-02 Score 99.457 Data time: 0.1138, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0040 [2020-10-19 14:38:32,913][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 14:38:34,897][root][INFO] - ===> Epoch[6861](34301/5): Loss -0.8529, Sem 0.0149, dir -0.9888, norm 0.1210, swav 0.0000 LR: 4.662e-02 Score 99.498 Data time: 0.0961, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8008 [2020-10-19 14:38:37,291][root][INFO] - ===> Epoch[6861](34302/5): Loss -0.8518, Sem 0.0173, dir -0.9878, norm 0.1187, swav 0.0000 LR: 4.662e-02 Score 99.415 Data time: 0.0844, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.2709 [2020-10-19 14:38:39,473][root][INFO] - ===> Epoch[6861](34303/5): Loss -0.8452, Sem 0.0163, dir -0.9888, norm 0.1272, swav 0.0000 LR: 4.662e-02 Score 99.450 Data time: 0.0752, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0670 [2020-10-19 14:38:42,041][root][INFO] - ===> Epoch[6861](34304/5): Loss -0.8509, Sem 0.0158, dir -0.9888, norm 0.1220, swav 0.0000 LR: 4.662e-02 Score 99.453 Data time: 0.1151, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.4389 [2020-10-19 14:38:44,040][root][INFO] - ===> Epoch[6861](34305/5): Loss -0.8550, Sem 0.0163, dir -0.9887, norm 0.1173, swav 0.0000 LR: 4.662e-02 Score 99.446 Data time: 0.0654, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8738 [2020-10-19 14:38:46,213][root][INFO] - ===> Epoch[6862](34306/5): Loss -0.8357, Sem 0.0165, dir -0.9871, norm 0.1349, swav 0.0000 LR: 4.661e-02 Score 99.444 Data time: 0.0776, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0626 [2020-10-19 14:38:48,683][root][INFO] - ===> Epoch[6862](34307/5): Loss -0.8597, Sem 0.0144, dir -0.9898, norm 0.1157, swav 0.0000 LR: 4.661e-02 Score 99.504 Data time: 0.0873, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.3425 [2020-10-19 14:38:50,910][root][INFO] - ===> Epoch[6862](34308/5): Loss -0.8477, Sem 0.0162, dir -0.9889, norm 0.1251, swav 0.0000 LR: 4.661e-02 Score 99.451 Data time: 0.0974, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0921 [2020-10-19 14:38:52,846][root][INFO] - ===> Epoch[6862](34309/5): Loss -0.8434, Sem 0.0151, dir -0.9882, norm 0.1296, swav 0.0000 LR: 4.661e-02 Score 99.491 Data time: 0.0795, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8230 [2020-10-19 14:38:54,874][root][INFO] - ===> Epoch[6862](34310/5): Loss -0.8341, Sem 0.0183, dir -0.9879, norm 0.1355, swav 0.0000 LR: 4.661e-02 Score 99.387 Data time: 0.0876, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9237 [2020-10-19 14:38:57,105][root][INFO] - ===> Epoch[6863](34311/5): Loss -0.8575, Sem 0.0161, dir -0.9883, norm 0.1147, swav 0.0000 LR: 4.661e-02 Score 99.456 Data time: 0.0661, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1187 [2020-10-19 14:38:59,340][root][INFO] - ===> Epoch[6863](34312/5): Loss -0.8440, Sem 0.0169, dir -0.9878, norm 0.1269, swav 0.0000 LR: 4.660e-02 Score 99.441 Data time: 0.0743, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1366 [2020-10-19 14:39:01,745][root][INFO] - ===> Epoch[6863](34313/5): Loss -0.8551, Sem 0.0159, dir -0.9894, norm 0.1184, swav 0.0000 LR: 4.660e-02 Score 99.464 Data time: 0.0764, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.2859 [2020-10-19 14:39:04,299][root][INFO] - ===> Epoch[6863](34314/5): Loss -0.8607, Sem 0.0141, dir -0.9899, norm 0.1152, swav 0.0000 LR: 4.660e-02 Score 99.523 Data time: 0.0613, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.4423 [2020-10-19 14:39:06,454][root][INFO] - ===> Epoch[6863](34315/5): Loss -0.8478, Sem 0.0167, dir -0.9877, norm 0.1232, swav 0.0000 LR: 4.660e-02 Score 99.433 Data time: 0.0813, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0587 [2020-10-19 14:39:08,536][root][INFO] - ===> Epoch[6864](34316/5): Loss -0.8468, Sem 0.0161, dir -0.9886, norm 0.1256, swav 0.0000 LR: 4.660e-02 Score 99.462 Data time: 0.0769, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9466 [2020-10-19 14:39:10,464][root][INFO] - ===> Epoch[6864](34317/5): Loss -0.8551, Sem 0.0152, dir -0.9897, norm 0.1194, swav 0.0000 LR: 4.660e-02 Score 99.485 Data time: 0.0863, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8359 [2020-10-19 14:39:12,973][root][INFO] - ===> Epoch[6864](34318/5): Loss -0.8502, Sem 0.0151, dir -0.9888, norm 0.1234, swav 0.0000 LR: 4.659e-02 Score 99.491 Data time: 0.0779, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.3988 [2020-10-19 14:39:15,156][root][INFO] - ===> Epoch[6864](34319/5): Loss -0.8430, Sem 0.0163, dir -0.9876, norm 0.1283, swav 0.0000 LR: 4.659e-02 Score 99.447 Data time: 0.0764, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0742 [2020-10-19 14:39:17,375][root][INFO] - ===> Epoch[6864](34320/5): Loss -0.8472, Sem 0.0153, dir -0.9877, norm 0.1252, swav 0.0000 LR: 4.659e-02 Score 99.484 Data time: 0.0668, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1174 [2020-10-19 14:39:19,580][root][INFO] - ===> Epoch[6865](34321/5): Loss -0.8403, Sem 0.0172, dir -0.9881, norm 0.1307, swav 0.0000 LR: 4.659e-02 Score 99.414 Data time: 0.0847, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0959 [2020-10-19 14:39:21,480][root][INFO] - ===> Epoch[6865](34322/5): Loss -0.8530, Sem 0.0161, dir -0.9888, norm 0.1197, swav 0.0000 LR: 4.659e-02 Score 99.445 Data time: 0.0830, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.7911 [2020-10-19 14:39:23,977][root][INFO] - ===> Epoch[6865](34323/5): Loss -0.8444, Sem 0.0155, dir -0.9888, norm 0.1288, swav 0.0000 LR: 4.659e-02 Score 99.474 Data time: 0.0633, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.3716 [2020-10-19 14:39:25,995][root][INFO] - ===> Epoch[6865](34324/5): Loss -0.8468, Sem 0.0140, dir -0.9884, norm 0.1275, swav 0.0000 LR: 4.659e-02 Score 99.529 Data time: 0.0636, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9411 [2020-10-19 14:39:27,889][root][INFO] - ===> Epoch[6865](34325/5): Loss -0.8552, Sem 0.0158, dir -0.9888, norm 0.1179, swav 0.0000 LR: 4.658e-02 Score 99.454 Data time: 0.0679, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8037 [2020-10-19 14:39:29,669][root][INFO] - ===> Epoch[6866](34326/5): Loss -0.8444, Sem 0.0188, dir -0.9881, norm 0.1249, swav 0.0000 LR: 4.658e-02 Score 99.402 Data time: 0.1270, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.6783 [2020-10-19 14:39:31,748][root][INFO] - ===> Epoch[6866](34327/5): Loss -0.8402, Sem 0.0182, dir -0.9880, norm 0.1296, swav 0.0000 LR: 4.658e-02 Score 99.392 Data time: 0.0833, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9811 [2020-10-19 14:39:33,848][root][INFO] - ===> Epoch[6866](34328/5): Loss -0.8430, Sem 0.0173, dir -0.9883, norm 0.1280, swav 0.0000 LR: 4.658e-02 Score 99.429 Data time: 0.0734, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9906 [2020-10-19 14:39:35,930][root][INFO] - ===> Epoch[6866](34329/5): Loss -0.8542, Sem 0.0151, dir -0.9893, norm 0.1200, swav 0.0000 LR: 4.658e-02 Score 99.499 Data time: 0.0955, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9735 [2020-10-19 14:39:38,218][root][INFO] - ===> Epoch[6866](34330/5): Loss -0.8421, Sem 0.0155, dir -0.9891, norm 0.1314, swav 0.0000 LR: 4.658e-02 Score 99.481 Data time: 0.0818, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1507 [2020-10-19 14:39:40,304][root][INFO] - ===> Epoch[6867](34331/5): Loss -0.8520, Sem 0.0159, dir -0.9885, norm 0.1206, swav 0.0000 LR: 4.657e-02 Score 99.464 Data time: 0.0614, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9570 [2020-10-19 14:39:42,484][root][INFO] - ===> Epoch[6867](34332/5): Loss -0.8515, Sem 0.0165, dir -0.9887, norm 0.1207, swav 0.0000 LR: 4.657e-02 Score 99.445 Data time: 0.0773, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0796 [2020-10-19 14:39:44,994][root][INFO] - ===> Epoch[6867](34333/5): Loss -0.8544, Sem 0.0156, dir -0.9891, norm 0.1191, swav 0.0000 LR: 4.657e-02 Score 99.473 Data time: 0.0568, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.4046 [2020-10-19 14:39:47,255][root][INFO] - ===> Epoch[6867](34334/5): Loss -0.8478, Sem 0.0145, dir -0.9887, norm 0.1265, swav 0.0000 LR: 4.657e-02 Score 99.519 Data time: 0.0579, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1562 [2020-10-19 14:39:49,608][root][INFO] - ===> Epoch[6867](34335/5): Loss -0.8494, Sem 0.0184, dir -0.9880, norm 0.1201, swav 0.0000 LR: 4.657e-02 Score 99.383 Data time: 0.0651, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.2759 [2020-10-19 14:39:52,118][root][INFO] - ===> Epoch[6868](34336/5): Loss -0.8397, Sem 0.0170, dir -0.9886, norm 0.1319, swav 0.0000 LR: 4.657e-02 Score 99.421 Data time: 0.0799, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.4151 [2020-10-19 14:39:53,846][root][INFO] - ===> Epoch[6868](34337/5): Loss -0.8571, Sem 0.0170, dir -0.9888, norm 0.1146, swav 0.0000 LR: 4.656e-02 Score 99.415 Data time: 0.0833, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.6272 [2020-10-19 14:39:56,437][root][INFO] - ===> Epoch[6868](34338/5): Loss -0.8438, Sem 0.0151, dir -0.9883, norm 0.1294, swav 0.0000 LR: 4.656e-02 Score 99.487 Data time: 0.0852, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.4907 [2020-10-19 14:39:58,634][root][INFO] - ===> Epoch[6868](34339/5): Loss -0.8493, Sem 0.0165, dir -0.9875, norm 0.1217, swav 0.0000 LR: 4.656e-02 Score 99.434 Data time: 0.0833, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0916 [2020-10-19 14:40:00,781][root][INFO] - ===> Epoch[6868](34340/5): Loss -0.8539, Sem 0.0148, dir -0.9897, norm 0.1210, swav 0.0000 LR: 4.656e-02 Score 99.497 Data time: 0.0699, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0386 [2020-10-19 14:40:03,611][root][INFO] - ===> Epoch[6869](34341/5): Loss -0.8335, Sem 0.0147, dir -0.9887, norm 0.1405, swav 0.0000 LR: 4.656e-02 Score 99.514 Data time: 0.0875, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.7382 [2020-10-19 14:40:05,596][root][INFO] - ===> Epoch[6869](34342/5): Loss -0.8539, Sem 0.0171, dir -0.9888, norm 0.1177, swav 0.0000 LR: 4.656e-02 Score 99.412 Data time: 0.0840, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8631 [2020-10-19 14:40:07,996][root][INFO] - ===> Epoch[6869](34343/5): Loss -0.8508, Sem 0.0156, dir -0.9886, norm 0.1223, swav 0.0000 LR: 4.655e-02 Score 99.472 Data time: 0.0731, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.3016 [2020-10-19 14:40:09,975][root][INFO] - ===> Epoch[6869](34344/5): Loss -0.8385, Sem 0.0166, dir -0.9892, norm 0.1341, swav 0.0000 LR: 4.655e-02 Score 99.459 Data time: 0.0821, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8799 [2020-10-19 14:40:12,438][root][INFO] - ===> Epoch[6869](34345/5): Loss -0.8399, Sem 0.0156, dir -0.9874, norm 0.1320, swav 0.0000 LR: 4.655e-02 Score 99.481 Data time: 0.0913, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.3520 [2020-10-19 14:40:14,332][root][INFO] - ===> Epoch[6870](34346/5): Loss -0.8319, Sem 0.0165, dir -0.9882, norm 0.1397, swav 0.0000 LR: 4.655e-02 Score 99.456 Data time: 0.0839, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.7675 [2020-10-19 14:40:16,844][root][INFO] - ===> Epoch[6870](34347/5): Loss -0.8343, Sem 0.0181, dir -0.9878, norm 0.1354, swav 0.0000 LR: 4.655e-02 Score 99.407 Data time: 0.0722, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.4123 [2020-10-19 14:40:19,395][root][INFO] - ===> Epoch[6870](34348/5): Loss -0.8409, Sem 0.0143, dir -0.9886, norm 0.1334, swav 0.0000 LR: 4.655e-02 Score 99.521 Data time: 0.0785, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.4241 [2020-10-19 14:40:21,379][root][INFO] - ===> Epoch[6870](34349/5): Loss -0.8517, Sem 0.0180, dir -0.9885, norm 0.1188, swav 0.0000 LR: 4.654e-02 Score 99.397 Data time: 0.0883, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8762 [2020-10-19 14:40:23,367][root][INFO] - ===> Epoch[6870](34350/5): Loss -0.8391, Sem 0.0158, dir -0.9881, norm 0.1332, swav 0.0000 LR: 4.654e-02 Score 99.474 Data time: 0.0654, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8756 [2020-10-19 14:40:25,460][root][INFO] - ===> Epoch[6871](34351/5): Loss -0.8415, Sem 0.0164, dir -0.9875, norm 0.1296, swav 0.0000 LR: 4.654e-02 Score 99.454 Data time: 0.0752, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9893 [2020-10-19 14:40:27,579][root][INFO] - ===> Epoch[6871](34352/5): Loss -0.8443, Sem 0.0159, dir -0.9892, norm 0.1289, swav 0.0000 LR: 4.654e-02 Score 99.463 Data time: 0.0859, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0212 [2020-10-19 14:40:30,036][root][INFO] - ===> Epoch[6871](34353/5): Loss -0.8405, Sem 0.0156, dir -0.9878, norm 0.1317, swav 0.0000 LR: 4.654e-02 Score 99.483 Data time: 0.0840, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.3566 [2020-10-19 14:40:32,126][root][INFO] - ===> Epoch[6871](34354/5): Loss -0.8510, Sem 0.0153, dir -0.9882, norm 0.1219, swav 0.0000 LR: 4.654e-02 Score 99.484 Data time: 0.0652, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9792 [2020-10-19 14:40:34,310][root][INFO] - ===> Epoch[6871](34355/5): Loss -0.8420, Sem 0.0142, dir -0.9889, norm 0.1328, swav 0.0000 LR: 4.653e-02 Score 99.522 Data time: 0.0825, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0914 [2020-10-19 14:40:36,157][root][INFO] - ===> Epoch[6872](34356/5): Loss -0.8562, Sem 0.0162, dir -0.9888, norm 0.1164, swav 0.0000 LR: 4.653e-02 Score 99.450 Data time: 0.0597, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.7474 [2020-10-19 14:40:38,341][root][INFO] - ===> Epoch[6872](34357/5): Loss -0.8320, Sem 0.0170, dir -0.9871, norm 0.1380, swav 0.0000 LR: 4.653e-02 Score 99.433 Data time: 0.0600, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0999 [2020-10-19 14:40:40,623][root][INFO] - ===> Epoch[6872](34358/5): Loss -0.8449, Sem 0.0147, dir -0.9889, norm 0.1293, swav 0.0000 LR: 4.653e-02 Score 99.515 Data time: 0.0887, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1949 [2020-10-19 14:40:42,819][root][INFO] - ===> Epoch[6872](34359/5): Loss -0.8441, Sem 0.0170, dir -0.9887, norm 0.1276, swav 0.0000 LR: 4.653e-02 Score 99.429 Data time: 0.0977, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0747 [2020-10-19 14:40:44,913][root][INFO] - ===> Epoch[6872](34360/5): Loss -0.8413, Sem 0.0175, dir -0.9879, norm 0.1291, swav 0.0000 LR: 4.653e-02 Score 99.423 Data time: 0.0803, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9745 [2020-10-19 14:40:47,021][root][INFO] - ===> Epoch[6873](34361/5): Loss -0.8455, Sem 0.0157, dir -0.9882, norm 0.1271, swav 0.0000 LR: 4.652e-02 Score 99.468 Data time: 0.0580, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9936 [2020-10-19 14:40:49,217][root][INFO] - ===> Epoch[6873](34362/5): Loss -0.8400, Sem 0.0163, dir -0.9880, norm 0.1317, swav 0.0000 LR: 4.652e-02 Score 99.444 Data time: 0.0955, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0999 [2020-10-19 14:40:51,517][root][INFO] - ===> Epoch[6873](34363/5): Loss -0.8502, Sem 0.0171, dir -0.9893, norm 0.1220, swav 0.0000 LR: 4.652e-02 Score 99.426 Data time: 0.0643, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1769 [2020-10-19 14:40:53,749][root][INFO] - ===> Epoch[6873](34364/5): Loss -0.8406, Sem 0.0148, dir -0.9883, norm 0.1329, swav 0.0000 LR: 4.652e-02 Score 99.513 Data time: 0.0772, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1331 [2020-10-19 14:40:56,101][root][INFO] - ===> Epoch[6873](34365/5): Loss -0.8428, Sem 0.0157, dir -0.9891, norm 0.1305, swav 0.0000 LR: 4.652e-02 Score 99.466 Data time: 0.0890, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.2373 [2020-10-19 14:40:58,416][root][INFO] - ===> Epoch[6874](34366/5): Loss -0.8404, Sem 0.0158, dir -0.9879, norm 0.1317, swav 0.0000 LR: 4.652e-02 Score 99.467 Data time: 0.0660, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1848 [2020-10-19 14:41:00,350][root][INFO] - ===> Epoch[6874](34367/5): Loss -0.8508, Sem 0.0160, dir -0.9884, norm 0.1216, swav 0.0000 LR: 4.651e-02 Score 99.457 Data time: 0.0697, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8187 [2020-10-19 14:41:02,436][root][INFO] - ===> Epoch[6874](34368/5): Loss -0.8454, Sem 0.0155, dir -0.9887, norm 0.1277, swav 0.0000 LR: 4.651e-02 Score 99.478 Data time: 0.0892, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9818 [2020-10-19 14:41:04,532][root][INFO] - ===> Epoch[6874](34369/5): Loss -0.8501, Sem 0.0162, dir -0.9888, norm 0.1226, swav 0.0000 LR: 4.651e-02 Score 99.467 Data time: 0.0917, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9609 [2020-10-19 14:41:06,639][root][INFO] - ===> Epoch[6874](34370/5): Loss -0.8396, Sem 0.0155, dir -0.9889, norm 0.1338, swav 0.0000 LR: 4.651e-02 Score 99.482 Data time: 0.0826, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9883 [2020-10-19 14:41:08,866][root][INFO] - ===> Epoch[6875](34371/5): Loss -0.8445, Sem 0.0159, dir -0.9883, norm 0.1279, swav 0.0000 LR: 4.651e-02 Score 99.463 Data time: 0.0644, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1177 [2020-10-19 14:41:10,827][root][INFO] - ===> Epoch[6875](34372/5): Loss -0.8464, Sem 0.0167, dir -0.9884, norm 0.1253, swav 0.0000 LR: 4.651e-02 Score 99.447 Data time: 0.0823, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8858 [2020-10-19 14:41:13,545][root][INFO] - ===> Epoch[6875](34373/5): Loss -0.8387, Sem 0.0155, dir -0.9895, norm 0.1353, swav 0.0000 LR: 4.651e-02 Score 99.480 Data time: 0.0826, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.6115 [2020-10-19 14:41:15,546][root][INFO] - ===> Epoch[6875](34374/5): Loss -0.8442, Sem 0.0161, dir -0.9883, norm 0.1280, swav 0.0000 LR: 4.650e-02 Score 99.449 Data time: 0.0843, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8932 [2020-10-19 14:41:17,975][root][INFO] - ===> Epoch[6875](34375/5): Loss -0.8430, Sem 0.0153, dir -0.9889, norm 0.1306, swav 0.0000 LR: 4.650e-02 Score 99.487 Data time: 0.1030, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.3227 [2020-10-19 14:41:20,392][root][INFO] - ===> Epoch[6876](34376/5): Loss -0.8502, Sem 0.0156, dir -0.9886, norm 0.1227, swav 0.0000 LR: 4.650e-02 Score 99.473 Data time: 0.0549, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.2895 [2020-10-19 14:41:22,663][root][INFO] - ===> Epoch[6876](34377/5): Loss -0.8445, Sem 0.0166, dir -0.9882, norm 0.1270, swav 0.0000 LR: 4.650e-02 Score 99.439 Data time: 0.0806, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1737 [2020-10-19 14:41:24,525][root][INFO] - ===> Epoch[6876](34378/5): Loss -0.8568, Sem 0.0168, dir -0.9894, norm 0.1159, swav 0.0000 LR: 4.650e-02 Score 99.430 Data time: 0.0630, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.7516 [2020-10-19 14:41:27,023][root][INFO] - ===> Epoch[6876](34379/5): Loss -0.8481, Sem 0.0151, dir -0.9889, norm 0.1257, swav 0.0000 LR: 4.650e-02 Score 99.484 Data time: 0.0898, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.4122 [2020-10-19 14:41:29,357][root][INFO] - ===> Epoch[6876](34380/5): Loss -0.8311, Sem 0.0198, dir -0.9871, norm 0.1362, swav 0.0000 LR: 4.649e-02 Score 99.359 Data time: 0.0757, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.2339 [2020-10-19 14:41:31,393][root][INFO] - ===> Epoch[6877](34381/5): Loss -0.8600, Sem 0.0154, dir -0.9891, norm 0.1137, swav 0.0000 LR: 4.649e-02 Score 99.478 Data time: 0.0707, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9366 [2020-10-19 14:41:33,575][root][INFO] - ===> Epoch[6877](34382/5): Loss -0.8531, Sem 0.0157, dir -0.9887, norm 0.1198, swav 0.0000 LR: 4.649e-02 Score 99.460 Data time: 0.0916, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0871 [2020-10-19 14:41:35,818][root][INFO] - ===> Epoch[6877](34383/5): Loss -0.8484, Sem 0.0154, dir -0.9885, norm 0.1247, swav 0.0000 LR: 4.649e-02 Score 99.483 Data time: 0.0845, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1338 [2020-10-19 14:41:37,904][root][INFO] - ===> Epoch[6877](34384/5): Loss -0.8544, Sem 0.0142, dir -0.9896, norm 0.1210, swav 0.0000 LR: 4.649e-02 Score 99.515 Data time: 0.0745, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0043 [2020-10-19 14:41:39,673][root][INFO] - ===> Epoch[6877](34385/5): Loss -0.8386, Sem 0.0182, dir -0.9870, norm 0.1302, swav 0.0000 LR: 4.649e-02 Score 99.420 Data time: 0.0831, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.6761 [2020-10-19 14:41:41,811][root][INFO] - ===> Epoch[6878](34386/5): Loss -0.8448, Sem 0.0138, dir -0.9889, norm 0.1303, swav 0.0000 LR: 4.648e-02 Score 99.542 Data time: 0.1487, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0195 [2020-10-19 14:41:44,205][root][INFO] - ===> Epoch[6878](34387/5): Loss -0.8282, Sem 0.0176, dir -0.9868, norm 0.1410, swav 0.0000 LR: 4.648e-02 Score 99.417 Data time: 0.0884, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.2893 [2020-10-19 14:41:46,817][root][INFO] - ===> Epoch[6878](34388/5): Loss -0.8462, Sem 0.0169, dir -0.9880, norm 0.1250, swav 0.0000 LR: 4.648e-02 Score 99.463 Data time: 0.0618, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.5057 [2020-10-19 14:41:48,944][root][INFO] - ===> Epoch[6878](34389/5): Loss -0.8481, Sem 0.0163, dir -0.9882, norm 0.1238, swav 0.0000 LR: 4.648e-02 Score 99.445 Data time: 0.1002, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0395 [2020-10-19 14:41:50,953][root][INFO] - ===> Epoch[6878](34390/5): Loss -0.8406, Sem 0.0164, dir -0.9880, norm 0.1310, swav 0.0000 LR: 4.648e-02 Score 99.446 Data time: 0.0905, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9079 [2020-10-19 14:41:53,177][root][INFO] - ===> Epoch[6879](34391/5): Loss -0.8487, Sem 0.0163, dir -0.9889, norm 0.1239, swav 0.0000 LR: 4.648e-02 Score 99.445 Data time: 0.0820, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.1197 [2020-10-19 14:41:55,152][root][INFO] - ===> Epoch[6879](34392/5): Loss -0.8492, Sem 0.0165, dir -0.9889, norm 0.1232, swav 0.0000 LR: 4.647e-02 Score 99.436 Data time: 0.1496, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.8680 [2020-10-19 14:41:57,687][root][INFO] - ===> Epoch[6879](34393/5): Loss -0.8437, Sem 0.0151, dir -0.9883, norm 0.1295, swav 0.0000 LR: 4.647e-02 Score 99.496 Data time: 0.1003, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.4158 [2020-10-19 14:41:59,715][root][INFO] - ===> Epoch[6879](34394/5): Loss -0.8404, Sem 0.0156, dir -0.9893, norm 0.1333, swav 0.0000 LR: 4.647e-02 Score 99.483 Data time: 0.0730, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.8976 [2020-10-19 14:42:01,864][root][INFO] - ===> Epoch[6879](34395/5): Loss -0.8575, Sem 0.0146, dir -0.9901, norm 0.1180, swav 0.0000 LR: 4.647e-02 Score 99.504 Data time: 0.0779, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0512 [2020-10-19 14:42:04,301][root][INFO] - ===> Epoch[6880](34396/5): Loss -0.8379, Sem 0.0191, dir -0.9876, norm 0.1306, swav 0.0000 LR: 4.647e-02 Score 99.374 Data time: 0.0563, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.3381 [2020-10-19 14:42:06,666][root][INFO] - ===> Epoch[6880](34397/5): Loss -0.8420, Sem 0.0142, dir -0.9880, norm 0.1319, swav 0.0000 LR: 4.647e-02 Score 99.525 Data time: 0.1830, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.2656 [2020-10-19 14:42:08,805][root][INFO] - ===> Epoch[6880](34398/5): Loss -0.8544, Sem 0.0162, dir -0.9889, norm 0.1184, swav 0.0000 LR: 4.646e-02 Score 99.466 Data time: 0.0941, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0235 [2020-10-19 14:42:10,714][root][INFO] - ===> Epoch[6880](34399/5): Loss -0.8486, Sem 0.0165, dir -0.9879, norm 0.1228, swav 0.0000 LR: 4.646e-02 Score 99.440 Data time: 0.0579, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.8033 [2020-10-19 14:42:12,893][root][INFO] - ===> Epoch[6880](34400/5): Loss -0.8473, Sem 0.0154, dir -0.9893, norm 0.1265, swav 0.0000 LR: 4.646e-02 Score 99.477 Data time: 0.0693, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0822 [2020-10-19 14:42:14,321][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 14:42:14,475][root][INFO] - ===> Start testing [2020-10-19 14:42:54,087][root][INFO] - 68/68: Data time: 0.0021, Iter time: 0.1104 Loss 0.636 (AVG: 0.567) Score 88.377 (AVG: 90.451) mIOU 69.877 mAP 84.410 mAcc 78.014 IOU: 61.827 0.577 78.685 73.880 93.961 92.269 33.254 79.365 98.303 69.703 81.301 86.122 59.150 mAP: 81.199 16.185 93.533 86.491 98.873 98.459 57.244 96.712 99.637 91.570 92.865 94.385 90.178 mAcc: 78.325 4.649 86.973 82.090 95.458 97.077 39.027 93.354 99.579 87.115 90.809 95.392 64.329 [2020-10-19 14:42:54,091][root][INFO] - Finished test. Elapsed time: 39.6109 [2020-10-19 14:42:57,189][root][INFO] - [2020-10-19 14:42:57,189][root][INFO] - ################################################################ [2020-10-19 14:42:57,189][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 14:42:57,189][root][INFO] - ################################################################ [2020-10-19 14:42:57,189][root][INFO] - clutter : nan nan nan [2020-10-19 14:42:57,189][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 14:42:57,189][root][INFO] - board : 0.805 0.875 0.898 [2020-10-19 14:42:57,189][root][INFO] - bookcase : 0.259 0.389 0.525 [2020-10-19 14:42:57,189][root][INFO] - ceiling : 0.406 0.480 0.541 [2020-10-19 14:42:57,189][root][INFO] - chair : 0.836 0.912 0.924 [2020-10-19 14:42:57,189][root][INFO] - column : 0.190 0.286 0.409 [2020-10-19 14:42:57,189][root][INFO] - door : 0.750 0.892 0.946 [2020-10-19 14:42:57,189][root][INFO] - floor : 0.900 0.926 0.955 [2020-10-19 14:42:57,189][root][INFO] - sofa : 0.430 0.696 0.809 [2020-10-19 14:42:57,189][root][INFO] - table : 0.149 0.317 0.592 [2020-10-19 14:42:57,189][root][INFO] - wall : 0.543 0.736 0.814 [2020-10-19 14:42:57,189][root][INFO] - window : 0.550 0.769 0.769 [2020-10-19 14:42:57,189][root][INFO] - ---------------------------------------------------------------- [2020-10-19 14:42:57,190][root][INFO] - average : 0.485 0.606 0.682 [2020-10-19 14:42:57,190][root][INFO] - [2020-10-19 14:42:57,328][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 14:42:57,329][root][INFO] - Current best mIoU: 72.177 at iter 31200 [2020-10-19 14:42:59,170][root][INFO] - ===> Epoch[6881](34401/5): Loss -0.8386, Sem 0.0166, dir -0.9884, norm 0.1332, swav 0.0000 LR: 4.646e-02 Score 99.447 Data time: 0.0710, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.8356 [2020-10-19 14:43:01,278][root][INFO] - ===> Epoch[6881](34402/5): Loss -0.8495, Sem 0.0159, dir -0.9884, norm 0.1229, swav 0.0000 LR: 4.646e-02 Score 99.464 Data time: 0.0913, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9618 [2020-10-19 14:43:04,127][root][INFO] - ===> Epoch[6881](34403/5): Loss -0.8492, Sem 0.0158, dir -0.9884, norm 0.1234, swav 0.0000 LR: 4.646e-02 Score 99.476 Data time: 0.0718, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.7453 [2020-10-19 14:43:06,240][root][INFO] - ===> Epoch[6881](34404/5): Loss -0.8564, Sem 0.0155, dir -0.9886, norm 0.1167, swav 0.0000 LR: 4.645e-02 Score 99.475 Data time: 0.0802, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0101 [2020-10-19 14:43:08,293][root][INFO] - ===> Epoch[6881](34405/5): Loss -0.8525, Sem 0.0167, dir -0.9886, norm 0.1194, swav 0.0000 LR: 4.645e-02 Score 99.428 Data time: 0.0844, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9294 [2020-10-19 14:43:10,195][root][INFO] - ===> Epoch[6882](34406/5): Loss -0.8557, Sem 0.0146, dir -0.9891, norm 0.1189, swav 0.0000 LR: 4.645e-02 Score 99.512 Data time: 0.1364, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.8121 [2020-10-19 14:43:12,575][root][INFO] - ===> Epoch[6882](34407/5): Loss -0.8485, Sem 0.0150, dir -0.9881, norm 0.1247, swav 0.0000 LR: 4.645e-02 Score 99.505 Data time: 0.0909, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.2875 [2020-10-19 14:43:14,550][root][INFO] - ===> Epoch[6882](34408/5): Loss -0.8625, Sem 0.0152, dir -0.9899, norm 0.1122, swav 0.0000 LR: 4.645e-02 Score 99.489 Data time: 0.0645, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.8673 [2020-10-19 14:43:16,360][root][INFO] - ===> Epoch[6882](34409/5): Loss -0.8520, Sem 0.0164, dir -0.9882, norm 0.1199, swav 0.0000 LR: 4.645e-02 Score 99.446 Data time: 0.0699, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.7127 [2020-10-19 14:43:18,597][root][INFO] - ===> Epoch[6882](34410/5): Loss -0.8522, Sem 0.0183, dir -0.9888, norm 0.1183, swav 0.0000 LR: 4.644e-02 Score 99.398 Data time: 0.1088, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.1348 [2020-10-19 14:43:21,338][root][INFO] - ===> Epoch[6883](34411/5): Loss -0.8394, Sem 0.0163, dir -0.9883, norm 0.1325, swav 0.0000 LR: 4.644e-02 Score 99.451 Data time: 0.0733, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.6069 [2020-10-19 14:43:23,585][root][INFO] - ===> Epoch[6883](34412/5): Loss -0.8555, Sem 0.0150, dir -0.9885, norm 0.1179, swav 0.0000 LR: 4.644e-02 Score 99.491 Data time: 0.0761, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.1236 [2020-10-19 14:43:25,620][root][INFO] - ===> Epoch[6883](34413/5): Loss -0.8546, Sem 0.0164, dir -0.9884, norm 0.1174, swav 0.0000 LR: 4.644e-02 Score 99.438 Data time: 0.0643, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9303 [2020-10-19 14:43:27,564][root][INFO] - ===> Epoch[6883](34414/5): Loss -0.8470, Sem 0.0157, dir -0.9885, norm 0.1257, swav 0.0000 LR: 4.644e-02 Score 99.489 Data time: 0.0471, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.8438 [2020-10-19 14:43:29,415][root][INFO] - ===> Epoch[6883](34415/5): Loss -0.8579, Sem 0.0169, dir -0.9894, norm 0.1147, swav 0.0000 LR: 4.644e-02 Score 99.433 Data time: 0.0806, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.7819 [2020-10-19 14:43:31,629][root][INFO] - ===> Epoch[6884](34416/5): Loss -0.8496, Sem 0.0156, dir -0.9879, norm 0.1227, swav 0.0000 LR: 4.643e-02 Score 99.466 Data time: 0.0944, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.1077 [2020-10-19 14:43:33,850][root][INFO] - ===> Epoch[6884](34417/5): Loss -0.8519, Sem 0.0167, dir -0.9896, norm 0.1209, swav 0.0000 LR: 4.643e-02 Score 99.432 Data time: 0.0718, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0978 [2020-10-19 14:43:36,197][root][INFO] - ===> Epoch[6884](34418/5): Loss -0.8584, Sem 0.0154, dir -0.9892, norm 0.1154, swav 0.0000 LR: 4.643e-02 Score 99.482 Data time: 0.0786, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.2493 [2020-10-19 14:43:38,533][root][INFO] - ===> Epoch[6884](34419/5): Loss -0.8640, Sem 0.0144, dir -0.9890, norm 0.1106, swav 0.0000 LR: 4.643e-02 Score 99.504 Data time: 0.0590, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.2283 [2020-10-19 14:43:41,161][root][INFO] - ===> Epoch[6884](34420/5): Loss -0.8538, Sem 0.0140, dir -0.9899, norm 0.1221, swav 0.0000 LR: 4.643e-02 Score 99.528 Data time: 0.0661, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.5246 [2020-10-19 14:43:43,486][root][INFO] - ===> Epoch[6885](34421/5): Loss -0.8542, Sem 0.0157, dir -0.9892, norm 0.1192, swav 0.0000 LR: 4.643e-02 Score 99.465 Data time: 0.1024, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.2206 [2020-10-19 14:43:45,813][root][INFO] - ===> Epoch[6885](34422/5): Loss -0.8485, Sem 0.0182, dir -0.9877, norm 0.1210, swav 0.0000 LR: 4.643e-02 Score 99.417 Data time: 0.0571, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.1940 [2020-10-19 14:43:47,874][root][INFO] - ===> Epoch[6885](34423/5): Loss -0.8648, Sem 0.0137, dir -0.9901, norm 0.1116, swav 0.0000 LR: 4.642e-02 Score 99.528 Data time: 0.0778, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9599 [2020-10-19 14:43:50,181][root][INFO] - ===> Epoch[6885](34424/5): Loss -0.8524, Sem 0.0155, dir -0.9887, norm 0.1208, swav 0.0000 LR: 4.642e-02 Score 99.481 Data time: 0.0894, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.2026 [2020-10-19 14:43:52,465][root][INFO] - ===> Epoch[6885](34425/5): Loss -0.8530, Sem 0.0161, dir -0.9888, norm 0.1197, swav 0.0000 LR: 4.642e-02 Score 99.452 Data time: 0.0811, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.1685 [2020-10-19 14:43:54,880][root][INFO] - ===> Epoch[6886](34426/5): Loss -0.8553, Sem 0.0155, dir -0.9882, norm 0.1174, swav 0.0000 LR: 4.642e-02 Score 99.496 Data time: 0.0848, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.2897 [2020-10-19 14:43:57,166][root][INFO] - ===> Epoch[6886](34427/5): Loss -0.8626, Sem 0.0143, dir -0.9905, norm 0.1137, swav 0.0000 LR: 4.642e-02 Score 99.506 Data time: 0.1036, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.1668 [2020-10-19 14:43:59,500][root][INFO] - ===> Epoch[6886](34428/5): Loss -0.8567, Sem 0.0158, dir -0.9891, norm 0.1165, swav 0.0000 LR: 4.642e-02 Score 99.468 Data time: 0.0690, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.2093 [2020-10-19 14:44:02,057][root][INFO] - ===> Epoch[6886](34429/5): Loss -0.8463, Sem 0.0172, dir -0.9874, norm 0.1239, swav 0.0000 LR: 4.641e-02 Score 99.424 Data time: 0.0852, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.4455 [2020-10-19 14:44:04,020][root][INFO] - ===> Epoch[6886](34430/5): Loss -0.8534, Sem 0.0163, dir -0.9884, norm 0.1187, swav 0.0000 LR: 4.641e-02 Score 99.446 Data time: 0.0609, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.8347 [2020-10-19 14:44:06,111][root][INFO] - ===> Epoch[6887](34431/5): Loss -0.8601, Sem 0.0146, dir -0.9897, norm 0.1150, swav 0.0000 LR: 4.641e-02 Score 99.512 Data time: 0.0854, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9915 [2020-10-19 14:44:08,414][root][INFO] - ===> Epoch[6887](34432/5): Loss -0.8534, Sem 0.0167, dir -0.9880, norm 0.1179, swav 0.0000 LR: 4.641e-02 Score 99.439 Data time: 0.0701, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.2044 [2020-10-19 14:44:10,358][root][INFO] - ===> Epoch[6887](34433/5): Loss -0.8495, Sem 0.0178, dir -0.9885, norm 0.1211, swav 0.0000 LR: 4.641e-02 Score 99.407 Data time: 0.0533, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.8482 [2020-10-19 14:44:12,725][root][INFO] - ===> Epoch[6887](34434/5): Loss -0.8482, Sem 0.0170, dir -0.9880, norm 0.1229, swav 0.0000 LR: 4.641e-02 Score 99.435 Data time: 0.1041, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.2766 [2020-10-19 14:44:15,163][root][INFO] - ===> Epoch[6887](34435/5): Loss -0.8584, Sem 0.0164, dir -0.9897, norm 0.1149, swav 0.0000 LR: 4.640e-02 Score 99.441 Data time: 0.1056, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.3105 [2020-10-19 14:44:17,179][root][INFO] - ===> Epoch[6888](34436/5): Loss -0.8660, Sem 0.0144, dir -0.9902, norm 0.1098, swav 0.0000 LR: 4.640e-02 Score 99.517 Data time: 0.0838, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.8793 [2020-10-19 14:44:19,338][root][INFO] - ===> Epoch[6888](34437/5): Loss -0.8554, Sem 0.0152, dir -0.9890, norm 0.1184, swav 0.0000 LR: 4.640e-02 Score 99.492 Data time: 0.0744, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0690 [2020-10-19 14:44:21,940][root][INFO] - ===> Epoch[6888](34438/5): Loss -0.8517, Sem 0.0166, dir -0.9883, norm 0.1200, swav 0.0000 LR: 4.640e-02 Score 99.441 Data time: 0.0492, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.5152 [2020-10-19 14:44:23,836][root][INFO] - ===> Epoch[6888](34439/5): Loss -0.8610, Sem 0.0165, dir -0.9892, norm 0.1117, swav 0.0000 LR: 4.640e-02 Score 99.454 Data time: 0.0630, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8277 [2020-10-19 14:44:26,121][root][INFO] - ===> Epoch[6888](34440/5): Loss -0.8534, Sem 0.0162, dir -0.9878, norm 0.1182, swav 0.0000 LR: 4.640e-02 Score 99.462 Data time: 0.0933, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.1955 [2020-10-19 14:44:28,025][root][INFO] - ===> Epoch[6889](34441/5): Loss -0.8647, Sem 0.0159, dir -0.9900, norm 0.1094, swav 0.0000 LR: 4.639e-02 Score 99.458 Data time: 0.0849, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.7809 [2020-10-19 14:44:30,347][root][INFO] - ===> Epoch[6889](34442/5): Loss -0.8484, Sem 0.0141, dir -0.9893, norm 0.1269, swav 0.0000 LR: 4.639e-02 Score 99.520 Data time: 0.1342, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.2216 [2020-10-19 14:44:32,851][root][INFO] - ===> Epoch[6889](34443/5): Loss -0.8465, Sem 0.0163, dir -0.9885, norm 0.1257, swav 0.0000 LR: 4.639e-02 Score 99.461 Data time: 0.0918, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.4062 [2020-10-19 14:44:35,236][root][INFO] - ===> Epoch[6889](34444/5): Loss -0.8382, Sem 0.0147, dir -0.9886, norm 0.1357, swav 0.0000 LR: 4.639e-02 Score 99.514 Data time: 0.1065, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.2388 [2020-10-19 14:44:37,368][root][INFO] - ===> Epoch[6889](34445/5): Loss -0.8579, Sem 0.0169, dir -0.9886, norm 0.1138, swav 0.0000 LR: 4.639e-02 Score 99.431 Data time: 0.0647, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9978 [2020-10-19 14:44:39,362][root][INFO] - ===> Epoch[6890](34446/5): Loss -0.8387, Sem 0.0172, dir -0.9886, norm 0.1327, swav 0.0000 LR: 4.639e-02 Score 99.412 Data time: 0.0874, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9078 [2020-10-19 14:44:41,508][root][INFO] - ===> Epoch[6890](34447/5): Loss -0.8541, Sem 0.0177, dir -0.9883, norm 0.1165, swav 0.0000 LR: 4.638e-02 Score 99.412 Data time: 0.0600, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0416 [2020-10-19 14:44:43,733][root][INFO] - ===> Epoch[6890](34448/5): Loss -0.8560, Sem 0.0142, dir -0.9902, norm 0.1200, swav 0.0000 LR: 4.638e-02 Score 99.515 Data time: 0.0634, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.1297 [2020-10-19 14:44:45,866][root][INFO] - ===> Epoch[6890](34449/5): Loss -0.8393, Sem 0.0173, dir -0.9869, norm 0.1302, swav 0.0000 LR: 4.638e-02 Score 99.410 Data time: 0.0803, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0366 [2020-10-19 14:44:48,118][root][INFO] - ===> Epoch[6890](34450/5): Loss -0.8325, Sem 0.0190, dir -0.9885, norm 0.1370, swav 0.0000 LR: 4.638e-02 Score 99.390 Data time: 0.0610, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.1286 [2020-10-19 14:44:50,239][root][INFO] - ===> Epoch[6891](34451/5): Loss -0.8395, Sem 0.0203, dir -0.9887, norm 0.1289, swav 0.0000 LR: 4.638e-02 Score 99.364 Data time: 0.0955, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0157 [2020-10-19 14:44:52,299][root][INFO] - ===> Epoch[6891](34452/5): Loss -0.8460, Sem 0.0158, dir -0.9878, norm 0.1260, swav 0.0000 LR: 4.638e-02 Score 99.479 Data time: 0.1316, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9356 [2020-10-19 14:44:54,680][root][INFO] - ===> Epoch[6891](34453/5): Loss -0.8494, Sem 0.0251, dir -0.9882, norm 0.1137, swav 0.0000 LR: 4.637e-02 Score 99.276 Data time: 0.0994, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.2876 [2020-10-19 14:44:56,735][root][INFO] - ===> Epoch[6891](34454/5): Loss -0.8397, Sem 0.0205, dir -0.9878, norm 0.1277, swav 0.0000 LR: 4.637e-02 Score 99.334 Data time: 0.0904, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9487 [2020-10-19 14:44:58,742][root][INFO] - ===> Epoch[6891](34455/5): Loss -0.8476, Sem 0.0206, dir -0.9884, norm 0.1202, swav 0.0000 LR: 4.637e-02 Score 99.305 Data time: 0.0678, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9058 [2020-10-19 14:45:00,908][root][INFO] - ===> Epoch[6892](34456/5): Loss -0.8482, Sem 0.0191, dir -0.9879, norm 0.1206, swav 0.0000 LR: 4.637e-02 Score 99.392 Data time: 0.0953, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0748 [2020-10-19 14:45:03,145][root][INFO] - ===> Epoch[6892](34457/5): Loss -0.8344, Sem 0.0238, dir -0.9869, norm 0.1286, swav 0.0000 LR: 4.637e-02 Score 99.261 Data time: 0.0945, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.1041 [2020-10-19 14:45:05,476][root][INFO] - ===> Epoch[6892](34458/5): Loss -0.8315, Sem 0.0207, dir -0.9874, norm 0.1352, swav 0.0000 LR: 4.637e-02 Score 99.324 Data time: 0.0849, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.2111 [2020-10-19 14:45:07,660][root][INFO] - ===> Epoch[6892](34459/5): Loss -0.8560, Sem 0.0179, dir -0.9885, norm 0.1145, swav 0.0000 LR: 4.636e-02 Score 99.404 Data time: 0.0757, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0822 [2020-10-19 14:45:10,074][root][INFO] - ===> Epoch[6892](34460/5): Loss -0.8365, Sem 0.0198, dir -0.9879, norm 0.1316, swav 0.0000 LR: 4.636e-02 Score 99.352 Data time: 0.0905, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.3117 [2020-10-19 14:45:12,115][root][INFO] - ===> Epoch[6893](34461/5): Loss -0.8504, Sem 0.0186, dir -0.9884, norm 0.1194, swav 0.0000 LR: 4.636e-02 Score 99.376 Data time: 0.0923, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9260 [2020-10-19 14:45:13,952][root][INFO] - ===> Epoch[6893](34462/5): Loss -0.8399, Sem 0.0180, dir -0.9887, norm 0.1308, swav 0.0000 LR: 4.636e-02 Score 99.404 Data time: 0.0857, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.7214 [2020-10-19 14:45:16,544][root][INFO] - ===> Epoch[6893](34463/5): Loss -0.8381, Sem 0.0207, dir -0.9878, norm 0.1291, swav 0.0000 LR: 4.636e-02 Score 99.324 Data time: 0.0776, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.4851 [2020-10-19 14:45:18,483][root][INFO] - ===> Epoch[6893](34464/5): Loss -0.8425, Sem 0.0184, dir -0.9883, norm 0.1275, swav 0.0000 LR: 4.636e-02 Score 99.391 Data time: 0.0660, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.8423 [2020-10-19 14:45:20,722][root][INFO] - ===> Epoch[6893](34465/5): Loss -0.8427, Sem 0.0174, dir -0.9877, norm 0.1276, swav 0.0000 LR: 4.635e-02 Score 99.438 Data time: 0.0895, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.1354 [2020-10-19 14:45:23,197][root][INFO] - ===> Epoch[6894](34466/5): Loss -0.8309, Sem 0.0181, dir -0.9867, norm 0.1378, swav 0.0000 LR: 4.635e-02 Score 99.401 Data time: 0.0773, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.3684 [2020-10-19 14:45:25,538][root][INFO] - ===> Epoch[6894](34467/5): Loss -0.8398, Sem 0.0182, dir -0.9881, norm 0.1301, swav 0.0000 LR: 4.635e-02 Score 99.389 Data time: 0.0650, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.2046 [2020-10-19 14:45:27,983][root][INFO] - ===> Epoch[6894](34468/5): Loss -0.8358, Sem 0.0188, dir -0.9878, norm 0.1331, swav 0.0000 LR: 4.635e-02 Score 99.377 Data time: 0.0688, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.3564 [2020-10-19 14:45:30,172][root][INFO] - ===> Epoch[6894](34469/5): Loss -0.8349, Sem 0.0194, dir -0.9871, norm 0.1329, swav 0.0000 LR: 4.635e-02 Score 99.373 Data time: 0.0638, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0819 [2020-10-19 14:45:32,255][root][INFO] - ===> Epoch[6894](34470/5): Loss -0.8498, Sem 0.0165, dir -0.9891, norm 0.1228, swav 0.0000 LR: 4.635e-02 Score 99.447 Data time: 0.0858, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9803 [2020-10-19 14:45:34,364][root][INFO] - ===> Epoch[6895](34471/5): Loss -0.8413, Sem 0.0197, dir -0.9878, norm 0.1269, swav 0.0000 LR: 4.635e-02 Score 99.321 Data time: 0.0809, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0188 [2020-10-19 14:45:36,466][root][INFO] - ===> Epoch[6895](34472/5): Loss -0.8446, Sem 0.0163, dir -0.9889, norm 0.1279, swav 0.0000 LR: 4.634e-02 Score 99.445 Data time: 0.0719, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9979 [2020-10-19 14:45:38,573][root][INFO] - ===> Epoch[6895](34473/5): Loss -0.8354, Sem 0.0162, dir -0.9879, norm 0.1364, swav 0.0000 LR: 4.634e-02 Score 99.463 Data time: 0.0951, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0078 [2020-10-19 14:45:40,815][root][INFO] - ===> Epoch[6895](34474/5): Loss -0.8471, Sem 0.0182, dir -0.9875, norm 0.1222, swav 0.0000 LR: 4.634e-02 Score 99.375 Data time: 0.1159, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.1063 [2020-10-19 14:45:42,965][root][INFO] - ===> Epoch[6895](34475/5): Loss -0.8410, Sem 0.0165, dir -0.9882, norm 0.1307, swav 0.0000 LR: 4.634e-02 Score 99.451 Data time: 0.0863, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0396 [2020-10-19 14:45:45,901][root][INFO] - ===> Epoch[6896](34476/5): Loss -0.8282, Sem 0.0173, dir -0.9879, norm 0.1424, swav 0.0000 LR: 4.634e-02 Score 99.428 Data time: 0.0876, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.8191 [2020-10-19 14:45:48,056][root][INFO] - ===> Epoch[6896](34477/5): Loss -0.8462, Sem 0.0171, dir -0.9887, norm 0.1254, swav 0.0000 LR: 4.634e-02 Score 99.437 Data time: 0.0704, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0411 [2020-10-19 14:45:50,521][root][INFO] - ===> Epoch[6896](34478/5): Loss -0.8457, Sem 0.0168, dir -0.9881, norm 0.1256, swav 0.0000 LR: 4.633e-02 Score 99.427 Data time: 0.0672, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.3494 [2020-10-19 14:45:53,370][root][INFO] - ===> Epoch[6896](34479/5): Loss -0.8357, Sem 0.0162, dir -0.9882, norm 0.1362, swav 0.0000 LR: 4.633e-02 Score 99.452 Data time: 0.0620, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.7557 [2020-10-19 14:45:55,316][root][INFO] - ===> Epoch[6896](34480/5): Loss -0.8317, Sem 0.0205, dir -0.9864, norm 0.1343, swav 0.0000 LR: 4.633e-02 Score 99.309 Data time: 0.0553, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8605 [2020-10-19 14:45:57,518][root][INFO] - ===> Epoch[6897](34481/5): Loss -0.8524, Sem 0.0176, dir -0.9885, norm 0.1185, swav 0.0000 LR: 4.633e-02 Score 99.410 Data time: 0.0829, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1048 [2020-10-19 14:45:59,852][root][INFO] - ===> Epoch[6897](34482/5): Loss -0.8412, Sem 0.0179, dir -0.9885, norm 0.1294, swav 0.0000 LR: 4.633e-02 Score 99.401 Data time: 0.1128, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.2335 [2020-10-19 14:46:02,006][root][INFO] - ===> Epoch[6897](34483/5): Loss -0.8499, Sem 0.0144, dir -0.9889, norm 0.1247, swav 0.0000 LR: 4.633e-02 Score 99.514 Data time: 0.0747, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0342 [2020-10-19 14:46:04,707][root][INFO] - ===> Epoch[6897](34484/5): Loss -0.8480, Sem 0.0174, dir -0.9866, norm 0.1211, swav 0.0000 LR: 4.632e-02 Score 99.419 Data time: 0.0598, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.5794 [2020-10-19 14:46:06,590][root][INFO] - ===> Epoch[6897](34485/5): Loss -0.8437, Sem 0.0172, dir -0.9884, norm 0.1274, swav 0.0000 LR: 4.632e-02 Score 99.415 Data time: 0.0452, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8048 [2020-10-19 14:46:08,560][root][INFO] - ===> Epoch[6898](34486/5): Loss -0.8498, Sem 0.0178, dir -0.9881, norm 0.1205, swav 0.0000 LR: 4.632e-02 Score 99.400 Data time: 0.0913, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9122 [2020-10-19 14:46:10,669][root][INFO] - ===> Epoch[6898](34487/5): Loss -0.8473, Sem 0.0162, dir -0.9885, norm 0.1250, swav 0.0000 LR: 4.632e-02 Score 99.449 Data time: 0.1134, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0123 [2020-10-19 14:46:12,783][root][INFO] - ===> Epoch[6898](34488/5): Loss -0.8465, Sem 0.0166, dir -0.9881, norm 0.1249, swav 0.0000 LR: 4.632e-02 Score 99.438 Data time: 0.1996, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0251 [2020-10-19 14:46:15,481][root][INFO] - ===> Epoch[6898](34489/5): Loss -0.8353, Sem 0.0171, dir -0.9877, norm 0.1354, swav 0.0000 LR: 4.632e-02 Score 99.419 Data time: 0.1168, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.5945 [2020-10-19 14:46:17,456][root][INFO] - ===> Epoch[6898](34490/5): Loss -0.8517, Sem 0.0157, dir -0.9889, norm 0.1214, swav 0.0000 LR: 4.631e-02 Score 99.474 Data time: 0.0860, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8476 [2020-10-19 14:46:19,393][root][INFO] - ===> Epoch[6899](34491/5): Loss -0.8443, Sem 0.0181, dir -0.9870, norm 0.1246, swav 0.0000 LR: 4.631e-02 Score 99.394 Data time: 0.0674, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.8380 [2020-10-19 14:46:22,562][root][INFO] - ===> Epoch[6899](34492/5): Loss -0.8360, Sem 0.0191, dir -0.9867, norm 0.1316, swav 0.0000 LR: 4.631e-02 Score 99.379 Data time: 0.2372, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 3.0895 [2020-10-19 14:46:24,807][root][INFO] - ===> Epoch[6899](34493/5): Loss -0.8479, Sem 0.0149, dir -0.9890, norm 0.1261, swav 0.0000 LR: 4.631e-02 Score 99.490 Data time: 0.1011, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1226 [2020-10-19 14:46:27,031][root][INFO] - ===> Epoch[6899](34494/5): Loss -0.8570, Sem 0.0156, dir -0.9886, norm 0.1160, swav 0.0000 LR: 4.631e-02 Score 99.473 Data time: 0.0997, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1208 [2020-10-19 14:46:29,070][root][INFO] - ===> Epoch[6899](34495/5): Loss -0.8509, Sem 0.0194, dir -0.9882, norm 0.1179, swav 0.0000 LR: 4.631e-02 Score 99.352 Data time: 0.0740, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9451 [2020-10-19 14:46:31,514][root][INFO] - ===> Epoch[6900](34496/5): Loss -0.8293, Sem 0.0202, dir -0.9862, norm 0.1367, swav 0.0000 LR: 4.630e-02 Score 99.350 Data time: 0.1029, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.3339 [2020-10-19 14:46:33,325][root][INFO] - ===> Epoch[6900](34497/5): Loss -0.8433, Sem 0.0187, dir -0.9885, norm 0.1265, swav 0.0000 LR: 4.630e-02 Score 99.380 Data time: 0.0830, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.6780 [2020-10-19 14:46:35,736][root][INFO] - ===> Epoch[6900](34498/5): Loss -0.8280, Sem 0.0175, dir -0.9870, norm 0.1416, swav 0.0000 LR: 4.630e-02 Score 99.410 Data time: 0.0818, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.2875 [2020-10-19 14:46:38,568][root][INFO] - ===> Epoch[6900](34499/5): Loss -0.8384, Sem 0.0181, dir -0.9876, norm 0.1311, swav 0.0000 LR: 4.630e-02 Score 99.379 Data time: 0.0641, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.7065 [2020-10-19 14:46:40,819][root][INFO] - ===> Epoch[6900](34500/5): Loss -0.8390, Sem 0.0191, dir -0.9878, norm 0.1296, swav 0.0000 LR: 4.630e-02 Score 99.365 Data time: 0.0750, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1390 [2020-10-19 14:46:41,857][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 14:46:43,736][root][INFO] - ===> Epoch[6901](34501/5): Loss -0.8481, Sem 0.0147, dir -0.9882, norm 0.1253, swav 0.0000 LR: 4.630e-02 Score 99.515 Data time: 0.0762, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.6935 [2020-10-19 14:46:45,833][root][INFO] - ===> Epoch[6901](34502/5): Loss -0.8566, Sem 0.0170, dir -0.9890, norm 0.1154, swav 0.0000 LR: 4.629e-02 Score 99.419 Data time: 0.0678, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9679 [2020-10-19 14:46:47,837][root][INFO] - ===> Epoch[6901](34503/5): Loss -0.8489, Sem 0.0191, dir -0.9883, norm 0.1203, swav 0.0000 LR: 4.629e-02 Score 99.360 Data time: 0.0554, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.8946 [2020-10-19 14:46:50,739][root][INFO] - ===> Epoch[6901](34504/5): Loss -0.8454, Sem 0.0158, dir -0.9887, norm 0.1275, swav 0.0000 LR: 4.629e-02 Score 99.478 Data time: 0.0691, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.8086 [2020-10-19 14:46:52,670][root][INFO] - ===> Epoch[6901](34505/5): Loss -0.8549, Sem 0.0163, dir -0.9886, norm 0.1174, swav 0.0000 LR: 4.629e-02 Score 99.452 Data time: 0.0729, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8357 [2020-10-19 14:46:54,954][root][INFO] - ===> Epoch[6902](34506/5): Loss -0.8558, Sem 0.0158, dir -0.9890, norm 0.1174, swav 0.0000 LR: 4.629e-02 Score 99.469 Data time: 0.0689, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1704 [2020-10-19 14:46:57,127][root][INFO] - ===> Epoch[6902](34507/5): Loss -0.8381, Sem 0.0156, dir -0.9887, norm 0.1350, swav 0.0000 LR: 4.629e-02 Score 99.493 Data time: 0.2202, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.0554 [2020-10-19 14:46:59,395][root][INFO] - ===> Epoch[6902](34508/5): Loss -0.8502, Sem 0.0167, dir -0.9886, norm 0.1217, swav 0.0000 LR: 4.628e-02 Score 99.438 Data time: 0.0829, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.1356 [2020-10-19 14:47:01,778][root][INFO] - ===> Epoch[6902](34509/5): Loss -0.8497, Sem 0.0161, dir -0.9879, norm 0.1220, swav 0.0000 LR: 4.628e-02 Score 99.451 Data time: 0.0580, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.2758 [2020-10-19 14:47:03,671][root][INFO] - ===> Epoch[6902](34510/5): Loss -0.8547, Sem 0.0175, dir -0.9891, norm 0.1169, swav 0.0000 LR: 4.628e-02 Score 99.411 Data time: 0.0824, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8191 [2020-10-19 14:47:06,159][root][INFO] - ===> Epoch[6903](34511/5): Loss -0.8459, Sem 0.0162, dir -0.9872, norm 0.1250, swav 0.0000 LR: 4.628e-02 Score 99.451 Data time: 0.0820, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.3987 [2020-10-19 14:47:08,221][root][INFO] - ===> Epoch[6903](34512/5): Loss -0.8545, Sem 0.0145, dir -0.9883, norm 0.1193, swav 0.0000 LR: 4.628e-02 Score 99.503 Data time: 0.0643, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.9628 [2020-10-19 14:47:10,174][root][INFO] - ===> Epoch[6903](34513/5): Loss -0.8416, Sem 0.0157, dir -0.9883, norm 0.1310, swav 0.0000 LR: 4.628e-02 Score 99.478 Data time: 0.0648, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 1.8472 [2020-10-19 14:47:12,945][root][INFO] - ===> Epoch[6903](34514/5): Loss -0.8448, Sem 0.0169, dir -0.9882, norm 0.1265, swav 0.0000 LR: 4.627e-02 Score 99.435 Data time: 0.1196, Forward time: 0.7791, Backward time: 1.1665, DDP time: 0.0032, Total iter time: 2.6665 [2020-10-19 14:47:14,822][root][INFO] - ===> Epoch[6903](34515/5): Loss -0.8388, Sem 0.0178, dir -0.9880, norm 0.1313, swav 0.0000 LR: 4.627e-02 Score 99.416 Data time: 0.0796, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.7349 [2020-10-19 14:47:16,902][root][INFO] - ===> Epoch[6904](34516/5): Loss -0.8550, Sem 0.0149, dir -0.9896, norm 0.1197, swav 0.0000 LR: 4.627e-02 Score 99.491 Data time: 0.0593, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9708 [2020-10-19 14:47:18,799][root][INFO] - ===> Epoch[6904](34517/5): Loss -0.8408, Sem 0.0165, dir -0.9887, norm 0.1314, swav 0.0000 LR: 4.627e-02 Score 99.443 Data time: 0.0886, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.8205 [2020-10-19 14:47:21,126][root][INFO] - ===> Epoch[6904](34518/5): Loss -0.8357, Sem 0.0206, dir -0.9868, norm 0.1305, swav 0.0000 LR: 4.627e-02 Score 99.320 Data time: 0.0687, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.2191 [2020-10-19 14:47:23,117][root][INFO] - ===> Epoch[6904](34519/5): Loss -0.8522, Sem 0.0153, dir -0.9871, norm 0.1196, swav 0.0000 LR: 4.627e-02 Score 99.480 Data time: 0.0848, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.8746 [2020-10-19 14:47:25,039][root][INFO] - ===> Epoch[6904](34520/5): Loss -0.8493, Sem 0.0188, dir -0.9881, norm 0.1200, swav 0.0000 LR: 4.626e-02 Score 99.368 Data time: 0.0584, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.8064 [2020-10-19 14:47:27,665][root][INFO] - ===> Epoch[6905](34521/5): Loss -0.8469, Sem 0.0162, dir -0.9878, norm 0.1247, swav 0.0000 LR: 4.626e-02 Score 99.456 Data time: 0.2719, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.5316 [2020-10-19 14:47:29,902][root][INFO] - ===> Epoch[6905](34522/5): Loss -0.8512, Sem 0.0151, dir -0.9882, norm 0.1219, swav 0.0000 LR: 4.626e-02 Score 99.482 Data time: 0.0848, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.1008 [2020-10-19 14:47:32,113][root][INFO] - ===> Epoch[6905](34523/5): Loss -0.8549, Sem 0.0154, dir -0.9896, norm 0.1192, swav 0.0000 LR: 4.626e-02 Score 99.477 Data time: 0.0665, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.1073 [2020-10-19 14:47:33,985][root][INFO] - ===> Epoch[6905](34524/5): Loss -0.8428, Sem 0.0193, dir -0.9881, norm 0.1260, swav 0.0000 LR: 4.626e-02 Score 99.349 Data time: 0.0691, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.7719 [2020-10-19 14:47:36,052][root][INFO] - ===> Epoch[6905](34525/5): Loss -0.8510, Sem 0.0174, dir -0.9878, norm 0.1194, swav 0.0000 LR: 4.626e-02 Score 99.420 Data time: 0.0749, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9560 [2020-10-19 14:47:38,211][root][INFO] - ===> Epoch[6906](34526/5): Loss -0.8629, Sem 0.0160, dir -0.9892, norm 0.1103, swav 0.0000 LR: 4.626e-02 Score 99.444 Data time: 0.0774, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0406 [2020-10-19 14:47:40,460][root][INFO] - ===> Epoch[6906](34527/5): Loss -0.8432, Sem 0.0174, dir -0.9879, norm 0.1273, swav 0.0000 LR: 4.625e-02 Score 99.416 Data time: 0.0567, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.1359 [2020-10-19 14:47:42,527][root][INFO] - ===> Epoch[6906](34528/5): Loss -0.8463, Sem 0.0152, dir -0.9877, norm 0.1263, swav 0.0000 LR: 4.625e-02 Score 99.494 Data time: 0.0934, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9709 [2020-10-19 14:47:44,408][root][INFO] - ===> Epoch[6906](34529/5): Loss -0.8568, Sem 0.0152, dir -0.9892, norm 0.1172, swav 0.0000 LR: 4.625e-02 Score 99.499 Data time: 0.0673, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.7644 [2020-10-19 14:47:46,488][root][INFO] - ===> Epoch[6906](34530/5): Loss -0.8499, Sem 0.0177, dir -0.9875, norm 0.1200, swav 0.0000 LR: 4.625e-02 Score 99.407 Data time: 0.0621, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9733 [2020-10-19 14:47:48,948][root][INFO] - ===> Epoch[6907](34531/5): Loss -0.8452, Sem 0.0158, dir -0.9887, norm 0.1278, swav 0.0000 LR: 4.625e-02 Score 99.472 Data time: 0.1020, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.3536 [2020-10-19 14:47:51,205][root][INFO] - ===> Epoch[6907](34532/5): Loss -0.8562, Sem 0.0181, dir -0.9884, norm 0.1141, swav 0.0000 LR: 4.625e-02 Score 99.383 Data time: 0.0920, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.1173 [2020-10-19 14:47:53,539][root][INFO] - ===> Epoch[6907](34533/5): Loss -0.8533, Sem 0.0175, dir -0.9890, norm 0.1182, swav 0.0000 LR: 4.624e-02 Score 99.415 Data time: 0.0657, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.2274 [2020-10-19 14:47:55,727][root][INFO] - ===> Epoch[6907](34534/5): Loss -0.8422, Sem 0.0187, dir -0.9875, norm 0.1267, swav 0.0000 LR: 4.624e-02 Score 99.378 Data time: 0.0714, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0963 [2020-10-19 14:47:57,976][root][INFO] - ===> Epoch[6907](34535/5): Loss -0.8546, Sem 0.0151, dir -0.9887, norm 0.1189, swav 0.0000 LR: 4.624e-02 Score 99.488 Data time: 0.1127, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.1509 [2020-10-19 14:48:00,063][root][INFO] - ===> Epoch[6908](34536/5): Loss -0.8496, Sem 0.0175, dir -0.9877, norm 0.1206, swav 0.0000 LR: 4.624e-02 Score 99.401 Data time: 0.1011, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9767 [2020-10-19 14:48:02,417][root][INFO] - ===> Epoch[6908](34537/5): Loss -0.8509, Sem 0.0185, dir -0.9896, norm 0.1202, swav 0.0000 LR: 4.624e-02 Score 99.394 Data time: 0.1041, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.2559 [2020-10-19 14:48:04,521][root][INFO] - ===> Epoch[6908](34538/5): Loss -0.8358, Sem 0.0158, dir -0.9873, norm 0.1356, swav 0.0000 LR: 4.624e-02 Score 99.473 Data time: 0.0607, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9789 [2020-10-19 14:48:06,524][root][INFO] - ===> Epoch[6908](34539/5): Loss -0.8570, Sem 0.0155, dir -0.9890, norm 0.1166, swav 0.0000 LR: 4.623e-02 Score 99.480 Data time: 0.0696, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9150 [2020-10-19 14:48:08,521][root][INFO] - ===> Epoch[6908](34540/5): Loss -0.8476, Sem 0.0176, dir -0.9891, norm 0.1240, swav 0.0000 LR: 4.623e-02 Score 99.421 Data time: 0.0786, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.8809 [2020-10-19 14:48:10,711][root][INFO] - ===> Epoch[6909](34541/5): Loss -0.8420, Sem 0.0171, dir -0.9878, norm 0.1288, swav 0.0000 LR: 4.623e-02 Score 99.425 Data time: 0.1963, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0857 [2020-10-19 14:48:12,929][root][INFO] - ===> Epoch[6909](34542/5): Loss -0.8546, Sem 0.0159, dir -0.9884, norm 0.1179, swav 0.0000 LR: 4.623e-02 Score 99.458 Data time: 0.1902, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.1018 [2020-10-19 14:48:15,280][root][INFO] - ===> Epoch[6909](34543/5): Loss -0.8393, Sem 0.0161, dir -0.9884, norm 0.1330, swav 0.0000 LR: 4.623e-02 Score 99.463 Data time: 0.0974, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.2550 [2020-10-19 14:48:17,224][root][INFO] - ===> Epoch[6909](34544/5): Loss -0.8505, Sem 0.0168, dir -0.9888, norm 0.1215, swav 0.0000 LR: 4.623e-02 Score 99.432 Data time: 0.0610, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.8218 [2020-10-19 14:48:19,662][root][INFO] - ===> Epoch[6909](34545/5): Loss -0.8340, Sem 0.0207, dir -0.9881, norm 0.1334, swav 0.0000 LR: 4.622e-02 Score 99.367 Data time: 0.0895, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.3619 [2020-10-19 14:48:21,836][root][INFO] - ===> Epoch[6910](34546/5): Loss -0.8447, Sem 0.0179, dir -0.9880, norm 0.1254, swav 0.0000 LR: 4.622e-02 Score 99.404 Data time: 0.0637, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0806 [2020-10-19 14:48:24,596][root][INFO] - ===> Epoch[6910](34547/5): Loss -0.8500, Sem 0.0163, dir -0.9878, norm 0.1215, swav 0.0000 LR: 4.622e-02 Score 99.461 Data time: 0.1386, Forward time: 0.7792, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.6793 [2020-10-19 14:48:26,402][root][INFO] - ===> Epoch[6910](34548/5): Loss -0.8457, Sem 0.0168, dir -0.9886, norm 0.1261, swav 0.0000 LR: 4.622e-02 Score 99.420 Data time: 0.0822, Forward time: 0.7792, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.6952 [2020-10-19 14:48:28,796][root][INFO] - ===> Epoch[6910](34549/5): Loss -0.8537, Sem 0.0163, dir -0.9893, norm 0.1193, swav 0.0000 LR: 4.622e-02 Score 99.454 Data time: 0.0685, Forward time: 0.7792, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.3057 [2020-10-19 14:48:31,055][root][INFO] - ===> Epoch[6910](34550/5): Loss -0.8476, Sem 0.0154, dir -0.9898, norm 0.1268, swav 0.0000 LR: 4.622e-02 Score 99.487 Data time: 0.0570, Forward time: 0.7792, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.1564 [2020-10-19 14:48:33,571][root][INFO] - ===> Epoch[6911](34551/5): Loss -0.8519, Sem 0.0170, dir -0.9889, norm 0.1200, swav 0.0000 LR: 4.621e-02 Score 99.452 Data time: 0.0522, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.4517 [2020-10-19 14:48:35,512][root][INFO] - ===> Epoch[6911](34552/5): Loss -0.8386, Sem 0.0163, dir -0.9868, norm 0.1320, swav 0.0000 LR: 4.621e-02 Score 99.448 Data time: 0.0759, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.8582 [2020-10-19 14:48:37,876][root][INFO] - ===> Epoch[6911](34553/5): Loss -0.8483, Sem 0.0167, dir -0.9882, norm 0.1232, swav 0.0000 LR: 4.621e-02 Score 99.442 Data time: 0.0946, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.2472 [2020-10-19 14:48:40,508][root][INFO] - ===> Epoch[6911](34554/5): Loss -0.8287, Sem 0.0179, dir -0.9890, norm 0.1424, swav 0.0000 LR: 4.621e-02 Score 99.402 Data time: 0.1263, Forward time: 0.7792, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.5468 [2020-10-19 14:48:42,417][root][INFO] - ===> Epoch[6911](34555/5): Loss -0.8597, Sem 0.0167, dir -0.9900, norm 0.1135, swav 0.0000 LR: 4.621e-02 Score 99.441 Data time: 0.0874, Forward time: 0.7792, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.7839 [2020-10-19 14:48:44,873][root][INFO] - ===> Epoch[6912](34556/5): Loss -0.8374, Sem 0.0160, dir -0.9886, norm 0.1352, swav 0.0000 LR: 4.621e-02 Score 99.457 Data time: 0.0989, Forward time: 0.7792, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.3598 [2020-10-19 14:48:47,753][root][INFO] - ===> Epoch[6912](34557/5): Loss -0.8171, Sem 0.0167, dir -0.9874, norm 0.1536, swav 0.0000 LR: 4.620e-02 Score 99.464 Data time: 0.0745, Forward time: 0.7792, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.7776 [2020-10-19 14:48:49,951][root][INFO] - ===> Epoch[6912](34558/5): Loss -0.8147, Sem 0.0177, dir -0.9883, norm 0.1559, swav 0.0000 LR: 4.620e-02 Score 99.400 Data time: 0.0803, Forward time: 0.7792, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.1046 [2020-10-19 14:48:51,711][root][INFO] - ===> Epoch[6912](34559/5): Loss -0.8326, Sem 0.0161, dir -0.9884, norm 0.1398, swav 0.0000 LR: 4.620e-02 Score 99.447 Data time: 0.0683, Forward time: 0.7792, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.6528 [2020-10-19 14:48:53,750][root][INFO] - ===> Epoch[6912](34560/5): Loss -0.8243, Sem 0.0164, dir -0.9888, norm 0.1480, swav 0.0000 LR: 4.620e-02 Score 99.452 Data time: 0.0842, Forward time: 0.7792, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9596 [2020-10-19 14:48:55,948][root][INFO] - ===> Epoch[6913](34561/5): Loss -0.8236, Sem 0.0167, dir -0.9877, norm 0.1474, swav 0.0000 LR: 4.620e-02 Score 99.434 Data time: 0.0876, Forward time: 0.7792, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0913 [2020-10-19 14:48:57,957][root][INFO] - ===> Epoch[6913](34562/5): Loss -0.8277, Sem 0.0166, dir -0.9877, norm 0.1433, swav 0.0000 LR: 4.620e-02 Score 99.447 Data time: 0.0736, Forward time: 0.7792, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9069 [2020-10-19 14:49:00,006][root][INFO] - ===> Epoch[6913](34563/5): Loss -0.8430, Sem 0.0165, dir -0.9890, norm 0.1294, swav 0.0000 LR: 4.619e-02 Score 99.435 Data time: 0.0786, Forward time: 0.7792, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9494 [2020-10-19 14:49:02,138][root][INFO] - ===> Epoch[6913](34564/5): Loss -0.8449, Sem 0.0153, dir -0.9891, norm 0.1288, swav 0.0000 LR: 4.619e-02 Score 99.478 Data time: 0.0774, Forward time: 0.7792, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0248 [2020-10-19 14:49:04,356][root][INFO] - ===> Epoch[6913](34565/5): Loss -0.8295, Sem 0.0157, dir -0.9880, norm 0.1427, swav 0.0000 LR: 4.619e-02 Score 99.490 Data time: 0.0824, Forward time: 0.7792, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.1209 [2020-10-19 14:49:06,215][root][INFO] - ===> Epoch[6914](34566/5): Loss -0.8299, Sem 0.0174, dir -0.9879, norm 0.1406, swav 0.0000 LR: 4.619e-02 Score 99.415 Data time: 0.0754, Forward time: 0.7792, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.7520 [2020-10-19 14:49:08,490][root][INFO] - ===> Epoch[6914](34567/5): Loss -0.8286, Sem 0.0183, dir -0.9880, norm 0.1411, swav 0.0000 LR: 4.619e-02 Score 99.382 Data time: 0.0848, Forward time: 0.7792, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.1859 [2020-10-19 14:49:10,205][root][INFO] - ===> Epoch[6914](34568/5): Loss -0.8437, Sem 0.0153, dir -0.9889, norm 0.1299, swav 0.0000 LR: 4.619e-02 Score 99.483 Data time: 0.0692, Forward time: 0.7792, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.6143 [2020-10-19 14:49:12,715][root][INFO] - ===> Epoch[6914](34569/5): Loss -0.8428, Sem 0.0154, dir -0.9883, norm 0.1301, swav 0.0000 LR: 4.618e-02 Score 99.480 Data time: 0.0621, Forward time: 0.7792, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.4199 [2020-10-19 14:49:14,872][root][INFO] - ===> Epoch[6914](34570/5): Loss -0.8233, Sem 0.0158, dir -0.9875, norm 0.1484, swav 0.0000 LR: 4.618e-02 Score 99.467 Data time: 0.0814, Forward time: 0.7792, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0695 [2020-10-19 14:49:16,951][root][INFO] - ===> Epoch[6915](34571/5): Loss -0.8361, Sem 0.0190, dir -0.9883, norm 0.1332, swav 0.0000 LR: 4.618e-02 Score 99.362 Data time: 0.0802, Forward time: 0.7792, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9715 [2020-10-19 14:49:18,959][root][INFO] - ===> Epoch[6915](34572/5): Loss -0.8452, Sem 0.0157, dir -0.9887, norm 0.1278, swav 0.0000 LR: 4.618e-02 Score 99.471 Data time: 0.0715, Forward time: 0.7792, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9167 [2020-10-19 14:49:20,888][root][INFO] - ===> Epoch[6915](34573/5): Loss -0.8280, Sem 0.0203, dir -0.9865, norm 0.1382, swav 0.0000 LR: 4.618e-02 Score 99.342 Data time: 0.0731, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.8316 [2020-10-19 14:49:23,483][root][INFO] - ===> Epoch[6915](34574/5): Loss -0.8420, Sem 0.0144, dir -0.9885, norm 0.1322, swav 0.0000 LR: 4.618e-02 Score 99.524 Data time: 0.0681, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.4998 [2020-10-19 14:49:25,377][root][INFO] - ===> Epoch[6915](34575/5): Loss -0.8435, Sem 0.0177, dir -0.9877, norm 0.1265, swav 0.0000 LR: 4.618e-02 Score 99.376 Data time: 0.0809, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.7859 [2020-10-19 14:49:27,390][root][INFO] - ===> Epoch[6916](34576/5): Loss -0.8403, Sem 0.0162, dir -0.9883, norm 0.1318, swav 0.0000 LR: 4.617e-02 Score 99.459 Data time: 0.0810, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9117 [2020-10-19 14:49:29,752][root][INFO] - ===> Epoch[6916](34577/5): Loss -0.8404, Sem 0.0170, dir -0.9878, norm 0.1305, swav 0.0000 LR: 4.617e-02 Score 99.432 Data time: 0.0710, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.2439 [2020-10-19 14:49:31,595][root][INFO] - ===> Epoch[6916](34578/5): Loss -0.8481, Sem 0.0174, dir -0.9879, norm 0.1224, swav 0.0000 LR: 4.617e-02 Score 99.412 Data time: 0.0745, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.7533 [2020-10-19 14:49:33,745][root][INFO] - ===> Epoch[6916](34579/5): Loss -0.8402, Sem 0.0168, dir -0.9886, norm 0.1316, swav 0.0000 LR: 4.617e-02 Score 99.441 Data time: 0.0818, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0375 [2020-10-19 14:49:35,847][root][INFO] - ===> Epoch[6916](34580/5): Loss -0.8428, Sem 0.0149, dir -0.9879, norm 0.1302, swav 0.0000 LR: 4.617e-02 Score 99.505 Data time: 0.0910, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9942 [2020-10-19 14:49:38,328][root][INFO] - ===> Epoch[6917](34581/5): Loss -0.8486, Sem 0.0165, dir -0.9884, norm 0.1233, swav 0.0000 LR: 4.617e-02 Score 99.436 Data time: 0.0872, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.3670 [2020-10-19 14:49:40,408][root][INFO] - ===> Epoch[6917](34582/5): Loss -0.8504, Sem 0.0154, dir -0.9883, norm 0.1224, swav 0.0000 LR: 4.616e-02 Score 99.469 Data time: 0.0777, Forward time: 0.7791, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 1.9790 [2020-10-19 14:49:42,774][root][INFO] - ===> Epoch[6917](34583/5): Loss -0.8421, Sem 0.0183, dir -0.9879, norm 0.1275, swav 0.0000 LR: 4.616e-02 Score 99.388 Data time: 0.0863, Forward time: 0.7792, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.2665 [2020-10-19 14:49:44,683][root][INFO] - ===> Epoch[6917](34584/5): Loss -0.8501, Sem 0.0162, dir -0.9883, norm 0.1220, swav 0.0000 LR: 4.616e-02 Score 99.464 Data time: 0.0714, Forward time: 0.7791, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8036 [2020-10-19 14:49:46,710][root][INFO] - ===> Epoch[6917](34585/5): Loss -0.8425, Sem 0.0156, dir -0.9885, norm 0.1304, swav 0.0000 LR: 4.616e-02 Score 99.485 Data time: 0.0668, Forward time: 0.7791, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9355 [2020-10-19 14:49:48,823][root][INFO] - ===> Epoch[6918](34586/5): Loss -0.8379, Sem 0.0176, dir -0.9875, norm 0.1320, swav 0.0000 LR: 4.616e-02 Score 99.412 Data time: 0.0697, Forward time: 0.7791, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0341 [2020-10-19 14:49:50,743][root][INFO] - ===> Epoch[6918](34587/5): Loss -0.8574, Sem 0.0156, dir -0.9889, norm 0.1159, swav 0.0000 LR: 4.616e-02 Score 99.464 Data time: 0.0723, Forward time: 0.7791, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8209 [2020-10-19 14:49:53,482][root][INFO] - ===> Epoch[6918](34588/5): Loss -0.8359, Sem 0.0156, dir -0.9883, norm 0.1368, swav 0.0000 LR: 4.615e-02 Score 99.475 Data time: 0.1182, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.6444 [2020-10-19 14:49:55,549][root][INFO] - ===> Epoch[6918](34589/5): Loss -0.8507, Sem 0.0165, dir -0.9893, norm 0.1220, swav 0.0000 LR: 4.615e-02 Score 99.445 Data time: 0.0719, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9415 [2020-10-19 14:49:57,551][root][INFO] - ===> Epoch[6918](34590/5): Loss -0.8406, Sem 0.0161, dir -0.9881, norm 0.1313, swav 0.0000 LR: 4.615e-02 Score 99.465 Data time: 0.0958, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8966 [2020-10-19 14:50:00,031][root][INFO] - ===> Epoch[6919](34591/5): Loss -0.8564, Sem 0.0156, dir -0.9892, norm 0.1172, swav 0.0000 LR: 4.615e-02 Score 99.479 Data time: 0.1116, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.4012 [2020-10-19 14:50:02,155][root][INFO] - ===> Epoch[6919](34592/5): Loss -0.8502, Sem 0.0161, dir -0.9877, norm 0.1215, swav 0.0000 LR: 4.615e-02 Score 99.478 Data time: 0.0968, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0114 [2020-10-19 14:50:04,361][root][INFO] - ===> Epoch[6919](34593/5): Loss -0.8530, Sem 0.0165, dir -0.9891, norm 0.1196, swav 0.0000 LR: 4.615e-02 Score 99.450 Data time: 0.0998, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1207 [2020-10-19 14:50:06,147][root][INFO] - ===> Epoch[6919](34594/5): Loss -0.8672, Sem 0.0150, dir -0.9893, norm 0.1071, swav 0.0000 LR: 4.614e-02 Score 99.490 Data time: 0.0848, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.6727 [2020-10-19 14:50:08,300][root][INFO] - ===> Epoch[6919](34595/5): Loss -0.8554, Sem 0.0165, dir -0.9889, norm 0.1171, swav 0.0000 LR: 4.614e-02 Score 99.438 Data time: 0.0754, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0694 [2020-10-19 14:50:11,210][root][INFO] - ===> Epoch[6920](34596/5): Loss -0.8471, Sem 0.0171, dir -0.9890, norm 0.1248, swav 0.0000 LR: 4.614e-02 Score 99.426 Data time: 0.0604, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.7961 [2020-10-19 14:50:13,432][root][INFO] - ===> Epoch[6920](34597/5): Loss -0.8503, Sem 0.0149, dir -0.9883, norm 0.1231, swav 0.0000 LR: 4.614e-02 Score 99.504 Data time: 0.0759, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1427 [2020-10-19 14:50:15,888][root][INFO] - ===> Epoch[6920](34598/5): Loss -0.8514, Sem 0.0152, dir -0.9890, norm 0.1224, swav 0.0000 LR: 4.614e-02 Score 99.490 Data time: 0.0865, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.3632 [2020-10-19 14:50:18,330][root][INFO] - ===> Epoch[6920](34599/5): Loss -0.8534, Sem 0.0147, dir -0.9887, norm 0.1206, swav 0.0000 LR: 4.614e-02 Score 99.507 Data time: 0.0618, Forward time: 0.7792, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.3008 [2020-10-19 14:50:20,473][root][INFO] - ===> Epoch[6920](34600/5): Loss -0.8506, Sem 0.0185, dir -0.9881, norm 0.1189, swav 0.0000 LR: 4.613e-02 Score 99.386 Data time: 0.0623, Forward time: 0.7792, Backward time: 1.1664, DDP time: 0.0032, Total iter time: 2.0315 [2020-10-19 14:50:21,874][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 14:50:22,037][root][INFO] - ===> Start testing [2020-10-19 14:51:02,011][root][INFO] - 68/68: Data time: 0.0023, Iter time: 0.1148 Loss 0.176 (AVG: 0.541) Score 94.960 (AVG: 90.755) mIOU 70.920 mAP 84.671 mAcc 78.420 IOU: 62.187 0.495 81.111 74.701 94.379 91.473 40.176 81.049 98.342 70.082 80.707 85.868 61.385 mAP: 81.260 12.908 94.391 86.820 98.826 98.112 63.428 96.477 99.715 89.250 92.858 94.760 91.922 mAcc: 76.696 3.282 88.638 83.397 95.800 96.641 46.881 92.541 99.455 83.011 91.983 95.685 65.449 [2020-10-19 14:51:02,012][root][INFO] - Finished test. Elapsed time: 39.9729 [2020-10-19 14:51:04,814][root][INFO] - [2020-10-19 14:51:04,814][root][INFO] - ################################################################ [2020-10-19 14:51:04,814][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 14:51:04,814][root][INFO] - ################################################################ [2020-10-19 14:51:04,814][root][INFO] - clutter : nan nan nan [2020-10-19 14:51:04,815][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 14:51:04,815][root][INFO] - board : 0.787 0.850 0.917 [2020-10-19 14:51:04,815][root][INFO] - bookcase : 0.287 0.407 0.576 [2020-10-19 14:51:04,815][root][INFO] - ceiling : 0.366 0.397 0.466 [2020-10-19 14:51:04,815][root][INFO] - chair : 0.821 0.907 0.920 [2020-10-19 14:51:04,815][root][INFO] - column : 0.227 0.325 0.486 [2020-10-19 14:51:04,815][root][INFO] - door : 0.715 0.859 0.931 [2020-10-19 14:51:04,815][root][INFO] - floor : 0.886 0.898 0.953 [2020-10-19 14:51:04,815][root][INFO] - sofa : 0.387 0.696 0.809 [2020-10-19 14:51:04,815][root][INFO] - table : 0.167 0.357 0.646 [2020-10-19 14:51:04,815][root][INFO] - wall : 0.507 0.693 0.784 [2020-10-19 14:51:04,815][root][INFO] - window : 0.557 0.768 0.783 [2020-10-19 14:51:04,815][root][INFO] - ---------------------------------------------------------------- [2020-10-19 14:51:04,815][root][INFO] - average : 0.476 0.596 0.689 [2020-10-19 14:51:04,815][root][INFO] - [2020-10-19 14:51:04,988][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 14:51:04,989][root][INFO] - Current best mIoU: 72.177 at iter 31200 [2020-10-19 14:51:06,735][root][INFO] - ===> Epoch[6921](34601/5): Loss -0.8634, Sem 0.0160, dir -0.9895, norm 0.1101, swav 0.0000 LR: 4.613e-02 Score 99.460 Data time: 0.0975, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.7405 [2020-10-19 14:51:08,728][root][INFO] - ===> Epoch[6921](34602/5): Loss -0.8519, Sem 0.0159, dir -0.9889, norm 0.1212, swav 0.0000 LR: 4.613e-02 Score 99.458 Data time: 0.0952, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8895 [2020-10-19 14:51:11,013][root][INFO] - ===> Epoch[6921](34603/5): Loss -0.8556, Sem 0.0170, dir -0.9884, norm 0.1159, swav 0.0000 LR: 4.613e-02 Score 99.421 Data time: 0.2120, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1846 [2020-10-19 14:51:13,354][root][INFO] - ===> Epoch[6921](34604/5): Loss -0.8573, Sem 0.0150, dir -0.9886, norm 0.1163, swav 0.0000 LR: 4.613e-02 Score 99.502 Data time: 0.0915, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2529 [2020-10-19 14:51:15,256][root][INFO] - ===> Epoch[6921](34605/5): Loss -0.8637, Sem 0.0141, dir -0.9905, norm 0.1127, swav 0.0000 LR: 4.613e-02 Score 99.521 Data time: 0.0718, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8085 [2020-10-19 14:51:17,372][root][INFO] - ===> Epoch[6922](34606/5): Loss -0.8568, Sem 0.0171, dir -0.9883, norm 0.1143, swav 0.0000 LR: 4.612e-02 Score 99.427 Data time: 0.0913, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0305 [2020-10-19 14:51:20,013][root][INFO] - ===> Epoch[6922](34607/5): Loss -0.8633, Sem 0.0143, dir -0.9898, norm 0.1122, swav 0.0000 LR: 4.612e-02 Score 99.525 Data time: 0.0851, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.5362 [2020-10-19 14:51:22,081][root][INFO] - ===> Epoch[6922](34608/5): Loss -0.8528, Sem 0.0168, dir -0.9889, norm 0.1194, swav 0.0000 LR: 4.612e-02 Score 99.436 Data time: 0.0726, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9688 [2020-10-19 14:51:24,030][root][INFO] - ===> Epoch[6922](34609/5): Loss -0.8674, Sem 0.0151, dir -0.9885, norm 0.1059, swav 0.0000 LR: 4.612e-02 Score 99.472 Data time: 0.0771, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8454 [2020-10-19 14:51:26,281][root][INFO] - ===> Epoch[6922](34610/5): Loss -0.8395, Sem 0.0159, dir -0.9888, norm 0.1334, swav 0.0000 LR: 4.612e-02 Score 99.460 Data time: 0.0608, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1308 [2020-10-19 14:51:28,500][root][INFO] - ===> Epoch[6923](34611/5): Loss -0.8601, Sem 0.0157, dir -0.9893, norm 0.1135, swav 0.0000 LR: 4.612e-02 Score 99.459 Data time: 0.0801, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1357 [2020-10-19 14:51:30,263][root][INFO] - ===> Epoch[6923](34612/5): Loss -0.8421, Sem 0.0163, dir -0.9891, norm 0.1307, swav 0.0000 LR: 4.611e-02 Score 99.447 Data time: 0.0751, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.6529 [2020-10-19 14:51:32,856][root][INFO] - ===> Epoch[6923](34613/5): Loss -0.8547, Sem 0.0157, dir -0.9881, norm 0.1177, swav 0.0000 LR: 4.611e-02 Score 99.464 Data time: 0.0667, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.5088 [2020-10-19 14:51:35,327][root][INFO] - ===> Epoch[6923](34614/5): Loss -0.8556, Sem 0.0149, dir -0.9887, norm 0.1181, swav 0.0000 LR: 4.611e-02 Score 99.501 Data time: 0.0582, Forward time: 0.7791, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.3774 [2020-10-19 14:51:37,576][root][INFO] - ===> Epoch[6923](34615/5): Loss -0.8607, Sem 0.0151, dir -0.9898, norm 0.1139, swav 0.0000 LR: 4.611e-02 Score 99.497 Data time: 0.2138, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1830 [2020-10-19 14:51:39,597][root][INFO] - ===> Epoch[6924](34616/5): Loss -0.8507, Sem 0.0157, dir -0.9891, norm 0.1227, swav 0.0000 LR: 4.611e-02 Score 99.474 Data time: 0.0910, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9132 [2020-10-19 14:51:41,809][root][INFO] - ===> Epoch[6924](34617/5): Loss -0.8616, Sem 0.0150, dir -0.9893, norm 0.1128, swav 0.0000 LR: 4.611e-02 Score 99.493 Data time: 0.0570, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1077 [2020-10-19 14:51:44,201][root][INFO] - ===> Epoch[6924](34618/5): Loss -0.8496, Sem 0.0160, dir -0.9888, norm 0.1232, swav 0.0000 LR: 4.610e-02 Score 99.460 Data time: 0.3433, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2948 [2020-10-19 14:51:46,532][root][INFO] - ===> Epoch[6924](34619/5): Loss -0.8511, Sem 0.0178, dir -0.9888, norm 0.1199, swav 0.0000 LR: 4.610e-02 Score 99.411 Data time: 0.1016, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2260 [2020-10-19 14:51:48,546][root][INFO] - ===> Epoch[6924](34620/5): Loss -0.8513, Sem 0.0157, dir -0.9891, norm 0.1221, swav 0.0000 LR: 4.610e-02 Score 99.473 Data time: 0.0870, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8973 [2020-10-19 14:51:50,959][root][INFO] - ===> Epoch[6925](34621/5): Loss -0.8455, Sem 0.0174, dir -0.9871, norm 0.1242, swav 0.0000 LR: 4.610e-02 Score 99.427 Data time: 0.0880, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2742 [2020-10-19 14:51:52,756][root][INFO] - ===> Epoch[6925](34622/5): Loss -0.8618, Sem 0.0149, dir -0.9899, norm 0.1132, swav 0.0000 LR: 4.610e-02 Score 99.501 Data time: 0.0841, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.6800 [2020-10-19 14:51:54,738][root][INFO] - ===> Epoch[6925](34623/5): Loss -0.8402, Sem 0.0196, dir -0.9878, norm 0.1280, swav 0.0000 LR: 4.610e-02 Score 99.364 Data time: 0.0796, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8727 [2020-10-19 14:51:56,721][root][INFO] - ===> Epoch[6925](34624/5): Loss -0.8562, Sem 0.0169, dir -0.9885, norm 0.1154, swav 0.0000 LR: 4.609e-02 Score 99.415 Data time: 0.0724, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8583 [2020-10-19 14:51:59,198][root][INFO] - ===> Epoch[6925](34625/5): Loss -0.8420, Sem 0.0169, dir -0.9878, norm 0.1289, swav 0.0000 LR: 4.609e-02 Score 99.439 Data time: 0.0893, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.3574 [2020-10-19 14:52:01,321][root][INFO] - ===> Epoch[6926](34626/5): Loss -0.8525, Sem 0.0151, dir -0.9894, norm 0.1218, swav 0.0000 LR: 4.609e-02 Score 99.502 Data time: 0.0712, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9829 [2020-10-19 14:52:03,189][root][INFO] - ===> Epoch[6926](34627/5): Loss -0.8445, Sem 0.0174, dir -0.9875, norm 0.1256, swav 0.0000 LR: 4.609e-02 Score 99.414 Data time: 0.0853, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.7636 [2020-10-19 14:52:05,331][root][INFO] - ===> Epoch[6926](34628/5): Loss -0.8454, Sem 0.0183, dir -0.9881, norm 0.1244, swav 0.0000 LR: 4.609e-02 Score 99.380 Data time: 0.0632, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0484 [2020-10-19 14:52:07,216][root][INFO] - ===> Epoch[6926](34629/5): Loss -0.8610, Sem 0.0155, dir -0.9900, norm 0.1136, swav 0.0000 LR: 4.609e-02 Score 99.465 Data time: 0.0684, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.7926 [2020-10-19 14:52:09,394][root][INFO] - ===> Epoch[6926](34630/5): Loss -0.8431, Sem 0.0168, dir -0.9886, norm 0.1288, swav 0.0000 LR: 4.609e-02 Score 99.430 Data time: 0.0626, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0864 [2020-10-19 14:52:11,482][root][INFO] - ===> Epoch[6927](34631/5): Loss -0.8411, Sem 0.0165, dir -0.9871, norm 0.1295, swav 0.0000 LR: 4.608e-02 Score 99.441 Data time: 0.1519, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9816 [2020-10-19 14:52:13,786][root][INFO] - ===> Epoch[6927](34632/5): Loss -0.8393, Sem 0.0176, dir -0.9877, norm 0.1309, swav 0.0000 LR: 4.608e-02 Score 99.406 Data time: 0.1732, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2009 [2020-10-19 14:52:17,033][root][INFO] - ===> Epoch[6927](34633/5): Loss -0.8208, Sem 0.0176, dir -0.9870, norm 0.1485, swav 0.0000 LR: 4.608e-02 Score 99.416 Data time: 0.0830, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 3.1516 [2020-10-19 14:52:18,931][root][INFO] - ===> Epoch[6927](34634/5): Loss -0.8293, Sem 0.0203, dir -0.9872, norm 0.1376, swav 0.0000 LR: 4.608e-02 Score 99.325 Data time: 0.0669, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.7737 [2020-10-19 14:52:21,179][root][INFO] - ===> Epoch[6927](34635/5): Loss -0.8555, Sem 0.0156, dir -0.9897, norm 0.1186, swav 0.0000 LR: 4.608e-02 Score 99.479 Data time: 0.0546, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1378 [2020-10-19 14:52:22,991][root][INFO] - ===> Epoch[6928](34636/5): Loss -0.8440, Sem 0.0165, dir -0.9895, norm 0.1291, swav 0.0000 LR: 4.608e-02 Score 99.440 Data time: 0.0552, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.7478 [2020-10-19 14:52:25,386][root][INFO] - ===> Epoch[6928](34637/5): Loss -0.8440, Sem 0.0150, dir -0.9881, norm 0.1292, swav 0.0000 LR: 4.607e-02 Score 99.504 Data time: 0.0986, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2964 [2020-10-19 14:52:27,780][root][INFO] - ===> Epoch[6928](34638/5): Loss -0.8284, Sem 0.0169, dir -0.9875, norm 0.1422, swav 0.0000 LR: 4.607e-02 Score 99.430 Data time: 0.1736, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2715 [2020-10-19 14:52:29,963][root][INFO] - ===> Epoch[6928](34639/5): Loss -0.8389, Sem 0.0186, dir -0.9885, norm 0.1309, swav 0.0000 LR: 4.607e-02 Score 99.373 Data time: 0.0838, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0776 [2020-10-19 14:52:31,948][root][INFO] - ===> Epoch[6928](34640/5): Loss -0.8257, Sem 0.0173, dir -0.9869, norm 0.1439, swav 0.0000 LR: 4.607e-02 Score 99.420 Data time: 0.1279, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9053 [2020-10-19 14:52:34,076][root][INFO] - ===> Epoch[6929](34641/5): Loss -0.8254, Sem 0.0175, dir -0.9879, norm 0.1450, swav 0.0000 LR: 4.607e-02 Score 99.423 Data time: 0.0590, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0560 [2020-10-19 14:52:35,938][root][INFO] - ===> Epoch[6929](34642/5): Loss -0.8347, Sem 0.0190, dir -0.9880, norm 0.1343, swav 0.0000 LR: 4.607e-02 Score 99.360 Data time: 0.0769, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.7900 [2020-10-19 14:52:37,820][root][INFO] - ===> Epoch[6929](34643/5): Loss -0.8403, Sem 0.0191, dir -0.9889, norm 0.1296, swav 0.0000 LR: 4.606e-02 Score 99.373 Data time: 0.2318, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.7842 [2020-10-19 14:52:40,476][root][INFO] - ===> Epoch[6929](34644/5): Loss -0.8242, Sem 0.0164, dir -0.9883, norm 0.1477, swav 0.0000 LR: 4.606e-02 Score 99.462 Data time: 0.1702, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.5550 [2020-10-19 14:52:42,528][root][INFO] - ===> Epoch[6929](34645/5): Loss -0.8490, Sem 0.0176, dir -0.9886, norm 0.1220, swav 0.0000 LR: 4.606e-02 Score 99.409 Data time: 0.0791, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9207 [2020-10-19 14:52:44,695][root][INFO] - ===> Epoch[6930](34646/5): Loss -0.8416, Sem 0.0181, dir -0.9882, norm 0.1285, swav 0.0000 LR: 4.606e-02 Score 99.407 Data time: 0.0857, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0934 [2020-10-19 14:52:46,685][root][INFO] - ===> Epoch[6930](34647/5): Loss -0.8491, Sem 0.0162, dir -0.9876, norm 0.1222, swav 0.0000 LR: 4.606e-02 Score 99.469 Data time: 0.0737, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8753 [2020-10-19 14:52:49,119][root][INFO] - ===> Epoch[6930](34648/5): Loss -0.8485, Sem 0.0154, dir -0.9899, norm 0.1260, swav 0.0000 LR: 4.606e-02 Score 99.487 Data time: 0.0928, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.3426 [2020-10-19 14:52:51,185][root][INFO] - ===> Epoch[6930](34649/5): Loss -0.8455, Sem 0.0200, dir -0.9877, norm 0.1222, swav 0.0000 LR: 4.605e-02 Score 99.332 Data time: 0.0887, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9515 [2020-10-19 14:52:53,485][root][INFO] - ===> Epoch[6930](34650/5): Loss -0.8446, Sem 0.0151, dir -0.9893, norm 0.1296, swav 0.0000 LR: 4.605e-02 Score 99.496 Data time: 0.0782, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2027 [2020-10-19 14:52:55,794][root][INFO] - ===> Epoch[6931](34651/5): Loss -0.8439, Sem 0.0193, dir -0.9877, norm 0.1245, swav 0.0000 LR: 4.605e-02 Score 99.359 Data time: 0.0662, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1867 [2020-10-19 14:52:58,400][root][INFO] - ===> Epoch[6931](34652/5): Loss -0.8450, Sem 0.0185, dir -0.9881, norm 0.1245, swav 0.0000 LR: 4.605e-02 Score 99.388 Data time: 0.0531, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.5174 [2020-10-19 14:53:00,799][root][INFO] - ===> Epoch[6931](34653/5): Loss -0.8430, Sem 0.0197, dir -0.9884, norm 0.1257, swav 0.0000 LR: 4.605e-02 Score 99.339 Data time: 0.0728, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.3271 [2020-10-19 14:53:03,078][root][INFO] - ===> Epoch[6931](34654/5): Loss -0.8480, Sem 0.0179, dir -0.9876, norm 0.1217, swav 0.0000 LR: 4.605e-02 Score 99.418 Data time: 0.0607, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1768 [2020-10-19 14:53:05,271][root][INFO] - ===> Epoch[6931](34655/5): Loss -0.8595, Sem 0.0177, dir -0.9875, norm 0.1104, swav 0.0000 LR: 4.604e-02 Score 99.422 Data time: 0.0647, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1015 [2020-10-19 14:53:07,112][root][INFO] - ===> Epoch[6932](34656/5): Loss -0.8348, Sem 0.0156, dir -0.9894, norm 0.1389, swav 0.0000 LR: 4.604e-02 Score 99.479 Data time: 0.0724, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.7535 [2020-10-19 14:53:09,485][root][INFO] - ===> Epoch[6932](34657/5): Loss -0.8359, Sem 0.0196, dir -0.9874, norm 0.1318, swav 0.0000 LR: 4.604e-02 Score 99.358 Data time: 0.0974, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2701 [2020-10-19 14:53:11,578][root][INFO] - ===> Epoch[6932](34658/5): Loss -0.8306, Sem 0.0188, dir -0.9879, norm 0.1385, swav 0.0000 LR: 4.604e-02 Score 99.371 Data time: 0.2964, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9563 [2020-10-19 14:53:14,656][root][INFO] - ===> Epoch[6932](34659/5): Loss -0.8389, Sem 0.0188, dir -0.9883, norm 0.1306, swav 0.0000 LR: 4.604e-02 Score 99.378 Data time: 0.1846, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.9771 [2020-10-19 14:53:16,730][root][INFO] - ===> Epoch[6932](34660/5): Loss -0.8300, Sem 0.0172, dir -0.9874, norm 0.1401, swav 0.0000 LR: 4.604e-02 Score 99.440 Data time: 0.0862, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9616 [2020-10-19 14:53:18,945][root][INFO] - ===> Epoch[6933](34661/5): Loss -0.8509, Sem 0.0166, dir -0.9890, norm 0.1215, swav 0.0000 LR: 4.603e-02 Score 99.435 Data time: 0.0625, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1083 [2020-10-19 14:53:21,956][root][INFO] - ===> Epoch[6933](34662/5): Loss -0.8395, Sem 0.0184, dir -0.9881, norm 0.1301, swav 0.0000 LR: 4.603e-02 Score 99.376 Data time: 0.0779, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.9143 [2020-10-19 14:53:24,178][root][INFO] - ===> Epoch[6933](34663/5): Loss -0.8504, Sem 0.0154, dir -0.9881, norm 0.1224, swav 0.0000 LR: 4.603e-02 Score 99.473 Data time: 0.0658, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1051 [2020-10-19 14:53:26,177][root][INFO] - ===> Epoch[6933](34664/5): Loss -0.8449, Sem 0.0160, dir -0.9884, norm 0.1274, swav 0.0000 LR: 4.603e-02 Score 99.467 Data time: 0.0802, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9055 [2020-10-19 14:53:28,376][root][INFO] - ===> Epoch[6933](34665/5): Loss -0.8510, Sem 0.0190, dir -0.9882, norm 0.1182, swav 0.0000 LR: 4.603e-02 Score 99.353 Data time: 0.0845, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0982 [2020-10-19 14:53:30,872][root][INFO] - ===> Epoch[6934](34666/5): Loss -0.8353, Sem 0.0179, dir -0.9885, norm 0.1353, swav 0.0000 LR: 4.603e-02 Score 99.411 Data time: 0.0756, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.3945 [2020-10-19 14:53:32,936][root][INFO] - ===> Epoch[6934](34667/5): Loss -0.8561, Sem 0.0166, dir -0.9888, norm 0.1161, swav 0.0000 LR: 4.602e-02 Score 99.431 Data time: 0.0519, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9506 [2020-10-19 14:53:35,245][root][INFO] - ===> Epoch[6934](34668/5): Loss -0.8348, Sem 0.0160, dir -0.9888, norm 0.1379, swav 0.0000 LR: 4.602e-02 Score 99.467 Data time: 0.0834, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2229 [2020-10-19 14:53:37,370][root][INFO] - ===> Epoch[6934](34669/5): Loss -0.8568, Sem 0.0141, dir -0.9903, norm 0.1193, swav 0.0000 LR: 4.602e-02 Score 99.525 Data time: 0.0779, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0020 [2020-10-19 14:53:39,709][root][INFO] - ===> Epoch[6934](34670/5): Loss -0.8517, Sem 0.0180, dir -0.9874, norm 0.1177, swav 0.0000 LR: 4.602e-02 Score 99.383 Data time: 0.2862, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2090 [2020-10-19 14:53:41,868][root][INFO] - ===> Epoch[6935](34671/5): Loss -0.8359, Sem 0.0182, dir -0.9872, norm 0.1331, swav 0.0000 LR: 4.602e-02 Score 99.380 Data time: 0.1005, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0337 [2020-10-19 14:53:44,099][root][INFO] - ===> Epoch[6935](34672/5): Loss -0.8477, Sem 0.0156, dir -0.9876, norm 0.1243, swav 0.0000 LR: 4.602e-02 Score 99.488 Data time: 0.0652, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1034 [2020-10-19 14:53:46,402][root][INFO] - ===> Epoch[6935](34673/5): Loss -0.8451, Sem 0.0173, dir -0.9885, norm 0.1261, swav 0.0000 LR: 4.601e-02 Score 99.425 Data time: 0.0795, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1964 [2020-10-19 14:53:48,391][root][INFO] - ===> Epoch[6935](34674/5): Loss -0.8589, Sem 0.0175, dir -0.9893, norm 0.1129, swav 0.0000 LR: 4.601e-02 Score 99.412 Data time: 0.0800, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8887 [2020-10-19 14:53:51,008][root][INFO] - ===> Epoch[6935](34675/5): Loss -0.8397, Sem 0.0169, dir -0.9889, norm 0.1322, swav 0.0000 LR: 4.601e-02 Score 99.436 Data time: 0.1022, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.5071 [2020-10-19 14:53:53,141][root][INFO] - ===> Epoch[6936](34676/5): Loss -0.8594, Sem 0.0155, dir -0.9885, norm 0.1136, swav 0.0000 LR: 4.601e-02 Score 99.470 Data time: 0.0870, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0049 [2020-10-19 14:53:55,448][root][INFO] - ===> Epoch[6936](34677/5): Loss -0.8386, Sem 0.0174, dir -0.9874, norm 0.1315, swav 0.0000 LR: 4.601e-02 Score 99.415 Data time: 0.0706, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1919 [2020-10-19 14:53:57,406][root][INFO] - ===> Epoch[6936](34678/5): Loss -0.8571, Sem 0.0179, dir -0.9894, norm 0.1144, swav 0.0000 LR: 4.601e-02 Score 99.406 Data time: 0.0804, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8562 [2020-10-19 14:53:59,698][root][INFO] - ===> Epoch[6936](34679/5): Loss -0.8489, Sem 0.0156, dir -0.9891, norm 0.1246, swav 0.0000 LR: 4.601e-02 Score 99.480 Data time: 0.0781, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1852 [2020-10-19 14:54:02,094][root][INFO] - ===> Epoch[6936](34680/5): Loss -0.8525, Sem 0.0141, dir -0.9894, norm 0.1228, swav 0.0000 LR: 4.600e-02 Score 99.529 Data time: 0.0697, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.3010 [2020-10-19 14:54:04,444][root][INFO] - ===> Epoch[6937](34681/5): Loss -0.8401, Sem 0.0217, dir -0.9874, norm 0.1257, swav 0.0000 LR: 4.600e-02 Score 99.319 Data time: 0.2913, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2512 [2020-10-19 14:54:06,968][root][INFO] - ===> Epoch[6937](34682/5): Loss -0.8582, Sem 0.0161, dir -0.9898, norm 0.1156, swav 0.0000 LR: 4.600e-02 Score 99.454 Data time: 0.1122, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.4344 [2020-10-19 14:54:08,778][root][INFO] - ===> Epoch[6937](34683/5): Loss -0.8419, Sem 0.0190, dir -0.9858, norm 0.1250, swav 0.0000 LR: 4.600e-02 Score 99.391 Data time: 0.0779, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.6966 [2020-10-19 14:54:10,758][root][INFO] - ===> Epoch[6937](34684/5): Loss -0.8474, Sem 0.0180, dir -0.9891, norm 0.1236, swav 0.0000 LR: 4.600e-02 Score 99.400 Data time: 0.1266, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8774 [2020-10-19 14:54:12,649][root][INFO] - ===> Epoch[6937](34685/5): Loss -0.8413, Sem 0.0177, dir -0.9874, norm 0.1284, swav 0.0000 LR: 4.600e-02 Score 99.403 Data time: 0.0850, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8044 [2020-10-19 14:54:15,437][root][INFO] - ===> Epoch[6938](34686/5): Loss -0.8486, Sem 0.0171, dir -0.9885, norm 0.1228, swav 0.0000 LR: 4.599e-02 Score 99.420 Data time: 0.0662, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.6871 [2020-10-19 14:54:18,156][root][INFO] - ===> Epoch[6938](34687/5): Loss -0.8513, Sem 0.0162, dir -0.9888, norm 0.1213, swav 0.0000 LR: 4.599e-02 Score 99.452 Data time: 0.0715, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.6265 [2020-10-19 14:54:19,979][root][INFO] - ===> Epoch[6938](34688/5): Loss -0.8339, Sem 0.0236, dir -0.9893, norm 0.1318, swav 0.0000 LR: 4.599e-02 Score 99.382 Data time: 0.0771, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.7041 [2020-10-19 14:54:21,961][root][INFO] - ===> Epoch[6938](34689/5): Loss -0.8448, Sem 0.0253, dir -0.9877, norm 0.1175, swav 0.0000 LR: 4.599e-02 Score 99.259 Data time: 0.0439, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8783 [2020-10-19 14:54:24,279][root][INFO] - ===> Epoch[6938](34690/5): Loss -0.8525, Sem 0.0169, dir -0.9886, norm 0.1193, swav 0.0000 LR: 4.599e-02 Score 99.433 Data time: 0.1234, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2292 [2020-10-19 14:54:26,337][root][INFO] - ===> Epoch[6939](34691/5): Loss -0.8500, Sem 0.0238, dir -0.9890, norm 0.1153, swav 0.0000 LR: 4.599e-02 Score 99.276 Data time: 0.0732, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9444 [2020-10-19 14:54:28,629][root][INFO] - ===> Epoch[6939](34692/5): Loss -0.8409, Sem 0.0192, dir -0.9879, norm 0.1278, swav 0.0000 LR: 4.598e-02 Score 99.332 Data time: 0.0662, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2044 [2020-10-19 14:54:30,965][root][INFO] - ===> Epoch[6939](34693/5): Loss -0.8420, Sem 0.0191, dir -0.9873, norm 0.1262, swav 0.0000 LR: 4.598e-02 Score 99.364 Data time: 0.0845, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2427 [2020-10-19 14:54:33,401][root][INFO] - ===> Epoch[6939](34694/5): Loss -0.8577, Sem 0.0176, dir -0.9898, norm 0.1144, swav 0.0000 LR: 4.598e-02 Score 99.404 Data time: 0.0424, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.3681 [2020-10-19 14:54:35,804][root][INFO] - ===> Epoch[6939](34695/5): Loss -0.8344, Sem 0.0219, dir -0.9875, norm 0.1313, swav 0.0000 LR: 4.598e-02 Score 99.304 Data time: 0.1052, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.3489 [2020-10-19 14:54:38,411][root][INFO] - ===> Epoch[6940](34696/5): Loss -0.8406, Sem 0.0262, dir -0.9877, norm 0.1208, swav 0.0000 LR: 4.598e-02 Score 99.227 Data time: 0.1121, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.5007 [2020-10-19 14:54:40,748][root][INFO] - ===> Epoch[6940](34697/5): Loss -0.8503, Sem 0.0187, dir -0.9883, norm 0.1193, swav 0.0000 LR: 4.598e-02 Score 99.377 Data time: 0.0880, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2152 [2020-10-19 14:54:42,898][root][INFO] - ===> Epoch[6940](34698/5): Loss -0.8405, Sem 0.0196, dir -0.9873, norm 0.1273, swav 0.0000 LR: 4.597e-02 Score 99.363 Data time: 0.0665, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0507 [2020-10-19 14:54:45,122][root][INFO] - ===> Epoch[6940](34699/5): Loss -0.8383, Sem 0.0208, dir -0.9872, norm 0.1282, swav 0.0000 LR: 4.597e-02 Score 99.338 Data time: 0.0650, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1290 [2020-10-19 14:54:47,067][root][INFO] - ===> Epoch[6940](34700/5): Loss -0.8409, Sem 0.0238, dir -0.9888, norm 0.1241, swav 0.0000 LR: 4.597e-02 Score 99.254 Data time: 0.0764, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8555 [2020-10-19 14:54:48,494][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 14:54:50,691][root][INFO] - ===> Epoch[6941](34701/5): Loss -0.8427, Sem 0.0246, dir -0.9872, norm 0.1200, swav 0.0000 LR: 4.597e-02 Score 99.184 Data time: 0.0996, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9897 [2020-10-19 14:54:52,864][root][INFO] - ===> Epoch[6941](34702/5): Loss -0.8393, Sem 0.0202, dir -0.9894, norm 0.1299, swav 0.0000 LR: 4.597e-02 Score 99.382 Data time: 0.0906, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0615 [2020-10-19 14:54:54,989][root][INFO] - ===> Epoch[6941](34703/5): Loss -0.8364, Sem 0.0190, dir -0.9877, norm 0.1323, swav 0.0000 LR: 4.597e-02 Score 99.380 Data time: 0.0928, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0257 [2020-10-19 14:54:57,202][root][INFO] - ===> Epoch[6941](34704/5): Loss -0.8256, Sem 0.0270, dir -0.9864, norm 0.1338, swav 0.0000 LR: 4.596e-02 Score 99.167 Data time: 0.0668, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1073 [2020-10-19 14:54:58,999][root][INFO] - ===> Epoch[6941](34705/5): Loss -0.8472, Sem 0.0199, dir -0.9883, norm 0.1212, swav 0.0000 LR: 4.596e-02 Score 99.344 Data time: 0.0804, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.7301 [2020-10-19 14:55:01,389][root][INFO] - ===> Epoch[6942](34706/5): Loss -0.8469, Sem 0.0168, dir -0.9889, norm 0.1252, swav 0.0000 LR: 4.596e-02 Score 99.434 Data time: 0.0966, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2978 [2020-10-19 14:55:03,659][root][INFO] - ===> Epoch[6942](34707/5): Loss -0.8454, Sem 0.0191, dir -0.9879, norm 0.1234, swav 0.0000 LR: 4.596e-02 Score 99.358 Data time: 0.0680, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1584 [2020-10-19 14:55:05,893][root][INFO] - ===> Epoch[6942](34708/5): Loss -0.8277, Sem 0.0210, dir -0.9871, norm 0.1383, swav 0.0000 LR: 4.596e-02 Score 99.314 Data time: 0.0721, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1477 [2020-10-19 14:55:08,309][root][INFO] - ===> Epoch[6942](34709/5): Loss -0.8431, Sem 0.0192, dir -0.9870, norm 0.1248, swav 0.0000 LR: 4.596e-02 Score 99.374 Data time: 0.0833, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.3238 [2020-10-19 14:55:10,068][root][INFO] - ===> Epoch[6942](34710/5): Loss -0.8501, Sem 0.0192, dir -0.9880, norm 0.1186, swav 0.0000 LR: 4.595e-02 Score 99.369 Data time: 0.0466, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.6559 [2020-10-19 14:55:12,078][root][INFO] - ===> Epoch[6943](34711/5): Loss -0.8287, Sem 0.0177, dir -0.9871, norm 0.1407, swav 0.0000 LR: 4.595e-02 Score 99.426 Data time: 0.1269, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9600 [2020-10-19 14:55:14,684][root][INFO] - ===> Epoch[6943](34712/5): Loss -0.8366, Sem 0.0187, dir -0.9872, norm 0.1319, swav 0.0000 LR: 4.595e-02 Score 99.402 Data time: 0.0895, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.5255 [2020-10-19 14:55:17,072][root][INFO] - ===> Epoch[6943](34713/5): Loss -0.8393, Sem 0.0208, dir -0.9880, norm 0.1279, swav 0.0000 LR: 4.595e-02 Score 99.325 Data time: 0.0867, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2653 [2020-10-19 14:55:18,989][root][INFO] - ===> Epoch[6943](34714/5): Loss -0.8370, Sem 0.0202, dir -0.9876, norm 0.1303, swav 0.0000 LR: 4.595e-02 Score 99.327 Data time: 0.0973, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8188 [2020-10-19 14:55:20,973][root][INFO] - ===> Epoch[6943](34715/5): Loss -0.8346, Sem 0.0199, dir -0.9873, norm 0.1328, swav 0.0000 LR: 4.595e-02 Score 99.341 Data time: 0.0806, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9157 [2020-10-19 14:55:23,130][root][INFO] - ===> Epoch[6944](34716/5): Loss -0.8392, Sem 0.0184, dir -0.9876, norm 0.1300, swav 0.0000 LR: 4.594e-02 Score 99.411 Data time: 0.0690, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0427 [2020-10-19 14:55:25,337][root][INFO] - ===> Epoch[6944](34717/5): Loss -0.8453, Sem 0.0169, dir -0.9880, norm 0.1258, swav 0.0000 LR: 4.594e-02 Score 99.418 Data time: 0.0589, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1005 [2020-10-19 14:55:27,398][root][INFO] - ===> Epoch[6944](34718/5): Loss -0.8421, Sem 0.0203, dir -0.9872, norm 0.1248, swav 0.0000 LR: 4.594e-02 Score 99.315 Data time: 0.1031, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9925 [2020-10-19 14:55:29,874][root][INFO] - ===> Epoch[6944](34719/5): Loss -0.8210, Sem 0.0182, dir -0.9873, norm 0.1481, swav 0.0000 LR: 4.594e-02 Score 99.394 Data time: 0.0929, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.3354 [2020-10-19 14:55:33,141][root][INFO] - ===> Epoch[6944](34720/5): Loss -0.8232, Sem 0.0199, dir -0.9867, norm 0.1435, swav 0.0000 LR: 4.594e-02 Score 99.392 Data time: 0.0700, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 3.1403 [2020-10-19 14:55:34,945][root][INFO] - ===> Epoch[6945](34721/5): Loss -0.8422, Sem 0.0194, dir -0.9878, norm 0.1262, swav 0.0000 LR: 4.594e-02 Score 99.357 Data time: 0.0770, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.7279 [2020-10-19 14:55:36,903][root][INFO] - ===> Epoch[6945](34722/5): Loss -0.8448, Sem 0.0209, dir -0.9876, norm 0.1218, swav 0.0000 LR: 4.593e-02 Score 99.290 Data time: 0.0990, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8643 [2020-10-19 14:55:39,396][root][INFO] - ===> Epoch[6945](34723/5): Loss -0.8367, Sem 0.0191, dir -0.9881, norm 0.1323, swav 0.0000 LR: 4.593e-02 Score 99.352 Data time: 0.0864, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.3942 [2020-10-19 14:55:41,979][root][INFO] - ===> Epoch[6945](34724/5): Loss -0.8425, Sem 0.0164, dir -0.9879, norm 0.1290, swav 0.0000 LR: 4.593e-02 Score 99.452 Data time: 0.0816, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.4678 [2020-10-19 14:55:44,164][root][INFO] - ===> Epoch[6945](34725/5): Loss -0.8469, Sem 0.0184, dir -0.9869, norm 0.1216, swav 0.0000 LR: 4.593e-02 Score 99.356 Data time: 0.0940, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0815 [2020-10-19 14:55:46,615][root][INFO] - ===> Epoch[6946](34726/5): Loss -0.8419, Sem 0.0199, dir -0.9876, norm 0.1258, swav 0.0000 LR: 4.593e-02 Score 99.353 Data time: 0.0667, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.3393 [2020-10-19 14:55:48,422][root][INFO] - ===> Epoch[6946](34727/5): Loss -0.8401, Sem 0.0197, dir -0.9886, norm 0.1288, swav 0.0000 LR: 4.593e-02 Score 99.353 Data time: 0.1040, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.7265 [2020-10-19 14:55:50,394][root][INFO] - ===> Epoch[6946](34728/5): Loss -0.8358, Sem 0.0204, dir -0.9863, norm 0.1302, swav 0.0000 LR: 4.592e-02 Score 99.305 Data time: 0.0753, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8625 [2020-10-19 14:55:52,643][root][INFO] - ===> Epoch[6946](34729/5): Loss -0.8428, Sem 0.0184, dir -0.9887, norm 0.1276, swav 0.0000 LR: 4.592e-02 Score 99.400 Data time: 0.0715, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1334 [2020-10-19 14:55:54,789][root][INFO] - ===> Epoch[6946](34730/5): Loss -0.8487, Sem 0.0197, dir -0.9870, norm 0.1186, swav 0.0000 LR: 4.592e-02 Score 99.348 Data time: 0.0721, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0680 [2020-10-19 14:55:57,032][root][INFO] - ===> Epoch[6947](34731/5): Loss -0.8486, Sem 0.0165, dir -0.9891, norm 0.1241, swav 0.0000 LR: 4.592e-02 Score 99.458 Data time: 0.0839, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1308 [2020-10-19 14:55:58,987][root][INFO] - ===> Epoch[6947](34732/5): Loss -0.8559, Sem 0.0188, dir -0.9890, norm 0.1143, swav 0.0000 LR: 4.592e-02 Score 99.368 Data time: 0.0752, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8440 [2020-10-19 14:56:01,097][root][INFO] - ===> Epoch[6947](34733/5): Loss -0.8513, Sem 0.0177, dir -0.9887, norm 0.1198, swav 0.0000 LR: 4.592e-02 Score 99.414 Data time: 0.0868, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0121 [2020-10-19 14:56:03,129][root][INFO] - ===> Epoch[6947](34734/5): Loss -0.8496, Sem 0.0162, dir -0.9879, norm 0.1221, swav 0.0000 LR: 4.592e-02 Score 99.459 Data time: 0.0818, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9306 [2020-10-19 14:56:05,315][root][INFO] - ===> Epoch[6947](34735/5): Loss -0.8435, Sem 0.0170, dir -0.9893, norm 0.1288, swav 0.0000 LR: 4.591e-02 Score 99.441 Data time: 0.0901, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1002 [2020-10-19 14:56:07,431][root][INFO] - ===> Epoch[6948](34736/5): Loss -0.8344, Sem 0.0211, dir -0.9863, norm 0.1308, swav 0.0000 LR: 4.591e-02 Score 99.297 Data time: 0.0780, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9992 [2020-10-19 14:56:09,661][root][INFO] - ===> Epoch[6948](34737/5): Loss -0.8399, Sem 0.0188, dir -0.9873, norm 0.1287, swav 0.0000 LR: 4.591e-02 Score 99.384 Data time: 0.0521, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1359 [2020-10-19 14:56:12,118][root][INFO] - ===> Epoch[6948](34738/5): Loss -0.8539, Sem 0.0153, dir -0.9895, norm 0.1202, swav 0.0000 LR: 4.591e-02 Score 99.487 Data time: 0.0478, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.4379 [2020-10-19 14:56:14,317][root][INFO] - ===> Epoch[6948](34739/5): Loss -0.8401, Sem 0.0188, dir -0.9885, norm 0.1296, swav 0.0000 LR: 4.591e-02 Score 99.345 Data time: 0.0837, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1318 [2020-10-19 14:56:16,411][root][INFO] - ===> Epoch[6948](34740/5): Loss -0.8485, Sem 0.0166, dir -0.9878, norm 0.1228, swav 0.0000 LR: 4.591e-02 Score 99.443 Data time: 0.0954, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9881 [2020-10-19 14:56:18,384][root][INFO] - ===> Epoch[6949](34741/5): Loss -0.8541, Sem 0.0167, dir -0.9891, norm 0.1182, swav 0.0000 LR: 4.590e-02 Score 99.444 Data time: 0.0954, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8671 [2020-10-19 14:56:20,756][root][INFO] - ===> Epoch[6949](34742/5): Loss -0.8410, Sem 0.0188, dir -0.9875, norm 0.1277, swav 0.0000 LR: 4.590e-02 Score 99.374 Data time: 0.0826, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2717 [2020-10-19 14:56:22,806][root][INFO] - ===> Epoch[6949](34743/5): Loss -0.8413, Sem 0.0192, dir -0.9877, norm 0.1271, swav 0.0000 LR: 4.590e-02 Score 99.376 Data time: 0.0554, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9447 [2020-10-19 14:56:24,754][root][INFO] - ===> Epoch[6949](34744/5): Loss -0.8445, Sem 0.0188, dir -0.9879, norm 0.1246, swav 0.0000 LR: 4.590e-02 Score 99.370 Data time: 0.0788, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8709 [2020-10-19 14:56:27,077][root][INFO] - ===> Epoch[6949](34745/5): Loss -0.8403, Sem 0.0168, dir -0.9879, norm 0.1308, swav 0.0000 LR: 4.590e-02 Score 99.435 Data time: 0.2957, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2298 [2020-10-19 14:56:29,337][root][INFO] - ===> Epoch[6950](34746/5): Loss -0.8604, Sem 0.0156, dir -0.9897, norm 0.1136, swav 0.0000 LR: 4.590e-02 Score 99.473 Data time: 0.0878, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1418 [2020-10-19 14:56:31,460][root][INFO] - ===> Epoch[6950](34747/5): Loss -0.8407, Sem 0.0182, dir -0.9872, norm 0.1283, swav 0.0000 LR: 4.589e-02 Score 99.391 Data time: 0.1236, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0115 [2020-10-19 14:56:33,884][root][INFO] - ===> Epoch[6950](34748/5): Loss -0.8509, Sem 0.0162, dir -0.9882, norm 0.1211, swav 0.0000 LR: 4.589e-02 Score 99.452 Data time: 0.1245, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.3297 [2020-10-19 14:56:36,328][root][INFO] - ===> Epoch[6950](34749/5): Loss -0.8383, Sem 0.0186, dir -0.9887, norm 0.1317, swav 0.0000 LR: 4.589e-02 Score 99.412 Data time: 0.0869, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.3148 [2020-10-19 14:56:38,219][root][INFO] - ===> Epoch[6950](34750/5): Loss -0.8581, Sem 0.0176, dir -0.9880, norm 0.1123, swav 0.0000 LR: 4.589e-02 Score 99.411 Data time: 0.0779, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.7944 [2020-10-19 14:56:40,631][root][INFO] - ===> Epoch[6951](34751/5): Loss -0.8231, Sem 0.0196, dir -0.9862, norm 0.1436, swav 0.0000 LR: 4.589e-02 Score 99.348 Data time: 0.0723, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.3269 [2020-10-19 14:56:43,323][root][INFO] - ===> Epoch[6951](34752/5): Loss -0.8358, Sem 0.0175, dir -0.9885, norm 0.1352, swav 0.0000 LR: 4.589e-02 Score 99.411 Data time: 0.0935, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.5765 [2020-10-19 14:56:45,312][root][INFO] - ===> Epoch[6951](34753/5): Loss -0.8516, Sem 0.0154, dir -0.9887, norm 0.1218, swav 0.0000 LR: 4.588e-02 Score 99.484 Data time: 0.0812, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8782 [2020-10-19 14:56:47,390][root][INFO] - ===> Epoch[6951](34754/5): Loss -0.8458, Sem 0.0158, dir -0.9887, norm 0.1271, swav 0.0000 LR: 4.588e-02 Score 99.456 Data time: 0.0815, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9858 [2020-10-19 14:56:50,005][root][INFO] - ===> Epoch[6951](34755/5): Loss -0.8417, Sem 0.0188, dir -0.9873, norm 0.1269, swav 0.0000 LR: 4.588e-02 Score 99.400 Data time: 0.0606, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.5359 [2020-10-19 14:56:52,429][root][INFO] - ===> Epoch[6952](34756/5): Loss -0.8361, Sem 0.0175, dir -0.9880, norm 0.1344, swav 0.0000 LR: 4.588e-02 Score 99.421 Data time: 0.0562, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.3295 [2020-10-19 14:56:54,173][root][INFO] - ===> Epoch[6952](34757/5): Loss -0.8464, Sem 0.0193, dir -0.9879, norm 0.1221, swav 0.0000 LR: 4.588e-02 Score 99.357 Data time: 0.0624, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.7110 [2020-10-19 14:56:56,069][root][INFO] - ===> Epoch[6952](34758/5): Loss -0.8388, Sem 0.0158, dir -0.9895, norm 0.1349, swav 0.0000 LR: 4.588e-02 Score 99.469 Data time: 0.0744, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8026 [2020-10-19 14:56:57,836][root][INFO] - ===> Epoch[6952](34759/5): Loss -0.8593, Sem 0.0156, dir -0.9890, norm 0.1141, swav 0.0000 LR: 4.587e-02 Score 99.471 Data time: 0.0823, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.6587 [2020-10-19 14:57:00,007][root][INFO] - ===> Epoch[6952](34760/5): Loss -0.8342, Sem 0.0175, dir -0.9876, norm 0.1358, swav 0.0000 LR: 4.587e-02 Score 99.412 Data time: 0.1729, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0741 [2020-10-19 14:57:02,007][root][INFO] - ===> Epoch[6953](34761/5): Loss -0.8446, Sem 0.0176, dir -0.9877, norm 0.1256, swav 0.0000 LR: 4.587e-02 Score 99.428 Data time: 0.0854, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8968 [2020-10-19 14:57:04,008][root][INFO] - ===> Epoch[6953](34762/5): Loss -0.8449, Sem 0.0190, dir -0.9873, norm 0.1234, swav 0.0000 LR: 4.587e-02 Score 99.372 Data time: 0.0726, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8980 [2020-10-19 14:57:06,601][root][INFO] - ===> Epoch[6953](34763/5): Loss -0.8562, Sem 0.0165, dir -0.9887, norm 0.1161, swav 0.0000 LR: 4.587e-02 Score 99.445 Data time: 0.0919, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.4826 [2020-10-19 14:57:08,597][root][INFO] - ===> Epoch[6953](34764/5): Loss -0.8541, Sem 0.0170, dir -0.9893, norm 0.1182, swav 0.0000 LR: 4.587e-02 Score 99.430 Data time: 0.0661, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8811 [2020-10-19 14:57:11,052][root][INFO] - ===> Epoch[6953](34765/5): Loss -0.8444, Sem 0.0154, dir -0.9875, norm 0.1277, swav 0.0000 LR: 4.586e-02 Score 99.467 Data time: 0.0805, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.3753 [2020-10-19 14:57:13,146][root][INFO] - ===> Epoch[6954](34766/5): Loss -0.8568, Sem 0.0170, dir -0.9885, norm 0.1147, swav 0.0000 LR: 4.586e-02 Score 99.430 Data time: 0.0795, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0047 [2020-10-19 14:57:15,110][root][INFO] - ===> Epoch[6954](34767/5): Loss -0.8503, Sem 0.0151, dir -0.9880, norm 0.1227, swav 0.0000 LR: 4.586e-02 Score 99.487 Data time: 0.1017, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8481 [2020-10-19 14:57:17,882][root][INFO] - ===> Epoch[6954](34768/5): Loss -0.8429, Sem 0.0176, dir -0.9884, norm 0.1278, swav 0.0000 LR: 4.586e-02 Score 99.402 Data time: 0.0893, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.6683 [2020-10-19 14:57:20,209][root][INFO] - ===> Epoch[6954](34769/5): Loss -0.8555, Sem 0.0163, dir -0.9886, norm 0.1168, swav 0.0000 LR: 4.586e-02 Score 99.439 Data time: 0.0734, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2125 [2020-10-19 14:57:22,468][root][INFO] - ===> Epoch[6954](34770/5): Loss -0.8502, Sem 0.0154, dir -0.9873, norm 0.1217, swav 0.0000 LR: 4.586e-02 Score 99.484 Data time: 0.0697, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1952 [2020-10-19 14:57:24,294][root][INFO] - ===> Epoch[6955](34771/5): Loss -0.8483, Sem 0.0153, dir -0.9885, norm 0.1249, swav 0.0000 LR: 4.585e-02 Score 99.495 Data time: 0.0805, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.7125 [2020-10-19 14:57:26,175][root][INFO] - ===> Epoch[6955](34772/5): Loss -0.8493, Sem 0.0167, dir -0.9883, norm 0.1223, swav 0.0000 LR: 4.585e-02 Score 99.455 Data time: 0.0784, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.7815 [2020-10-19 14:57:28,104][root][INFO] - ===> Epoch[6955](34773/5): Loss -0.8368, Sem 0.0201, dir -0.9878, norm 0.1309, swav 0.0000 LR: 4.585e-02 Score 99.342 Data time: 0.0655, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8401 [2020-10-19 14:57:30,490][root][INFO] - ===> Epoch[6955](34774/5): Loss -0.8432, Sem 0.0162, dir -0.9892, norm 0.1298, swav 0.0000 LR: 4.585e-02 Score 99.454 Data time: 0.1645, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2794 [2020-10-19 14:57:33,090][root][INFO] - ===> Epoch[6955](34775/5): Loss -0.8392, Sem 0.0161, dir -0.9875, norm 0.1322, swav 0.0000 LR: 4.585e-02 Score 99.458 Data time: 0.0778, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.4711 [2020-10-19 14:57:35,384][root][INFO] - ===> Epoch[6956](34776/5): Loss -0.8429, Sem 0.0187, dir -0.9871, norm 0.1254, swav 0.0000 LR: 4.585e-02 Score 99.383 Data time: 0.0844, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1795 [2020-10-19 14:57:37,372][root][INFO] - ===> Epoch[6956](34777/5): Loss -0.8456, Sem 0.0169, dir -0.9881, norm 0.1256, swav 0.0000 LR: 4.584e-02 Score 99.424 Data time: 0.0599, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8895 [2020-10-19 14:57:39,832][root][INFO] - ===> Epoch[6956](34778/5): Loss -0.8506, Sem 0.0166, dir -0.9885, norm 0.1212, swav 0.0000 LR: 4.584e-02 Score 99.450 Data time: 0.0674, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.3548 [2020-10-19 14:57:41,867][root][INFO] - ===> Epoch[6956](34779/5): Loss -0.8573, Sem 0.0147, dir -0.9897, norm 0.1178, swav 0.0000 LR: 4.584e-02 Score 99.499 Data time: 0.0633, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9302 [2020-10-19 14:57:44,194][root][INFO] - ===> Epoch[6956](34780/5): Loss -0.8491, Sem 0.0169, dir -0.9879, norm 0.1219, swav 0.0000 LR: 4.584e-02 Score 99.448 Data time: 0.0660, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2318 [2020-10-19 14:57:46,017][root][INFO] - ===> Epoch[6957](34781/5): Loss -0.8565, Sem 0.0153, dir -0.9895, norm 0.1177, swav 0.0000 LR: 4.584e-02 Score 99.473 Data time: 0.0886, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.7301 [2020-10-19 14:57:48,267][root][INFO] - ===> Epoch[6957](34782/5): Loss -0.8505, Sem 0.0150, dir -0.9888, norm 0.1233, swav 0.0000 LR: 4.584e-02 Score 99.491 Data time: 0.1018, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1492 [2020-10-19 14:57:50,534][root][INFO] - ===> Epoch[6957](34783/5): Loss -0.8374, Sem 0.0167, dir -0.9879, norm 0.1338, swav 0.0000 LR: 4.583e-02 Score 99.431 Data time: 0.1148, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1300 [2020-10-19 14:57:52,595][root][INFO] - ===> Epoch[6957](34784/5): Loss -0.8387, Sem 0.0169, dir -0.9880, norm 0.1323, swav 0.0000 LR: 4.583e-02 Score 99.434 Data time: 0.0920, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9808 [2020-10-19 14:57:54,951][root][INFO] - ===> Epoch[6957](34785/5): Loss -0.8521, Sem 0.0163, dir -0.9884, norm 0.1199, swav 0.0000 LR: 4.583e-02 Score 99.449 Data time: 0.0604, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2365 [2020-10-19 14:57:57,262][root][INFO] - ===> Epoch[6958](34786/5): Loss -0.8348, Sem 0.0182, dir -0.9880, norm 0.1351, swav 0.0000 LR: 4.583e-02 Score 99.394 Data time: 0.1438, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2358 [2020-10-19 14:57:59,458][root][INFO] - ===> Epoch[6958](34787/5): Loss -0.8549, Sem 0.0162, dir -0.9885, norm 0.1173, swav 0.0000 LR: 4.583e-02 Score 99.464 Data time: 0.0872, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1270 [2020-10-19 14:58:01,492][root][INFO] - ===> Epoch[6958](34788/5): Loss -0.8445, Sem 0.0175, dir -0.9890, norm 0.1271, swav 0.0000 LR: 4.583e-02 Score 99.418 Data time: 0.0764, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9172 [2020-10-19 14:58:03,467][root][INFO] - ===> Epoch[6958](34789/5): Loss -0.8355, Sem 0.0197, dir -0.9874, norm 0.1322, swav 0.0000 LR: 4.583e-02 Score 99.350 Data time: 0.1015, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8807 [2020-10-19 14:58:05,435][root][INFO] - ===> Epoch[6958](34790/5): Loss -0.8422, Sem 0.0160, dir -0.9869, norm 0.1287, swav 0.0000 LR: 4.582e-02 Score 99.493 Data time: 0.0764, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8848 [2020-10-19 14:58:07,504][root][INFO] - ===> Epoch[6959](34791/5): Loss -0.8577, Sem 0.0154, dir -0.9892, norm 0.1161, swav 0.0000 LR: 4.582e-02 Score 99.479 Data time: 0.0641, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9503 [2020-10-19 14:58:09,625][root][INFO] - ===> Epoch[6959](34792/5): Loss -0.8479, Sem 0.0167, dir -0.9884, norm 0.1238, swav 0.0000 LR: 4.582e-02 Score 99.440 Data time: 0.0695, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9023 [2020-10-19 14:58:11,762][root][INFO] - ===> Epoch[6959](34793/5): Loss -0.8492, Sem 0.0161, dir -0.9892, norm 0.1239, swav 0.0000 LR: 4.582e-02 Score 99.456 Data time: 0.0696, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0471 [2020-10-19 14:58:13,822][root][INFO] - ===> Epoch[6959](34794/5): Loss -0.8545, Sem 0.0163, dir -0.9889, norm 0.1181, swav 0.0000 LR: 4.582e-02 Score 99.442 Data time: 0.0680, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9678 [2020-10-19 14:58:16,086][root][INFO] - ===> Epoch[6959](34795/5): Loss -0.8414, Sem 0.0199, dir -0.9883, norm 0.1269, swav 0.0000 LR: 4.582e-02 Score 99.360 Data time: 0.0777, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1760 [2020-10-19 14:58:18,245][root][INFO] - ===> Epoch[6960](34796/5): Loss -0.8536, Sem 0.0182, dir -0.9883, norm 0.1164, swav 0.0000 LR: 4.581e-02 Score 99.377 Data time: 0.0670, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0504 [2020-10-19 14:58:20,611][root][INFO] - ===> Epoch[6960](34797/5): Loss -0.8335, Sem 0.0146, dir -0.9875, norm 0.1395, swav 0.0000 LR: 4.581e-02 Score 99.521 Data time: 0.0671, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2811 [2020-10-19 14:58:22,900][root][INFO] - ===> Epoch[6960](34798/5): Loss -0.8434, Sem 0.0144, dir -0.9891, norm 0.1312, swav 0.0000 LR: 4.581e-02 Score 99.521 Data time: 0.0645, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1905 [2020-10-19 14:58:25,512][root][INFO] - ===> Epoch[6960](34799/5): Loss -0.8387, Sem 0.0185, dir -0.9879, norm 0.1307, swav 0.0000 LR: 4.581e-02 Score 99.405 Data time: 0.0662, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.5137 [2020-10-19 14:58:27,609][root][INFO] - ===> Epoch[6960](34800/5): Loss -0.8474, Sem 0.0189, dir -0.9875, norm 0.1213, swav 0.0000 LR: 4.581e-02 Score 99.345 Data time: 0.0953, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0042 [2020-10-19 14:58:28,556][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 14:58:28,738][root][INFO] - ===> Start testing [2020-10-19 14:59:07,912][root][INFO] - 68/68: Data time: 0.0022, Iter time: 0.1156 Loss 0.640 (AVG: 0.578) Score 91.495 (AVG: 90.309) mIOU 69.713 mAP 83.626 mAcc 77.052 IOU: 62.415 0.532 81.784 73.999 94.033 90.665 35.440 76.998 96.964 69.058 80.856 85.575 57.953 mAP: 80.831 14.341 95.296 86.041 98.724 98.169 53.102 95.754 99.481 87.344 93.769 93.836 90.447 mAcc: 79.793 3.191 89.102 80.468 95.557 96.797 39.267 92.249 98.334 77.220 91.580 96.019 62.103 [2020-10-19 14:59:07,913][root][INFO] - Finished test. Elapsed time: 39.1729 [2020-10-19 14:59:10,736][root][INFO] - [2020-10-19 14:59:10,736][root][INFO] - ################################################################ [2020-10-19 14:59:10,736][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 14:59:10,736][root][INFO] - ################################################################ [2020-10-19 14:59:10,736][root][INFO] - clutter : nan nan nan [2020-10-19 14:59:10,736][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 14:59:10,736][root][INFO] - board : 0.804 0.873 0.922 [2020-10-19 14:59:10,736][root][INFO] - bookcase : 0.231 0.371 0.528 [2020-10-19 14:59:10,736][root][INFO] - ceiling : 0.525 0.575 0.671 [2020-10-19 14:59:10,736][root][INFO] - chair : 0.840 0.931 0.939 [2020-10-19 14:59:10,736][root][INFO] - column : 0.199 0.288 0.388 [2020-10-19 14:59:10,736][root][INFO] - door : 0.703 0.816 0.902 [2020-10-19 14:59:10,736][root][INFO] - floor : 0.915 0.937 0.965 [2020-10-19 14:59:10,736][root][INFO] - sofa : 0.350 0.636 0.818 [2020-10-19 14:59:10,736][root][INFO] - table : 0.145 0.322 0.638 [2020-10-19 14:59:10,736][root][INFO] - wall : 0.537 0.740 0.822 [2020-10-19 14:59:10,736][root][INFO] - window : 0.517 0.750 0.769 [2020-10-19 14:59:10,736][root][INFO] - ---------------------------------------------------------------- [2020-10-19 14:59:10,736][root][INFO] - average : 0.480 0.603 0.697 [2020-10-19 14:59:10,736][root][INFO] - [2020-10-19 14:59:10,893][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 14:59:10,894][root][INFO] - Current best mIoU: 72.177 at iter 31200 [2020-10-19 14:59:12,652][root][INFO] - ===> Epoch[6961](34801/5): Loss -0.8316, Sem 0.0195, dir -0.9885, norm 0.1373, swav 0.0000 LR: 4.581e-02 Score 99.320 Data time: 0.0657, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.7526 [2020-10-19 14:59:14,762][root][INFO] - ===> Epoch[6961](34802/5): Loss -0.8393, Sem 0.0190, dir -0.9877, norm 0.1293, swav 0.0000 LR: 4.580e-02 Score 99.350 Data time: 0.0911, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9992 [2020-10-19 14:59:17,492][root][INFO] - ===> Epoch[6961](34803/5): Loss -0.8524, Sem 0.0170, dir -0.9891, norm 0.1197, swav 0.0000 LR: 4.580e-02 Score 99.440 Data time: 0.0835, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.5945 [2020-10-19 14:59:19,516][root][INFO] - ===> Epoch[6961](34804/5): Loss -0.8315, Sem 0.0217, dir -0.9875, norm 0.1343, swav 0.0000 LR: 4.580e-02 Score 99.355 Data time: 0.0829, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9278 [2020-10-19 14:59:21,559][root][INFO] - ===> Epoch[6961](34805/5): Loss -0.8336, Sem 0.0196, dir -0.9864, norm 0.1331, swav 0.0000 LR: 4.580e-02 Score 99.354 Data time: 0.0901, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9566 [2020-10-19 14:59:23,911][root][INFO] - ===> Epoch[6962](34806/5): Loss -0.8266, Sem 0.0206, dir -0.9868, norm 0.1396, swav 0.0000 LR: 4.580e-02 Score 99.326 Data time: 0.0665, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2506 [2020-10-19 14:59:26,057][root][INFO] - ===> Epoch[6962](34807/5): Loss -0.8530, Sem 0.0166, dir -0.9884, norm 0.1187, swav 0.0000 LR: 4.580e-02 Score 99.434 Data time: 0.0749, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0669 [2020-10-19 14:59:28,307][root][INFO] - ===> Epoch[6962](34808/5): Loss -0.8473, Sem 0.0156, dir -0.9883, norm 0.1254, swav 0.0000 LR: 4.579e-02 Score 99.486 Data time: 0.0931, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1502 [2020-10-19 14:59:30,286][root][INFO] - ===> Epoch[6962](34809/5): Loss -0.8454, Sem 0.0168, dir -0.9895, norm 0.1272, swav 0.0000 LR: 4.579e-02 Score 99.435 Data time: 0.1039, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8559 [2020-10-19 14:59:32,371][root][INFO] - ===> Epoch[6962](34810/5): Loss -0.8624, Sem 0.0149, dir -0.9891, norm 0.1118, swav 0.0000 LR: 4.579e-02 Score 99.496 Data time: 0.1023, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9922 [2020-10-19 14:59:34,386][root][INFO] - ===> Epoch[6963](34811/5): Loss -0.8317, Sem 0.0190, dir -0.9867, norm 0.1360, swav 0.0000 LR: 4.579e-02 Score 99.366 Data time: 0.0867, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9131 [2020-10-19 14:59:36,377][root][INFO] - ===> Epoch[6963](34812/5): Loss -0.8504, Sem 0.0165, dir -0.9881, norm 0.1213, swav 0.0000 LR: 4.579e-02 Score 99.449 Data time: 0.0635, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8868 [2020-10-19 14:59:38,882][root][INFO] - ===> Epoch[6963](34813/5): Loss -0.8471, Sem 0.0170, dir -0.9892, norm 0.1252, swav 0.0000 LR: 4.579e-02 Score 99.438 Data time: 0.0735, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.4283 [2020-10-19 14:59:40,683][root][INFO] - ===> Epoch[6963](34814/5): Loss -0.8306, Sem 0.0191, dir -0.9875, norm 0.1377, swav 0.0000 LR: 4.578e-02 Score 99.368 Data time: 0.0669, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.7055 [2020-10-19 14:59:42,919][root][INFO] - ===> Epoch[6963](34815/5): Loss -0.8448, Sem 0.0164, dir -0.9886, norm 0.1275, swav 0.0000 LR: 4.578e-02 Score 99.458 Data time: 0.0648, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1311 [2020-10-19 14:59:45,587][root][INFO] - ===> Epoch[6964](34816/5): Loss -0.8398, Sem 0.0182, dir -0.9883, norm 0.1303, swav 0.0000 LR: 4.578e-02 Score 99.391 Data time: 0.0705, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.5732 [2020-10-19 14:59:48,283][root][INFO] - ===> Epoch[6964](34817/5): Loss -0.8276, Sem 0.0190, dir -0.9874, norm 0.1407, swav 0.0000 LR: 4.578e-02 Score 99.366 Data time: 0.0790, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.5980 [2020-10-19 14:59:50,576][root][INFO] - ===> Epoch[6964](34818/5): Loss -0.8408, Sem 0.0171, dir -0.9889, norm 0.1309, swav 0.0000 LR: 4.578e-02 Score 99.408 Data time: 0.0645, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1681 [2020-10-19 14:59:52,692][root][INFO] - ===> Epoch[6964](34819/5): Loss -0.8420, Sem 0.0166, dir -0.9892, norm 0.1306, swav 0.0000 LR: 4.578e-02 Score 99.435 Data time: 0.0823, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0121 [2020-10-19 14:59:54,824][root][INFO] - ===> Epoch[6964](34820/5): Loss -0.8388, Sem 0.0169, dir -0.9880, norm 0.1323, swav 0.0000 LR: 4.577e-02 Score 99.431 Data time: 0.0745, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0251 [2020-10-19 14:59:57,029][root][INFO] - ===> Epoch[6965](34821/5): Loss -0.8425, Sem 0.0153, dir -0.9890, norm 0.1311, swav 0.0000 LR: 4.577e-02 Score 99.484 Data time: 0.0852, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1020 [2020-10-19 14:59:58,926][root][INFO] - ===> Epoch[6965](34822/5): Loss -0.8430, Sem 0.0193, dir -0.9889, norm 0.1266, swav 0.0000 LR: 4.577e-02 Score 99.343 Data time: 0.0853, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.7854 [2020-10-19 15:00:01,476][root][INFO] - ===> Epoch[6965](34823/5): Loss -0.8483, Sem 0.0157, dir -0.9879, norm 0.1238, swav 0.0000 LR: 4.577e-02 Score 99.460 Data time: 0.0701, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.4247 [2020-10-19 15:00:03,482][root][INFO] - ===> Epoch[6965](34824/5): Loss -0.8587, Sem 0.0171, dir -0.9887, norm 0.1130, swav 0.0000 LR: 4.577e-02 Score 99.410 Data time: 0.0756, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8911 [2020-10-19 15:00:06,061][root][INFO] - ===> Epoch[6965](34825/5): Loss -0.8494, Sem 0.0159, dir -0.9885, norm 0.1232, swav 0.0000 LR: 4.577e-02 Score 99.465 Data time: 0.1109, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.4837 [2020-10-19 15:00:08,148][root][INFO] - ===> Epoch[6966](34826/5): Loss -0.8580, Sem 0.0160, dir -0.9894, norm 0.1155, swav 0.0000 LR: 4.576e-02 Score 99.450 Data time: 0.0960, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9750 [2020-10-19 15:00:10,210][root][INFO] - ===> Epoch[6966](34827/5): Loss -0.8265, Sem 0.0169, dir -0.9880, norm 0.1446, swav 0.0000 LR: 4.576e-02 Score 99.448 Data time: 0.0748, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9542 [2020-10-19 15:00:12,477][root][INFO] - ===> Epoch[6966](34828/5): Loss -0.8288, Sem 0.0169, dir -0.9883, norm 0.1425, swav 0.0000 LR: 4.576e-02 Score 99.429 Data time: 0.0911, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1581 [2020-10-19 15:00:14,419][root][INFO] - ===> Epoch[6966](34829/5): Loss -0.8567, Sem 0.0170, dir -0.9896, norm 0.1158, swav 0.0000 LR: 4.576e-02 Score 99.424 Data time: 0.0782, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.8285 [2020-10-19 15:00:16,604][root][INFO] - ===> Epoch[6966](34830/5): Loss -0.8426, Sem 0.0182, dir -0.9888, norm 0.1279, swav 0.0000 LR: 4.576e-02 Score 99.396 Data time: 0.0969, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0776 [2020-10-19 15:00:18,641][root][INFO] - ===> Epoch[6967](34831/5): Loss -0.8508, Sem 0.0175, dir -0.9877, norm 0.1194, swav 0.0000 LR: 4.576e-02 Score 99.411 Data time: 0.0893, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9232 [2020-10-19 15:00:20,944][root][INFO] - ===> Epoch[6967](34832/5): Loss -0.8443, Sem 0.0142, dir -0.9873, norm 0.1288, swav 0.0000 LR: 4.575e-02 Score 99.535 Data time: 0.0795, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.2086 [2020-10-19 15:00:22,967][root][INFO] - ===> Epoch[6967](34833/5): Loss -0.8441, Sem 0.0176, dir -0.9882, norm 0.1265, swav 0.0000 LR: 4.575e-02 Score 99.412 Data time: 0.0896, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 1.9131 [2020-10-19 15:00:25,129][root][INFO] - ===> Epoch[6967](34834/5): Loss -0.8559, Sem 0.0190, dir -0.9884, norm 0.1135, swav 0.0000 LR: 4.575e-02 Score 99.370 Data time: 0.0655, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0570 [2020-10-19 15:00:27,361][root][INFO] - ===> Epoch[6967](34835/5): Loss -0.8413, Sem 0.0179, dir -0.9881, norm 0.1289, swav 0.0000 LR: 4.575e-02 Score 99.406 Data time: 0.0943, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.1357 [2020-10-19 15:00:29,542][root][INFO] - ===> Epoch[6968](34836/5): Loss -0.8448, Sem 0.0170, dir -0.9889, norm 0.1271, swav 0.0000 LR: 4.575e-02 Score 99.424 Data time: 0.1009, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0032, Total iter time: 2.0538 [2020-10-19 15:00:31,623][root][INFO] - ===> Epoch[6968](34837/5): Loss -0.8385, Sem 0.0177, dir -0.9879, norm 0.1317, swav 0.0000 LR: 4.575e-02 Score 99.400 Data time: 0.0779, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0032, Total iter time: 1.9773 [2020-10-19 15:00:33,793][root][INFO] - ===> Epoch[6968](34838/5): Loss -0.8435, Sem 0.0167, dir -0.9887, norm 0.1285, swav 0.0000 LR: 4.574e-02 Score 99.451 Data time: 0.0725, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0032, Total iter time: 2.0645 [2020-10-19 15:00:35,740][root][INFO] - ===> Epoch[6968](34839/5): Loss -0.8300, Sem 0.0197, dir -0.9870, norm 0.1373, swav 0.0000 LR: 4.574e-02 Score 99.333 Data time: 0.0675, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0032, Total iter time: 1.8285 [2020-10-19 15:00:37,737][root][INFO] - ===> Epoch[6968](34840/5): Loss -0.8423, Sem 0.0155, dir -0.9886, norm 0.1308, swav 0.0000 LR: 4.574e-02 Score 99.490 Data time: 0.0821, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0032, Total iter time: 1.9013 [2020-10-19 15:00:39,630][root][INFO] - ===> Epoch[6969](34841/5): Loss -0.8497, Sem 0.0158, dir -0.9888, norm 0.1233, swav 0.0000 LR: 4.574e-02 Score 99.467 Data time: 0.1949, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.7832 [2020-10-19 15:00:41,688][root][INFO] - ===> Epoch[6969](34842/5): Loss -0.8389, Sem 0.0178, dir -0.9889, norm 0.1322, swav 0.0000 LR: 4.574e-02 Score 99.423 Data time: 0.0800, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9515 [2020-10-19 15:00:44,137][root][INFO] - ===> Epoch[6969](34843/5): Loss -0.8347, Sem 0.0169, dir -0.9874, norm 0.1357, swav 0.0000 LR: 4.574e-02 Score 99.444 Data time: 0.1050, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.3340 [2020-10-19 15:00:46,237][root][INFO] - ===> Epoch[6969](34844/5): Loss -0.8427, Sem 0.0191, dir -0.9877, norm 0.1259, swav 0.0000 LR: 4.574e-02 Score 99.350 Data time: 0.0917, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9659 [2020-10-19 15:00:48,390][root][INFO] - ===> Epoch[6969](34845/5): Loss -0.8515, Sem 0.0172, dir -0.9884, norm 0.1198, swav 0.0000 LR: 4.573e-02 Score 99.418 Data time: 0.0722, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0584 [2020-10-19 15:00:50,350][root][INFO] - ===> Epoch[6970](34846/5): Loss -0.8374, Sem 0.0169, dir -0.9888, norm 0.1345, swav 0.0000 LR: 4.573e-02 Score 99.432 Data time: 0.0859, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8782 [2020-10-19 15:00:52,876][root][INFO] - ===> Epoch[6970](34847/5): Loss -0.8387, Sem 0.0170, dir -0.9877, norm 0.1320, swav 0.0000 LR: 4.573e-02 Score 99.434 Data time: 0.0556, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.4273 [2020-10-19 15:00:55,416][root][INFO] - ===> Epoch[6970](34848/5): Loss -0.8418, Sem 0.0171, dir -0.9878, norm 0.1290, swav 0.0000 LR: 4.573e-02 Score 99.419 Data time: 0.0955, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.4578 [2020-10-19 15:00:57,563][root][INFO] - ===> Epoch[6970](34849/5): Loss -0.8569, Sem 0.0156, dir -0.9892, norm 0.1167, swav 0.0000 LR: 4.573e-02 Score 99.467 Data time: 0.0619, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0203 [2020-10-19 15:00:59,408][root][INFO] - ===> Epoch[6970](34850/5): Loss -0.8465, Sem 0.0150, dir -0.9895, norm 0.1280, swav 0.0000 LR: 4.573e-02 Score 99.492 Data time: 0.0613, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.7761 [2020-10-19 15:01:01,474][root][INFO] - ===> Epoch[6971](34851/5): Loss -0.8564, Sem 0.0160, dir -0.9887, norm 0.1163, swav 0.0000 LR: 4.572e-02 Score 99.449 Data time: 0.0758, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9782 [2020-10-19 15:01:03,589][root][INFO] - ===> Epoch[6971](34852/5): Loss -0.8404, Sem 0.0171, dir -0.9870, norm 0.1295, swav 0.0000 LR: 4.572e-02 Score 99.437 Data time: 0.1767, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0028 [2020-10-19 15:01:05,952][root][INFO] - ===> Epoch[6971](34853/5): Loss -0.8366, Sem 0.0164, dir -0.9878, norm 0.1348, swav 0.0000 LR: 4.572e-02 Score 99.461 Data time: 0.0909, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2204 [2020-10-19 15:01:08,261][root][INFO] - ===> Epoch[6971](34854/5): Loss -0.8549, Sem 0.0158, dir -0.9891, norm 0.1184, swav 0.0000 LR: 4.572e-02 Score 99.456 Data time: 0.0924, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1726 [2020-10-19 15:01:10,274][root][INFO] - ===> Epoch[6971](34855/5): Loss -0.8557, Sem 0.0167, dir -0.9896, norm 0.1172, swav 0.0000 LR: 4.572e-02 Score 99.427 Data time: 0.0862, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8869 [2020-10-19 15:01:12,682][root][INFO] - ===> Epoch[6972](34856/5): Loss -0.8486, Sem 0.0165, dir -0.9886, norm 0.1236, swav 0.0000 LR: 4.572e-02 Score 99.455 Data time: 0.0940, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2975 [2020-10-19 15:01:14,628][root][INFO] - ===> Epoch[6972](34857/5): Loss -0.8521, Sem 0.0155, dir -0.9882, norm 0.1207, swav 0.0000 LR: 4.571e-02 Score 99.470 Data time: 0.0712, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8304 [2020-10-19 15:01:16,912][root][INFO] - ===> Epoch[6972](34858/5): Loss -0.8430, Sem 0.0161, dir -0.9869, norm 0.1278, swav 0.0000 LR: 4.571e-02 Score 99.452 Data time: 0.1245, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1738 [2020-10-19 15:01:19,122][root][INFO] - ===> Epoch[6972](34859/5): Loss -0.8466, Sem 0.0170, dir -0.9887, norm 0.1250, swav 0.0000 LR: 4.571e-02 Score 99.432 Data time: 0.1251, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0862 [2020-10-19 15:01:21,461][root][INFO] - ===> Epoch[6972](34860/5): Loss -0.8537, Sem 0.0156, dir -0.9900, norm 0.1207, swav 0.0000 LR: 4.571e-02 Score 99.465 Data time: 0.0684, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2355 [2020-10-19 15:01:23,741][root][INFO] - ===> Epoch[6973](34861/5): Loss -0.8537, Sem 0.0164, dir -0.9878, norm 0.1177, swav 0.0000 LR: 4.571e-02 Score 99.446 Data time: 0.0586, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1856 [2020-10-19 15:01:25,717][root][INFO] - ===> Epoch[6973](34862/5): Loss -0.8343, Sem 0.0192, dir -0.9867, norm 0.1331, swav 0.0000 LR: 4.571e-02 Score 99.340 Data time: 0.0927, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9149 [2020-10-19 15:01:28,069][root][INFO] - ===> Epoch[6973](34863/5): Loss -0.8379, Sem 0.0180, dir -0.9874, norm 0.1316, swav 0.0000 LR: 4.570e-02 Score 99.402 Data time: 0.0955, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2532 [2020-10-19 15:01:30,410][root][INFO] - ===> Epoch[6973](34864/5): Loss -0.8608, Sem 0.0149, dir -0.9890, norm 0.1133, swav 0.0000 LR: 4.570e-02 Score 99.486 Data time: 0.0880, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2328 [2020-10-19 15:01:32,693][root][INFO] - ===> Epoch[6973](34865/5): Loss -0.8459, Sem 0.0135, dir -0.9884, norm 0.1290, swav 0.0000 LR: 4.570e-02 Score 99.548 Data time: 0.1048, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1882 [2020-10-19 15:01:34,735][root][INFO] - ===> Epoch[6974](34866/5): Loss -0.8511, Sem 0.0170, dir -0.9881, norm 0.1200, swav 0.0000 LR: 4.570e-02 Score 99.409 Data time: 0.0690, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9365 [2020-10-19 15:01:37,011][root][INFO] - ===> Epoch[6974](34867/5): Loss -0.8327, Sem 0.0170, dir -0.9868, norm 0.1371, swav 0.0000 LR: 4.570e-02 Score 99.438 Data time: 0.0823, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2004 [2020-10-19 15:01:39,032][root][INFO] - ===> Epoch[6974](34868/5): Loss -0.8512, Sem 0.0174, dir -0.9890, norm 0.1205, swav 0.0000 LR: 4.570e-02 Score 99.403 Data time: 0.0728, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9233 [2020-10-19 15:01:41,411][root][INFO] - ===> Epoch[6974](34869/5): Loss -0.8361, Sem 0.0176, dir -0.9888, norm 0.1351, swav 0.0000 LR: 4.569e-02 Score 99.422 Data time: 0.0974, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.3105 [2020-10-19 15:01:43,628][root][INFO] - ===> Epoch[6974](34870/5): Loss -0.8586, Sem 0.0168, dir -0.9887, norm 0.1132, swav 0.0000 LR: 4.569e-02 Score 99.433 Data time: 0.1071, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0981 [2020-10-19 15:01:45,923][root][INFO] - ===> Epoch[6975](34871/5): Loss -0.8459, Sem 0.0177, dir -0.9883, norm 0.1246, swav 0.0000 LR: 4.569e-02 Score 99.391 Data time: 0.0993, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2367 [2020-10-19 15:01:48,095][root][INFO] - ===> Epoch[6975](34872/5): Loss -0.8519, Sem 0.0166, dir -0.9884, norm 0.1199, swav 0.0000 LR: 4.569e-02 Score 99.442 Data time: 0.0586, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0737 [2020-10-19 15:01:50,223][root][INFO] - ===> Epoch[6975](34873/5): Loss -0.8558, Sem 0.0156, dir -0.9889, norm 0.1175, swav 0.0000 LR: 4.569e-02 Score 99.471 Data time: 0.0858, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0602 [2020-10-19 15:01:52,271][root][INFO] - ===> Epoch[6975](34874/5): Loss -0.8508, Sem 0.0167, dir -0.9890, norm 0.1215, swav 0.0000 LR: 4.569e-02 Score 99.434 Data time: 0.0719, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9367 [2020-10-19 15:01:54,906][root][INFO] - ===> Epoch[6975](34875/5): Loss -0.8432, Sem 0.0173, dir -0.9882, norm 0.1277, swav 0.0000 LR: 4.568e-02 Score 99.421 Data time: 0.0770, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.5461 [2020-10-19 15:01:57,281][root][INFO] - ===> Epoch[6976](34876/5): Loss -0.8461, Sem 0.0163, dir -0.9890, norm 0.1266, swav 0.0000 LR: 4.568e-02 Score 99.456 Data time: 0.0686, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2540 [2020-10-19 15:01:59,134][root][INFO] - ===> Epoch[6976](34877/5): Loss -0.8447, Sem 0.0172, dir -0.9881, norm 0.1261, swav 0.0000 LR: 4.568e-02 Score 99.419 Data time: 0.0777, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.7543 [2020-10-19 15:02:01,661][root][INFO] - ===> Epoch[6976](34878/5): Loss -0.8425, Sem 0.0151, dir -0.9886, norm 0.1309, swav 0.0000 LR: 4.568e-02 Score 99.500 Data time: 0.0477, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.4257 [2020-10-19 15:02:04,050][root][INFO] - ===> Epoch[6976](34879/5): Loss -0.8443, Sem 0.0187, dir -0.9875, norm 0.1245, swav 0.0000 LR: 4.568e-02 Score 99.379 Data time: 0.0723, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.3115 [2020-10-19 15:02:06,506][root][INFO] - ===> Epoch[6976](34880/5): Loss -0.8394, Sem 0.0190, dir -0.9885, norm 0.1300, swav 0.0000 LR: 4.568e-02 Score 99.370 Data time: 0.0788, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.3583 [2020-10-19 15:02:08,695][root][INFO] - ===> Epoch[6977](34881/5): Loss -0.8514, Sem 0.0166, dir -0.9887, norm 0.1207, swav 0.0000 LR: 4.567e-02 Score 99.425 Data time: 0.0660, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0721 [2020-10-19 15:02:10,768][root][INFO] - ===> Epoch[6977](34882/5): Loss -0.8613, Sem 0.0147, dir -0.9885, norm 0.1125, swav 0.0000 LR: 4.567e-02 Score 99.501 Data time: 0.1035, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9986 [2020-10-19 15:02:13,473][root][INFO] - ===> Epoch[6977](34883/5): Loss -0.8515, Sem 0.0165, dir -0.9884, norm 0.1203, swav 0.0000 LR: 4.567e-02 Score 99.450 Data time: 0.0799, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.6160 [2020-10-19 15:02:15,492][root][INFO] - ===> Epoch[6977](34884/5): Loss -0.8614, Sem 0.0157, dir -0.9892, norm 0.1122, swav 0.0000 LR: 4.567e-02 Score 99.464 Data time: 0.0590, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9189 [2020-10-19 15:02:17,408][root][INFO] - ===> Epoch[6977](34885/5): Loss -0.8583, Sem 0.0164, dir -0.9895, norm 0.1149, swav 0.0000 LR: 4.567e-02 Score 99.449 Data time: 0.1237, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8449 [2020-10-19 15:02:19,641][root][INFO] - ===> Epoch[6978](34886/5): Loss -0.8447, Sem 0.0157, dir -0.9888, norm 0.1283, swav 0.0000 LR: 4.567e-02 Score 99.493 Data time: 0.1056, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1615 [2020-10-19 15:02:22,459][root][INFO] - ===> Epoch[6978](34887/5): Loss -0.8421, Sem 0.0170, dir -0.9874, norm 0.1283, swav 0.0000 LR: 4.566e-02 Score 99.436 Data time: 0.0957, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.6585 [2020-10-19 15:02:24,800][root][INFO] - ===> Epoch[6978](34888/5): Loss -0.8582, Sem 0.0154, dir -0.9893, norm 0.1157, swav 0.0000 LR: 4.566e-02 Score 99.499 Data time: 0.0729, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2037 [2020-10-19 15:02:27,102][root][INFO] - ===> Epoch[6978](34889/5): Loss -0.8520, Sem 0.0168, dir -0.9885, norm 0.1197, swav 0.0000 LR: 4.566e-02 Score 99.431 Data time: 0.0621, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2187 [2020-10-19 15:02:29,646][root][INFO] - ===> Epoch[6978](34890/5): Loss -0.8589, Sem 0.0155, dir -0.9891, norm 0.1147, swav 0.0000 LR: 4.566e-02 Score 99.476 Data time: 0.0655, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0033, Total iter time: 2.4399 [2020-10-19 15:02:31,572][root][INFO] - ===> Epoch[6979](34891/5): Loss -0.8528, Sem 0.0162, dir -0.9888, norm 0.1199, swav 0.0000 LR: 4.566e-02 Score 99.470 Data time: 0.0867, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0033, Total iter time: 1.8156 [2020-10-19 15:02:33,654][root][INFO] - ===> Epoch[6979](34892/5): Loss -0.8296, Sem 0.0174, dir -0.9866, norm 0.1396, swav 0.0000 LR: 4.566e-02 Score 99.406 Data time: 0.0738, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9878 [2020-10-19 15:02:35,643][root][INFO] - ===> Epoch[6979](34893/5): Loss -0.8439, Sem 0.0201, dir -0.9881, norm 0.1241, swav 0.0000 LR: 4.565e-02 Score 99.321 Data time: 0.0688, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8614 [2020-10-19 15:02:37,981][root][INFO] - ===> Epoch[6979](34894/5): Loss -0.8198, Sem 0.0309, dir -0.9844, norm 0.1337, swav 0.0000 LR: 4.565e-02 Score 99.128 Data time: 0.0888, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2707 [2020-10-19 15:02:40,252][root][INFO] - ===> Epoch[6979](34895/5): Loss -0.8434, Sem 0.0190, dir -0.9884, norm 0.1260, swav 0.0000 LR: 4.565e-02 Score 99.359 Data time: 0.0759, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1553 [2020-10-19 15:02:42,354][root][INFO] - ===> Epoch[6980](34896/5): Loss -0.8353, Sem 0.0258, dir -0.9868, norm 0.1257, swav 0.0000 LR: 4.565e-02 Score 99.149 Data time: 0.0563, Forward time: 0.7792, Backward time: 1.1663, DDP time: 0.0033, Total iter time: 2.0007 [2020-10-19 15:02:44,526][root][INFO] - ===> Epoch[6980](34897/5): Loss -0.8200, Sem 0.0284, dir -0.9862, norm 0.1377, swav 0.0000 LR: 4.565e-02 Score 99.144 Data time: 0.0917, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0936 [2020-10-19 15:02:46,418][root][INFO] - ===> Epoch[6980](34898/5): Loss -0.8377, Sem 0.0241, dir -0.9868, norm 0.1250, swav 0.0000 LR: 4.565e-02 Score 99.216 Data time: 0.0787, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.7839 [2020-10-19 15:02:48,250][root][INFO] - ===> Epoch[6980](34899/5): Loss -0.8248, Sem 0.0284, dir -0.9857, norm 0.1325, swav 0.0000 LR: 4.565e-02 Score 99.096 Data time: 0.0750, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.7408 [2020-10-19 15:02:50,407][root][INFO] - ===> Epoch[6980](34900/5): Loss -0.8267, Sem 0.0299, dir -0.9868, norm 0.1302, swav 0.0000 LR: 4.564e-02 Score 99.050 Data time: 0.0766, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0557 [2020-10-19 15:02:51,494][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 15:02:53,424][root][INFO] - ===> Epoch[6981](34901/5): Loss -0.8041, Sem 0.0332, dir -0.9853, norm 0.1480, swav 0.0000 LR: 4.564e-02 Score 98.984 Data time: 0.0715, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.7557 [2020-10-19 15:02:55,464][root][INFO] - ===> Epoch[6981](34902/5): Loss -0.8198, Sem 0.0302, dir -0.9864, norm 0.1364, swav 0.0000 LR: 4.564e-02 Score 99.108 Data time: 0.0850, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9623 [2020-10-19 15:02:57,546][root][INFO] - ===> Epoch[6981](34903/5): Loss -0.8428, Sem 0.0228, dir -0.9872, norm 0.1216, swav 0.0000 LR: 4.564e-02 Score 99.221 Data time: 0.0757, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9690 [2020-10-19 15:02:59,673][root][INFO] - ===> Epoch[6981](34904/5): Loss -0.8233, Sem 0.0299, dir -0.9862, norm 0.1331, swav 0.0000 LR: 4.564e-02 Score 99.078 Data time: 0.0611, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0298 [2020-10-19 15:03:01,530][root][INFO] - ===> Epoch[6981](34905/5): Loss -0.8320, Sem 0.0247, dir -0.9873, norm 0.1306, swav 0.0000 LR: 4.564e-02 Score 99.185 Data time: 0.0644, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.7647 [2020-10-19 15:03:03,690][root][INFO] - ===> Epoch[6982](34906/5): Loss -0.8017, Sem 0.0466, dir -0.9856, norm 0.1373, swav 0.0000 LR: 4.563e-02 Score 98.867 Data time: 0.0481, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0716 [2020-10-19 15:03:05,853][root][INFO] - ===> Epoch[6982](34907/5): Loss -0.8152, Sem 0.0283, dir -0.9842, norm 0.1407, swav 0.0000 LR: 4.563e-02 Score 99.083 Data time: 0.0752, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0629 [2020-10-19 15:03:07,925][root][INFO] - ===> Epoch[6982](34908/5): Loss -0.8257, Sem 0.0283, dir -0.9864, norm 0.1325, swav 0.0000 LR: 4.563e-02 Score 99.102 Data time: 0.0958, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9669 [2020-10-19 15:03:10,029][root][INFO] - ===> Epoch[6982](34909/5): Loss -0.7808, Sem 0.0530, dir -0.9850, norm 0.1512, swav 0.0000 LR: 4.563e-02 Score 98.715 Data time: 0.0556, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9875 [2020-10-19 15:03:12,399][root][INFO] - ===> Epoch[6982](34910/5): Loss -0.8152, Sem 0.0280, dir -0.9843, norm 0.1411, swav 0.0000 LR: 4.563e-02 Score 99.089 Data time: 0.1056, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2403 [2020-10-19 15:03:14,618][root][INFO] - ===> Epoch[6983](34911/5): Loss -0.8086, Sem 0.0325, dir -0.9840, norm 0.1429, swav 0.0000 LR: 4.563e-02 Score 99.005 Data time: 0.0729, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0748 [2020-10-19 15:03:16,785][root][INFO] - ===> Epoch[6983](34912/5): Loss -0.8224, Sem 0.0291, dir -0.9863, norm 0.1349, swav 0.0000 LR: 4.562e-02 Score 98.992 Data time: 0.0722, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0523 [2020-10-19 15:03:19,290][root][INFO] - ===> Epoch[6983](34913/5): Loss -0.8144, Sem 0.0290, dir -0.9846, norm 0.1412, swav 0.0000 LR: 4.562e-02 Score 99.070 Data time: 0.0691, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.4078 [2020-10-19 15:03:21,547][root][INFO] - ===> Epoch[6983](34914/5): Loss -0.8172, Sem 0.0323, dir -0.9863, norm 0.1368, swav 0.0000 LR: 4.562e-02 Score 98.847 Data time: 0.0583, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1318 [2020-10-19 15:03:23,608][root][INFO] - ===> Epoch[6983](34915/5): Loss -0.8108, Sem 0.0308, dir -0.9854, norm 0.1438, swav 0.0000 LR: 4.562e-02 Score 98.982 Data time: 0.0871, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9599 [2020-10-19 15:03:25,799][root][INFO] - ===> Epoch[6984](34916/5): Loss -0.8174, Sem 0.0260, dir -0.9847, norm 0.1413, swav 0.0000 LR: 4.562e-02 Score 99.146 Data time: 0.0706, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0721 [2020-10-19 15:03:28,594][root][INFO] - ===> Epoch[6984](34917/5): Loss -0.8214, Sem 0.0270, dir -0.9861, norm 0.1377, swav 0.0000 LR: 4.562e-02 Score 99.135 Data time: 0.0852, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.6947 [2020-10-19 15:03:30,610][root][INFO] - ===> Epoch[6984](34918/5): Loss -0.8277, Sem 0.0220, dir -0.9860, norm 0.1364, swav 0.0000 LR: 4.561e-02 Score 99.267 Data time: 0.0694, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8878 [2020-10-19 15:03:32,478][root][INFO] - ===> Epoch[6984](34919/5): Loss -0.8271, Sem 0.0263, dir -0.9846, norm 0.1312, swav 0.0000 LR: 4.561e-02 Score 99.167 Data time: 0.0812, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.7614 [2020-10-19 15:03:34,619][root][INFO] - ===> Epoch[6984](34920/5): Loss -0.8323, Sem 0.0238, dir -0.9862, norm 0.1300, swav 0.0000 LR: 4.561e-02 Score 99.202 Data time: 0.0823, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0371 [2020-10-19 15:03:37,076][root][INFO] - ===> Epoch[6985](34921/5): Loss -0.7995, Sem 0.0328, dir -0.9848, norm 0.1525, swav 0.0000 LR: 4.561e-02 Score 99.036 Data time: 0.0707, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.3162 [2020-10-19 15:03:39,047][root][INFO] - ===> Epoch[6985](34922/5): Loss -0.8132, Sem 0.0250, dir -0.9867, norm 0.1485, swav 0.0000 LR: 4.561e-02 Score 99.183 Data time: 0.0759, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8486 [2020-10-19 15:03:41,119][root][INFO] - ===> Epoch[6985](34923/5): Loss -0.8117, Sem 0.0297, dir -0.9849, norm 0.1435, swav 0.0000 LR: 4.561e-02 Score 99.049 Data time: 0.0818, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9777 [2020-10-19 15:03:43,128][root][INFO] - ===> Epoch[6985](34924/5): Loss -0.8218, Sem 0.0265, dir -0.9852, norm 0.1369, swav 0.0000 LR: 4.560e-02 Score 99.120 Data time: 0.0749, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9111 [2020-10-19 15:03:45,313][root][INFO] - ===> Epoch[6985](34925/5): Loss -0.8121, Sem 0.0275, dir -0.9862, norm 0.1466, swav 0.0000 LR: 4.560e-02 Score 99.168 Data time: 0.0794, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0622 [2020-10-19 15:03:47,441][root][INFO] - ===> Epoch[6986](34926/5): Loss -0.8057, Sem 0.0309, dir -0.9852, norm 0.1485, swav 0.0000 LR: 4.560e-02 Score 99.073 Data time: 0.0822, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0254 [2020-10-19 15:03:49,970][root][INFO] - ===> Epoch[6986](34927/5): Loss -0.8141, Sem 0.0311, dir -0.9854, norm 0.1401, swav 0.0000 LR: 4.560e-02 Score 99.037 Data time: 0.0851, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.4078 [2020-10-19 15:03:52,148][root][INFO] - ===> Epoch[6986](34928/5): Loss -0.8201, Sem 0.0250, dir -0.9858, norm 0.1407, swav 0.0000 LR: 4.560e-02 Score 99.227 Data time: 0.0818, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0760 [2020-10-19 15:03:54,417][root][INFO] - ===> Epoch[6986](34929/5): Loss -0.8209, Sem 0.0273, dir -0.9840, norm 0.1358, swav 0.0000 LR: 4.560e-02 Score 99.111 Data time: 0.0669, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1679 [2020-10-19 15:03:56,557][root][INFO] - ===> Epoch[6986](34930/5): Loss -0.8176, Sem 0.0307, dir -0.9854, norm 0.1371, swav 0.0000 LR: 4.559e-02 Score 99.045 Data time: 0.0907, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0430 [2020-10-19 15:03:58,764][root][INFO] - ===> Epoch[6987](34931/5): Loss -0.8289, Sem 0.0277, dir -0.9870, norm 0.1305, swav 0.0000 LR: 4.559e-02 Score 99.102 Data time: 0.0734, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0814 [2020-10-19 15:04:01,373][root][INFO] - ===> Epoch[6987](34932/5): Loss -0.7964, Sem 0.0296, dir -0.9849, norm 0.1589, swav 0.0000 LR: 4.559e-02 Score 99.084 Data time: 0.0717, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.4997 [2020-10-19 15:04:03,444][root][INFO] - ===> Epoch[6987](34933/5): Loss -0.8266, Sem 0.0265, dir -0.9861, norm 0.1330, swav 0.0000 LR: 4.559e-02 Score 99.153 Data time: 0.0587, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9709 [2020-10-19 15:04:05,351][root][INFO] - ===> Epoch[6987](34934/5): Loss -0.8131, Sem 0.0283, dir -0.9854, norm 0.1441, swav 0.0000 LR: 4.559e-02 Score 99.155 Data time: 0.1036, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8397 [2020-10-19 15:04:07,693][root][INFO] - ===> Epoch[6987](34935/5): Loss -0.8167, Sem 0.0318, dir -0.9847, norm 0.1361, swav 0.0000 LR: 4.559e-02 Score 98.940 Data time: 0.0979, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2286 [2020-10-19 15:04:09,965][root][INFO] - ===> Epoch[6988](34936/5): Loss -0.8232, Sem 0.0231, dir -0.9866, norm 0.1402, swav 0.0000 LR: 4.558e-02 Score 99.230 Data time: 0.0870, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1644 [2020-10-19 15:04:12,052][root][INFO] - ===> Epoch[6988](34937/5): Loss -0.8063, Sem 0.0314, dir -0.9850, norm 0.1473, swav 0.0000 LR: 4.558e-02 Score 98.994 Data time: 0.0834, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9464 [2020-10-19 15:04:14,139][root][INFO] - ===> Epoch[6988](34938/5): Loss -0.8197, Sem 0.0297, dir -0.9864, norm 0.1370, swav 0.0000 LR: 4.558e-02 Score 99.043 Data time: 0.0923, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9981 [2020-10-19 15:04:16,555][root][INFO] - ===> Epoch[6988](34939/5): Loss -0.8197, Sem 0.0255, dir -0.9843, norm 0.1391, swav 0.0000 LR: 4.558e-02 Score 99.159 Data time: 0.0904, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.3003 [2020-10-19 15:04:18,881][root][INFO] - ===> Epoch[6988](34940/5): Loss -0.8203, Sem 0.0250, dir -0.9866, norm 0.1413, swav 0.0000 LR: 4.558e-02 Score 99.189 Data time: 0.0657, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2166 [2020-10-19 15:04:20,841][root][INFO] - ===> Epoch[6989](34941/5): Loss -0.8195, Sem 0.0262, dir -0.9849, norm 0.1392, swav 0.0000 LR: 4.558e-02 Score 99.127 Data time: 0.0640, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8761 [2020-10-19 15:04:22,848][root][INFO] - ===> Epoch[6989](34942/5): Loss -0.8232, Sem 0.0276, dir -0.9857, norm 0.1349, swav 0.0000 LR: 4.557e-02 Score 99.125 Data time: 0.1215, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9027 [2020-10-19 15:04:24,994][root][INFO] - ===> Epoch[6989](34943/5): Loss -0.8057, Sem 0.0276, dir -0.9842, norm 0.1509, swav 0.0000 LR: 4.557e-02 Score 99.106 Data time: 0.0841, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0828 [2020-10-19 15:04:26,867][root][INFO] - ===> Epoch[6989](34944/5): Loss -0.8134, Sem 0.0293, dir -0.9860, norm 0.1433, swav 0.0000 LR: 4.557e-02 Score 99.060 Data time: 0.0628, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.7659 [2020-10-19 15:04:28,910][root][INFO] - ===> Epoch[6989](34945/5): Loss -0.8156, Sem 0.0251, dir -0.9856, norm 0.1448, swav 0.0000 LR: 4.557e-02 Score 99.192 Data time: 0.0840, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9566 [2020-10-19 15:04:31,006][root][INFO] - ===> Epoch[6990](34946/5): Loss -0.8200, Sem 0.0265, dir -0.9856, norm 0.1391, swav 0.0000 LR: 4.557e-02 Score 99.170 Data time: 0.0783, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9668 [2020-10-19 15:04:32,954][root][INFO] - ===> Epoch[6990](34947/5): Loss -0.8193, Sem 0.0244, dir -0.9852, norm 0.1415, swav 0.0000 LR: 4.557e-02 Score 99.214 Data time: 0.0793, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8402 [2020-10-19 15:04:35,118][root][INFO] - ===> Epoch[6990](34948/5): Loss -0.8270, Sem 0.0249, dir -0.9858, norm 0.1339, swav 0.0000 LR: 4.556e-02 Score 99.170 Data time: 0.0611, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0546 [2020-10-19 15:04:37,435][root][INFO] - ===> Epoch[6990](34949/5): Loss -0.8256, Sem 0.0275, dir -0.9861, norm 0.1330, swav 0.0000 LR: 4.556e-02 Score 99.133 Data time: 0.0744, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2045 [2020-10-19 15:04:39,825][root][INFO] - ===> Epoch[6990](34950/5): Loss -0.8260, Sem 0.0215, dir -0.9857, norm 0.1382, swav 0.0000 LR: 4.556e-02 Score 99.288 Data time: 0.0874, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2760 [2020-10-19 15:04:41,968][root][INFO] - ===> Epoch[6991](34951/5): Loss -0.8276, Sem 0.0243, dir -0.9855, norm 0.1336, swav 0.0000 LR: 4.556e-02 Score 99.197 Data time: 0.0689, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0250 [2020-10-19 15:04:44,420][root][INFO] - ===> Epoch[6991](34952/5): Loss -0.8168, Sem 0.0262, dir -0.9857, norm 0.1428, swav 0.0000 LR: 4.556e-02 Score 99.131 Data time: 0.0730, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.3448 [2020-10-19 15:04:46,487][root][INFO] - ===> Epoch[6991](34953/5): Loss -0.8313, Sem 0.0241, dir -0.9860, norm 0.1307, swav 0.0000 LR: 4.556e-02 Score 99.185 Data time: 0.0793, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9745 [2020-10-19 15:04:48,662][root][INFO] - ===> Epoch[6991](34954/5): Loss -0.8408, Sem 0.0198, dir -0.9872, norm 0.1266, swav 0.0000 LR: 4.556e-02 Score 99.321 Data time: 0.0792, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0608 [2020-10-19 15:04:51,473][root][INFO] - ===> Epoch[6991](34955/5): Loss -0.8354, Sem 0.0209, dir -0.9868, norm 0.1305, swav 0.0000 LR: 4.555e-02 Score 99.313 Data time: 0.0827, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.6845 [2020-10-19 15:04:53,497][root][INFO] - ===> Epoch[6992](34956/5): Loss -0.8217, Sem 0.0258, dir -0.9858, norm 0.1383, swav 0.0000 LR: 4.555e-02 Score 99.148 Data time: 0.0911, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9199 [2020-10-19 15:04:55,885][root][INFO] - ===> Epoch[6992](34957/5): Loss -0.8314, Sem 0.0215, dir -0.9868, norm 0.1339, swav 0.0000 LR: 4.555e-02 Score 99.290 Data time: 0.1993, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2704 [2020-10-19 15:04:57,995][root][INFO] - ===> Epoch[6992](34958/5): Loss -0.8255, Sem 0.0233, dir -0.9858, norm 0.1370, swav 0.0000 LR: 4.555e-02 Score 99.224 Data time: 0.1058, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9861 [2020-10-19 15:05:00,132][root][INFO] - ===> Epoch[6992](34959/5): Loss -0.8283, Sem 0.0220, dir -0.9869, norm 0.1366, swav 0.0000 LR: 4.555e-02 Score 99.284 Data time: 0.0938, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0310 [2020-10-19 15:05:02,516][root][INFO] - ===> Epoch[6992](34960/5): Loss -0.8306, Sem 0.0221, dir -0.9857, norm 0.1330, swav 0.0000 LR: 4.555e-02 Score 99.261 Data time: 0.0705, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2609 [2020-10-19 15:05:04,324][root][INFO] - ===> Epoch[6993](34961/5): Loss -0.8443, Sem 0.0207, dir -0.9871, norm 0.1220, swav 0.0000 LR: 4.554e-02 Score 99.298 Data time: 0.0713, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.7120 [2020-10-19 15:05:06,680][root][INFO] - ===> Epoch[6993](34962/5): Loss -0.8278, Sem 0.0206, dir -0.9857, norm 0.1373, swav 0.0000 LR: 4.554e-02 Score 99.308 Data time: 0.0590, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2677 [2020-10-19 15:05:08,922][root][INFO] - ===> Epoch[6993](34963/5): Loss -0.8421, Sem 0.0196, dir -0.9877, norm 0.1260, swav 0.0000 LR: 4.554e-02 Score 99.351 Data time: 0.0909, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1545 [2020-10-19 15:05:11,331][root][INFO] - ===> Epoch[6993](34964/5): Loss -0.8309, Sem 0.0189, dir -0.9868, norm 0.1371, swav 0.0000 LR: 4.554e-02 Score 99.376 Data time: 0.0995, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.3018 [2020-10-19 15:05:13,313][root][INFO] - ===> Epoch[6993](34965/5): Loss -0.8296, Sem 0.0240, dir -0.9856, norm 0.1320, swav 0.0000 LR: 4.554e-02 Score 99.215 Data time: 0.0805, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8620 [2020-10-19 15:05:16,130][root][INFO] - ===> Epoch[6994](34966/5): Loss -0.8468, Sem 0.0182, dir -0.9885, norm 0.1235, swav 0.0000 LR: 4.554e-02 Score 99.376 Data time: 0.0758, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.7230 [2020-10-19 15:05:18,429][root][INFO] - ===> Epoch[6994](34967/5): Loss -0.8360, Sem 0.0193, dir -0.9860, norm 0.1306, swav 0.0000 LR: 4.553e-02 Score 99.359 Data time: 0.0497, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1973 [2020-10-19 15:05:20,577][root][INFO] - ===> Epoch[6994](34968/5): Loss -0.8289, Sem 0.0195, dir -0.9863, norm 0.1378, swav 0.0000 LR: 4.553e-02 Score 99.334 Data time: 0.0600, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0740 [2020-10-19 15:05:23,043][root][INFO] - ===> Epoch[6994](34969/5): Loss -0.8337, Sem 0.0205, dir -0.9881, norm 0.1338, swav 0.0000 LR: 4.553e-02 Score 99.322 Data time: 0.0770, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.4037 [2020-10-19 15:05:25,078][root][INFO] - ===> Epoch[6994](34970/5): Loss -0.8532, Sem 0.0183, dir -0.9885, norm 0.1170, swav 0.0000 LR: 4.553e-02 Score 99.396 Data time: 0.0990, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9103 [2020-10-19 15:05:27,256][root][INFO] - ===> Epoch[6995](34971/5): Loss -0.8369, Sem 0.0185, dir -0.9870, norm 0.1315, swav 0.0000 LR: 4.553e-02 Score 99.362 Data time: 0.0871, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0835 [2020-10-19 15:05:29,283][root][INFO] - ===> Epoch[6995](34972/5): Loss -0.8368, Sem 0.0219, dir -0.9862, norm 0.1275, swav 0.0000 LR: 4.553e-02 Score 99.277 Data time: 0.0869, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9110 [2020-10-19 15:05:31,447][root][INFO] - ===> Epoch[6995](34973/5): Loss -0.8513, Sem 0.0159, dir -0.9894, norm 0.1222, swav 0.0000 LR: 4.552e-02 Score 99.463 Data time: 0.0771, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0613 [2020-10-19 15:05:33,556][root][INFO] - ===> Epoch[6995](34974/5): Loss -0.8408, Sem 0.0197, dir -0.9871, norm 0.1267, swav 0.0000 LR: 4.552e-02 Score 99.332 Data time: 0.0529, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0193 [2020-10-19 15:05:35,535][root][INFO] - ===> Epoch[6995](34975/5): Loss -0.8376, Sem 0.0206, dir -0.9864, norm 0.1282, swav 0.0000 LR: 4.552e-02 Score 99.293 Data time: 0.0818, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9265 [2020-10-19 15:05:37,935][root][INFO] - ===> Epoch[6996](34976/5): Loss -0.8413, Sem 0.0193, dir -0.9868, norm 0.1262, swav 0.0000 LR: 4.552e-02 Score 99.370 Data time: 0.0796, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2969 [2020-10-19 15:05:39,976][root][INFO] - ===> Epoch[6996](34977/5): Loss -0.8354, Sem 0.0191, dir -0.9883, norm 0.1338, swav 0.0000 LR: 4.552e-02 Score 99.372 Data time: 0.0743, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9309 [2020-10-19 15:05:42,550][root][INFO] - ===> Epoch[6996](34978/5): Loss -0.8464, Sem 0.0190, dir -0.9879, norm 0.1226, swav 0.0000 LR: 4.552e-02 Score 99.361 Data time: 0.0687, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.4758 [2020-10-19 15:05:44,715][root][INFO] - ===> Epoch[6996](34979/5): Loss -0.8456, Sem 0.0194, dir -0.9867, norm 0.1217, swav 0.0000 LR: 4.551e-02 Score 99.338 Data time: 0.0738, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0709 [2020-10-19 15:05:46,785][root][INFO] - ===> Epoch[6996](34980/5): Loss -0.8465, Sem 0.0170, dir -0.9871, norm 0.1235, swav 0.0000 LR: 4.551e-02 Score 99.425 Data time: 0.0687, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9442 [2020-10-19 15:05:48,857][root][INFO] - ===> Epoch[6997](34981/5): Loss -0.8361, Sem 0.0198, dir -0.9867, norm 0.1309, swav 0.0000 LR: 4.551e-02 Score 99.351 Data time: 0.0885, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9747 [2020-10-19 15:05:50,720][root][INFO] - ===> Epoch[6997](34982/5): Loss -0.8407, Sem 0.0193, dir -0.9870, norm 0.1270, swav 0.0000 LR: 4.551e-02 Score 99.334 Data time: 0.0904, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.7488 [2020-10-19 15:05:53,093][root][INFO] - ===> Epoch[6997](34983/5): Loss -0.8385, Sem 0.0187, dir -0.9877, norm 0.1305, swav 0.0000 LR: 4.551e-02 Score 99.379 Data time: 0.0865, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2805 [2020-10-19 15:05:55,492][root][INFO] - ===> Epoch[6997](34984/5): Loss -0.8460, Sem 0.0163, dir -0.9878, norm 0.1255, swav 0.0000 LR: 4.551e-02 Score 99.448 Data time: 0.0848, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2715 [2020-10-19 15:05:57,711][root][INFO] - ===> Epoch[6997](34985/5): Loss -0.8461, Sem 0.0184, dir -0.9877, norm 0.1232, swav 0.0000 LR: 4.550e-02 Score 99.373 Data time: 0.0995, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1160 [2020-10-19 15:05:59,528][root][INFO] - ===> Epoch[6998](34986/5): Loss -0.8558, Sem 0.0156, dir -0.9893, norm 0.1179, swav 0.0000 LR: 4.550e-02 Score 99.467 Data time: 0.0701, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.6961 [2020-10-19 15:06:01,999][root][INFO] - ===> Epoch[6998](34987/5): Loss -0.8365, Sem 0.0192, dir -0.9873, norm 0.1316, swav 0.0000 LR: 4.550e-02 Score 99.359 Data time: 0.0568, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.3892 [2020-10-19 15:06:04,441][root][INFO] - ===> Epoch[6998](34988/5): Loss -0.8402, Sem 0.0187, dir -0.9876, norm 0.1287, swav 0.0000 LR: 4.550e-02 Score 99.377 Data time: 0.0790, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.3670 [2020-10-19 15:06:06,299][root][INFO] - ===> Epoch[6998](34989/5): Loss -0.8454, Sem 0.0169, dir -0.9867, norm 0.1244, swav 0.0000 LR: 4.550e-02 Score 99.418 Data time: 0.0750, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.7491 [2020-10-19 15:06:08,444][root][INFO] - ===> Epoch[6998](34990/5): Loss -0.8438, Sem 0.0172, dir -0.9882, norm 0.1273, swav 0.0000 LR: 4.550e-02 Score 99.430 Data time: 0.0968, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0585 [2020-10-19 15:06:10,464][root][INFO] - ===> Epoch[6999](34991/5): Loss -0.8406, Sem 0.0189, dir -0.9881, norm 0.1286, swav 0.0000 LR: 4.549e-02 Score 99.381 Data time: 0.0806, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8908 [2020-10-19 15:06:12,482][root][INFO] - ===> Epoch[6999](34992/5): Loss -0.8367, Sem 0.0194, dir -0.9867, norm 0.1306, swav 0.0000 LR: 4.549e-02 Score 99.352 Data time: 0.0847, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9534 [2020-10-19 15:06:14,607][root][INFO] - ===> Epoch[6999](34993/5): Loss -0.8510, Sem 0.0155, dir -0.9885, norm 0.1219, swav 0.0000 LR: 4.549e-02 Score 99.474 Data time: 0.0712, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0279 [2020-10-19 15:06:17,463][root][INFO] - ===> Epoch[6999](34994/5): Loss -0.8350, Sem 0.0183, dir -0.9878, norm 0.1346, swav 0.0000 LR: 4.549e-02 Score 99.399 Data time: 0.0835, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.7687 [2020-10-19 15:06:19,322][root][INFO] - ===> Epoch[6999](34995/5): Loss -0.8456, Sem 0.0176, dir -0.9877, norm 0.1245, swav 0.0000 LR: 4.549e-02 Score 99.398 Data time: 0.0728, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.7526 [2020-10-19 15:06:21,333][root][INFO] - ===> Epoch[7000](34996/5): Loss -0.8239, Sem 0.0181, dir -0.9867, norm 0.1447, swav 0.0000 LR: 4.549e-02 Score 99.392 Data time: 0.0898, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9273 [2020-10-19 15:06:23,783][root][INFO] - ===> Epoch[7000](34997/5): Loss -0.8464, Sem 0.0160, dir -0.9887, norm 0.1262, swav 0.0000 LR: 4.548e-02 Score 99.451 Data time: 0.0816, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.3374 [2020-10-19 15:06:26,184][root][INFO] - ===> Epoch[7000](34998/5): Loss -0.8435, Sem 0.0173, dir -0.9881, norm 0.1273, swav 0.0000 LR: 4.548e-02 Score 99.415 Data time: 0.0804, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.3076 [2020-10-19 15:06:28,464][root][INFO] - ===> Epoch[7000](34999/5): Loss -0.8386, Sem 0.0200, dir -0.9868, norm 0.1282, swav 0.0000 LR: 4.548e-02 Score 99.319 Data time: 0.0714, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1816 [2020-10-19 15:06:30,498][root][INFO] - ===> Epoch[7000](35000/5): Loss -0.8448, Sem 0.0181, dir -0.9869, norm 0.1240, swav 0.0000 LR: 4.548e-02 Score 99.386 Data time: 0.0681, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9298 [2020-10-19 15:06:31,566][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 15:06:31,855][root][INFO] - ===> Start testing [2020-10-19 15:07:11,175][root][INFO] - 68/68: Data time: 0.0026, Iter time: 0.1593 Loss 0.349 (AVG: 0.527) Score 94.664 (AVG: 90.621) mIOU 69.602 mAP 84.224 mAcc 76.475 IOU: 61.630 0.455 79.262 74.848 94.549 92.259 34.082 81.122 97.539 60.677 80.680 86.605 61.111 mAP: 82.261 17.481 94.654 86.861 98.877 98.354 53.899 97.394 99.663 86.299 93.100 94.599 91.465 mAcc: 81.762 3.008 88.017 81.823 95.911 96.803 37.933 94.268 98.531 65.095 89.267 95.330 66.429 [2020-10-19 15:07:11,177][root][INFO] - Finished test. Elapsed time: 39.3195 [2020-10-19 15:07:14,238][root][INFO] - [2020-10-19 15:07:14,238][root][INFO] - ################################################################ [2020-10-19 15:07:14,238][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 15:07:14,238][root][INFO] - ################################################################ [2020-10-19 15:07:14,239][root][INFO] - clutter : nan nan nan [2020-10-19 15:07:14,239][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 15:07:14,239][root][INFO] - board : 0.777 0.853 0.879 [2020-10-19 15:07:14,239][root][INFO] - bookcase : 0.230 0.350 0.499 [2020-10-19 15:07:14,239][root][INFO] - ceiling : 0.499 0.570 0.652 [2020-10-19 15:07:14,239][root][INFO] - chair : 0.828 0.920 0.934 [2020-10-19 15:07:14,239][root][INFO] - column : 0.162 0.263 0.356 [2020-10-19 15:07:14,239][root][INFO] - door : 0.748 0.892 0.953 [2020-10-19 15:07:14,239][root][INFO] - floor : 0.786 0.803 0.834 [2020-10-19 15:07:14,239][root][INFO] - sofa : 0.346 0.531 0.717 [2020-10-19 15:07:14,239][root][INFO] - table : 0.134 0.284 0.623 [2020-10-19 15:07:14,239][root][INFO] - wall : 0.527 0.729 0.794 [2020-10-19 15:07:14,239][root][INFO] - window : 0.560 0.785 0.785 [2020-10-19 15:07:14,239][root][INFO] - ---------------------------------------------------------------- [2020-10-19 15:07:14,239][root][INFO] - average : 0.467 0.582 0.669 [2020-10-19 15:07:14,239][root][INFO] - [2020-10-19 15:07:14,394][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 15:07:14,395][root][INFO] - Current best mIoU: 72.177 at iter 31200 [2020-10-19 15:07:16,561][root][INFO] - ===> Epoch[7001](35001/5): Loss -0.8285, Sem 0.0176, dir -0.9870, norm 0.1409, swav 0.0000 LR: 4.548e-02 Score 99.409 Data time: 0.0926, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1609 [2020-10-19 15:07:18,655][root][INFO] - ===> Epoch[7001](35002/5): Loss -0.8591, Sem 0.0164, dir -0.9884, norm 0.1129, swav 0.0000 LR: 4.548e-02 Score 99.430 Data time: 0.0961, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9795 [2020-10-19 15:07:20,664][root][INFO] - ===> Epoch[7001](35003/5): Loss -0.8399, Sem 0.0198, dir -0.9869, norm 0.1272, swav 0.0000 LR: 4.547e-02 Score 99.369 Data time: 0.0900, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9209 [2020-10-19 15:07:22,802][root][INFO] - ===> Epoch[7001](35004/5): Loss -0.8556, Sem 0.0162, dir -0.9886, norm 0.1168, swav 0.0000 LR: 4.547e-02 Score 99.443 Data time: 0.0790, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0452 [2020-10-19 15:07:24,916][root][INFO] - ===> Epoch[7001](35005/5): Loss -0.8364, Sem 0.0173, dir -0.9875, norm 0.1338, swav 0.0000 LR: 4.547e-02 Score 99.414 Data time: 0.0642, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9839 [2020-10-19 15:07:27,002][root][INFO] - ===> Epoch[7002](35006/5): Loss -0.8523, Sem 0.0172, dir -0.9880, norm 0.1184, swav 0.0000 LR: 4.547e-02 Score 99.413 Data time: 0.0665, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0024 [2020-10-19 15:07:29,297][root][INFO] - ===> Epoch[7002](35007/5): Loss -0.8413, Sem 0.0203, dir -0.9879, norm 0.1262, swav 0.0000 LR: 4.547e-02 Score 99.327 Data time: 0.0827, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2043 [2020-10-19 15:07:31,333][root][INFO] - ===> Epoch[7002](35008/5): Loss -0.8442, Sem 0.0170, dir -0.9892, norm 0.1280, swav 0.0000 LR: 4.547e-02 Score 99.435 Data time: 0.0823, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9223 [2020-10-19 15:07:33,706][root][INFO] - ===> Epoch[7002](35009/5): Loss -0.8455, Sem 0.0167, dir -0.9878, norm 0.1256, swav 0.0000 LR: 4.547e-02 Score 99.436 Data time: 0.0759, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2787 [2020-10-19 15:07:35,849][root][INFO] - ===> Epoch[7002](35010/5): Loss -0.8568, Sem 0.0166, dir -0.9894, norm 0.1159, swav 0.0000 LR: 4.546e-02 Score 99.442 Data time: 0.0587, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0399 [2020-10-19 15:07:37,848][root][INFO] - ===> Epoch[7003](35011/5): Loss -0.8482, Sem 0.0164, dir -0.9869, norm 0.1223, swav 0.0000 LR: 4.546e-02 Score 99.452 Data time: 0.0609, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9048 [2020-10-19 15:07:39,822][root][INFO] - ===> Epoch[7003](35012/5): Loss -0.8459, Sem 0.0176, dir -0.9883, norm 0.1249, swav 0.0000 LR: 4.546e-02 Score 99.403 Data time: 0.0833, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.8938 [2020-10-19 15:07:42,376][root][INFO] - ===> Epoch[7003](35013/5): Loss -0.8382, Sem 0.0222, dir -0.9872, norm 0.1268, swav 0.0000 LR: 4.546e-02 Score 99.265 Data time: 0.1073, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.4538 [2020-10-19 15:07:44,598][root][INFO] - ===> Epoch[7003](35014/5): Loss -0.8457, Sem 0.0170, dir -0.9888, norm 0.1261, swav 0.0000 LR: 4.546e-02 Score 99.424 Data time: 0.1030, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.0920 [2020-10-19 15:07:47,590][root][INFO] - ===> Epoch[7003](35015/5): Loss -0.8521, Sem 0.0167, dir -0.9887, norm 0.1198, swav 0.0000 LR: 4.546e-02 Score 99.434 Data time: 0.0703, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.8795 [2020-10-19 15:07:49,644][root][INFO] - ===> Epoch[7004](35016/5): Loss -0.8602, Sem 0.0174, dir -0.9884, norm 0.1109, swav 0.0000 LR: 4.545e-02 Score 99.408 Data time: 0.0597, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9605 [2020-10-19 15:07:52,212][root][INFO] - ===> Epoch[7004](35017/5): Loss -0.8430, Sem 0.0162, dir -0.9879, norm 0.1287, swav 0.0000 LR: 4.545e-02 Score 99.461 Data time: 0.0864, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.4680 [2020-10-19 15:07:54,395][root][INFO] - ===> Epoch[7004](35018/5): Loss -0.8480, Sem 0.0164, dir -0.9873, norm 0.1228, swav 0.0000 LR: 4.545e-02 Score 99.427 Data time: 0.0743, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0669 [2020-10-19 15:07:57,067][root][INFO] - ===> Epoch[7004](35019/5): Loss -0.8432, Sem 0.0191, dir -0.9878, norm 0.1255, swav 0.0000 LR: 4.545e-02 Score 99.378 Data time: 0.0611, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.5466 [2020-10-19 15:07:59,071][root][INFO] - ===> Epoch[7004](35020/5): Loss -0.8546, Sem 0.0183, dir -0.9891, norm 0.1162, swav 0.0000 LR: 4.545e-02 Score 99.376 Data time: 0.0526, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9096 [2020-10-19 15:08:00,963][root][INFO] - ===> Epoch[7005](35021/5): Loss -0.8437, Sem 0.0166, dir -0.9875, norm 0.1272, swav 0.0000 LR: 4.545e-02 Score 99.457 Data time: 0.0503, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8265 [2020-10-19 15:08:03,242][root][INFO] - ===> Epoch[7005](35022/5): Loss -0.8376, Sem 0.0208, dir -0.9869, norm 0.1285, swav 0.0000 LR: 4.544e-02 Score 99.287 Data time: 0.0788, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2177 [2020-10-19 15:08:05,265][root][INFO] - ===> Epoch[7005](35023/5): Loss -0.8486, Sem 0.0169, dir -0.9885, norm 0.1231, swav 0.0000 LR: 4.544e-02 Score 99.433 Data time: 0.0696, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9087 [2020-10-19 15:08:07,312][root][INFO] - ===> Epoch[7005](35024/5): Loss -0.8328, Sem 0.0207, dir -0.9876, norm 0.1340, swav 0.0000 LR: 4.544e-02 Score 99.319 Data time: 0.0734, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9459 [2020-10-19 15:08:09,569][root][INFO] - ===> Epoch[7005](35025/5): Loss -0.8356, Sem 0.0182, dir -0.9882, norm 0.1344, swav 0.0000 LR: 4.544e-02 Score 99.391 Data time: 0.1086, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1391 [2020-10-19 15:08:11,576][root][INFO] - ===> Epoch[7006](35026/5): Loss -0.8445, Sem 0.0181, dir -0.9886, norm 0.1260, swav 0.0000 LR: 4.544e-02 Score 99.387 Data time: 0.0865, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8929 [2020-10-19 15:08:14,033][root][INFO] - ===> Epoch[7006](35027/5): Loss -0.8428, Sem 0.0155, dir -0.9872, norm 0.1290, swav 0.0000 LR: 4.544e-02 Score 99.489 Data time: 0.1059, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.3771 [2020-10-19 15:08:16,181][root][INFO] - ===> Epoch[7006](35028/5): Loss -0.8272, Sem 0.0171, dir -0.9876, norm 0.1433, swav 0.0000 LR: 4.543e-02 Score 99.424 Data time: 0.0601, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0595 [2020-10-19 15:08:18,437][root][INFO] - ===> Epoch[7006](35029/5): Loss -0.8455, Sem 0.0162, dir -0.9888, norm 0.1271, swav 0.0000 LR: 4.543e-02 Score 99.451 Data time: 0.0663, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1811 [2020-10-19 15:08:20,556][root][INFO] - ===> Epoch[7006](35030/5): Loss -0.8225, Sem 0.0180, dir -0.9876, norm 0.1470, swav 0.0000 LR: 4.543e-02 Score 99.397 Data time: 0.0673, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0502 [2020-10-19 15:08:22,893][root][INFO] - ===> Epoch[7007](35031/5): Loss -0.8453, Sem 0.0162, dir -0.9890, norm 0.1275, swav 0.0000 LR: 4.543e-02 Score 99.464 Data time: 0.0702, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2390 [2020-10-19 15:08:25,191][root][INFO] - ===> Epoch[7007](35032/5): Loss -0.8339, Sem 0.0172, dir -0.9889, norm 0.1377, swav 0.0000 LR: 4.543e-02 Score 99.426 Data time: 0.0826, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0895 [2020-10-19 15:08:27,803][root][INFO] - ===> Epoch[7007](35033/5): Loss -0.8352, Sem 0.0161, dir -0.9892, norm 0.1379, swav 0.0000 LR: 4.543e-02 Score 99.465 Data time: 0.0589, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.5096 [2020-10-19 15:08:29,954][root][INFO] - ===> Epoch[7007](35034/5): Loss -0.8273, Sem 0.0179, dir -0.9875, norm 0.1422, swav 0.0000 LR: 4.542e-02 Score 99.407 Data time: 0.0911, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0750 [2020-10-19 15:08:32,018][root][INFO] - ===> Epoch[7007](35035/5): Loss -0.8432, Sem 0.0185, dir -0.9870, norm 0.1254, swav 0.0000 LR: 4.542e-02 Score 99.382 Data time: 0.0608, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9448 [2020-10-19 15:08:34,296][root][INFO] - ===> Epoch[7008](35036/5): Loss -0.8270, Sem 0.0176, dir -0.9866, norm 0.1420, swav 0.0000 LR: 4.542e-02 Score 99.423 Data time: 0.0561, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2035 [2020-10-19 15:08:36,632][root][INFO] - ===> Epoch[7008](35037/5): Loss -0.8380, Sem 0.0163, dir -0.9881, norm 0.1339, swav 0.0000 LR: 4.542e-02 Score 99.458 Data time: 0.0741, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2786 [2020-10-19 15:08:38,725][root][INFO] - ===> Epoch[7008](35038/5): Loss -0.8444, Sem 0.0181, dir -0.9873, norm 0.1248, swav 0.0000 LR: 4.542e-02 Score 99.389 Data time: 0.0778, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9856 [2020-10-19 15:08:40,893][root][INFO] - ===> Epoch[7008](35039/5): Loss -0.8381, Sem 0.0168, dir -0.9890, norm 0.1341, swav 0.0000 LR: 4.542e-02 Score 99.432 Data time: 0.1156, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0751 [2020-10-19 15:08:43,298][root][INFO] - ===> Epoch[7008](35040/5): Loss -0.8366, Sem 0.0166, dir -0.9870, norm 0.1339, swav 0.0000 LR: 4.541e-02 Score 99.454 Data time: 0.0909, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2799 [2020-10-19 15:08:45,475][root][INFO] - ===> Epoch[7009](35041/5): Loss -0.8351, Sem 0.0165, dir -0.9879, norm 0.1363, swav 0.0000 LR: 4.541e-02 Score 99.451 Data time: 0.0899, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0491 [2020-10-19 15:08:47,379][root][INFO] - ===> Epoch[7009](35042/5): Loss -0.8432, Sem 0.0168, dir -0.9875, norm 0.1276, swav 0.0000 LR: 4.541e-02 Score 99.420 Data time: 0.0636, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.7962 [2020-10-19 15:08:50,134][root][INFO] - ===> Epoch[7009](35043/5): Loss -0.8355, Sem 0.0167, dir -0.9876, norm 0.1354, swav 0.0000 LR: 4.541e-02 Score 99.434 Data time: 0.2439, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.6677 [2020-10-19 15:08:52,025][root][INFO] - ===> Epoch[7009](35044/5): Loss -0.8366, Sem 0.0161, dir -0.9882, norm 0.1355, swav 0.0000 LR: 4.541e-02 Score 99.456 Data time: 0.0752, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.7696 [2020-10-19 15:08:54,304][root][INFO] - ===> Epoch[7009](35045/5): Loss -0.8286, Sem 0.0173, dir -0.9874, norm 0.1415, swav 0.0000 LR: 4.541e-02 Score 99.432 Data time: 0.0594, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1853 [2020-10-19 15:08:56,657][root][INFO] - ===> Epoch[7010](35046/5): Loss -0.8306, Sem 0.0173, dir -0.9881, norm 0.1401, swav 0.0000 LR: 4.540e-02 Score 99.420 Data time: 0.0616, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2574 [2020-10-19 15:08:58,724][root][INFO] - ===> Epoch[7010](35047/5): Loss -0.8425, Sem 0.0187, dir -0.9867, norm 0.1255, swav 0.0000 LR: 4.540e-02 Score 99.371 Data time: 0.0479, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9622 [2020-10-19 15:09:00,944][root][INFO] - ===> Epoch[7010](35048/5): Loss -0.8397, Sem 0.0175, dir -0.9872, norm 0.1300, swav 0.0000 LR: 4.540e-02 Score 99.402 Data time: 0.0791, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1584 [2020-10-19 15:09:03,263][root][INFO] - ===> Epoch[7010](35049/5): Loss -0.8465, Sem 0.0159, dir -0.9887, norm 0.1264, swav 0.0000 LR: 4.540e-02 Score 99.462 Data time: 0.0810, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2149 [2020-10-19 15:09:05,554][root][INFO] - ===> Epoch[7010](35050/5): Loss -0.8397, Sem 0.0168, dir -0.9867, norm 0.1302, swav 0.0000 LR: 4.540e-02 Score 99.434 Data time: 0.0607, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1821 [2020-10-19 15:09:07,796][root][INFO] - ===> Epoch[7011](35051/5): Loss -0.8456, Sem 0.0176, dir -0.9875, norm 0.1243, swav 0.0000 LR: 4.540e-02 Score 99.393 Data time: 0.0734, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1359 [2020-10-19 15:09:10,033][root][INFO] - ===> Epoch[7011](35052/5): Loss -0.8496, Sem 0.0154, dir -0.9890, norm 0.1240, swav 0.0000 LR: 4.539e-02 Score 99.475 Data time: 0.0765, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1000 [2020-10-19 15:09:12,251][root][INFO] - ===> Epoch[7011](35053/5): Loss -0.8411, Sem 0.0151, dir -0.9880, norm 0.1318, swav 0.0000 LR: 4.539e-02 Score 99.487 Data time: 0.0649, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1090 [2020-10-19 15:09:14,396][root][INFO] - ===> Epoch[7011](35054/5): Loss -0.8439, Sem 0.0168, dir -0.9874, norm 0.1268, swav 0.0000 LR: 4.539e-02 Score 99.445 Data time: 0.0764, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0500 [2020-10-19 15:09:16,807][root][INFO] - ===> Epoch[7011](35055/5): Loss -0.8315, Sem 0.0171, dir -0.9875, norm 0.1389, swav 0.0000 LR: 4.539e-02 Score 99.443 Data time: 0.1070, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2870 [2020-10-19 15:09:19,180][root][INFO] - ===> Epoch[7012](35056/5): Loss -0.8441, Sem 0.0192, dir -0.9884, norm 0.1251, swav 0.0000 LR: 4.539e-02 Score 99.367 Data time: 0.0938, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2645 [2020-10-19 15:09:21,168][root][INFO] - ===> Epoch[7012](35057/5): Loss -0.8382, Sem 0.0161, dir -0.9877, norm 0.1334, swav 0.0000 LR: 4.539e-02 Score 99.461 Data time: 0.0775, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8897 [2020-10-19 15:09:23,387][root][INFO] - ===> Epoch[7012](35058/5): Loss -0.8413, Sem 0.0162, dir -0.9884, norm 0.1309, swav 0.0000 LR: 4.538e-02 Score 99.441 Data time: 0.0917, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1137 [2020-10-19 15:09:25,254][root][INFO] - ===> Epoch[7012](35059/5): Loss -0.8314, Sem 0.0163, dir -0.9876, norm 0.1398, swav 0.0000 LR: 4.538e-02 Score 99.463 Data time: 0.0809, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.7568 [2020-10-19 15:09:27,308][root][INFO] - ===> Epoch[7012](35060/5): Loss -0.8481, Sem 0.0186, dir -0.9874, norm 0.1207, swav 0.0000 LR: 4.538e-02 Score 99.370 Data time: 0.0880, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9425 [2020-10-19 15:09:29,334][root][INFO] - ===> Epoch[7013](35061/5): Loss -0.8328, Sem 0.0177, dir -0.9870, norm 0.1365, swav 0.0000 LR: 4.538e-02 Score 99.411 Data time: 0.0437, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9213 [2020-10-19 15:09:31,394][root][INFO] - ===> Epoch[7013](35062/5): Loss -0.8454, Sem 0.0170, dir -0.9887, norm 0.1263, swav 0.0000 LR: 4.538e-02 Score 99.421 Data time: 0.0729, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9709 [2020-10-19 15:09:33,238][root][INFO] - ===> Epoch[7013](35063/5): Loss -0.8456, Sem 0.0169, dir -0.9880, norm 0.1256, swav 0.0000 LR: 4.538e-02 Score 99.422 Data time: 0.0556, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.7225 [2020-10-19 15:09:35,460][root][INFO] - ===> Epoch[7013](35064/5): Loss -0.8365, Sem 0.0149, dir -0.9879, norm 0.1365, swav 0.0000 LR: 4.538e-02 Score 99.503 Data time: 0.0632, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1315 [2020-10-19 15:09:38,113][root][INFO] - ===> Epoch[7013](35065/5): Loss -0.8408, Sem 0.0151, dir -0.9889, norm 0.1330, swav 0.0000 LR: 4.537e-02 Score 99.492 Data time: 0.0929, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.5512 [2020-10-19 15:09:41,395][root][INFO] - ===> Epoch[7014](35066/5): Loss -0.8459, Sem 0.0169, dir -0.9884, norm 0.1257, swav 0.0000 LR: 4.537e-02 Score 99.425 Data time: 0.1494, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 3.1888 [2020-10-19 15:09:43,386][root][INFO] - ===> Epoch[7014](35067/5): Loss -0.8296, Sem 0.0181, dir -0.9878, norm 0.1401, swav 0.0000 LR: 4.537e-02 Score 99.402 Data time: 0.0797, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8702 [2020-10-19 15:09:45,737][root][INFO] - ===> Epoch[7014](35068/5): Loss -0.8418, Sem 0.0182, dir -0.9871, norm 0.1271, swav 0.0000 LR: 4.537e-02 Score 99.387 Data time: 0.0706, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2433 [2020-10-19 15:09:48,173][root][INFO] - ===> Epoch[7014](35069/5): Loss -0.8427, Sem 0.0166, dir -0.9885, norm 0.1292, swav 0.0000 LR: 4.537e-02 Score 99.451 Data time: 0.0657, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.3380 [2020-10-19 15:09:50,824][root][INFO] - ===> Epoch[7014](35070/5): Loss -0.8460, Sem 0.0188, dir -0.9871, norm 0.1223, swav 0.0000 LR: 4.537e-02 Score 99.357 Data time: 0.0746, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.5606 [2020-10-19 15:09:52,770][root][INFO] - ===> Epoch[7015](35071/5): Loss -0.8468, Sem 0.0167, dir -0.9879, norm 0.1244, swav 0.0000 LR: 4.536e-02 Score 99.433 Data time: 0.0694, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8334 [2020-10-19 15:09:54,715][root][INFO] - ===> Epoch[7015](35072/5): Loss -0.8462, Sem 0.0164, dir -0.9884, norm 0.1258, swav 0.0000 LR: 4.536e-02 Score 99.445 Data time: 0.0917, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8589 [2020-10-19 15:09:56,712][root][INFO] - ===> Epoch[7015](35073/5): Loss -0.8378, Sem 0.0169, dir -0.9876, norm 0.1329, swav 0.0000 LR: 4.536e-02 Score 99.448 Data time: 0.0898, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8677 [2020-10-19 15:09:58,875][root][INFO] - ===> Epoch[7015](35074/5): Loss -0.8414, Sem 0.0171, dir -0.9885, norm 0.1300, swav 0.0000 LR: 4.536e-02 Score 99.432 Data time: 0.0659, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0572 [2020-10-19 15:10:01,102][root][INFO] - ===> Epoch[7015](35075/5): Loss -0.8482, Sem 0.0174, dir -0.9880, norm 0.1225, swav 0.0000 LR: 4.536e-02 Score 99.418 Data time: 0.0551, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1271 [2020-10-19 15:10:03,240][root][INFO] - ===> Epoch[7016](35076/5): Loss -0.8329, Sem 0.0192, dir -0.9862, norm 0.1342, swav 0.0000 LR: 4.536e-02 Score 99.356 Data time: 0.0876, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0730 [2020-10-19 15:10:05,418][root][INFO] - ===> Epoch[7016](35077/5): Loss -0.8452, Sem 0.0157, dir -0.9879, norm 0.1270, swav 0.0000 LR: 4.535e-02 Score 99.480 Data time: 0.0635, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0807 [2020-10-19 15:10:07,458][root][INFO] - ===> Epoch[7016](35078/5): Loss -0.8499, Sem 0.0147, dir -0.9886, norm 0.1240, swav 0.0000 LR: 4.535e-02 Score 99.510 Data time: 0.0895, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9473 [2020-10-19 15:10:09,458][root][INFO] - ===> Epoch[7016](35079/5): Loss -0.8426, Sem 0.0202, dir -0.9865, norm 0.1238, swav 0.0000 LR: 4.535e-02 Score 99.312 Data time: 0.1021, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8834 [2020-10-19 15:10:11,617][root][INFO] - ===> Epoch[7016](35080/5): Loss -0.8430, Sem 0.0162, dir -0.9896, norm 0.1303, swav 0.0000 LR: 4.535e-02 Score 99.448 Data time: 0.1187, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0702 [2020-10-19 15:10:13,650][root][INFO] - ===> Epoch[7017](35081/5): Loss -0.8497, Sem 0.0165, dir -0.9874, norm 0.1212, swav 0.0000 LR: 4.535e-02 Score 99.451 Data time: 0.0844, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9186 [2020-10-19 15:10:16,135][root][INFO] - ===> Epoch[7017](35082/5): Loss -0.8493, Sem 0.0166, dir -0.9891, norm 0.1232, swav 0.0000 LR: 4.535e-02 Score 99.441 Data time: 0.0714, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.3884 [2020-10-19 15:10:18,357][root][INFO] - ===> Epoch[7017](35083/5): Loss -0.8499, Sem 0.0153, dir -0.9893, norm 0.1240, swav 0.0000 LR: 4.534e-02 Score 99.475 Data time: 0.0688, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1082 [2020-10-19 15:10:20,155][root][INFO] - ===> Epoch[7017](35084/5): Loss -0.8588, Sem 0.0148, dir -0.9894, norm 0.1158, swav 0.0000 LR: 4.534e-02 Score 99.505 Data time: 0.0668, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.7217 [2020-10-19 15:10:22,641][root][INFO] - ===> Epoch[7017](35085/5): Loss -0.8455, Sem 0.0166, dir -0.9887, norm 0.1266, swav 0.0000 LR: 4.534e-02 Score 99.435 Data time: 0.0669, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.3899 [2020-10-19 15:10:24,879][root][INFO] - ===> Epoch[7018](35086/5): Loss -0.8416, Sem 0.0168, dir -0.9874, norm 0.1290, swav 0.0000 LR: 4.534e-02 Score 99.439 Data time: 0.0811, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1523 [2020-10-19 15:10:27,549][root][INFO] - ===> Epoch[7018](35087/5): Loss -0.8366, Sem 0.0176, dir -0.9881, norm 0.1339, swav 0.0000 LR: 4.534e-02 Score 99.406 Data time: 0.0523, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.5565 [2020-10-19 15:10:30,130][root][INFO] - ===> Epoch[7018](35088/5): Loss -0.8417, Sem 0.0157, dir -0.9889, norm 0.1315, swav 0.0000 LR: 4.534e-02 Score 99.480 Data time: 0.0703, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.4927 [2020-10-19 15:10:32,104][root][INFO] - ===> Epoch[7018](35089/5): Loss -0.8467, Sem 0.0172, dir -0.9881, norm 0.1242, swav 0.0000 LR: 4.533e-02 Score 99.407 Data time: 0.1051, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8614 [2020-10-19 15:10:34,770][root][INFO] - ===> Epoch[7018](35090/5): Loss -0.8473, Sem 0.0166, dir -0.9868, norm 0.1229, swav 0.0000 LR: 4.533e-02 Score 99.438 Data time: 0.1144, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.5673 [2020-10-19 15:10:36,931][root][INFO] - ===> Epoch[7019](35091/5): Loss -0.8457, Sem 0.0144, dir -0.9887, norm 0.1286, swav 0.0000 LR: 4.533e-02 Score 99.510 Data time: 0.0797, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0680 [2020-10-19 15:10:39,522][root][INFO] - ===> Epoch[7019](35092/5): Loss -0.8413, Sem 0.0162, dir -0.9888, norm 0.1313, swav 0.0000 LR: 4.533e-02 Score 99.461 Data time: 0.0799, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.4828 [2020-10-19 15:10:41,762][root][INFO] - ===> Epoch[7019](35093/5): Loss -0.8456, Sem 0.0160, dir -0.9887, norm 0.1271, swav 0.0000 LR: 4.533e-02 Score 99.460 Data time: 0.0708, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1336 [2020-10-19 15:10:44,020][root][INFO] - ===> Epoch[7019](35094/5): Loss -0.8325, Sem 0.0166, dir -0.9873, norm 0.1382, swav 0.0000 LR: 4.533e-02 Score 99.442 Data time: 0.0547, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1503 [2020-10-19 15:10:45,873][root][INFO] - ===> Epoch[7019](35095/5): Loss -0.8475, Sem 0.0151, dir -0.9884, norm 0.1258, swav 0.0000 LR: 4.532e-02 Score 99.484 Data time: 0.0841, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.7721 [2020-10-19 15:10:47,705][root][INFO] - ===> Epoch[7020](35096/5): Loss -0.8477, Sem 0.0162, dir -0.9898, norm 0.1259, swav 0.0000 LR: 4.532e-02 Score 99.448 Data time: 0.0736, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.7316 [2020-10-19 15:10:49,944][root][INFO] - ===> Epoch[7020](35097/5): Loss -0.8525, Sem 0.0148, dir -0.9894, norm 0.1221, swav 0.0000 LR: 4.532e-02 Score 99.522 Data time: 0.0856, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1477 [2020-10-19 15:10:52,228][root][INFO] - ===> Epoch[7020](35098/5): Loss -0.8272, Sem 0.0156, dir -0.9880, norm 0.1452, swav 0.0000 LR: 4.532e-02 Score 99.480 Data time: 0.0933, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1487 [2020-10-19 15:10:54,532][root][INFO] - ===> Epoch[7020](35099/5): Loss -0.8264, Sem 0.0193, dir -0.9867, norm 0.1411, swav 0.0000 LR: 4.532e-02 Score 99.357 Data time: 0.0653, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2052 [2020-10-19 15:10:56,477][root][INFO] - ===> Epoch[7020](35100/5): Loss -0.8491, Sem 0.0167, dir -0.9883, norm 0.1225, swav 0.0000 LR: 4.532e-02 Score 99.426 Data time: 0.0515, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8640 [2020-10-19 15:10:57,481][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 15:10:59,388][root][INFO] - ===> Epoch[7021](35101/5): Loss -0.8395, Sem 0.0158, dir -0.9878, norm 0.1324, swav 0.0000 LR: 4.531e-02 Score 99.462 Data time: 0.0847, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.7358 [2020-10-19 15:11:01,762][root][INFO] - ===> Epoch[7021](35102/5): Loss -0.8445, Sem 0.0173, dir -0.9886, norm 0.1268, swav 0.0000 LR: 4.531e-02 Score 99.417 Data time: 0.0759, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2726 [2020-10-19 15:11:03,801][root][INFO] - ===> Epoch[7021](35103/5): Loss -0.8360, Sem 0.0151, dir -0.9892, norm 0.1381, swav 0.0000 LR: 4.531e-02 Score 99.480 Data time: 0.0645, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9377 [2020-10-19 15:11:05,959][root][INFO] - ===> Epoch[7021](35104/5): Loss -0.8404, Sem 0.0160, dir -0.9877, norm 0.1313, swav 0.0000 LR: 4.531e-02 Score 99.460 Data time: 0.1592, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0610 [2020-10-19 15:11:08,499][root][INFO] - ===> Epoch[7021](35105/5): Loss -0.8398, Sem 0.0169, dir -0.9875, norm 0.1307, swav 0.0000 LR: 4.531e-02 Score 99.429 Data time: 0.1120, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.4254 [2020-10-19 15:11:10,465][root][INFO] - ===> Epoch[7022](35106/5): Loss -0.8372, Sem 0.0176, dir -0.9883, norm 0.1335, swav 0.0000 LR: 4.531e-02 Score 99.410 Data time: 0.0653, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8431 [2020-10-19 15:11:13,386][root][INFO] - ===> Epoch[7022](35107/5): Loss -0.8520, Sem 0.0155, dir -0.9887, norm 0.1213, swav 0.0000 LR: 4.530e-02 Score 99.482 Data time: 0.0658, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.8031 [2020-10-19 15:11:15,567][root][INFO] - ===> Epoch[7022](35108/5): Loss -0.8522, Sem 0.0162, dir -0.9890, norm 0.1206, swav 0.0000 LR: 4.530e-02 Score 99.455 Data time: 0.0726, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0917 [2020-10-19 15:11:17,842][root][INFO] - ===> Epoch[7022](35109/5): Loss -0.8522, Sem 0.0162, dir -0.9883, norm 0.1199, swav 0.0000 LR: 4.530e-02 Score 99.459 Data time: 0.0810, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1547 [2020-10-19 15:11:19,828][root][INFO] - ===> Epoch[7022](35110/5): Loss -0.8562, Sem 0.0148, dir -0.9892, norm 0.1182, swav 0.0000 LR: 4.530e-02 Score 99.494 Data time: 0.0872, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8806 [2020-10-19 15:11:22,055][root][INFO] - ===> Epoch[7023](35111/5): Loss -0.8569, Sem 0.0168, dir -0.9892, norm 0.1155, swav 0.0000 LR: 4.530e-02 Score 99.428 Data time: 0.0649, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1029 [2020-10-19 15:11:24,429][root][INFO] - ===> Epoch[7023](35112/5): Loss -0.8263, Sem 0.0164, dir -0.9889, norm 0.1462, swav 0.0000 LR: 4.530e-02 Score 99.458 Data time: 0.0747, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2849 [2020-10-19 15:11:26,720][root][INFO] - ===> Epoch[7023](35113/5): Loss -0.8391, Sem 0.0171, dir -0.9869, norm 0.1306, swav 0.0000 LR: 4.529e-02 Score 99.443 Data time: 0.0863, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1776 [2020-10-19 15:11:28,807][root][INFO] - ===> Epoch[7023](35114/5): Loss -0.8445, Sem 0.0172, dir -0.9868, norm 0.1250, swav 0.0000 LR: 4.529e-02 Score 99.419 Data time: 0.0594, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9793 [2020-10-19 15:11:30,931][root][INFO] - ===> Epoch[7023](35115/5): Loss -0.8467, Sem 0.0142, dir -0.9889, norm 0.1280, swav 0.0000 LR: 4.529e-02 Score 99.519 Data time: 0.0781, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0293 [2020-10-19 15:11:33,042][root][INFO] - ===> Epoch[7024](35116/5): Loss -0.8395, Sem 0.0169, dir -0.9876, norm 0.1312, swav 0.0000 LR: 4.529e-02 Score 99.426 Data time: 0.0758, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9924 [2020-10-19 15:11:35,516][root][INFO] - ===> Epoch[7024](35117/5): Loss -0.8516, Sem 0.0166, dir -0.9890, norm 0.1208, swav 0.0000 LR: 4.529e-02 Score 99.442 Data time: 0.0793, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.3671 [2020-10-19 15:11:37,524][root][INFO] - ===> Epoch[7024](35118/5): Loss -0.8499, Sem 0.0160, dir -0.9892, norm 0.1233, swav 0.0000 LR: 4.529e-02 Score 99.447 Data time: 0.0948, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9044 [2020-10-19 15:11:39,750][root][INFO] - ===> Epoch[7024](35119/5): Loss -0.8412, Sem 0.0162, dir -0.9887, norm 0.1313, swav 0.0000 LR: 4.528e-02 Score 99.464 Data time: 0.1727, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1182 [2020-10-19 15:11:42,019][root][INFO] - ===> Epoch[7024](35120/5): Loss -0.8331, Sem 0.0174, dir -0.9881, norm 0.1376, swav 0.0000 LR: 4.528e-02 Score 99.415 Data time: 0.0825, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1553 [2020-10-19 15:11:44,416][root][INFO] - ===> Epoch[7025](35121/5): Loss -0.8488, Sem 0.0154, dir -0.9885, norm 0.1243, swav 0.0000 LR: 4.528e-02 Score 99.475 Data time: 0.0564, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2787 [2020-10-19 15:11:46,474][root][INFO] - ===> Epoch[7025](35122/5): Loss -0.8373, Sem 0.0169, dir -0.9882, norm 0.1340, swav 0.0000 LR: 4.528e-02 Score 99.430 Data time: 0.0796, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9826 [2020-10-19 15:11:48,276][root][INFO] - ===> Epoch[7025](35123/5): Loss -0.8502, Sem 0.0181, dir -0.9877, norm 0.1194, swav 0.0000 LR: 4.528e-02 Score 99.388 Data time: 0.0862, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.7066 [2020-10-19 15:11:50,734][root][INFO] - ===> Epoch[7025](35124/5): Loss -0.8348, Sem 0.0184, dir -0.9891, norm 0.1359, swav 0.0000 LR: 4.528e-02 Score 99.389 Data time: 0.2489, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.3694 [2020-10-19 15:11:53,169][root][INFO] - ===> Epoch[7025](35125/5): Loss -0.8382, Sem 0.0156, dir -0.9873, norm 0.1335, swav 0.0000 LR: 4.528e-02 Score 99.470 Data time: 0.0787, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.3395 [2020-10-19 15:11:55,317][root][INFO] - ===> Epoch[7026](35126/5): Loss -0.8493, Sem 0.0134, dir -0.9897, norm 0.1269, swav 0.0000 LR: 4.527e-02 Score 99.549 Data time: 0.1276, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0229 [2020-10-19 15:11:57,210][root][INFO] - ===> Epoch[7026](35127/5): Loss -0.8478, Sem 0.0165, dir -0.9892, norm 0.1248, swav 0.0000 LR: 4.527e-02 Score 99.464 Data time: 0.0845, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.7966 [2020-10-19 15:11:59,687][root][INFO] - ===> Epoch[7026](35128/5): Loss -0.8336, Sem 0.0163, dir -0.9861, norm 0.1362, swav 0.0000 LR: 4.527e-02 Score 99.451 Data time: 0.0584, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.3945 [2020-10-19 15:12:02,206][root][INFO] - ===> Epoch[7026](35129/5): Loss -0.8308, Sem 0.0163, dir -0.9889, norm 0.1418, swav 0.0000 LR: 4.527e-02 Score 99.459 Data time: 0.0709, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.4542 [2020-10-19 15:12:05,196][root][INFO] - ===> Epoch[7026](35130/5): Loss -0.8325, Sem 0.0171, dir -0.9885, norm 0.1389, swav 0.0000 LR: 4.527e-02 Score 99.432 Data time: 0.0586, Forward time: 0.7791, Backward time: 1.1663, DDP time: 0.0033, Total iter time: 2.8943 [2020-10-19 15:12:07,359][root][INFO] - ===> Epoch[7027](35131/5): Loss -0.8361, Sem 0.0184, dir -0.9877, norm 0.1333, swav 0.0000 LR: 4.527e-02 Score 99.385 Data time: 0.0668, Forward time: 0.7791, Backward time: 1.1663, DDP time: 0.0033, Total iter time: 2.0602 [2020-10-19 15:12:09,185][root][INFO] - ===> Epoch[7027](35132/5): Loss -0.8381, Sem 0.0155, dir -0.9885, norm 0.1348, swav 0.0000 LR: 4.526e-02 Score 99.480 Data time: 0.0548, Forward time: 0.7791, Backward time: 1.1663, DDP time: 0.0033, Total iter time: 1.7236 [2020-10-19 15:12:10,970][root][INFO] - ===> Epoch[7027](35133/5): Loss -0.8477, Sem 0.0164, dir -0.9887, norm 0.1246, swav 0.0000 LR: 4.526e-02 Score 99.449 Data time: 0.0835, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.7343 [2020-10-19 15:12:13,347][root][INFO] - ===> Epoch[7027](35134/5): Loss -0.8448, Sem 0.0163, dir -0.9881, norm 0.1269, swav 0.0000 LR: 4.526e-02 Score 99.446 Data time: 0.0740, Forward time: 0.7791, Backward time: 1.1663, DDP time: 0.0033, Total iter time: 2.2760 [2020-10-19 15:12:15,787][root][INFO] - ===> Epoch[7027](35135/5): Loss -0.8419, Sem 0.0161, dir -0.9886, norm 0.1306, swav 0.0000 LR: 4.526e-02 Score 99.469 Data time: 0.0874, Forward time: 0.7791, Backward time: 1.1663, DDP time: 0.0033, Total iter time: 2.3315 [2020-10-19 15:12:17,751][root][INFO] - ===> Epoch[7028](35136/5): Loss -0.8396, Sem 0.0163, dir -0.9889, norm 0.1331, swav 0.0000 LR: 4.526e-02 Score 99.460 Data time: 0.1379, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8564 [2020-10-19 15:12:20,050][root][INFO] - ===> Epoch[7028](35137/5): Loss -0.8280, Sem 0.0163, dir -0.9877, norm 0.1434, swav 0.0000 LR: 4.526e-02 Score 99.447 Data time: 0.1079, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1955 [2020-10-19 15:12:21,944][root][INFO] - ===> Epoch[7028](35138/5): Loss -0.8533, Sem 0.0155, dir -0.9890, norm 0.1202, swav 0.0000 LR: 4.525e-02 Score 99.472 Data time: 0.0831, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.7857 [2020-10-19 15:12:24,516][root][INFO] - ===> Epoch[7028](35139/5): Loss -0.8518, Sem 0.0158, dir -0.9881, norm 0.1206, swav 0.0000 LR: 4.525e-02 Score 99.464 Data time: 0.0797, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.4715 [2020-10-19 15:12:27,001][root][INFO] - ===> Epoch[7028](35140/5): Loss -0.8447, Sem 0.0144, dir -0.9885, norm 0.1294, swav 0.0000 LR: 4.525e-02 Score 99.513 Data time: 0.0879, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.3953 [2020-10-19 15:12:29,240][root][INFO] - ===> Epoch[7029](35141/5): Loss -0.8487, Sem 0.0161, dir -0.9888, norm 0.1239, swav 0.0000 LR: 4.525e-02 Score 99.451 Data time: 0.1016, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1077 [2020-10-19 15:12:31,247][root][INFO] - ===> Epoch[7029](35142/5): Loss -0.8425, Sem 0.0174, dir -0.9881, norm 0.1282, swav 0.0000 LR: 4.525e-02 Score 99.421 Data time: 0.0877, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8842 [2020-10-19 15:12:33,105][root][INFO] - ===> Epoch[7029](35143/5): Loss -0.8488, Sem 0.0162, dir -0.9883, norm 0.1233, swav 0.0000 LR: 4.525e-02 Score 99.456 Data time: 0.0722, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.7520 [2020-10-19 15:12:35,349][root][INFO] - ===> Epoch[7029](35144/5): Loss -0.8497, Sem 0.0166, dir -0.9875, norm 0.1213, swav 0.0000 LR: 4.524e-02 Score 99.439 Data time: 0.0773, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1467 [2020-10-19 15:12:37,579][root][INFO] - ===> Epoch[7029](35145/5): Loss -0.8446, Sem 0.0140, dir -0.9898, norm 0.1313, swav 0.0000 LR: 4.524e-02 Score 99.518 Data time: 0.0908, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1221 [2020-10-19 15:12:40,025][root][INFO] - ===> Epoch[7030](35146/5): Loss -0.8376, Sem 0.0190, dir -0.9865, norm 0.1298, swav 0.0000 LR: 4.524e-02 Score 99.365 Data time: 0.0653, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.3080 [2020-10-19 15:12:42,335][root][INFO] - ===> Epoch[7030](35147/5): Loss -0.8568, Sem 0.0153, dir -0.9894, norm 0.1173, swav 0.0000 LR: 4.524e-02 Score 99.484 Data time: 0.0590, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2120 [2020-10-19 15:12:44,107][root][INFO] - ===> Epoch[7030](35148/5): Loss -0.8473, Sem 0.0161, dir -0.9888, norm 0.1254, swav 0.0000 LR: 4.524e-02 Score 99.452 Data time: 0.0741, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.6838 [2020-10-19 15:12:45,881][root][INFO] - ===> Epoch[7030](35149/5): Loss -0.8410, Sem 0.0178, dir -0.9872, norm 0.1284, swav 0.0000 LR: 4.524e-02 Score 99.407 Data time: 0.2148, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.6734 [2020-10-19 15:12:48,430][root][INFO] - ===> Epoch[7030](35150/5): Loss -0.8405, Sem 0.0168, dir -0.9879, norm 0.1306, swav 0.0000 LR: 4.523e-02 Score 99.444 Data time: 0.1247, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.4500 [2020-10-19 15:12:50,542][root][INFO] - ===> Epoch[7031](35151/5): Loss -0.8462, Sem 0.0161, dir -0.9887, norm 0.1263, swav 0.0000 LR: 4.523e-02 Score 99.450 Data time: 0.0716, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9698 [2020-10-19 15:12:52,699][root][INFO] - ===> Epoch[7031](35152/5): Loss -0.8555, Sem 0.0152, dir -0.9895, norm 0.1187, swav 0.0000 LR: 4.523e-02 Score 99.487 Data time: 0.0724, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0595 [2020-10-19 15:12:54,964][root][INFO] - ===> Epoch[7031](35153/5): Loss -0.8561, Sem 0.0164, dir -0.9897, norm 0.1171, swav 0.0000 LR: 4.523e-02 Score 99.439 Data time: 0.1207, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1616 [2020-10-19 15:12:56,780][root][INFO] - ===> Epoch[7031](35154/5): Loss -0.8526, Sem 0.0158, dir -0.9887, norm 0.1202, swav 0.0000 LR: 4.523e-02 Score 99.460 Data time: 0.0903, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.6885 [2020-10-19 15:12:59,101][root][INFO] - ===> Epoch[7031](35155/5): Loss -0.8572, Sem 0.0158, dir -0.9883, norm 0.1153, swav 0.0000 LR: 4.523e-02 Score 99.473 Data time: 0.0990, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2175 [2020-10-19 15:13:00,921][root][INFO] - ===> Epoch[7032](35156/5): Loss -0.8402, Sem 0.0165, dir -0.9885, norm 0.1318, swav 0.0000 LR: 4.522e-02 Score 99.435 Data time: 0.0524, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.6785 [2020-10-19 15:13:03,220][root][INFO] - ===> Epoch[7032](35157/5): Loss -0.8453, Sem 0.0158, dir -0.9881, norm 0.1270, swav 0.0000 LR: 4.522e-02 Score 99.476 Data time: 0.0901, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2291 [2020-10-19 15:13:05,235][root][INFO] - ===> Epoch[7032](35158/5): Loss -0.8403, Sem 0.0160, dir -0.9875, norm 0.1312, swav 0.0000 LR: 4.522e-02 Score 99.464 Data time: 0.0626, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9050 [2020-10-19 15:13:07,511][root][INFO] - ===> Epoch[7032](35159/5): Loss -0.8526, Sem 0.0158, dir -0.9889, norm 0.1205, swav 0.0000 LR: 4.522e-02 Score 99.458 Data time: 0.0765, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2091 [2020-10-19 15:13:09,734][root][INFO] - ===> Epoch[7032](35160/5): Loss -0.8502, Sem 0.0148, dir -0.9896, norm 0.1246, swav 0.0000 LR: 4.522e-02 Score 99.491 Data time: 0.0625, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1242 [2020-10-19 15:13:11,813][root][INFO] - ===> Epoch[7033](35161/5): Loss -0.8517, Sem 0.0169, dir -0.9885, norm 0.1199, swav 0.0000 LR: 4.522e-02 Score 99.425 Data time: 0.0915, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9578 [2020-10-19 15:13:13,933][root][INFO] - ===> Epoch[7033](35162/5): Loss -0.8376, Sem 0.0181, dir -0.9880, norm 0.1323, swav 0.0000 LR: 4.521e-02 Score 99.384 Data time: 0.3274, Forward time: 0.7791, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0088 [2020-10-19 15:13:16,367][root][INFO] - ===> Epoch[7033](35163/5): Loss -0.8422, Sem 0.0160, dir -0.9882, norm 0.1300, swav 0.0000 LR: 4.521e-02 Score 99.462 Data time: 0.1113, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.3376 [2020-10-19 15:13:18,893][root][INFO] - ===> Epoch[7033](35164/5): Loss -0.8470, Sem 0.0166, dir -0.9884, norm 0.1247, swav 0.0000 LR: 4.521e-02 Score 99.444 Data time: 0.0663, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.3880 [2020-10-19 15:13:21,267][root][INFO] - ===> Epoch[7033](35165/5): Loss -0.8426, Sem 0.0160, dir -0.9879, norm 0.1293, swav 0.0000 LR: 4.521e-02 Score 99.455 Data time: 0.0763, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2733 [2020-10-19 15:13:23,623][root][INFO] - ===> Epoch[7034](35166/5): Loss -0.8464, Sem 0.0159, dir -0.9889, norm 0.1265, swav 0.0000 LR: 4.521e-02 Score 99.462 Data time: 0.1057, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2358 [2020-10-19 15:13:25,864][root][INFO] - ===> Epoch[7034](35167/5): Loss -0.8427, Sem 0.0167, dir -0.9879, norm 0.1285, swav 0.0000 LR: 4.521e-02 Score 99.426 Data time: 0.0542, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1051 [2020-10-19 15:13:28,174][root][INFO] - ===> Epoch[7034](35168/5): Loss -0.8427, Sem 0.0169, dir -0.9877, norm 0.1281, swav 0.0000 LR: 4.520e-02 Score 99.427 Data time: 0.0755, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.2163 [2020-10-19 15:13:30,368][root][INFO] - ===> Epoch[7034](35169/5): Loss -0.8507, Sem 0.0167, dir -0.9889, norm 0.1215, swav 0.0000 LR: 4.520e-02 Score 99.438 Data time: 0.0937, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1033 [2020-10-19 15:13:32,365][root][INFO] - ===> Epoch[7034](35170/5): Loss -0.8394, Sem 0.0171, dir -0.9878, norm 0.1314, swav 0.0000 LR: 4.520e-02 Score 99.419 Data time: 0.0948, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8839 [2020-10-19 15:13:34,317][root][INFO] - ===> Epoch[7035](35171/5): Loss -0.8506, Sem 0.0159, dir -0.9896, norm 0.1232, swav 0.0000 LR: 4.520e-02 Score 99.464 Data time: 0.0903, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8660 [2020-10-19 15:13:35,989][root][INFO] - ===> Epoch[7035](35172/5): Loss -0.8451, Sem 0.0188, dir -0.9882, norm 0.1243, swav 0.0000 LR: 4.520e-02 Score 99.373 Data time: 0.0728, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.5422 [2020-10-19 15:13:38,089][root][INFO] - ===> Epoch[7035](35173/5): Loss -0.8361, Sem 0.0152, dir -0.9876, norm 0.1364, swav 0.0000 LR: 4.520e-02 Score 99.480 Data time: 0.0795, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0196 [2020-10-19 15:13:40,360][root][INFO] - ===> Epoch[7035](35174/5): Loss -0.8224, Sem 0.0171, dir -0.9877, norm 0.1482, swav 0.0000 LR: 4.519e-02 Score 99.451 Data time: 0.0618, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1643 [2020-10-19 15:13:42,292][root][INFO] - ===> Epoch[7035](35175/5): Loss -0.8290, Sem 0.0171, dir -0.9877, norm 0.1416, swav 0.0000 LR: 4.519e-02 Score 99.420 Data time: 0.0762, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.8315 [2020-10-19 15:13:44,325][root][INFO] - ===> Epoch[7036](35176/5): Loss -0.8506, Sem 0.0151, dir -0.9893, norm 0.1236, swav 0.0000 LR: 4.519e-02 Score 99.490 Data time: 0.0942, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.9236 [2020-10-19 15:13:46,915][root][INFO] - ===> Epoch[7036](35177/5): Loss -0.8370, Sem 0.0169, dir -0.9878, norm 0.1339, swav 0.0000 LR: 4.519e-02 Score 99.447 Data time: 0.0699, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.4764 [2020-10-19 15:13:49,109][root][INFO] - ===> Epoch[7036](35178/5): Loss -0.8334, Sem 0.0169, dir -0.9884, norm 0.1381, swav 0.0000 LR: 4.519e-02 Score 99.450 Data time: 0.0836, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.1006 [2020-10-19 15:13:50,924][root][INFO] - ===> Epoch[7036](35179/5): Loss -0.8483, Sem 0.0176, dir -0.9885, norm 0.1226, swav 0.0000 LR: 4.519e-02 Score 99.403 Data time: 0.0814, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 1.6980 [2020-10-19 15:13:53,081][root][INFO] - ===> Epoch[7036](35180/5): Loss -0.8376, Sem 0.0153, dir -0.9877, norm 0.1348, swav 0.0000 LR: 4.519e-02 Score 99.487 Data time: 0.0973, Forward time: 0.7792, Backward time: 1.1662, DDP time: 0.0033, Total iter time: 2.0521 [2020-10-19 15:13:55,074][root][INFO] - ===> Epoch[7037](35181/5): Loss -0.8451, Sem 0.0181, dir -0.9875, norm 0.1243, swav 0.0000 LR: 4.518e-02 Score 99.380 Data time: 0.1676, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.8495 [2020-10-19 15:13:57,486][root][INFO] - ===> Epoch[7037](35182/5): Loss -0.8365, Sem 0.0167, dir -0.9889, norm 0.1356, swav 0.0000 LR: 4.518e-02 Score 99.439 Data time: 0.1238, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.3203 [2020-10-19 15:13:59,358][root][INFO] - ===> Epoch[7037](35183/5): Loss -0.8616, Sem 0.0154, dir -0.9897, norm 0.1128, swav 0.0000 LR: 4.518e-02 Score 99.484 Data time: 0.1103, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.7484 [2020-10-19 15:14:01,515][root][INFO] - ===> Epoch[7037](35184/5): Loss -0.8383, Sem 0.0173, dir -0.9878, norm 0.1322, swav 0.0000 LR: 4.518e-02 Score 99.419 Data time: 0.1498, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.0544 [2020-10-19 15:14:03,819][root][INFO] - ===> Epoch[7037](35185/5): Loss -0.8418, Sem 0.0144, dir -0.9883, norm 0.1320, swav 0.0000 LR: 4.518e-02 Score 99.506 Data time: 0.0959, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.1791 [2020-10-19 15:14:05,984][root][INFO] - ===> Epoch[7038](35186/5): Loss -0.8497, Sem 0.0165, dir -0.9877, norm 0.1214, swav 0.0000 LR: 4.518e-02 Score 99.443 Data time: 0.0687, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.0759 [2020-10-19 15:14:08,204][root][INFO] - ===> Epoch[7038](35187/5): Loss -0.8371, Sem 0.0176, dir -0.9884, norm 0.1338, swav 0.0000 LR: 4.517e-02 Score 99.423 Data time: 0.0735, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.1507 [2020-10-19 15:14:10,156][root][INFO] - ===> Epoch[7038](35188/5): Loss -0.8474, Sem 0.0169, dir -0.9884, norm 0.1241, swav 0.0000 LR: 4.517e-02 Score 99.428 Data time: 0.0728, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.8459 [2020-10-19 15:14:12,570][root][INFO] - ===> Epoch[7038](35189/5): Loss -0.8430, Sem 0.0166, dir -0.9878, norm 0.1282, swav 0.0000 LR: 4.517e-02 Score 99.448 Data time: 0.0928, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.3073 [2020-10-19 15:14:14,639][root][INFO] - ===> Epoch[7038](35190/5): Loss -0.8545, Sem 0.0156, dir -0.9898, norm 0.1196, swav 0.0000 LR: 4.517e-02 Score 99.487 Data time: 0.0970, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.9741 [2020-10-19 15:14:16,810][root][INFO] - ===> Epoch[7039](35191/5): Loss -0.8346, Sem 0.0166, dir -0.9880, norm 0.1368, swav 0.0000 LR: 4.517e-02 Score 99.446 Data time: 0.0750, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.0667 [2020-10-19 15:14:18,851][root][INFO] - ===> Epoch[7039](35192/5): Loss -0.8547, Sem 0.0158, dir -0.9901, norm 0.1197, swav 0.0000 LR: 4.517e-02 Score 99.475 Data time: 0.0883, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.9383 [2020-10-19 15:14:21,229][root][INFO] - ===> Epoch[7039](35193/5): Loss -0.8433, Sem 0.0146, dir -0.9881, norm 0.1301, swav 0.0000 LR: 4.516e-02 Score 99.518 Data time: 0.0947, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.2718 [2020-10-19 15:14:23,171][root][INFO] - ===> Epoch[7039](35194/5): Loss -0.8556, Sem 0.0158, dir -0.9886, norm 0.1172, swav 0.0000 LR: 4.516e-02 Score 99.463 Data time: 0.0836, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.8260 [2020-10-19 15:14:25,305][root][INFO] - ===> Epoch[7039](35195/5): Loss -0.8429, Sem 0.0177, dir -0.9874, norm 0.1268, swav 0.0000 LR: 4.516e-02 Score 99.402 Data time: 0.0853, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.0290 [2020-10-19 15:14:27,116][root][INFO] - ===> Epoch[7040](35196/5): Loss -0.8490, Sem 0.0172, dir -0.9884, norm 0.1222, swav 0.0000 LR: 4.516e-02 Score 99.416 Data time: 0.0623, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.7123 [2020-10-19 15:14:29,198][root][INFO] - ===> Epoch[7040](35197/5): Loss -0.8571, Sem 0.0144, dir -0.9893, norm 0.1179, swav 0.0000 LR: 4.516e-02 Score 99.504 Data time: 0.0664, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.9936 [2020-10-19 15:14:31,605][root][INFO] - ===> Epoch[7040](35198/5): Loss -0.8496, Sem 0.0158, dir -0.9885, norm 0.1231, swav 0.0000 LR: 4.516e-02 Score 99.477 Data time: 0.0696, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.3087 [2020-10-19 15:14:33,766][root][INFO] - ===> Epoch[7040](35199/5): Loss -0.8477, Sem 0.0178, dir -0.9888, norm 0.1232, swav 0.0000 LR: 4.515e-02 Score 99.405 Data time: 0.0516, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.0580 [2020-10-19 15:14:36,002][root][INFO] - ===> Epoch[7040](35200/5): Loss -0.8364, Sem 0.0158, dir -0.9883, norm 0.1361, swav 0.0000 LR: 4.515e-02 Score 99.477 Data time: 0.0646, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.1574 [2020-10-19 15:14:37,726][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 15:14:37,901][root][INFO] - ===> Start testing [2020-10-19 15:15:16,881][root][INFO] - 68/68: Data time: 0.0018, Iter time: 0.0726 Loss 0.998 (AVG: 0.556) Score 79.652 (AVG: 90.560) mIOU 70.321 mAP 83.745 mAcc 77.279 IOU: 62.765 0.165 79.600 74.988 93.598 91.189 34.524 80.709 97.147 74.919 81.054 86.015 57.503 mAP: 81.728 11.513 94.658 86.838 98.741 98.441 51.678 97.272 99.335 91.287 93.325 94.100 89.772 mAcc: 80.091 0.729 90.733 82.286 94.952 97.527 36.950 92.913 99.140 81.867 89.818 96.255 61.366 [2020-10-19 15:15:16,885][root][INFO] - Finished test. Elapsed time: 38.9795 [2020-10-19 15:15:19,904][root][INFO] - [2020-10-19 15:15:19,904][root][INFO] - ################################################################ [2020-10-19 15:15:19,904][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 15:15:19,904][root][INFO] - ################################################################ [2020-10-19 15:15:19,904][root][INFO] - clutter : nan nan nan [2020-10-19 15:15:19,904][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 15:15:19,904][root][INFO] - board : 0.795 0.899 0.900 [2020-10-19 15:15:19,905][root][INFO] - bookcase : 0.224 0.347 0.517 [2020-10-19 15:15:19,905][root][INFO] - ceiling : 0.466 0.522 0.585 [2020-10-19 15:15:19,905][root][INFO] - chair : 0.826 0.918 0.932 [2020-10-19 15:15:19,905][root][INFO] - column : 0.190 0.259 0.384 [2020-10-19 15:15:19,905][root][INFO] - door : 0.776 0.906 0.943 [2020-10-19 15:15:19,905][root][INFO] - floor : 0.862 0.874 0.899 [2020-10-19 15:15:19,905][root][INFO] - sofa : 0.435 0.690 0.818 [2020-10-19 15:15:19,905][root][INFO] - table : 0.179 0.377 0.673 [2020-10-19 15:15:19,905][root][INFO] - wall : 0.508 0.710 0.797 [2020-10-19 15:15:19,905][root][INFO] - window : 0.513 0.748 0.784 [2020-10-19 15:15:19,905][root][INFO] - ---------------------------------------------------------------- [2020-10-19 15:15:19,905][root][INFO] - average : 0.481 0.604 0.686 [2020-10-19 15:15:19,905][root][INFO] - [2020-10-19 15:15:20,059][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 15:15:20,060][root][INFO] - Current best mIoU: 72.177 at iter 31200 [2020-10-19 15:15:21,529][root][INFO] - ===> Epoch[7041](35201/5): Loss -0.8499, Sem 0.0176, dir -0.9882, norm 0.1208, swav 0.0000 LR: 4.515e-02 Score 99.389 Data time: 0.0586, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.4637 [2020-10-19 15:15:23,667][root][INFO] - ===> Epoch[7041](35202/5): Loss -0.8470, Sem 0.0177, dir -0.9892, norm 0.1245, swav 0.0000 LR: 4.515e-02 Score 99.409 Data time: 0.0861, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.0475 [2020-10-19 15:15:25,864][root][INFO] - ===> Epoch[7041](35203/5): Loss -0.8455, Sem 0.0153, dir -0.9878, norm 0.1270, swav 0.0000 LR: 4.515e-02 Score 99.472 Data time: 0.0891, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.0959 [2020-10-19 15:15:27,854][root][INFO] - ===> Epoch[7041](35204/5): Loss -0.8444, Sem 0.0147, dir -0.9884, norm 0.1293, swav 0.0000 LR: 4.515e-02 Score 99.522 Data time: 0.1083, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.8865 [2020-10-19 15:15:30,088][root][INFO] - ===> Epoch[7041](35205/5): Loss -0.8484, Sem 0.0169, dir -0.9888, norm 0.1235, swav 0.0000 LR: 4.514e-02 Score 99.427 Data time: 0.0961, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.1299 [2020-10-19 15:15:32,612][root][INFO] - ===> Epoch[7042](35206/5): Loss -0.8412, Sem 0.0175, dir -0.9877, norm 0.1290, swav 0.0000 LR: 4.514e-02 Score 99.418 Data time: 0.0530, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.3932 [2020-10-19 15:15:34,688][root][INFO] - ===> Epoch[7042](35207/5): Loss -0.8448, Sem 0.0182, dir -0.9884, norm 0.1254, swav 0.0000 LR: 4.514e-02 Score 99.388 Data time: 0.0736, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.0007 [2020-10-19 15:15:36,673][root][INFO] - ===> Epoch[7042](35208/5): Loss -0.8594, Sem 0.0155, dir -0.9891, norm 0.1142, swav 0.0000 LR: 4.514e-02 Score 99.494 Data time: 0.0843, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.8891 [2020-10-19 15:15:38,788][root][INFO] - ===> Epoch[7042](35209/5): Loss -0.8459, Sem 0.0170, dir -0.9877, norm 0.1248, swav 0.0000 LR: 4.514e-02 Score 99.430 Data time: 0.0734, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.0042 [2020-10-19 15:15:41,210][root][INFO] - ===> Epoch[7042](35210/5): Loss -0.8399, Sem 0.0169, dir -0.9882, norm 0.1314, swav 0.0000 LR: 4.514e-02 Score 99.442 Data time: 0.0603, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.3047 [2020-10-19 15:15:43,361][root][INFO] - ===> Epoch[7043](35211/5): Loss -0.8571, Sem 0.0165, dir -0.9894, norm 0.1158, swav 0.0000 LR: 4.513e-02 Score 99.441 Data time: 0.0592, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.0752 [2020-10-19 15:15:45,696][root][INFO] - ===> Epoch[7043](35212/5): Loss -0.8535, Sem 0.0159, dir -0.9890, norm 0.1195, swav 0.0000 LR: 4.513e-02 Score 99.450 Data time: 0.1411, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.2298 [2020-10-19 15:15:47,849][root][INFO] - ===> Epoch[7043](35213/5): Loss -0.8417, Sem 0.0170, dir -0.9877, norm 0.1290, swav 0.0000 LR: 4.513e-02 Score 99.434 Data time: 0.0949, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.0691 [2020-10-19 15:15:50,215][root][INFO] - ===> Epoch[7043](35214/5): Loss -0.8533, Sem 0.0168, dir -0.9886, norm 0.1185, swav 0.0000 LR: 4.513e-02 Score 99.431 Data time: 0.0632, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.2403 [2020-10-19 15:15:52,292][root][INFO] - ===> Epoch[7043](35215/5): Loss -0.8548, Sem 0.0156, dir -0.9888, norm 0.1185, swav 0.0000 LR: 4.513e-02 Score 99.469 Data time: 0.0705, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.0044 [2020-10-19 15:15:54,905][root][INFO] - ===> Epoch[7044](35216/5): Loss -0.8491, Sem 0.0171, dir -0.9883, norm 0.1220, swav 0.0000 LR: 4.513e-02 Score 99.434 Data time: 0.0946, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.5036 [2020-10-19 15:15:56,880][root][INFO] - ===> Epoch[7044](35217/5): Loss -0.8495, Sem 0.0159, dir -0.9884, norm 0.1230, swav 0.0000 LR: 4.512e-02 Score 99.461 Data time: 0.0794, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.8451 [2020-10-19 15:15:58,946][root][INFO] - ===> Epoch[7044](35218/5): Loss -0.8514, Sem 0.0161, dir -0.9885, norm 0.1209, swav 0.0000 LR: 4.512e-02 Score 99.437 Data time: 0.0933, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.9612 [2020-10-19 15:16:01,077][root][INFO] - ===> Epoch[7044](35219/5): Loss -0.8583, Sem 0.0151, dir -0.9898, norm 0.1164, swav 0.0000 LR: 4.512e-02 Score 99.478 Data time: 0.0762, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.0275 [2020-10-19 15:16:03,305][root][INFO] - ===> Epoch[7044](35220/5): Loss -0.8465, Sem 0.0187, dir -0.9881, norm 0.1228, swav 0.0000 LR: 4.512e-02 Score 99.378 Data time: 0.0800, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.1137 [2020-10-19 15:16:05,441][root][INFO] - ===> Epoch[7045](35221/5): Loss -0.8438, Sem 0.0172, dir -0.9886, norm 0.1276, swav 0.0000 LR: 4.512e-02 Score 99.434 Data time: 0.1407, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.0364 [2020-10-19 15:16:07,581][root][INFO] - ===> Epoch[7045](35222/5): Loss -0.8509, Sem 0.0171, dir -0.9878, norm 0.1198, swav 0.0000 LR: 4.512e-02 Score 99.434 Data time: 0.0901, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.0542 [2020-10-19 15:16:09,549][root][INFO] - ===> Epoch[7045](35223/5): Loss -0.8571, Sem 0.0154, dir -0.9899, norm 0.1174, swav 0.0000 LR: 4.511e-02 Score 99.482 Data time: 0.0632, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.8646 [2020-10-19 15:16:11,614][root][INFO] - ===> Epoch[7045](35224/5): Loss -0.8498, Sem 0.0159, dir -0.9886, norm 0.1230, swav 0.0000 LR: 4.511e-02 Score 99.453 Data time: 0.0640, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.9884 [2020-10-19 15:16:13,822][root][INFO] - ===> Epoch[7045](35225/5): Loss -0.8464, Sem 0.0174, dir -0.9887, norm 0.1248, swav 0.0000 LR: 4.511e-02 Score 99.416 Data time: 0.0711, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.1023 [2020-10-19 15:16:15,898][root][INFO] - ===> Epoch[7046](35226/5): Loss -0.8334, Sem 0.0194, dir -0.9857, norm 0.1329, swav 0.0000 LR: 4.511e-02 Score 99.342 Data time: 0.0881, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.9753 [2020-10-19 15:16:18,265][root][INFO] - ===> Epoch[7046](35227/5): Loss -0.8308, Sem 0.0142, dir -0.9879, norm 0.1429, swav 0.0000 LR: 4.511e-02 Score 99.529 Data time: 0.0868, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.2474 [2020-10-19 15:16:20,822][root][INFO] - ===> Epoch[7046](35228/5): Loss -0.8443, Sem 0.0169, dir -0.9892, norm 0.1281, swav 0.0000 LR: 4.511e-02 Score 99.434 Data time: 0.0691, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.4369 [2020-10-19 15:16:23,011][root][INFO] - ===> Epoch[7046](35229/5): Loss -0.8511, Sem 0.0178, dir -0.9881, norm 0.1193, swav 0.0000 LR: 4.510e-02 Score 99.401 Data time: 0.0722, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.1120 [2020-10-19 15:16:25,128][root][INFO] - ===> Epoch[7046](35230/5): Loss -0.8418, Sem 0.0160, dir -0.9889, norm 0.1311, swav 0.0000 LR: 4.510e-02 Score 99.469 Data time: 0.0810, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.9975 [2020-10-19 15:16:27,375][root][INFO] - ===> Epoch[7047](35231/5): Loss -0.8390, Sem 0.0174, dir -0.9881, norm 0.1316, swav 0.0000 LR: 4.510e-02 Score 99.415 Data time: 0.0673, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.1415 [2020-10-19 15:16:29,550][root][INFO] - ===> Epoch[7047](35232/5): Loss -0.8443, Sem 0.0161, dir -0.9878, norm 0.1274, swav 0.0000 LR: 4.510e-02 Score 99.453 Data time: 0.0693, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.0794 [2020-10-19 15:16:31,365][root][INFO] - ===> Epoch[7047](35233/5): Loss -0.8430, Sem 0.0174, dir -0.9886, norm 0.1282, swav 0.0000 LR: 4.510e-02 Score 99.423 Data time: 0.0734, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.7230 [2020-10-19 15:16:33,479][root][INFO] - ===> Epoch[7047](35234/5): Loss -0.8559, Sem 0.0151, dir -0.9886, norm 0.1177, swav 0.0000 LR: 4.510e-02 Score 99.496 Data time: 0.0622, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.0133 [2020-10-19 15:16:35,407][root][INFO] - ===> Epoch[7047](35235/5): Loss -0.8582, Sem 0.0161, dir -0.9887, norm 0.1144, swav 0.0000 LR: 4.509e-02 Score 99.446 Data time: 0.0677, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.8409 [2020-10-19 15:16:37,283][root][INFO] - ===> Epoch[7048](35236/5): Loss -0.8538, Sem 0.0175, dir -0.9884, norm 0.1170, swav 0.0000 LR: 4.509e-02 Score 99.406 Data time: 0.1111, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.7969 [2020-10-19 15:16:39,618][root][INFO] - ===> Epoch[7048](35237/5): Loss -0.8524, Sem 0.0176, dir -0.9886, norm 0.1186, swav 0.0000 LR: 4.509e-02 Score 99.419 Data time: 0.0789, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.2323 [2020-10-19 15:16:42,536][root][INFO] - ===> Epoch[7048](35238/5): Loss -0.8456, Sem 0.0170, dir -0.9881, norm 0.1255, swav 0.0000 LR: 4.509e-02 Score 99.432 Data time: 0.0695, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.8068 [2020-10-19 15:16:45,140][root][INFO] - ===> Epoch[7048](35239/5): Loss -0.8515, Sem 0.0143, dir -0.9885, norm 0.1227, swav 0.0000 LR: 4.509e-02 Score 99.538 Data time: 0.0833, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.5225 [2020-10-19 15:16:47,248][root][INFO] - ===> Epoch[7048](35240/5): Loss -0.8593, Sem 0.0144, dir -0.9897, norm 0.1160, swav 0.0000 LR: 4.509e-02 Score 99.504 Data time: 0.0928, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.9939 [2020-10-19 15:16:49,641][root][INFO] - ===> Epoch[7049](35241/5): Loss -0.8497, Sem 0.0172, dir -0.9877, norm 0.1208, swav 0.0000 LR: 4.509e-02 Score 99.413 Data time: 0.0804, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.2725 [2020-10-19 15:16:51,577][root][INFO] - ===> Epoch[7049](35242/5): Loss -0.8618, Sem 0.0162, dir -0.9883, norm 0.1103, swav 0.0000 LR: 4.508e-02 Score 99.449 Data time: 0.0627, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.8153 [2020-10-19 15:16:54,188][root][INFO] - ===> Epoch[7049](35243/5): Loss -0.8349, Sem 0.0177, dir -0.9873, norm 0.1347, swav 0.0000 LR: 4.508e-02 Score 99.418 Data time: 0.0791, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.4881 [2020-10-19 15:16:56,404][root][INFO] - ===> Epoch[7049](35244/5): Loss -0.8476, Sem 0.0166, dir -0.9886, norm 0.1244, swav 0.0000 LR: 4.508e-02 Score 99.435 Data time: 0.0630, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.1062 [2020-10-19 15:16:58,689][root][INFO] - ===> Epoch[7049](35245/5): Loss -0.8615, Sem 0.0147, dir -0.9890, norm 0.1128, swav 0.0000 LR: 4.508e-02 Score 99.505 Data time: 0.0830, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.1949 [2020-10-19 15:17:00,715][root][INFO] - ===> Epoch[7050](35246/5): Loss -0.8517, Sem 0.0156, dir -0.9889, norm 0.1216, swav 0.0000 LR: 4.508e-02 Score 99.462 Data time: 0.0824, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.9165 [2020-10-19 15:17:02,741][root][INFO] - ===> Epoch[7050](35247/5): Loss -0.8518, Sem 0.0175, dir -0.9893, norm 0.1200, swav 0.0000 LR: 4.508e-02 Score 99.417 Data time: 0.0826, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.9197 [2020-10-19 15:17:04,945][root][INFO] - ===> Epoch[7050](35248/5): Loss -0.8508, Sem 0.0155, dir -0.9891, norm 0.1228, swav 0.0000 LR: 4.507e-02 Score 99.501 Data time: 0.0662, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.0990 [2020-10-19 15:17:07,063][root][INFO] - ===> Epoch[7050](35249/5): Loss -0.8563, Sem 0.0151, dir -0.9893, norm 0.1179, swav 0.0000 LR: 4.507e-02 Score 99.490 Data time: 0.0720, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.0106 [2020-10-19 15:17:09,106][root][INFO] - ===> Epoch[7050](35250/5): Loss -0.8442, Sem 0.0180, dir -0.9867, norm 0.1246, swav 0.0000 LR: 4.507e-02 Score 99.392 Data time: 0.0660, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.9274 [2020-10-19 15:17:11,417][root][INFO] - ===> Epoch[7051](35251/5): Loss -0.8401, Sem 0.0167, dir -0.9882, norm 0.1315, swav 0.0000 LR: 4.507e-02 Score 99.438 Data time: 0.0588, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.2325 [2020-10-19 15:17:13,449][root][INFO] - ===> Epoch[7051](35252/5): Loss -0.8429, Sem 0.0161, dir -0.9875, norm 0.1285, swav 0.0000 LR: 4.507e-02 Score 99.464 Data time: 0.0598, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.9363 [2020-10-19 15:17:15,362][root][INFO] - ===> Epoch[7051](35253/5): Loss -0.8524, Sem 0.0175, dir -0.9882, norm 0.1182, swav 0.0000 LR: 4.507e-02 Score 99.404 Data time: 0.0839, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.8442 [2020-10-19 15:17:17,334][root][INFO] - ===> Epoch[7051](35254/5): Loss -0.8418, Sem 0.0172, dir -0.9878, norm 0.1288, swav 0.0000 LR: 4.506e-02 Score 99.427 Data time: 0.0739, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.8638 [2020-10-19 15:17:19,775][root][INFO] - ===> Epoch[7051](35255/5): Loss -0.8583, Sem 0.0146, dir -0.9893, norm 0.1164, swav 0.0000 LR: 4.506e-02 Score 99.515 Data time: 0.0587, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.3342 [2020-10-19 15:17:21,875][root][INFO] - ===> Epoch[7052](35256/5): Loss -0.8486, Sem 0.0166, dir -0.9882, norm 0.1229, swav 0.0000 LR: 4.506e-02 Score 99.436 Data time: 0.0855, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.9952 [2020-10-19 15:17:24,108][root][INFO] - ===> Epoch[7052](35257/5): Loss -0.8329, Sem 0.0184, dir -0.9872, norm 0.1359, swav 0.0000 LR: 4.506e-02 Score 99.378 Data time: 0.0888, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.1242 [2020-10-19 15:17:26,132][root][INFO] - ===> Epoch[7052](35258/5): Loss -0.8599, Sem 0.0149, dir -0.9888, norm 0.1140, swav 0.0000 LR: 4.506e-02 Score 99.493 Data time: 0.0705, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.8815 [2020-10-19 15:17:28,149][root][INFO] - ===> Epoch[7052](35259/5): Loss -0.8384, Sem 0.0161, dir -0.9879, norm 0.1334, swav 0.0000 LR: 4.506e-02 Score 99.458 Data time: 0.0805, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.9466 [2020-10-19 15:17:30,559][root][INFO] - ===> Epoch[7052](35260/5): Loss -0.8439, Sem 0.0153, dir -0.9880, norm 0.1288, swav 0.0000 LR: 4.505e-02 Score 99.489 Data time: 0.0661, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.3010 [2020-10-19 15:17:32,414][root][INFO] - ===> Epoch[7053](35261/5): Loss -0.8556, Sem 0.0166, dir -0.9890, norm 0.1169, swav 0.0000 LR: 4.505e-02 Score 99.437 Data time: 0.0638, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.7648 [2020-10-19 15:17:34,504][root][INFO] - ===> Epoch[7053](35262/5): Loss -0.8429, Sem 0.0171, dir -0.9882, norm 0.1281, swav 0.0000 LR: 4.505e-02 Score 99.407 Data time: 0.1147, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.0127 [2020-10-19 15:17:36,794][root][INFO] - ===> Epoch[7053](35263/5): Loss -0.8504, Sem 0.0157, dir -0.9897, norm 0.1236, swav 0.0000 LR: 4.505e-02 Score 99.474 Data time: 0.1144, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.1802 [2020-10-19 15:17:39,140][root][INFO] - ===> Epoch[7053](35264/5): Loss -0.8352, Sem 0.0165, dir -0.9882, norm 0.1364, swav 0.0000 LR: 4.505e-02 Score 99.458 Data time: 0.0769, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.2475 [2020-10-19 15:17:41,496][root][INFO] - ===> Epoch[7053](35265/5): Loss -0.8443, Sem 0.0164, dir -0.9881, norm 0.1274, swav 0.0000 LR: 4.505e-02 Score 99.454 Data time: 0.0714, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.2847 [2020-10-19 15:17:43,825][root][INFO] - ===> Epoch[7054](35266/5): Loss -0.8358, Sem 0.0149, dir -0.9884, norm 0.1378, swav 0.0000 LR: 4.504e-02 Score 99.495 Data time: 0.0893, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.2290 [2020-10-19 15:17:46,059][root][INFO] - ===> Epoch[7054](35267/5): Loss -0.8530, Sem 0.0162, dir -0.9890, norm 0.1198, swav 0.0000 LR: 4.504e-02 Score 99.462 Data time: 0.1101, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.1308 [2020-10-19 15:17:48,445][root][INFO] - ===> Epoch[7054](35268/5): Loss -0.8482, Sem 0.0158, dir -0.9890, norm 0.1250, swav 0.0000 LR: 4.504e-02 Score 99.474 Data time: 0.0887, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.2837 [2020-10-19 15:17:50,540][root][INFO] - ===> Epoch[7054](35269/5): Loss -0.8504, Sem 0.0179, dir -0.9882, norm 0.1199, swav 0.0000 LR: 4.504e-02 Score 99.415 Data time: 0.0899, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.9794 [2020-10-19 15:17:52,520][root][INFO] - ===> Epoch[7054](35270/5): Loss -0.8556, Sem 0.0156, dir -0.9893, norm 0.1182, swav 0.0000 LR: 4.504e-02 Score 99.478 Data time: 0.0958, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.8778 [2020-10-19 15:17:54,677][root][INFO] - ===> Epoch[7055](35271/5): Loss -0.8560, Sem 0.0150, dir -0.9895, norm 0.1186, swav 0.0000 LR: 4.504e-02 Score 99.491 Data time: 0.0800, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.0391 [2020-10-19 15:17:56,797][root][INFO] - ===> Epoch[7055](35272/5): Loss -0.8334, Sem 0.0176, dir -0.9875, norm 0.1366, swav 0.0000 LR: 4.503e-02 Score 99.435 Data time: 0.0662, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.0135 [2020-10-19 15:17:59,409][root][INFO] - ===> Epoch[7055](35273/5): Loss -0.8392, Sem 0.0153, dir -0.9882, norm 0.1337, swav 0.0000 LR: 4.503e-02 Score 99.481 Data time: 0.1157, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.4977 [2020-10-19 15:18:01,456][root][INFO] - ===> Epoch[7055](35274/5): Loss -0.8307, Sem 0.0158, dir -0.9882, norm 0.1416, swav 0.0000 LR: 4.503e-02 Score 99.462 Data time: 0.0648, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.9244 [2020-10-19 15:18:03,615][root][INFO] - ===> Epoch[7055](35275/5): Loss -0.8390, Sem 0.0158, dir -0.9885, norm 0.1336, swav 0.0000 LR: 4.503e-02 Score 99.477 Data time: 0.0747, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.0642 [2020-10-19 15:18:05,702][root][INFO] - ===> Epoch[7056](35276/5): Loss -0.8445, Sem 0.0157, dir -0.9882, norm 0.1280, swav 0.0000 LR: 4.503e-02 Score 99.461 Data time: 0.0830, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.9853 [2020-10-19 15:18:07,869][root][INFO] - ===> Epoch[7056](35277/5): Loss -0.8392, Sem 0.0160, dir -0.9885, norm 0.1334, swav 0.0000 LR: 4.503e-02 Score 99.451 Data time: 0.0985, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.0407 [2020-10-19 15:18:09,819][root][INFO] - ===> Epoch[7056](35278/5): Loss -0.8521, Sem 0.0148, dir -0.9891, norm 0.1221, swav 0.0000 LR: 4.502e-02 Score 99.490 Data time: 0.0809, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 1.8317 [2020-10-19 15:18:11,917][root][INFO] - ===> Epoch[7056](35279/5): Loss -0.8340, Sem 0.0160, dir -0.9877, norm 0.1377, swav 0.0000 LR: 4.502e-02 Score 99.458 Data time: 0.1436, Forward time: 0.7791, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.0045 [2020-10-19 15:18:14,391][root][INFO] - ===> Epoch[7056](35280/5): Loss -0.8391, Sem 0.0164, dir -0.9879, norm 0.1324, swav 0.0000 LR: 4.502e-02 Score 99.449 Data time: 0.1605, Forward time: 0.7792, Backward time: 1.1661, DDP time: 0.0033, Total iter time: 2.3864 [2020-10-19 15:18:16,283][root][INFO] - ===> Epoch[7057](35281/5): Loss -0.8508, Sem 0.0146, dir -0.9888, norm 0.1234, swav 0.0000 LR: 4.502e-02 Score 99.499 Data time: 0.0819, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.7688 [2020-10-19 15:18:18,400][root][INFO] - ===> Epoch[7057](35282/5): Loss -0.8440, Sem 0.0152, dir -0.9891, norm 0.1299, swav 0.0000 LR: 4.502e-02 Score 99.498 Data time: 0.1712, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.9992 [2020-10-19 15:18:20,372][root][INFO] - ===> Epoch[7057](35283/5): Loss -0.8512, Sem 0.0150, dir -0.9890, norm 0.1227, swav 0.0000 LR: 4.502e-02 Score 99.483 Data time: 0.0881, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.8746 [2020-10-19 15:18:22,201][root][INFO] - ===> Epoch[7057](35284/5): Loss -0.8512, Sem 0.0177, dir -0.9890, norm 0.1202, swav 0.0000 LR: 4.501e-02 Score 99.402 Data time: 0.0715, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.7282 [2020-10-19 15:18:24,982][root][INFO] - ===> Epoch[7057](35285/5): Loss -0.8331, Sem 0.0168, dir -0.9869, norm 0.1370, swav 0.0000 LR: 4.501e-02 Score 99.451 Data time: 0.3264, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.6617 [2020-10-19 15:18:27,173][root][INFO] - ===> Epoch[7058](35286/5): Loss -0.8439, Sem 0.0163, dir -0.9883, norm 0.1281, swav 0.0000 LR: 4.501e-02 Score 99.455 Data time: 0.1588, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.0532 [2020-10-19 15:18:29,314][root][INFO] - ===> Epoch[7058](35287/5): Loss -0.8578, Sem 0.0144, dir -0.9900, norm 0.1178, swav 0.0000 LR: 4.501e-02 Score 99.514 Data time: 0.0941, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.0283 [2020-10-19 15:18:31,309][root][INFO] - ===> Epoch[7058](35288/5): Loss -0.8511, Sem 0.0151, dir -0.9887, norm 0.1224, swav 0.0000 LR: 4.501e-02 Score 99.488 Data time: 0.2194, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.8981 [2020-10-19 15:18:33,304][root][INFO] - ===> Epoch[7058](35289/5): Loss -0.8462, Sem 0.0174, dir -0.9880, norm 0.1243, swav 0.0000 LR: 4.501e-02 Score 99.419 Data time: 0.0829, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.9236 [2020-10-19 15:18:35,736][root][INFO] - ===> Epoch[7058](35290/5): Loss -0.8581, Sem 0.0158, dir -0.9888, norm 0.1149, swav 0.0000 LR: 4.500e-02 Score 99.468 Data time: 0.0869, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.3241 [2020-10-19 15:18:38,002][root][INFO] - ===> Epoch[7059](35291/5): Loss -0.8379, Sem 0.0169, dir -0.9882, norm 0.1334, swav 0.0000 LR: 4.500e-02 Score 99.430 Data time: 0.2067, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.1454 [2020-10-19 15:18:40,433][root][INFO] - ===> Epoch[7059](35292/5): Loss -0.8498, Sem 0.0168, dir -0.9887, norm 0.1222, swav 0.0000 LR: 4.500e-02 Score 99.427 Data time: 0.1147, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.3253 [2020-10-19 15:18:42,558][root][INFO] - ===> Epoch[7059](35293/5): Loss -0.8349, Sem 0.0182, dir -0.9878, norm 0.1347, swav 0.0000 LR: 4.500e-02 Score 99.395 Data time: 0.0702, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.0014 [2020-10-19 15:18:44,599][root][INFO] - ===> Epoch[7059](35294/5): Loss -0.8564, Sem 0.0152, dir -0.9900, norm 0.1183, swav 0.0000 LR: 4.500e-02 Score 99.495 Data time: 0.0701, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.9750 [2020-10-19 15:18:46,420][root][INFO] - ===> Epoch[7059](35295/5): Loss -0.8548, Sem 0.0143, dir -0.9887, norm 0.1196, swav 0.0000 LR: 4.500e-02 Score 99.513 Data time: 0.0821, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.7180 [2020-10-19 15:18:48,322][root][INFO] - ===> Epoch[7060](35296/5): Loss -0.8470, Sem 0.0181, dir -0.9885, norm 0.1234, swav 0.0000 LR: 4.499e-02 Score 99.376 Data time: 0.0637, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.8196 [2020-10-19 15:18:50,518][root][INFO] - ===> Epoch[7060](35297/5): Loss -0.8478, Sem 0.0197, dir -0.9880, norm 0.1205, swav 0.0000 LR: 4.499e-02 Score 99.334 Data time: 0.0596, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.1115 [2020-10-19 15:18:52,893][root][INFO] - ===> Epoch[7060](35298/5): Loss -0.8558, Sem 0.0143, dir -0.9901, norm 0.1200, swav 0.0000 LR: 4.499e-02 Score 99.527 Data time: 0.0901, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.2720 [2020-10-19 15:18:55,106][root][INFO] - ===> Epoch[7060](35299/5): Loss -0.8353, Sem 0.0165, dir -0.9880, norm 0.1362, swav 0.0000 LR: 4.499e-02 Score 99.459 Data time: 0.1397, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.0863 [2020-10-19 15:18:57,218][root][INFO] - ===> Epoch[7060](35300/5): Loss -0.8571, Sem 0.0160, dir -0.9885, norm 0.1154, swav 0.0000 LR: 4.499e-02 Score 99.491 Data time: 0.0957, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.0147 [2020-10-19 15:18:58,916][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 15:19:00,920][root][INFO] - ===> Epoch[7061](35301/5): Loss -0.8542, Sem 0.0164, dir -0.9887, norm 0.1180, swav 0.0000 LR: 4.499e-02 Score 99.452 Data time: 0.0799, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.8420 [2020-10-19 15:19:02,830][root][INFO] - ===> Epoch[7061](35302/5): Loss -0.8566, Sem 0.0145, dir -0.9893, norm 0.1182, swav 0.0000 LR: 4.499e-02 Score 99.512 Data time: 0.0832, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.7987 [2020-10-19 15:19:05,143][root][INFO] - ===> Epoch[7061](35303/5): Loss -0.8428, Sem 0.0178, dir -0.9880, norm 0.1275, swav 0.0000 LR: 4.498e-02 Score 99.414 Data time: 0.0886, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.2345 [2020-10-19 15:19:07,873][root][INFO] - ===> Epoch[7061](35304/5): Loss -0.8442, Sem 0.0174, dir -0.9883, norm 0.1267, swav 0.0000 LR: 4.498e-02 Score 99.416 Data time: 0.0657, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.6366 [2020-10-19 15:19:10,122][root][INFO] - ===> Epoch[7061](35305/5): Loss -0.8658, Sem 0.0159, dir -0.9896, norm 0.1078, swav 0.0000 LR: 4.498e-02 Score 99.468 Data time: 0.0778, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.1725 [2020-10-19 15:19:12,295][root][INFO] - ===> Epoch[7062](35306/5): Loss -0.8520, Sem 0.0156, dir -0.9890, norm 0.1214, swav 0.0000 LR: 4.498e-02 Score 99.459 Data time: 0.0942, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.0746 [2020-10-19 15:19:14,154][root][INFO] - ===> Epoch[7062](35307/5): Loss -0.8577, Sem 0.0147, dir -0.9890, norm 0.1166, swav 0.0000 LR: 4.498e-02 Score 99.504 Data time: 0.0729, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.7342 [2020-10-19 15:19:16,222][root][INFO] - ===> Epoch[7062](35308/5): Loss -0.8549, Sem 0.0167, dir -0.9890, norm 0.1174, swav 0.0000 LR: 4.498e-02 Score 99.439 Data time: 0.0645, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.9987 [2020-10-19 15:19:18,609][root][INFO] - ===> Epoch[7062](35309/5): Loss -0.8554, Sem 0.0158, dir -0.9887, norm 0.1176, swav 0.0000 LR: 4.497e-02 Score 99.464 Data time: 0.0732, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.3231 [2020-10-19 15:19:20,463][root][INFO] - ===> Epoch[7062](35310/5): Loss -0.8602, Sem 0.0152, dir -0.9893, norm 0.1139, swav 0.0000 LR: 4.497e-02 Score 99.482 Data time: 0.0751, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.7379 [2020-10-19 15:19:23,146][root][INFO] - ===> Epoch[7063](35311/5): Loss -0.8587, Sem 0.0152, dir -0.9891, norm 0.1152, swav 0.0000 LR: 4.497e-02 Score 99.474 Data time: 0.0697, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.5874 [2020-10-19 15:19:25,536][root][INFO] - ===> Epoch[7063](35312/5): Loss -0.8605, Sem 0.0158, dir -0.9888, norm 0.1125, swav 0.0000 LR: 4.497e-02 Score 99.469 Data time: 0.0803, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.2825 [2020-10-19 15:19:27,679][root][INFO] - ===> Epoch[7063](35313/5): Loss -0.8607, Sem 0.0166, dir -0.9896, norm 0.1122, swav 0.0000 LR: 4.497e-02 Score 99.450 Data time: 0.0801, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.0424 [2020-10-19 15:19:29,694][root][INFO] - ===> Epoch[7063](35314/5): Loss -0.8568, Sem 0.0157, dir -0.9889, norm 0.1164, swav 0.0000 LR: 4.497e-02 Score 99.463 Data time: 0.0609, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.9267 [2020-10-19 15:19:32,127][root][INFO] - ===> Epoch[7063](35315/5): Loss -0.8458, Sem 0.0161, dir -0.9879, norm 0.1260, swav 0.0000 LR: 4.496e-02 Score 99.465 Data time: 0.1017, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.3282 [2020-10-19 15:19:34,832][root][INFO] - ===> Epoch[7064](35316/5): Loss -0.8570, Sem 0.0159, dir -0.9884, norm 0.1155, swav 0.0000 LR: 4.496e-02 Score 99.464 Data time: 0.0871, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.5727 [2020-10-19 15:19:36,765][root][INFO] - ===> Epoch[7064](35317/5): Loss -0.8386, Sem 0.0238, dir -0.9882, norm 0.1258, swav 0.0000 LR: 4.496e-02 Score 99.368 Data time: 0.0762, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.8471 [2020-10-19 15:19:38,925][root][INFO] - ===> Epoch[7064](35318/5): Loss -0.8456, Sem 0.0165, dir -0.9876, norm 0.1255, swav 0.0000 LR: 4.496e-02 Score 99.430 Data time: 0.0910, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.0685 [2020-10-19 15:19:41,788][root][INFO] - ===> Epoch[7064](35319/5): Loss -0.8480, Sem 0.0173, dir -0.9891, norm 0.1238, swav 0.0000 LR: 4.496e-02 Score 99.421 Data time: 0.2386, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.7153 [2020-10-19 15:19:43,855][root][INFO] - ===> Epoch[7064](35320/5): Loss -0.8684, Sem 0.0146, dir -0.9903, norm 0.1073, swav 0.0000 LR: 4.496e-02 Score 99.502 Data time: 0.0884, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.9445 [2020-10-19 15:19:45,942][root][INFO] - ===> Epoch[7065](35321/5): Loss -0.8533, Sem 0.0161, dir -0.9886, norm 0.1192, swav 0.0000 LR: 4.495e-02 Score 99.458 Data time: 0.0579, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.9818 [2020-10-19 15:19:48,210][root][INFO] - ===> Epoch[7065](35322/5): Loss -0.8419, Sem 0.0154, dir -0.9884, norm 0.1310, swav 0.0000 LR: 4.495e-02 Score 99.482 Data time: 0.0851, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.1617 [2020-10-19 15:19:50,053][root][INFO] - ===> Epoch[7065](35323/5): Loss -0.8677, Sem 0.0147, dir -0.9909, norm 0.1086, swav 0.0000 LR: 4.495e-02 Score 99.499 Data time: 0.0841, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.7188 [2020-10-19 15:19:51,994][root][INFO] - ===> Epoch[7065](35324/5): Loss -0.8486, Sem 0.0202, dir -0.9881, norm 0.1193, swav 0.0000 LR: 4.495e-02 Score 99.337 Data time: 0.1119, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.8573 [2020-10-19 15:19:54,486][root][INFO] - ===> Epoch[7065](35325/5): Loss -0.8496, Sem 0.0175, dir -0.9885, norm 0.1214, swav 0.0000 LR: 4.495e-02 Score 99.412 Data time: 0.0717, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.3876 [2020-10-19 15:19:56,764][root][INFO] - ===> Epoch[7066](35326/5): Loss -0.8392, Sem 0.0174, dir -0.9883, norm 0.1317, swav 0.0000 LR: 4.495e-02 Score 99.420 Data time: 0.0720, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.2126 [2020-10-19 15:19:58,616][root][INFO] - ===> Epoch[7066](35327/5): Loss -0.8496, Sem 0.0157, dir -0.9888, norm 0.1234, swav 0.0000 LR: 4.494e-02 Score 99.466 Data time: 0.3025, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.7611 [2020-10-19 15:20:01,234][root][INFO] - ===> Epoch[7066](35328/5): Loss -0.8287, Sem 0.0175, dir -0.9876, norm 0.1414, swav 0.0000 LR: 4.494e-02 Score 99.430 Data time: 0.1478, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.5100 [2020-10-19 15:20:03,361][root][INFO] - ===> Epoch[7066](35329/5): Loss -0.8344, Sem 0.0233, dir -0.9878, norm 0.1300, swav 0.0000 LR: 4.494e-02 Score 99.350 Data time: 0.0935, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.9824 [2020-10-19 15:20:05,357][root][INFO] - ===> Epoch[7066](35330/5): Loss -0.8625, Sem 0.0169, dir -0.9894, norm 0.1100, swav 0.0000 LR: 4.494e-02 Score 99.423 Data time: 0.0702, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.9060 [2020-10-19 15:20:07,496][root][INFO] - ===> Epoch[7067](35331/5): Loss -0.8358, Sem 0.0188, dir -0.9887, norm 0.1340, swav 0.0000 LR: 4.494e-02 Score 99.394 Data time: 0.0678, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.0569 [2020-10-19 15:20:09,496][root][INFO] - ===> Epoch[7067](35332/5): Loss -0.8475, Sem 0.0163, dir -0.9886, norm 0.1249, swav 0.0000 LR: 4.494e-02 Score 99.465 Data time: 0.1180, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.9035 [2020-10-19 15:20:12,117][root][INFO] - ===> Epoch[7067](35333/5): Loss -0.8416, Sem 0.0171, dir -0.9874, norm 0.1287, swav 0.0000 LR: 4.493e-02 Score 99.456 Data time: 0.0978, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.4952 [2020-10-19 15:20:14,445][root][INFO] - ===> Epoch[7067](35334/5): Loss -0.8511, Sem 0.0162, dir -0.9887, norm 0.1214, swav 0.0000 LR: 4.493e-02 Score 99.441 Data time: 0.0716, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.2082 [2020-10-19 15:20:16,302][root][INFO] - ===> Epoch[7067](35335/5): Loss -0.8386, Sem 0.0171, dir -0.9880, norm 0.1323, swav 0.0000 LR: 4.493e-02 Score 99.417 Data time: 0.0812, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.7705 [2020-10-19 15:20:18,469][root][INFO] - ===> Epoch[7068](35336/5): Loss -0.8540, Sem 0.0153, dir -0.9897, norm 0.1205, swav 0.0000 LR: 4.493e-02 Score 99.481 Data time: 0.1245, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.0681 [2020-10-19 15:20:20,586][root][INFO] - ===> Epoch[7068](35337/5): Loss -0.8386, Sem 0.0169, dir -0.9877, norm 0.1323, swav 0.0000 LR: 4.493e-02 Score 99.445 Data time: 0.1344, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.0245 [2020-10-19 15:20:22,808][root][INFO] - ===> Epoch[7068](35338/5): Loss -0.8282, Sem 0.0182, dir -0.9881, norm 0.1417, swav 0.0000 LR: 4.493e-02 Score 99.387 Data time: 0.0923, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.1071 [2020-10-19 15:20:25,380][root][INFO] - ===> Epoch[7068](35339/5): Loss -0.8532, Sem 0.0157, dir -0.9887, norm 0.1198, swav 0.0000 LR: 4.492e-02 Score 99.474 Data time: 0.0736, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.4626 [2020-10-19 15:20:27,513][root][INFO] - ===> Epoch[7068](35340/5): Loss -0.8377, Sem 0.0187, dir -0.9889, norm 0.1325, swav 0.0000 LR: 4.492e-02 Score 99.409 Data time: 0.0705, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.0409 [2020-10-19 15:20:29,563][root][INFO] - ===> Epoch[7069](35341/5): Loss -0.8518, Sem 0.0166, dir -0.9897, norm 0.1213, swav 0.0000 LR: 4.492e-02 Score 99.440 Data time: 0.0768, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.9538 [2020-10-19 15:20:31,633][root][INFO] - ===> Epoch[7069](35342/5): Loss -0.8459, Sem 0.0170, dir -0.9883, norm 0.1254, swav 0.0000 LR: 4.492e-02 Score 99.436 Data time: 0.0563, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.9631 [2020-10-19 15:20:33,790][root][INFO] - ===> Epoch[7069](35343/5): Loss -0.8566, Sem 0.0177, dir -0.9874, norm 0.1130, swav 0.0000 LR: 4.492e-02 Score 99.400 Data time: 0.0606, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.0850 [2020-10-19 15:20:35,836][root][INFO] - ===> Epoch[7069](35344/5): Loss -0.8361, Sem 0.0170, dir -0.9879, norm 0.1348, swav 0.0000 LR: 4.492e-02 Score 99.432 Data time: 0.0527, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.9525 [2020-10-19 15:20:38,183][root][INFO] - ===> Epoch[7069](35345/5): Loss -0.8372, Sem 0.0187, dir -0.9881, norm 0.1323, swav 0.0000 LR: 4.491e-02 Score 99.394 Data time: 0.0557, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.2732 [2020-10-19 15:20:40,353][root][INFO] - ===> Epoch[7070](35346/5): Loss -0.8473, Sem 0.0168, dir -0.9889, norm 0.1248, swav 0.0000 LR: 4.491e-02 Score 99.430 Data time: 0.0874, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.0758 [2020-10-19 15:20:42,651][root][INFO] - ===> Epoch[7070](35347/5): Loss -0.8573, Sem 0.0146, dir -0.9892, norm 0.1172, swav 0.0000 LR: 4.491e-02 Score 99.500 Data time: 0.0970, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.1757 [2020-10-19 15:20:44,668][root][INFO] - ===> Epoch[7070](35348/5): Loss -0.8514, Sem 0.0152, dir -0.9895, norm 0.1230, swav 0.0000 LR: 4.491e-02 Score 99.477 Data time: 0.0901, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.9165 [2020-10-19 15:20:46,984][root][INFO] - ===> Epoch[7070](35349/5): Loss -0.8472, Sem 0.0157, dir -0.9891, norm 0.1263, swav 0.0000 LR: 4.491e-02 Score 99.478 Data time: 0.1027, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.1974 [2020-10-19 15:20:49,846][root][INFO] - ===> Epoch[7070](35350/5): Loss -0.8488, Sem 0.0151, dir -0.9891, norm 0.1251, swav 0.0000 LR: 4.491e-02 Score 99.498 Data time: 0.0792, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.7523 [2020-10-19 15:20:51,755][root][INFO] - ===> Epoch[7071](35351/5): Loss -0.8388, Sem 0.0165, dir -0.9886, norm 0.1333, swav 0.0000 LR: 4.490e-02 Score 99.439 Data time: 0.0567, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.8176 [2020-10-19 15:20:53,990][root][INFO] - ===> Epoch[7071](35352/5): Loss -0.8401, Sem 0.0156, dir -0.9885, norm 0.1328, swav 0.0000 LR: 4.490e-02 Score 99.462 Data time: 0.0729, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.1660 [2020-10-19 15:20:56,768][root][INFO] - ===> Epoch[7071](35353/5): Loss -0.8407, Sem 0.0165, dir -0.9884, norm 0.1312, swav 0.0000 LR: 4.490e-02 Score 99.431 Data time: 0.0724, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.6807 [2020-10-19 15:20:58,826][root][INFO] - ===> Epoch[7071](35354/5): Loss -0.8451, Sem 0.0141, dir -0.9896, norm 0.1304, swav 0.0000 LR: 4.490e-02 Score 99.525 Data time: 0.0614, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.9591 [2020-10-19 15:21:00,697][root][INFO] - ===> Epoch[7071](35355/5): Loss -0.8524, Sem 0.0165, dir -0.9894, norm 0.1205, swav 0.0000 LR: 4.490e-02 Score 99.442 Data time: 0.0665, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.7781 [2020-10-19 15:21:02,841][root][INFO] - ===> Epoch[7072](35356/5): Loss -0.8333, Sem 0.0146, dir -0.9889, norm 0.1410, swav 0.0000 LR: 4.490e-02 Score 99.508 Data time: 0.0668, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.0393 [2020-10-19 15:21:05,471][root][INFO] - ===> Epoch[7072](35357/5): Loss -0.8438, Sem 0.0153, dir -0.9887, norm 0.1296, swav 0.0000 LR: 4.489e-02 Score 99.492 Data time: 0.0802, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.5388 [2020-10-19 15:21:07,675][root][INFO] - ===> Epoch[7072](35358/5): Loss -0.8119, Sem 0.0181, dir -0.9872, norm 0.1572, swav 0.0000 LR: 4.489e-02 Score 99.376 Data time: 0.0776, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.0891 [2020-10-19 15:21:09,788][root][INFO] - ===> Epoch[7072](35359/5): Loss -0.8367, Sem 0.0171, dir -0.9883, norm 0.1345, swav 0.0000 LR: 4.489e-02 Score 99.437 Data time: 0.0931, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.9955 [2020-10-19 15:21:12,457][root][INFO] - ===> Epoch[7072](35360/5): Loss -0.8270, Sem 0.0147, dir -0.9894, norm 0.1478, swav 0.0000 LR: 4.489e-02 Score 99.503 Data time: 0.1027, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.5645 [2020-10-19 15:21:14,784][root][INFO] - ===> Epoch[7073](35361/5): Loss -0.8173, Sem 0.0162, dir -0.9887, norm 0.1551, swav 0.0000 LR: 4.489e-02 Score 99.464 Data time: 0.0870, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.2133 [2020-10-19 15:21:17,299][root][INFO] - ===> Epoch[7073](35362/5): Loss -0.8405, Sem 0.0145, dir -0.9886, norm 0.1336, swav 0.0000 LR: 4.489e-02 Score 99.508 Data time: 0.0948, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.4054 [2020-10-19 15:21:19,796][root][INFO] - ===> Epoch[7073](35363/5): Loss -0.8233, Sem 0.0177, dir -0.9885, norm 0.1476, swav 0.0000 LR: 4.489e-02 Score 99.408 Data time: 0.0763, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.3999 [2020-10-19 15:21:21,618][root][INFO] - ===> Epoch[7073](35364/5): Loss -0.8446, Sem 0.0199, dir -0.9882, norm 0.1237, swav 0.0000 LR: 4.488e-02 Score 99.383 Data time: 0.0853, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.7191 [2020-10-19 15:21:23,729][root][INFO] - ===> Epoch[7073](35365/5): Loss -0.8479, Sem 0.0151, dir -0.9893, norm 0.1263, swav 0.0000 LR: 4.488e-02 Score 99.488 Data time: 0.0893, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.0044 [2020-10-19 15:21:26,228][root][INFO] - ===> Epoch[7074](35366/5): Loss -0.8464, Sem 0.0150, dir -0.9897, norm 0.1284, swav 0.0000 LR: 4.488e-02 Score 99.503 Data time: 0.0842, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.3941 [2020-10-19 15:21:28,686][root][INFO] - ===> Epoch[7074](35367/5): Loss -0.8318, Sem 0.0161, dir -0.9884, norm 0.1406, swav 0.0000 LR: 4.488e-02 Score 99.469 Data time: 0.0770, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.3323 [2020-10-19 15:21:30,639][root][INFO] - ===> Epoch[7074](35368/5): Loss -0.8417, Sem 0.0171, dir -0.9885, norm 0.1297, swav 0.0000 LR: 4.488e-02 Score 99.423 Data time: 0.0762, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.8511 [2020-10-19 15:21:32,792][root][INFO] - ===> Epoch[7074](35369/5): Loss -0.8447, Sem 0.0165, dir -0.9868, norm 0.1257, swav 0.0000 LR: 4.488e-02 Score 99.460 Data time: 0.2462, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.0498 [2020-10-19 15:21:35,180][root][INFO] - ===> Epoch[7074](35370/5): Loss -0.8406, Sem 0.0141, dir -0.9886, norm 0.1339, swav 0.0000 LR: 4.487e-02 Score 99.531 Data time: 0.1177, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.2714 [2020-10-19 15:21:37,153][root][INFO] - ===> Epoch[7075](35371/5): Loss -0.8346, Sem 0.0222, dir -0.9887, norm 0.1319, swav 0.0000 LR: 4.487e-02 Score 99.373 Data time: 0.0894, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.8529 [2020-10-19 15:21:39,372][root][INFO] - ===> Epoch[7075](35372/5): Loss -0.8404, Sem 0.0157, dir -0.9873, norm 0.1312, swav 0.0000 LR: 4.487e-02 Score 99.472 Data time: 0.0816, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.1156 [2020-10-19 15:21:41,447][root][INFO] - ===> Epoch[7075](35373/5): Loss -0.8523, Sem 0.0172, dir -0.9887, norm 0.1193, swav 0.0000 LR: 4.487e-02 Score 99.417 Data time: 0.1258, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.9805 [2020-10-19 15:21:43,784][root][INFO] - ===> Epoch[7075](35374/5): Loss -0.8364, Sem 0.0178, dir -0.9878, norm 0.1336, swav 0.0000 LR: 4.487e-02 Score 99.410 Data time: 0.0760, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.2261 [2020-10-19 15:21:45,962][root][INFO] - ===> Epoch[7075](35375/5): Loss -0.8484, Sem 0.0211, dir -0.9884, norm 0.1189, swav 0.0000 LR: 4.487e-02 Score 99.396 Data time: 0.0961, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.0576 [2020-10-19 15:21:47,869][root][INFO] - ===> Epoch[7076](35376/5): Loss -0.8465, Sem 0.0164, dir -0.9888, norm 0.1259, swav 0.0000 LR: 4.486e-02 Score 99.451 Data time: 0.0788, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.7820 [2020-10-19 15:21:50,238][root][INFO] - ===> Epoch[7076](35377/5): Loss -0.8471, Sem 0.0158, dir -0.9878, norm 0.1250, swav 0.0000 LR: 4.486e-02 Score 99.464 Data time: 0.0870, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.2728 [2020-10-19 15:21:52,663][root][INFO] - ===> Epoch[7076](35378/5): Loss -0.8517, Sem 0.0154, dir -0.9900, norm 0.1230, swav 0.0000 LR: 4.486e-02 Score 99.489 Data time: 0.0743, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.3076 [2020-10-19 15:21:54,688][root][INFO] - ===> Epoch[7076](35379/5): Loss -0.8451, Sem 0.0168, dir -0.9885, norm 0.1266, swav 0.0000 LR: 4.486e-02 Score 99.444 Data time: 0.0917, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.9302 [2020-10-19 15:21:56,818][root][INFO] - ===> Epoch[7076](35380/5): Loss -0.8423, Sem 0.0160, dir -0.9884, norm 0.1300, swav 0.0000 LR: 4.486e-02 Score 99.469 Data time: 0.0861, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.0095 [2020-10-19 15:21:58,794][root][INFO] - ===> Epoch[7077](35381/5): Loss -0.8596, Sem 0.0159, dir -0.9897, norm 0.1142, swav 0.0000 LR: 4.486e-02 Score 99.474 Data time: 0.0682, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.8864 [2020-10-19 15:22:01,104][root][INFO] - ===> Epoch[7077](35382/5): Loss -0.8464, Sem 0.0177, dir -0.9884, norm 0.1243, swav 0.0000 LR: 4.485e-02 Score 99.391 Data time: 0.1661, Forward time: 0.7793, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.2091 [2020-10-19 15:22:03,188][root][INFO] - ===> Epoch[7077](35383/5): Loss -0.8459, Sem 0.0165, dir -0.9884, norm 0.1260, swav 0.0000 LR: 4.485e-02 Score 99.457 Data time: 0.0904, Forward time: 0.7793, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.9630 [2020-10-19 15:22:05,276][root][INFO] - ===> Epoch[7077](35384/5): Loss -0.8504, Sem 0.0168, dir -0.9883, norm 0.1210, swav 0.0000 LR: 4.485e-02 Score 99.428 Data time: 0.0807, Forward time: 0.7793, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.9968 [2020-10-19 15:22:07,205][root][INFO] - ===> Epoch[7077](35385/5): Loss -0.8355, Sem 0.0207, dir -0.9871, norm 0.1309, swav 0.0000 LR: 4.485e-02 Score 99.374 Data time: 0.0993, Forward time: 0.7793, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.8340 [2020-10-19 15:22:09,208][root][INFO] - ===> Epoch[7078](35386/5): Loss -0.8479, Sem 0.0171, dir -0.9883, norm 0.1234, swav 0.0000 LR: 4.485e-02 Score 99.428 Data time: 0.0435, Forward time: 0.7793, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.8950 [2020-10-19 15:22:11,189][root][INFO] - ===> Epoch[7078](35387/5): Loss -0.8523, Sem 0.0145, dir -0.9882, norm 0.1214, swav 0.0000 LR: 4.485e-02 Score 99.515 Data time: 0.1194, Forward time: 0.7793, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.9140 [2020-10-19 15:22:13,412][root][INFO] - ===> Epoch[7078](35388/5): Loss -0.8396, Sem 0.0169, dir -0.9880, norm 0.1315, swav 0.0000 LR: 4.484e-02 Score 99.430 Data time: 0.0723, Forward time: 0.7793, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.1150 [2020-10-19 15:22:15,516][root][INFO] - ===> Epoch[7078](35389/5): Loss -0.8458, Sem 0.0182, dir -0.9896, norm 0.1257, swav 0.0000 LR: 4.484e-02 Score 99.430 Data time: 0.1124, Forward time: 0.7793, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.0073 [2020-10-19 15:22:17,857][root][INFO] - ===> Epoch[7078](35390/5): Loss -0.8375, Sem 0.0163, dir -0.9881, norm 0.1343, swav 0.0000 LR: 4.484e-02 Score 99.436 Data time: 0.1063, Forward time: 0.7793, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.2495 [2020-10-19 15:22:20,046][root][INFO] - ===> Epoch[7079](35391/5): Loss -0.8567, Sem 0.0155, dir -0.9882, norm 0.1160, swav 0.0000 LR: 4.484e-02 Score 99.474 Data time: 0.0863, Forward time: 0.7793, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.0663 [2020-10-19 15:22:22,139][root][INFO] - ===> Epoch[7079](35392/5): Loss -0.8356, Sem 0.0184, dir -0.9882, norm 0.1342, swav 0.0000 LR: 4.484e-02 Score 99.368 Data time: 0.0941, Forward time: 0.7793, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.9839 [2020-10-19 15:22:24,293][root][INFO] - ===> Epoch[7079](35393/5): Loss -0.8385, Sem 0.0160, dir -0.9892, norm 0.1347, swav 0.0000 LR: 4.484e-02 Score 99.481 Data time: 0.0535, Forward time: 0.7793, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.0669 [2020-10-19 15:22:26,504][root][INFO] - ===> Epoch[7079](35394/5): Loss -0.8324, Sem 0.0180, dir -0.9863, norm 0.1359, swav 0.0000 LR: 4.483e-02 Score 99.394 Data time: 0.0525, Forward time: 0.7793, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.1222 [2020-10-19 15:22:28,641][root][INFO] - ===> Epoch[7079](35395/5): Loss -0.8466, Sem 0.0158, dir -0.9886, norm 0.1262, swav 0.0000 LR: 4.483e-02 Score 99.463 Data time: 0.0616, Forward time: 0.7793, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.0715 [2020-10-19 15:22:31,509][root][INFO] - ===> Epoch[7080](35396/5): Loss -0.8346, Sem 0.0167, dir -0.9878, norm 0.1365, swav 0.0000 LR: 4.483e-02 Score 99.440 Data time: 0.0754, Forward time: 0.7793, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.7793 [2020-10-19 15:22:33,726][root][INFO] - ===> Epoch[7080](35397/5): Loss -0.8322, Sem 0.0165, dir -0.9879, norm 0.1392, swav 0.0000 LR: 4.483e-02 Score 99.455 Data time: 0.0578, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.1086 [2020-10-19 15:22:35,816][root][INFO] - ===> Epoch[7080](35398/5): Loss -0.8404, Sem 0.0151, dir -0.9878, norm 0.1323, swav 0.0000 LR: 4.483e-02 Score 99.489 Data time: 0.0545, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.0067 [2020-10-19 15:22:38,128][root][INFO] - ===> Epoch[7080](35399/5): Loss -0.8436, Sem 0.0182, dir -0.9884, norm 0.1265, swav 0.0000 LR: 4.483e-02 Score 99.396 Data time: 0.0532, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.2362 [2020-10-19 15:22:40,332][root][INFO] - ===> Epoch[7080](35400/5): Loss -0.8413, Sem 0.0192, dir -0.9882, norm 0.1277, swav 0.0000 LR: 4.482e-02 Score 99.370 Data time: 0.0597, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.1267 [2020-10-19 15:22:41,492][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-10-19 15:22:41,656][root][INFO] - ===> Start testing [2020-10-19 15:23:20,924][root][INFO] - 68/68: Data time: 0.0025, Iter time: 0.1577 Loss 0.829 (AVG: 0.542) Score 85.023 (AVG: 90.674) mIOU 70.357 mAP 84.731 mAcc 77.953 IOU: 62.054 0.221 81.319 74.823 93.952 91.705 41.020 79.215 98.000 65.213 80.413 86.526 60.183 mAP: 81.668 13.353 94.733 87.147 98.720 97.895 61.783 96.606 99.711 90.282 93.049 95.090 91.466 mAcc: 78.249 1.550 88.363 83.200 95.276 96.687 48.433 91.759 98.884 79.657 90.688 95.921 64.719 [2020-10-19 15:23:20,930][root][INFO] - Finished test. Elapsed time: 39.2667 [2020-10-19 15:23:23,817][root][INFO] - [2020-10-19 15:23:23,817][root][INFO] - ################################################################ [2020-10-19 15:23:23,817][root][INFO] - what : AP AP_50% AP_25% [2020-10-19 15:23:23,818][root][INFO] - ################################################################ [2020-10-19 15:23:23,818][root][INFO] - clutter : nan nan nan [2020-10-19 15:23:23,818][root][INFO] - beam : 0.000 0.000 0.000 [2020-10-19 15:23:23,818][root][INFO] - board : 0.786 0.853 0.925 [2020-10-19 15:23:23,818][root][INFO] - bookcase : 0.274 0.405 0.558 [2020-10-19 15:23:23,818][root][INFO] - ceiling : 0.467 0.513 0.570 [2020-10-19 15:23:23,818][root][INFO] - chair : 0.824 0.909 0.921 [2020-10-19 15:23:23,818][root][INFO] - column : 0.231 0.342 0.543 [2020-10-19 15:23:23,818][root][INFO] - door : 0.767 0.920 0.978 [2020-10-19 15:23:23,818][root][INFO] - floor : 0.726 0.761 0.831 [2020-10-19 15:23:23,818][root][INFO] - sofa : 0.370 0.717 0.784 [2020-10-19 15:23:23,818][root][INFO] - table : 0.179 0.355 0.671 [2020-10-19 15:23:23,818][root][INFO] - wall : 0.546 0.740 0.831 [2020-10-19 15:23:23,818][root][INFO] - window : 0.551 0.764 0.784 [2020-10-19 15:23:23,818][root][INFO] - ---------------------------------------------------------------- [2020-10-19 15:23:23,818][root][INFO] - average : 0.477 0.606 0.700 [2020-10-19 15:23:23,818][root][INFO] - [2020-10-19 15:23:23,970][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-10-19 15:23:23,971][root][INFO] - Current best mIoU: 72.177 at iter 31200 [2020-10-19 15:23:25,851][root][INFO] - ===> Epoch[7081](35401/5): Loss -0.8327, Sem 0.0178, dir -0.9867, norm 0.1363, swav 0.0000 LR: 4.482e-02 Score 99.405 Data time: 0.0957, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.8739 [2020-10-19 15:23:28,146][root][INFO] - ===> Epoch[7081](35402/5): Loss -0.8454, Sem 0.0155, dir -0.9883, norm 0.1274, swav 0.0000 LR: 4.482e-02 Score 99.489 Data time: 0.0873, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.1596 [2020-10-19 15:23:30,242][root][INFO] - ===> Epoch[7081](35403/5): Loss -0.8488, Sem 0.0167, dir -0.9894, norm 0.1240, swav 0.0000 LR: 4.482e-02 Score 99.443 Data time: 0.0709, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.9893 [2020-10-19 15:23:32,425][root][INFO] - ===> Epoch[7081](35404/5): Loss -0.8480, Sem 0.0182, dir -0.9881, norm 0.1219, swav 0.0000 LR: 4.482e-02 Score 99.392 Data time: 0.1009, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.0872 [2020-10-19 15:23:34,461][root][INFO] - ===> Epoch[7081](35405/5): Loss -0.8507, Sem 0.0166, dir -0.9882, norm 0.1210, swav 0.0000 LR: 4.482e-02 Score 99.440 Data time: 0.0704, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.9366 [2020-10-19 15:23:36,945][root][INFO] - ===> Epoch[7082](35406/5): Loss -0.8379, Sem 0.0183, dir -0.9879, norm 0.1317, swav 0.0000 LR: 4.481e-02 Score 99.408 Data time: 0.0838, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.3856 [2020-10-19 15:23:38,970][root][INFO] - ===> Epoch[7082](35407/5): Loss -0.8530, Sem 0.0173, dir -0.9886, norm 0.1183, swav 0.0000 LR: 4.481e-02 Score 99.444 Data time: 0.0698, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.8973 [2020-10-19 15:23:41,020][root][INFO] - ===> Epoch[7082](35408/5): Loss -0.8447, Sem 0.0175, dir -0.9880, norm 0.1258, swav 0.0000 LR: 4.481e-02 Score 99.399 Data time: 0.0794, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.9387 [2020-10-19 15:23:43,074][root][INFO] - ===> Epoch[7082](35409/5): Loss -0.8534, Sem 0.0149, dir -0.9885, norm 0.1203, swav 0.0000 LR: 4.481e-02 Score 99.503 Data time: 0.0803, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.9559 [2020-10-19 15:23:45,226][root][INFO] - ===> Epoch[7082](35410/5): Loss -0.8549, Sem 0.0151, dir -0.9885, norm 0.1185, swav 0.0000 LR: 4.481e-02 Score 99.488 Data time: 0.0698, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.0108 [2020-10-19 15:23:47,705][root][INFO] - ===> Epoch[7083](35411/5): Loss -0.8460, Sem 0.0167, dir -0.9889, norm 0.1263, swav 0.0000 LR: 4.481e-02 Score 99.453 Data time: 0.0693, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.3725 [2020-10-19 15:23:50,174][root][INFO] - ===> Epoch[7083](35412/5): Loss -0.8455, Sem 0.0172, dir -0.9889, norm 0.1262, swav 0.0000 LR: 4.480e-02 Score 99.417 Data time: 0.0542, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 2.3518 [2020-10-19 15:23:53,506][root][INFO] - ===> Epoch[7083](35413/5): Loss -0.8455, Sem 0.0161, dir -0.9882, norm 0.1266, swav 0.0000 LR: 4.480e-02 Score 99.469 Data time: 0.0821, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 3.2521 [2020-10-19 15:23:55,718][root][INFO] - ===> Epoch[7083](35414/5): Loss -0.8427, Sem 0.0163, dir -0.9886, norm 0.1296, swav 0.0000 LR: 4.480e-02 Score 99.454 Data time: 0.0870, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.1014 [2020-10-19 15:23:58,097][root][INFO] - ===> Epoch[7083](35415/5): Loss -0.8575, Sem 0.0150, dir -0.9884, norm 0.1160, swav 0.0000 LR: 4.480e-02 Score 99.499 Data time: 0.0756, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.2541 [2020-10-19 15:24:00,512][root][INFO] - ===> Epoch[7084](35416/5): Loss -0.8543, Sem 0.0155, dir -0.9892, norm 0.1194, swav 0.0000 LR: 4.480e-02 Score 99.466 Data time: 0.0803, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.3188 [2020-10-19 15:24:02,526][root][INFO] - ===> Epoch[7084](35417/5): Loss -0.8581, Sem 0.0161, dir -0.9893, norm 0.1151, swav 0.0000 LR: 4.480e-02 Score 99.451 Data time: 0.0840, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.8957 [2020-10-19 15:24:04,711][root][INFO] - ===> Epoch[7084](35418/5): Loss -0.8511, Sem 0.0169, dir -0.9889, norm 0.1208, swav 0.0000 LR: 4.479e-02 Score 99.424 Data time: 0.0725, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.0729 [2020-10-19 15:24:06,840][root][INFO] - ===> Epoch[7084](35419/5): Loss -0.8493, Sem 0.0156, dir -0.9888, norm 0.1240, swav 0.0000 LR: 4.479e-02 Score 99.482 Data time: 0.0527, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.0116 [2020-10-19 15:24:09,192][root][INFO] - ===> Epoch[7084](35420/5): Loss -0.8362, Sem 0.0167, dir -0.9880, norm 0.1350, swav 0.0000 LR: 4.479e-02 Score 99.444 Data time: 0.0426, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.2839 [2020-10-19 15:24:11,328][root][INFO] - ===> Epoch[7085](35421/5): Loss -0.8598, Sem 0.0156, dir -0.9892, norm 0.1138, swav 0.0000 LR: 4.479e-02 Score 99.459 Data time: 0.0607, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.0688 [2020-10-19 15:24:13,277][root][INFO] - ===> Epoch[7085](35422/5): Loss -0.8545, Sem 0.0168, dir -0.9895, norm 0.1182, swav 0.0000 LR: 4.479e-02 Score 99.426 Data time: 0.0895, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.8359 [2020-10-19 15:24:15,205][root][INFO] - ===> Epoch[7085](35423/5): Loss -0.8573, Sem 0.0133, dir -0.9891, norm 0.1185, swav 0.0000 LR: 4.479e-02 Score 99.564 Data time: 0.0758, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.8243 [2020-10-19 15:24:17,478][root][INFO] - ===> Epoch[7085](35424/5): Loss -0.8282, Sem 0.0176, dir -0.9880, norm 0.1421, swav 0.0000 LR: 4.479e-02 Score 99.432 Data time: 0.0793, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.1568 [2020-10-19 15:24:19,991][root][INFO] - ===> Epoch[7085](35425/5): Loss -0.8401, Sem 0.0178, dir -0.9871, norm 0.1293, swav 0.0000 LR: 4.478e-02 Score 99.404 Data time: 0.0765, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.4036 [2020-10-19 15:24:22,312][root][INFO] - ===> Epoch[7086](35426/5): Loss -0.8357, Sem 0.0158, dir -0.9890, norm 0.1375, swav 0.0000 LR: 4.478e-02 Score 99.455 Data time: 0.0928, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.2198 [2020-10-19 15:24:25,122][root][INFO] - ===> Epoch[7086](35427/5): Loss -0.8558, Sem 0.0149, dir -0.9893, norm 0.1187, swav 0.0000 LR: 4.478e-02 Score 99.484 Data time: 0.1058, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.7093 [2020-10-19 15:24:27,622][root][INFO] - ===> Epoch[7086](35428/5): Loss -0.8536, Sem 0.0151, dir -0.9878, norm 0.1191, swav 0.0000 LR: 4.478e-02 Score 99.496 Data time: 0.1114, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.3783 [2020-10-19 15:24:29,632][root][INFO] - ===> Epoch[7086](35429/5): Loss -0.8495, Sem 0.0163, dir -0.9887, norm 0.1229, swav 0.0000 LR: 4.478e-02 Score 99.446 Data time: 0.0746, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.8922 [2020-10-19 15:24:31,909][root][INFO] - ===> Epoch[7086](35430/5): Loss -0.8400, Sem 0.0189, dir -0.9888, norm 0.1300, swav 0.0000 LR: 4.478e-02 Score 99.389 Data time: 0.0718, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.1751 [2020-10-19 15:24:33,819][root][INFO] - ===> Epoch[7087](35431/5): Loss -0.8463, Sem 0.0182, dir -0.9885, norm 0.1241, swav 0.0000 LR: 4.477e-02 Score 99.401 Data time: 0.0624, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.8056 [2020-10-19 15:24:36,074][root][INFO] - ===> Epoch[7087](35432/5): Loss -0.8417, Sem 0.0186, dir -0.9876, norm 0.1273, swav 0.0000 LR: 4.477e-02 Score 99.408 Data time: 0.0727, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.1614 [2020-10-19 15:24:37,942][root][INFO] - ===> Epoch[7087](35433/5): Loss -0.8637, Sem 0.0155, dir -0.9899, norm 0.1107, swav 0.0000 LR: 4.477e-02 Score 99.464 Data time: 0.0552, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.7687 [2020-10-19 15:24:40,349][root][INFO] - ===> Epoch[7087](35434/5): Loss -0.8527, Sem 0.0152, dir -0.9891, norm 0.1212, swav 0.0000 LR: 4.477e-02 Score 99.489 Data time: 0.0746, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.3297 [2020-10-19 15:24:42,307][root][INFO] - ===> Epoch[7087](35435/5): Loss -0.8505, Sem 0.0158, dir -0.9891, norm 0.1228, swav 0.0000 LR: 4.477e-02 Score 99.481 Data time: 0.0982, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.8567 [2020-10-19 15:24:44,544][root][INFO] - ===> Epoch[7088](35436/5): Loss -0.8337, Sem 0.0162, dir -0.9882, norm 0.1383, swav 0.0000 LR: 4.477e-02 Score 99.472 Data time: 0.0722, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.1350 [2020-10-19 15:24:46,518][root][INFO] - ===> Epoch[7088](35437/5): Loss -0.8417, Sem 0.0186, dir -0.9866, norm 0.1263, swav 0.0000 LR: 4.476e-02 Score 99.373 Data time: 0.0815, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.8860 [2020-10-19 15:24:48,630][root][INFO] - ===> Epoch[7088](35438/5): Loss -0.8551, Sem 0.0168, dir -0.9890, norm 0.1172, swav 0.0000 LR: 4.476e-02 Score 99.431 Data time: 0.0649, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.9999 [2020-10-19 15:24:50,726][root][INFO] - ===> Epoch[7088](35439/5): Loss -0.8518, Sem 0.0162, dir -0.9886, norm 0.1206, swav 0.0000 LR: 4.476e-02 Score 99.465 Data time: 0.0840, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.9810 [2020-10-19 15:24:53,142][root][INFO] - ===> Epoch[7088](35440/5): Loss -0.8508, Sem 0.0161, dir -0.9886, norm 0.1217, swav 0.0000 LR: 4.476e-02 Score 99.454 Data time: 0.0680, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.3015 [2020-10-19 15:24:55,065][root][INFO] - ===> Epoch[7089](35441/5): Loss -0.8502, Sem 0.0174, dir -0.9887, norm 0.1211, swav 0.0000 LR: 4.476e-02 Score 99.410 Data time: 0.0787, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.8104 [2020-10-19 15:24:57,180][root][INFO] - ===> Epoch[7089](35442/5): Loss -0.8395, Sem 0.0146, dir -0.9891, norm 0.1351, swav 0.0000 LR: 4.476e-02 Score 99.512 Data time: 0.1214, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.0188 [2020-10-19 15:24:59,157][root][INFO] - ===> Epoch[7089](35443/5): Loss -0.8503, Sem 0.0171, dir -0.9878, norm 0.1204, swav 0.0000 LR: 4.475e-02 Score 99.420 Data time: 0.0718, Forward time: 0.7792, Backward time: 1.1659, DDP time: 0.0033, Total iter time: 1.8531 [2020-10-19 15:25:01,462][root][INFO] - ===> Epoch[7089](35444/5): Loss -0.8524, Sem 0.0160, dir -0.9877, norm 0.1193, swav 0.0000 LR: 4.475e-02 Score 99.462 Data time: 0.0428, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.1918 [2020-10-19 15:25:03,392][root][INFO] - ===> Epoch[7089](35445/5): Loss -0.8451, Sem 0.0158, dir -0.9885, norm 0.1276, swav 0.0000 LR: 4.475e-02 Score 99.452 Data time: 0.0681, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.8423 [2020-10-19 15:25:05,714][root][INFO] - ===> Epoch[7090](35446/5): Loss -0.8607, Sem 0.0142, dir -0.9897, norm 0.1148, swav 0.0000 LR: 4.475e-02 Score 99.517 Data time: 0.0592, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.2636 [2020-10-19 15:25:08,398][root][INFO] - ===> Epoch[7090](35447/5): Loss -0.8514, Sem 0.0145, dir -0.9901, norm 0.1242, swav 0.0000 LR: 4.475e-02 Score 99.518 Data time: 0.0848, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.5783 [2020-10-19 15:25:10,435][root][INFO] - ===> Epoch[7090](35448/5): Loss -0.8493, Sem 0.0175, dir -0.9886, norm 0.1219, swav 0.0000 LR: 4.475e-02 Score 99.410 Data time: 0.0900, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.9118 [2020-10-19 15:25:12,483][root][INFO] - ===> Epoch[7090](35449/5): Loss -0.8528, Sem 0.0148, dir -0.9880, norm 0.1205, swav 0.0000 LR: 4.474e-02 Score 99.496 Data time: 0.0889, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.9462 [2020-10-19 15:25:14,673][root][INFO] - ===> Epoch[7090](35450/5): Loss -0.8497, Sem 0.0164, dir -0.9890, norm 0.1229, swav 0.0000 LR: 4.474e-02 Score 99.438 Data time: 0.0861, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.0835 [2020-10-19 15:25:16,878][root][INFO] - ===> Epoch[7091](35451/5): Loss -0.8551, Sem 0.0163, dir -0.9883, norm 0.1169, swav 0.0000 LR: 4.474e-02 Score 99.460 Data time: 0.0787, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.0797 [2020-10-19 15:25:19,089][root][INFO] - ===> Epoch[7091](35452/5): Loss -0.8569, Sem 0.0155, dir -0.9899, norm 0.1175, swav 0.0000 LR: 4.474e-02 Score 99.481 Data time: 0.0692, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.0866 [2020-10-19 15:25:21,378][root][INFO] - ===> Epoch[7091](35453/5): Loss -0.8452, Sem 0.0157, dir -0.9875, norm 0.1266, swav 0.0000 LR: 4.474e-02 Score 99.489 Data time: 0.0750, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.1977 [2020-10-19 15:25:23,774][root][INFO] - ===> Epoch[7091](35454/5): Loss -0.8423, Sem 0.0161, dir -0.9893, norm 0.1309, swav 0.0000 LR: 4.474e-02 Score 99.450 Data time: 0.0579, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.2889 [2020-10-19 15:25:25,568][root][INFO] - ===> Epoch[7091](35455/5): Loss -0.8588, Sem 0.0166, dir -0.9884, norm 0.1131, swav 0.0000 LR: 4.473e-02 Score 99.434 Data time: 0.0741, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.7207 [2020-10-19 15:25:27,941][root][INFO] - ===> Epoch[7092](35456/5): Loss -0.8461, Sem 0.0173, dir -0.9876, norm 0.1242, swav 0.0000 LR: 4.473e-02 Score 99.409 Data time: 0.1863, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.2648 [2020-10-19 15:25:30,267][root][INFO] - ===> Epoch[7092](35457/5): Loss -0.8575, Sem 0.0154, dir -0.9889, norm 0.1160, swav 0.0000 LR: 4.473e-02 Score 99.484 Data time: 0.0830, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.2260 [2020-10-19 15:25:32,459][root][INFO] - ===> Epoch[7092](35458/5): Loss -0.8459, Sem 0.0163, dir -0.9887, norm 0.1265, swav 0.0000 LR: 4.473e-02 Score 99.445 Data time: 0.0585, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.0899 [2020-10-19 15:25:34,696][root][INFO] - ===> Epoch[7092](35459/5): Loss -0.8592, Sem 0.0156, dir -0.9890, norm 0.1142, swav 0.0000 LR: 4.473e-02 Score 99.479 Data time: 0.0557, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.1539 [2020-10-19 15:25:36,627][root][INFO] - ===> Epoch[7092](35460/5): Loss -0.8509, Sem 0.0170, dir -0.9882, norm 0.1204, swav 0.0000 LR: 4.473e-02 Score 99.420 Data time: 0.0914, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.8562 [2020-10-19 15:25:38,883][root][INFO] - ===> Epoch[7093](35461/5): Loss -0.8596, Sem 0.0149, dir -0.9895, norm 0.1150, swav 0.0000 LR: 4.472e-02 Score 99.488 Data time: 0.1093, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.1488 [2020-10-19 15:25:40,983][root][INFO] - ===> Epoch[7093](35462/5): Loss -0.8561, Sem 0.0145, dir -0.9891, norm 0.1186, swav 0.0000 LR: 4.472e-02 Score 99.506 Data time: 0.0605, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.9809 [2020-10-19 15:25:42,841][root][INFO] - ===> Epoch[7093](35463/5): Loss -0.8477, Sem 0.0173, dir -0.9880, norm 0.1230, swav 0.0000 LR: 4.472e-02 Score 99.425 Data time: 0.0601, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.7713 [2020-10-19 15:25:45,210][root][INFO] - ===> Epoch[7093](35464/5): Loss -0.8449, Sem 0.0158, dir -0.9879, norm 0.1272, swav 0.0000 LR: 4.472e-02 Score 99.463 Data time: 0.0761, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 2.2956 [2020-10-19 15:25:47,263][root][INFO] - ===> Epoch[7093](35465/5): Loss -0.8599, Sem 0.0158, dir -0.9887, norm 0.1131, swav 0.0000 LR: 4.472e-02 Score 99.460 Data time: 0.0738, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.9337 [2020-10-19 15:25:49,369][root][INFO] - ===> Epoch[7094](35466/5): Loss -0.8438, Sem 0.0159, dir -0.9893, norm 0.1296, swav 0.0000 LR: 4.472e-02 Score 99.479 Data time: 0.0714, Forward time: 0.7792, Backward time: 1.1660, DDP time: 0.0033, Total iter time: 1.9996 [2020-10-19 15:25:51,339][submitit][WARNING] - Caught signal 10 on learnfair1303: this job is timed-out. [2020-10-19 15:25:51,348][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=6). [2020-10-19 15:25:51,340][submitit][WARNING] - Caught signal 10 on learnfair1303: this job is timed-out. [2020-10-19 15:25:51,351][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=3). [2020-10-19 15:25:51,351][submitit][WARNING] - Caught signal 10 on learnfair1303: this job is timed-out. [2020-10-19 15:25:51,358][submitit][INFO] - Calling checkpoint method. [2020-10-19 15:25:51,351][submitit][WARNING] - Caught signal 10 on learnfair1303: this job is timed-out. [2020-10-19 15:25:51,360][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=7). [2020-10-19 15:25:51,351][submitit][WARNING] - Caught signal 10 on learnfair1303: this job is timed-out. [2020-10-19 15:25:51,351][submitit][WARNING] - Caught signal 10 on learnfair1303: this job is timed-out. [2020-10-19 15:25:51,351][submitit][WARNING] - Caught signal 10 on learnfair1303: this job is timed-out. [2020-10-19 15:25:51,361][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=2). [2020-10-19 15:25:51,361][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=1). [2020-10-19 15:25:51,361][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=4). [2020-10-19 15:25:51,353][submitit][WARNING] - Caught signal 10 on learnfair1303: this job is timed-out. [2020-10-19 15:25:51,365][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=5). [2020-10-19 15:25:52,134][submitit][INFO] - Requeued job 32005766 (2 remaining timeouts) [2020-10-19 15:25:52,134][submitit][INFO] - Exiting gracefully after preemption/timeout. [2020-10-19 15:25:52,146][submitit][WARNING] - Bypassing signal 15